FileBase DT1_rLS_20150722_1152um ElecNo 8 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 0.09 and 0.14 GB. - 8 bytes per element (scalar), 6265450 elements when full. - Memory usage scales as MaxPossibleClusters*nPoints. Array AllVector2Mean will use between 0.02 and 0.03 GB. - 8 bytes per element (scalar), 1127781 elements when full. - Memory usage scales as nPoints*nDims. Array Data will use between 0.00 and 0.01 GB. - 2 bytes per element (data_int), 1127781 elements when full. - Memory usage scales as nPoints*nDims. Array Masks will use between 0.00 and 0.00 GB. - 1 bytes per element (char), 1127781 elements when full. - Memory usage scales as nPoints*nDims. Array CharFloatMasks will use between 0.00 and 0.00 GB. - 1 bytes per element (char), 1127781 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), 4050 elements when full. - Memory usage scales as MaxPossibleClusters*nDims*nDims. Note that nPoints=125309, nDims=9, MaxPossibleClusters=50 Total memory usage will be between 0.12 and 0.18 GB. RAM limit is set at 15.63 GB. ---------------------------------------------------------- Loaded 125309 data points of dimension 9. MEMO: A lower score indicates a better clustering Starting from 20 clusters... ------ Clustering full data set of 125309 points ------ SP: Assigned 20 initial classes randomly. Deleting Class 14 (2061 points): Lose 49.416919 but Gain 322.809794 Iteration 0F (0.990781 sec): 19 clusters Score: Raw -3395258.939066 + Penalty 5810.576293 = -3389448.362773 nChanged 118401 Iteration 1F (1.571743 sec): 19 clusters Score: Raw -3882608.636472 + Penalty 5810.576293 = -3876798.060179 nChanged 46395 Iteration 2F (2.171003 sec): 19 clusters Score: Raw -4012743.089455 + Penalty 5810.576293 = -4006932.513162 nChanged 25674 Deleting Class 4 (270 points): Lose 248.430236 but Gain 322.809794 Iteration 3F (2.741690 sec): 18 clusters Score: Raw -4060980.788522 + Penalty 5487.766499 = -4055493.022023 nChanged 16133 Iteration 4F (3.282246 sec): 18 clusters Score: Raw -4087114.777485 + Penalty 5487.766499 = -4081627.010986 nChanged 11171 Iteration 5F (3.880491 sec): 18 clusters Score: Raw -4105498.473170 + Penalty 5487.766499 = -4100010.706671 nChanged 8324 Iteration 6F (4.435212 sec): 18 clusters Score: Raw -4116867.581825 + Penalty 5487.766499 = -4111379.815325 nChanged 6332 Iteration 7F (5.010060 sec): 18 clusters Score: Raw -4123261.626908 + Penalty 5487.766499 = -4117773.860408 nChanged 5170 Iteration 8Q (5.504394 sec): 18 clusters Score: Raw -4127738.106583 + Penalty 5487.766499 = -4122250.340084 nChanged 4660 Iteration 9Q (6.001478 sec): 18 clusters Score: Raw -4132672.622889 + Penalty 5487.766499 = -4127184.856390 nChanged 4374 Iteration 10Q (6.505530 sec): 18 clusters Score: Raw -4137961.716200 + Penalty 5487.766499 = -4132473.949701 nChanged 4221 Iteration 11Q (7.009975 sec): 18 clusters Score: Raw -4144539.099255 + Penalty 5487.766499 = -4139051.332756 nChanged 3501 Iteration 12Q (7.503165 sec): 18 clusters Score: Raw -4151853.118621 + Penalty 5487.766499 = -4146365.352122 nChanged 2502 Iteration 13Q (8.001815 sec): 18 clusters Score: Raw -4155477.301127 + Penalty 5487.766499 = -4149989.534628 nChanged 1721 Iteration 14Q (8.485674 sec): 18 clusters Score: Raw -4156473.523735 + Penalty 5487.766499 = -4150985.757236 nChanged 1248 Iteration 15Q (8.974353 sec): 18 clusters Score: Raw -4156912.302715 + Penalty 5487.766499 = -4151424.536216 nChanged 1009 Iteration 16Q (9.466529 sec): 18 clusters Score: Raw -4157216.387774 + Penalty 5487.766499 = -4151728.621275 nChanged 832 Iteration 17Q (9.950816 sec): 18 clusters Score: Raw -4157425.746233 + Penalty 5487.766499 = -4151937.979734 nChanged 670 Iteration 18Q (10.470019 sec): 18 clusters Score: Raw -4157605.953899 + Penalty 5487.766499 = -4152118.187400 nChanged 610 Iteration 19Q (11.031392 sec): 18 clusters Score: Raw -4157735.078830 + Penalty 5487.766499 = -4152247.312331 nChanged 517 Writing temp clu file Because OldScore, -4152118.187400, is greater than current (better) Score,-4152247.312331 Compute initial score before splitting: Score: Raw -4157735.078830 + Penalty 5487.766499 = -4152247.312331 Trying to split cluster 1 (13825 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.063308 sec): 2 clusters Score: Raw -501554.778142 + Penalty 262.191430 = -501292.586712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.086320 sec): 3 clusters Score: Raw -492689.826926 + Penalty 524.382860 = -492165.444066 nChanged 6528 SP:Iteration 1F (11.107710 sec): 3 clusters Score: Raw -496757.237065 + Penalty 524.382860 = -496232.854204 nChanged 785 SP:Iteration 2F (11.129117 sec): 3 clusters Score: Raw -497183.178580 + Penalty 524.382860 = -496658.795719 nChanged 826 SP:Iteration 3F (11.162504 sec): 3 clusters Score: Raw -497695.847654 + Penalty 524.382860 = -497171.464794 nChanged 871 SP:Iteration 4F (11.183829 sec): 3 clusters Score: Raw -498291.443715 + Penalty 524.382860 = -497767.060854 nChanged 894 SP:Iteration 5F (11.205120 sec): 3 clusters Score: Raw -498951.526683 + Penalty 524.382860 = -498427.143823 nChanged 812 SP:Iteration 6F (11.231266 sec): 3 clusters Score: Raw -499502.639697 + Penalty 524.382860 = -498978.256837 nChanged 609 SP:Iteration 7Q (11.253951 sec): 3 clusters Score: Raw -499752.881834 + Penalty 524.382860 = -499228.498974 nChanged 345 SP:Iteration 8Q (11.275524 sec): 3 clusters Score: Raw -499835.841546 + Penalty 524.382860 = -499311.458686 nChanged 210 SP:Iteration 9Q (11.297204 sec): 3 clusters Score: Raw -499876.760596 + Penalty 524.382860 = -499352.377736 nChanged 152 SP:Iteration 10Q (11.318844 sec): 3 clusters Score: Raw -499902.128674 + Penalty 524.382860 = -499377.745813 nChanged 138 SP:Iteration 11Q (11.340559 sec): 3 clusters Score: Raw -499924.969236 + Penalty 524.382860 = -499400.586376 nChanged 122 SP:Iteration 12Q (11.367801 sec): 3 clusters Score: Raw -499944.129711 + Penalty 524.382860 = -499419.746850 nChanged 115 SP:Iteration 13Q (11.389185 sec): 3 clusters Score: Raw -499963.696477 + Penalty 524.382860 = -499439.313617 nChanged 132 SP:Iteration 14Q (11.410923 sec): 3 clusters Score: Raw -499984.977684 + Penalty 524.382860 = -499460.594823 nChanged 115 SP:Iteration 15Q (11.432509 sec): 3 clusters Score: Raw -500006.329504 + Penalty 524.382860 = -499481.946643 nChanged 119 SP:Iteration 16Q (11.452742 sec): 3 clusters Score: Raw -500027.466109 + Penalty 524.382860 = -499503.083248 nChanged 123 SP:Iteration 17Q (11.474312 sec): 3 clusters Score: Raw -500048.339628 + Penalty 524.382860 = -499523.956767 nChanged 117 SP:Iteration 18Q (11.495810 sec): 3 clusters Score: Raw -500068.040241 + Penalty 524.382860 = -499543.657381 nChanged 111 SP:Iteration 19Q (11.517362 sec): 3 clusters Score: Raw -500091.384891 + Penalty 524.382860 = -499567.002030 nChanged 120 SP:Iteration 20F (11.538931 sec): 3 clusters Score: Raw -500118.485039 + Penalty 524.382860 = -499594.102179 nChanged 123 SP:Iteration 21Q (11.560390 sec): 3 clusters Score: Raw -500141.755819 + Penalty 524.382860 = -499617.372959 nChanged 120 SP:Iteration 22Q (11.581985 sec): 3 clusters Score: Raw -500172.177786 + Penalty 524.382860 = -499647.794926 nChanged 146 SP:Iteration 23Q (11.604817 sec): 3 clusters Score: Raw -500215.026336 + Penalty 524.382860 = -499690.643476 nChanged 162 SP:Iteration 24Q (11.626090 sec): 3 clusters Score: Raw -500277.788297 + Penalty 524.382860 = -499753.405436 nChanged 177 SP:Iteration 25Q (11.647757 sec): 3 clusters Score: Raw -500357.832467 + Penalty 524.382860 = -499833.449607 nChanged 197 SP:Iteration 26Q (11.669366 sec): 3 clusters Score: Raw -500439.402000 + Penalty 524.382860 = -499915.019139 nChanged 190 SP:Iteration 27Q (11.690932 sec): 3 clusters Score: Raw -500510.826013 + Penalty 524.382860 = -499986.443153 nChanged 183 SP:Iteration 28Q (11.712552 sec): 3 clusters Score: Raw -500560.126795 + Penalty 524.382860 = -500035.743935 nChanged 142 SP:Iteration 29Q (11.734150 sec): 3 clusters Score: Raw -500587.903687 + Penalty 524.382860 = -500063.520826 nChanged 101 SP:Iteration 30Q (11.755842 sec): 3 clusters Score: Raw -500601.090052 + Penalty 524.382860 = -500076.707191 nChanged 75 SP:Iteration 31Q (11.777409 sec): 3 clusters Score: Raw -500610.552464 + Penalty 524.382860 = -500086.169603 nChanged 64 SP:Iteration 32Q (11.798843 sec): 3 clusters Score: Raw -500616.574943 + Penalty 524.382860 = -500092.192083 nChanged 60 SP:Iteration 33Q (11.820204 sec): 3 clusters Score: Raw -500621.741568 + Penalty 524.382860 = -500097.358708 nChanged 48 SP:Iteration 34Q (11.841797 sec): 3 clusters Score: Raw -500624.585270 + Penalty 524.382860 = -500100.202410 nChanged 26 SP:Iteration 35Q (11.863373 sec): 3 clusters Score: Raw -500625.733635 + Penalty 524.382860 = -500101.350775 nChanged 26 SP:Iteration 36Q (11.884850 sec): 3 clusters Score: Raw -500626.829311 + Penalty 524.382860 = -500102.446451 nChanged 20 SP:Iteration 37Q (11.906288 sec): 3 clusters Score: Raw -500627.739674 + Penalty 524.382860 = -500103.356814 nChanged 23 SP:Iteration 38Q (11.927772 sec): 3 clusters Score: Raw -500628.727896 + Penalty 524.382860 = -500104.345035 nChanged 15 SP:Iteration 39Q (11.985140 sec): 3 clusters Score: Raw -500629.230164 + Penalty 524.382860 = -500104.847303 nChanged 12 SP:Iteration 40F (12.012790 sec): 3 clusters Score: Raw -500629.630568 + Penalty 524.382860 = -500105.247707 nChanged 12 SP:Iteration 41Q (12.033950 sec): 3 clusters Score: Raw -500629.963044 + Penalty 524.382860 = -500105.580183 nChanged 11 SP:Iteration 42Q (12.066517 sec): 3 clusters Score: Raw -500630.300382 + Penalty 524.382860 = -500105.917521 nChanged 10 SP:Iteration 43Q (12.087908 sec): 3 clusters Score: Raw -500630.563954 + Penalty 524.382860 = -500106.181094 nChanged 11 SP:Iteration 44Q (12.109356 sec): 3 clusters Score: Raw -500630.786002 + Penalty 524.382860 = -500106.403141 nChanged 10 SP:Iteration 45Q (12.130802 sec): 3 clusters Score: Raw -500631.093596 + Penalty 524.382860 = -500106.710735 nChanged 12 SP:Iteration 46Q (12.152313 sec): 3 clusters Score: Raw -500631.580974 + Penalty 524.382860 = -500107.198114 nChanged 14 SP:Iteration 47Q (12.173883 sec): 3 clusters Score: Raw -500632.197430 + Penalty 524.382860 = -500107.814570 nChanged 14 SP:Iteration 48Q (12.195390 sec): 3 clusters Score: Raw -500632.843162 + Penalty 524.382860 = -500108.460302 nChanged 17 SP:Iteration 49Q (12.216928 sec): 3 clusters Score: Raw -500633.397005 + Penalty 524.382860 = -500109.014144 nChanged 12 SP:Iteration 50Q (12.238572 sec): 3 clusters Score: Raw -500633.837000 + Penalty 524.382860 = -500109.454139 nChanged 12 SP:Iteration 51Q (12.259815 sec): 3 clusters Score: Raw -500634.102462 + Penalty 524.382860 = -500109.719602 nChanged 10 SP:Iteration 52Q (12.281705 sec): 3 clusters Score: Raw -500634.318952 + Penalty 524.382860 = -500109.936092 nChanged 4 SP:Iteration 53Q (12.303152 sec): 3 clusters Score: Raw -500634.368471 + Penalty 524.382860 = -500109.985611 nChanged 2 SP:Iteration 54Q (12.324492 sec): 3 clusters Score: Raw -500634.399811 + Penalty 524.382860 = -500110.016951 nChanged 8 SP:Iteration 55Q (12.346071 sec): 3 clusters Score: Raw -500634.532943 + Penalty 524.382860 = -500110.150083 nChanged 6 SP:Iteration 56Q (12.367625 sec): 3 clusters Score: Raw -500634.586539 + Penalty 524.382860 = -500110.203679 nChanged 3 SP:Iteration 57Q (12.389137 sec): 3 clusters Score: Raw -500634.625577 + Penalty 524.382860 = -500110.242717 nChanged 4 SP:Iteration 58Q (12.410402 sec): 3 clusters Score: Raw -500634.684740 + Penalty 524.382860 = -500110.301879 nChanged 5 SP:Iteration 59Q (12.431926 sec): 3 clusters Score: Raw -500634.745066 + Penalty 524.382860 = -500110.362206 nChanged 4 SP:Iteration 60F (12.453533 sec): 3 clusters Score: Raw -500634.812913 + Penalty 524.382860 = -500110.430053 nChanged 5 SP:Iteration 61Q (12.474900 sec): 3 clusters Score: Raw -500634.923158 + Penalty 524.382860 = -500110.540297 nChanged 6 SP:Iteration 62Q (12.496406 sec): 3 clusters Score: Raw -500635.056931 + Penalty 524.382860 = -500110.674071 nChanged 5 SP:Iteration 63Q (12.517923 sec): 3 clusters Score: Raw -500635.172521 + Penalty 524.382860 = -500110.789661 nChanged 3 SP:Iteration 64Q (12.539303 sec): 3 clusters Score: Raw -500635.224957 + Penalty 524.382860 = -500110.842097 nChanged 2 SP:Iteration 65Q (12.561053 sec): 3 clusters Score: Raw -500635.241834 + Penalty 524.382860 = -500110.858974 nChanged 1 SP:Iteration 66Q (12.582396 sec): 3 clusters Score: Raw -500635.247016 + Penalty 524.382860 = -500110.864156 nChanged 0 SP:Iteration 67F (12.603851 sec): 3 clusters Score: Raw -500635.247016 + Penalty 524.382860 = -500110.864156 nChanged 0 Trying to split cluster 2 (15523 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.625012 sec): 2 clusters Score: Raw -565048.353467 + Penalty 265.377147 = -564782.976320 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.648900 sec): 3 clusters Score: Raw -554918.926556 + Penalty 530.754294 = -554388.172262 nChanged 7509 SP:Iteration 1F (12.671471 sec): 3 clusters Score: Raw -560245.511706 + Penalty 530.754294 = -559714.757412 nChanged 1391 SP:Iteration 2F (12.693950 sec): 3 clusters Score: Raw -561345.291402 + Penalty 530.754294 = -560814.537108 nChanged 1414 SP:Iteration 3F (12.716174 sec): 3 clusters Score: Raw -562572.318343 + Penalty 530.754294 = -562041.564048 nChanged 1155 SP:Iteration 4F (12.738816 sec): 3 clusters Score: Raw -563449.419913 + Penalty 530.754294 = -562918.665619 nChanged 815 SP:Iteration 5F (12.761158 sec): 3 clusters Score: Raw -564036.530150 + Penalty 530.754294 = -563505.775856 nChanged 600 SP:Iteration 6Q (12.784806 sec): 3 clusters Score: Raw -564478.575634 + Penalty 530.754294 = -563947.821340 nChanged 419 SP:Iteration 7Q (12.807496 sec): 3 clusters Score: Raw -564805.342724 + Penalty 530.754294 = -564274.588430 nChanged 284 SP:Iteration 8Q (12.833295 sec): 3 clusters Score: Raw -565004.357770 + Penalty 530.754294 = -564473.603476 nChanged 231 SP:Iteration 9Q (12.855698 sec): 3 clusters Score: Raw -565156.550260 + Penalty 530.754294 = -564625.795966 nChanged 168 SP:Iteration 10Q (12.878310 sec): 3 clusters Score: Raw -565259.839696 + Penalty 530.754294 = -564729.085402 nChanged 144 SP:Iteration 11Q (12.900986 sec): 3 clusters Score: Raw -565350.660524 + Penalty 530.754294 = -564819.906230 nChanged 125 SP:Iteration 12Q (12.927029 sec): 3 clusters Score: Raw -565441.286171 + Penalty 530.754294 = -564910.531877 nChanged 106 SP:Iteration 13Q (12.949365 sec): 3 clusters Score: Raw -565515.705273 + Penalty 530.754294 = -564984.950979 nChanged 108 SP:Iteration 14Q (12.971803 sec): 3 clusters Score: Raw -565577.373720 + Penalty 530.754294 = -565046.619426 nChanged 93 SP:Iteration 15Q (12.994271 sec): 3 clusters Score: Raw -565616.204791 + Penalty 530.754294 = -565085.450497 nChanged 68 SP:Iteration 16Q (13.016694 sec): 3 clusters Score: Raw -565639.893087 + Penalty 530.754294 = -565109.138793 nChanged 61 SP:Iteration 17Q (13.039133 sec): 3 clusters Score: Raw -565657.694414 + Penalty 530.754294 = -565126.940120 nChanged 65 SP:Iteration 18Q (13.062364 sec): 3 clusters Score: Raw -565674.715461 + Penalty 530.754294 = -565143.961167 nChanged 60 SP:Iteration 19Q (13.084802 sec): 3 clusters Score: Raw -565687.906897 + Penalty 530.754294 = -565157.152603 nChanged 58 SP:Iteration 20F (13.107496 sec): 3 clusters Score: Raw -565702.095609 + Penalty 530.754294 = -565171.341315 nChanged 50 SP:Iteration 21Q (13.129900 sec): 3 clusters Score: Raw -565711.276664 + Penalty 530.754294 = -565180.522370 nChanged 40 SP:Iteration 22Q (13.152400 sec): 3 clusters Score: Raw -565716.697142 + Penalty 530.754294 = -565185.942848 nChanged 30 SP:Iteration 23Q (13.174883 sec): 3 clusters Score: Raw -565720.640542 + Penalty 530.754294 = -565189.886247 nChanged 25 SP:Iteration 24Q (13.197159 sec): 3 clusters Score: Raw -565724.413120 + Penalty 530.754294 = -565193.658826 nChanged 25 SP:Iteration 25Q (13.219530 sec): 3 clusters Score: Raw -565729.146693 + Penalty 530.754294 = -565198.392399 nChanged 23 SP:Iteration 26Q (13.243094 sec): 3 clusters Score: Raw -565732.114242 + Penalty 530.754294 = -565201.359948 nChanged 21 SP:Iteration 27Q (13.265665 sec): 3 clusters Score: Raw -565736.912966 + Penalty 530.754294 = -565206.158672 nChanged 28 SP:Iteration 28Q (13.288193 sec): 3 clusters Score: Raw -565742.088822 + Penalty 530.754294 = -565211.334528 nChanged 24 SP:Iteration 29Q (13.310616 sec): 3 clusters Score: Raw -565746.120415 + Penalty 530.754294 = -565215.366121 nChanged 32 SP:Iteration 30Q (13.332961 sec): 3 clusters Score: Raw -565754.271540 + Penalty 530.754294 = -565223.517246 nChanged 37 SP:Iteration 31Q (13.355489 sec): 3 clusters Score: Raw -565770.433647 + Penalty 530.754294 = -565239.679353 nChanged 47 SP:Iteration 32Q (13.378022 sec): 3 clusters Score: Raw -565793.106448 + Penalty 530.754294 = -565262.352154 nChanged 61 SP:Iteration 33Q (13.400425 sec): 3 clusters Score: Raw -565809.713495 + Penalty 530.754294 = -565278.959201 nChanged 57 SP:Iteration 34Q (13.422896 sec): 3 clusters Score: Raw -565823.826068 + Penalty 530.754294 = -565293.071774 nChanged 45 SP:Iteration 35Q (13.445483 sec): 3 clusters Score: Raw -565834.931915 + Penalty 530.754294 = -565304.177621 nChanged 48 SP:Iteration 36Q (13.468077 sec): 3 clusters Score: Raw -565847.315377 + Penalty 530.754294 = -565316.561083 nChanged 41 SP:Iteration 37Q (13.490544 sec): 3 clusters Score: Raw -565861.544745 + Penalty 530.754294 = -565330.790451 nChanged 32 SP:Iteration 38Q (13.513028 sec): 3 clusters Score: Raw -565867.758077 + Penalty 530.754294 = -565337.003783 nChanged 33 SP:Iteration 39Q (13.535521 sec): 3 clusters Score: Raw -565877.402151 + Penalty 530.754294 = -565346.647857 nChanged 33 SP:Iteration 40F (13.558277 sec): 3 clusters Score: Raw -565925.347780 + Penalty 530.754294 = -565394.593486 nChanged 55 SP:Iteration 41Q (13.580819 sec): 3 clusters Score: Raw -565963.943541 + Penalty 530.754294 = -565433.189247 nChanged 66 SP:Iteration 42Q (13.603345 sec): 3 clusters Score: Raw -565983.306099 + Penalty 530.754294 = -565452.551805 nChanged 55 SP:Iteration 43Q (13.625776 sec): 3 clusters Score: Raw -565996.469201 + Penalty 530.754294 = -565465.714907 nChanged 43 SP:Iteration 44Q (13.648324 sec): 3 clusters Score: Raw -566007.440687 + Penalty 530.754294 = -565476.686393 nChanged 41 SP:Iteration 45Q (13.685344 sec): 3 clusters Score: Raw -566014.156312 + Penalty 530.754294 = -565483.402018 nChanged 31 SP:Iteration 46Q (13.712195 sec): 3 clusters Score: Raw -566018.232605 + Penalty 530.754294 = -565487.478311 nChanged 24 SP:Iteration 47Q (13.736523 sec): 3 clusters Score: Raw -566020.001739 + Penalty 530.754294 = -565489.247445 nChanged 13 SP:Iteration 48Q (13.763514 sec): 3 clusters Score: Raw -566020.584577 + Penalty 530.754294 = -565489.830283 nChanged 8 SP:Iteration 49Q (13.786234 sec): 3 clusters Score: Raw -566020.975626 + Penalty 530.754294 = -565490.221332 nChanged 3 SP:Iteration 50Q (13.810484 sec): 3 clusters Score: Raw -566021.418367 + Penalty 530.754294 = -565490.664073 nChanged 7 SP:Iteration 51Q (13.836559 sec): 3 clusters Score: Raw -566022.074599 + Penalty 530.754294 = -565491.320305 nChanged 10 SP:Iteration 52Q (13.862535 sec): 3 clusters Score: Raw -566022.502866 + Penalty 530.754294 = -565491.748572 nChanged 10 SP:Iteration 53Q (13.887886 sec): 3 clusters Score: Raw -566022.834340 + Penalty 530.754294 = -565492.080046 nChanged 5 SP:Iteration 54Q (13.910873 sec): 3 clusters Score: Raw -566023.034870 + Penalty 530.754294 = -565492.280576 nChanged 7 SP:Iteration 55Q (13.935263 sec): 3 clusters Score: Raw -566023.390781 + Penalty 530.754294 = -565492.636487 nChanged 7 SP:Iteration 56Q (13.962486 sec): 3 clusters Score: Raw -566023.567176 + Penalty 530.754294 = -565492.812882 nChanged 5 SP:Iteration 57Q (13.984837 sec): 3 clusters Score: Raw -566023.690619 + Penalty 530.754294 = -565492.936324 nChanged 2 SP:Iteration 58Q (14.008498 sec): 3 clusters Score: Raw -566023.706483 + Penalty 530.754294 = -565492.952189 nChanged 0 SP:Iteration 59F (14.031443 sec): 3 clusters Score: Raw -566023.706483 + Penalty 530.754294 = -565492.952189 nChanged 0 Score: Raw -4158757.511258 + Penalty 5810.576293 = -4152946.934965 Splitting cluster 2 changes total score from -4152247.312331 to -4152946.934965 So it's getting split into cluster 4. Trying to split cluster 3 (15957 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.618395 sec): 2 clusters Score: Raw -605402.500000 + Penalty 266.135454 = -605136.364546 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.652709 sec): 3 clusters Score: Raw -595063.096527 + Penalty 532.270909 = -594530.825618 nChanged 7649 SP:Iteration 1F (14.675431 sec): 3 clusters Score: Raw -600774.319534 + Penalty 532.270909 = -600242.048625 nChanged 1551 SP:Iteration 2F (14.698040 sec): 3 clusters Score: Raw -602023.501536 + Penalty 532.270909 = -601491.230627 nChanged 1496 SP:Iteration 3F (14.720568 sec): 3 clusters Score: Raw -603225.629612 + Penalty 532.270909 = -602693.358703 nChanged 1186 SP:Iteration 4F (14.743372 sec): 3 clusters Score: Raw -604185.917461 + Penalty 532.270909 = -603653.646552 nChanged 842 SP:Iteration 5F (14.766033 sec): 3 clusters Score: Raw -604815.556029 + Penalty 532.270909 = -604283.285120 nChanged 544 SP:Iteration 6Q (14.788967 sec): 3 clusters Score: Raw -605176.842663 + Penalty 532.270909 = -604644.571755 nChanged 350 SP:Iteration 7Q (14.811911 sec): 3 clusters Score: Raw -605362.027310 + Penalty 532.270909 = -604829.756401 nChanged 227 SP:Iteration 8Q (14.838092 sec): 3 clusters Score: Raw -605458.438571 + Penalty 532.270909 = -604926.167663 nChanged 140 SP:Iteration 9Q (14.861125 sec): 3 clusters Score: Raw -605508.009964 + Penalty 532.270909 = -604975.739055 nChanged 93 SP:Iteration 10Q (14.888220 sec): 3 clusters Score: Raw -605538.775841 + Penalty 532.270909 = -605006.504933 nChanged 83 SP:Iteration 11Q (14.916881 sec): 3 clusters Score: Raw -605564.801265 + Penalty 532.270909 = -605032.530356 nChanged 53 SP:Iteration 12Q (14.942252 sec): 3 clusters Score: Raw -605581.463371 + Penalty 532.270909 = -605049.192462 nChanged 42 SP:Iteration 13Q (14.965208 sec): 3 clusters Score: Raw -605593.857475 + Penalty 532.270909 = -605061.586567 nChanged 35 SP:Iteration 14Q (14.988231 sec): 3 clusters Score: Raw -605599.993335 + Penalty 532.270909 = -605067.722426 nChanged 25 SP:Iteration 15Q (15.014155 sec): 3 clusters Score: Raw -605604.644633 + Penalty 532.270909 = -605072.373724 nChanged 13 SP:Iteration 16Q (15.038585 sec): 3 clusters Score: Raw -605607.391266 + Penalty 532.270909 = -605075.120358 nChanged 7 SP:Iteration 17Q (15.061605 sec): 3 clusters Score: Raw -605608.617599 + Penalty 532.270909 = -605076.346691 nChanged 7 SP:Iteration 18Q (15.084500 sec): 3 clusters Score: Raw -605610.084762 + Penalty 532.270909 = -605077.813853 nChanged 5 SP:Iteration 19Q (15.109596 sec): 3 clusters Score: Raw -605610.632583 + Penalty 532.270909 = -605078.361674 nChanged 2 SP:Iteration 20F (15.138743 sec): 3 clusters Score: Raw -605610.737403 + Penalty 532.270909 = -605078.466495 nChanged 0 Trying to split cluster 5 (4932 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.155956 sec): 2 clusters Score: Raw -166836.605399 + Penalty 233.846246 = -166602.759152 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.169983 sec): 3 clusters Score: Raw -163807.485407 + Penalty 467.692493 = -163339.792914 nChanged 2248 SP:Iteration 1F (15.182166 sec): 3 clusters Score: Raw -165107.718665 + Penalty 467.692493 = -164640.026172 nChanged 277 SP:Iteration 2F (15.193890 sec): 3 clusters Score: Raw -165267.444631 + Penalty 467.692493 = -164799.752138 nChanged 340 SP:Iteration 3F (15.204454 sec): 3 clusters Score: Raw -165544.265460 + Penalty 467.692493 = -165076.572967 nChanged 405 SP:Iteration 4F (15.251208 sec): 3 clusters Score: Raw -165975.000985 + Penalty 467.692493 = -165507.308492 nChanged 402 SP:Iteration 5F (15.277330 sec): 3 clusters Score: Raw -166305.196703 + Penalty 467.692493 = -165837.504211 nChanged 262 SP:Iteration 6F (15.287847 sec): 3 clusters Score: Raw -166439.336361 + Penalty 467.692493 = -165971.643868 nChanged 123 SP:Iteration 7Q (15.298581 sec): 3 clusters Score: Raw -166476.298896 + Penalty 467.692493 = -166008.606404 nChanged 76 SP:Iteration 8Q (15.309371 sec): 3 clusters Score: Raw -166491.409125 + Penalty 467.692493 = -166023.716633 nChanged 61 SP:Iteration 9Q (15.319731 sec): 3 clusters Score: Raw -166503.736999 + Penalty 467.692493 = -166036.044506 nChanged 48 SP:Iteration 10Q (15.330098 sec): 3 clusters Score: Raw -166515.158851 + Penalty 467.692493 = -166047.466359 nChanged 50 SP:Iteration 11Q (15.340512 sec): 3 clusters Score: Raw -166524.448163 + Penalty 467.692493 = -166056.755671 nChanged 42 SP:Iteration 12Q (15.350905 sec): 3 clusters Score: Raw -166534.533792 + Penalty 467.692493 = -166066.841299 nChanged 53 SP:Iteration 13Q (15.361277 sec): 3 clusters Score: Raw -166547.918856 + Penalty 467.692493 = -166080.226363 nChanged 47 SP:Iteration 14Q (15.371747 sec): 3 clusters Score: Raw -166559.166430 + Penalty 467.692493 = -166091.473938 nChanged 62 SP:Iteration 15Q (15.382154 sec): 3 clusters Score: Raw -166575.217216 + Penalty 467.692493 = -166107.524724 nChanged 57 SP:Iteration 16Q (15.392524 sec): 3 clusters Score: Raw -166588.322654 + Penalty 467.692493 = -166120.630162 nChanged 50 SP:Iteration 17Q (15.402890 sec): 3 clusters Score: Raw -166604.851789 + Penalty 467.692493 = -166137.159296 nChanged 65 SP:Iteration 18Q (15.413264 sec): 3 clusters Score: Raw -166631.877869 + Penalty 467.692493 = -166164.185376 nChanged 62 SP:Iteration 19Q (15.423556 sec): 3 clusters Score: Raw -166655.707343 + Penalty 467.692493 = -166188.014850 nChanged 57 SP:Iteration 20F (15.434146 sec): 3 clusters Score: Raw -166674.076242 + Penalty 467.692493 = -166206.383749 nChanged 46 SP:Iteration 21Q (15.444499 sec): 3 clusters Score: Raw -166687.915185 + Penalty 467.692493 = -166220.222692 nChanged 47 SP:Iteration 22Q (15.454845 sec): 3 clusters Score: Raw -166701.370251 + Penalty 467.692493 = -166233.677759 nChanged 38 SP:Iteration 23Q (15.465135 sec): 3 clusters Score: Raw -166712.471076 + Penalty 467.692493 = -166244.778583 nChanged 48 SP:Iteration 24Q (15.475508 sec): 3 clusters Score: Raw -166734.259816 + Penalty 467.692493 = -166266.567324 nChanged 57 SP:Iteration 25Q (15.485771 sec): 3 clusters Score: Raw -166755.980507 + Penalty 467.692493 = -166288.288015 nChanged 46 SP:Iteration 26Q (15.496055 sec): 3 clusters Score: Raw -166776.041354 + Penalty 467.692493 = -166308.348862 nChanged 49 SP:Iteration 27Q (15.506305 sec): 3 clusters Score: Raw -166800.844798 + Penalty 467.692493 = -166333.152305 nChanged 42 SP:Iteration 28Q (15.516186 sec): 3 clusters Score: Raw -166830.039291 + Penalty 467.692493 = -166362.346798 nChanged 60 SP:Iteration 29Q (15.529029 sec): 3 clusters Score: Raw -166872.665692 + Penalty 467.692493 = -166404.973200 nChanged 61 SP:Iteration 30Q (15.538743 sec): 3 clusters Score: Raw -166907.149256 + Penalty 467.692493 = -166439.456764 nChanged 55 SP:Iteration 31Q (15.548463 sec): 3 clusters Score: Raw -166932.807632 + Penalty 467.692493 = -166465.115140 nChanged 51 SP:Iteration 32Q (15.558689 sec): 3 clusters Score: Raw -166953.260908 + Penalty 467.692493 = -166485.568416 nChanged 31 SP:Iteration 33Q (15.568874 sec): 3 clusters Score: Raw -166961.620350 + Penalty 467.692493 = -166493.927857 nChanged 19 SP:Iteration 34Q (15.579181 sec): 3 clusters Score: Raw -166965.396846 + Penalty 467.692493 = -166497.704353 nChanged 15 SP:Iteration 35Q (15.589211 sec): 3 clusters Score: Raw -166967.013443 + Penalty 467.692493 = -166499.320950 nChanged 10 SP:Iteration 36Q (15.599376 sec): 3 clusters Score: Raw -166968.027779 + Penalty 467.692493 = -166500.335286 nChanged 13 SP:Iteration 37Q (15.609418 sec): 3 clusters Score: Raw -166970.496622 + Penalty 467.692493 = -166502.804129 nChanged 10 SP:Iteration 38Q (15.619477 sec): 3 clusters Score: Raw -166971.666296 + Penalty 467.692493 = -166503.973803 nChanged 12 SP:Iteration 39Q (15.629554 sec): 3 clusters Score: Raw -166973.225749 + Penalty 467.692493 = -166505.533257 nChanged 12 SP:Iteration 40F (15.639963 sec): 3 clusters Score: Raw -166974.327978 + Penalty 467.692493 = -166506.635485 nChanged 12 SP:Iteration 41Q (15.650066 sec): 3 clusters Score: Raw -166975.750015 + Penalty 467.692493 = -166508.057522 nChanged 16 SP:Iteration 42Q (15.660090 sec): 3 clusters Score: Raw -166978.268397 + Penalty 467.692493 = -166510.575904 nChanged 10 SP:Iteration 43Q (15.670597 sec): 3 clusters Score: Raw -166979.598367 + Penalty 467.692493 = -166511.905874 nChanged 12 SP:Iteration 44Q (15.680751 sec): 3 clusters Score: Raw -166980.805269 + Penalty 467.692493 = -166513.112776 nChanged 5 SP:Iteration 45Q (15.690797 sec): 3 clusters Score: Raw -166981.259887 + Penalty 467.692493 = -166513.567395 nChanged 4 SP:Iteration 46Q (15.700900 sec): 3 clusters Score: Raw -166981.757809 + Penalty 467.692493 = -166514.065316 nChanged 6 SP:Iteration 47Q (15.710920 sec): 3 clusters Score: Raw -166982.390630 + Penalty 467.692493 = -166514.698137 nChanged 11 SP:Iteration 48Q (15.721101 sec): 3 clusters Score: Raw -166983.368689 + Penalty 467.692493 = -166515.676197 nChanged 8 SP:Iteration 49Q (15.731149 sec): 3 clusters Score: Raw -166984.191610 + Penalty 467.692493 = -166516.499118 nChanged 9 SP:Iteration 50Q (15.741163 sec): 3 clusters Score: Raw -166985.124825 + Penalty 467.692493 = -166517.432332 nChanged 6 SP:Iteration 51Q (15.751163 sec): 3 clusters Score: Raw -166985.786705 + Penalty 467.692493 = -166518.094212 nChanged 6 SP:Iteration 52Q (15.761245 sec): 3 clusters Score: Raw -166986.773446 + Penalty 467.692493 = -166519.080954 nChanged 6 SP:Iteration 53Q (15.771239 sec): 3 clusters Score: Raw -166987.509741 + Penalty 467.692493 = -166519.817248 nChanged 5 SP:Iteration 54Q (15.781257 sec): 3 clusters Score: Raw -166987.812865 + Penalty 467.692493 = -166520.120373 nChanged 2 SP:Iteration 55Q (15.791255 sec): 3 clusters Score: Raw -166987.963130 + Penalty 467.692493 = -166520.270638 nChanged 3 SP:Iteration 56Q (15.801449 sec): 3 clusters Score: Raw -166988.241370 + Penalty 467.692493 = -166520.548877 nChanged 4 SP:Iteration 57Q (15.811580 sec): 3 clusters Score: Raw -166989.499614 + Penalty 467.692493 = -166521.807121 nChanged 8 SP:Iteration 58Q (15.821626 sec): 3 clusters Score: Raw -166990.825724 + Penalty 467.692493 = -166523.133232 nChanged 5 SP:Iteration 59Q (15.831589 sec): 3 clusters Score: Raw -166991.230000 + Penalty 467.692493 = -166523.537508 nChanged 1 SP:Iteration 60F (15.841830 sec): 3 clusters Score: Raw -166991.334789 + Penalty 467.692493 = -166523.642296 nChanged 1 SP:Iteration 61Q (15.852233 sec): 3 clusters Score: Raw -166991.412050 + Penalty 467.692493 = -166523.719558 nChanged 2 SP:Iteration 62Q (15.862238 sec): 3 clusters Score: Raw -166991.720748 + Penalty 467.692493 = -166524.028256 nChanged 4 SP:Iteration 63Q (15.872202 sec): 3 clusters Score: Raw -166992.392391 + Penalty 467.692493 = -166524.699898 nChanged 4 SP:Iteration 64Q (15.882292 sec): 3 clusters Score: Raw -166992.851360 + Penalty 467.692493 = -166525.158867 nChanged 3 SP:Iteration 65Q (15.892321 sec): 3 clusters Score: Raw -166993.112596 + Penalty 467.692493 = -166525.420104 nChanged 2 SP:Iteration 66Q (15.902263 sec): 3 clusters Score: Raw -166993.305206 + Penalty 467.692493 = -166525.612713 nChanged 8 SP:Iteration 67Q (15.912267 sec): 3 clusters Score: Raw -166993.908609 + Penalty 467.692493 = -166526.216116 nChanged 8 SP:Iteration 68Q (15.922252 sec): 3 clusters Score: Raw -166994.760395 + Penalty 467.692493 = -166527.067902 nChanged 9 SP:Iteration 69Q (15.932294 sec): 3 clusters Score: Raw -166995.805518 + Penalty 467.692493 = -166528.113026 nChanged 7 SP:Iteration 70Q (15.942285 sec): 3 clusters Score: Raw -166996.673626 + Penalty 467.692493 = -166528.981133 nChanged 7 SP:Iteration 71Q (15.952313 sec): 3 clusters Score: Raw -166997.353478 + Penalty 467.692493 = -166529.660986 nChanged 4 SP:Iteration 72Q (15.962326 sec): 3 clusters Score: Raw -166997.730449 + Penalty 467.692493 = -166530.037957 nChanged 5 SP:Iteration 73Q (15.972349 sec): 3 clusters Score: Raw -166998.733620 + Penalty 467.692493 = -166531.041128 nChanged 7 SP:Iteration 74Q (15.982301 sec): 3 clusters Score: Raw -167000.452779 + Penalty 467.692493 = -166532.760287 nChanged 11 SP:Iteration 75Q (15.992243 sec): 3 clusters Score: Raw -167002.102809 + Penalty 467.692493 = -166534.410316 nChanged 6 SP:Iteration 76Q (16.002214 sec): 3 clusters Score: Raw -167002.957869 + Penalty 467.692493 = -166535.265376 nChanged 4 SP:Iteration 77Q (16.012223 sec): 3 clusters Score: Raw -167003.267394 + Penalty 467.692493 = -166535.574902 nChanged 3 SP:Iteration 78Q (16.022164 sec): 3 clusters Score: Raw -167003.635541 + Penalty 467.692493 = -166535.943048 nChanged 4 SP:Iteration 79Q (16.032074 sec): 3 clusters Score: Raw -167003.824287 + Penalty 467.692493 = -166536.131794 nChanged 4 SP:Iteration 80F (16.042397 sec): 3 clusters Score: Raw -167003.946956 + Penalty 467.692493 = -166536.254464 nChanged 1 SP:Iteration 81Q (16.052404 sec): 3 clusters Score: Raw -167004.017214 + Penalty 467.692493 = -166536.324722 nChanged 0 SP:Iteration 82F (16.062573 sec): 3 clusters Score: Raw -167004.017214 + Penalty 467.692493 = -166536.324722 nChanged 0 Trying to split cluster 6 (4846 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.077777 sec): 2 clusters Score: Raw -182780.411919 + Penalty 233.362495 = -182547.049424 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.089206 sec): 3 clusters Score: Raw -179765.780262 + Penalty 466.724990 = -179299.055272 nChanged 2257 SP:Iteration 1F (16.099174 sec): 3 clusters Score: Raw -180960.738314 + Penalty 466.724990 = -180494.013324 nChanged 235 SP:Iteration 2Q (16.109284 sec): 3 clusters Score: Raw -181067.538553 + Penalty 466.724990 = -180600.813564 nChanged 261 SP:Iteration 3F (16.119204 sec): 3 clusters Score: Raw -181180.966499 + Penalty 466.724990 = -180714.241509 nChanged 239 SP:Iteration 4Q (16.129315 sec): 3 clusters Score: Raw -181298.082099 + Penalty 466.724990 = -180831.357109 nChanged 257 SP:Iteration 5F (16.139295 sec): 3 clusters Score: Raw -181467.943731 + Penalty 466.724990 = -181001.218741 nChanged 311 SP:Iteration 6F (16.149206 sec): 3 clusters Score: Raw -181766.226147 + Penalty 466.724990 = -181299.501157 nChanged 355 SP:Iteration 7F (16.159126 sec): 3 clusters Score: Raw -182117.714186 + Penalty 466.724990 = -181650.989197 nChanged 315 SP:Iteration 8F (16.174632 sec): 3 clusters Score: Raw -182384.534223 + Penalty 466.724990 = -181917.809234 nChanged 241 SP:Iteration 9Q (16.184674 sec): 3 clusters Score: Raw -182533.370251 + Penalty 466.724990 = -182066.645261 nChanged 176 SP:Iteration 10Q (16.194717 sec): 3 clusters Score: Raw -182631.340649 + Penalty 466.724990 = -182164.615659 nChanged 146 SP:Iteration 11Q (16.204669 sec): 3 clusters Score: Raw -182707.422516 + Penalty 466.724990 = -182240.697526 nChanged 120 SP:Iteration 12Q (16.214673 sec): 3 clusters Score: Raw -182757.713598 + Penalty 466.724990 = -182290.988608 nChanged 95 SP:Iteration 13Q (16.224695 sec): 3 clusters Score: Raw -182792.370397 + Penalty 466.724990 = -182325.645407 nChanged 77 SP:Iteration 14Q (16.234888 sec): 3 clusters Score: Raw -182821.615445 + Penalty 466.724990 = -182354.890455 nChanged 71 SP:Iteration 15Q (16.245079 sec): 3 clusters Score: Raw -182846.192721 + Penalty 466.724990 = -182379.467732 nChanged 71 SP:Iteration 16Q (16.255329 sec): 3 clusters Score: Raw -182871.439912 + Penalty 466.724990 = -182404.714923 nChanged 53 SP:Iteration 17Q (16.265493 sec): 3 clusters Score: Raw -182890.877200 + Penalty 466.724990 = -182424.152211 nChanged 53 SP:Iteration 18Q (16.275585 sec): 3 clusters Score: Raw -182906.452589 + Penalty 466.724990 = -182439.727600 nChanged 44 SP:Iteration 19Q (16.285762 sec): 3 clusters Score: Raw -182916.647899 + Penalty 466.724990 = -182449.922909 nChanged 37 SP:Iteration 20F (16.296416 sec): 3 clusters Score: Raw -182924.618264 + Penalty 466.724990 = -182457.893275 nChanged 38 SP:Iteration 21Q (16.306562 sec): 3 clusters Score: Raw -182932.517662 + Penalty 466.724990 = -182465.792672 nChanged 33 SP:Iteration 22Q (16.316729 sec): 3 clusters Score: Raw -182939.177133 + Penalty 466.724990 = -182472.452143 nChanged 31 SP:Iteration 23Q (16.326755 sec): 3 clusters Score: Raw -182945.099601 + Penalty 466.724990 = -182478.374611 nChanged 28 SP:Iteration 24Q (16.336628 sec): 3 clusters Score: Raw -182949.187164 + Penalty 466.724990 = -182482.462174 nChanged 26 SP:Iteration 25Q (16.346448 sec): 3 clusters Score: Raw -182953.359237 + Penalty 466.724990 = -182486.634247 nChanged 34 SP:Iteration 26Q (16.356246 sec): 3 clusters Score: Raw -182961.064714 + Penalty 466.724990 = -182494.339725 nChanged 33 SP:Iteration 27Q (16.366077 sec): 3 clusters Score: Raw -182969.973895 + Penalty 466.724990 = -182503.248905 nChanged 39 SP:Iteration 28Q (16.375929 sec): 3 clusters Score: Raw -182978.553030 + Penalty 466.724990 = -182511.828041 nChanged 30 SP:Iteration 29Q (16.385725 sec): 3 clusters Score: Raw -182985.327228 + Penalty 466.724990 = -182518.602239 nChanged 31 SP:Iteration 30Q (16.395535 sec): 3 clusters Score: Raw -182992.137982 + Penalty 466.724990 = -182525.412993 nChanged 22 SP:Iteration 31Q (16.405267 sec): 3 clusters Score: Raw -182996.548239 + Penalty 466.724990 = -182529.823250 nChanged 19 SP:Iteration 32Q (16.415101 sec): 3 clusters Score: Raw -183000.243304 + Penalty 466.724990 = -182533.518314 nChanged 19 SP:Iteration 33Q (16.425209 sec): 3 clusters Score: Raw -183002.712615 + Penalty 466.724990 = -182535.987626 nChanged 14 SP:Iteration 34Q (16.434994 sec): 3 clusters Score: Raw -183004.435209 + Penalty 466.724990 = -182537.710219 nChanged 15 SP:Iteration 35Q (16.445108 sec): 3 clusters Score: Raw -183006.295861 + Penalty 466.724990 = -182539.570872 nChanged 9 SP:Iteration 36Q (16.454975 sec): 3 clusters Score: Raw -183008.121711 + Penalty 466.724990 = -182541.396722 nChanged 12 SP:Iteration 37Q (16.499979 sec): 3 clusters Score: Raw -183010.785999 + Penalty 466.724990 = -182544.061010 nChanged 19 SP:Iteration 38Q (16.545809 sec): 3 clusters Score: Raw -183013.719213 + Penalty 466.724990 = -182546.994223 nChanged 14 SP:Iteration 39Q (16.586900 sec): 3 clusters Score: Raw -183015.502188 + Penalty 466.724990 = -182548.777199 nChanged 13 SP:Iteration 40F (16.602654 sec): 3 clusters Score: Raw -183018.061808 + Penalty 466.724990 = -182551.336818 nChanged 14 SP:Iteration 41Q (16.612585 sec): 3 clusters Score: Raw -183020.048213 + Penalty 466.724990 = -182553.323224 nChanged 10 SP:Iteration 42Q (16.622351 sec): 3 clusters Score: Raw -183021.442797 + Penalty 466.724990 = -182554.717808 nChanged 12 SP:Iteration 43Q (16.632090 sec): 3 clusters Score: Raw -183022.991980 + Penalty 466.724990 = -182556.266990 nChanged 13 SP:Iteration 44Q (16.641847 sec): 3 clusters Score: Raw -183025.283190 + Penalty 466.724990 = -182558.558200 nChanged 15 SP:Iteration 45Q (16.658155 sec): 3 clusters Score: Raw -183027.553556 + Penalty 466.724990 = -182560.828566 nChanged 9 SP:Iteration 46Q (16.668006 sec): 3 clusters Score: Raw -183028.338965 + Penalty 466.724990 = -182561.613975 nChanged 7 SP:Iteration 47Q (16.677797 sec): 3 clusters Score: Raw -183028.962837 + Penalty 466.724990 = -182562.237847 nChanged 7 SP:Iteration 48Q (16.688216 sec): 3 clusters Score: Raw -183029.450721 + Penalty 466.724990 = -182562.725731 nChanged 6 SP:Iteration 49Q (16.698215 sec): 3 clusters Score: Raw -183029.689700 + Penalty 466.724990 = -182562.964710 nChanged 3 SP:Iteration 50Q (16.707971 sec): 3 clusters Score: Raw -183029.943232 + Penalty 466.724990 = -182563.218243 nChanged 5 SP:Iteration 51Q (16.717635 sec): 3 clusters Score: Raw -183030.277630 + Penalty 466.724990 = -182563.552641 nChanged 3 SP:Iteration 52Q (16.727452 sec): 3 clusters Score: Raw -183030.466980 + Penalty 466.724990 = -182563.741991 nChanged 2 SP:Iteration 53Q (16.737171 sec): 3 clusters Score: Raw -183030.571768 + Penalty 466.724990 = -182563.846778 nChanged 1 SP:Iteration 54Q (16.746930 sec): 3 clusters Score: Raw -183030.680267 + Penalty 466.724990 = -182563.955277 nChanged 2 SP:Iteration 55Q (16.756690 sec): 3 clusters Score: Raw -183030.917031 + Penalty 466.724990 = -182564.192041 nChanged 1 SP:Iteration 56Q (16.766476 sec): 3 clusters Score: Raw -183030.999810 + Penalty 466.724990 = -182564.274821 nChanged 2 SP:Iteration 57Q (16.776131 sec): 3 clusters Score: Raw -183031.191611 + Penalty 466.724990 = -182564.466622 nChanged 3 SP:Iteration 58Q (16.785875 sec): 3 clusters Score: Raw -183031.528648 + Penalty 466.724990 = -182564.803658 nChanged 4 SP:Iteration 59Q (16.795577 sec): 3 clusters Score: Raw -183031.816280 + Penalty 466.724990 = -182565.091291 nChanged 5 SP:Iteration 60F (16.805434 sec): 3 clusters Score: Raw -183032.652415 + Penalty 466.724990 = -182565.927425 nChanged 9 SP:Iteration 61Q (16.815192 sec): 3 clusters Score: Raw -183034.382615 + Penalty 466.724990 = -182567.657626 nChanged 10 SP:Iteration 62Q (16.825099 sec): 3 clusters Score: Raw -183035.957989 + Penalty 466.724990 = -182569.232999 nChanged 12 SP:Iteration 63Q (16.834828 sec): 3 clusters Score: Raw -183037.004668 + Penalty 466.724990 = -182570.279679 nChanged 8 SP:Iteration 64Q (16.850352 sec): 3 clusters Score: Raw -183037.865735 + Penalty 466.724990 = -182571.140746 nChanged 7 SP:Iteration 65Q (16.860305 sec): 3 clusters Score: Raw -183038.572314 + Penalty 466.724990 = -182571.847325 nChanged 8 SP:Iteration 66Q (16.870025 sec): 3 clusters Score: Raw -183039.319533 + Penalty 466.724990 = -182572.594544 nChanged 4 SP:Iteration 67Q (16.879687 sec): 3 clusters Score: Raw -183039.545226 + Penalty 466.724990 = -182572.820236 nChanged 3 SP:Iteration 68Q (16.889390 sec): 3 clusters Score: Raw -183039.760941 + Penalty 466.724990 = -182573.035951 nChanged 1 SP:Iteration 69Q (16.899124 sec): 3 clusters Score: Raw -183039.788026 + Penalty 466.724990 = -182573.063036 nChanged 1 SP:Iteration 70Q (16.908812 sec): 3 clusters Score: Raw -183039.805620 + Penalty 466.724990 = -182573.080630 nChanged 1 SP:Iteration 71Q (16.918468 sec): 3 clusters Score: Raw -183039.832633 + Penalty 466.724990 = -182573.107643 nChanged 0 SP:Iteration 72F (16.930574 sec): 3 clusters Score: Raw -183039.832633 + Penalty 466.724990 = -182573.107643 nChanged 0 Score: Raw -4159016.931973 + Penalty 6133.386087 = -4152883.545885 Splitting cluster 6 changes total score from -4152247.312331 to -4152883.545885 So it's getting split into cluster 14. Trying to split cluster 7 (3742 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.567032 sec): 2 clusters Score: Raw -136712.043688 + Penalty 226.252826 = -136485.790862 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.576129 sec): 3 clusters Score: Raw -134446.865932 + Penalty 452.505653 = -133994.360279 nChanged 1716 SP:Iteration 1F (17.584570 sec): 3 clusters Score: Raw -135403.921988 + Penalty 452.505653 = -134951.416335 nChanged 276 SP:Iteration 2F (17.592382 sec): 3 clusters Score: Raw -135595.447402 + Penalty 452.505653 = -135142.941750 nChanged 322 SP:Iteration 3F (17.600127 sec): 3 clusters Score: Raw -135885.484975 + Penalty 452.505653 = -135432.979322 nChanged 368 SP:Iteration 4F (17.607968 sec): 3 clusters Score: Raw -136356.958465 + Penalty 452.505653 = -135904.452812 nChanged 389 SP:Iteration 5F (17.615737 sec): 3 clusters Score: Raw -136907.372503 + Penalty 452.505653 = -136454.866850 nChanged 258 SP:Iteration 6F (17.623453 sec): 3 clusters Score: Raw -137159.135560 + Penalty 452.505653 = -136706.629907 nChanged 140 SP:Iteration 7Q (17.631212 sec): 3 clusters Score: Raw -137256.399953 + Penalty 452.505653 = -136803.894300 nChanged 68 SP:Iteration 8Q (17.639067 sec): 3 clusters Score: Raw -137285.320187 + Penalty 452.505653 = -136832.814535 nChanged 34 SP:Iteration 9Q (17.646842 sec): 3 clusters Score: Raw -137294.581161 + Penalty 452.505653 = -136842.075508 nChanged 18 SP:Iteration 10Q (17.654567 sec): 3 clusters Score: Raw -137298.587028 + Penalty 452.505653 = -136846.081375 nChanged 10 SP:Iteration 11Q (17.662288 sec): 3 clusters Score: Raw -137300.367110 + Penalty 452.505653 = -136847.861457 nChanged 5 SP:Iteration 12Q (17.670102 sec): 3 clusters Score: Raw -137301.121228 + Penalty 452.505653 = -136848.615575 nChanged 2 SP:Iteration 13Q (17.677829 sec): 3 clusters Score: Raw -137301.467783 + Penalty 452.505653 = -136848.962131 nChanged 3 SP:Iteration 14Q (17.685561 sec): 3 clusters Score: Raw -137302.448448 + Penalty 452.505653 = -136849.942795 nChanged 5 SP:Iteration 15Q (17.693303 sec): 3 clusters Score: Raw -137304.324277 + Penalty 452.505653 = -136851.818624 nChanged 3 SP:Iteration 16Q (17.701128 sec): 3 clusters Score: Raw -137305.093753 + Penalty 452.505653 = -136852.588100 nChanged 4 SP:Iteration 17Q (17.708841 sec): 3 clusters Score: Raw -137305.476220 + Penalty 452.505653 = -136852.970567 nChanged 2 SP:Iteration 18Q (17.716585 sec): 3 clusters Score: Raw -137305.709224 + Penalty 452.505653 = -136853.203571 nChanged 2 SP:Iteration 19Q (17.724842 sec): 3 clusters Score: Raw -137305.845689 + Penalty 452.505653 = -136853.340036 nChanged 1 SP:Iteration 20F (17.732591 sec): 3 clusters Score: Raw -137305.909822 + Penalty 452.505653 = -136853.404169 nChanged 0 Score: Raw -4159610.798106 + Penalty 6456.195881 = -4153154.602225 Splitting cluster 7 changes total score from -4152247.312331 to -4153154.602225 So it's getting split into cluster 20. Trying to split cluster 8 (7524 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.410660 sec): 2 clusters Score: Raw -276159.911427 + Penalty 245.460963 = -275914.450464 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.429377 sec): 3 clusters Score: Raw -271437.811060 + Penalty 490.921925 = -270946.889135 nChanged 3523 SP:Iteration 1F (18.444238 sec): 3 clusters Score: Raw -274176.553120 + Penalty 490.921925 = -273685.631194 nChanged 826 SP:Iteration 2F (18.459545 sec): 3 clusters Score: Raw -274980.973087 + Penalty 490.921925 = -274490.051162 nChanged 752 SP:Iteration 3F (18.474709 sec): 3 clusters Score: Raw -275685.315336 + Penalty 490.921925 = -275194.393411 nChanged 549 SP:Iteration 4F (18.493711 sec): 3 clusters Score: Raw -276243.200196 + Penalty 490.921925 = -275752.278270 nChanged 374 SP:Iteration 5Q (18.509666 sec): 3 clusters Score: Raw -276579.935833 + Penalty 490.921925 = -276089.013908 nChanged 247 SP:Iteration 6Q (18.526131 sec): 3 clusters Score: Raw -276774.698512 + Penalty 490.921925 = -276283.776586 nChanged 172 SP:Iteration 7Q (18.542508 sec): 3 clusters Score: Raw -276904.083116 + Penalty 490.921925 = -276413.161190 nChanged 122 SP:Iteration 8Q (18.558852 sec): 3 clusters Score: Raw -276994.080831 + Penalty 490.921925 = -276503.158905 nChanged 91 SP:Iteration 9Q (18.575149 sec): 3 clusters Score: Raw -277054.724747 + Penalty 490.921925 = -276563.802822 nChanged 58 SP:Iteration 10Q (18.591303 sec): 3 clusters Score: Raw -277085.616010 + Penalty 490.921925 = -276594.694085 nChanged 33 SP:Iteration 11Q (18.606735 sec): 3 clusters Score: Raw -277096.185360 + Penalty 490.921925 = -276605.263434 nChanged 18 SP:Iteration 12Q (18.621508 sec): 3 clusters Score: Raw -277100.261705 + Penalty 490.921925 = -276609.339779 nChanged 17 SP:Iteration 13Q (18.636093 sec): 3 clusters Score: Raw -277103.675339 + Penalty 490.921925 = -276612.753413 nChanged 15 SP:Iteration 14Q (18.650735 sec): 3 clusters Score: Raw -277108.162798 + Penalty 490.921925 = -276617.240873 nChanged 16 SP:Iteration 15Q (18.665452 sec): 3 clusters Score: Raw -277112.112228 + Penalty 490.921925 = -276621.190302 nChanged 14 SP:Iteration 16Q (18.680183 sec): 3 clusters Score: Raw -277115.304475 + Penalty 490.921925 = -276624.382549 nChanged 12 SP:Iteration 17Q (18.694724 sec): 3 clusters Score: Raw -277118.141955 + Penalty 490.921925 = -276627.220029 nChanged 11 SP:Iteration 18Q (18.709395 sec): 3 clusters Score: Raw -277120.904651 + Penalty 490.921925 = -276629.982725 nChanged 8 SP:Iteration 19Q (18.724025 sec): 3 clusters Score: Raw -277122.527816 + Penalty 490.921925 = -276631.605890 nChanged 6 SP:Iteration 20F (18.739204 sec): 3 clusters Score: Raw -277123.214260 + Penalty 490.921925 = -276632.292334 nChanged 3 SP:Iteration 21Q (18.753696 sec): 3 clusters Score: Raw -277123.637094 + Penalty 490.921925 = -276632.715168 nChanged 3 SP:Iteration 22Q (18.768428 sec): 3 clusters Score: Raw -277124.017292 + Penalty 490.921925 = -276633.095367 nChanged 1 SP:Iteration 23Q (18.783107 sec): 3 clusters Score: Raw -277124.070270 + Penalty 490.921925 = -276633.148345 nChanged 0 SP:Iteration 24F (18.798377 sec): 3 clusters Score: Raw -277124.070270 + Penalty 490.921925 = -276633.148345 nChanged 0 Score: Raw -4160574.956950 + Penalty 6779.005675 = -4153795.951274 Splitting cluster 8 changes total score from -4152247.312331 to -4153795.951274 So it's getting split into cluster 21. Trying to split cluster 9 (3466 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.632005 sec): 2 clusters Score: Raw -102923.648203 + Penalty 224.145803 = -102699.502400 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.645834 sec): 3 clusters Score: Raw -100892.959937 + Penalty 448.291606 = -100444.668331 nChanged 1578 SP:Iteration 1F (19.653196 sec): 3 clusters Score: Raw -102064.951205 + Penalty 448.291606 = -101616.659599 nChanged 339 SP:Iteration 2F (19.660442 sec): 3 clusters Score: Raw -102456.361628 + Penalty 448.291606 = -102008.070022 nChanged 254 SP:Iteration 3F (19.668572 sec): 3 clusters Score: Raw -102765.463322 + Penalty 448.291606 = -102317.171716 nChanged 225 SP:Iteration 4F (19.676034 sec): 3 clusters Score: Raw -103057.178950 + Penalty 448.291606 = -102608.887344 nChanged 221 SP:Iteration 5F (19.683345 sec): 3 clusters Score: Raw -103237.149673 + Penalty 448.291606 = -102788.858067 nChanged 196 SP:Iteration 6F (19.690593 sec): 3 clusters Score: Raw -103385.307294 + Penalty 448.291606 = -102937.015688 nChanged 153 SP:Iteration 7Q (19.697849 sec): 3 clusters Score: Raw -103476.069798 + Penalty 448.291606 = -103027.778192 nChanged 123 SP:Iteration 8Q (19.705526 sec): 3 clusters Score: Raw -103548.626360 + Penalty 448.291606 = -103100.334754 nChanged 128 SP:Iteration 9Q (19.712760 sec): 3 clusters Score: Raw -103636.206044 + Penalty 448.291606 = -103187.914438 nChanged 124 SP:Iteration 10Q (19.719973 sec): 3 clusters Score: Raw -103712.459467 + Penalty 448.291606 = -103264.167861 nChanged 118 SP:Iteration 11Q (19.733178 sec): 3 clusters Score: Raw -103791.581156 + Penalty 448.291606 = -103343.289550 nChanged 112 SP:Iteration 12Q (19.740420 sec): 3 clusters Score: Raw -103873.562567 + Penalty 448.291606 = -103425.270962 nChanged 96 SP:Iteration 13Q (19.747557 sec): 3 clusters Score: Raw -103962.193450 + Penalty 448.291606 = -103513.901844 nChanged 71 SP:Iteration 14Q (19.754647 sec): 3 clusters Score: Raw -104059.029628 + Penalty 448.291606 = -103610.738022 nChanged 61 SP:Iteration 15Q (19.761798 sec): 3 clusters Score: Raw -104171.374504 + Penalty 448.291606 = -103723.082898 nChanged 45 SP:Iteration 16Q (19.769001 sec): 3 clusters Score: Raw -104290.725109 + Penalty 448.291606 = -103842.433504 nChanged 37 SP:Iteration 17Q (19.775989 sec): 3 clusters Score: Raw -104419.404460 + Penalty 448.291606 = -103971.112855 nChanged 16 SP:Iteration 18Q (19.782940 sec): 3 clusters Score: Raw -104468.902134 + Penalty 448.291606 = -104020.610528 nChanged 5 SP:Iteration 19Q (19.791036 sec): 3 clusters Score: Raw -104472.078189 + Penalty 448.291606 = -104023.786583 nChanged 1 SP:Iteration 20F (19.798360 sec): 3 clusters Score: Raw -104472.517206 + Penalty 448.291606 = -104024.225600 nChanged 0 Score: Raw -4162123.825952 + Penalty 7101.815469 = -4155022.010483 Splitting cluster 9 changes total score from -4152247.312331 to -4155022.010483 So it's getting split into cluster 22. Trying to split cluster 10 (11079 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.502598 sec): 2 clusters Score: Raw -397108.980184 + Penalty 256.102184 = -396852.877999 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.523872 sec): 3 clusters Score: Raw -389992.563506 + Penalty 512.204369 = -389480.359137 nChanged 5254 SP:Iteration 1F (20.543861 sec): 3 clusters Score: Raw -393074.570201 + Penalty 512.204369 = -392562.365832 nChanged 785 SP:Iteration 2F (20.564017 sec): 3 clusters Score: Raw -393552.424269 + Penalty 512.204369 = -393040.219900 nChanged 921 SP:Iteration 3F (20.583917 sec): 3 clusters Score: Raw -394280.080086 + Penalty 512.204369 = -393767.875717 nChanged 1016 SP:Iteration 4F (20.604014 sec): 3 clusters Score: Raw -395272.892213 + Penalty 512.204369 = -394760.687845 nChanged 819 SP:Iteration 5F (20.624047 sec): 3 clusters Score: Raw -396170.729124 + Penalty 512.204369 = -395658.524755 nChanged 508 SP:Iteration 6Q (20.644188 sec): 3 clusters Score: Raw -396746.926818 + Penalty 512.204369 = -396234.722449 nChanged 204 SP:Iteration 7Q (20.664354 sec): 3 clusters Score: Raw -396992.128876 + Penalty 512.204369 = -396479.924508 nChanged 90 SP:Iteration 8Q (20.684279 sec): 3 clusters Score: Raw -397086.624104 + Penalty 512.204369 = -396574.419735 nChanged 68 SP:Iteration 9Q (20.704004 sec): 3 clusters Score: Raw -397144.750669 + Penalty 512.204369 = -396632.546300 nChanged 40 SP:Iteration 10Q (20.723738 sec): 3 clusters Score: Raw -397175.426509 + Penalty 512.204369 = -396663.222141 nChanged 23 SP:Iteration 11Q (20.743290 sec): 3 clusters Score: Raw -397189.469415 + Penalty 512.204369 = -396677.265046 nChanged 15 SP:Iteration 12Q (20.763034 sec): 3 clusters Score: Raw -397194.589759 + Penalty 512.204369 = -396682.385390 nChanged 8 SP:Iteration 13Q (20.782734 sec): 3 clusters Score: Raw -397196.310775 + Penalty 512.204369 = -396684.106407 nChanged 7 SP:Iteration 14Q (20.802491 sec): 3 clusters Score: Raw -397198.022160 + Penalty 512.204369 = -396685.817791 nChanged 7 SP:Iteration 15Q (20.822199 sec): 3 clusters Score: Raw -397199.948705 + Penalty 512.204369 = -396687.744336 nChanged 5 SP:Iteration 16Q (20.841295 sec): 3 clusters Score: Raw -397201.386158 + Penalty 512.204369 = -396689.181790 nChanged 2 SP:Iteration 17Q (20.861115 sec): 3 clusters Score: Raw -397201.655651 + Penalty 512.204369 = -396689.451283 nChanged 0 SP:Iteration 18F (20.881360 sec): 3 clusters Score: Raw -397201.655651 + Penalty 512.204369 = -396689.451283 nChanged 0 Trying to split cluster 11 (711 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.888520 sec): 2 clusters Score: Raw -16888.803944 + Penalty 180.583492 = -16708.220452 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.890696 sec): 3 clusters Score: Raw -16551.985092 + Penalty 361.166984 = -16190.818109 nChanged 305 SP:Iteration 1F (20.892576 sec): 3 clusters Score: Raw -16815.534762 + Penalty 361.166984 = -16454.367779 nChanged 89 SP:Iteration 2F (20.894439 sec): 3 clusters Score: Raw -16949.377991 + Penalty 361.166984 = -16588.211007 nChanged 58 SP:Iteration 3F (20.908816 sec): 3 clusters Score: Raw -17054.588384 + Penalty 361.166984 = -16693.421401 nChanged 48 SP:Iteration 4F (20.910692 sec): 3 clusters Score: Raw -17122.170722 + Penalty 361.166984 = -16761.003738 nChanged 31 SP:Iteration 5Q (20.912549 sec): 3 clusters Score: Raw -17161.376662 + Penalty 361.166984 = -16800.209678 nChanged 21 SP:Iteration 6Q (20.914400 sec): 3 clusters Score: Raw -17183.355925 + Penalty 361.166984 = -16822.188942 nChanged 11 SP:Iteration 7Q (20.916317 sec): 3 clusters Score: Raw -17200.614456 + Penalty 361.166984 = -16839.447472 nChanged 5 SP:Iteration 8Q (20.918182 sec): 3 clusters Score: Raw -17202.568965 + Penalty 361.166984 = -16841.401981 nChanged 3 SP:Iteration 9Q (20.920020 sec): 3 clusters Score: Raw -17203.529723 + Penalty 361.166984 = -16842.362740 nChanged 2 SP:Iteration 10Q (20.921852 sec): 3 clusters Score: Raw -17204.850298 + Penalty 361.166984 = -16843.683314 nChanged 0 SP:Iteration 11F (20.923741 sec): 3 clusters Score: Raw -17204.850298 + Penalty 361.166984 = -16843.683314 nChanged 0 Score: Raw -4162439.872306 + Penalty 7424.625263 = -4155015.247043 Splitting cluster 11 changes total score from -4152247.312331 to -4155015.247043 So it's getting split into cluster 23. Trying to split cluster 12 (2335 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.692352 sec): 2 clusters Score: Raw -77778.877779 + Penalty 213.283597 = -77565.594182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.698321 sec): 3 clusters Score: Raw -76425.937074 + Penalty 426.567194 = -75999.369879 nChanged 1041 SP:Iteration 1F (21.703694 sec): 3 clusters Score: Raw -77010.827998 + Penalty 426.567194 = -76584.260804 nChanged 216 SP:Iteration 2F (21.714498 sec): 3 clusters Score: Raw -77218.080368 + Penalty 426.567194 = -76791.513173 nChanged 196 SP:Iteration 3F (21.719613 sec): 3 clusters Score: Raw -77390.039947 + Penalty 426.567194 = -76963.472753 nChanged 158 SP:Iteration 4F (21.724753 sec): 3 clusters Score: Raw -77541.899138 + Penalty 426.567194 = -77115.331943 nChanged 137 SP:Iteration 5F (21.729836 sec): 3 clusters Score: Raw -77641.791140 + Penalty 426.567194 = -77215.223946 nChanged 97 SP:Iteration 6Q (21.734896 sec): 3 clusters Score: Raw -77706.716142 + Penalty 426.567194 = -77280.148947 nChanged 63 SP:Iteration 7Q (21.739967 sec): 3 clusters Score: Raw -77738.524151 + Penalty 426.567194 = -77311.956957 nChanged 50 SP:Iteration 8Q (21.745103 sec): 3 clusters Score: Raw -77761.739104 + Penalty 426.567194 = -77335.171910 nChanged 50 SP:Iteration 9Q (21.750092 sec): 3 clusters Score: Raw -77785.717483 + Penalty 426.567194 = -77359.150289 nChanged 48 SP:Iteration 10Q (21.755138 sec): 3 clusters Score: Raw -77806.578074 + Penalty 426.567194 = -77380.010880 nChanged 54 SP:Iteration 11Q (21.760156 sec): 3 clusters Score: Raw -77839.544304 + Penalty 426.567194 = -77412.977110 nChanged 41 SP:Iteration 12Q (21.765612 sec): 3 clusters Score: Raw -77861.835338 + Penalty 426.567194 = -77435.268144 nChanged 51 SP:Iteration 13Q (21.771087 sec): 3 clusters Score: Raw -77897.985662 + Penalty 426.567194 = -77471.418468 nChanged 48 SP:Iteration 14Q (21.776110 sec): 3 clusters Score: Raw -77931.445447 + Penalty 426.567194 = -77504.878252 nChanged 39 SP:Iteration 15Q (21.781163 sec): 3 clusters Score: Raw -77953.025976 + Penalty 426.567194 = -77526.458781 nChanged 35 SP:Iteration 16Q (21.786207 sec): 3 clusters Score: Raw -77970.801060 + Penalty 426.567194 = -77544.233866 nChanged 30 SP:Iteration 17Q (21.791181 sec): 3 clusters Score: Raw -77991.804656 + Penalty 426.567194 = -77565.237462 nChanged 30 SP:Iteration 18Q (21.802125 sec): 3 clusters Score: Raw -78020.435345 + Penalty 426.567194 = -77593.868151 nChanged 36 SP:Iteration 19Q (21.807092 sec): 3 clusters Score: Raw -78058.194241 + Penalty 426.567194 = -77631.627047 nChanged 29 SP:Iteration 20F (21.812190 sec): 3 clusters Score: Raw -78076.845410 + Penalty 426.567194 = -77650.278215 nChanged 24 SP:Iteration 21Q (21.817142 sec): 3 clusters Score: Raw -78091.963852 + Penalty 426.567194 = -77665.396658 nChanged 22 SP:Iteration 22Q (21.822111 sec): 3 clusters Score: Raw -78108.707287 + Penalty 426.567194 = -77682.140093 nChanged 18 SP:Iteration 23Q (21.827066 sec): 3 clusters Score: Raw -78126.025012 + Penalty 426.567194 = -77699.457818 nChanged 22 SP:Iteration 24Q (21.832061 sec): 3 clusters Score: Raw -78148.335885 + Penalty 426.567194 = -77721.768690 nChanged 23 SP:Iteration 25Q (21.837005 sec): 3 clusters Score: Raw -78173.416907 + Penalty 426.567194 = -77746.849713 nChanged 22 SP:Iteration 26Q (21.845333 sec): 3 clusters Score: Raw -78193.048127 + Penalty 426.567194 = -77766.480932 nChanged 16 SP:Iteration 27Q (21.850264 sec): 3 clusters Score: Raw -78202.633790 + Penalty 426.567194 = -77776.066595 nChanged 8 SP:Iteration 28Q (21.855256 sec): 3 clusters Score: Raw -78209.213293 + Penalty 426.567194 = -77782.646099 nChanged 6 SP:Iteration 29Q (21.860166 sec): 3 clusters Score: Raw -78213.496195 + Penalty 426.567194 = -77786.929001 nChanged 4 SP:Iteration 30Q (21.865046 sec): 3 clusters Score: Raw -78214.722779 + Penalty 426.567194 = -77788.155585 nChanged 2 SP:Iteration 31Q (21.869953 sec): 3 clusters Score: Raw -78215.347774 + Penalty 426.567194 = -77788.780580 nChanged 2 SP:Iteration 32Q (21.874861 sec): 3 clusters Score: Raw -78215.765535 + Penalty 426.567194 = -77789.198340 nChanged 2 SP:Iteration 33Q (21.879857 sec): 3 clusters Score: Raw -78216.698940 + Penalty 426.567194 = -77790.131745 nChanged 1 SP:Iteration 34Q (21.884758 sec): 3 clusters Score: Raw -78217.028093 + Penalty 426.567194 = -77790.460899 nChanged 1 SP:Iteration 35Q (21.889686 sec): 3 clusters Score: Raw -78217.687710 + Penalty 426.567194 = -77791.120516 nChanged 0 SP:Iteration 36F (21.894712 sec): 3 clusters Score: Raw -78217.687710 + Penalty 426.567194 = -77791.120516 nChanged 0 Score: Raw -4162878.682237 + Penalty 7747.435058 = -4155131.247180 Splitting cluster 12 changes total score from -4152247.312331 to -4155131.247180 So it's getting split into cluster 24. Trying to split cluster 13 (218 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.722769 sec): 2 clusters Score: Raw -7382.787303 + Penalty 148.073614 = -7234.713689 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.724370 sec): 3 clusters Score: Raw -7296.317928 + Penalty 296.147228 = -7000.170699 nChanged 69 SP:Iteration 1F (22.725299 sec): 3 clusters Score: Raw -7352.349263 + Penalty 296.147228 = -7056.202034 nChanged 14 SP:Iteration 2F (22.726201 sec): 3 clusters Score: Raw -7366.562831 + Penalty 296.147228 = -7070.415602 nChanged 5 SP:Iteration 3Q (22.727103 sec): 3 clusters Score: Raw -7371.453277 + Penalty 296.147228 = -7075.306048 nChanged 3 SP:Iteration 4Q (22.728340 sec): 3 clusters Score: Raw -7373.336410 + Penalty 296.147228 = -7077.189182 nChanged 5 SP:Iteration 5Q (22.729290 sec): 3 clusters Score: Raw -7377.022754 + Penalty 296.147228 = -7080.875525 nChanged 2 SP:Iteration 6Q (22.730194 sec): 3 clusters Score: Raw -7379.056974 + Penalty 296.147228 = -7082.909746 nChanged 2 SP:Iteration 7Q (22.731091 sec): 3 clusters Score: Raw -7379.540599 + Penalty 296.147228 = -7083.393371 nChanged 0 SP:Iteration 8F (22.731973 sec): 3 clusters Score: Raw -7379.540599 + Penalty 296.147228 = -7083.393371 nChanged 0 Trying to split cluster 15 (14551 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.752264 sec): 2 clusters Score: Raw -516164.874650 + Penalty 263.598912 = -515901.275738 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.797903 sec): 3 clusters Score: Raw -506789.760692 + Penalty 527.197825 = -506262.562867 nChanged 6899 SP:Iteration 1F (22.819736 sec): 3 clusters Score: Raw -511855.491031 + Penalty 527.197825 = -511328.293206 nChanged 1449 SP:Iteration 2F (22.846661 sec): 3 clusters Score: Raw -513254.325483 + Penalty 527.197825 = -512727.127658 nChanged 1313 SP:Iteration 3F (22.868329 sec): 3 clusters Score: Raw -514553.143923 + Penalty 527.197825 = -514025.946098 nChanged 907 SP:Iteration 4F (22.890136 sec): 3 clusters Score: Raw -515185.902294 + Penalty 527.197825 = -514658.704469 nChanged 559 SP:Iteration 5Q (22.912075 sec): 3 clusters Score: Raw -515431.324581 + Penalty 527.197825 = -514904.126756 nChanged 335 SP:Iteration 6Q (22.933982 sec): 3 clusters Score: Raw -515552.532409 + Penalty 527.197825 = -515025.334584 nChanged 267 SP:Iteration 7Q (22.977552 sec): 3 clusters Score: Raw -515657.129418 + Penalty 527.197825 = -515129.931593 nChanged 217 SP:Iteration 8Q (22.999431 sec): 3 clusters Score: Raw -515757.218248 + Penalty 527.197825 = -515230.020423 nChanged 237 SP:Iteration 9Q (23.021040 sec): 3 clusters Score: Raw -515886.585474 + Penalty 527.197825 = -515359.387649 nChanged 234 SP:Iteration 10Q (23.042819 sec): 3 clusters Score: Raw -516013.485237 + Penalty 527.197825 = -515486.287412 nChanged 200 SP:Iteration 11Q (23.066921 sec): 3 clusters Score: Raw -516137.592611 + Penalty 527.197825 = -515610.394786 nChanged 184 SP:Iteration 12Q (23.088769 sec): 3 clusters Score: Raw -516285.523641 + Penalty 527.197825 = -515758.325816 nChanged 161 SP:Iteration 13Q (23.110349 sec): 3 clusters Score: Raw -516427.870493 + Penalty 527.197825 = -515900.672668 nChanged 149 SP:Iteration 14Q (23.131925 sec): 3 clusters Score: Raw -516588.907794 + Penalty 527.197825 = -516061.709969 nChanged 149 SP:Iteration 15Q (23.153286 sec): 3 clusters Score: Raw -516722.914136 + Penalty 527.197825 = -516195.716311 nChanged 110 SP:Iteration 16Q (23.174548 sec): 3 clusters Score: Raw -516776.196462 + Penalty 527.197825 = -516248.998637 nChanged 72 SP:Iteration 17Q (23.195907 sec): 3 clusters Score: Raw -516802.674986 + Penalty 527.197825 = -516275.477162 nChanged 71 SP:Iteration 18Q (23.217030 sec): 3 clusters Score: Raw -516823.475728 + Penalty 527.197825 = -516296.277903 nChanged 47 SP:Iteration 19Q (23.238270 sec): 3 clusters Score: Raw -516834.073227 + Penalty 527.197825 = -516306.875402 nChanged 40 SP:Iteration 20F (23.260148 sec): 3 clusters Score: Raw -516840.735122 + Penalty 527.197825 = -516313.537297 nChanged 31 SP:Iteration 21Q (23.280999 sec): 3 clusters Score: Raw -516843.862890 + Penalty 527.197825 = -516316.665065 nChanged 18 SP:Iteration 22Q (23.301268 sec): 3 clusters Score: Raw -516845.745724 + Penalty 527.197825 = -516318.547899 nChanged 18 SP:Iteration 23Q (23.322274 sec): 3 clusters Score: Raw -516847.155694 + Penalty 527.197825 = -516319.957869 nChanged 13 SP:Iteration 24Q (23.354295 sec): 3 clusters Score: Raw -516847.911810 + Penalty 527.197825 = -516320.713985 nChanged 9 SP:Iteration 25Q (23.405067 sec): 3 clusters Score: Raw -516848.245200 + Penalty 527.197825 = -516321.047375 nChanged 6 SP:Iteration 26Q (23.462635 sec): 3 clusters Score: Raw -516848.454322 + Penalty 527.197825 = -516321.256497 nChanged 6 SP:Iteration 27Q (23.483083 sec): 3 clusters Score: Raw -516848.933492 + Penalty 527.197825 = -516321.735667 nChanged 8 SP:Iteration 28Q (23.504241 sec): 3 clusters Score: Raw -516849.401205 + Penalty 527.197825 = -516322.203380 nChanged 6 SP:Iteration 29Q (23.525304 sec): 3 clusters Score: Raw -516849.643548 + Penalty 527.197825 = -516322.445723 nChanged 6 SP:Iteration 30Q (23.546466 sec): 3 clusters Score: Raw -516849.863355 + Penalty 527.197825 = -516322.665530 nChanged 6 SP:Iteration 31Q (23.567407 sec): 3 clusters Score: Raw -516850.199661 + Penalty 527.197825 = -516323.001836 nChanged 4 SP:Iteration 32Q (23.588666 sec): 3 clusters Score: Raw -516850.442032 + Penalty 527.197825 = -516323.244207 nChanged 3 SP:Iteration 33Q (23.609932 sec): 3 clusters Score: Raw -516850.596763 + Penalty 527.197825 = -516323.398938 nChanged 2 SP:Iteration 34Q (23.630834 sec): 3 clusters Score: Raw -516850.666891 + Penalty 527.197825 = -516323.469066 nChanged 4 SP:Iteration 35Q (23.651821 sec): 3 clusters Score: Raw -516851.006114 + Penalty 527.197825 = -516323.808289 nChanged 4 SP:Iteration 36Q (23.672914 sec): 3 clusters Score: Raw -516851.131131 + Penalty 527.197825 = -516323.933306 nChanged 3 SP:Iteration 37Q (23.694033 sec): 3 clusters Score: Raw -516851.253214 + Penalty 527.197825 = -516324.055389 nChanged 6 SP:Iteration 38Q (23.715212 sec): 3 clusters Score: Raw -516851.514508 + Penalty 527.197825 = -516324.316683 nChanged 6 SP:Iteration 39Q (23.736201 sec): 3 clusters Score: Raw -516851.872370 + Penalty 527.197825 = -516324.674545 nChanged 6 SP:Iteration 40F (23.758219 sec): 3 clusters Score: Raw -516852.320092 + Penalty 527.197825 = -516325.122267 nChanged 3 SP:Iteration 41Q (23.779196 sec): 3 clusters Score: Raw -516852.369979 + Penalty 527.197825 = -516325.172154 nChanged 1 SP:Iteration 42Q (23.800263 sec): 3 clusters Score: Raw -516852.383985 + Penalty 527.197825 = -516325.186160 nChanged 1 SP:Iteration 43Q (23.821298 sec): 3 clusters Score: Raw -516852.443063 + Penalty 527.197825 = -516325.245238 nChanged 0 SP:Iteration 44F (23.843423 sec): 3 clusters Score: Raw -516852.443063 + Penalty 527.197825 = -516325.245238 nChanged 0 Score: Raw -4163566.250650 + Penalty 8070.244852 = -4155496.005798 Splitting cluster 15 changes total score from -4152247.312331 to -4155496.005798 So it's getting split into cluster 25. Trying to split cluster 16 (3499 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.740891 sec): 2 clusters Score: Raw -102213.417459 + Penalty 224.406394 = -101989.011065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.749254 sec): 3 clusters Score: Raw -100116.099583 + Penalty 448.812787 = -99667.286796 nChanged 1588 SP:Iteration 1F (24.756520 sec): 3 clusters Score: Raw -101305.483700 + Penalty 448.812787 = -100856.670913 nChanged 289 SP:Iteration 2F (24.764001 sec): 3 clusters Score: Raw -101497.049063 + Penalty 448.812787 = -101048.236276 nChanged 241 SP:Iteration 3F (24.771097 sec): 3 clusters Score: Raw -101643.623536 + Penalty 448.812787 = -101194.810749 nChanged 189 SP:Iteration 4F (24.778340 sec): 3 clusters Score: Raw -101734.600048 + Penalty 448.812787 = -101285.787261 nChanged 134 SP:Iteration 5Q (24.785435 sec): 3 clusters Score: Raw -101802.128670 + Penalty 448.812787 = -101353.315883 nChanged 115 SP:Iteration 6Q (24.793198 sec): 3 clusters Score: Raw -101867.237622 + Penalty 448.812787 = -101418.424835 nChanged 96 SP:Iteration 7Q (24.800508 sec): 3 clusters Score: Raw -101922.435654 + Penalty 448.812787 = -101473.622867 nChanged 105 SP:Iteration 8Q (24.807842 sec): 3 clusters Score: Raw -101970.183634 + Penalty 448.812787 = -101521.370847 nChanged 76 SP:Iteration 9Q (24.815165 sec): 3 clusters Score: Raw -102000.237211 + Penalty 448.812787 = -101551.424424 nChanged 68 SP:Iteration 10Q (24.827719 sec): 3 clusters Score: Raw -102026.967396 + Penalty 448.812787 = -101578.154609 nChanged 62 SP:Iteration 11Q (24.834993 sec): 3 clusters Score: Raw -102051.443320 + Penalty 448.812787 = -101602.630533 nChanged 58 SP:Iteration 12Q (24.842256 sec): 3 clusters Score: Raw -102069.227143 + Penalty 448.812787 = -101620.414356 nChanged 56 SP:Iteration 13Q (24.849496 sec): 3 clusters Score: Raw -102085.674310 + Penalty 448.812787 = -101636.861523 nChanged 52 SP:Iteration 14Q (24.857121 sec): 3 clusters Score: Raw -102101.299530 + Penalty 448.812787 = -101652.486743 nChanged 55 SP:Iteration 15Q (24.864580 sec): 3 clusters Score: Raw -102116.707338 + Penalty 448.812787 = -101667.894551 nChanged 44 SP:Iteration 16Q (24.872050 sec): 3 clusters Score: Raw -102134.736790 + Penalty 448.812787 = -101685.924003 nChanged 46 SP:Iteration 17Q (24.879489 sec): 3 clusters Score: Raw -102147.786554 + Penalty 448.812787 = -101698.973767 nChanged 39 SP:Iteration 18Q (24.887048 sec): 3 clusters Score: Raw -102158.212691 + Penalty 448.812787 = -101709.399904 nChanged 37 SP:Iteration 19Q (24.894493 sec): 3 clusters Score: Raw -102167.371570 + Penalty 448.812787 = -101718.558783 nChanged 24 SP:Iteration 20F (24.901913 sec): 3 clusters Score: Raw -102189.455746 + Penalty 448.812787 = -101740.642959 nChanged 34 SP:Iteration 21Q (24.909301 sec): 3 clusters Score: Raw -102210.152457 + Penalty 448.812787 = -101761.339670 nChanged 39 SP:Iteration 22Q (24.916854 sec): 3 clusters Score: Raw -102219.323290 + Penalty 448.812787 = -101770.510503 nChanged 32 SP:Iteration 23Q (24.924113 sec): 3 clusters Score: Raw -102225.669843 + Penalty 448.812787 = -101776.857056 nChanged 23 SP:Iteration 24Q (24.931325 sec): 3 clusters Score: Raw -102230.916514 + Penalty 448.812787 = -101782.103727 nChanged 18 SP:Iteration 25Q (24.938577 sec): 3 clusters Score: Raw -102235.810521 + Penalty 448.812787 = -101786.997734 nChanged 21 SP:Iteration 26Q (24.945899 sec): 3 clusters Score: Raw -102240.575421 + Penalty 448.812787 = -101791.762634 nChanged 22 SP:Iteration 27Q (24.953184 sec): 3 clusters Score: Raw -102245.032889 + Penalty 448.812787 = -101796.220102 nChanged 22 SP:Iteration 28Q (24.960403 sec): 3 clusters Score: Raw -102249.167975 + Penalty 448.812787 = -101800.355188 nChanged 13 SP:Iteration 29Q (24.967627 sec): 3 clusters Score: Raw -102251.181880 + Penalty 448.812787 = -101802.369093 nChanged 13 SP:Iteration 30Q (24.974928 sec): 3 clusters Score: Raw -102252.807838 + Penalty 448.812787 = -101803.995051 nChanged 16 SP:Iteration 31Q (24.982164 sec): 3 clusters Score: Raw -102255.114695 + Penalty 448.812787 = -101806.301908 nChanged 17 SP:Iteration 32Q (24.989385 sec): 3 clusters Score: Raw -102257.852018 + Penalty 448.812787 = -101809.039231 nChanged 18 SP:Iteration 33Q (24.996600 sec): 3 clusters Score: Raw -102260.315861 + Penalty 448.812787 = -101811.503074 nChanged 12 SP:Iteration 34Q (25.003897 sec): 3 clusters Score: Raw -102261.747142 + Penalty 448.812787 = -101812.934355 nChanged 15 SP:Iteration 35Q (25.011104 sec): 3 clusters Score: Raw -102263.492503 + Penalty 448.812787 = -101814.679716 nChanged 12 SP:Iteration 36Q (25.018374 sec): 3 clusters Score: Raw -102264.245016 + Penalty 448.812787 = -101815.432229 nChanged 6 SP:Iteration 37Q (25.025529 sec): 3 clusters Score: Raw -102264.667521 + Penalty 448.812787 = -101815.854734 nChanged 2 SP:Iteration 38Q (25.032835 sec): 3 clusters Score: Raw -102264.692882 + Penalty 448.812787 = -101815.880095 nChanged 1 SP:Iteration 39Q (25.040056 sec): 3 clusters Score: Raw -102264.724693 + Penalty 448.812787 = -101815.911906 nChanged 0 SP:Iteration 40F (25.047310 sec): 3 clusters Score: Raw -102264.724693 + Penalty 448.812787 = -101815.911906 nChanged 0 Trying to split cluster 17 (19160 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.070682 sec): 2 clusters Score: Raw -697004.444713 + Penalty 271.165951 = -696733.278762 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.097446 sec): 3 clusters Score: Raw -684477.923240 + Penalty 542.331903 = -683935.591337 nChanged 9086 SP:Iteration 1F (25.122241 sec): 3 clusters Score: Raw -689894.441263 + Penalty 542.331903 = -689352.109360 nChanged 1117 SP:Iteration 2F (25.147146 sec): 3 clusters Score: Raw -690491.108371 + Penalty 542.331903 = -689948.776468 nChanged 1226 SP:Iteration 3F (25.172277 sec): 3 clusters Score: Raw -691170.117965 + Penalty 542.331903 = -690627.786062 nChanged 1266 SP:Iteration 4F (25.197186 sec): 3 clusters Score: Raw -691932.922469 + Penalty 542.331903 = -691390.590566 nChanged 1365 SP:Iteration 5F (25.222061 sec): 3 clusters Score: Raw -692891.065606 + Penalty 542.331903 = -692348.733703 nChanged 1232 SP:Iteration 6F (25.249041 sec): 3 clusters Score: Raw -693912.723236 + Penalty 542.331903 = -693370.391333 nChanged 1082 SP:Iteration 7F (25.273728 sec): 3 clusters Score: Raw -694835.179010 + Penalty 542.331903 = -694292.847107 nChanged 823 SP:Iteration 8Q (25.299066 sec): 3 clusters Score: Raw -695418.584112 + Penalty 542.331903 = -694876.252209 nChanged 562 SP:Iteration 9Q (25.324603 sec): 3 clusters Score: Raw -695700.556737 + Penalty 542.331903 = -695158.224834 nChanged 373 SP:Iteration 10Q (25.349461 sec): 3 clusters Score: Raw -695868.577851 + Penalty 542.331903 = -695326.245948 nChanged 305 SP:Iteration 11Q (25.374514 sec): 3 clusters Score: Raw -696017.470551 + Penalty 542.331903 = -695475.138649 nChanged 263 SP:Iteration 12Q (25.399455 sec): 3 clusters Score: Raw -696132.049643 + Penalty 542.331903 = -695589.717740 nChanged 236 SP:Iteration 13Q (25.424547 sec): 3 clusters Score: Raw -696224.715275 + Penalty 542.331903 = -695682.383372 nChanged 218 SP:Iteration 14Q (25.449296 sec): 3 clusters Score: Raw -696311.594112 + Penalty 542.331903 = -695769.262210 nChanged 204 SP:Iteration 15Q (25.474132 sec): 3 clusters Score: Raw -696388.391327 + Penalty 542.331903 = -695846.059424 nChanged 175 SP:Iteration 16Q (25.498920 sec): 3 clusters Score: Raw -696447.874896 + Penalty 542.331903 = -695905.542993 nChanged 165 SP:Iteration 17Q (25.523810 sec): 3 clusters Score: Raw -696498.284568 + Penalty 542.331903 = -695955.952665 nChanged 149 SP:Iteration 18Q (25.548529 sec): 3 clusters Score: Raw -696538.708849 + Penalty 542.331903 = -695996.376946 nChanged 127 SP:Iteration 19Q (25.573305 sec): 3 clusters Score: Raw -696570.662827 + Penalty 542.331903 = -696028.330924 nChanged 119 SP:Iteration 20F (25.598081 sec): 3 clusters Score: Raw -696600.267623 + Penalty 542.331903 = -696057.935721 nChanged 106 SP:Iteration 21Q (25.623001 sec): 3 clusters Score: Raw -696625.218526 + Penalty 542.331903 = -696082.886624 nChanged 94 SP:Iteration 22Q (25.648648 sec): 3 clusters Score: Raw -696645.876674 + Penalty 542.331903 = -696103.544772 nChanged 83 SP:Iteration 23Q (25.676721 sec): 3 clusters Score: Raw -696660.114746 + Penalty 542.331903 = -696117.782843 nChanged 69 SP:Iteration 24Q (25.701321 sec): 3 clusters Score: Raw -696670.311955 + Penalty 542.331903 = -696127.980053 nChanged 59 SP:Iteration 25Q (25.725878 sec): 3 clusters Score: Raw -696677.451293 + Penalty 542.331903 = -696135.119390 nChanged 58 SP:Iteration 26Q (25.750601 sec): 3 clusters Score: Raw -696684.949067 + Penalty 542.331903 = -696142.617164 nChanged 63 SP:Iteration 27Q (25.775287 sec): 3 clusters Score: Raw -696694.025835 + Penalty 542.331903 = -696151.693932 nChanged 68 SP:Iteration 28Q (25.800028 sec): 3 clusters Score: Raw -696704.776782 + Penalty 542.331903 = -696162.444879 nChanged 62 SP:Iteration 29Q (25.824602 sec): 3 clusters Score: Raw -696714.755345 + Penalty 542.331903 = -696172.423442 nChanged 50 SP:Iteration 30Q (25.848952 sec): 3 clusters Score: Raw -696722.066441 + Penalty 542.331903 = -696179.734538 nChanged 55 SP:Iteration 31Q (25.873602 sec): 3 clusters Score: Raw -696729.592969 + Penalty 542.331903 = -696187.261066 nChanged 52 SP:Iteration 32Q (25.898344 sec): 3 clusters Score: Raw -696736.000266 + Penalty 542.331903 = -696193.668363 nChanged 48 SP:Iteration 33Q (25.922922 sec): 3 clusters Score: Raw -696742.522678 + Penalty 542.331903 = -696200.190776 nChanged 47 SP:Iteration 34Q (25.947384 sec): 3 clusters Score: Raw -696749.175591 + Penalty 542.331903 = -696206.843688 nChanged 52 SP:Iteration 35Q (25.971894 sec): 3 clusters Score: Raw -696756.410777 + Penalty 542.331903 = -696214.078875 nChanged 45 SP:Iteration 36Q (25.996373 sec): 3 clusters Score: Raw -696762.671259 + Penalty 542.331903 = -696220.339356 nChanged 47 SP:Iteration 37Q (26.020788 sec): 3 clusters Score: Raw -696769.933204 + Penalty 542.331903 = -696227.601302 nChanged 55 SP:Iteration 38Q (26.045292 sec): 3 clusters Score: Raw -696780.186836 + Penalty 542.331903 = -696237.854933 nChanged 54 SP:Iteration 39Q (26.069859 sec): 3 clusters Score: Raw -696790.601174 + Penalty 542.331903 = -696248.269271 nChanged 53 SP:Iteration 40F (26.094505 sec): 3 clusters Score: Raw -696800.482415 + Penalty 542.331903 = -696258.150512 nChanged 53 SP:Iteration 41Q (26.119134 sec): 3 clusters Score: Raw -696811.655576 + Penalty 542.331903 = -696269.323673 nChanged 59 SP:Iteration 42Q (26.143720 sec): 3 clusters Score: Raw -696824.198942 + Penalty 542.331903 = -696281.867039 nChanged 54 SP:Iteration 43Q (26.168253 sec): 3 clusters Score: Raw -696836.190550 + Penalty 542.331903 = -696293.858647 nChanged 52 SP:Iteration 44Q (26.192704 sec): 3 clusters Score: Raw -696845.820125 + Penalty 542.331903 = -696303.488222 nChanged 57 SP:Iteration 45Q (26.229466 sec): 3 clusters Score: Raw -696855.523452 + Penalty 542.331903 = -696313.191550 nChanged 47 SP:Iteration 46Q (26.253952 sec): 3 clusters Score: Raw -696864.722668 + Penalty 542.331903 = -696322.390765 nChanged 57 SP:Iteration 47Q (26.278475 sec): 3 clusters Score: Raw -696874.733953 + Penalty 542.331903 = -696332.402050 nChanged 45 SP:Iteration 48Q (26.302989 sec): 3 clusters Score: Raw -696883.037973 + Penalty 542.331903 = -696340.706070 nChanged 50 SP:Iteration 49Q (26.327342 sec): 3 clusters Score: Raw -696892.320660 + Penalty 542.331903 = -696349.988757 nChanged 47 SP:Iteration 50Q (26.351732 sec): 3 clusters Score: Raw -696901.123334 + Penalty 542.331903 = -696358.791431 nChanged 41 SP:Iteration 51Q (26.376144 sec): 3 clusters Score: Raw -696908.585078 + Penalty 542.331903 = -696366.253175 nChanged 34 SP:Iteration 52Q (26.400599 sec): 3 clusters Score: Raw -696915.404789 + Penalty 542.331903 = -696373.072886 nChanged 38 SP:Iteration 53Q (26.425110 sec): 3 clusters Score: Raw -696926.042153 + Penalty 542.331903 = -696383.710250 nChanged 48 SP:Iteration 54Q (26.472129 sec): 3 clusters Score: Raw -696937.151876 + Penalty 542.331903 = -696394.819973 nChanged 40 SP:Iteration 55Q (26.496523 sec): 3 clusters Score: Raw -696948.472556 + Penalty 542.331903 = -696406.140653 nChanged 38 SP:Iteration 56Q (26.520874 sec): 3 clusters Score: Raw -696955.978521 + Penalty 542.331903 = -696413.646618 nChanged 24 SP:Iteration 57Q (26.545280 sec): 3 clusters Score: Raw -696961.405807 + Penalty 542.331903 = -696419.073904 nChanged 30 SP:Iteration 58Q (26.569490 sec): 3 clusters Score: Raw -696969.185015 + Penalty 542.331903 = -696426.853112 nChanged 27 SP:Iteration 59Q (26.593909 sec): 3 clusters Score: Raw -696976.687130 + Penalty 542.331903 = -696434.355227 nChanged 26 SP:Iteration 60F (26.618841 sec): 3 clusters Score: Raw -696982.355404 + Penalty 542.331903 = -696440.023501 nChanged 30 SP:Iteration 61Q (26.643272 sec): 3 clusters Score: Raw -696989.219873 + Penalty 542.331903 = -696446.887970 nChanged 29 SP:Iteration 62Q (26.667589 sec): 3 clusters Score: Raw -696996.189166 + Penalty 542.331903 = -696453.857264 nChanged 29 SP:Iteration 63Q (26.691831 sec): 3 clusters Score: Raw -697003.869444 + Penalty 542.331903 = -696461.537541 nChanged 29 SP:Iteration 64Q (26.716057 sec): 3 clusters Score: Raw -697013.473160 + Penalty 542.331903 = -696471.141257 nChanged 28 SP:Iteration 65Q (26.740144 sec): 3 clusters Score: Raw -697022.504436 + Penalty 542.331903 = -696480.172534 nChanged 28 SP:Iteration 66Q (26.764379 sec): 3 clusters Score: Raw -697033.719624 + Penalty 542.331903 = -696491.387721 nChanged 29 SP:Iteration 67Q (26.788438 sec): 3 clusters Score: Raw -697043.245021 + Penalty 542.331903 = -696500.913118 nChanged 25 SP:Iteration 68Q (26.812501 sec): 3 clusters Score: Raw -697049.574826 + Penalty 542.331903 = -696507.242923 nChanged 13 SP:Iteration 69Q (26.836574 sec): 3 clusters Score: Raw -697052.050288 + Penalty 542.331903 = -696509.718385 nChanged 10 SP:Iteration 70Q (26.860719 sec): 3 clusters Score: Raw -697054.711595 + Penalty 542.331903 = -696512.379692 nChanged 9 SP:Iteration 71Q (26.884876 sec): 3 clusters Score: Raw -697055.815368 + Penalty 542.331903 = -696513.483466 nChanged 6 SP:Iteration 72Q (26.909003 sec): 3 clusters Score: Raw -697056.756948 + Penalty 542.331903 = -696514.425045 nChanged 4 SP:Iteration 73Q (26.933170 sec): 3 clusters Score: Raw -697057.838379 + Penalty 542.331903 = -696515.506477 nChanged 8 SP:Iteration 74Q (26.957373 sec): 3 clusters Score: Raw -697060.149377 + Penalty 542.331903 = -696517.817474 nChanged 8 SP:Iteration 75Q (26.981528 sec): 3 clusters Score: Raw -697061.806146 + Penalty 542.331903 = -696519.474243 nChanged 6 SP:Iteration 76Q (27.005719 sec): 3 clusters Score: Raw -697063.471328 + Penalty 542.331903 = -696521.139426 nChanged 8 SP:Iteration 77Q (27.029876 sec): 3 clusters Score: Raw -697065.419467 + Penalty 542.331903 = -696523.087564 nChanged 7 SP:Iteration 78Q (27.054070 sec): 3 clusters Score: Raw -697066.513805 + Penalty 542.331903 = -696524.181902 nChanged 4 SP:Iteration 79Q (27.078131 sec): 3 clusters Score: Raw -697066.960092 + Penalty 542.331903 = -696524.628189 nChanged 4 SP:Iteration 80F (27.102717 sec): 3 clusters Score: Raw -697067.886468 + Penalty 542.331903 = -696525.554565 nChanged 5 SP:Iteration 81Q (27.127066 sec): 3 clusters Score: Raw -697069.798603 + Penalty 542.331903 = -696527.466700 nChanged 6 SP:Iteration 82Q (27.151383 sec): 3 clusters Score: Raw -697071.076178 + Penalty 542.331903 = -696528.744275 nChanged 5 SP:Iteration 83Q (27.175410 sec): 3 clusters Score: Raw -697072.374573 + Penalty 542.331903 = -696530.042670 nChanged 7 SP:Iteration 84Q (27.199582 sec): 3 clusters Score: Raw -697075.266248 + Penalty 542.331903 = -696532.934345 nChanged 7 SP:Iteration 85Q (27.247548 sec): 3 clusters Score: Raw -697077.587068 + Penalty 542.331903 = -696535.255165 nChanged 7 SP:Iteration 86Q (27.271661 sec): 3 clusters Score: Raw -697079.102508 + Penalty 542.331903 = -696536.770606 nChanged 3 SP:Iteration 87Q (27.307766 sec): 3 clusters Score: Raw -697079.379011 + Penalty 542.331903 = -696537.047108 nChanged 2 SP:Iteration 88Q (27.369066 sec): 3 clusters Score: Raw -697079.999639 + Penalty 542.331903 = -696537.667736 nChanged 2 SP:Iteration 89Q (27.393352 sec): 3 clusters Score: Raw -697080.588929 + Penalty 542.331903 = -696538.257026 nChanged 6 SP:Iteration 90Q (27.417429 sec): 3 clusters Score: Raw -697082.096075 + Penalty 542.331903 = -696539.764172 nChanged 7 SP:Iteration 91Q (27.441526 sec): 3 clusters Score: Raw -697084.284283 + Penalty 542.331903 = -696541.952380 nChanged 7 SP:Iteration 92Q (27.465811 sec): 3 clusters Score: Raw -697087.083770 + Penalty 542.331903 = -696544.751867 nChanged 9 SP:Iteration 93Q (27.489875 sec): 3 clusters Score: Raw -697088.902146 + Penalty 542.331903 = -696546.570243 nChanged 4 SP:Iteration 94Q (27.513880 sec): 3 clusters Score: Raw -697090.231899 + Penalty 542.331903 = -696547.899996 nChanged 3 SP:Iteration 95Q (27.538068 sec): 3 clusters Score: Raw -697091.210731 + Penalty 542.331903 = -696548.878828 nChanged 5 SP:Iteration 96Q (27.562119 sec): 3 clusters Score: Raw -697092.673442 + Penalty 542.331903 = -696550.341539 nChanged 2 SP:Iteration 97Q (27.586267 sec): 3 clusters Score: Raw -697093.648189 + Penalty 542.331903 = -696551.316286 nChanged 5 SP:Iteration 98Q (27.610325 sec): 3 clusters Score: Raw -697095.302393 + Penalty 542.331903 = -696552.970490 nChanged 7 SP:Iteration 99Q (27.635537 sec): 3 clusters Score: Raw -697097.422559 + Penalty 542.331903 = -696555.090656 nChanged 9 SP:Iteration 100F (27.660124 sec): 3 clusters Score: Raw -697098.999481 + Penalty 542.331903 = -696556.667579 nChanged 4 SP:Iteration 101Q (27.684483 sec): 3 clusters Score: Raw -697099.681200 + Penalty 542.331903 = -696557.349297 nChanged 6 SP:Iteration 102Q (27.708613 sec): 3 clusters Score: Raw -697100.977791 + Penalty 542.331903 = -696558.645888 nChanged 4 SP:Iteration 103Q (27.732739 sec): 3 clusters Score: Raw -697101.797904 + Penalty 542.331903 = -696559.466002 nChanged 1 SP:Iteration 104Q (27.756868 sec): 3 clusters Score: Raw -697101.888208 + Penalty 542.331903 = -696559.556305 nChanged 1 SP:Iteration 105Q (27.781462 sec): 3 clusters Score: Raw -697102.036474 + Penalty 542.331903 = -696559.704571 nChanged 1 SP:Iteration 106Q (27.805501 sec): 3 clusters Score: Raw -697102.092294 + Penalty 542.331903 = -696559.760391 nChanged 0 SP:Iteration 107F (27.830067 sec): 3 clusters Score: Raw -697102.092294 + Penalty 542.331903 = -696559.760391 nChanged 0 Trying to split cluster 18 (1289 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.842454 sec): 2 clusters Score: Raw -41949.561911 + Penalty 196.944605 = -41752.617306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.845972 sec): 3 clusters Score: Raw -41248.389301 + Penalty 393.889210 = -40854.500091 nChanged 556 SP:Iteration 1F (27.849002 sec): 3 clusters Score: Raw -41634.733642 + Penalty 393.889210 = -41240.844432 nChanged 103 SP:Iteration 2F (27.852247 sec): 3 clusters Score: Raw -41719.631995 + Penalty 393.889210 = -41325.742785 nChanged 81 SP:Iteration 3F (27.855259 sec): 3 clusters Score: Raw -41803.203497 + Penalty 393.889210 = -41409.314286 nChanged 73 SP:Iteration 4F (27.858392 sec): 3 clusters Score: Raw -41886.204524 + Penalty 393.889210 = -41492.315313 nChanged 56 SP:Iteration 5Q (27.861454 sec): 3 clusters Score: Raw -41937.549445 + Penalty 393.889210 = -41543.660234 nChanged 27 SP:Iteration 6Q (27.864568 sec): 3 clusters Score: Raw -41958.994852 + Penalty 393.889210 = -41565.105642 nChanged 27 SP:Iteration 7Q (27.867587 sec): 3 clusters Score: Raw -41974.820432 + Penalty 393.889210 = -41580.931221 nChanged 26 SP:Iteration 8Q (27.870586 sec): 3 clusters Score: Raw -41984.446380 + Penalty 393.889210 = -41590.557170 nChanged 16 SP:Iteration 9Q (27.873580 sec): 3 clusters Score: Raw -41991.289387 + Penalty 393.889210 = -41597.400177 nChanged 12 SP:Iteration 10Q (27.876653 sec): 3 clusters Score: Raw -41997.584092 + Penalty 393.889210 = -41603.694882 nChanged 11 SP:Iteration 11Q (27.879622 sec): 3 clusters Score: Raw -42006.128852 + Penalty 393.889210 = -41612.239642 nChanged 14 SP:Iteration 12Q (27.882627 sec): 3 clusters Score: Raw -42009.543759 + Penalty 393.889210 = -41615.654549 nChanged 12 SP:Iteration 13Q (27.885613 sec): 3 clusters Score: Raw -42012.747048 + Penalty 393.889210 = -41618.857838 nChanged 8 SP:Iteration 14Q (27.888602 sec): 3 clusters Score: Raw -42013.907818 + Penalty 393.889210 = -41620.018608 nChanged 5 SP:Iteration 15Q (27.891666 sec): 3 clusters Score: Raw -42014.771464 + Penalty 393.889210 = -41620.882254 nChanged 4 SP:Iteration 16Q (27.894669 sec): 3 clusters Score: Raw -42015.541425 + Penalty 393.889210 = -41621.652215 nChanged 6 SP:Iteration 17Q (27.897636 sec): 3 clusters Score: Raw -42017.131303 + Penalty 393.889210 = -41623.242092 nChanged 8 SP:Iteration 18Q (27.900614 sec): 3 clusters Score: Raw -42018.500908 + Penalty 393.889210 = -41624.611697 nChanged 6 SP:Iteration 19Q (27.903744 sec): 3 clusters Score: Raw -42020.311237 + Penalty 393.889210 = -41626.422027 nChanged 6 SP:Iteration 20F (27.906730 sec): 3 clusters Score: Raw -42022.628267 + Penalty 393.889210 = -41628.739057 nChanged 7 SP:Iteration 21Q (27.909712 sec): 3 clusters Score: Raw -42025.316815 + Penalty 393.889210 = -41631.427605 nChanged 6 SP:Iteration 22Q (27.912793 sec): 3 clusters Score: Raw -42028.007776 + Penalty 393.889210 = -41634.118565 nChanged 4 SP:Iteration 23Q (27.948599 sec): 3 clusters Score: Raw -42028.805577 + Penalty 393.889210 = -41634.916367 nChanged 1 SP:Iteration 24Q (27.986854 sec): 3 clusters Score: Raw -42029.024023 + Penalty 393.889210 = -41635.134813 nChanged 2 SP:Iteration 25Q (28.033881 sec): 3 clusters Score: Raw -42029.226832 + Penalty 393.889210 = -41635.337622 nChanged 1 SP:Iteration 26Q (28.079690 sec): 3 clusters Score: Raw -42029.522634 + Penalty 393.889210 = -41635.633424 nChanged 3 SP:Iteration 27Q (28.131920 sec): 3 clusters Score: Raw -42030.041242 + Penalty 393.889210 = -41636.152031 nChanged 2 SP:Iteration 28Q (28.157714 sec): 3 clusters Score: Raw -42030.944787 + Penalty 393.889210 = -41637.055577 nChanged 1 SP:Iteration 29Q (28.203781 sec): 3 clusters Score: Raw -42031.412281 + Penalty 393.889210 = -41637.523071 nChanged 1 SP:Iteration 30Q (28.242690 sec): 3 clusters Score: Raw -42031.733573 + Penalty 393.889210 = -41637.844363 nChanged 1 SP:Iteration 31Q (28.281041 sec): 3 clusters Score: Raw -42031.964725 + Penalty 393.889210 = -41638.075515 nChanged 1 SP:Iteration 32Q (28.304770 sec): 3 clusters Score: Raw -42032.118804 + Penalty 393.889210 = -41638.229593 nChanged 2 SP:Iteration 33Q (28.307888 sec): 3 clusters Score: Raw -42032.375482 + Penalty 393.889210 = -41638.486272 nChanged 0 SP:Iteration 34F (28.310890 sec): 3 clusters Score: Raw -42032.375482 + Penalty 393.889210 = -41638.486272 nChanged 0 Trying to split cluster 19 (2614 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.321645 sec): 2 clusters Score: Raw -75480.979009 + Penalty 216.387515 = -75264.591495 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.328237 sec): 3 clusters Score: Raw -73992.093037 + Penalty 432.775029 = -73559.318008 nChanged 1218 SP:Iteration 1F (28.334018 sec): 3 clusters Score: Raw -75260.771133 + Penalty 432.775029 = -74827.996104 nChanged 291 SP:Iteration 2F (28.339946 sec): 3 clusters Score: Raw -75520.136432 + Penalty 432.775029 = -75087.361403 nChanged 206 SP:Iteration 3F (28.345699 sec): 3 clusters Score: Raw -75720.439804 + Penalty 432.775029 = -75287.664775 nChanged 181 SP:Iteration 4F (28.351402 sec): 3 clusters Score: Raw -75922.883362 + Penalty 432.775029 = -75490.108333 nChanged 134 SP:Iteration 5F (28.393293 sec): 3 clusters Score: Raw -76096.704195 + Penalty 432.775029 = -75663.929166 nChanged 73 SP:Iteration 6Q (28.442598 sec): 3 clusters Score: Raw -76208.213888 + Penalty 432.775029 = -75775.438858 nChanged 36 SP:Iteration 7Q (28.484205 sec): 3 clusters Score: Raw -76295.114688 + Penalty 432.775029 = -75862.339659 nChanged 16 SP:Iteration 8Q (28.502073 sec): 3 clusters Score: Raw -76336.047992 + Penalty 432.775029 = -75903.272962 nChanged 9 SP:Iteration 9Q (28.507576 sec): 3 clusters Score: Raw -76349.942807 + Penalty 432.775029 = -75917.167778 nChanged 6 SP:Iteration 10Q (28.513192 sec): 3 clusters Score: Raw -76363.244319 + Penalty 432.775029 = -75930.469290 nChanged 3 SP:Iteration 11Q (28.518677 sec): 3 clusters Score: Raw -76365.734896 + Penalty 432.775029 = -75932.959867 nChanged 2 SP:Iteration 12Q (28.524145 sec): 3 clusters Score: Raw -76369.207045 + Penalty 432.775029 = -75936.432016 nChanged 4 SP:Iteration 13Q (28.529615 sec): 3 clusters Score: Raw -76375.426641 + Penalty 432.775029 = -75942.651612 nChanged 4 SP:Iteration 14Q (28.535257 sec): 3 clusters Score: Raw -76377.995171 + Penalty 432.775029 = -75945.220142 nChanged 1 SP:Iteration 15Q (28.540875 sec): 3 clusters Score: Raw -76380.674260 + Penalty 432.775029 = -75947.899231 nChanged 2 SP:Iteration 16Q (28.546367 sec): 3 clusters Score: Raw -76392.046986 + Penalty 432.775029 = -75959.271957 nChanged 2 SP:Iteration 17Q (28.551846 sec): 3 clusters Score: Raw -76394.056459 + Penalty 432.775029 = -75961.281430 nChanged 2 SP:Iteration 18Q (28.557356 sec): 3 clusters Score: Raw -76398.644992 + Penalty 432.775029 = -75965.869963 nChanged 1 SP:Iteration 19Q (28.562928 sec): 3 clusters Score: Raw -76404.607261 + Penalty 432.775029 = -75971.832232 nChanged 2 SP:Iteration 20F (28.568718 sec): 3 clusters Score: Raw -76410.891218 + Penalty 432.775029 = -75978.116189 nChanged 2 SP:Iteration 21Q (28.574168 sec): 3 clusters Score: Raw -76413.006130 + Penalty 432.775029 = -75980.231101 nChanged 1 SP:Iteration 22Q (28.579576 sec): 3 clusters Score: Raw -76413.501358 + Penalty 432.775029 = -75980.726328 nChanged 0 SP:Iteration 23F (28.585380 sec): 3 clusters Score: Raw -76413.501358 + Penalty 432.775029 = -75980.726328 nChanged 0 Score: Raw -4164498.772998 + Penalty 8393.054646 = -4156105.718352 Splitting cluster 19 changes total score from -4152247.312331 to -4156105.718352 So it's getting split into cluster 26. Iteration 20F (30.211592 sec): 27 clusters Score: Raw -4166328.235380 + Penalty 8393.054646 = -4157935.180734 nChanged 2285 Iteration 21Q (30.939857 sec): 27 clusters Score: Raw -4167352.519101 + Penalty 8393.054646 = -4158959.464455 nChanged 1308 Deleting Class 13 (167 points): Lose 306.555687 but Gain 322.809794 Iteration 22Q (31.652870 sec): 26 clusters Score: Raw -4167523.900644 + Penalty 8070.244852 = -4159453.655792 nChanged 1184 Iteration 23Q (32.349544 sec): 26 clusters Score: Raw -4168052.255659 + Penalty 8070.244852 = -4159982.010808 nChanged 923 Iteration 24Q (33.034050 sec): 26 clusters Score: Raw -4168345.739962 + Penalty 8070.244852 = -4160275.495110 nChanged 855 Iteration 25Q (33.722903 sec): 26 clusters Score: Raw -4168614.152317 + Penalty 8070.244852 = -4160543.907466 nChanged 780 Iteration 26Q (34.405909 sec): 26 clusters Score: Raw -4168820.954466 + Penalty 8070.244852 = -4160750.709614 nChanged 769 Iteration 27Q (35.101183 sec): 26 clusters Score: Raw -4169036.853958 + Penalty 8070.244852 = -4160966.609107 nChanged 752 Iteration 28Q (35.789547 sec): 26 clusters Score: Raw -4169233.840873 + Penalty 8070.244852 = -4161163.596021 nChanged 697 Iteration 29Q (36.477800 sec): 26 clusters Score: Raw -4169427.051481 + Penalty 8070.244852 = -4161356.806629 nChanged 718 Iteration 30Q (37.178946 sec): 26 clusters Score: Raw -4169652.834505 + Penalty 8070.244852 = -4161582.589654 nChanged 729 Iteration 31Q (37.866989 sec): 26 clusters Score: Raw -4169901.679681 + Penalty 8070.244852 = -4161831.434829 nChanged 721 Iteration 32Q (38.550709 sec): 26 clusters Score: Raw -4170158.027864 + Penalty 8070.244852 = -4162087.783013 nChanged 691 Iteration 33Q (39.247491 sec): 26 clusters Score: Raw -4170405.890007 + Penalty 8070.244852 = -4162335.645155 nChanged 699 Iteration 34Q (39.931171 sec): 26 clusters Score: Raw -4170651.193990 + Penalty 8070.244852 = -4162580.949139 nChanged 696 Iteration 35Q (40.687019 sec): 26 clusters Score: Raw -4170873.143798 + Penalty 8070.244852 = -4162802.898947 nChanged 615 Iteration 36Q (41.367909 sec): 26 clusters Score: Raw -4171047.891338 + Penalty 8070.244852 = -4162977.646486 nChanged 558 Iteration 37Q (42.060048 sec): 26 clusters Score: Raw -4171206.901025 + Penalty 8070.244852 = -4163136.656173 nChanged 514 Iteration 38Q (42.744779 sec): 26 clusters Score: Raw -4171357.449113 + Penalty 8070.244852 = -4163287.204261 nChanged 439 Iteration 39Q (43.466624 sec): 26 clusters Score: Raw -4171464.456411 + Penalty 8070.244852 = -4163394.211560 nChanged 387 Iteration 40F (44.248511 sec): 26 clusters Score: Raw -4171587.613544 + Penalty 8070.244852 = -4163517.368693 nChanged 427 Iteration 41Q (44.936157 sec): 26 clusters Score: Raw -4171709.464091 + Penalty 8070.244852 = -4163639.219239 nChanged 373 Iteration 42Q (45.649113 sec): 26 clusters Score: Raw -4171803.758507 + Penalty 8070.244852 = -4163733.513656 nChanged 316 Iteration 43Q (46.352641 sec): 26 clusters Score: Raw -4171892.202256 + Penalty 8070.244852 = -4163821.957404 nChanged 359 Iteration 44Q (47.033993 sec): 26 clusters Score: Raw -4172018.905207 + Penalty 8070.244852 = -4163948.660355 nChanged 355 Iteration 45Q (47.723628 sec): 26 clusters Score: Raw -4172187.101012 + Penalty 8070.244852 = -4164116.856161 nChanged 383 Iteration 46Q (48.405256 sec): 26 clusters Score: Raw -4172379.425320 + Penalty 8070.244852 = -4164309.180468 nChanged 368 Iteration 47Q (49.096227 sec): 26 clusters Score: Raw -4172609.714267 + Penalty 8070.244852 = -4164539.469416 nChanged 376 Iteration 48Q (49.827311 sec): 26 clusters Score: Raw -4172903.249316 + Penalty 8070.244852 = -4164833.004465 nChanged 385 Iteration 49Q (50.515023 sec): 26 clusters Score: Raw -4173218.438723 + Penalty 8070.244852 = -4165148.193872 nChanged 346 Iteration 50Q (51.201178 sec): 26 clusters Score: Raw -4173364.989645 + Penalty 8070.244852 = -4165294.744793 nChanged 308 Iteration 51Q (51.896763 sec): 26 clusters Score: Raw -4173426.715977 + Penalty 8070.244852 = -4165356.471126 nChanged 273 Iteration 52Q (52.668703 sec): 26 clusters Score: Raw -4173477.347826 + Penalty 8070.244852 = -4165407.102975 nChanged 268 Iteration 53Q (53.354086 sec): 26 clusters Score: Raw -4173533.902685 + Penalty 8070.244852 = -4165463.657833 nChanged 244 Iteration 54Q (54.034724 sec): 26 clusters Score: Raw -4173582.586049 + Penalty 8070.244852 = -4165512.341198 nChanged 238 Iteration 55Q (54.720056 sec): 26 clusters Score: Raw -4173623.149883 + Penalty 8070.244852 = -4165552.905031 nChanged 179 Iteration 56Q (55.401073 sec): 26 clusters Score: Raw -4173659.707053 + Penalty 8070.244852 = -4165589.462201 nChanged 176 Iteration 57Q (56.105692 sec): 26 clusters Score: Raw -4173692.587816 + Penalty 8070.244852 = -4165622.342965 nChanged 175 Iteration 58Q (56.786658 sec): 26 clusters Score: Raw -4173721.114818 + Penalty 8070.244852 = -4165650.869967 nChanged 177 Writing temp clu file Because OldScore, -4165622.342965, is greater than current (better) Score,-4165650.869967 Compute initial score before splitting: Score: Raw -4173721.114818 + Penalty 8070.244852 = -4165650.869967 Trying to split cluster 1 (20647 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.819894 sec): 2 clusters Score: Raw -741730.019305 + Penalty 273.221446 = -741456.797859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.847334 sec): 3 clusters Score: Raw -728170.304431 + Penalty 546.442892 = -727623.861539 nChanged 9898 SP:Iteration 1F (56.872858 sec): 3 clusters Score: Raw -734332.535588 + Penalty 546.442892 = -733786.092696 nChanged 1379 SP:Iteration 2F (56.898114 sec): 3 clusters Score: Raw -735230.782543 + Penalty 546.442892 = -734684.339651 nChanged 1495 SP:Iteration 3F (56.923428 sec): 3 clusters Score: Raw -736430.553217 + Penalty 546.442892 = -735884.110325 nChanged 1400 SP:Iteration 4F (56.948824 sec): 3 clusters Score: Raw -737646.080047 + Penalty 546.442892 = -737099.637155 nChanged 1192 SP:Iteration 5F (56.974435 sec): 3 clusters Score: Raw -738675.447032 + Penalty 546.442892 = -738129.004140 nChanged 940 SP:Iteration 6Q (57.000068 sec): 3 clusters Score: Raw -739429.563668 + Penalty 546.442892 = -738883.120776 nChanged 728 SP:Iteration 7Q (57.026307 sec): 3 clusters Score: Raw -739943.414622 + Penalty 546.442892 = -739396.971730 nChanged 589 SP:Iteration 8Q (57.051658 sec): 3 clusters Score: Raw -740367.550649 + Penalty 546.442892 = -739821.107757 nChanged 524 SP:Iteration 9Q (57.077230 sec): 3 clusters Score: Raw -740766.380179 + Penalty 546.442892 = -740219.937287 nChanged 412 SP:Iteration 10Q (57.103581 sec): 3 clusters Score: Raw -741081.662574 + Penalty 546.442892 = -740535.219682 nChanged 333 SP:Iteration 11Q (57.128756 sec): 3 clusters Score: Raw -741339.881979 + Penalty 546.442892 = -740793.439087 nChanged 230 SP:Iteration 12Q (57.153839 sec): 3 clusters Score: Raw -741512.331008 + Penalty 546.442892 = -740965.888116 nChanged 158 SP:Iteration 13Q (57.178673 sec): 3 clusters Score: Raw -741631.116944 + Penalty 546.442892 = -741084.674052 nChanged 97 SP:Iteration 14Q (57.203622 sec): 3 clusters Score: Raw -741704.787877 + Penalty 546.442892 = -741158.344985 nChanged 65 SP:Iteration 15Q (57.228660 sec): 3 clusters Score: Raw -741756.649057 + Penalty 546.442892 = -741210.206165 nChanged 43 SP:Iteration 16Q (57.253522 sec): 3 clusters Score: Raw -741787.312872 + Penalty 546.442892 = -741240.869980 nChanged 25 SP:Iteration 17Q (57.278334 sec): 3 clusters Score: Raw -741803.885547 + Penalty 546.442892 = -741257.442655 nChanged 21 SP:Iteration 18Q (57.303214 sec): 3 clusters Score: Raw -741817.350554 + Penalty 546.442892 = -741270.907662 nChanged 12 SP:Iteration 19Q (57.328043 sec): 3 clusters Score: Raw -741822.320157 + Penalty 546.442892 = -741275.877265 nChanged 13 SP:Iteration 20F (57.352953 sec): 3 clusters Score: Raw -741830.050905 + Penalty 546.442892 = -741283.608013 nChanged 13 SP:Iteration 21Q (57.378011 sec): 3 clusters Score: Raw -741833.192263 + Penalty 546.442892 = -741286.749371 nChanged 4 SP:Iteration 22Q (57.402893 sec): 3 clusters Score: Raw -741834.540578 + Penalty 546.442892 = -741288.097686 nChanged 3 SP:Iteration 23Q (57.427731 sec): 3 clusters Score: Raw -741835.639615 + Penalty 546.442892 = -741289.196723 nChanged 4 SP:Iteration 24Q (57.452537 sec): 3 clusters Score: Raw -741836.987566 + Penalty 546.442892 = -741290.544674 nChanged 1 SP:Iteration 25Q (57.477335 sec): 3 clusters Score: Raw -741837.120979 + Penalty 546.442892 = -741290.678087 nChanged 0 SP:Iteration 26F (57.502299 sec): 3 clusters Score: Raw -741837.120979 + Penalty 546.442892 = -741290.678087 nChanged 0 Trying to split cluster 2 (2597 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.515105 sec): 2 clusters Score: Raw -92701.362438 + Penalty 216.208086 = -92485.154352 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.521659 sec): 3 clusters Score: Raw -91148.396662 + Penalty 432.416172 = -90715.980491 nChanged 1162 SP:Iteration 1F (57.527392 sec): 3 clusters Score: Raw -91854.186704 + Penalty 432.416172 = -91421.770532 nChanged 188 SP:Iteration 2F (57.533348 sec): 3 clusters Score: Raw -91986.746569 + Penalty 432.416172 = -91554.330398 nChanged 178 SP:Iteration 3F (57.539089 sec): 3 clusters Score: Raw -92173.443362 + Penalty 432.416172 = -91741.027191 nChanged 190 SP:Iteration 4F (57.544832 sec): 3 clusters Score: Raw -92344.033906 + Penalty 432.416172 = -91911.617735 nChanged 135 SP:Iteration 5F (57.550563 sec): 3 clusters Score: Raw -92418.360643 + Penalty 432.416172 = -91985.944471 nChanged 106 SP:Iteration 6Q (57.556393 sec): 3 clusters Score: Raw -92467.511858 + Penalty 432.416172 = -92035.095686 nChanged 102 SP:Iteration 7Q (57.562074 sec): 3 clusters Score: Raw -92521.151156 + Penalty 432.416172 = -92088.734984 nChanged 86 SP:Iteration 8Q (57.567791 sec): 3 clusters Score: Raw -92577.656360 + Penalty 432.416172 = -92145.240188 nChanged 86 SP:Iteration 9Q (57.573284 sec): 3 clusters Score: Raw -92636.561333 + Penalty 432.416172 = -92204.145161 nChanged 101 SP:Iteration 10Q (57.579075 sec): 3 clusters Score: Raw -92710.024318 + Penalty 432.416172 = -92277.608147 nChanged 92 SP:Iteration 11Q (57.584662 sec): 3 clusters Score: Raw -92776.167234 + Penalty 432.416172 = -92343.751063 nChanged 84 SP:Iteration 12Q (57.590290 sec): 3 clusters Score: Raw -92836.272839 + Penalty 432.416172 = -92403.856667 nChanged 75 SP:Iteration 13Q (57.595919 sec): 3 clusters Score: Raw -92899.969926 + Penalty 432.416172 = -92467.553754 nChanged 73 SP:Iteration 14Q (57.602166 sec): 3 clusters Score: Raw -92979.192847 + Penalty 432.416172 = -92546.776675 nChanged 67 SP:Iteration 15Q (57.607784 sec): 3 clusters Score: Raw -93048.454171 + Penalty 432.416172 = -92616.038000 nChanged 57 SP:Iteration 16Q (57.613380 sec): 3 clusters Score: Raw -93107.723257 + Penalty 432.416172 = -92675.307086 nChanged 40 SP:Iteration 17Q (57.619000 sec): 3 clusters Score: Raw -93136.988391 + Penalty 432.416172 = -92704.572219 nChanged 29 SP:Iteration 18Q (57.624565 sec): 3 clusters Score: Raw -93144.923295 + Penalty 432.416172 = -92712.507124 nChanged 16 SP:Iteration 19Q (57.630132 sec): 3 clusters Score: Raw -93149.152821 + Penalty 432.416172 = -92716.736649 nChanged 11 SP:Iteration 20F (57.635567 sec): 3 clusters Score: Raw -93152.326112 + Penalty 432.416172 = -92719.909940 nChanged 8 SP:Iteration 21Q (57.641133 sec): 3 clusters Score: Raw -93153.267809 + Penalty 432.416172 = -92720.851637 nChanged 3 SP:Iteration 22Q (57.646781 sec): 3 clusters Score: Raw -93153.545391 + Penalty 432.416172 = -92721.129219 nChanged 1 SP:Iteration 23Q (57.652342 sec): 3 clusters Score: Raw -93153.619866 + Penalty 432.416172 = -92721.203694 nChanged 0 SP:Iteration 24F (57.657888 sec): 3 clusters Score: Raw -93153.619866 + Penalty 432.416172 = -92721.203694 nChanged 0 Score: Raw -4174192.292033 + Penalty 8393.054646 = -4165799.237387 Splitting cluster 2 changes total score from -4165650.869967 to -4165799.237387 So it's getting split into cluster 13. Trying to split cluster 3 (15719 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.558240 sec): 2 clusters Score: Raw -598419.448235 + Penalty 265.722200 = -598153.726035 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.585203 sec): 3 clusters Score: Raw -588251.857387 + Penalty 531.444400 = -587720.412987 nChanged 7470 SP:Iteration 1F (58.608715 sec): 3 clusters Score: Raw -593519.580326 + Penalty 531.444400 = -592988.135926 nChanged 1397 SP:Iteration 2F (58.632138 sec): 3 clusters Score: Raw -594700.501108 + Penalty 531.444400 = -594169.056709 nChanged 1462 SP:Iteration 3F (58.655470 sec): 3 clusters Score: Raw -596225.619606 + Penalty 531.444400 = -595694.175206 nChanged 1203 SP:Iteration 4F (58.678834 sec): 3 clusters Score: Raw -597540.836099 + Penalty 531.444400 = -597009.391699 nChanged 631 SP:Iteration 5Q (58.702403 sec): 3 clusters Score: Raw -598134.883812 + Penalty 531.444400 = -597603.439412 nChanged 245 SP:Iteration 6Q (58.725887 sec): 3 clusters Score: Raw -598341.458313 + Penalty 531.444400 = -597810.013913 nChanged 96 SP:Iteration 7Q (58.749310 sec): 3 clusters Score: Raw -598417.892195 + Penalty 531.444400 = -597886.447795 nChanged 47 SP:Iteration 8Q (58.772653 sec): 3 clusters Score: Raw -598476.988571 + Penalty 531.444400 = -597945.544172 nChanged 26 SP:Iteration 9Q (58.795738 sec): 3 clusters Score: Raw -598517.709624 + Penalty 531.444400 = -597986.265224 nChanged 12 SP:Iteration 10Q (58.818642 sec): 3 clusters Score: Raw -598527.490244 + Penalty 531.444400 = -597996.045845 nChanged 7 SP:Iteration 11Q (58.843112 sec): 3 clusters Score: Raw -598534.455464 + Penalty 531.444400 = -598003.011064 nChanged 11 SP:Iteration 12Q (58.866211 sec): 3 clusters Score: Raw -598546.243197 + Penalty 531.444400 = -598014.798798 nChanged 14 SP:Iteration 13Q (58.889361 sec): 3 clusters Score: Raw -598552.765938 + Penalty 531.444400 = -598021.321538 nChanged 10 SP:Iteration 14Q (58.912281 sec): 3 clusters Score: Raw -598556.676939 + Penalty 531.444400 = -598025.232540 nChanged 6 SP:Iteration 15Q (58.935193 sec): 3 clusters Score: Raw -598559.475045 + Penalty 531.444400 = -598028.030645 nChanged 6 SP:Iteration 16Q (58.958114 sec): 3 clusters Score: Raw -598563.066067 + Penalty 531.444400 = -598031.621667 nChanged 4 SP:Iteration 17Q (58.981087 sec): 3 clusters Score: Raw -598567.166873 + Penalty 531.444400 = -598035.722473 nChanged 4 SP:Iteration 18Q (59.006077 sec): 3 clusters Score: Raw -598568.399136 + Penalty 531.444400 = -598036.954736 nChanged 4 SP:Iteration 19Q (59.028887 sec): 3 clusters Score: Raw -598569.383768 + Penalty 531.444400 = -598037.939368 nChanged 4 SP:Iteration 20F (59.078438 sec): 3 clusters Score: Raw -598572.968185 + Penalty 531.444400 = -598041.523785 nChanged 1 SP:Iteration 21Q (59.105206 sec): 3 clusters Score: Raw -598573.966698 + Penalty 531.444400 = -598042.522298 nChanged 2 SP:Iteration 22Q (59.130743 sec): 3 clusters Score: Raw -598575.018331 + Penalty 531.444400 = -598043.573931 nChanged 4 SP:Iteration 23Q (59.153659 sec): 3 clusters Score: Raw -598577.188428 + Penalty 531.444400 = -598045.744028 nChanged 3 SP:Iteration 24Q (59.176494 sec): 3 clusters Score: Raw -598578.679009 + Penalty 531.444400 = -598047.234609 nChanged 3 SP:Iteration 25Q (59.199406 sec): 3 clusters Score: Raw -598580.501891 + Penalty 531.444400 = -598049.057491 nChanged 4 SP:Iteration 26Q (59.222419 sec): 3 clusters Score: Raw -598584.109481 + Penalty 531.444400 = -598052.665082 nChanged 5 SP:Iteration 27Q (59.245322 sec): 3 clusters Score: Raw -598587.552303 + Penalty 531.444400 = -598056.107904 nChanged 4 SP:Iteration 28Q (59.268256 sec): 3 clusters Score: Raw -598589.076799 + Penalty 531.444400 = -598057.632399 nChanged 3 SP:Iteration 29Q (59.291109 sec): 3 clusters Score: Raw -598590.779121 + Penalty 531.444400 = -598059.334722 nChanged 2 SP:Iteration 30Q (59.313992 sec): 3 clusters Score: Raw -598592.003020 + Penalty 531.444400 = -598060.558621 nChanged 2 SP:Iteration 31Q (59.336747 sec): 3 clusters Score: Raw -598592.847447 + Penalty 531.444400 = -598061.403047 nChanged 1 SP:Iteration 32Q (59.359654 sec): 3 clusters Score: Raw -598593.013573 + Penalty 531.444400 = -598061.569173 nChanged 1 SP:Iteration 33Q (59.382454 sec): 3 clusters Score: Raw -598595.215796 + Penalty 531.444400 = -598063.771397 nChanged 8 SP:Iteration 34Q (59.406765 sec): 3 clusters Score: Raw -598602.354445 + Penalty 531.444400 = -598070.910045 nChanged 4 SP:Iteration 35Q (59.429674 sec): 3 clusters Score: Raw -598609.919701 + Penalty 531.444400 = -598078.475301 nChanged 7 SP:Iteration 36Q (59.454569 sec): 3 clusters Score: Raw -598616.290956 + Penalty 531.444400 = -598084.846556 nChanged 3 SP:Iteration 37Q (59.477516 sec): 3 clusters Score: Raw -598619.028291 + Penalty 531.444400 = -598087.583892 nChanged 1 SP:Iteration 38Q (59.500392 sec): 3 clusters Score: Raw -598619.500759 + Penalty 531.444400 = -598088.056359 nChanged 0 SP:Iteration 39F (59.524020 sec): 3 clusters Score: Raw -598619.500759 + Penalty 531.444400 = -598088.056359 nChanged 0 Trying to split cluster 4 (12969 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.542465 sec): 2 clusters Score: Raw -481023.403367 + Penalty 260.433722 = -480762.969645 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.564743 sec): 3 clusters Score: Raw -472630.282681 + Penalty 520.867445 = -472109.415236 nChanged 6169 SP:Iteration 1F (59.585835 sec): 3 clusters Score: Raw -476533.054953 + Penalty 520.867445 = -476012.187508 nChanged 780 SP:Iteration 2F (59.606988 sec): 3 clusters Score: Raw -476852.807210 + Penalty 520.867445 = -476331.939766 nChanged 746 SP:Iteration 3F (59.628078 sec): 3 clusters Score: Raw -477239.032730 + Penalty 520.867445 = -476718.165285 nChanged 771 SP:Iteration 4F (59.649151 sec): 3 clusters Score: Raw -477734.537065 + Penalty 520.867445 = -477213.669620 nChanged 804 SP:Iteration 5F (59.670115 sec): 3 clusters Score: Raw -478298.055210 + Penalty 520.867445 = -477777.187765 nChanged 755 SP:Iteration 6F (59.691307 sec): 3 clusters Score: Raw -478959.822587 + Penalty 520.867445 = -478438.955142 nChanged 744 SP:Iteration 7F (59.712452 sec): 3 clusters Score: Raw -479807.815003 + Penalty 520.867445 = -479286.947558 nChanged 776 SP:Iteration 8F (59.733673 sec): 3 clusters Score: Raw -480922.251369 + Penalty 520.867445 = -480401.383924 nChanged 777 SP:Iteration 9F (59.754675 sec): 3 clusters Score: Raw -482421.244893 + Penalty 520.867445 = -481900.377448 nChanged 655 SP:Iteration 10F (59.779566 sec): 3 clusters Score: Raw -483658.722572 + Penalty 520.867445 = -483137.855127 nChanged 323 SP:Iteration 11Q (59.800170 sec): 3 clusters Score: Raw -483947.989958 + Penalty 520.867445 = -483427.122514 nChanged 126 SP:Iteration 12Q (59.820804 sec): 3 clusters Score: Raw -483998.592914 + Penalty 520.867445 = -483477.725469 nChanged 55 SP:Iteration 13Q (59.841346 sec): 3 clusters Score: Raw -484010.680024 + Penalty 520.867445 = -483489.812579 nChanged 23 SP:Iteration 14Q (59.861836 sec): 3 clusters Score: Raw -484013.426264 + Penalty 520.867445 = -483492.558819 nChanged 10 SP:Iteration 15Q (59.883741 sec): 3 clusters Score: Raw -484014.068430 + Penalty 520.867445 = -483493.200985 nChanged 8 SP:Iteration 16Q (59.904522 sec): 3 clusters Score: Raw -484014.456175 + Penalty 520.867445 = -483493.588730 nChanged 4 SP:Iteration 17Q (59.925078 sec): 3 clusters Score: Raw -484014.605079 + Penalty 520.867445 = -483493.737634 nChanged 1 SP:Iteration 18Q (59.945659 sec): 3 clusters Score: Raw -484014.617718 + Penalty 520.867445 = -483493.750273 nChanged 1 SP:Iteration 19Q (59.966207 sec): 3 clusters Score: Raw -484014.624716 + Penalty 520.867445 = -483493.757272 nChanged 0 SP:Iteration 20F (59.987212 sec): 3 clusters Score: Raw -484014.624716 + Penalty 520.867445 = -483493.757272 nChanged 0 Score: Raw -4177183.513382 + Penalty 8715.864440 = -4168467.648942 Splitting cluster 4 changes total score from -4165650.869967 to -4168467.648942 So it's getting split into cluster 27. Trying to split cluster 5 (5839 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.876986 sec): 2 clusters Score: Raw -196460.805562 + Penalty 238.488658 = -196222.316904 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.890503 sec): 3 clusters Score: Raw -192926.934920 + Penalty 476.977316 = -192449.957604 nChanged 2660 SP:Iteration 1F (60.902198 sec): 3 clusters Score: Raw -194815.348804 + Penalty 476.977316 = -194338.371488 nChanged 440 SP:Iteration 2F (60.913863 sec): 3 clusters Score: Raw -195084.007719 + Penalty 476.977316 = -194607.030403 nChanged 373 SP:Iteration 3F (60.925447 sec): 3 clusters Score: Raw -195311.510741 + Penalty 476.977316 = -194834.533426 nChanged 313 SP:Iteration 4F (60.937241 sec): 3 clusters Score: Raw -195480.972745 + Penalty 476.977316 = -195003.995430 nChanged 250 SP:Iteration 5Q (60.948975 sec): 3 clusters Score: Raw -195583.281579 + Penalty 476.977316 = -195106.304263 nChanged 195 SP:Iteration 6Q (60.960704 sec): 3 clusters Score: Raw -195655.356580 + Penalty 476.977316 = -195178.379264 nChanged 162 SP:Iteration 7Q (60.972331 sec): 3 clusters Score: Raw -195723.548911 + Penalty 476.977316 = -195246.571595 nChanged 160 SP:Iteration 8Q (60.984108 sec): 3 clusters Score: Raw -195789.996501 + Penalty 476.977316 = -195313.019185 nChanged 133 SP:Iteration 9Q (60.995811 sec): 3 clusters Score: Raw -195837.559047 + Penalty 476.977316 = -195360.581732 nChanged 112 SP:Iteration 10Q (61.007472 sec): 3 clusters Score: Raw -195874.304412 + Penalty 476.977316 = -195397.327096 nChanged 100 SP:Iteration 11Q (61.019164 sec): 3 clusters Score: Raw -195904.503350 + Penalty 476.977316 = -195427.526034 nChanged 97 SP:Iteration 12Q (61.030885 sec): 3 clusters Score: Raw -195931.463728 + Penalty 476.977316 = -195454.486412 nChanged 87 SP:Iteration 13Q (61.042512 sec): 3 clusters Score: Raw -195953.475749 + Penalty 476.977316 = -195476.498434 nChanged 91 SP:Iteration 14Q (61.054024 sec): 3 clusters Score: Raw -195973.630702 + Penalty 476.977316 = -195496.653387 nChanged 64 SP:Iteration 15Q (61.065617 sec): 3 clusters Score: Raw -195985.325700 + Penalty 476.977316 = -195508.348384 nChanged 51 SP:Iteration 16Q (61.077941 sec): 3 clusters Score: Raw -195994.371151 + Penalty 476.977316 = -195517.393836 nChanged 44 SP:Iteration 17Q (61.089480 sec): 3 clusters Score: Raw -196002.450921 + Penalty 476.977316 = -195525.473606 nChanged 49 SP:Iteration 18Q (61.101109 sec): 3 clusters Score: Raw -196011.424259 + Penalty 476.977316 = -195534.446943 nChanged 46 SP:Iteration 19Q (61.112691 sec): 3 clusters Score: Raw -196019.243880 + Penalty 476.977316 = -195542.266564 nChanged 43 SP:Iteration 20F (61.124836 sec): 3 clusters Score: Raw -196025.899661 + Penalty 476.977316 = -195548.922345 nChanged 41 SP:Iteration 21Q (61.136510 sec): 3 clusters Score: Raw -196031.509530 + Penalty 476.977316 = -195554.532214 nChanged 32 SP:Iteration 22Q (61.148122 sec): 3 clusters Score: Raw -196035.268181 + Penalty 476.977316 = -195558.290865 nChanged 28 SP:Iteration 23Q (61.159796 sec): 3 clusters Score: Raw -196038.563427 + Penalty 476.977316 = -195561.586112 nChanged 25 SP:Iteration 24Q (61.171510 sec): 3 clusters Score: Raw -196042.238386 + Penalty 476.977316 = -195565.261071 nChanged 25 SP:Iteration 25Q (61.183097 sec): 3 clusters Score: Raw -196047.102544 + Penalty 476.977316 = -195570.125229 nChanged 32 SP:Iteration 26Q (61.194702 sec): 3 clusters Score: Raw -196052.183154 + Penalty 476.977316 = -195575.205839 nChanged 28 SP:Iteration 27Q (61.206382 sec): 3 clusters Score: Raw -196055.865435 + Penalty 476.977316 = -195578.888119 nChanged 26 SP:Iteration 28Q (61.218079 sec): 3 clusters Score: Raw -196059.980854 + Penalty 476.977316 = -195583.003538 nChanged 25 SP:Iteration 29Q (61.229700 sec): 3 clusters Score: Raw -196064.025530 + Penalty 476.977316 = -195587.048214 nChanged 21 SP:Iteration 30Q (61.241325 sec): 3 clusters Score: Raw -196066.908288 + Penalty 476.977316 = -195589.930972 nChanged 21 SP:Iteration 31Q (61.252950 sec): 3 clusters Score: Raw -196069.530995 + Penalty 476.977316 = -195592.553680 nChanged 18 SP:Iteration 32Q (61.264657 sec): 3 clusters Score: Raw -196071.714571 + Penalty 476.977316 = -195594.737256 nChanged 15 SP:Iteration 33Q (61.276277 sec): 3 clusters Score: Raw -196073.111604 + Penalty 476.977316 = -195596.134289 nChanged 11 SP:Iteration 34Q (61.287904 sec): 3 clusters Score: Raw -196073.631402 + Penalty 476.977316 = -195596.654087 nChanged 8 SP:Iteration 35Q (61.299504 sec): 3 clusters Score: Raw -196074.108547 + Penalty 476.977316 = -195597.131231 nChanged 4 SP:Iteration 36Q (61.311205 sec): 3 clusters Score: Raw -196074.307513 + Penalty 476.977316 = -195597.330197 nChanged 3 SP:Iteration 37Q (61.322833 sec): 3 clusters Score: Raw -196074.553258 + Penalty 476.977316 = -195597.575942 nChanged 5 SP:Iteration 38Q (61.334450 sec): 3 clusters Score: Raw -196075.023635 + Penalty 476.977316 = -195598.046319 nChanged 3 SP:Iteration 39Q (61.349022 sec): 3 clusters Score: Raw -196075.283370 + Penalty 476.977316 = -195598.306054 nChanged 4 SP:Iteration 40F (61.360796 sec): 3 clusters Score: Raw -196075.439715 + Penalty 476.977316 = -195598.462400 nChanged 2 SP:Iteration 41Q (61.372409 sec): 3 clusters Score: Raw -196075.502814 + Penalty 476.977316 = -195598.525499 nChanged 2 SP:Iteration 42Q (61.384015 sec): 3 clusters Score: Raw -196075.857453 + Penalty 476.977316 = -195598.880137 nChanged 2 SP:Iteration 43Q (61.395655 sec): 3 clusters Score: Raw -196075.932306 + Penalty 476.977316 = -195598.954991 nChanged 1 SP:Iteration 44Q (61.407211 sec): 3 clusters Score: Raw -196076.034401 + Penalty 476.977316 = -195599.057085 nChanged 0 SP:Iteration 45F (61.418937 sec): 3 clusters Score: Raw -196076.034401 + Penalty 476.977316 = -195599.057085 nChanged 0 Trying to split cluster 6 (3831 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.431798 sec): 2 clusters Score: Raw -147490.058897 + Penalty 226.899231 = -147263.159666 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.440767 sec): 3 clusters Score: Raw -145229.776239 + Penalty 453.798463 = -144775.977776 nChanged 1684 SP:Iteration 1F (61.448763 sec): 3 clusters Score: Raw -146213.888918 + Penalty 453.798463 = -145760.090455 nChanged 261 SP:Iteration 2F (61.456599 sec): 3 clusters Score: Raw -146391.515799 + Penalty 453.798463 = -145937.717336 nChanged 284 SP:Iteration 3F (61.464395 sec): 3 clusters Score: Raw -146662.395476 + Penalty 453.798463 = -146208.597013 nChanged 249 SP:Iteration 4F (61.472188 sec): 3 clusters Score: Raw -146885.717870 + Penalty 453.798463 = -146431.919407 nChanged 186 SP:Iteration 5Q (61.480601 sec): 3 clusters Score: Raw -147024.293335 + Penalty 453.798463 = -146570.494872 nChanged 122 SP:Iteration 6Q (61.488432 sec): 3 clusters Score: Raw -147089.229900 + Penalty 453.798463 = -146635.431437 nChanged 78 SP:Iteration 7Q (61.496222 sec): 3 clusters Score: Raw -147129.453509 + Penalty 453.798463 = -146675.655046 nChanged 70 SP:Iteration 8Q (61.504003 sec): 3 clusters Score: Raw -147164.577231 + Penalty 453.798463 = -146710.778768 nChanged 58 SP:Iteration 9Q (61.511861 sec): 3 clusters Score: Raw -147186.129140 + Penalty 453.798463 = -146732.330677 nChanged 50 SP:Iteration 10Q (61.519645 sec): 3 clusters Score: Raw -147208.925378 + Penalty 453.798463 = -146755.126915 nChanged 46 SP:Iteration 11Q (61.527407 sec): 3 clusters Score: Raw -147228.018724 + Penalty 453.798463 = -146774.220261 nChanged 35 SP:Iteration 12Q (61.535149 sec): 3 clusters Score: Raw -147239.700542 + Penalty 453.798463 = -146785.902079 nChanged 31 SP:Iteration 13Q (61.543005 sec): 3 clusters Score: Raw -147250.750273 + Penalty 453.798463 = -146796.951810 nChanged 28 SP:Iteration 14Q (61.550816 sec): 3 clusters Score: Raw -147259.069679 + Penalty 453.798463 = -146805.271216 nChanged 26 SP:Iteration 15Q (61.558540 sec): 3 clusters Score: Raw -147265.286577 + Penalty 453.798463 = -146811.488114 nChanged 19 SP:Iteration 16Q (61.566283 sec): 3 clusters Score: Raw -147270.458538 + Penalty 453.798463 = -146816.660075 nChanged 15 SP:Iteration 17Q (61.574100 sec): 3 clusters Score: Raw -147275.364969 + Penalty 453.798463 = -146821.566506 nChanged 17 SP:Iteration 18Q (61.581833 sec): 3 clusters Score: Raw -147280.755416 + Penalty 453.798463 = -146826.956953 nChanged 22 SP:Iteration 19Q (61.589537 sec): 3 clusters Score: Raw -147286.961822 + Penalty 453.798463 = -146833.163359 nChanged 19 SP:Iteration 20F (61.597262 sec): 3 clusters Score: Raw -147291.579612 + Penalty 453.798463 = -146837.781149 nChanged 18 SP:Iteration 21Q (61.604984 sec): 3 clusters Score: Raw -147296.685169 + Penalty 453.798463 = -146842.886706 nChanged 19 SP:Iteration 22Q (61.612743 sec): 3 clusters Score: Raw -147303.191268 + Penalty 453.798463 = -146849.392805 nChanged 19 SP:Iteration 23Q (61.620453 sec): 3 clusters Score: Raw -147311.780393 + Penalty 453.798463 = -146857.981930 nChanged 24 SP:Iteration 24Q (61.628182 sec): 3 clusters Score: Raw -147321.785630 + Penalty 453.798463 = -146867.987167 nChanged 22 SP:Iteration 25Q (61.636242 sec): 3 clusters Score: Raw -147330.799643 + Penalty 453.798463 = -146877.001180 nChanged 29 SP:Iteration 26Q (61.643920 sec): 3 clusters Score: Raw -147342.583448 + Penalty 453.798463 = -146888.784985 nChanged 29 SP:Iteration 27Q (61.651625 sec): 3 clusters Score: Raw -147351.716608 + Penalty 453.798463 = -146897.918145 nChanged 19 SP:Iteration 28Q (61.659309 sec): 3 clusters Score: Raw -147358.404457 + Penalty 453.798463 = -146904.605994 nChanged 21 SP:Iteration 29Q (61.667103 sec): 3 clusters Score: Raw -147365.309542 + Penalty 453.798463 = -146911.511079 nChanged 25 SP:Iteration 30Q (61.674811 sec): 3 clusters Score: Raw -147376.054493 + Penalty 453.798463 = -146922.256030 nChanged 29 SP:Iteration 31Q (61.682529 sec): 3 clusters Score: Raw -147388.564368 + Penalty 453.798463 = -146934.765905 nChanged 24 SP:Iteration 32Q (61.690171 sec): 3 clusters Score: Raw -147397.540337 + Penalty 453.798463 = -146943.741874 nChanged 24 SP:Iteration 33Q (61.698510 sec): 3 clusters Score: Raw -147405.978247 + Penalty 453.798463 = -146952.179784 nChanged 16 SP:Iteration 34Q (61.706203 sec): 3 clusters Score: Raw -147411.175028 + Penalty 453.798463 = -146957.376565 nChanged 13 SP:Iteration 35Q (61.713906 sec): 3 clusters Score: Raw -147413.940739 + Penalty 453.798463 = -146960.142276 nChanged 9 SP:Iteration 36Q (61.721570 sec): 3 clusters Score: Raw -147416.064921 + Penalty 453.798463 = -146962.266458 nChanged 9 SP:Iteration 37Q (61.729289 sec): 3 clusters Score: Raw -147417.467513 + Penalty 453.798463 = -146963.669050 nChanged 5 SP:Iteration 38Q (61.737006 sec): 3 clusters Score: Raw -147418.408993 + Penalty 453.798463 = -146964.610530 nChanged 6 SP:Iteration 39Q (61.744695 sec): 3 clusters Score: Raw -147419.473122 + Penalty 453.798463 = -146965.674659 nChanged 7 SP:Iteration 40F (61.752510 sec): 3 clusters Score: Raw -147420.812501 + Penalty 453.798463 = -146967.014038 nChanged 5 SP:Iteration 41Q (61.760139 sec): 3 clusters Score: Raw -147422.139220 + Penalty 453.798463 = -146968.340757 nChanged 5 SP:Iteration 42Q (61.767814 sec): 3 clusters Score: Raw -147423.879260 + Penalty 453.798463 = -146970.080797 nChanged 11 SP:Iteration 43Q (61.775506 sec): 3 clusters Score: Raw -147427.873945 + Penalty 453.798463 = -146974.075482 nChanged 11 SP:Iteration 44Q (61.783191 sec): 3 clusters Score: Raw -147430.388054 + Penalty 453.798463 = -146976.589591 nChanged 10 SP:Iteration 45Q (61.790889 sec): 3 clusters Score: Raw -147433.269761 + Penalty 453.798463 = -146979.471298 nChanged 9 SP:Iteration 46Q (61.798038 sec): 3 clusters Score: Raw -147436.313022 + Penalty 453.798463 = -146982.514559 nChanged 6 SP:Iteration 47Q (61.805761 sec): 3 clusters Score: Raw -147437.885740 + Penalty 453.798463 = -146984.087277 nChanged 7 SP:Iteration 48Q (61.813446 sec): 3 clusters Score: Raw -147439.513497 + Penalty 453.798463 = -146985.715034 nChanged 8 SP:Iteration 49Q (61.821146 sec): 3 clusters Score: Raw -147440.771137 + Penalty 453.798463 = -146986.972674 nChanged 4 SP:Iteration 50Q (61.828831 sec): 3 clusters Score: Raw -147442.394459 + Penalty 453.798463 = -146988.595996 nChanged 6 SP:Iteration 51Q (61.836521 sec): 3 clusters Score: Raw -147444.609570 + Penalty 453.798463 = -146990.811107 nChanged 5 SP:Iteration 52Q (61.844216 sec): 3 clusters Score: Raw -147445.623051 + Penalty 453.798463 = -146991.824588 nChanged 5 SP:Iteration 53Q (61.851821 sec): 3 clusters Score: Raw -147446.210377 + Penalty 453.798463 = -146992.411914 nChanged 6 SP:Iteration 54Q (61.859137 sec): 3 clusters Score: Raw -147447.275947 + Penalty 453.798463 = -146993.477484 nChanged 5 SP:Iteration 55Q (61.866784 sec): 3 clusters Score: Raw -147448.074580 + Penalty 453.798463 = -146994.276117 nChanged 3 SP:Iteration 56Q (61.874463 sec): 3 clusters Score: Raw -147448.526343 + Penalty 453.798463 = -146994.727880 nChanged 1 SP:Iteration 57Q (61.886706 sec): 3 clusters Score: Raw -147448.572618 + Penalty 453.798463 = -146994.774155 nChanged 0 SP:Iteration 58F (61.894545 sec): 3 clusters Score: Raw -147448.572618 + Penalty 453.798463 = -146994.774155 nChanged 0 Trying to split cluster 7 (572 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.899226 sec): 2 clusters Score: Raw -18897.572516 + Penalty 174.601322 = -18722.971194 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.901091 sec): 3 clusters Score: Raw -18623.050075 + Penalty 349.202645 = -18273.847431 nChanged 232 SP:Iteration 1F (61.902700 sec): 3 clusters Score: Raw -18805.038477 + Penalty 349.202645 = -18455.835833 nChanged 58 SP:Iteration 2F (61.904300 sec): 3 clusters Score: Raw -18857.781316 + Penalty 349.202645 = -18508.578671 nChanged 33 SP:Iteration 3F (61.905889 sec): 3 clusters Score: Raw -18883.507644 + Penalty 349.202645 = -18534.304999 nChanged 28 SP:Iteration 4Q (61.907495 sec): 3 clusters Score: Raw -18902.251782 + Penalty 349.202645 = -18553.049137 nChanged 15 SP:Iteration 5Q (61.909094 sec): 3 clusters Score: Raw -18908.402487 + Penalty 349.202645 = -18559.199842 nChanged 7 SP:Iteration 6Q (61.910689 sec): 3 clusters Score: Raw -18910.830743 + Penalty 349.202645 = -18561.628099 nChanged 3 SP:Iteration 7Q (61.912282 sec): 3 clusters Score: Raw -18911.596987 + Penalty 349.202645 = -18562.394342 nChanged 4 SP:Iteration 8Q (61.913875 sec): 3 clusters Score: Raw -18914.719066 + Penalty 349.202645 = -18565.516422 nChanged 4 SP:Iteration 9Q (61.915463 sec): 3 clusters Score: Raw -18916.659404 + Penalty 349.202645 = -18567.456760 nChanged 3 SP:Iteration 10Q (61.917049 sec): 3 clusters Score: Raw -18918.368988 + Penalty 349.202645 = -18569.166343 nChanged 2 SP:Iteration 11Q (61.920518 sec): 3 clusters Score: Raw -18918.858038 + Penalty 349.202645 = -18569.655394 nChanged 3 SP:Iteration 12Q (61.922110 sec): 3 clusters Score: Raw -18921.308300 + Penalty 349.202645 = -18572.105656 nChanged 2 SP:Iteration 13Q (61.923696 sec): 3 clusters Score: Raw -18923.297861 + Penalty 349.202645 = -18574.095216 nChanged 2 SP:Iteration 14Q (61.925259 sec): 3 clusters Score: Raw -18927.017351 + Penalty 349.202645 = -18577.814707 nChanged 1 SP:Iteration 15Q (61.926871 sec): 3 clusters Score: Raw -18929.185612 + Penalty 349.202645 = -18579.982967 nChanged 1 SP:Iteration 16Q (61.928462 sec): 3 clusters Score: Raw -18930.064620 + Penalty 349.202645 = -18580.861976 nChanged 1 SP:Iteration 17Q (61.930048 sec): 3 clusters Score: Raw -18930.533951 + Penalty 349.202645 = -18581.331307 nChanged 1 SP:Iteration 18Q (61.931634 sec): 3 clusters Score: Raw -18933.773818 + Penalty 349.202645 = -18584.571174 nChanged 3 SP:Iteration 19Q (61.933218 sec): 3 clusters Score: Raw -18936.995643 + Penalty 349.202645 = -18587.792999 nChanged 3 SP:Iteration 20F (61.934796 sec): 3 clusters Score: Raw -18940.885698 + Penalty 349.202645 = -18591.683054 nChanged 3 SP:Iteration 21Q (61.936378 sec): 3 clusters Score: Raw -18944.131195 + Penalty 349.202645 = -18594.928550 nChanged 7 SP:Iteration 22Q (61.937957 sec): 3 clusters Score: Raw -18951.409256 + Penalty 349.202645 = -18602.206612 nChanged 4 SP:Iteration 23Q (61.939546 sec): 3 clusters Score: Raw -18957.194530 + Penalty 349.202645 = -18607.991886 nChanged 4 SP:Iteration 24Q (61.941120 sec): 3 clusters Score: Raw -18961.316364 + Penalty 349.202645 = -18612.113719 nChanged 1 SP:Iteration 25Q (61.942692 sec): 3 clusters Score: Raw -18961.915417 + Penalty 349.202645 = -18612.712773 nChanged 2 SP:Iteration 26Q (61.944267 sec): 3 clusters Score: Raw -18965.972623 + Penalty 349.202645 = -18616.769978 nChanged 5 SP:Iteration 27Q (61.945839 sec): 3 clusters Score: Raw -18969.338997 + Penalty 349.202645 = -18620.136352 nChanged 3 SP:Iteration 28Q (61.947394 sec): 3 clusters Score: Raw -18971.292892 + Penalty 349.202645 = -18622.090248 nChanged 2 SP:Iteration 29Q (61.948987 sec): 3 clusters Score: Raw -18972.605881 + Penalty 349.202645 = -18623.403236 nChanged 2 SP:Iteration 30Q (61.950559 sec): 3 clusters Score: Raw -18977.125825 + Penalty 349.202645 = -18627.923181 nChanged 1 SP:Iteration 31Q (61.952136 sec): 3 clusters Score: Raw -18977.654383 + Penalty 349.202645 = -18628.451739 nChanged 0 SP:Iteration 32F (61.953716 sec): 3 clusters Score: Raw -18977.654383 + Penalty 349.202645 = -18628.451739 nChanged 0 Trying to split cluster 8 (673 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.957791 sec): 2 clusters Score: Raw -24877.018338 + Penalty 179.072997 = -24697.945341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.959920 sec): 3 clusters Score: Raw -24552.530988 + Penalty 358.145993 = -24194.384995 nChanged 276 SP:Iteration 1F (61.961718 sec): 3 clusters Score: Raw -24730.492834 + Penalty 358.145993 = -24372.346841 nChanged 47 SP:Iteration 2F (61.963504 sec): 3 clusters Score: Raw -24760.724451 + Penalty 358.145993 = -24402.578458 nChanged 30 SP:Iteration 3Q (61.965306 sec): 3 clusters Score: Raw -24776.132537 + Penalty 358.145993 = -24417.986544 nChanged 21 SP:Iteration 4Q (61.967115 sec): 3 clusters Score: Raw -24789.590462 + Penalty 358.145993 = -24431.444469 nChanged 17 SP:Iteration 5Q (61.968917 sec): 3 clusters Score: Raw -24801.609468 + Penalty 358.145993 = -24443.463474 nChanged 22 SP:Iteration 6Q (61.970722 sec): 3 clusters Score: Raw -24822.953880 + Penalty 358.145993 = -24464.807887 nChanged 18 SP:Iteration 7Q (61.972520 sec): 3 clusters Score: Raw -24840.420083 + Penalty 358.145993 = -24482.274090 nChanged 16 SP:Iteration 8Q (61.974317 sec): 3 clusters Score: Raw -24854.969023 + Penalty 358.145993 = -24496.823029 nChanged 12 SP:Iteration 9Q (61.976111 sec): 3 clusters Score: Raw -24862.039932 + Penalty 358.145993 = -24503.893939 nChanged 5 SP:Iteration 10Q (61.977901 sec): 3 clusters Score: Raw -24866.052193 + Penalty 358.145993 = -24507.906200 nChanged 5 SP:Iteration 11Q (61.979692 sec): 3 clusters Score: Raw -24870.189959 + Penalty 358.145993 = -24512.043966 nChanged 2 SP:Iteration 12Q (61.983438 sec): 3 clusters Score: Raw -24870.775195 + Penalty 358.145993 = -24512.629202 nChanged 0 SP:Iteration 13F (61.985217 sec): 3 clusters Score: Raw -24870.775195 + Penalty 358.145993 = -24512.629202 nChanged 0 Trying to split cluster 9 (1759 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.991925 sec): 2 clusters Score: Raw -53415.122976 + Penalty 205.493770 = -53209.629206 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.996412 sec): 3 clusters Score: Raw -52428.462448 + Penalty 410.987541 = -52017.474907 nChanged 771 SP:Iteration 1F (62.000311 sec): 3 clusters Score: Raw -53029.395026 + Penalty 410.987541 = -52618.407485 nChanged 165 SP:Iteration 2F (62.004202 sec): 3 clusters Score: Raw -53213.645530 + Penalty 410.987541 = -52802.657989 nChanged 156 SP:Iteration 3F (62.012517 sec): 3 clusters Score: Raw -53383.231050 + Penalty 410.987541 = -52972.243509 nChanged 140 SP:Iteration 4F (62.016412 sec): 3 clusters Score: Raw -53514.180341 + Penalty 410.987541 = -53103.192800 nChanged 80 SP:Iteration 5Q (62.020315 sec): 3 clusters Score: Raw -53571.447362 + Penalty 410.987541 = -53160.459821 nChanged 54 SP:Iteration 6Q (62.024241 sec): 3 clusters Score: Raw -53601.078136 + Penalty 410.987541 = -53190.090595 nChanged 38 SP:Iteration 7Q (62.028104 sec): 3 clusters Score: Raw -53615.817390 + Penalty 410.987541 = -53204.829849 nChanged 19 SP:Iteration 8Q (62.031982 sec): 3 clusters Score: Raw -53622.561336 + Penalty 410.987541 = -53211.573795 nChanged 13 SP:Iteration 9Q (62.035843 sec): 3 clusters Score: Raw -53626.899050 + Penalty 410.987541 = -53215.911509 nChanged 10 SP:Iteration 10Q (62.039706 sec): 3 clusters Score: Raw -53630.797431 + Penalty 410.987541 = -53219.809890 nChanged 12 SP:Iteration 11Q (62.043578 sec): 3 clusters Score: Raw -53632.812628 + Penalty 410.987541 = -53221.825087 nChanged 5 SP:Iteration 12Q (62.047174 sec): 3 clusters Score: Raw -53633.748931 + Penalty 410.987541 = -53222.761390 nChanged 4 SP:Iteration 13Q (62.051002 sec): 3 clusters Score: Raw -53635.145391 + Penalty 410.987541 = -53224.157850 nChanged 4 SP:Iteration 14Q (62.054876 sec): 3 clusters Score: Raw -53637.939729 + Penalty 410.987541 = -53226.952188 nChanged 2 SP:Iteration 15Q (62.058742 sec): 3 clusters Score: Raw -53639.373555 + Penalty 410.987541 = -53228.386014 nChanged 2 SP:Iteration 16Q (62.062603 sec): 3 clusters Score: Raw -53639.604951 + Penalty 410.987541 = -53228.617410 nChanged 1 SP:Iteration 17Q (62.066452 sec): 3 clusters Score: Raw -53639.679914 + Penalty 410.987541 = -53228.692373 nChanged 1 SP:Iteration 18Q (62.070309 sec): 3 clusters Score: Raw -53639.730614 + Penalty 410.987541 = -53228.743073 nChanged 0 SP:Iteration 19F (62.074184 sec): 3 clusters Score: Raw -53639.730614 + Penalty 410.987541 = -53228.743073 nChanged 0 Score: Raw -4177408.121020 + Penalty 9038.674234 = -4168369.446786 Splitting cluster 9 changes total score from -4165650.869967 to -4168369.446786 So it's getting split into cluster 28. Trying to split cluster 10 (4107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.014255 sec): 2 clusters Score: Raw -148423.266687 + Penalty 228.812323 = -148194.454363 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.023969 sec): 3 clusters Score: Raw -145895.914111 + Penalty 457.624646 = -145438.289464 nChanged 1868 SP:Iteration 1F (63.032460 sec): 3 clusters Score: Raw -147075.242172 + Penalty 457.624646 = -146617.617526 nChanged 356 SP:Iteration 2F (63.041001 sec): 3 clusters Score: Raw -147351.258992 + Penalty 457.624646 = -146893.634346 nChanged 349 SP:Iteration 3F (63.049561 sec): 3 clusters Score: Raw -147663.582358 + Penalty 457.624646 = -147205.957712 nChanged 332 SP:Iteration 4F (63.058003 sec): 3 clusters Score: Raw -147995.425347 + Penalty 457.624646 = -147537.800701 nChanged 222 SP:Iteration 5F (63.065653 sec): 3 clusters Score: Raw -148192.365488 + Penalty 457.624646 = -147734.740842 nChanged 146 SP:Iteration 6Q (63.074123 sec): 3 clusters Score: Raw -148303.413607 + Penalty 457.624646 = -147845.788961 nChanged 80 SP:Iteration 7Q (63.082639 sec): 3 clusters Score: Raw -148355.899090 + Penalty 457.624646 = -147898.274444 nChanged 48 SP:Iteration 8Q (63.091029 sec): 3 clusters Score: Raw -148386.903587 + Penalty 457.624646 = -147929.278940 nChanged 30 SP:Iteration 9Q (63.099299 sec): 3 clusters Score: Raw -148406.204935 + Penalty 457.624646 = -147948.580288 nChanged 16 SP:Iteration 10Q (63.107607 sec): 3 clusters Score: Raw -148417.541898 + Penalty 457.624646 = -147959.917252 nChanged 10 SP:Iteration 11Q (63.115885 sec): 3 clusters Score: Raw -148427.889616 + Penalty 457.624646 = -147970.264970 nChanged 7 SP:Iteration 12Q (63.124151 sec): 3 clusters Score: Raw -148434.222666 + Penalty 457.624646 = -147976.598019 nChanged 1 SP:Iteration 13Q (63.132398 sec): 3 clusters Score: Raw -148434.852828 + Penalty 457.624646 = -147977.228182 nChanged 2 SP:Iteration 14Q (63.140636 sec): 3 clusters Score: Raw -148435.454984 + Penalty 457.624646 = -147977.830338 nChanged 0 SP:Iteration 15F (63.148943 sec): 3 clusters Score: Raw -148435.454984 + Penalty 457.624646 = -147977.830338 nChanged 0 Trying to split cluster 11 (886 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.154077 sec): 2 clusters Score: Raw -22355.357961 + Penalty 186.634716 = -22168.723245 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.156681 sec): 3 clusters Score: Raw -21908.644995 + Penalty 373.269432 = -21535.375563 nChanged 387 SP:Iteration 1F (63.158859 sec): 3 clusters Score: Raw -22158.598581 + Penalty 373.269432 = -21785.329148 nChanged 95 SP:Iteration 2F (63.161069 sec): 3 clusters Score: Raw -22231.783409 + Penalty 373.269432 = -21858.513977 nChanged 65 SP:Iteration 3F (63.163393 sec): 3 clusters Score: Raw -22276.676626 + Penalty 373.269432 = -21903.407194 nChanged 49 SP:Iteration 4F (63.165654 sec): 3 clusters Score: Raw -22317.893428 + Penalty 373.269432 = -21944.623996 nChanged 51 SP:Iteration 5F (63.167847 sec): 3 clusters Score: Raw -22365.670144 + Penalty 373.269432 = -21992.400712 nChanged 39 SP:Iteration 6Q (63.170057 sec): 3 clusters Score: Raw -22415.807751 + Penalty 373.269432 = -22042.538319 nChanged 37 SP:Iteration 7Q (63.172269 sec): 3 clusters Score: Raw -22465.578471 + Penalty 373.269432 = -22092.309039 nChanged 29 SP:Iteration 8Q (63.174482 sec): 3 clusters Score: Raw -22502.229560 + Penalty 373.269432 = -22128.960127 nChanged 19 SP:Iteration 9Q (63.176673 sec): 3 clusters Score: Raw -22522.498959 + Penalty 373.269432 = -22149.229527 nChanged 12 SP:Iteration 10Q (63.178851 sec): 3 clusters Score: Raw -22536.732409 + Penalty 373.269432 = -22163.462977 nChanged 7 SP:Iteration 11Q (63.181056 sec): 3 clusters Score: Raw -22542.512443 + Penalty 373.269432 = -22169.243011 nChanged 6 SP:Iteration 12Q (63.183257 sec): 3 clusters Score: Raw -22547.770790 + Penalty 373.269432 = -22174.501358 nChanged 6 SP:Iteration 13Q (63.185458 sec): 3 clusters Score: Raw -22553.342647 + Penalty 373.269432 = -22180.073215 nChanged 4 SP:Iteration 14Q (63.187661 sec): 3 clusters Score: Raw -22557.254121 + Penalty 373.269432 = -22183.984688 nChanged 4 SP:Iteration 15Q (63.189861 sec): 3 clusters Score: Raw -22559.520721 + Penalty 373.269432 = -22186.251288 nChanged 1 SP:Iteration 16Q (63.192063 sec): 3 clusters Score: Raw -22559.835132 + Penalty 373.269432 = -22186.565700 nChanged 0 SP:Iteration 17F (63.194271 sec): 3 clusters Score: Raw -22559.835132 + Penalty 373.269432 = -22186.565700 nChanged 0 Score: Raw -4177612.598191 + Penalty 9361.484028 = -4168251.114163 Splitting cluster 11 changes total score from -4165650.869967 to -4168251.114163 So it's getting split into cluster 29. Trying to split cluster 12 (3729 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.182997 sec): 2 clusters Score: Raw -117879.200854 + Penalty 226.157123 = -117653.043731 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.191725 sec): 3 clusters Score: Raw -115633.431178 + Penalty 452.314246 = -115181.116932 nChanged 1697 SP:Iteration 1F (64.199418 sec): 3 clusters Score: Raw -116643.624870 + Penalty 452.314246 = -116191.310624 nChanged 397 SP:Iteration 2F (64.207019 sec): 3 clusters Score: Raw -116994.617443 + Penalty 452.314246 = -116542.303198 nChanged 385 SP:Iteration 3F (64.214774 sec): 3 clusters Score: Raw -117294.222342 + Penalty 452.314246 = -116841.908096 nChanged 231 SP:Iteration 4F (64.222438 sec): 3 clusters Score: Raw -117419.928908 + Penalty 452.314246 = -116967.614662 nChanged 129 SP:Iteration 5Q (64.230159 sec): 3 clusters Score: Raw -117474.422651 + Penalty 452.314246 = -117022.108405 nChanged 80 SP:Iteration 6Q (64.237898 sec): 3 clusters Score: Raw -117509.354681 + Penalty 452.314246 = -117057.040436 nChanged 66 SP:Iteration 7Q (64.245634 sec): 3 clusters Score: Raw -117541.261137 + Penalty 452.314246 = -117088.946891 nChanged 67 SP:Iteration 8Q (64.253352 sec): 3 clusters Score: Raw -117567.924716 + Penalty 452.314246 = -117115.610470 nChanged 53 SP:Iteration 9Q (64.261069 sec): 3 clusters Score: Raw -117586.489245 + Penalty 452.314246 = -117134.174999 nChanged 49 SP:Iteration 10Q (64.268751 sec): 3 clusters Score: Raw -117602.837753 + Penalty 452.314246 = -117150.523507 nChanged 43 SP:Iteration 11Q (64.276483 sec): 3 clusters Score: Raw -117613.601626 + Penalty 452.314246 = -117161.287380 nChanged 31 SP:Iteration 12Q (64.284126 sec): 3 clusters Score: Raw -117623.666887 + Penalty 452.314246 = -117171.352641 nChanged 33 SP:Iteration 13Q (64.291839 sec): 3 clusters Score: Raw -117633.163056 + Penalty 452.314246 = -117180.848810 nChanged 26 SP:Iteration 14Q (64.299553 sec): 3 clusters Score: Raw -117640.627801 + Penalty 452.314246 = -117188.313555 nChanged 28 SP:Iteration 15Q (64.307272 sec): 3 clusters Score: Raw -117647.555871 + Penalty 452.314246 = -117195.241625 nChanged 28 SP:Iteration 16Q (64.314981 sec): 3 clusters Score: Raw -117653.630925 + Penalty 452.314246 = -117201.316679 nChanged 34 SP:Iteration 17Q (64.322659 sec): 3 clusters Score: Raw -117666.019392 + Penalty 452.314246 = -117213.705146 nChanged 25 SP:Iteration 18Q (64.330003 sec): 3 clusters Score: Raw -117673.879839 + Penalty 452.314246 = -117221.565593 nChanged 27 SP:Iteration 19Q (64.337695 sec): 3 clusters Score: Raw -117682.311363 + Penalty 452.314246 = -117229.997117 nChanged 27 SP:Iteration 20F (64.345327 sec): 3 clusters Score: Raw -117692.108154 + Penalty 452.314246 = -117239.793908 nChanged 37 SP:Iteration 21Q (64.352987 sec): 3 clusters Score: Raw -117707.157062 + Penalty 452.314246 = -117254.842817 nChanged 28 SP:Iteration 22Q (64.360648 sec): 3 clusters Score: Raw -117717.891741 + Penalty 452.314246 = -117265.577495 nChanged 26 SP:Iteration 23Q (64.368323 sec): 3 clusters Score: Raw -117726.670720 + Penalty 452.314246 = -117274.356474 nChanged 19 SP:Iteration 24Q (64.375982 sec): 3 clusters Score: Raw -117731.697498 + Penalty 452.314246 = -117279.383252 nChanged 19 SP:Iteration 25Q (64.383614 sec): 3 clusters Score: Raw -117737.433104 + Penalty 452.314246 = -117285.118858 nChanged 20 SP:Iteration 26Q (64.391255 sec): 3 clusters Score: Raw -117745.665703 + Penalty 452.314246 = -117293.351458 nChanged 21 SP:Iteration 27Q (64.398892 sec): 3 clusters Score: Raw -117754.036894 + Penalty 452.314246 = -117301.722648 nChanged 18 SP:Iteration 28Q (64.406538 sec): 3 clusters Score: Raw -117761.348744 + Penalty 452.314246 = -117309.034498 nChanged 22 SP:Iteration 29Q (64.414167 sec): 3 clusters Score: Raw -117775.258038 + Penalty 452.314246 = -117322.943792 nChanged 27 SP:Iteration 30Q (64.421804 sec): 3 clusters Score: Raw -117796.323288 + Penalty 452.314246 = -117344.009042 nChanged 31 SP:Iteration 31Q (64.429389 sec): 3 clusters Score: Raw -117835.645053 + Penalty 452.314246 = -117383.330808 nChanged 29 SP:Iteration 32Q (64.437018 sec): 3 clusters Score: Raw -117866.887694 + Penalty 452.314246 = -117414.573448 nChanged 26 SP:Iteration 33Q (64.444599 sec): 3 clusters Score: Raw -117905.194681 + Penalty 452.314246 = -117452.880435 nChanged 28 SP:Iteration 34Q (64.452182 sec): 3 clusters Score: Raw -117942.802280 + Penalty 452.314246 = -117490.488035 nChanged 25 SP:Iteration 35Q (64.459711 sec): 3 clusters Score: Raw -117966.026267 + Penalty 452.314246 = -117513.712021 nChanged 26 SP:Iteration 36Q (64.467282 sec): 3 clusters Score: Raw -118010.879850 + Penalty 452.314246 = -117558.565604 nChanged 15 SP:Iteration 37Q (64.474783 sec): 3 clusters Score: Raw -118024.313961 + Penalty 452.314246 = -117571.999715 nChanged 8 SP:Iteration 38Q (64.485330 sec): 3 clusters Score: Raw -118026.182425 + Penalty 452.314246 = -117573.868180 nChanged 6 SP:Iteration 39Q (64.492881 sec): 3 clusters Score: Raw -118027.411478 + Penalty 452.314246 = -117575.097232 nChanged 5 SP:Iteration 40F (64.500545 sec): 3 clusters Score: Raw -118029.282849 + Penalty 452.314246 = -117576.968603 nChanged 2 SP:Iteration 41Q (64.508019 sec): 3 clusters Score: Raw -118030.236547 + Penalty 452.314246 = -117577.922301 nChanged 3 SP:Iteration 42Q (64.515521 sec): 3 clusters Score: Raw -118031.047882 + Penalty 452.314246 = -117578.733636 nChanged 2 SP:Iteration 43Q (64.523021 sec): 3 clusters Score: Raw -118031.122614 + Penalty 452.314246 = -117578.808368 nChanged 0 SP:Iteration 44F (64.530294 sec): 3 clusters Score: Raw -118031.122614 + Penalty 452.314246 = -117578.808368 nChanged 0 Trying to split cluster 14 (1185 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.536574 sec): 2 clusters Score: Raw -43951.520102 + Penalty 194.631196 = -43756.888906 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.539830 sec): 3 clusters Score: Raw -43297.681057 + Penalty 389.262393 = -42908.418664 nChanged 499 SP:Iteration 1F (64.542624 sec): 3 clusters Score: Raw -43598.491357 + Penalty 389.262393 = -43209.228964 nChanged 94 SP:Iteration 2F (64.545439 sec): 3 clusters Score: Raw -43677.673116 + Penalty 389.262393 = -43288.410723 nChanged 74 SP:Iteration 3F (64.548265 sec): 3 clusters Score: Raw -43743.843379 + Penalty 389.262393 = -43354.580986 nChanged 58 SP:Iteration 4Q (64.551043 sec): 3 clusters Score: Raw -43792.310224 + Penalty 389.262393 = -43403.047831 nChanged 46 SP:Iteration 5Q (64.553879 sec): 3 clusters Score: Raw -43837.149705 + Penalty 389.262393 = -43447.887312 nChanged 42 SP:Iteration 6Q (64.556692 sec): 3 clusters Score: Raw -43863.956873 + Penalty 389.262393 = -43474.694480 nChanged 28 SP:Iteration 7Q (64.559550 sec): 3 clusters Score: Raw -43877.459508 + Penalty 389.262393 = -43488.197116 nChanged 21 SP:Iteration 8Q (64.562350 sec): 3 clusters Score: Raw -43887.866265 + Penalty 389.262393 = -43498.603872 nChanged 8 SP:Iteration 9Q (64.565134 sec): 3 clusters Score: Raw -43890.498687 + Penalty 389.262393 = -43501.236294 nChanged 6 SP:Iteration 10Q (64.567923 sec): 3 clusters Score: Raw -43892.209090 + Penalty 389.262393 = -43502.946697 nChanged 7 SP:Iteration 11Q (64.570698 sec): 3 clusters Score: Raw -43893.102926 + Penalty 389.262393 = -43503.840533 nChanged 2 SP:Iteration 12Q (64.573491 sec): 3 clusters Score: Raw -43893.718414 + Penalty 389.262393 = -43504.456021 nChanged 4 SP:Iteration 13Q (64.576285 sec): 3 clusters Score: Raw -43895.556567 + Penalty 389.262393 = -43506.294174 nChanged 4 SP:Iteration 14Q (64.579056 sec): 3 clusters Score: Raw -43896.459859 + Penalty 389.262393 = -43507.197466 nChanged 2 SP:Iteration 15Q (64.581845 sec): 3 clusters Score: Raw -43896.902716 + Penalty 389.262393 = -43507.640324 nChanged 1 SP:Iteration 16Q (64.584731 sec): 3 clusters Score: Raw -43897.083735 + Penalty 389.262393 = -43507.821342 nChanged 2 SP:Iteration 17Q (64.587502 sec): 3 clusters Score: Raw -43897.399779 + Penalty 389.262393 = -43508.137386 nChanged 1 SP:Iteration 18Q (64.590454 sec): 3 clusters Score: Raw -43897.445605 + Penalty 389.262393 = -43508.183212 nChanged 1 SP:Iteration 19Q (64.593272 sec): 3 clusters Score: Raw -43897.622075 + Penalty 389.262393 = -43508.359683 nChanged 2 SP:Iteration 20F (64.596075 sec): 3 clusters Score: Raw -43898.347235 + Penalty 389.262393 = -43509.084842 nChanged 4 SP:Iteration 21Q (64.598842 sec): 3 clusters Score: Raw -43899.929681 + Penalty 389.262393 = -43510.667288 nChanged 6 SP:Iteration 22Q (64.601630 sec): 3 clusters Score: Raw -43901.676076 + Penalty 389.262393 = -43512.413683 nChanged 8 SP:Iteration 23Q (64.604411 sec): 3 clusters Score: Raw -43904.132935 + Penalty 389.262393 = -43514.870542 nChanged 9 SP:Iteration 24Q (64.607194 sec): 3 clusters Score: Raw -43907.024804 + Penalty 389.262393 = -43517.762411 nChanged 11 SP:Iteration 25Q (64.609984 sec): 3 clusters Score: Raw -43910.415320 + Penalty 389.262393 = -43521.152927 nChanged 6 SP:Iteration 26Q (64.612764 sec): 3 clusters Score: Raw -43912.313795 + Penalty 389.262393 = -43523.051402 nChanged 5 SP:Iteration 27Q (64.615539 sec): 3 clusters Score: Raw -43914.410279 + Penalty 389.262393 = -43525.147886 nChanged 6 SP:Iteration 28Q (64.618319 sec): 3 clusters Score: Raw -43916.956502 + Penalty 389.262393 = -43527.694109 nChanged 10 SP:Iteration 29Q (64.621086 sec): 3 clusters Score: Raw -43919.070906 + Penalty 389.262393 = -43529.808513 nChanged 8 SP:Iteration 30Q (64.623899 sec): 3 clusters Score: Raw -43925.755123 + Penalty 389.262393 = -43536.492730 nChanged 16 SP:Iteration 31Q (64.626697 sec): 3 clusters Score: Raw -43937.074532 + Penalty 389.262393 = -43547.812139 nChanged 7 SP:Iteration 32Q (64.629456 sec): 3 clusters Score: Raw -43940.651241 + Penalty 389.262393 = -43551.388848 nChanged 8 SP:Iteration 33Q (64.632219 sec): 3 clusters Score: Raw -43944.067615 + Penalty 389.262393 = -43554.805222 nChanged 5 SP:Iteration 34Q (64.634998 sec): 3 clusters Score: Raw -43948.005339 + Penalty 389.262393 = -43558.742946 nChanged 6 SP:Iteration 35Q (64.637755 sec): 3 clusters Score: Raw -43953.162018 + Penalty 389.262393 = -43563.899625 nChanged 6 SP:Iteration 36Q (64.640504 sec): 3 clusters Score: Raw -43957.069113 + Penalty 389.262393 = -43567.806720 nChanged 6 SP:Iteration 37Q (64.643262 sec): 3 clusters Score: Raw -43959.367667 + Penalty 389.262393 = -43570.105274 nChanged 3 SP:Iteration 38Q (64.646024 sec): 3 clusters Score: Raw -43960.954358 + Penalty 389.262393 = -43571.691965 nChanged 3 SP:Iteration 39Q (64.648786 sec): 3 clusters Score: Raw -43962.983614 + Penalty 389.262393 = -43573.721221 nChanged 3 SP:Iteration 40F (64.651584 sec): 3 clusters Score: Raw -43964.460647 + Penalty 389.262393 = -43575.198254 nChanged 2 SP:Iteration 41Q (64.654353 sec): 3 clusters Score: Raw -43965.704852 + Penalty 389.262393 = -43576.442459 nChanged 4 SP:Iteration 42Q (64.657129 sec): 3 clusters Score: Raw -43967.982950 + Penalty 389.262393 = -43578.720557 nChanged 3 SP:Iteration 43Q (64.659895 sec): 3 clusters Score: Raw -43969.217525 + Penalty 389.262393 = -43579.955132 nChanged 5 SP:Iteration 44Q (64.662642 sec): 3 clusters Score: Raw -43970.426516 + Penalty 389.262393 = -43581.164123 nChanged 3 SP:Iteration 45Q (64.665404 sec): 3 clusters Score: Raw -43971.069392 + Penalty 389.262393 = -43581.806999 nChanged 2 SP:Iteration 46Q (64.668163 sec): 3 clusters Score: Raw -43972.043268 + Penalty 389.262393 = -43582.780875 nChanged 3 SP:Iteration 47Q (64.670960 sec): 3 clusters Score: Raw -43974.066762 + Penalty 389.262393 = -43584.804369 nChanged 2 SP:Iteration 48Q (64.673700 sec): 3 clusters Score: Raw -43974.615399 + Penalty 389.262393 = -43585.353006 nChanged 2 SP:Iteration 49Q (64.676439 sec): 3 clusters Score: Raw -43974.944491 + Penalty 389.262393 = -43585.682098 nChanged 2 SP:Iteration 50Q (64.679192 sec): 3 clusters Score: Raw -43975.427732 + Penalty 389.262393 = -43586.165339 nChanged 1 SP:Iteration 51Q (64.681942 sec): 3 clusters Score: Raw -43975.486892 + Penalty 389.262393 = -43586.224499 nChanged 0 SP:Iteration 52F (64.684743 sec): 3 clusters Score: Raw -43975.486892 + Penalty 389.262393 = -43586.224499 nChanged 0 Trying to split cluster 15 (1981 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.692295 sec): 2 clusters Score: Raw -70368.149842 + Penalty 208.762319 = -70159.387524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.697319 sec): 3 clusters Score: Raw -69232.594777 + Penalty 417.524638 = -68815.070140 nChanged 874 SP:Iteration 1F (64.701666 sec): 3 clusters Score: Raw -69719.730561 + Penalty 417.524638 = -69302.205923 nChanged 119 SP:Iteration 2F (64.706017 sec): 3 clusters Score: Raw -69784.959936 + Penalty 417.524638 = -69367.435298 nChanged 116 SP:Iteration 3F (64.710359 sec): 3 clusters Score: Raw -69849.567847 + Penalty 417.524638 = -69432.043209 nChanged 96 SP:Iteration 4Q (64.714757 sec): 3 clusters Score: Raw -69909.371660 + Penalty 417.524638 = -69491.847022 nChanged 77 SP:Iteration 5Q (64.719179 sec): 3 clusters Score: Raw -69961.796786 + Penalty 417.524638 = -69544.272148 nChanged 70 SP:Iteration 6Q (64.723548 sec): 3 clusters Score: Raw -70010.643493 + Penalty 417.524638 = -69593.118856 nChanged 68 SP:Iteration 7Q (64.727888 sec): 3 clusters Score: Raw -70065.365974 + Penalty 417.524638 = -69647.841336 nChanged 68 SP:Iteration 8Q (64.732223 sec): 3 clusters Score: Raw -70137.987317 + Penalty 417.524638 = -69720.462679 nChanged 62 SP:Iteration 9Q (64.736561 sec): 3 clusters Score: Raw -70192.172751 + Penalty 417.524638 = -69774.648114 nChanged 52 SP:Iteration 10Q (64.740883 sec): 3 clusters Score: Raw -70222.881320 + Penalty 417.524638 = -69805.356682 nChanged 34 SP:Iteration 11Q (64.745197 sec): 3 clusters Score: Raw -70242.309629 + Penalty 417.524638 = -69824.784992 nChanged 27 SP:Iteration 12Q (64.749481 sec): 3 clusters Score: Raw -70254.697942 + Penalty 417.524638 = -69837.173305 nChanged 30 SP:Iteration 13Q (64.753791 sec): 3 clusters Score: Raw -70268.840792 + Penalty 417.524638 = -69851.316155 nChanged 27 SP:Iteration 14Q (64.758113 sec): 3 clusters Score: Raw -70281.693414 + Penalty 417.524638 = -69864.168777 nChanged 28 SP:Iteration 15Q (64.762399 sec): 3 clusters Score: Raw -70297.468729 + Penalty 417.524638 = -69879.944092 nChanged 27 SP:Iteration 16Q (64.766685 sec): 3 clusters Score: Raw -70311.211081 + Penalty 417.524638 = -69893.686444 nChanged 19 SP:Iteration 17Q (64.770973 sec): 3 clusters Score: Raw -70316.671727 + Penalty 417.524638 = -69899.147089 nChanged 13 SP:Iteration 18Q (64.775262 sec): 3 clusters Score: Raw -70322.034811 + Penalty 417.524638 = -69904.510174 nChanged 12 SP:Iteration 19Q (64.779548 sec): 3 clusters Score: Raw -70325.299418 + Penalty 417.524638 = -69907.774780 nChanged 9 SP:Iteration 20F (64.783896 sec): 3 clusters Score: Raw -70327.280186 + Penalty 417.524638 = -69909.755548 nChanged 6 SP:Iteration 21Q (64.788176 sec): 3 clusters Score: Raw -70328.421158 + Penalty 417.524638 = -69910.896520 nChanged 4 SP:Iteration 22Q (64.792389 sec): 3 clusters Score: Raw -70328.876494 + Penalty 417.524638 = -69911.351856 nChanged 2 SP:Iteration 23Q (64.796666 sec): 3 clusters Score: Raw -70329.006809 + Penalty 417.524638 = -69911.482172 nChanged 1 SP:Iteration 24Q (64.800937 sec): 3 clusters Score: Raw -70329.074347 + Penalty 417.524638 = -69911.549709 nChanged 1 SP:Iteration 25Q (64.805198 sec): 3 clusters Score: Raw -70329.443598 + Penalty 417.524638 = -69911.918961 nChanged 2 SP:Iteration 26Q (64.809439 sec): 3 clusters Score: Raw -70329.608533 + Penalty 417.524638 = -69912.083895 nChanged 1 SP:Iteration 27Q (64.813745 sec): 3 clusters Score: Raw -70329.667010 + Penalty 417.524638 = -69912.142373 nChanged 1 SP:Iteration 28Q (64.818039 sec): 3 clusters Score: Raw -70329.758790 + Penalty 417.524638 = -69912.234152 nChanged 0 SP:Iteration 29F (64.822342 sec): 3 clusters Score: Raw -70329.758790 + Penalty 417.524638 = -69912.234152 nChanged 0 Trying to split cluster 16 (1885 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.829064 sec): 2 clusters Score: Raw -59126.921912 + Penalty 207.396285 = -58919.525627 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.833761 sec): 3 clusters Score: Raw -58050.345966 + Penalty 414.792570 = -57635.553396 nChanged 831 SP:Iteration 1F (64.837891 sec): 3 clusters Score: Raw -58681.558008 + Penalty 414.792570 = -58266.765437 nChanged 229 SP:Iteration 2F (64.842023 sec): 3 clusters Score: Raw -58950.585893 + Penalty 414.792570 = -58535.793322 nChanged 164 SP:Iteration 3F (64.846179 sec): 3 clusters Score: Raw -59110.446773 + Penalty 414.792570 = -58695.654202 nChanged 100 SP:Iteration 4F (64.850315 sec): 3 clusters Score: Raw -59178.842320 + Penalty 414.792570 = -58764.049749 nChanged 60 SP:Iteration 5Q (64.854464 sec): 3 clusters Score: Raw -59215.634344 + Penalty 414.792570 = -58800.841774 nChanged 38 SP:Iteration 6Q (64.858624 sec): 3 clusters Score: Raw -59240.356531 + Penalty 414.792570 = -58825.563960 nChanged 23 SP:Iteration 7Q (64.862772 sec): 3 clusters Score: Raw -59249.737416 + Penalty 414.792570 = -58834.944846 nChanged 8 SP:Iteration 8Q (64.866920 sec): 3 clusters Score: Raw -59252.034210 + Penalty 414.792570 = -58837.241639 nChanged 8 SP:Iteration 9Q (64.871058 sec): 3 clusters Score: Raw -59253.656865 + Penalty 414.792570 = -58838.864294 nChanged 4 SP:Iteration 10Q (64.875143 sec): 3 clusters Score: Raw -59254.128139 + Penalty 414.792570 = -58839.335568 nChanged 1 SP:Iteration 11Q (64.879320 sec): 3 clusters Score: Raw -59254.170398 + Penalty 414.792570 = -58839.377827 nChanged 0 SP:Iteration 12F (64.883424 sec): 3 clusters Score: Raw -59254.170398 + Penalty 414.792570 = -58839.377827 nChanged 0 Trying to split cluster 17 (18899 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.906325 sec): 2 clusters Score: Raw -689174.092100 + Penalty 270.788768 = -688903.303333 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.932945 sec): 3 clusters Score: Raw -676845.251814 + Penalty 541.577536 = -676303.674278 nChanged 9067 SP:Iteration 1F (64.957822 sec): 3 clusters Score: Raw -682408.634323 + Penalty 541.577536 = -681867.056787 nChanged 971 SP:Iteration 2F (64.982621 sec): 3 clusters Score: Raw -682900.231721 + Penalty 541.577536 = -682358.654185 nChanged 1139 SP:Iteration 3F (65.007612 sec): 3 clusters Score: Raw -683667.001219 + Penalty 541.577536 = -683125.423684 nChanged 1297 SP:Iteration 4F (65.032274 sec): 3 clusters Score: Raw -684755.740229 + Penalty 541.577536 = -684214.162693 nChanged 1401 SP:Iteration 5F (65.056937 sec): 3 clusters Score: Raw -685801.910392 + Penalty 541.577536 = -685260.332856 nChanged 1118 SP:Iteration 6F (65.081803 sec): 3 clusters Score: Raw -686593.392820 + Penalty 541.577536 = -686051.815284 nChanged 852 SP:Iteration 7Q (65.106854 sec): 3 clusters Score: Raw -687108.843302 + Penalty 541.577536 = -686567.265766 nChanged 636 SP:Iteration 8Q (65.131902 sec): 3 clusters Score: Raw -687440.672179 + Penalty 541.577536 = -686899.094643 nChanged 473 SP:Iteration 9Q (65.156774 sec): 3 clusters Score: Raw -687637.974005 + Penalty 541.577536 = -687096.396470 nChanged 345 SP:Iteration 10Q (65.181535 sec): 3 clusters Score: Raw -687762.252829 + Penalty 541.577536 = -687220.675293 nChanged 309 SP:Iteration 11Q (65.206537 sec): 3 clusters Score: Raw -687880.281115 + Penalty 541.577536 = -687338.703579 nChanged 291 SP:Iteration 12Q (65.231490 sec): 3 clusters Score: Raw -687983.185283 + Penalty 541.577536 = -687441.607747 nChanged 265 SP:Iteration 13Q (65.256445 sec): 3 clusters Score: Raw -688077.498042 + Penalty 541.577536 = -687535.920506 nChanged 322 SP:Iteration 14Q (65.281399 sec): 3 clusters Score: Raw -688195.983012 + Penalty 541.577536 = -687654.405476 nChanged 315 SP:Iteration 15Q (65.306319 sec): 3 clusters Score: Raw -688304.573018 + Penalty 541.577536 = -687762.995482 nChanged 304 SP:Iteration 16Q (65.331081 sec): 3 clusters Score: Raw -688419.428606 + Penalty 541.577536 = -687877.851070 nChanged 324 SP:Iteration 17Q (65.355385 sec): 3 clusters Score: Raw -688541.329297 + Penalty 541.577536 = -687999.751761 nChanged 310 SP:Iteration 18Q (65.402310 sec): 3 clusters Score: Raw -688660.991559 + Penalty 541.577536 = -688119.414023 nChanged 312 SP:Iteration 19Q (65.427224 sec): 3 clusters Score: Raw -688784.899210 + Penalty 541.577536 = -688243.321674 nChanged 285 SP:Iteration 20F (65.452004 sec): 3 clusters Score: Raw -688900.262370 + Penalty 541.577536 = -688358.684834 nChanged 282 SP:Iteration 21Q (65.476864 sec): 3 clusters Score: Raw -689016.830544 + Penalty 541.577536 = -688475.253008 nChanged 277 SP:Iteration 22Q (65.501702 sec): 3 clusters Score: Raw -689145.196794 + Penalty 541.577536 = -688603.619258 nChanged 259 SP:Iteration 23Q (65.526512 sec): 3 clusters Score: Raw -689269.352543 + Penalty 541.577536 = -688727.775007 nChanged 265 SP:Iteration 24Q (65.551263 sec): 3 clusters Score: Raw -689390.904038 + Penalty 541.577536 = -688849.326502 nChanged 220 SP:Iteration 25Q (65.576048 sec): 3 clusters Score: Raw -689492.410786 + Penalty 541.577536 = -688950.833250 nChanged 186 SP:Iteration 26Q (65.600776 sec): 3 clusters Score: Raw -689586.527756 + Penalty 541.577536 = -689044.950220 nChanged 167 SP:Iteration 27Q (65.625621 sec): 3 clusters Score: Raw -689688.424023 + Penalty 541.577536 = -689146.846487 nChanged 135 SP:Iteration 28Q (65.650197 sec): 3 clusters Score: Raw -689775.707168 + Penalty 541.577536 = -689234.129632 nChanged 121 SP:Iteration 29Q (65.674811 sec): 3 clusters Score: Raw -689854.671571 + Penalty 541.577536 = -689313.094035 nChanged 107 SP:Iteration 30Q (65.699386 sec): 3 clusters Score: Raw -689923.499967 + Penalty 541.577536 = -689381.922431 nChanged 74 SP:Iteration 31Q (65.724176 sec): 3 clusters Score: Raw -689973.449371 + Penalty 541.577536 = -689431.871835 nChanged 50 SP:Iteration 32Q (65.748802 sec): 3 clusters Score: Raw -689992.740884 + Penalty 541.577536 = -689451.163348 nChanged 39 SP:Iteration 33Q (65.773512 sec): 3 clusters Score: Raw -690006.132443 + Penalty 541.577536 = -689464.554907 nChanged 25 SP:Iteration 34Q (65.798202 sec): 3 clusters Score: Raw -690014.479892 + Penalty 541.577536 = -689472.902356 nChanged 22 SP:Iteration 35Q (65.822787 sec): 3 clusters Score: Raw -690022.390109 + Penalty 541.577536 = -689480.812573 nChanged 19 SP:Iteration 36Q (65.847345 sec): 3 clusters Score: Raw -690027.087996 + Penalty 541.577536 = -689485.510460 nChanged 10 SP:Iteration 37Q (65.871934 sec): 3 clusters Score: Raw -690029.528994 + Penalty 541.577536 = -689487.951458 nChanged 8 SP:Iteration 38Q (65.896579 sec): 3 clusters Score: Raw -690030.418122 + Penalty 541.577536 = -689488.840586 nChanged 4 SP:Iteration 39Q (65.921147 sec): 3 clusters Score: Raw -690030.844195 + Penalty 541.577536 = -689489.266659 nChanged 4 SP:Iteration 40F (65.945855 sec): 3 clusters Score: Raw -690031.326107 + Penalty 541.577536 = -689489.748571 nChanged 2 SP:Iteration 41Q (65.970513 sec): 3 clusters Score: Raw -690031.934452 + Penalty 541.577536 = -689490.356916 nChanged 4 SP:Iteration 42Q (65.995208 sec): 3 clusters Score: Raw -690032.764880 + Penalty 541.577536 = -689491.187344 nChanged 5 SP:Iteration 43Q (66.019951 sec): 3 clusters Score: Raw -690033.087276 + Penalty 541.577536 = -689491.509740 nChanged 0 SP:Iteration 44F (66.044716 sec): 3 clusters Score: Raw -690033.087276 + Penalty 541.577536 = -689491.509740 nChanged 0 Score: Raw -4178471.593366 + Penalty 9684.293822 = -4168787.299544 Splitting cluster 17 changes total score from -4165650.869967 to -4168787.299544 So it's getting split into cluster 30. Trying to split cluster 18 (665 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67.064396 sec): 2 clusters Score: Raw -21611.308773 + Penalty 178.744144 = -21432.564629 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67.066528 sec): 3 clusters Score: Raw -21290.660855 + Penalty 357.488287 = -20933.172568 nChanged 256 SP:Iteration 1F (67.068342 sec): 3 clusters Score: Raw -21514.053851 + Penalty 357.488287 = -21156.565564 nChanged 57 SP:Iteration 2F (67.070145 sec): 3 clusters Score: Raw -21544.815933 + Penalty 357.488287 = -21187.327646 nChanged 22 SP:Iteration 3Q (67.071962 sec): 3 clusters Score: Raw -21557.226595 + Penalty 357.488287 = -21199.738308 nChanged 14 SP:Iteration 4Q (67.073764 sec): 3 clusters Score: Raw -21562.202728 + Penalty 357.488287 = -21204.714440 nChanged 12 SP:Iteration 5Q (67.075568 sec): 3 clusters Score: Raw -21566.416895 + Penalty 357.488287 = -21208.928607 nChanged 10 SP:Iteration 6Q (67.077369 sec): 3 clusters Score: Raw -21569.646468 + Penalty 357.488287 = -21212.158181 nChanged 12 SP:Iteration 7Q (67.079162 sec): 3 clusters Score: Raw -21572.119349 + Penalty 357.488287 = -21214.631062 nChanged 4 SP:Iteration 8Q (67.080959 sec): 3 clusters Score: Raw -21572.853950 + Penalty 357.488287 = -21215.365663 nChanged 7 SP:Iteration 9Q (67.082751 sec): 3 clusters Score: Raw -21574.139117 + Penalty 357.488287 = -21216.650829 nChanged 3 SP:Iteration 10Q (67.084546 sec): 3 clusters Score: Raw -21574.690087 + Penalty 357.488287 = -21217.201800 nChanged 3 SP:Iteration 11Q (67.086331 sec): 3 clusters Score: Raw -21575.834803 + Penalty 357.488287 = -21218.346516 nChanged 4 SP:Iteration 12Q (67.088182 sec): 3 clusters Score: Raw -21577.312627 + Penalty 357.488287 = -21219.824340 nChanged 7 SP:Iteration 13Q (67.089989 sec): 3 clusters Score: Raw -21579.582748 + Penalty 357.488287 = -21222.094461 nChanged 7 SP:Iteration 14Q (67.091783 sec): 3 clusters Score: Raw -21581.663027 + Penalty 357.488287 = -21224.174740 nChanged 7 SP:Iteration 15Q (67.093577 sec): 3 clusters Score: Raw -21583.048503 + Penalty 357.488287 = -21225.560216 nChanged 5 SP:Iteration 16Q (67.095368 sec): 3 clusters Score: Raw -21584.488090 + Penalty 357.488287 = -21226.999803 nChanged 9 SP:Iteration 17Q (67.097059 sec): 3 clusters Score: Raw -21587.009458 + Penalty 357.488287 = -21229.521170 nChanged 10 SP:Iteration 18Q (67.098860 sec): 3 clusters Score: Raw -21590.387840 + Penalty 357.488287 = -21232.899553 nChanged 4 SP:Iteration 19Q (67.100648 sec): 3 clusters Score: Raw -21591.670569 + Penalty 357.488287 = -21234.182281 nChanged 2 SP:Iteration 20F (67.102421 sec): 3 clusters Score: Raw -21591.931450 + Penalty 357.488287 = -21234.443163 nChanged 0 Trying to split cluster 19 (2339 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67.112071 sec): 2 clusters Score: Raw -71758.257433 + Penalty 213.330666 = -71544.926767 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67.117875 sec): 3 clusters Score: Raw -70418.342164 + Penalty 426.661332 = -69991.680832 nChanged 1025 SP:Iteration 1F (67.122972 sec): 3 clusters Score: Raw -71282.429244 + Penalty 426.661332 = -70855.767912 nChanged 220 SP:Iteration 2F (67.128062 sec): 3 clusters Score: Raw -71524.159316 + Penalty 426.661332 = -71097.497984 nChanged 179 SP:Iteration 3F (67.133064 sec): 3 clusters Score: Raw -71715.059619 + Penalty 426.661332 = -71288.398287 nChanged 124 SP:Iteration 4F (67.138052 sec): 3 clusters Score: Raw -71776.479465 + Penalty 426.661332 = -71349.818133 nChanged 71 SP:Iteration 5Q (67.143081 sec): 3 clusters Score: Raw -71796.890055 + Penalty 426.661332 = -71370.228723 nChanged 41 SP:Iteration 6Q (67.148119 sec): 3 clusters Score: Raw -71806.108371 + Penalty 426.661332 = -71379.447039 nChanged 29 SP:Iteration 7Q (67.153179 sec): 3 clusters Score: Raw -71815.623872 + Penalty 426.661332 = -71388.962540 nChanged 37 SP:Iteration 8Q (67.158240 sec): 3 clusters Score: Raw -71827.725900 + Penalty 426.661332 = -71401.064568 nChanged 41 SP:Iteration 9Q (67.163274 sec): 3 clusters Score: Raw -71845.267800 + Penalty 426.661332 = -71418.606468 nChanged 37 SP:Iteration 10Q (67.168322 sec): 3 clusters Score: Raw -71865.141482 + Penalty 426.661332 = -71438.480149 nChanged 41 SP:Iteration 11Q (67.173358 sec): 3 clusters Score: Raw -71886.942738 + Penalty 426.661332 = -71460.281406 nChanged 35 SP:Iteration 12Q (67.178399 sec): 3 clusters Score: Raw -71898.425602 + Penalty 426.661332 = -71471.764270 nChanged 27 SP:Iteration 13Q (67.183468 sec): 3 clusters Score: Raw -71909.100301 + Penalty 426.661332 = -71482.438969 nChanged 29 SP:Iteration 14Q (67.188512 sec): 3 clusters Score: Raw -71918.247808 + Penalty 426.661332 = -71491.586476 nChanged 29 SP:Iteration 15Q (67.193557 sec): 3 clusters Score: Raw -71928.564836 + Penalty 426.661332 = -71501.903504 nChanged 27 SP:Iteration 16Q (67.198588 sec): 3 clusters Score: Raw -71938.878846 + Penalty 426.661332 = -71512.217514 nChanged 28 SP:Iteration 17Q (67.203626 sec): 3 clusters Score: Raw -71946.808480 + Penalty 426.661332 = -71520.147148 nChanged 21 SP:Iteration 18Q (67.208682 sec): 3 clusters Score: Raw -71951.456170 + Penalty 426.661332 = -71524.794838 nChanged 13 SP:Iteration 19Q (67.213731 sec): 3 clusters Score: Raw -71955.052301 + Penalty 426.661332 = -71528.390969 nChanged 20 SP:Iteration 20F (67.218794 sec): 3 clusters Score: Raw -71960.153487 + Penalty 426.661332 = -71533.492154 nChanged 17 SP:Iteration 21Q (67.223927 sec): 3 clusters Score: Raw -71963.177716 + Penalty 426.661332 = -71536.516383 nChanged 15 SP:Iteration 22Q (67.228914 sec): 3 clusters Score: Raw -71966.670575 + Penalty 426.661332 = -71540.009242 nChanged 20 SP:Iteration 23Q (67.233934 sec): 3 clusters Score: Raw -71970.895589 + Penalty 426.661332 = -71544.234257 nChanged 19 SP:Iteration 24Q (67.238953 sec): 3 clusters Score: Raw -71975.227943 + Penalty 426.661332 = -71548.566611 nChanged 17 SP:Iteration 25Q (67.243877 sec): 3 clusters Score: Raw -71978.425152 + Penalty 426.661332 = -71551.763820 nChanged 19 SP:Iteration 26Q (67.248924 sec): 3 clusters Score: Raw -71982.041636 + Penalty 426.661332 = -71555.380304 nChanged 13 SP:Iteration 27Q (67.253944 sec): 3 clusters Score: Raw -71983.989778 + Penalty 426.661332 = -71557.328446 nChanged 13 SP:Iteration 28Q (67.258958 sec): 3 clusters Score: Raw -71986.468268 + Penalty 426.661332 = -71559.806936 nChanged 13 SP:Iteration 29Q (67.263972 sec): 3 clusters Score: Raw -71988.614935 + Penalty 426.661332 = -71561.953603 nChanged 8 SP:Iteration 30Q (67.268976 sec): 3 clusters Score: Raw -71990.322741 + Penalty 426.661332 = -71563.661408 nChanged 15 SP:Iteration 31Q (67.273984 sec): 3 clusters Score: Raw -71993.238310 + Penalty 426.661332 = -71566.576978 nChanged 10 SP:Iteration 32Q (67.279001 sec): 3 clusters Score: Raw -71994.992752 + Penalty 426.661332 = -71568.331420 nChanged 11 SP:Iteration 33Q (67.283958 sec): 3 clusters Score: Raw -71998.080814 + Penalty 426.661332 = -71571.419482 nChanged 18 SP:Iteration 34Q (67.288961 sec): 3 clusters Score: Raw -72004.123636 + Penalty 426.661332 = -71577.462304 nChanged 16 SP:Iteration 35Q (67.294026 sec): 3 clusters Score: Raw -72009.136573 + Penalty 426.661332 = -71582.475241 nChanged 18 SP:Iteration 36Q (67.299030 sec): 3 clusters Score: Raw -72016.707337 + Penalty 426.661332 = -71590.046005 nChanged 13 SP:Iteration 37Q (67.304007 sec): 3 clusters Score: Raw -72023.987257 + Penalty 426.661332 = -71597.325925 nChanged 15 SP:Iteration 38Q (67.308982 sec): 3 clusters Score: Raw -72034.208397 + Penalty 426.661332 = -71607.547065 nChanged 22 SP:Iteration 39Q (67.314001 sec): 3 clusters Score: Raw -72047.012696 + Penalty 426.661332 = -71620.351364 nChanged 16 SP:Iteration 40F (67.318987 sec): 3 clusters Score: Raw -72053.196982 + Penalty 426.661332 = -71626.535650 nChanged 10 SP:Iteration 41Q (67.323969 sec): 3 clusters Score: Raw -72054.779707 + Penalty 426.661332 = -71628.118375 nChanged 4 SP:Iteration 42Q (67.328963 sec): 3 clusters Score: Raw -72055.346758 + Penalty 426.661332 = -71628.685426 nChanged 2 SP:Iteration 43Q (67.333945 sec): 3 clusters Score: Raw -72055.437437 + Penalty 426.661332 = -71628.776105 nChanged 1 SP:Iteration 44Q (67.338910 sec): 3 clusters Score: Raw -72055.463947 + Penalty 426.661332 = -71628.802615 nChanged 0 SP:Iteration 45F (67.343924 sec): 3 clusters Score: Raw -72055.463947 + Penalty 426.661332 = -71628.802615 nChanged 0 Score: Raw -4178768.799880 + Penalty 10007.103616 = -4168761.696264 Splitting cluster 19 changes total score from -4165650.869967 to -4168761.696264 So it's getting split into cluster 31. Trying to split cluster 20 (3322 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.348904 sec): 2 clusters Score: Raw -124400.362200 + Penalty 222.978863 = -124177.383337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.356863 sec): 3 clusters Score: Raw -122434.035318 + Penalty 445.957726 = -121988.077592 nChanged 1469 SP:Iteration 1F (68.363835 sec): 3 clusters Score: Raw -123297.620395 + Penalty 445.957726 = -122851.662669 nChanged 277 SP:Iteration 2F (68.370738 sec): 3 clusters Score: Raw -123480.946956 + Penalty 445.957726 = -123034.989230 nChanged 256 SP:Iteration 3F (68.377644 sec): 3 clusters Score: Raw -123680.758072 + Penalty 445.957726 = -123234.800346 nChanged 241 SP:Iteration 4F (68.384496 sec): 3 clusters Score: Raw -123899.418728 + Penalty 445.957726 = -123453.461002 nChanged 201 SP:Iteration 5F (68.391358 sec): 3 clusters Score: Raw -124128.594227 + Penalty 445.957726 = -123682.636501 nChanged 111 SP:Iteration 6Q (68.398211 sec): 3 clusters Score: Raw -124257.386975 + Penalty 445.957726 = -123811.429249 nChanged 56 SP:Iteration 7Q (68.405022 sec): 3 clusters Score: Raw -124314.207042 + Penalty 445.957726 = -123868.249316 nChanged 32 SP:Iteration 8Q (68.411773 sec): 3 clusters Score: Raw -124350.008652 + Penalty 445.957726 = -123904.050926 nChanged 15 SP:Iteration 9Q (68.418531 sec): 3 clusters Score: Raw -124365.521293 + Penalty 445.957726 = -123919.563567 nChanged 15 SP:Iteration 10Q (68.425252 sec): 3 clusters Score: Raw -124379.036711 + Penalty 445.957726 = -123933.078985 nChanged 11 SP:Iteration 11Q (68.431992 sec): 3 clusters Score: Raw -124386.539942 + Penalty 445.957726 = -123940.582216 nChanged 6 SP:Iteration 12Q (68.438714 sec): 3 clusters Score: Raw -124390.067451 + Penalty 445.957726 = -123944.109725 nChanged 4 SP:Iteration 13Q (68.445431 sec): 3 clusters Score: Raw -124391.593936 + Penalty 445.957726 = -123945.636210 nChanged 3 SP:Iteration 14Q (68.452167 sec): 3 clusters Score: Raw -124392.500862 + Penalty 445.957726 = -123946.543136 nChanged 2 SP:Iteration 15Q (68.458805 sec): 3 clusters Score: Raw -124394.467660 + Penalty 445.957726 = -123948.509934 nChanged 5 SP:Iteration 16Q (68.465513 sec): 3 clusters Score: Raw -124399.548756 + Penalty 445.957726 = -123953.591030 nChanged 5 SP:Iteration 17Q (68.472233 sec): 3 clusters Score: Raw -124402.177862 + Penalty 445.957726 = -123956.220136 nChanged 4 SP:Iteration 18Q (68.478950 sec): 3 clusters Score: Raw -124404.748432 + Penalty 445.957726 = -123958.790706 nChanged 4 SP:Iteration 19Q (68.485686 sec): 3 clusters Score: Raw -124406.917307 + Penalty 445.957726 = -123960.959581 nChanged 2 SP:Iteration 20F (68.492510 sec): 3 clusters Score: Raw -124407.586495 + Penalty 445.957726 = -123961.628769 nChanged 0 Trying to split cluster 21 (6973 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.508981 sec): 2 clusters Score: Raw -258343.748611 + Penalty 243.369523 = -258100.379088 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.524666 sec): 3 clusters Score: Raw -253951.897076 + Penalty 486.739045 = -253465.158030 nChanged 3315 SP:Iteration 1F (68.538327 sec): 3 clusters Score: Raw -256205.704687 + Penalty 486.739045 = -255718.965641 nChanged 774 SP:Iteration 2F (68.551971 sec): 3 clusters Score: Raw -256987.146891 + Penalty 486.739045 = -256500.407846 nChanged 725 SP:Iteration 3F (68.565555 sec): 3 clusters Score: Raw -257740.910209 + Penalty 486.739045 = -257254.171163 nChanged 456 SP:Iteration 4F (68.579064 sec): 3 clusters Score: Raw -258122.679713 + Penalty 486.739045 = -257635.940668 nChanged 244 SP:Iteration 5Q (68.592615 sec): 3 clusters Score: Raw -258313.898170 + Penalty 486.739045 = -257827.159125 nChanged 124 SP:Iteration 6Q (68.606235 sec): 3 clusters Score: Raw -258417.436461 + Penalty 486.739045 = -257930.697416 nChanged 92 SP:Iteration 7Q (68.619800 sec): 3 clusters Score: Raw -258476.847787 + Penalty 486.739045 = -257990.108741 nChanged 70 SP:Iteration 8Q (68.633227 sec): 3 clusters Score: Raw -258514.251226 + Penalty 486.739045 = -258027.512181 nChanged 56 SP:Iteration 9Q (68.646550 sec): 3 clusters Score: Raw -258538.322573 + Penalty 486.739045 = -258051.583527 nChanged 43 SP:Iteration 10Q (68.659802 sec): 3 clusters Score: Raw -258553.908752 + Penalty 486.739045 = -258067.169706 nChanged 35 SP:Iteration 11Q (68.673048 sec): 3 clusters Score: Raw -258571.093307 + Penalty 486.739045 = -258084.354262 nChanged 34 SP:Iteration 12Q (68.686256 sec): 3 clusters Score: Raw -258584.206769 + Penalty 486.739045 = -258097.467724 nChanged 24 SP:Iteration 13Q (68.699450 sec): 3 clusters Score: Raw -258589.899192 + Penalty 486.739045 = -258103.160146 nChanged 14 SP:Iteration 14Q (68.712661 sec): 3 clusters Score: Raw -258592.201859 + Penalty 486.739045 = -258105.462814 nChanged 6 SP:Iteration 15Q (68.725833 sec): 3 clusters Score: Raw -258592.900006 + Penalty 486.739045 = -258106.160961 nChanged 3 SP:Iteration 16Q (68.738932 sec): 3 clusters Score: Raw -258593.340720 + Penalty 486.739045 = -258106.601675 nChanged 3 SP:Iteration 17Q (68.752141 sec): 3 clusters Score: Raw -258593.489637 + Penalty 486.739045 = -258106.750591 nChanged 2 SP:Iteration 18Q (68.765398 sec): 3 clusters Score: Raw -258593.682613 + Penalty 486.739045 = -258106.943568 nChanged 2 SP:Iteration 19Q (68.778589 sec): 3 clusters Score: Raw -258593.861391 + Penalty 486.739045 = -258107.122346 nChanged 2 SP:Iteration 20F (68.792260 sec): 3 clusters Score: Raw -258593.938588 + Penalty 486.739045 = -258107.199542 nChanged 0 Score: Raw -4179018.989857 + Penalty 10329.913410 = -4168689.076447 Splitting cluster 21 changes total score from -4165650.869967 to -4168689.076447 So it's getting split into cluster 32. Trying to split cluster 22 (995 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.870190 sec): 2 clusters Score: Raw -31523.714255 + Penalty 189.825425 = -31333.888829 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.873021 sec): 3 clusters Score: Raw -31010.190942 + Penalty 379.650851 = -30630.540092 nChanged 418 SP:Iteration 1F (69.875459 sec): 3 clusters Score: Raw -31316.246048 + Penalty 379.650851 = -30936.595197 nChanged 100 SP:Iteration 2F (69.877913 sec): 3 clusters Score: Raw -31408.270995 + Penalty 379.650851 = -31028.620145 nChanged 86 SP:Iteration 3F (69.880359 sec): 3 clusters Score: Raw -31482.178968 + Penalty 379.650851 = -31102.528117 nChanged 71 SP:Iteration 4F (69.882808 sec): 3 clusters Score: Raw -31527.420327 + Penalty 379.650851 = -31147.769476 nChanged 51 SP:Iteration 5F (69.885255 sec): 3 clusters Score: Raw -31563.041150 + Penalty 379.650851 = -31183.390299 nChanged 31 SP:Iteration 6Q (69.887700 sec): 3 clusters Score: Raw -31580.043675 + Penalty 379.650851 = -31200.392824 nChanged 27 SP:Iteration 7Q (69.890166 sec): 3 clusters Score: Raw -31594.702619 + Penalty 379.650851 = -31215.051769 nChanged 17 SP:Iteration 8Q (69.892605 sec): 3 clusters Score: Raw -31600.707325 + Penalty 379.650851 = -31221.056474 nChanged 16 SP:Iteration 9Q (69.895066 sec): 3 clusters Score: Raw -31608.934866 + Penalty 379.650851 = -31229.284016 nChanged 13 SP:Iteration 10Q (69.897523 sec): 3 clusters Score: Raw -31614.934687 + Penalty 379.650851 = -31235.283836 nChanged 14 SP:Iteration 11Q (69.900278 sec): 3 clusters Score: Raw -31621.513262 + Penalty 379.650851 = -31241.862411 nChanged 12 SP:Iteration 12Q (69.902734 sec): 3 clusters Score: Raw -31627.173245 + Penalty 379.650851 = -31247.522394 nChanged 12 SP:Iteration 13Q (69.905163 sec): 3 clusters Score: Raw -31633.099647 + Penalty 379.650851 = -31253.448797 nChanged 12 SP:Iteration 14Q (69.907603 sec): 3 clusters Score: Raw -31640.184488 + Penalty 379.650851 = -31260.533638 nChanged 10 SP:Iteration 15Q (69.910035 sec): 3 clusters Score: Raw -31645.247451 + Penalty 379.650851 = -31265.596601 nChanged 9 SP:Iteration 16Q (69.912476 sec): 3 clusters Score: Raw -31648.662998 + Penalty 379.650851 = -31269.012147 nChanged 5 SP:Iteration 17Q (69.914918 sec): 3 clusters Score: Raw -31651.548896 + Penalty 379.650851 = -31271.898045 nChanged 5 SP:Iteration 18Q (69.917366 sec): 3 clusters Score: Raw -31654.227575 + Penalty 379.650851 = -31274.576724 nChanged 6 SP:Iteration 19Q (69.919805 sec): 3 clusters Score: Raw -31656.463824 + Penalty 379.650851 = -31276.812973 nChanged 2 SP:Iteration 20F (69.922207 sec): 3 clusters Score: Raw -31656.906512 + Penalty 379.650851 = -31277.255662 nChanged 1 SP:Iteration 21Q (69.924625 sec): 3 clusters Score: Raw -31657.893893 + Penalty 379.650851 = -31278.243042 nChanged 1 SP:Iteration 22Q (69.927083 sec): 3 clusters Score: Raw -31658.922093 + Penalty 379.650851 = -31279.271243 nChanged 1 SP:Iteration 23Q (69.929874 sec): 3 clusters Score: Raw -31659.458393 + Penalty 379.650851 = -31279.807543 nChanged 2 SP:Iteration 24Q (69.932312 sec): 3 clusters Score: Raw -31660.576582 + Penalty 379.650851 = -31280.925732 nChanged 2 SP:Iteration 25Q (69.934754 sec): 3 clusters Score: Raw -31661.420783 + Penalty 379.650851 = -31281.769933 nChanged 4 SP:Iteration 26Q (69.937189 sec): 3 clusters Score: Raw -31662.402486 + Penalty 379.650851 = -31282.751636 nChanged 2 SP:Iteration 27Q (69.939610 sec): 3 clusters Score: Raw -31662.761826 + Penalty 379.650851 = -31283.110975 nChanged 2 SP:Iteration 28Q (69.942017 sec): 3 clusters Score: Raw -31664.004358 + Penalty 379.650851 = -31284.353507 nChanged 2 SP:Iteration 29Q (69.944416 sec): 3 clusters Score: Raw -31665.733324 + Penalty 379.650851 = -31286.082473 nChanged 3 SP:Iteration 30Q (69.946844 sec): 3 clusters Score: Raw -31666.296181 + Penalty 379.650851 = -31286.645331 nChanged 1 SP:Iteration 31Q (69.949255 sec): 3 clusters Score: Raw -31666.768995 + Penalty 379.650851 = -31287.118144 nChanged 0 SP:Iteration 32F (69.951662 sec): 3 clusters Score: Raw -31666.768995 + Penalty 379.650851 = -31287.118144 nChanged 0 Trying to split cluster 23 (497 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.955267 sec): 2 clusters Score: Raw -13180.774148 + Penalty 170.736226 = -13010.037923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.956967 sec): 3 clusters Score: Raw -12936.616550 + Penalty 341.472451 = -12595.144098 nChanged 212 SP:Iteration 1F (69.958467 sec): 3 clusters Score: Raw -13074.527611 + Penalty 341.472451 = -12733.055159 nChanged 49 SP:Iteration 2F (69.959931 sec): 3 clusters Score: Raw -13127.150800 + Penalty 341.472451 = -12785.678349 nChanged 34 SP:Iteration 3F (69.961395 sec): 3 clusters Score: Raw -13176.210448 + Penalty 341.472451 = -12834.737996 nChanged 30 SP:Iteration 4F (69.962852 sec): 3 clusters Score: Raw -13213.151231 + Penalty 341.472451 = -12871.678779 nChanged 21 SP:Iteration 5Q (69.964317 sec): 3 clusters Score: Raw -13243.547869 + Penalty 341.472451 = -12902.075418 nChanged 17 SP:Iteration 6Q (69.965778 sec): 3 clusters Score: Raw -13272.796982 + Penalty 341.472451 = -12931.324530 nChanged 17 SP:Iteration 7Q (69.967227 sec): 3 clusters Score: Raw -13291.464672 + Penalty 341.472451 = -12949.992220 nChanged 13 SP:Iteration 8Q (69.968670 sec): 3 clusters Score: Raw -13300.419961 + Penalty 341.472451 = -12958.947510 nChanged 7 SP:Iteration 9Q (69.970107 sec): 3 clusters Score: Raw -13304.213325 + Penalty 341.472451 = -12962.740874 nChanged 6 SP:Iteration 10Q (69.971545 sec): 3 clusters Score: Raw -13308.058604 + Penalty 341.472451 = -12966.586153 nChanged 4 SP:Iteration 11Q (69.972981 sec): 3 clusters Score: Raw -13309.794673 + Penalty 341.472451 = -12968.322222 nChanged 3 SP:Iteration 12Q (69.974412 sec): 3 clusters Score: Raw -13310.630150 + Penalty 341.472451 = -12969.157698 nChanged 1 SP:Iteration 13Q (69.975840 sec): 3 clusters Score: Raw -13310.693657 + Penalty 341.472451 = -12969.221205 nChanged 0 SP:Iteration 14F (69.977290 sec): 3 clusters Score: Raw -13310.693657 + Penalty 341.472451 = -12969.221205 nChanged 0 Trying to split cluster 24 (496 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.980777 sec): 2 clusters Score: Raw -18040.491865 + Penalty 170.680838 = -17869.811027 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.982468 sec): 3 clusters Score: Raw -17822.483322 + Penalty 341.361676 = -17481.121646 nChanged 181 SP:Iteration 1F (69.983929 sec): 3 clusters Score: Raw -17918.407221 + Penalty 341.361676 = -17577.045545 nChanged 37 SP:Iteration 2F (69.985389 sec): 3 clusters Score: Raw -17945.999363 + Penalty 341.361676 = -17604.637687 nChanged 40 SP:Iteration 3F (69.986843 sec): 3 clusters Score: Raw -17976.886854 + Penalty 341.361676 = -17635.525178 nChanged 29 SP:Iteration 4F (69.988291 sec): 3 clusters Score: Raw -17993.442146 + Penalty 341.361676 = -17652.080470 nChanged 13 SP:Iteration 5Q (69.989754 sec): 3 clusters Score: Raw -18004.194331 + Penalty 341.361676 = -17662.832655 nChanged 12 SP:Iteration 6Q (69.991253 sec): 3 clusters Score: Raw -18009.430889 + Penalty 341.361676 = -17668.069213 nChanged 10 SP:Iteration 7Q (69.992722 sec): 3 clusters Score: Raw -18016.905510 + Penalty 341.361676 = -17675.543834 nChanged 11 SP:Iteration 8Q (69.994202 sec): 3 clusters Score: Raw -18027.750714 + Penalty 341.361676 = -17686.389038 nChanged 12 SP:Iteration 9Q (69.995665 sec): 3 clusters Score: Raw -18035.390859 + Penalty 341.361676 = -17694.029183 nChanged 11 SP:Iteration 10Q (69.997122 sec): 3 clusters Score: Raw -18042.907664 + Penalty 341.361676 = -17701.545988 nChanged 12 SP:Iteration 11Q (69.998577 sec): 3 clusters Score: Raw -18047.374686 + Penalty 341.361676 = -17706.013010 nChanged 4 SP:Iteration 12Q (70.000026 sec): 3 clusters Score: Raw -18048.723460 + Penalty 341.361676 = -17707.361784 nChanged 2 SP:Iteration 13Q (70.001480 sec): 3 clusters Score: Raw -18049.525955 + Penalty 341.361676 = -17708.164279 nChanged 3 SP:Iteration 14Q (70.002932 sec): 3 clusters Score: Raw -18050.965968 + Penalty 341.361676 = -17709.604292 nChanged 2 SP:Iteration 15Q (70.004386 sec): 3 clusters Score: Raw -18052.455503 + Penalty 341.361676 = -17711.093827 nChanged 5 SP:Iteration 16Q (70.005834 sec): 3 clusters Score: Raw -18054.058675 + Penalty 341.361676 = -17712.696999 nChanged 1 SP:Iteration 17Q (70.007281 sec): 3 clusters Score: Raw -18054.618508 + Penalty 341.361676 = -17713.256832 nChanged 1 SP:Iteration 18Q (70.008727 sec): 3 clusters Score: Raw -18055.505484 + Penalty 341.361676 = -17714.143808 nChanged 2 SP:Iteration 19Q (70.010167 sec): 3 clusters Score: Raw -18056.378803 + Penalty 341.361676 = -17715.017127 nChanged 3 SP:Iteration 20F (70.011607 sec): 3 clusters Score: Raw -18058.705348 + Penalty 341.361676 = -17717.343672 nChanged 5 SP:Iteration 21Q (70.013056 sec): 3 clusters Score: Raw -18062.483010 + Penalty 341.361676 = -17721.121334 nChanged 2 SP:Iteration 22Q (70.014504 sec): 3 clusters Score: Raw -18065.403891 + Penalty 341.361676 = -17724.042215 nChanged 3 SP:Iteration 23Q (70.015952 sec): 3 clusters Score: Raw -18068.551628 + Penalty 341.361676 = -17727.189952 nChanged 1 SP:Iteration 24Q (70.017407 sec): 3 clusters Score: Raw -18068.720544 + Penalty 341.361676 = -17727.358868 nChanged 0 SP:Iteration 25F (70.020198 sec): 3 clusters Score: Raw -18068.720544 + Penalty 341.361676 = -17727.358868 nChanged 0 Trying to split cluster 25 (12613 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.039811 sec): 2 clusters Score: Raw -454043.571354 + Penalty 259.668291 = -453783.903064 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.061882 sec): 3 clusters Score: Raw -445857.213655 + Penalty 519.336582 = -445337.877073 nChanged 6024 SP:Iteration 1F (70.082634 sec): 3 clusters Score: Raw -449854.101922 + Penalty 519.336582 = -449334.765340 nChanged 914 SP:Iteration 2F (70.103305 sec): 3 clusters Score: Raw -450517.173421 + Penalty 519.336582 = -449997.836839 nChanged 1002 SP:Iteration 3F (70.132382 sec): 3 clusters Score: Raw -451281.022391 + Penalty 519.336582 = -450761.685809 nChanged 929 SP:Iteration 4F (70.153184 sec): 3 clusters Score: Raw -452131.087024 + Penalty 519.336582 = -451611.750442 nChanged 727 SP:Iteration 5F (70.173979 sec): 3 clusters Score: Raw -452966.455234 + Penalty 519.336582 = -452447.118652 nChanged 569 SP:Iteration 6Q (70.194759 sec): 3 clusters Score: Raw -453509.940229 + Penalty 519.336582 = -452990.603647 nChanged 324 SP:Iteration 7Q (70.214538 sec): 3 clusters Score: Raw -453712.593744 + Penalty 519.336582 = -453193.257162 nChanged 231 SP:Iteration 8Q (70.235127 sec): 3 clusters Score: Raw -453810.592616 + Penalty 519.336582 = -453291.256034 nChanged 170 SP:Iteration 9Q (70.255728 sec): 3 clusters Score: Raw -453868.563802 + Penalty 519.336582 = -453349.227221 nChanged 160 SP:Iteration 10Q (70.276377 sec): 3 clusters Score: Raw -453918.633860 + Penalty 519.336582 = -453399.297278 nChanged 133 SP:Iteration 11Q (70.296835 sec): 3 clusters Score: Raw -453956.828227 + Penalty 519.336582 = -453437.491646 nChanged 123 SP:Iteration 12Q (70.317424 sec): 3 clusters Score: Raw -453989.302927 + Penalty 519.336582 = -453469.966345 nChanged 101 SP:Iteration 13Q (70.338058 sec): 3 clusters Score: Raw -454008.338844 + Penalty 519.336582 = -453489.002262 nChanged 70 SP:Iteration 14Q (70.358912 sec): 3 clusters Score: Raw -454019.884662 + Penalty 519.336582 = -453500.548081 nChanged 65 SP:Iteration 15Q (70.379435 sec): 3 clusters Score: Raw -454029.248297 + Penalty 519.336582 = -453509.911715 nChanged 60 SP:Iteration 16Q (70.399745 sec): 3 clusters Score: Raw -454037.333168 + Penalty 519.336582 = -453517.996586 nChanged 53 SP:Iteration 17Q (70.420140 sec): 3 clusters Score: Raw -454043.991350 + Penalty 519.336582 = -453524.654768 nChanged 50 SP:Iteration 18Q (70.440778 sec): 3 clusters Score: Raw -454049.881985 + Penalty 519.336582 = -453530.545403 nChanged 59 SP:Iteration 19Q (70.461165 sec): 3 clusters Score: Raw -454056.569822 + Penalty 519.336582 = -453537.233240 nChanged 48 SP:Iteration 20F (70.481991 sec): 3 clusters Score: Raw -454061.171372 + Penalty 519.336582 = -453541.834790 nChanged 36 SP:Iteration 21Q (70.502333 sec): 3 clusters Score: Raw -454064.827677 + Penalty 519.336582 = -453545.491095 nChanged 36 SP:Iteration 22Q (70.522786 sec): 3 clusters Score: Raw -454069.151071 + Penalty 519.336582 = -453549.814489 nChanged 39 SP:Iteration 23Q (70.543198 sec): 3 clusters Score: Raw -454073.068208 + Penalty 519.336582 = -453553.731626 nChanged 30 SP:Iteration 24Q (70.563649 sec): 3 clusters Score: Raw -454075.736635 + Penalty 519.336582 = -453556.400053 nChanged 31 SP:Iteration 25Q (70.584241 sec): 3 clusters Score: Raw -454078.082696 + Penalty 519.336582 = -453558.746114 nChanged 28 SP:Iteration 26Q (70.604523 sec): 3 clusters Score: Raw -454079.807085 + Penalty 519.336582 = -453560.470503 nChanged 23 SP:Iteration 27Q (70.624809 sec): 3 clusters Score: Raw -454081.444132 + Penalty 519.336582 = -453562.107550 nChanged 27 SP:Iteration 28Q (70.645086 sec): 3 clusters Score: Raw -454083.205796 + Penalty 519.336582 = -453563.869214 nChanged 23 SP:Iteration 29Q (70.668562 sec): 3 clusters Score: Raw -454084.584783 + Penalty 519.336582 = -453565.248201 nChanged 17 SP:Iteration 30Q (70.688620 sec): 3 clusters Score: Raw -454085.679540 + Penalty 519.336582 = -453566.342958 nChanged 12 SP:Iteration 31Q (70.709093 sec): 3 clusters Score: Raw -454086.393829 + Penalty 519.336582 = -453567.057247 nChanged 15 SP:Iteration 32Q (70.729508 sec): 3 clusters Score: Raw -454087.441398 + Penalty 519.336582 = -453568.104816 nChanged 15 SP:Iteration 33Q (70.749720 sec): 3 clusters Score: Raw -454088.488711 + Penalty 519.336582 = -453569.152129 nChanged 15 SP:Iteration 34Q (70.770072 sec): 3 clusters Score: Raw -454089.188455 + Penalty 519.336582 = -453569.851873 nChanged 10 SP:Iteration 35Q (70.790131 sec): 3 clusters Score: Raw -454089.673846 + Penalty 519.336582 = -453570.337264 nChanged 16 SP:Iteration 36Q (70.810384 sec): 3 clusters Score: Raw -454090.499873 + Penalty 519.336582 = -453571.163292 nChanged 11 SP:Iteration 37Q (70.830719 sec): 3 clusters Score: Raw -454091.068721 + Penalty 519.336582 = -453571.732139 nChanged 14 SP:Iteration 38Q (70.850974 sec): 3 clusters Score: Raw -454091.714164 + Penalty 519.336582 = -453572.377582 nChanged 10 SP:Iteration 39Q (70.871095 sec): 3 clusters Score: Raw -454092.164670 + Penalty 519.336582 = -453572.828088 nChanged 12 SP:Iteration 40F (70.891852 sec): 3 clusters Score: Raw -454092.699514 + Penalty 519.336582 = -453573.362932 nChanged 11 SP:Iteration 41Q (70.912129 sec): 3 clusters Score: Raw -454093.285746 + Penalty 519.336582 = -453573.949165 nChanged 10 SP:Iteration 42Q (70.932224 sec): 3 clusters Score: Raw -454093.664993 + Penalty 519.336582 = -453574.328412 nChanged 8 SP:Iteration 43Q (70.952533 sec): 3 clusters Score: Raw -454094.048948 + Penalty 519.336582 = -453574.712366 nChanged 11 SP:Iteration 44Q (70.972733 sec): 3 clusters Score: Raw -454094.677417 + Penalty 519.336582 = -453575.340835 nChanged 14 SP:Iteration 45Q (70.992975 sec): 3 clusters Score: Raw -454095.754608 + Penalty 519.336582 = -453576.418026 nChanged 19 SP:Iteration 46Q (71.013350 sec): 3 clusters Score: Raw -454097.208515 + Penalty 519.336582 = -453577.871933 nChanged 14 SP:Iteration 47Q (71.033766 sec): 3 clusters Score: Raw -454098.049505 + Penalty 519.336582 = -453578.712923 nChanged 11 SP:Iteration 48Q (71.054229 sec): 3 clusters Score: Raw -454098.658627 + Penalty 519.336582 = -453579.322045 nChanged 7 SP:Iteration 49Q (71.074475 sec): 3 clusters Score: Raw -454098.960229 + Penalty 519.336582 = -453579.623647 nChanged 6 SP:Iteration 50Q (71.094772 sec): 3 clusters Score: Raw -454099.121711 + Penalty 519.336582 = -453579.785129 nChanged 4 SP:Iteration 51Q (71.115152 sec): 3 clusters Score: Raw -454099.286770 + Penalty 519.336582 = -453579.950188 nChanged 7 SP:Iteration 52Q (71.135329 sec): 3 clusters Score: Raw -454099.797962 + Penalty 519.336582 = -453580.461380 nChanged 6 SP:Iteration 53Q (71.155579 sec): 3 clusters Score: Raw -454100.121377 + Penalty 519.336582 = -453580.784795 nChanged 5 SP:Iteration 54Q (71.175851 sec): 3 clusters Score: Raw -454100.407469 + Penalty 519.336582 = -453581.070888 nChanged 3 SP:Iteration 55Q (71.196120 sec): 3 clusters Score: Raw -454100.468326 + Penalty 519.336582 = -453581.131744 nChanged 2 SP:Iteration 56Q (71.216695 sec): 3 clusters Score: Raw -454100.489824 + Penalty 519.336582 = -453581.153242 nChanged 2 SP:Iteration 57Q (71.237021 sec): 3 clusters Score: Raw -454100.535007 + Penalty 519.336582 = -453581.198425 nChanged 2 SP:Iteration 58Q (71.257241 sec): 3 clusters Score: Raw -454100.583429 + Penalty 519.336582 = -453581.246848 nChanged 2 SP:Iteration 59Q (71.277571 sec): 3 clusters Score: Raw -454100.637551 + Penalty 519.336582 = -453581.300969 nChanged 4 SP:Iteration 60F (71.298366 sec): 3 clusters Score: Raw -454100.851196 + Penalty 519.336582 = -453581.514614 nChanged 7 SP:Iteration 61Q (71.318571 sec): 3 clusters Score: Raw -454101.343108 + Penalty 519.336582 = -453582.006526 nChanged 8 SP:Iteration 62Q (71.338760 sec): 3 clusters Score: Raw -454101.679876 + Penalty 519.336582 = -453582.343294 nChanged 3 SP:Iteration 63Q (71.358843 sec): 3 clusters Score: Raw -454101.848845 + Penalty 519.336582 = -453582.512263 nChanged 11 SP:Iteration 64Q (71.378934 sec): 3 clusters Score: Raw -454103.253818 + Penalty 519.336582 = -453583.917236 nChanged 20 SP:Iteration 65Q (71.399172 sec): 3 clusters Score: Raw -454105.879770 + Penalty 519.336582 = -453586.543188 nChanged 22 SP:Iteration 66Q (71.419395 sec): 3 clusters Score: Raw -454108.770605 + Penalty 519.336582 = -453589.434023 nChanged 16 SP:Iteration 67Q (71.439375 sec): 3 clusters Score: Raw -454109.728693 + Penalty 519.336582 = -453590.392111 nChanged 8 SP:Iteration 68Q (71.459518 sec): 3 clusters Score: Raw -454110.059541 + Penalty 519.336582 = -453590.722959 nChanged 5 SP:Iteration 69Q (71.479904 sec): 3 clusters Score: Raw -454110.319026 + Penalty 519.336582 = -453590.982444 nChanged 5 SP:Iteration 70Q (71.500070 sec): 3 clusters Score: Raw -454110.537219 + Penalty 519.336582 = -453591.200638 nChanged 4 SP:Iteration 71Q (71.520287 sec): 3 clusters Score: Raw -454110.629945 + Penalty 519.336582 = -453591.293363 nChanged 2 SP:Iteration 72Q (71.540567 sec): 3 clusters Score: Raw -454110.717452 + Penalty 519.336582 = -453591.380870 nChanged 3 SP:Iteration 73Q (71.560916 sec): 3 clusters Score: Raw -454110.805573 + Penalty 519.336582 = -453591.468992 nChanged 2 SP:Iteration 74Q (71.588715 sec): 3 clusters Score: Raw -454110.832468 + Penalty 519.336582 = -453591.495886 nChanged 2 SP:Iteration 75Q (71.608743 sec): 3 clusters Score: Raw -454110.866648 + Penalty 519.336582 = -453591.530066 nChanged 1 SP:Iteration 76Q (71.628802 sec): 3 clusters Score: Raw -454110.887426 + Penalty 519.336582 = -453591.550844 nChanged 2 SP:Iteration 77Q (71.649011 sec): 3 clusters Score: Raw -454110.956793 + Penalty 519.336582 = -453591.620211 nChanged 3 SP:Iteration 78Q (71.669100 sec): 3 clusters Score: Raw -454111.117466 + Penalty 519.336582 = -453591.780884 nChanged 4 SP:Iteration 79Q (71.689134 sec): 3 clusters Score: Raw -454111.350001 + Penalty 519.336582 = -453592.013419 nChanged 4 SP:Iteration 80F (71.709886 sec): 3 clusters Score: Raw -454111.437640 + Penalty 519.336582 = -453592.101058 nChanged 1 SP:Iteration 81Q (71.729951 sec): 3 clusters Score: Raw -454111.478336 + Penalty 519.336582 = -453592.141754 nChanged 1 SP:Iteration 82Q (71.750173 sec): 3 clusters Score: Raw -454111.490987 + Penalty 519.336582 = -453592.154405 nChanged 1 SP:Iteration 83Q (71.770373 sec): 3 clusters Score: Raw -454111.516532 + Penalty 519.336582 = -453592.179950 nChanged 1 SP:Iteration 84Q (71.790444 sec): 3 clusters Score: Raw -454111.581443 + Penalty 519.336582 = -453592.244861 nChanged 2 SP:Iteration 85Q (71.810519 sec): 3 clusters Score: Raw -454111.673687 + Penalty 519.336582 = -453592.337105 nChanged 4 SP:Iteration 86Q (71.830697 sec): 3 clusters Score: Raw -454111.849749 + Penalty 519.336582 = -453592.513167 nChanged 4 SP:Iteration 87Q (71.850687 sec): 3 clusters Score: Raw -454112.058815 + Penalty 519.336582 = -453592.722233 nChanged 8 SP:Iteration 88Q (71.870838 sec): 3 clusters Score: Raw -454113.186389 + Penalty 519.336582 = -453593.849807 nChanged 9 SP:Iteration 89Q (71.890841 sec): 3 clusters Score: Raw -454114.477227 + Penalty 519.336582 = -453595.140645 nChanged 12 SP:Iteration 90Q (71.911022 sec): 3 clusters Score: Raw -454115.385858 + Penalty 519.336582 = -453596.049276 nChanged 9 SP:Iteration 91Q (71.931123 sec): 3 clusters Score: Raw -454115.843839 + Penalty 519.336582 = -453596.507257 nChanged 5 SP:Iteration 92Q (71.951506 sec): 3 clusters Score: Raw -454115.991878 + Penalty 519.336582 = -453596.655296 nChanged 4 SP:Iteration 93Q (71.971628 sec): 3 clusters Score: Raw -454116.148686 + Penalty 519.336582 = -453596.812104 nChanged 4 SP:Iteration 94Q (72.015585 sec): 3 clusters Score: Raw -454116.314079 + Penalty 519.336582 = -453596.977497 nChanged 2 SP:Iteration 95Q (72.035644 sec): 3 clusters Score: Raw -454116.370559 + Penalty 519.336582 = -453597.033977 nChanged 2 SP:Iteration 96Q (72.057907 sec): 3 clusters Score: Raw -454116.461550 + Penalty 519.336582 = -453597.124968 nChanged 2 SP:Iteration 97Q (72.077545 sec): 3 clusters Score: Raw -454116.567633 + Penalty 519.336582 = -453597.231051 nChanged 6 SP:Iteration 98Q (72.097711 sec): 3 clusters Score: Raw -454116.832367 + Penalty 519.336582 = -453597.495785 nChanged 4 SP:Iteration 99Q (72.118005 sec): 3 clusters Score: Raw -454116.926286 + Penalty 519.336582 = -453597.589704 nChanged 5 SP:Iteration 100F (72.138808 sec): 3 clusters Score: Raw -454117.209620 + Penalty 519.336582 = -453597.873039 nChanged 4 SP:Iteration 101Q (72.158810 sec): 3 clusters Score: Raw -454117.370539 + Penalty 519.336582 = -453598.033957 nChanged 2 SP:Iteration 102Q (72.179070 sec): 3 clusters Score: Raw -454117.422158 + Penalty 519.336582 = -453598.085576 nChanged 4 SP:Iteration 103Q (72.199034 sec): 3 clusters Score: Raw -454117.570708 + Penalty 519.336582 = -453598.234127 nChanged 3 SP:Iteration 104Q (72.219367 sec): 3 clusters Score: Raw -454117.716643 + Penalty 519.336582 = -453598.380061 nChanged 4 SP:Iteration 105Q (72.239455 sec): 3 clusters Score: Raw -454117.888618 + Penalty 519.336582 = -453598.552036 nChanged 3 SP:Iteration 106Q (72.259624 sec): 3 clusters Score: Raw -454117.991274 + Penalty 519.336582 = -453598.654692 nChanged 4 SP:Iteration 107Q (72.279512 sec): 3 clusters Score: Raw -454118.367493 + Penalty 519.336582 = -453599.030911 nChanged 6 SP:Iteration 108Q (72.299716 sec): 3 clusters Score: Raw -454118.728415 + Penalty 519.336582 = -453599.391833 nChanged 3 SP:Iteration 109Q (72.320196 sec): 3 clusters Score: Raw -454118.933367 + Penalty 519.336582 = -453599.596786 nChanged 1 SP:Iteration 110Q (72.340098 sec): 3 clusters Score: Raw -454118.955843 + Penalty 519.336582 = -453599.619261 nChanged 0 SP:Iteration 111F (72.360952 sec): 3 clusters Score: Raw -454118.955843 + Penalty 519.336582 = -453599.619261 nChanged 0 Trying to split cluster 26 (99 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.366737 sec): 2 clusters Score: Raw -3400.911100 + Penalty 126.365796 = -3274.545304 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.367573 sec): 3 clusters Score: Raw -3396.639623 + Penalty 252.731592 = -3143.908031 nChanged 19 SP:Iteration 1F (72.368262 sec): 3 clusters Score: Raw -3424.670301 + Penalty 252.731592 = -3171.938709 nChanged 12 SP:Iteration 2F (72.369028 sec): 3 clusters Score: Raw -3450.874527 + Penalty 252.731592 = -3198.142935 nChanged 5 SP:Iteration 3F (72.369727 sec): 3 clusters Score: Raw -3460.586828 + Penalty 252.731592 = -3207.855237 nChanged 3 SP:Iteration 4Q (72.370400 sec): 3 clusters Score: Raw -3466.884182 + Penalty 252.731592 = -3214.152591 nChanged 1 SP:Iteration 5Q (72.371071 sec): 3 clusters Score: Raw -3468.746433 + Penalty 252.731592 = -3216.014842 nChanged 1 SP:Iteration 6Q (72.372044 sec): 3 clusters Score: Raw -3470.790424 + Penalty 252.731592 = -3218.058832 nChanged 1 SP:Iteration 7Q (72.372734 sec): 3 clusters Score: Raw -3472.305031 + Penalty 252.731592 = -3219.573440 nChanged 2 SP:Iteration 8Q (72.373410 sec): 3 clusters Score: Raw -3478.809583 + Penalty 252.731592 = -3226.077992 nChanged 3 SP:Iteration 9Q (72.374077 sec): 3 clusters Score: Raw -3489.927242 + Penalty 252.731592 = -3237.195651 nChanged 1 SP:Iteration 10Q (72.374744 sec): 3 clusters Score: Raw -3496.446270 + Penalty 252.731592 = -3243.714678 nChanged 2 SP:Iteration 11Q (72.375417 sec): 3 clusters Score: Raw -3501.799912 + Penalty 252.731592 = -3249.068320 nChanged 1 SP:Iteration 12Q (72.376082 sec): 3 clusters Score: Raw -3503.322053 + Penalty 252.731592 = -3250.590461 nChanged 0 SP:Iteration 13F (72.376757 sec): 3 clusters Score: Raw -3503.322053 + Penalty 252.731592 = -3250.590461 nChanged 0 Iteration 59Q (73.300619 sec): 33 clusters Score: Raw -4179829.424623 + Penalty 10329.913410 = -4169499.511213 nChanged 1121 Iteration 60F (74.340878 sec): 33 clusters Score: Raw -4180550.063344 + Penalty 10329.913410 = -4170220.149934 nChanged 930 Iteration 61Q (75.239287 sec): 33 clusters Score: Raw -4180889.335479 + Penalty 10329.913410 = -4170559.422069 nChanged 579 Iteration 62Q (76.139524 sec): 33 clusters Score: Raw -4181100.488385 + Penalty 10329.913410 = -4170770.574975 nChanged 444 Iteration 63Q (77.110412 sec): 33 clusters Score: Raw -4181246.717582 + Penalty 10329.913410 = -4170916.804172 nChanged 332 Iteration 64Q (78.006729 sec): 33 clusters Score: Raw -4181334.454668 + Penalty 10329.913410 = -4171004.541258 nChanged 262 Iteration 65Q (78.902147 sec): 33 clusters Score: Raw -4181404.561549 + Penalty 10329.913410 = -4171074.648139 nChanged 238 Iteration 66Q (79.799156 sec): 33 clusters Score: Raw -4181460.955332 + Penalty 10329.913410 = -4171131.041922 nChanged 208 Iteration 67Q (80.695236 sec): 33 clusters Score: Raw -4181512.798620 + Penalty 10329.913410 = -4171182.885210 nChanged 196 Iteration 68Q (81.591325 sec): 33 clusters Score: Raw -4181560.880190 + Penalty 10329.913410 = -4171230.966780 nChanged 190 Iteration 69Q (82.487241 sec): 33 clusters Score: Raw -4181609.359802 + Penalty 10329.913410 = -4171279.446392 nChanged 197 Iteration 70Q (83.450986 sec): 33 clusters Score: Raw -4181666.134726 + Penalty 10329.913410 = -4171336.221316 nChanged 171 Iteration 71Q (84.353794 sec): 33 clusters Score: Raw -4181706.414801 + Penalty 10329.913410 = -4171376.501391 nChanged 158 Iteration 72Q (85.264113 sec): 33 clusters Score: Raw -4181754.445027 + Penalty 10329.913410 = -4171424.531617 nChanged 142 Iteration 73Q (86.160508 sec): 33 clusters Score: Raw -4181786.684633 + Penalty 10329.913410 = -4171456.771223 nChanged 126 Iteration 74Q (87.056755 sec): 33 clusters Score: Raw -4181817.922063 + Penalty 10329.913410 = -4171488.008653 nChanged 119 Iteration 75Q (87.953972 sec): 33 clusters Score: Raw -4181831.395474 + Penalty 10329.913410 = -4171501.482064 nChanged 105 Iteration 76Q (88.855220 sec): 33 clusters Score: Raw -4181842.319753 + Penalty 10329.913410 = -4171512.406343 nChanged 110 Iteration 77Q (89.839272 sec): 33 clusters Score: Raw -4181852.181463 + Penalty 10329.913410 = -4171522.268053 nChanged 103 Iteration 78Q (90.736703 sec): 33 clusters Score: Raw -4181861.624175 + Penalty 10329.913410 = -4171531.710765 nChanged 83 Iteration 79Q (91.684545 sec): 33 clusters Score: Raw -4181868.081503 + Penalty 10329.913410 = -4171538.168093 nChanged 85 Iteration 80F (92.726593 sec): 33 clusters Score: Raw -4181908.936105 + Penalty 10329.913410 = -4171579.022695 nChanged 75 Iteration 81Q (93.633434 sec): 33 clusters Score: Raw -4181943.469383 + Penalty 10329.913410 = -4171613.555973 nChanged 61 Iteration 82Q (94.533281 sec): 33 clusters Score: Raw -4181960.710235 + Penalty 10329.913410 = -4171630.796825 nChanged 51 Iteration 83Q (95.429574 sec): 33 clusters Score: Raw -4181974.490417 + Penalty 10329.913410 = -4171644.577007 nChanged 48 Iteration 84Q (96.395742 sec): 33 clusters Score: Raw -4181985.723142 + Penalty 10329.913410 = -4171655.809732 nChanged 43 Iteration 85Q (97.332276 sec): 33 clusters Score: Raw -4181992.553192 + Penalty 10329.913410 = -4171662.639782 nChanged 39 Iteration 86Q (98.234857 sec): 33 clusters Score: Raw -4182001.102369 + Penalty 10329.913410 = -4171671.188959 nChanged 41 Iteration 87Q (99.133857 sec): 33 clusters Score: Raw -4182005.967321 + Penalty 10329.913410 = -4171676.053911 nChanged 33 Iteration 88Q (100.048473 sec): 33 clusters Score: Raw -4182008.458480 + Penalty 10329.913410 = -4171678.545070 nChanged 35 Iteration 89Q (101.056880 sec): 33 clusters Score: Raw -4182010.838730 + Penalty 10329.913410 = -4171680.925320 nChanged 32 Iteration 90Q (101.953419 sec): 33 clusters Score: Raw -4182012.609724 + Penalty 10329.913410 = -4171682.696314 nChanged 30 Iteration 91Q (102.860822 sec): 33 clusters Score: Raw -4182013.980061 + Penalty 10329.913410 = -4171684.066651 nChanged 23 Iteration 92Q (103.756806 sec): 33 clusters Score: Raw -4182015.302648 + Penalty 10329.913410 = -4171685.389238 nChanged 22 Iteration 93Q (104.653047 sec): 33 clusters Score: Raw -4182016.427587 + Penalty 10329.913410 = -4171686.514177 nChanged 23 Iteration 94Q (105.551736 sec): 33 clusters Score: Raw -4182017.220726 + Penalty 10329.913410 = -4171687.307316 nChanged 16 Iteration 95Q (106.447498 sec): 33 clusters Score: Raw -4182018.101906 + Penalty 10329.913410 = -4171688.188496 nChanged 23 Iteration 96Q (107.344523 sec): 33 clusters Score: Raw -4182019.415067 + Penalty 10329.913410 = -4171689.501657 nChanged 34 Iteration 97Q (108.240222 sec): 33 clusters Score: Raw -4182021.319712 + Penalty 10329.913410 = -4171691.406302 nChanged 36 Iteration 98Q (109.137722 sec): 33 clusters Score: Raw -4182023.126162 + Penalty 10329.913410 = -4171693.212752 nChanged 35 Writing temp clu file Because OldScore, -4171691.406302, is greater than current (better) Score,-4171693.212752 Compute initial score before splitting: Score: Raw -4182023.126162 + Penalty 10329.913410 = -4171693.212752 Trying to split cluster 1 (21707 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (109.172543 sec): 2 clusters Score: Raw -778186.047765 + Penalty 274.598227 = -777911.449538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (109.201088 sec): 3 clusters Score: Raw -763927.581174 + Penalty 549.196454 = -763378.384720 nChanged 10463 SP:Iteration 1F (109.226997 sec): 3 clusters Score: Raw -771327.964329 + Penalty 549.196454 = -770778.767875 nChanged 1523 SP:Iteration 2F (109.253062 sec): 3 clusters Score: Raw -772549.682220 + Penalty 549.196454 = -772000.485766 nChanged 1533 SP:Iteration 3F (109.279416 sec): 3 clusters Score: Raw -773980.544408 + Penalty 549.196454 = -773431.347955 nChanged 1435 SP:Iteration 4F (109.305529 sec): 3 clusters Score: Raw -775214.907124 + Penalty 549.196454 = -774665.710671 nChanged 1061 SP:Iteration 5Q (109.332139 sec): 3 clusters Score: Raw -775894.126017 + Penalty 549.196454 = -775344.929563 nChanged 693 SP:Iteration 6Q (109.358574 sec): 3 clusters Score: Raw -776271.518997 + Penalty 549.196454 = -775722.322543 nChanged 495 SP:Iteration 7Q (109.384925 sec): 3 clusters Score: Raw -776508.248126 + Penalty 549.196454 = -775959.051672 nChanged 383 SP:Iteration 8Q (109.410926 sec): 3 clusters Score: Raw -776681.968390 + Penalty 549.196454 = -776132.771936 nChanged 368 SP:Iteration 9Q (109.437124 sec): 3 clusters Score: Raw -776828.296260 + Penalty 549.196454 = -776279.099807 nChanged 337 SP:Iteration 10Q (109.463206 sec): 3 clusters Score: Raw -776949.521947 + Penalty 549.196454 = -776400.325493 nChanged 311 SP:Iteration 11Q (109.489204 sec): 3 clusters Score: Raw -777051.554017 + Penalty 549.196454 = -776502.357563 nChanged 267 SP:Iteration 12Q (109.515243 sec): 3 clusters Score: Raw -777132.501024 + Penalty 549.196454 = -776583.304570 nChanged 245 SP:Iteration 13Q (109.541333 sec): 3 clusters Score: Raw -777196.671416 + Penalty 549.196454 = -776647.474963 nChanged 222 SP:Iteration 14Q (109.567245 sec): 3 clusters Score: Raw -777251.240527 + Penalty 549.196454 = -776702.044073 nChanged 198 SP:Iteration 15Q (109.593015 sec): 3 clusters Score: Raw -777302.583311 + Penalty 549.196454 = -776753.386857 nChanged 173 SP:Iteration 16Q (109.618857 sec): 3 clusters Score: Raw -777341.691951 + Penalty 549.196454 = -776792.495498 nChanged 178 SP:Iteration 17Q (109.644901 sec): 3 clusters Score: Raw -777383.494900 + Penalty 549.196454 = -776834.298446 nChanged 177 SP:Iteration 18Q (109.670919 sec): 3 clusters Score: Raw -777420.345565 + Penalty 549.196454 = -776871.149112 nChanged 173 SP:Iteration 19Q (109.696853 sec): 3 clusters Score: Raw -777454.657096 + Penalty 549.196454 = -776905.460642 nChanged 153 SP:Iteration 20F (109.723009 sec): 3 clusters Score: Raw -777482.586566 + Penalty 549.196454 = -776933.390112 nChanged 147 SP:Iteration 21Q (109.748990 sec): 3 clusters Score: Raw -777507.441276 + Penalty 549.196454 = -776958.244822 nChanged 144 SP:Iteration 22Q (109.774900 sec): 3 clusters Score: Raw -777528.115657 + Penalty 549.196454 = -776978.919203 nChanged 121 SP:Iteration 23Q (109.800816 sec): 3 clusters Score: Raw -777546.664257 + Penalty 549.196454 = -776997.467803 nChanged 127 SP:Iteration 24Q (109.826681 sec): 3 clusters Score: Raw -777564.641198 + Penalty 549.196454 = -777015.444744 nChanged 112 SP:Iteration 25Q (109.852619 sec): 3 clusters Score: Raw -777580.610224 + Penalty 549.196454 = -777031.413770 nChanged 130 SP:Iteration 26Q (109.878346 sec): 3 clusters Score: Raw -777598.684675 + Penalty 549.196454 = -777049.488222 nChanged 120 SP:Iteration 27Q (109.907313 sec): 3 clusters Score: Raw -777617.464314 + Penalty 549.196454 = -777068.267860 nChanged 128 SP:Iteration 28Q (109.932880 sec): 3 clusters Score: Raw -777637.727743 + Penalty 549.196454 = -777088.531289 nChanged 106 SP:Iteration 29Q (109.958654 sec): 3 clusters Score: Raw -777650.231315 + Penalty 549.196454 = -777101.034861 nChanged 97 SP:Iteration 30Q (109.984416 sec): 3 clusters Score: Raw -777661.926472 + Penalty 549.196454 = -777112.730019 nChanged 117 SP:Iteration 31Q (110.010191 sec): 3 clusters Score: Raw -777679.897772 + Penalty 549.196454 = -777130.701319 nChanged 130 SP:Iteration 32Q (110.035788 sec): 3 clusters Score: Raw -777702.651333 + Penalty 549.196454 = -777153.454879 nChanged 149 SP:Iteration 33Q (110.061336 sec): 3 clusters Score: Raw -777727.471417 + Penalty 549.196454 = -777178.274963 nChanged 119 SP:Iteration 34Q (110.086885 sec): 3 clusters Score: Raw -777746.104592 + Penalty 549.196454 = -777196.908139 nChanged 118 SP:Iteration 35Q (110.112390 sec): 3 clusters Score: Raw -777764.434831 + Penalty 549.196454 = -777215.238377 nChanged 111 SP:Iteration 36Q (110.137857 sec): 3 clusters Score: Raw -777781.036312 + Penalty 549.196454 = -777231.839858 nChanged 106 SP:Iteration 37Q (110.173884 sec): 3 clusters Score: Raw -777797.812249 + Penalty 549.196454 = -777248.615795 nChanged 115 SP:Iteration 38Q (110.199280 sec): 3 clusters Score: Raw -777816.357880 + Penalty 549.196454 = -777267.161426 nChanged 95 SP:Iteration 39Q (110.224534 sec): 3 clusters Score: Raw -777831.623540 + Penalty 549.196454 = -777282.427086 nChanged 101 SP:Iteration 40F (110.250536 sec): 3 clusters Score: Raw -777850.243242 + Penalty 549.196454 = -777301.046788 nChanged 97 SP:Iteration 41Q (110.276312 sec): 3 clusters Score: Raw -777865.681454 + Penalty 549.196454 = -777316.485001 nChanged 94 SP:Iteration 42Q (110.301497 sec): 3 clusters Score: Raw -777881.723857 + Penalty 549.196454 = -777332.527404 nChanged 98 SP:Iteration 43Q (110.326603 sec): 3 clusters Score: Raw -777898.645963 + Penalty 549.196454 = -777349.449509 nChanged 96 SP:Iteration 44Q (110.351817 sec): 3 clusters Score: Raw -777916.084963 + Penalty 549.196454 = -777366.888510 nChanged 84 SP:Iteration 45Q (110.376973 sec): 3 clusters Score: Raw -777929.919955 + Penalty 549.196454 = -777380.723501 nChanged 78 SP:Iteration 46Q (110.401969 sec): 3 clusters Score: Raw -777941.737361 + Penalty 549.196454 = -777392.540908 nChanged 58 SP:Iteration 47Q (110.427055 sec): 3 clusters Score: Raw -777949.780801 + Penalty 549.196454 = -777400.584347 nChanged 64 SP:Iteration 48Q (110.452101 sec): 3 clusters Score: Raw -777958.661353 + Penalty 549.196454 = -777409.464899 nChanged 65 SP:Iteration 49Q (110.477385 sec): 3 clusters Score: Raw -777968.126196 + Penalty 549.196454 = -777418.929743 nChanged 53 SP:Iteration 50Q (110.502560 sec): 3 clusters Score: Raw -777976.514846 + Penalty 549.196454 = -777427.318392 nChanged 60 SP:Iteration 51Q (110.527755 sec): 3 clusters Score: Raw -777985.231316 + Penalty 549.196454 = -777436.034862 nChanged 51 SP:Iteration 52Q (110.552979 sec): 3 clusters Score: Raw -777992.756282 + Penalty 549.196454 = -777443.559828 nChanged 55 SP:Iteration 53Q (110.578232 sec): 3 clusters Score: Raw -778001.157806 + Penalty 549.196454 = -777451.961352 nChanged 47 SP:Iteration 54Q (110.603466 sec): 3 clusters Score: Raw -778009.022481 + Penalty 549.196454 = -777459.826028 nChanged 52 SP:Iteration 55Q (110.628472 sec): 3 clusters Score: Raw -778018.219212 + Penalty 549.196454 = -777469.022758 nChanged 50 SP:Iteration 56Q (110.653728 sec): 3 clusters Score: Raw -778025.713291 + Penalty 549.196454 = -777476.516838 nChanged 50 SP:Iteration 57Q (110.678962 sec): 3 clusters Score: Raw -778035.177760 + Penalty 549.196454 = -777485.981307 nChanged 50 SP:Iteration 58Q (110.704228 sec): 3 clusters Score: Raw -778045.148301 + Penalty 549.196454 = -777495.951847 nChanged 54 SP:Iteration 59Q (110.729548 sec): 3 clusters Score: Raw -778055.191213 + Penalty 549.196454 = -777505.994759 nChanged 43 SP:Iteration 60F (110.755653 sec): 3 clusters Score: Raw -778062.045050 + Penalty 549.196454 = -777512.848596 nChanged 39 SP:Iteration 61Q (110.780915 sec): 3 clusters Score: Raw -778068.000868 + Penalty 549.196454 = -777518.804415 nChanged 38 SP:Iteration 62Q (110.806368 sec): 3 clusters Score: Raw -778075.348453 + Penalty 549.196454 = -777526.151999 nChanged 43 SP:Iteration 63Q (110.831555 sec): 3 clusters Score: Raw -778084.000753 + Penalty 549.196454 = -777534.804300 nChanged 37 SP:Iteration 64Q (110.856652 sec): 3 clusters Score: Raw -778091.143698 + Penalty 549.196454 = -777541.947244 nChanged 40 SP:Iteration 65Q (110.881728 sec): 3 clusters Score: Raw -778099.626742 + Penalty 549.196454 = -777550.430289 nChanged 45 SP:Iteration 66Q (110.906880 sec): 3 clusters Score: Raw -778109.133115 + Penalty 549.196454 = -777559.936661 nChanged 45 SP:Iteration 67Q (110.932143 sec): 3 clusters Score: Raw -778118.910141 + Penalty 549.196454 = -777569.713687 nChanged 40 SP:Iteration 68Q (110.957418 sec): 3 clusters Score: Raw -778126.352779 + Penalty 549.196454 = -777577.156325 nChanged 35 SP:Iteration 69Q (110.982552 sec): 3 clusters Score: Raw -778132.479497 + Penalty 549.196454 = -777583.283043 nChanged 33 SP:Iteration 70Q (111.007780 sec): 3 clusters Score: Raw -778140.469994 + Penalty 549.196454 = -777591.273540 nChanged 28 SP:Iteration 71Q (111.050737 sec): 3 clusters Score: Raw -778147.749736 + Penalty 549.196454 = -777598.553283 nChanged 31 SP:Iteration 72Q (111.075707 sec): 3 clusters Score: Raw -778155.850040 + Penalty 549.196454 = -777606.653587 nChanged 32 SP:Iteration 73Q (111.100654 sec): 3 clusters Score: Raw -778163.372110 + Penalty 549.196454 = -777614.175656 nChanged 35 SP:Iteration 74Q (111.125746 sec): 3 clusters Score: Raw -778174.677054 + Penalty 549.196454 = -777625.480600 nChanged 46 SP:Iteration 75Q (111.150840 sec): 3 clusters Score: Raw -778188.808490 + Penalty 549.196454 = -777639.612036 nChanged 37 SP:Iteration 76Q (111.175991 sec): 3 clusters Score: Raw -778199.935692 + Penalty 549.196454 = -777650.739239 nChanged 30 SP:Iteration 77Q (111.233968 sec): 3 clusters Score: Raw -778208.038096 + Penalty 549.196454 = -777658.841643 nChanged 28 SP:Iteration 78Q (111.259010 sec): 3 clusters Score: Raw -778213.839817 + Penalty 549.196454 = -777664.643363 nChanged 23 SP:Iteration 79Q (111.283967 sec): 3 clusters Score: Raw -778220.711707 + Penalty 549.196454 = -777671.515253 nChanged 23 SP:Iteration 80F (111.310020 sec): 3 clusters Score: Raw -778229.857468 + Penalty 549.196454 = -777680.661014 nChanged 24 SP:Iteration 81Q (111.335082 sec): 3 clusters Score: Raw -778239.623533 + Penalty 549.196454 = -777690.427080 nChanged 18 SP:Iteration 82Q (111.360318 sec): 3 clusters Score: Raw -778246.517151 + Penalty 549.196454 = -777697.320698 nChanged 18 SP:Iteration 83Q (111.385461 sec): 3 clusters Score: Raw -778251.305427 + Penalty 549.196454 = -777702.108974 nChanged 17 SP:Iteration 84Q (111.410519 sec): 3 clusters Score: Raw -778256.180684 + Penalty 549.196454 = -777706.984230 nChanged 14 SP:Iteration 85Q (111.444328 sec): 3 clusters Score: Raw -778261.037742 + Penalty 549.196454 = -777711.841288 nChanged 18 SP:Iteration 86Q (111.469124 sec): 3 clusters Score: Raw -778267.585525 + Penalty 549.196454 = -777718.389071 nChanged 19 SP:Iteration 87Q (111.494120 sec): 3 clusters Score: Raw -778273.426531 + Penalty 549.196454 = -777724.230077 nChanged 24 SP:Iteration 88Q (111.519110 sec): 3 clusters Score: Raw -778283.890093 + Penalty 549.196454 = -777734.693639 nChanged 27 SP:Iteration 89Q (111.544164 sec): 3 clusters Score: Raw -778291.398660 + Penalty 549.196454 = -777742.202206 nChanged 24 SP:Iteration 90Q (111.569059 sec): 3 clusters Score: Raw -778298.257933 + Penalty 549.196454 = -777749.061480 nChanged 29 SP:Iteration 91Q (111.593930 sec): 3 clusters Score: Raw -778307.107925 + Penalty 549.196454 = -777757.911471 nChanged 22 SP:Iteration 92Q (111.618864 sec): 3 clusters Score: Raw -778312.754585 + Penalty 549.196454 = -777763.558131 nChanged 19 SP:Iteration 93Q (111.643690 sec): 3 clusters Score: Raw -778317.236903 + Penalty 549.196454 = -777768.040449 nChanged 18 SP:Iteration 94Q (111.669310 sec): 3 clusters Score: Raw -778320.774417 + Penalty 549.196454 = -777771.577963 nChanged 19 SP:Iteration 95Q (111.694148 sec): 3 clusters Score: Raw -778324.354052 + Penalty 549.196454 = -777775.157599 nChanged 12 SP:Iteration 96Q (111.718959 sec): 3 clusters Score: Raw -778326.023383 + Penalty 549.196454 = -777776.826929 nChanged 9 SP:Iteration 97Q (111.743878 sec): 3 clusters Score: Raw -778326.804057 + Penalty 549.196454 = -777777.607603 nChanged 7 SP:Iteration 98Q (111.768831 sec): 3 clusters Score: Raw -778327.242232 + Penalty 549.196454 = -777778.045778 nChanged 8 SP:Iteration 99Q (111.793698 sec): 3 clusters Score: Raw -778328.045025 + Penalty 549.196454 = -777778.848571 nChanged 7 SP:Iteration 100F (111.819578 sec): 3 clusters Score: Raw -778329.401951 + Penalty 549.196454 = -777780.205498 nChanged 13 SP:Iteration 101Q (111.844521 sec): 3 clusters Score: Raw -778331.397227 + Penalty 549.196454 = -777782.200774 nChanged 9 SP:Iteration 102Q (111.869495 sec): 3 clusters Score: Raw -778332.700529 + Penalty 549.196454 = -777783.504075 nChanged 7 SP:Iteration 103Q (111.894314 sec): 3 clusters Score: Raw -778333.603639 + Penalty 549.196454 = -777784.407186 nChanged 9 SP:Iteration 104Q (111.919228 sec): 3 clusters Score: Raw -778334.897105 + Penalty 549.196454 = -777785.700652 nChanged 10 SP:Iteration 105Q (111.944200 sec): 3 clusters Score: Raw -778336.168748 + Penalty 549.196454 = -777786.972294 nChanged 8 SP:Iteration 106Q (111.969025 sec): 3 clusters Score: Raw -778336.905180 + Penalty 549.196454 = -777787.708727 nChanged 4 SP:Iteration 107Q (111.993951 sec): 3 clusters Score: Raw -778337.172969 + Penalty 549.196454 = -777787.976515 nChanged 4 SP:Iteration 108Q (112.018689 sec): 3 clusters Score: Raw -778337.518993 + Penalty 549.196454 = -777788.322539 nChanged 6 SP:Iteration 109Q (112.043528 sec): 3 clusters Score: Raw -778338.114107 + Penalty 549.196454 = -777788.917653 nChanged 3 SP:Iteration 110Q (112.068458 sec): 3 clusters Score: Raw -778338.750958 + Penalty 549.196454 = -777789.554504 nChanged 5 SP:Iteration 111Q (112.094423 sec): 3 clusters Score: Raw -778339.577867 + Penalty 549.196454 = -777790.381414 nChanged 5 SP:Iteration 112Q (112.119273 sec): 3 clusters Score: Raw -778340.177579 + Penalty 549.196454 = -777790.981125 nChanged 4 SP:Iteration 113Q (112.144109 sec): 3 clusters Score: Raw -778340.900885 + Penalty 549.196454 = -777791.704431 nChanged 4 SP:Iteration 114Q (112.171389 sec): 3 clusters Score: Raw -778341.512886 + Penalty 549.196454 = -777792.316432 nChanged 4 SP:Iteration 115Q (112.196291 sec): 3 clusters Score: Raw -778341.979736 + Penalty 549.196454 = -777792.783282 nChanged 4 SP:Iteration 116Q (112.221286 sec): 3 clusters Score: Raw -778342.442254 + Penalty 549.196454 = -777793.245801 nChanged 7 SP:Iteration 117Q (112.246134 sec): 3 clusters Score: Raw -778343.029725 + Penalty 549.196454 = -777793.833271 nChanged 2 SP:Iteration 118Q (112.271034 sec): 3 clusters Score: Raw -778343.224981 + Penalty 549.196454 = -777794.028527 nChanged 0 SP:Iteration 119F (112.296935 sec): 3 clusters Score: Raw -778343.224981 + Penalty 549.196454 = -777794.028527 nChanged 0 Trying to split cluster 2 (963 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (112.309223 sec): 2 clusters Score: Raw -35989.861557 + Penalty 188.926469 = -35800.935088 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.312062 sec): 3 clusters Score: Raw -35517.469337 + Penalty 377.852938 = -35139.616400 nChanged 397 SP:Iteration 1F (112.314589 sec): 3 clusters Score: Raw -35861.571223 + Penalty 377.852938 = -35483.718285 nChanged 93 SP:Iteration 2F (112.317036 sec): 3 clusters Score: Raw -35950.886081 + Penalty 377.852938 = -35573.033143 nChanged 56 SP:Iteration 3F (112.319491 sec): 3 clusters Score: Raw -36003.222997 + Penalty 377.852938 = -35625.370060 nChanged 36 SP:Iteration 4Q (112.321956 sec): 3 clusters Score: Raw -36024.506716 + Penalty 377.852938 = -35646.653778 nChanged 21 SP:Iteration 5Q (112.324307 sec): 3 clusters Score: Raw -36032.492603 + Penalty 377.852938 = -35654.639665 nChanged 14 SP:Iteration 6Q (112.326751 sec): 3 clusters Score: Raw -36037.175717 + Penalty 377.852938 = -35659.322779 nChanged 10 SP:Iteration 7Q (112.329197 sec): 3 clusters Score: Raw -36040.433702 + Penalty 377.852938 = -35662.580764 nChanged 7 SP:Iteration 8Q (112.331646 sec): 3 clusters Score: Raw -36041.645664 + Penalty 377.852938 = -35663.792726 nChanged 2 SP:Iteration 9Q (112.334065 sec): 3 clusters Score: Raw -36042.937496 + Penalty 377.852938 = -35665.084558 nChanged 1 SP:Iteration 10Q (112.336505 sec): 3 clusters Score: Raw -36043.151970 + Penalty 377.852938 = -35665.299033 nChanged 1 SP:Iteration 11Q (112.338948 sec): 3 clusters Score: Raw -36043.376994 + Penalty 377.852938 = -35665.524056 nChanged 1 SP:Iteration 12Q (112.341371 sec): 3 clusters Score: Raw -36043.609122 + Penalty 377.852938 = -35665.756185 nChanged 2 SP:Iteration 13Q (112.343813 sec): 3 clusters Score: Raw -36043.878417 + Penalty 377.852938 = -35666.025479 nChanged 1 SP:Iteration 14Q (112.346268 sec): 3 clusters Score: Raw -36043.966005 + Penalty 377.852938 = -35666.113067 nChanged 0 SP:Iteration 15F (112.348706 sec): 3 clusters Score: Raw -36043.966005 + Penalty 377.852938 = -35666.113067 nChanged 0 Trying to split cluster 3 (15329 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (112.369757 sec): 2 clusters Score: Raw -586042.729843 + Penalty 265.031298 = -585777.698545 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.393281 sec): 3 clusters Score: Raw -576026.917550 + Penalty 530.062596 = -575496.854954 nChanged 7386 SP:Iteration 1F (112.415330 sec): 3 clusters Score: Raw -580940.995727 + Penalty 530.062596 = -580410.933131 nChanged 1125 SP:Iteration 2F (112.437539 sec): 3 clusters Score: Raw -581620.134267 + Penalty 530.062596 = -581090.071672 nChanged 1203 SP:Iteration 3F (112.459745 sec): 3 clusters Score: Raw -582557.817964 + Penalty 530.062596 = -582027.755369 nChanged 1195 SP:Iteration 4F (112.481987 sec): 3 clusters Score: Raw -583688.367162 + Penalty 530.062596 = -583158.304566 nChanged 1023 SP:Iteration 5F (112.504179 sec): 3 clusters Score: Raw -584738.848335 + Penalty 530.062596 = -584208.785740 nChanged 682 SP:Iteration 6Q (112.526600 sec): 3 clusters Score: Raw -585435.124432 + Penalty 530.062596 = -584905.061837 nChanged 352 SP:Iteration 7Q (112.548788 sec): 3 clusters Score: Raw -585788.794318 + Penalty 530.062596 = -585258.731723 nChanged 156 SP:Iteration 8Q (112.570213 sec): 3 clusters Score: Raw -585930.552654 + Penalty 530.062596 = -585400.490059 nChanged 70 SP:Iteration 9Q (112.591438 sec): 3 clusters Score: Raw -585993.191811 + Penalty 530.062596 = -585463.129216 nChanged 34 SP:Iteration 10Q (112.612931 sec): 3 clusters Score: Raw -586014.018366 + Penalty 530.062596 = -585483.955771 nChanged 23 SP:Iteration 11Q (112.634071 sec): 3 clusters Score: Raw -586026.894115 + Penalty 530.062596 = -585496.831519 nChanged 17 SP:Iteration 12Q (112.655228 sec): 3 clusters Score: Raw -586037.454671 + Penalty 530.062596 = -585507.392075 nChanged 13 SP:Iteration 13Q (112.676479 sec): 3 clusters Score: Raw -586044.703831 + Penalty 530.062596 = -585514.641235 nChanged 15 SP:Iteration 14Q (112.697742 sec): 3 clusters Score: Raw -586051.834235 + Penalty 530.062596 = -585521.771639 nChanged 11 SP:Iteration 15Q (112.718900 sec): 3 clusters Score: Raw -586056.086436 + Penalty 530.062596 = -585526.023841 nChanged 12 SP:Iteration 16Q (112.740155 sec): 3 clusters Score: Raw -586063.366504 + Penalty 530.062596 = -585533.303908 nChanged 10 SP:Iteration 17Q (112.761472 sec): 3 clusters Score: Raw -586070.563459 + Penalty 530.062596 = -585540.500864 nChanged 9 SP:Iteration 18Q (112.782750 sec): 3 clusters Score: Raw -586076.126461 + Penalty 530.062596 = -585546.063866 nChanged 1 SP:Iteration 19Q (112.803941 sec): 3 clusters Score: Raw -586077.393744 + Penalty 530.062596 = -585547.331148 nChanged 1 SP:Iteration 20F (112.825991 sec): 3 clusters Score: Raw -586077.941936 + Penalty 530.062596 = -585547.879340 nChanged 0 Trying to split cluster 4 (8583 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (112.842389 sec): 2 clusters Score: Raw -325768.766625 + Penalty 249.082316 = -325519.684308 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.861631 sec): 3 clusters Score: Raw -320295.218977 + Penalty 498.164633 = -319797.054344 nChanged 4061 SP:Iteration 1F (112.878594 sec): 3 clusters Score: Raw -322788.484487 + Penalty 498.164633 = -322290.319854 nChanged 503 SP:Iteration 2F (112.895566 sec): 3 clusters Score: Raw -323090.654967 + Penalty 498.164633 = -322592.490334 nChanged 475 SP:Iteration 3F (112.912545 sec): 3 clusters Score: Raw -323387.948614 + Penalty 498.164633 = -322889.783981 nChanged 431 SP:Iteration 4F (112.929474 sec): 3 clusters Score: Raw -323633.564360 + Penalty 498.164633 = -323135.399727 nChanged 432 SP:Iteration 5F (112.946437 sec): 3 clusters Score: Raw -323881.766834 + Penalty 498.164633 = -323383.602201 nChanged 412 SP:Iteration 6Q (112.963433 sec): 3 clusters Score: Raw -324096.356183 + Penalty 498.164633 = -323598.191550 nChanged 328 SP:Iteration 7Q (112.980371 sec): 3 clusters Score: Raw -324244.502148 + Penalty 498.164633 = -323746.337515 nChanged 261 SP:Iteration 8Q (112.997276 sec): 3 clusters Score: Raw -324339.628598 + Penalty 498.164633 = -323841.463965 nChanged 181 SP:Iteration 9Q (113.014136 sec): 3 clusters Score: Raw -324388.033841 + Penalty 498.164633 = -323889.869208 nChanged 137 SP:Iteration 10Q (113.030943 sec): 3 clusters Score: Raw -324413.481669 + Penalty 498.164633 = -323915.317036 nChanged 104 SP:Iteration 11Q (113.047731 sec): 3 clusters Score: Raw -324433.942454 + Penalty 498.164633 = -323935.777821 nChanged 76 SP:Iteration 12Q (113.064472 sec): 3 clusters Score: Raw -324444.141523 + Penalty 498.164633 = -323945.976890 nChanged 51 SP:Iteration 13Q (113.081341 sec): 3 clusters Score: Raw -324451.824096 + Penalty 498.164633 = -323953.659463 nChanged 59 SP:Iteration 14Q (113.098115 sec): 3 clusters Score: Raw -324461.568643 + Penalty 498.164633 = -323963.404010 nChanged 58 SP:Iteration 15Q (113.114920 sec): 3 clusters Score: Raw -324470.507481 + Penalty 498.164633 = -323972.342848 nChanged 63 SP:Iteration 16Q (113.131533 sec): 3 clusters Score: Raw -324482.605627 + Penalty 498.164633 = -323984.440994 nChanged 67 SP:Iteration 17Q (113.148256 sec): 3 clusters Score: Raw -324494.752574 + Penalty 498.164633 = -323996.587941 nChanged 71 SP:Iteration 18Q (113.164910 sec): 3 clusters Score: Raw -324507.945591 + Penalty 498.164633 = -324009.780958 nChanged 84 SP:Iteration 19Q (113.181604 sec): 3 clusters Score: Raw -324524.294654 + Penalty 498.164633 = -324026.130021 nChanged 88 SP:Iteration 20F (113.198457 sec): 3 clusters Score: Raw -324545.092041 + Penalty 498.164633 = -324046.927408 nChanged 92 SP:Iteration 21Q (113.215189 sec): 3 clusters Score: Raw -324564.891568 + Penalty 498.164633 = -324066.726935 nChanged 97 SP:Iteration 22Q (113.258520 sec): 3 clusters Score: Raw -324588.465725 + Penalty 498.164633 = -324090.301092 nChanged 107 SP:Iteration 23Q (113.274901 sec): 3 clusters Score: Raw -324619.173992 + Penalty 498.164633 = -324121.009359 nChanged 104 SP:Iteration 24Q (113.291801 sec): 3 clusters Score: Raw -324654.663337 + Penalty 498.164633 = -324156.498704 nChanged 117 SP:Iteration 25Q (113.308468 sec): 3 clusters Score: Raw -324693.698484 + Penalty 498.164633 = -324195.533851 nChanged 135 SP:Iteration 26Q (113.325143 sec): 3 clusters Score: Raw -324746.070944 + Penalty 498.164633 = -324247.906311 nChanged 146 SP:Iteration 27Q (113.341743 sec): 3 clusters Score: Raw -324808.295032 + Penalty 498.164633 = -324310.130399 nChanged 162 SP:Iteration 28Q (113.358335 sec): 3 clusters Score: Raw -324880.352011 + Penalty 498.164633 = -324382.187378 nChanged 179 SP:Iteration 29Q (113.374847 sec): 3 clusters Score: Raw -324972.581298 + Penalty 498.164633 = -324474.416665 nChanged 175 SP:Iteration 30Q (113.391279 sec): 3 clusters Score: Raw -325066.879763 + Penalty 498.164633 = -324568.715130 nChanged 161 SP:Iteration 31Q (113.413556 sec): 3 clusters Score: Raw -325158.112180 + Penalty 498.164633 = -324659.947547 nChanged 146 SP:Iteration 32Q (113.429929 sec): 3 clusters Score: Raw -325241.288677 + Penalty 498.164633 = -324743.124044 nChanged 155 SP:Iteration 33Q (113.446238 sec): 3 clusters Score: Raw -325344.623504 + Penalty 498.164633 = -324846.458871 nChanged 137 SP:Iteration 34Q (113.462551 sec): 3 clusters Score: Raw -325433.183226 + Penalty 498.164633 = -324935.018593 nChanged 121 SP:Iteration 35Q (113.478846 sec): 3 clusters Score: Raw -325513.676873 + Penalty 498.164633 = -325015.512240 nChanged 97 SP:Iteration 36Q (113.495195 sec): 3 clusters Score: Raw -325578.939737 + Penalty 498.164633 = -325080.775104 nChanged 78 SP:Iteration 37Q (113.511616 sec): 3 clusters Score: Raw -325638.075203 + Penalty 498.164633 = -325139.910570 nChanged 61 SP:Iteration 38Q (113.527844 sec): 3 clusters Score: Raw -325681.413643 + Penalty 498.164633 = -325183.249010 nChanged 44 SP:Iteration 39Q (113.543991 sec): 3 clusters Score: Raw -325713.662003 + Penalty 498.164633 = -325215.497370 nChanged 29 SP:Iteration 40F (113.559539 sec): 3 clusters Score: Raw -325736.376765 + Penalty 498.164633 = -325238.212132 nChanged 20 SP:Iteration 41Q (113.575784 sec): 3 clusters Score: Raw -325751.539616 + Penalty 498.164633 = -325253.374983 nChanged 16 SP:Iteration 42Q (113.592051 sec): 3 clusters Score: Raw -325759.666216 + Penalty 498.164633 = -325261.501583 nChanged 13 SP:Iteration 43Q (113.608254 sec): 3 clusters Score: Raw -325766.724249 + Penalty 498.164633 = -325268.559616 nChanged 9 SP:Iteration 44Q (113.624497 sec): 3 clusters Score: Raw -325773.584225 + Penalty 498.164633 = -325275.419592 nChanged 8 SP:Iteration 45Q (113.640709 sec): 3 clusters Score: Raw -325779.508615 + Penalty 498.164633 = -325281.343982 nChanged 9 SP:Iteration 46Q (113.656885 sec): 3 clusters Score: Raw -325785.566768 + Penalty 498.164633 = -325287.402135 nChanged 7 SP:Iteration 47Q (113.673048 sec): 3 clusters Score: Raw -325793.121449 + Penalty 498.164633 = -325294.956816 nChanged 7 SP:Iteration 48Q (113.689210 sec): 3 clusters Score: Raw -325797.137254 + Penalty 498.164633 = -325298.972621 nChanged 6 SP:Iteration 49Q (113.705413 sec): 3 clusters Score: Raw -325800.256113 + Penalty 498.164633 = -325302.091480 nChanged 2 SP:Iteration 50Q (113.721661 sec): 3 clusters Score: Raw -325801.303384 + Penalty 498.164633 = -325303.138751 nChanged 2 SP:Iteration 51Q (113.737831 sec): 3 clusters Score: Raw -325802.678123 + Penalty 498.164633 = -325304.513490 nChanged 2 SP:Iteration 52Q (113.753899 sec): 3 clusters Score: Raw -325803.893811 + Penalty 498.164633 = -325305.729178 nChanged 0 SP:Iteration 53F (113.770590 sec): 3 clusters Score: Raw -325803.893811 + Penalty 498.164633 = -325305.729178 nChanged 0 Trying to split cluster 5 (5953 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (113.786018 sec): 2 clusters Score: Raw -200461.124697 + Penalty 239.020391 = -200222.104307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (113.799792 sec): 3 clusters Score: Raw -196694.412126 + Penalty 478.040782 = -196216.371344 nChanged 2830 SP:Iteration 1F (113.811814 sec): 3 clusters Score: Raw -198415.695004 + Penalty 478.040782 = -197937.654223 nChanged 411 SP:Iteration 2F (113.823832 sec): 3 clusters Score: Raw -198685.851593 + Penalty 478.040782 = -198207.810811 nChanged 424 SP:Iteration 3F (113.835914 sec): 3 clusters Score: Raw -199062.914731 + Penalty 478.040782 = -198584.873949 nChanged 386 SP:Iteration 4F (113.847898 sec): 3 clusters Score: Raw -199467.803698 + Penalty 478.040782 = -198989.762917 nChanged 319 SP:Iteration 5F (113.859860 sec): 3 clusters Score: Raw -199758.974244 + Penalty 478.040782 = -199280.933463 nChanged 257 SP:Iteration 6Q (113.872969 sec): 3 clusters Score: Raw -199888.765229 + Penalty 478.040782 = -199410.724447 nChanged 149 SP:Iteration 7Q (113.884884 sec): 3 clusters Score: Raw -199937.393650 + Penalty 478.040782 = -199459.352869 nChanged 85 SP:Iteration 8Q (113.896765 sec): 3 clusters Score: Raw -199965.608745 + Penalty 478.040782 = -199487.567963 nChanged 79 SP:Iteration 9Q (113.908553 sec): 3 clusters Score: Raw -199986.468299 + Penalty 478.040782 = -199508.427518 nChanged 79 SP:Iteration 10Q (113.920373 sec): 3 clusters Score: Raw -200010.045641 + Penalty 478.040782 = -199532.004859 nChanged 69 SP:Iteration 11Q (113.932260 sec): 3 clusters Score: Raw -200028.201310 + Penalty 478.040782 = -199550.160528 nChanged 78 SP:Iteration 12Q (113.944087 sec): 3 clusters Score: Raw -200048.396395 + Penalty 478.040782 = -199570.355613 nChanged 61 SP:Iteration 13Q (113.955902 sec): 3 clusters Score: Raw -200060.691366 + Penalty 478.040782 = -199582.650584 nChanged 58 SP:Iteration 14Q (113.967776 sec): 3 clusters Score: Raw -200071.092581 + Penalty 478.040782 = -199593.051800 nChanged 47 SP:Iteration 15Q (113.979745 sec): 3 clusters Score: Raw -200080.476514 + Penalty 478.040782 = -199602.435733 nChanged 39 SP:Iteration 16Q (113.991559 sec): 3 clusters Score: Raw -200088.946995 + Penalty 478.040782 = -199610.906214 nChanged 45 SP:Iteration 17Q (114.003313 sec): 3 clusters Score: Raw -200100.944875 + Penalty 478.040782 = -199622.904094 nChanged 57 SP:Iteration 18Q (114.015146 sec): 3 clusters Score: Raw -200115.122752 + Penalty 478.040782 = -199637.081970 nChanged 61 SP:Iteration 19Q (114.026972 sec): 3 clusters Score: Raw -200131.940046 + Penalty 478.040782 = -199653.899264 nChanged 64 SP:Iteration 20F (114.038805 sec): 3 clusters Score: Raw -200149.961829 + Penalty 478.040782 = -199671.921048 nChanged 61 SP:Iteration 21Q (114.050820 sec): 3 clusters Score: Raw -200165.481025 + Penalty 478.040782 = -199687.440243 nChanged 63 SP:Iteration 22Q (114.062580 sec): 3 clusters Score: Raw -200182.269315 + Penalty 478.040782 = -199704.228533 nChanged 64 SP:Iteration 23Q (114.074251 sec): 3 clusters Score: Raw -200201.137161 + Penalty 478.040782 = -199723.096379 nChanged 68 SP:Iteration 24Q (114.085922 sec): 3 clusters Score: Raw -200220.329567 + Penalty 478.040782 = -199742.288786 nChanged 63 SP:Iteration 25Q (114.097609 sec): 3 clusters Score: Raw -200238.334742 + Penalty 478.040782 = -199760.293961 nChanged 54 SP:Iteration 26Q (114.109228 sec): 3 clusters Score: Raw -200250.056940 + Penalty 478.040782 = -199772.016158 nChanged 43 SP:Iteration 27Q (114.120835 sec): 3 clusters Score: Raw -200259.983658 + Penalty 478.040782 = -199781.942876 nChanged 49 SP:Iteration 28Q (114.132450 sec): 3 clusters Score: Raw -200271.559880 + Penalty 478.040782 = -199793.519098 nChanged 42 SP:Iteration 29Q (114.144029 sec): 3 clusters Score: Raw -200282.622771 + Penalty 478.040782 = -199804.581990 nChanged 37 SP:Iteration 30Q (114.155621 sec): 3 clusters Score: Raw -200293.532078 + Penalty 478.040782 = -199815.491297 nChanged 39 SP:Iteration 31Q (114.167132 sec): 3 clusters Score: Raw -200304.727480 + Penalty 478.040782 = -199826.686699 nChanged 42 SP:Iteration 32Q (114.178692 sec): 3 clusters Score: Raw -200316.421510 + Penalty 478.040782 = -199838.380729 nChanged 37 SP:Iteration 33Q (114.190225 sec): 3 clusters Score: Raw -200328.282694 + Penalty 478.040782 = -199850.241912 nChanged 35 SP:Iteration 34Q (114.201722 sec): 3 clusters Score: Raw -200336.146232 + Penalty 478.040782 = -199858.105450 nChanged 26 SP:Iteration 35Q (114.213193 sec): 3 clusters Score: Raw -200342.139180 + Penalty 478.040782 = -199864.098399 nChanged 25 SP:Iteration 36Q (114.224658 sec): 3 clusters Score: Raw -200349.151413 + Penalty 478.040782 = -199871.110632 nChanged 32 SP:Iteration 37Q (114.236125 sec): 3 clusters Score: Raw -200359.550236 + Penalty 478.040782 = -199881.509454 nChanged 29 SP:Iteration 38Q (114.247572 sec): 3 clusters Score: Raw -200371.026115 + Penalty 478.040782 = -199892.985334 nChanged 35 SP:Iteration 39Q (114.258991 sec): 3 clusters Score: Raw -200387.596354 + Penalty 478.040782 = -199909.555573 nChanged 38 SP:Iteration 40F (114.270806 sec): 3 clusters Score: Raw -200403.075338 + Penalty 478.040782 = -199925.034556 nChanged 30 SP:Iteration 41Q (114.282220 sec): 3 clusters Score: Raw -200418.987379 + Penalty 478.040782 = -199940.946597 nChanged 27 SP:Iteration 42Q (114.293609 sec): 3 clusters Score: Raw -200432.470782 + Penalty 478.040782 = -199954.430000 nChanged 34 SP:Iteration 43Q (114.304992 sec): 3 clusters Score: Raw -200453.980071 + Penalty 478.040782 = -199975.939289 nChanged 33 SP:Iteration 44Q (114.316380 sec): 3 clusters Score: Raw -200473.104985 + Penalty 478.040782 = -199995.064203 nChanged 22 SP:Iteration 45Q (114.327727 sec): 3 clusters Score: Raw -200483.087601 + Penalty 478.040782 = -200005.046820 nChanged 20 SP:Iteration 46Q (114.339034 sec): 3 clusters Score: Raw -200492.773396 + Penalty 478.040782 = -200014.732615 nChanged 16 SP:Iteration 47Q (114.351366 sec): 3 clusters Score: Raw -200501.538113 + Penalty 478.040782 = -200023.497332 nChanged 10 SP:Iteration 48Q (114.362732 sec): 3 clusters Score: Raw -200504.988747 + Penalty 478.040782 = -200026.947966 nChanged 7 SP:Iteration 49Q (114.374103 sec): 3 clusters Score: Raw -200506.578428 + Penalty 478.040782 = -200028.537647 nChanged 6 SP:Iteration 50Q (114.385450 sec): 3 clusters Score: Raw -200507.618039 + Penalty 478.040782 = -200029.577257 nChanged 4 SP:Iteration 51Q (114.396768 sec): 3 clusters Score: Raw -200508.688914 + Penalty 478.040782 = -200030.648132 nChanged 5 SP:Iteration 52Q (114.408129 sec): 3 clusters Score: Raw -200510.260208 + Penalty 478.040782 = -200032.219427 nChanged 4 SP:Iteration 53Q (114.419449 sec): 3 clusters Score: Raw -200511.422717 + Penalty 478.040782 = -200033.381936 nChanged 5 SP:Iteration 54Q (114.430838 sec): 3 clusters Score: Raw -200513.001075 + Penalty 478.040782 = -200034.960293 nChanged 4 SP:Iteration 55Q (114.442217 sec): 3 clusters Score: Raw -200514.289483 + Penalty 478.040782 = -200036.248702 nChanged 4 SP:Iteration 56Q (114.453517 sec): 3 clusters Score: Raw -200516.852009 + Penalty 478.040782 = -200038.811227 nChanged 5 SP:Iteration 57Q (114.464833 sec): 3 clusters Score: Raw -200518.246798 + Penalty 478.040782 = -200040.206017 nChanged 5 SP:Iteration 58Q (114.476130 sec): 3 clusters Score: Raw -200521.335539 + Penalty 478.040782 = -200043.294757 nChanged 6 SP:Iteration 59Q (114.487407 sec): 3 clusters Score: Raw -200523.793949 + Penalty 478.040782 = -200045.753167 nChanged 4 SP:Iteration 60F (114.499123 sec): 3 clusters Score: Raw -200525.011042 + Penalty 478.040782 = -200046.970261 nChanged 3 SP:Iteration 61Q (114.510407 sec): 3 clusters Score: Raw -200525.848046 + Penalty 478.040782 = -200047.807265 nChanged 4 SP:Iteration 62Q (114.521683 sec): 3 clusters Score: Raw -200526.547068 + Penalty 478.040782 = -200048.506286 nChanged 1 SP:Iteration 63Q (114.532956 sec): 3 clusters Score: Raw -200526.733497 + Penalty 478.040782 = -200048.692716 nChanged 1 SP:Iteration 64Q (114.544264 sec): 3 clusters Score: Raw -200526.799255 + Penalty 478.040782 = -200048.758474 nChanged 0 SP:Iteration 65F (114.556012 sec): 3 clusters Score: Raw -200526.799255 + Penalty 478.040782 = -200048.758474 nChanged 0 Trying to split cluster 6 (3880 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.568966 sec): 2 clusters Score: Raw -149217.900377 + Penalty 227.248737 = -148990.651640 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.578030 sec): 3 clusters Score: Raw -146892.791306 + Penalty 454.497474 = -146438.293832 nChanged 1749 SP:Iteration 1F (114.585885 sec): 3 clusters Score: Raw -147987.843676 + Penalty 454.497474 = -147533.346202 nChanged 324 SP:Iteration 2F (114.593750 sec): 3 clusters Score: Raw -148223.552268 + Penalty 454.497474 = -147769.054794 nChanged 348 SP:Iteration 3F (114.601652 sec): 3 clusters Score: Raw -148535.467738 + Penalty 454.497474 = -148080.970264 nChanged 321 SP:Iteration 4F (114.609486 sec): 3 clusters Score: Raw -148846.979119 + Penalty 454.497474 = -148392.481645 nChanged 209 SP:Iteration 5F (114.617300 sec): 3 clusters Score: Raw -149049.987775 + Penalty 454.497474 = -148595.490301 nChanged 103 SP:Iteration 6Q (114.625122 sec): 3 clusters Score: Raw -149148.405501 + Penalty 454.497474 = -148693.908027 nChanged 45 SP:Iteration 7Q (114.632894 sec): 3 clusters Score: Raw -149201.209410 + Penalty 454.497474 = -148746.711936 nChanged 22 SP:Iteration 8Q (114.640552 sec): 3 clusters Score: Raw -149232.381651 + Penalty 454.497474 = -148777.884177 nChanged 6 SP:Iteration 9Q (114.648035 sec): 3 clusters Score: Raw -149244.190881 + Penalty 454.497474 = -148789.693407 nChanged 2 SP:Iteration 10Q (114.655543 sec): 3 clusters Score: Raw -149250.147803 + Penalty 454.497474 = -148795.650329 nChanged 2 SP:Iteration 11Q (114.663079 sec): 3 clusters Score: Raw -149254.418994 + Penalty 454.497474 = -148799.921520 nChanged 1 SP:Iteration 12Q (114.670602 sec): 3 clusters Score: Raw -149256.391869 + Penalty 454.497474 = -148801.894395 nChanged 0 SP:Iteration 13F (114.678400 sec): 3 clusters Score: Raw -149256.391869 + Penalty 454.497474 = -148801.894395 nChanged 0 Trying to split cluster 7 (573 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.682871 sec): 2 clusters Score: Raw -18929.496736 + Penalty 174.649357 = -18754.847379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.684761 sec): 3 clusters Score: Raw -18656.008722 + Penalty 349.298714 = -18306.710007 nChanged 234 SP:Iteration 1F (114.686402 sec): 3 clusters Score: Raw -18780.686190 + Penalty 349.298714 = -18431.387476 nChanged 42 SP:Iteration 2F (114.688040 sec): 3 clusters Score: Raw -18803.958341 + Penalty 349.298714 = -18454.659626 nChanged 20 SP:Iteration 3Q (114.689692 sec): 3 clusters Score: Raw -18817.884100 + Penalty 349.298714 = -18468.585385 nChanged 15 SP:Iteration 4Q (114.691347 sec): 3 clusters Score: Raw -18832.340481 + Penalty 349.298714 = -18483.041767 nChanged 23 SP:Iteration 5Q (114.692994 sec): 3 clusters Score: Raw -18846.168020 + Penalty 349.298714 = -18496.869306 nChanged 21 SP:Iteration 6Q (114.694678 sec): 3 clusters Score: Raw -18857.880701 + Penalty 349.298714 = -18508.581987 nChanged 20 SP:Iteration 7Q (114.696320 sec): 3 clusters Score: Raw -18870.131520 + Penalty 349.298714 = -18520.832806 nChanged 18 SP:Iteration 8Q (114.697965 sec): 3 clusters Score: Raw -18879.625264 + Penalty 349.298714 = -18530.326550 nChanged 19 SP:Iteration 9Q (114.699609 sec): 3 clusters Score: Raw -18889.529004 + Penalty 349.298714 = -18540.230289 nChanged 13 SP:Iteration 10Q (114.701240 sec): 3 clusters Score: Raw -18897.980559 + Penalty 349.298714 = -18548.681845 nChanged 7 SP:Iteration 11Q (114.702877 sec): 3 clusters Score: Raw -18901.951116 + Penalty 349.298714 = -18552.652401 nChanged 10 SP:Iteration 12Q (114.704515 sec): 3 clusters Score: Raw -18912.612402 + Penalty 349.298714 = -18563.313688 nChanged 14 SP:Iteration 13Q (114.706156 sec): 3 clusters Score: Raw -18925.372677 + Penalty 349.298714 = -18576.073963 nChanged 12 SP:Iteration 14Q (114.708443 sec): 3 clusters Score: Raw -18936.862625 + Penalty 349.298714 = -18587.563911 nChanged 14 SP:Iteration 15Q (114.710122 sec): 3 clusters Score: Raw -18949.033255 + Penalty 349.298714 = -18599.734541 nChanged 14 SP:Iteration 16Q (114.711755 sec): 3 clusters Score: Raw -18957.283843 + Penalty 349.298714 = -18607.985128 nChanged 8 SP:Iteration 17Q (114.713390 sec): 3 clusters Score: Raw -18963.084694 + Penalty 349.298714 = -18613.785979 nChanged 8 SP:Iteration 18Q (114.715024 sec): 3 clusters Score: Raw -18967.762050 + Penalty 349.298714 = -18618.463335 nChanged 10 SP:Iteration 19Q (114.716657 sec): 3 clusters Score: Raw -18975.520443 + Penalty 349.298714 = -18626.221729 nChanged 11 SP:Iteration 20F (114.718283 sec): 3 clusters Score: Raw -18979.855852 + Penalty 349.298714 = -18630.557137 nChanged 7 SP:Iteration 21Q (114.719923 sec): 3 clusters Score: Raw -18983.109748 + Penalty 349.298714 = -18633.811033 nChanged 9 SP:Iteration 22Q (114.721555 sec): 3 clusters Score: Raw -18988.451869 + Penalty 349.298714 = -18639.153155 nChanged 6 SP:Iteration 23Q (114.723189 sec): 3 clusters Score: Raw -18992.021149 + Penalty 349.298714 = -18642.722434 nChanged 9 SP:Iteration 24Q (114.724813 sec): 3 clusters Score: Raw -18996.455127 + Penalty 349.298714 = -18647.156413 nChanged 7 SP:Iteration 25Q (114.727230 sec): 3 clusters Score: Raw -18999.246176 + Penalty 349.298714 = -18649.947461 nChanged 7 SP:Iteration 26Q (114.728843 sec): 3 clusters Score: Raw -19006.428394 + Penalty 349.298714 = -18657.129679 nChanged 8 SP:Iteration 27Q (114.730452 sec): 3 clusters Score: Raw -19011.357439 + Penalty 349.298714 = -18662.058724 nChanged 8 SP:Iteration 28Q (114.732063 sec): 3 clusters Score: Raw -19018.153977 + Penalty 349.298714 = -18668.855263 nChanged 4 SP:Iteration 29Q (114.733665 sec): 3 clusters Score: Raw -19021.746888 + Penalty 349.298714 = -18672.448173 nChanged 3 SP:Iteration 30Q (114.735265 sec): 3 clusters Score: Raw -19023.586572 + Penalty 349.298714 = -18674.287858 nChanged 4 SP:Iteration 31Q (114.736861 sec): 3 clusters Score: Raw -19025.988392 + Penalty 349.298714 = -18676.689677 nChanged 5 SP:Iteration 32Q (114.738446 sec): 3 clusters Score: Raw -19028.615854 + Penalty 349.298714 = -18679.317139 nChanged 3 SP:Iteration 33Q (114.740038 sec): 3 clusters Score: Raw -19029.681494 + Penalty 349.298714 = -18680.382779 nChanged 1 SP:Iteration 34Q (114.741632 sec): 3 clusters Score: Raw -19029.816225 + Penalty 349.298714 = -18680.517511 nChanged 0 SP:Iteration 35F (114.743228 sec): 3 clusters Score: Raw -19029.816225 + Penalty 349.298714 = -18680.517511 nChanged 0 Trying to split cluster 8 (653 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.747107 sec): 2 clusters Score: Raw -24092.686253 + Penalty 178.243371 = -23914.442882 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.749198 sec): 3 clusters Score: Raw -23782.129070 + Penalty 356.486742 = -23425.642328 nChanged 242 SP:Iteration 1F (114.750996 sec): 3 clusters Score: Raw -23931.377703 + Penalty 356.486742 = -23574.890961 nChanged 50 SP:Iteration 2F (114.752775 sec): 3 clusters Score: Raw -23966.646773 + Penalty 356.486742 = -23610.160031 nChanged 35 SP:Iteration 3F (114.754544 sec): 3 clusters Score: Raw -23986.667679 + Penalty 356.486742 = -23630.180937 nChanged 28 SP:Iteration 4Q (114.756335 sec): 3 clusters Score: Raw -24003.223008 + Penalty 356.486742 = -23646.736266 nChanged 21 SP:Iteration 5Q (114.758402 sec): 3 clusters Score: Raw -24015.590958 + Penalty 356.486742 = -23659.104216 nChanged 20 SP:Iteration 6Q (114.760199 sec): 3 clusters Score: Raw -24027.035931 + Penalty 356.486742 = -23670.549189 nChanged 16 SP:Iteration 7Q (114.761994 sec): 3 clusters Score: Raw -24040.078623 + Penalty 356.486742 = -23683.591881 nChanged 15 SP:Iteration 8Q (114.763789 sec): 3 clusters Score: Raw -24052.198359 + Penalty 356.486742 = -23695.711617 nChanged 21 SP:Iteration 9Q (114.765583 sec): 3 clusters Score: Raw -24070.998197 + Penalty 356.486742 = -23714.511455 nChanged 15 SP:Iteration 10Q (114.767369 sec): 3 clusters Score: Raw -24084.295549 + Penalty 356.486742 = -23727.808807 nChanged 8 SP:Iteration 11Q (114.769141 sec): 3 clusters Score: Raw -24095.411207 + Penalty 356.486742 = -23738.924465 nChanged 7 SP:Iteration 12Q (114.770915 sec): 3 clusters Score: Raw -24101.375696 + Penalty 356.486742 = -23744.888954 nChanged 9 SP:Iteration 13Q (114.772687 sec): 3 clusters Score: Raw -24106.347991 + Penalty 356.486742 = -23749.861249 nChanged 4 SP:Iteration 14Q (114.774452 sec): 3 clusters Score: Raw -24108.217108 + Penalty 356.486742 = -23751.730366 nChanged 2 SP:Iteration 15Q (114.776221 sec): 3 clusters Score: Raw -24108.594905 + Penalty 356.486742 = -23752.108163 nChanged 0 SP:Iteration 16F (114.777985 sec): 3 clusters Score: Raw -24108.594905 + Penalty 356.486742 = -23752.108163 nChanged 0 Trying to split cluster 9 (1696 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.784534 sec): 2 clusters Score: Raw -52656.428137 + Penalty 204.490765 = -52451.937372 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.788877 sec): 3 clusters Score: Raw -51640.609566 + Penalty 408.981530 = -51231.628036 nChanged 811 SP:Iteration 1F (114.792705 sec): 3 clusters Score: Raw -52224.696300 + Penalty 408.981530 = -51815.714770 nChanged 227 SP:Iteration 2F (114.796490 sec): 3 clusters Score: Raw -52472.412914 + Penalty 408.981530 = -52063.431384 nChanged 189 SP:Iteration 3F (114.800284 sec): 3 clusters Score: Raw -52684.791809 + Penalty 408.981530 = -52275.810279 nChanged 128 SP:Iteration 4F (114.804068 sec): 3 clusters Score: Raw -52818.712202 + Penalty 408.981530 = -52409.730672 nChanged 87 SP:Iteration 5F (114.807835 sec): 3 clusters Score: Raw -52936.327975 + Penalty 408.981530 = -52527.346446 nChanged 50 SP:Iteration 6Q (114.811608 sec): 3 clusters Score: Raw -53009.628655 + Penalty 408.981530 = -52600.647125 nChanged 32 SP:Iteration 7Q (114.815360 sec): 3 clusters Score: Raw -53032.373795 + Penalty 408.981530 = -52623.392266 nChanged 17 SP:Iteration 8Q (114.819108 sec): 3 clusters Score: Raw -53043.061034 + Penalty 408.981530 = -52634.079504 nChanged 10 SP:Iteration 9Q (114.822891 sec): 3 clusters Score: Raw -53045.830126 + Penalty 408.981530 = -52636.848597 nChanged 6 SP:Iteration 10Q (114.826634 sec): 3 clusters Score: Raw -53049.397187 + Penalty 408.981530 = -52640.415657 nChanged 7 SP:Iteration 11Q (114.830334 sec): 3 clusters Score: Raw -53056.663385 + Penalty 408.981530 = -52647.681855 nChanged 8 SP:Iteration 12Q (114.834062 sec): 3 clusters Score: Raw -53060.884238 + Penalty 408.981530 = -52651.902708 nChanged 3 SP:Iteration 13Q (114.837787 sec): 3 clusters Score: Raw -53064.409352 + Penalty 408.981530 = -52655.427822 nChanged 5 SP:Iteration 14Q (114.841484 sec): 3 clusters Score: Raw -53067.985661 + Penalty 408.981530 = -52659.004131 nChanged 3 SP:Iteration 15Q (114.845206 sec): 3 clusters Score: Raw -53069.986772 + Penalty 408.981530 = -52661.005242 nChanged 3 SP:Iteration 16Q (114.848886 sec): 3 clusters Score: Raw -53071.156337 + Penalty 408.981530 = -52662.174807 nChanged 1 SP:Iteration 17Q (114.852597 sec): 3 clusters Score: Raw -53071.285615 + Penalty 408.981530 = -52662.304085 nChanged 0 SP:Iteration 18F (114.856401 sec): 3 clusters Score: Raw -53071.285615 + Penalty 408.981530 = -52662.304085 nChanged 0 Score: Raw -4182439.147346 + Penalty 10652.723204 = -4171786.424142 Splitting cluster 9 changes total score from -4171693.212752 to -4171786.424142 So it's getting split into cluster 33. Trying to split cluster 10 (2860 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.937819 sec): 2 clusters Score: Raw -103747.773924 + Penalty 218.860865 = -103528.913060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.944749 sec): 3 clusters Score: Raw -102044.725040 + Penalty 437.721730 = -101607.003310 nChanged 1284 SP:Iteration 1F (115.950814 sec): 3 clusters Score: Raw -102740.951068 + Penalty 437.721730 = -102303.229338 nChanged 196 SP:Iteration 2F (115.956947 sec): 3 clusters Score: Raw -102838.522352 + Penalty 437.721730 = -102400.800623 nChanged 178 SP:Iteration 3F (115.962997 sec): 3 clusters Score: Raw -102946.288946 + Penalty 437.721730 = -102508.567216 nChanged 168 SP:Iteration 4F (115.969044 sec): 3 clusters Score: Raw -103049.852025 + Penalty 437.721730 = -102612.130295 nChanged 168 SP:Iteration 5F (115.975102 sec): 3 clusters Score: Raw -103156.176669 + Penalty 437.721730 = -102718.454939 nChanged 146 SP:Iteration 6F (115.981140 sec): 3 clusters Score: Raw -103244.348246 + Penalty 437.721730 = -102806.626517 nChanged 124 SP:Iteration 7Q (115.987231 sec): 3 clusters Score: Raw -103312.323275 + Penalty 437.721730 = -102874.601546 nChanged 106 SP:Iteration 8Q (115.993359 sec): 3 clusters Score: Raw -103373.932108 + Penalty 437.721730 = -102936.210378 nChanged 94 SP:Iteration 9Q (115.999465 sec): 3 clusters Score: Raw -103412.126521 + Penalty 437.721730 = -102974.404791 nChanged 61 SP:Iteration 10Q (116.005554 sec): 3 clusters Score: Raw -103430.394229 + Penalty 437.721730 = -102992.672499 nChanged 40 SP:Iteration 11Q (116.011600 sec): 3 clusters Score: Raw -103441.695325 + Penalty 437.721730 = -103003.973596 nChanged 28 SP:Iteration 12Q (116.017696 sec): 3 clusters Score: Raw -103447.658710 + Penalty 437.721730 = -103009.936980 nChanged 14 SP:Iteration 13Q (116.023774 sec): 3 clusters Score: Raw -103450.903153 + Penalty 437.721730 = -103013.181423 nChanged 22 SP:Iteration 14Q (116.029835 sec): 3 clusters Score: Raw -103455.376554 + Penalty 437.721730 = -103017.654824 nChanged 28 SP:Iteration 15Q (116.035914 sec): 3 clusters Score: Raw -103461.086334 + Penalty 437.721730 = -103023.364604 nChanged 24 SP:Iteration 16Q (116.041967 sec): 3 clusters Score: Raw -103467.072065 + Penalty 437.721730 = -103029.350335 nChanged 27 SP:Iteration 17Q (116.048037 sec): 3 clusters Score: Raw -103474.439966 + Penalty 437.721730 = -103036.718236 nChanged 34 SP:Iteration 18Q (116.054123 sec): 3 clusters Score: Raw -103482.193849 + Penalty 437.721730 = -103044.472119 nChanged 24 SP:Iteration 19Q (116.060186 sec): 3 clusters Score: Raw -103487.804226 + Penalty 437.721730 = -103050.082496 nChanged 24 SP:Iteration 20F (116.066128 sec): 3 clusters Score: Raw -103493.749997 + Penalty 437.721730 = -103056.028268 nChanged 22 SP:Iteration 21Q (116.072189 sec): 3 clusters Score: Raw -103498.509808 + Penalty 437.721730 = -103060.788078 nChanged 20 SP:Iteration 22Q (116.078262 sec): 3 clusters Score: Raw -103501.398716 + Penalty 437.721730 = -103063.676987 nChanged 17 SP:Iteration 23Q (116.084418 sec): 3 clusters Score: Raw -103503.434269 + Penalty 437.721730 = -103065.712539 nChanged 14 SP:Iteration 24Q (116.090481 sec): 3 clusters Score: Raw -103505.910573 + Penalty 437.721730 = -103068.188843 nChanged 13 SP:Iteration 25Q (116.096513 sec): 3 clusters Score: Raw -103509.067044 + Penalty 437.721730 = -103071.345315 nChanged 17 SP:Iteration 26Q (116.102573 sec): 3 clusters Score: Raw -103512.497374 + Penalty 437.721730 = -103074.775645 nChanged 22 SP:Iteration 27Q (116.108618 sec): 3 clusters Score: Raw -103517.557499 + Penalty 437.721730 = -103079.835769 nChanged 15 SP:Iteration 28Q (116.114687 sec): 3 clusters Score: Raw -103521.702035 + Penalty 437.721730 = -103083.980305 nChanged 19 SP:Iteration 29Q (116.120737 sec): 3 clusters Score: Raw -103526.380571 + Penalty 437.721730 = -103088.658841 nChanged 17 SP:Iteration 30Q (116.126779 sec): 3 clusters Score: Raw -103528.647460 + Penalty 437.721730 = -103090.925730 nChanged 10 SP:Iteration 31Q (116.132812 sec): 3 clusters Score: Raw -103529.923284 + Penalty 437.721730 = -103092.201555 nChanged 5 SP:Iteration 32Q (116.138852 sec): 3 clusters Score: Raw -103530.377166 + Penalty 437.721730 = -103092.655436 nChanged 7 SP:Iteration 33Q (116.144898 sec): 3 clusters Score: Raw -103531.070157 + Penalty 437.721730 = -103093.348427 nChanged 5 SP:Iteration 34Q (116.150938 sec): 3 clusters Score: Raw -103531.741364 + Penalty 437.721730 = -103094.019635 nChanged 7 SP:Iteration 35Q (116.156981 sec): 3 clusters Score: Raw -103532.427919 + Penalty 437.721730 = -103094.706190 nChanged 5 SP:Iteration 36Q (116.163005 sec): 3 clusters Score: Raw -103533.202988 + Penalty 437.721730 = -103095.481258 nChanged 6 SP:Iteration 37Q (116.169036 sec): 3 clusters Score: Raw -103533.881981 + Penalty 437.721730 = -103096.160251 nChanged 8 SP:Iteration 38Q (116.175077 sec): 3 clusters Score: Raw -103534.408594 + Penalty 437.721730 = -103096.686864 nChanged 5 SP:Iteration 39Q (116.181116 sec): 3 clusters Score: Raw -103535.136275 + Penalty 437.721730 = -103097.414545 nChanged 7 SP:Iteration 40F (116.187181 sec): 3 clusters Score: Raw -103536.242112 + Penalty 437.721730 = -103098.520383 nChanged 7 SP:Iteration 41Q (116.193573 sec): 3 clusters Score: Raw -103537.435379 + Penalty 437.721730 = -103099.713649 nChanged 8 SP:Iteration 42Q (116.199627 sec): 3 clusters Score: Raw -103538.253219 + Penalty 437.721730 = -103100.531489 nChanged 6 SP:Iteration 43Q (116.205666 sec): 3 clusters Score: Raw -103538.958860 + Penalty 437.721730 = -103101.237130 nChanged 6 SP:Iteration 44Q (116.211739 sec): 3 clusters Score: Raw -103539.557114 + Penalty 437.721730 = -103101.835384 nChanged 4 SP:Iteration 45Q (116.217796 sec): 3 clusters Score: Raw -103540.050392 + Penalty 437.721730 = -103102.328662 nChanged 8 SP:Iteration 46Q (116.223831 sec): 3 clusters Score: Raw -103541.123102 + Penalty 437.721730 = -103103.401372 nChanged 5 SP:Iteration 47Q (116.229851 sec): 3 clusters Score: Raw -103541.401561 + Penalty 437.721730 = -103103.679831 nChanged 2 SP:Iteration 48Q (116.235814 sec): 3 clusters Score: Raw -103541.462120 + Penalty 437.721730 = -103103.740390 nChanged 1 SP:Iteration 49Q (116.241867 sec): 3 clusters Score: Raw -103541.492725 + Penalty 437.721730 = -103103.770995 nChanged 0 SP:Iteration 50F (116.247894 sec): 3 clusters Score: Raw -103541.492725 + Penalty 437.721730 = -103103.770995 nChanged 0 Trying to split cluster 11 (1063 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (116.253150 sec): 2 clusters Score: Raw -29110.337420 + Penalty 191.643385 = -28918.694035 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (116.256225 sec): 3 clusters Score: Raw -28543.026173 + Penalty 383.286771 = -28159.739402 nChanged 444 SP:Iteration 1F (116.258919 sec): 3 clusters Score: Raw -28841.639095 + Penalty 383.286771 = -28458.352324 nChanged 115 SP:Iteration 2F (116.261571 sec): 3 clusters Score: Raw -28927.800639 + Penalty 383.286771 = -28544.513868 nChanged 70 SP:Iteration 3F (116.264259 sec): 3 clusters Score: Raw -28978.132916 + Penalty 383.286771 = -28594.846145 nChanged 55 SP:Iteration 4F (116.266926 sec): 3 clusters Score: Raw -29021.132510 + Penalty 383.286771 = -28637.845739 nChanged 47 SP:Iteration 5Q (116.269587 sec): 3 clusters Score: Raw -29057.874998 + Penalty 383.286771 = -28674.588227 nChanged 49 SP:Iteration 6Q (116.272277 sec): 3 clusters Score: Raw -29100.899491 + Penalty 383.286771 = -28717.612720 nChanged 34 SP:Iteration 7Q (116.274951 sec): 3 clusters Score: Raw -29127.837638 + Penalty 383.286771 = -28744.550868 nChanged 23 SP:Iteration 8Q (116.277642 sec): 3 clusters Score: Raw -29143.107840 + Penalty 383.286771 = -28759.821069 nChanged 15 SP:Iteration 9Q (116.280309 sec): 3 clusters Score: Raw -29150.556606 + Penalty 383.286771 = -28767.269835 nChanged 10 SP:Iteration 10Q (116.282980 sec): 3 clusters Score: Raw -29153.873142 + Penalty 383.286771 = -28770.586371 nChanged 6 SP:Iteration 11Q (116.285620 sec): 3 clusters Score: Raw -29156.108769 + Penalty 383.286771 = -28772.821998 nChanged 8 SP:Iteration 12Q (116.288262 sec): 3 clusters Score: Raw -29159.115833 + Penalty 383.286771 = -28775.829062 nChanged 6 SP:Iteration 13Q (116.290913 sec): 3 clusters Score: Raw -29162.305708 + Penalty 383.286771 = -28779.018937 nChanged 8 SP:Iteration 14Q (116.293583 sec): 3 clusters Score: Raw -29166.590448 + Penalty 383.286771 = -28783.303677 nChanged 9 SP:Iteration 15Q (116.296228 sec): 3 clusters Score: Raw -29171.445327 + Penalty 383.286771 = -28788.158557 nChanged 9 SP:Iteration 16Q (116.298886 sec): 3 clusters Score: Raw -29179.226332 + Penalty 383.286771 = -28795.939561 nChanged 9 SP:Iteration 17Q (116.301535 sec): 3 clusters Score: Raw -29185.946473 + Penalty 383.286771 = -28802.659703 nChanged 13 SP:Iteration 18Q (116.304194 sec): 3 clusters Score: Raw -29197.333321 + Penalty 383.286771 = -28814.046550 nChanged 9 SP:Iteration 19Q (116.306836 sec): 3 clusters Score: Raw -29205.916574 + Penalty 383.286771 = -28822.629803 nChanged 6 SP:Iteration 20F (116.309467 sec): 3 clusters Score: Raw -29211.924442 + Penalty 383.286771 = -28828.637672 nChanged 4 SP:Iteration 21Q (116.312090 sec): 3 clusters Score: Raw -29215.562649 + Penalty 383.286771 = -28832.275878 nChanged 3 SP:Iteration 22Q (116.314682 sec): 3 clusters Score: Raw -29218.862414 + Penalty 383.286771 = -28835.575643 nChanged 5 SP:Iteration 23Q (116.317308 sec): 3 clusters Score: Raw -29221.398796 + Penalty 383.286771 = -28838.112026 nChanged 8 SP:Iteration 24Q (116.319955 sec): 3 clusters Score: Raw -29225.217963 + Penalty 383.286771 = -28841.931192 nChanged 4 SP:Iteration 25Q (116.322592 sec): 3 clusters Score: Raw -29227.711326 + Penalty 383.286771 = -28844.424556 nChanged 6 SP:Iteration 26Q (116.325221 sec): 3 clusters Score: Raw -29232.049836 + Penalty 383.286771 = -28848.763065 nChanged 5 SP:Iteration 27Q (116.327837 sec): 3 clusters Score: Raw -29233.667009 + Penalty 383.286771 = -28850.380238 nChanged 1 SP:Iteration 28Q (116.330440 sec): 3 clusters Score: Raw -29234.228791 + Penalty 383.286771 = -28850.942020 nChanged 0 SP:Iteration 29F (116.333105 sec): 3 clusters Score: Raw -29234.228791 + Penalty 383.286771 = -28850.942020 nChanged 0 Trying to split cluster 12 (3331 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (116.343540 sec): 2 clusters Score: Raw -107143.022564 + Penalty 223.053266 = -106919.969298 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (116.351532 sec): 3 clusters Score: Raw -105148.566330 + Penalty 446.106531 = -104702.459799 nChanged 1472 SP:Iteration 1F (116.358466 sec): 3 clusters Score: Raw -106065.740841 + Penalty 446.106531 = -105619.634310 nChanged 259 SP:Iteration 2F (116.365439 sec): 3 clusters Score: Raw -106202.643219 + Penalty 446.106531 = -105756.536688 nChanged 218 SP:Iteration 3F (116.372413 sec): 3 clusters Score: Raw -106308.347364 + Penalty 446.106531 = -105862.240833 nChanged 206 SP:Iteration 4F (116.379372 sec): 3 clusters Score: Raw -106415.133482 + Penalty 446.106531 = -105969.026951 nChanged 188 SP:Iteration 5F (116.386291 sec): 3 clusters Score: Raw -106528.667125 + Penalty 446.106531 = -106082.560594 nChanged 185 SP:Iteration 6F (116.393193 sec): 3 clusters Score: Raw -106649.687772 + Penalty 446.106531 = -106203.581240 nChanged 179 SP:Iteration 7F (116.400053 sec): 3 clusters Score: Raw -106768.516834 + Penalty 446.106531 = -106322.410303 nChanged 132 SP:Iteration 8Q (116.407023 sec): 3 clusters Score: Raw -106850.195874 + Penalty 446.106531 = -106404.089343 nChanged 103 SP:Iteration 9Q (116.413972 sec): 3 clusters Score: Raw -106922.520789 + Penalty 446.106531 = -106476.414258 nChanged 70 SP:Iteration 10Q (116.420909 sec): 3 clusters Score: Raw -106972.773698 + Penalty 446.106531 = -106526.667167 nChanged 73 SP:Iteration 11Q (116.427827 sec): 3 clusters Score: Raw -107069.183038 + Penalty 446.106531 = -106623.076507 nChanged 42 SP:Iteration 12Q (116.434724 sec): 3 clusters Score: Raw -107160.564941 + Penalty 446.106531 = -106714.458410 nChanged 27 SP:Iteration 13Q (116.441455 sec): 3 clusters Score: Raw -107221.487713 + Penalty 446.106531 = -106775.381181 nChanged 14 SP:Iteration 14Q (116.448084 sec): 3 clusters Score: Raw -107254.091233 + Penalty 446.106531 = -106807.984702 nChanged 12 SP:Iteration 15Q (116.454705 sec): 3 clusters Score: Raw -107265.905295 + Penalty 446.106531 = -106819.798763 nChanged 10 SP:Iteration 16Q (116.461271 sec): 3 clusters Score: Raw -107268.169144 + Penalty 446.106531 = -106822.062613 nChanged 1 SP:Iteration 17Q (116.467896 sec): 3 clusters Score: Raw -107268.362626 + Penalty 446.106531 = -106822.256095 nChanged 1 SP:Iteration 18Q (116.474503 sec): 3 clusters Score: Raw -107268.458332 + Penalty 446.106531 = -106822.351801 nChanged 1 SP:Iteration 19Q (116.481105 sec): 3 clusters Score: Raw -107268.596341 + Penalty 446.106531 = -106822.489810 nChanged 0 SP:Iteration 20F (116.487967 sec): 3 clusters Score: Raw -107268.596341 + Penalty 446.106531 = -106822.489810 nChanged 0 Trying to split cluster 13 (1025 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (116.493303 sec): 2 clusters Score: Raw -35961.110245 + Penalty 190.642317 = -35770.467928 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (116.496222 sec): 3 clusters Score: Raw -35389.539019 + Penalty 381.284634 = -35008.254385 nChanged 448 SP:Iteration 1F (116.498778 sec): 3 clusters Score: Raw -35688.884172 + Penalty 381.284634 = -35307.599538 nChanged 115 SP:Iteration 2F (116.501303 sec): 3 clusters Score: Raw -35786.059061 + Penalty 381.284634 = -35404.774427 nChanged 78 SP:Iteration 3F (116.503828 sec): 3 clusters Score: Raw -35839.704588 + Penalty 381.284634 = -35458.419954 nChanged 46 SP:Iteration 4Q (116.506355 sec): 3 clusters Score: Raw -35872.476981 + Penalty 381.284634 = -35491.192346 nChanged 42 SP:Iteration 5Q (116.508970 sec): 3 clusters Score: Raw -35899.031667 + Penalty 381.284634 = -35517.747033 nChanged 29 SP:Iteration 6Q (116.511511 sec): 3 clusters Score: Raw -35918.372680 + Penalty 381.284634 = -35537.088046 nChanged 21 SP:Iteration 7Q (116.514032 sec): 3 clusters Score: Raw -35930.891962 + Penalty 381.284634 = -35549.607328 nChanged 22 SP:Iteration 8Q (116.516572 sec): 3 clusters Score: Raw -35942.140721 + Penalty 381.284634 = -35560.856087 nChanged 19 SP:Iteration 9Q (116.519086 sec): 3 clusters Score: Raw -35952.126298 + Penalty 381.284634 = -35570.841664 nChanged 15 SP:Iteration 10Q (116.521603 sec): 3 clusters Score: Raw -35961.040107 + Penalty 381.284634 = -35579.755473 nChanged 14 SP:Iteration 11Q (116.524118 sec): 3 clusters Score: Raw -35967.555519 + Penalty 381.284634 = -35586.270885 nChanged 7 SP:Iteration 12Q (116.526628 sec): 3 clusters Score: Raw -35972.844560 + Penalty 381.284634 = -35591.559926 nChanged 3 SP:Iteration 13Q (116.529184 sec): 3 clusters Score: Raw -35973.763409 + Penalty 381.284634 = -35592.478775 nChanged 2 SP:Iteration 14Q (116.531689 sec): 3 clusters Score: Raw -35974.090169 + Penalty 381.284634 = -35592.805535 nChanged 0 SP:Iteration 15F (116.534202 sec): 3 clusters Score: Raw -35974.090169 + Penalty 381.284634 = -35592.805535 nChanged 0 Trying to split cluster 14 (1165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (116.539423 sec): 2 clusters Score: Raw -43129.903906 + Penalty 194.163100 = -42935.740806 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (116.542634 sec): 3 clusters Score: Raw -42517.455319 + Penalty 388.326200 = -42129.129119 nChanged 481 SP:Iteration 1F (116.545477 sec): 3 clusters Score: Raw -42793.058479 + Penalty 388.326200 = -42404.732278 nChanged 68 SP:Iteration 2F (116.548295 sec): 3 clusters Score: Raw -42817.658431 + Penalty 388.326200 = -42429.332231 nChanged 44 SP:Iteration 3Q (116.551121 sec): 3 clusters Score: Raw -42840.071172 + Penalty 388.326200 = -42451.744972 nChanged 48 SP:Iteration 4Q (116.553956 sec): 3 clusters Score: Raw -42862.060608 + Penalty 388.326200 = -42473.734408 nChanged 51 SP:Iteration 5Q (116.556786 sec): 3 clusters Score: Raw -42890.958687 + Penalty 388.326200 = -42502.632487 nChanged 48 SP:Iteration 6Q (116.559626 sec): 3 clusters Score: Raw -42917.950499 + Penalty 388.326200 = -42529.624299 nChanged 39 SP:Iteration 7Q (116.562449 sec): 3 clusters Score: Raw -42933.729880 + Penalty 388.326200 = -42545.403680 nChanged 29 SP:Iteration 8Q (116.565262 sec): 3 clusters Score: Raw -42946.787223 + Penalty 388.326200 = -42558.461022 nChanged 39 SP:Iteration 9Q (116.568058 sec): 3 clusters Score: Raw -42964.983372 + Penalty 388.326200 = -42576.657172 nChanged 34 SP:Iteration 10Q (116.570858 sec): 3 clusters Score: Raw -42980.556696 + Penalty 388.326200 = -42592.230495 nChanged 30 SP:Iteration 11Q (116.573676 sec): 3 clusters Score: Raw -43000.226302 + Penalty 388.326200 = -42611.900102 nChanged 36 SP:Iteration 12Q (116.576475 sec): 3 clusters Score: Raw -43028.497051 + Penalty 388.326200 = -42640.170851 nChanged 35 SP:Iteration 13Q (116.579268 sec): 3 clusters Score: Raw -43055.265139 + Penalty 388.326200 = -42666.938939 nChanged 28 SP:Iteration 14Q (116.582058 sec): 3 clusters Score: Raw -43073.637655 + Penalty 388.326200 = -42685.311455 nChanged 24 SP:Iteration 15Q (116.584822 sec): 3 clusters Score: Raw -43088.860228 + Penalty 388.326200 = -42700.534028 nChanged 15 SP:Iteration 16Q (116.587592 sec): 3 clusters Score: Raw -43094.271422 + Penalty 388.326200 = -42705.945222 nChanged 8 SP:Iteration 17Q (116.590360 sec): 3 clusters Score: Raw -43097.098180 + Penalty 388.326200 = -42708.771980 nChanged 8 SP:Iteration 18Q (116.593171 sec): 3 clusters Score: Raw -43101.068978 + Penalty 388.326200 = -42712.742778 nChanged 10 SP:Iteration 19Q (116.595891 sec): 3 clusters Score: Raw -43109.579904 + Penalty 388.326200 = -42721.253704 nChanged 8 SP:Iteration 20F (116.598662 sec): 3 clusters Score: Raw -43114.043085 + Penalty 388.326200 = -42725.716885 nChanged 7 SP:Iteration 21Q (116.601419 sec): 3 clusters Score: Raw -43117.333676 + Penalty 388.326200 = -42729.007476 nChanged 6 SP:Iteration 22Q (116.604168 sec): 3 clusters Score: Raw -43119.119651 + Penalty 388.326200 = -42730.793451 nChanged 4 SP:Iteration 23Q (116.606928 sec): 3 clusters Score: Raw -43120.298565 + Penalty 388.326200 = -42731.972365 nChanged 2 SP:Iteration 24Q (116.609684 sec): 3 clusters Score: Raw -43120.507646 + Penalty 388.326200 = -42732.181446 nChanged 1 SP:Iteration 25Q (116.612452 sec): 3 clusters Score: Raw -43120.679853 + Penalty 388.326200 = -42732.353653 nChanged 0 SP:Iteration 26F (116.615256 sec): 3 clusters Score: Raw -43120.679853 + Penalty 388.326200 = -42732.353653 nChanged 0 Trying to split cluster 15 (1996 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (116.625147 sec): 2 clusters Score: Raw -70823.697337 + Penalty 208.969763 = -70614.727574 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (116.630525 sec): 3 clusters Score: Raw -69658.168954 + Penalty 417.939525 = -69240.229429 nChanged 892 SP:Iteration 1F (116.634908 sec): 3 clusters Score: Raw -70218.710361 + Penalty 417.939525 = -69800.770836 nChanged 164 SP:Iteration 2F (116.639278 sec): 3 clusters Score: Raw -70319.939066 + Penalty 417.939525 = -69901.999541 nChanged 119 SP:Iteration 3F (116.643618 sec): 3 clusters Score: Raw -70405.900156 + Penalty 417.939525 = -69987.960631 nChanged 112 SP:Iteration 4F (116.647994 sec): 3 clusters Score: Raw -70494.673169 + Penalty 417.939525 = -70076.733644 nChanged 98 SP:Iteration 5Q (116.652401 sec): 3 clusters Score: Raw -70585.782323 + Penalty 417.939525 = -70167.842798 nChanged 73 SP:Iteration 6Q (116.656810 sec): 3 clusters Score: Raw -70667.527403 + Penalty 417.939525 = -70249.587878 nChanged 52 SP:Iteration 7Q (116.661162 sec): 3 clusters Score: Raw -70719.990728 + Penalty 417.939525 = -70302.051203 nChanged 40 SP:Iteration 8Q (116.665487 sec): 3 clusters Score: Raw -70754.751559 + Penalty 417.939525 = -70336.812034 nChanged 28 SP:Iteration 9Q (116.669900 sec): 3 clusters Score: Raw -70776.772145 + Penalty 417.939525 = -70358.832620 nChanged 22 SP:Iteration 10Q (116.674220 sec): 3 clusters Score: Raw -70792.561579 + Penalty 417.939525 = -70374.622054 nChanged 19 SP:Iteration 11Q (116.678515 sec): 3 clusters Score: Raw -70811.519018 + Penalty 417.939525 = -70393.579493 nChanged 9 SP:Iteration 12Q (116.682807 sec): 3 clusters Score: Raw -70820.089509 + Penalty 417.939525 = -70402.149984 nChanged 5 SP:Iteration 13Q (116.687105 sec): 3 clusters Score: Raw -70821.284676 + Penalty 417.939525 = -70403.345151 nChanged 3 SP:Iteration 14Q (116.691395 sec): 3 clusters Score: Raw -70822.756158 + Penalty 417.939525 = -70404.816633 nChanged 1 SP:Iteration 15Q (116.695666 sec): 3 clusters Score: Raw -70823.553043 + Penalty 417.939525 = -70405.613518 nChanged 2 SP:Iteration 16Q (116.699942 sec): 3 clusters Score: Raw -70824.784348 + Penalty 417.939525 = -70406.844823 nChanged 6 SP:Iteration 17Q (116.704224 sec): 3 clusters Score: Raw -70828.594794 + Penalty 417.939525 = -70410.655269 nChanged 5 SP:Iteration 18Q (116.708490 sec): 3 clusters Score: Raw -70832.096849 + Penalty 417.939525 = -70414.157324 nChanged 5 SP:Iteration 19Q (116.712775 sec): 3 clusters Score: Raw -70834.077812 + Penalty 417.939525 = -70416.138287 nChanged 6 SP:Iteration 20F (116.717134 sec): 3 clusters Score: Raw -70836.588953 + Penalty 417.939525 = -70418.649427 nChanged 8 SP:Iteration 21Q (116.721457 sec): 3 clusters Score: Raw -70839.283645 + Penalty 417.939525 = -70421.344120 nChanged 5 SP:Iteration 22Q (116.725709 sec): 3 clusters Score: Raw -70843.090549 + Penalty 417.939525 = -70425.151024 nChanged 4 SP:Iteration 23Q (116.729986 sec): 3 clusters Score: Raw -70845.061774 + Penalty 417.939525 = -70427.122249 nChanged 4 SP:Iteration 24Q (116.734265 sec): 3 clusters Score: Raw -70847.292660 + Penalty 417.939525 = -70429.353135 nChanged 5 SP:Iteration 25Q (116.738545 sec): 3 clusters Score: Raw -70850.925653 + Penalty 417.939525 = -70432.986128 nChanged 3 SP:Iteration 26Q (116.742826 sec): 3 clusters Score: Raw -70852.375890 + Penalty 417.939525 = -70434.436365 nChanged 1 SP:Iteration 27Q (116.747109 sec): 3 clusters Score: Raw -70854.118069 + Penalty 417.939525 = -70436.178544 nChanged 2 SP:Iteration 28Q (116.751400 sec): 3 clusters Score: Raw -70856.892552 + Penalty 417.939525 = -70438.953027 nChanged 4 SP:Iteration 29Q (116.755694 sec): 3 clusters Score: Raw -70858.854819 + Penalty 417.939525 = -70440.915294 nChanged 2 SP:Iteration 30Q (116.759972 sec): 3 clusters Score: Raw -70860.571626 + Penalty 417.939525 = -70442.632101 nChanged 1 SP:Iteration 31Q (116.764255 sec): 3 clusters Score: Raw -70860.949875 + Penalty 417.939525 = -70443.010350 nChanged 1 SP:Iteration 32Q (116.768522 sec): 3 clusters Score: Raw -70861.586021 + Penalty 417.939525 = -70443.646496 nChanged 1 SP:Iteration 33Q (116.772798 sec): 3 clusters Score: Raw -70862.921409 + Penalty 417.939525 = -70444.981884 nChanged 1 SP:Iteration 34Q (116.777069 sec): 3 clusters Score: Raw -70863.277811 + Penalty 417.939525 = -70445.338285 nChanged 2 SP:Iteration 35Q (116.781332 sec): 3 clusters Score: Raw -70865.686329 + Penalty 417.939525 = -70447.746804 nChanged 4 SP:Iteration 36Q (116.785609 sec): 3 clusters Score: Raw -70867.597244 + Penalty 417.939525 = -70449.657719 nChanged 3 SP:Iteration 37Q (116.789872 sec): 3 clusters Score: Raw -70869.331378 + Penalty 417.939525 = -70451.391853 nChanged 2 SP:Iteration 38Q (116.794139 sec): 3 clusters Score: Raw -70871.213190 + Penalty 417.939525 = -70453.273665 nChanged 2 SP:Iteration 39Q (116.798399 sec): 3 clusters Score: Raw -70872.990117 + Penalty 417.939525 = -70455.050592 nChanged 0 SP:Iteration 40F (116.802730 sec): 3 clusters Score: Raw -70872.990117 + Penalty 417.939525 = -70455.050592 nChanged 0 Trying to split cluster 16 (1902 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (116.809499 sec): 2 clusters Score: Raw -59504.579263 + Penalty 207.643184 = -59296.936079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (116.814339 sec): 3 clusters Score: Raw -58392.408032 + Penalty 415.286368 = -57977.121663 nChanged 835 SP:Iteration 1F (116.818531 sec): 3 clusters Score: Raw -59054.978123 + Penalty 415.286368 = -58639.691755 nChanged 271 SP:Iteration 2F (116.822719 sec): 3 clusters Score: Raw -59384.430103 + Penalty 415.286368 = -58969.143734 nChanged 175 SP:Iteration 3F (116.826912 sec): 3 clusters Score: Raw -59574.769686 + Penalty 415.286368 = -59159.483317 nChanged 107 SP:Iteration 4F (116.831082 sec): 3 clusters Score: Raw -59650.364290 + Penalty 415.286368 = -59235.077921 nChanged 53 SP:Iteration 5Q (116.835299 sec): 3 clusters Score: Raw -59677.844098 + Penalty 415.286368 = -59262.557730 nChanged 31 SP:Iteration 6Q (116.839556 sec): 3 clusters Score: Raw -59690.728702 + Penalty 415.286368 = -59275.442333 nChanged 26 SP:Iteration 7Q (116.843795 sec): 3 clusters Score: Raw -59703.123116 + Penalty 415.286368 = -59287.836748 nChanged 21 SP:Iteration 8Q (116.848027 sec): 3 clusters Score: Raw -59711.928481 + Penalty 415.286368 = -59296.642112 nChanged 26 SP:Iteration 9Q (116.852249 sec): 3 clusters Score: Raw -59727.199535 + Penalty 415.286368 = -59311.913166 nChanged 35 SP:Iteration 10Q (116.856474 sec): 3 clusters Score: Raw -59748.585479 + Penalty 415.286368 = -59333.299111 nChanged 39 SP:Iteration 11Q (116.860685 sec): 3 clusters Score: Raw -59769.238613 + Penalty 415.286368 = -59353.952245 nChanged 29 SP:Iteration 12Q (116.864908 sec): 3 clusters Score: Raw -59783.438391 + Penalty 415.286368 = -59368.152023 nChanged 24 SP:Iteration 13Q (116.869095 sec): 3 clusters Score: Raw -59793.613542 + Penalty 415.286368 = -59378.327173 nChanged 18 SP:Iteration 14Q (116.873322 sec): 3 clusters Score: Raw -59798.105734 + Penalty 415.286368 = -59382.819366 nChanged 13 SP:Iteration 15Q (116.877523 sec): 3 clusters Score: Raw -59801.822893 + Penalty 415.286368 = -59386.536524 nChanged 17 SP:Iteration 16Q (116.881767 sec): 3 clusters Score: Raw -59805.784435 + Penalty 415.286368 = -59390.498067 nChanged 13 SP:Iteration 17Q (116.885965 sec): 3 clusters Score: Raw -59808.915506 + Penalty 415.286368 = -59393.629138 nChanged 12 SP:Iteration 18Q (116.890167 sec): 3 clusters Score: Raw -59811.327245 + Penalty 415.286368 = -59396.040876 nChanged 6 SP:Iteration 19Q (116.894361 sec): 3 clusters Score: Raw -59812.176114 + Penalty 415.286368 = -59396.889745 nChanged 3 SP:Iteration 20F (116.898510 sec): 3 clusters Score: Raw -59812.468814 + Penalty 415.286368 = -59397.182445 nChanged 2 SP:Iteration 21Q (116.902704 sec): 3 clusters Score: Raw -59812.641986 + Penalty 415.286368 = -59397.355618 nChanged 3 SP:Iteration 22Q (116.906899 sec): 3 clusters Score: Raw -59812.922496 + Penalty 415.286368 = -59397.636128 nChanged 2 SP:Iteration 23Q (116.911122 sec): 3 clusters Score: Raw -59813.020496 + Penalty 415.286368 = -59397.734127 nChanged 0 SP:Iteration 24F (116.915299 sec): 3 clusters Score: Raw -59813.020496 + Penalty 415.286368 = -59397.734127 nChanged 0 Score: Raw -4182747.588579 + Penalty 10975.532998 = -4171772.055580 Splitting cluster 16 changes total score from -4171693.212752 to -4171772.055580 So it's getting split into cluster 34. Trying to split cluster 17 (18307 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.040119 sec): 2 clusters Score: Raw -669232.575824 + Penalty 269.913566 = -668962.662258 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.112206 sec): 3 clusters Score: Raw -657275.572393 + Penalty 539.827133 = -656735.745260 nChanged 8767 SP:Iteration 1F (118.131347 sec): 3 clusters Score: Raw -663041.154994 + Penalty 539.827133 = -662501.327861 nChanged 1231 SP:Iteration 2F (118.155556 sec): 3 clusters Score: Raw -663698.756894 + Penalty 539.827133 = -663158.929761 nChanged 1281 SP:Iteration 3F (118.179829 sec): 3 clusters Score: Raw -664563.625944 + Penalty 539.827133 = -664023.798811 nChanged 1309 SP:Iteration 4F (118.204093 sec): 3 clusters Score: Raw -665490.755570 + Penalty 539.827133 = -664950.928437 nChanged 1184 SP:Iteration 5F (118.228520 sec): 3 clusters Score: Raw -666269.219330 + Penalty 539.827133 = -665729.392197 nChanged 977 SP:Iteration 6F (118.252789 sec): 3 clusters Score: Raw -666928.427016 + Penalty 539.827133 = -666388.599883 nChanged 840 SP:Iteration 7Q (118.277709 sec): 3 clusters Score: Raw -667519.425865 + Penalty 539.827133 = -666979.598732 nChanged 706 SP:Iteration 8Q (118.303271 sec): 3 clusters Score: Raw -668027.978011 + Penalty 539.827133 = -667488.150878 nChanged 578 SP:Iteration 9Q (118.328008 sec): 3 clusters Score: Raw -668476.568411 + Penalty 539.827133 = -667936.741278 nChanged 398 SP:Iteration 10Q (118.352675 sec): 3 clusters Score: Raw -668812.066001 + Penalty 539.827133 = -668272.238868 nChanged 252 SP:Iteration 11Q (118.376958 sec): 3 clusters Score: Raw -669036.538591 + Penalty 539.827133 = -668496.711458 nChanged 151 SP:Iteration 12Q (118.401132 sec): 3 clusters Score: Raw -669183.355552 + Penalty 539.827133 = -668643.528419 nChanged 82 SP:Iteration 13Q (118.425493 sec): 3 clusters Score: Raw -669257.782903 + Penalty 539.827133 = -668717.955770 nChanged 67 SP:Iteration 14Q (118.449413 sec): 3 clusters Score: Raw -669302.052812 + Penalty 539.827133 = -668762.225679 nChanged 41 SP:Iteration 15Q (118.473000 sec): 3 clusters Score: Raw -669322.761420 + Penalty 539.827133 = -668782.934287 nChanged 28 SP:Iteration 16Q (118.496912 sec): 3 clusters Score: Raw -669337.461638 + Penalty 539.827133 = -668797.634505 nChanged 25 SP:Iteration 17Q (118.520656 sec): 3 clusters Score: Raw -669346.201661 + Penalty 539.827133 = -668806.374528 nChanged 20 SP:Iteration 18Q (118.544421 sec): 3 clusters Score: Raw -669352.826656 + Penalty 539.827133 = -668812.999523 nChanged 17 SP:Iteration 19Q (118.568165 sec): 3 clusters Score: Raw -669357.324891 + Penalty 539.827133 = -668817.497758 nChanged 12 SP:Iteration 20F (118.592583 sec): 3 clusters Score: Raw -669361.390745 + Penalty 539.827133 = -668821.563612 nChanged 5 SP:Iteration 21Q (118.616410 sec): 3 clusters Score: Raw -669362.539973 + Penalty 539.827133 = -668822.712840 nChanged 4 SP:Iteration 22Q (118.640067 sec): 3 clusters Score: Raw -669363.115843 + Penalty 539.827133 = -668823.288710 nChanged 4 SP:Iteration 23Q (118.663748 sec): 3 clusters Score: Raw -669363.659596 + Penalty 539.827133 = -668823.832463 nChanged 3 SP:Iteration 24Q (118.687538 sec): 3 clusters Score: Raw -669364.035596 + Penalty 539.827133 = -668824.208463 nChanged 0 SP:Iteration 25F (118.711859 sec): 3 clusters Score: Raw -669364.035596 + Penalty 539.827133 = -668824.208463 nChanged 0 Trying to split cluster 18 (635 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.722016 sec): 2 clusters Score: Raw -20731.344789 + Penalty 177.474687 = -20553.870102 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.724074 sec): 3 clusters Score: Raw -20417.530511 + Penalty 354.949375 = -20062.581136 nChanged 247 SP:Iteration 1F (118.725836 sec): 3 clusters Score: Raw -20620.345502 + Penalty 354.949375 = -20265.396127 nChanged 60 SP:Iteration 2F (118.727595 sec): 3 clusters Score: Raw -20668.774293 + Penalty 354.949375 = -20313.824918 nChanged 35 SP:Iteration 3F (118.729328 sec): 3 clusters Score: Raw -20688.527482 + Penalty 354.949375 = -20333.578107 nChanged 19 SP:Iteration 4Q (118.731360 sec): 3 clusters Score: Raw -20706.821719 + Penalty 354.949375 = -20351.872344 nChanged 16 SP:Iteration 5Q (118.733111 sec): 3 clusters Score: Raw -20723.885063 + Penalty 354.949375 = -20368.935688 nChanged 17 SP:Iteration 6Q (118.734845 sec): 3 clusters Score: Raw -20733.282054 + Penalty 354.949375 = -20378.332679 nChanged 8 SP:Iteration 7Q (118.736578 sec): 3 clusters Score: Raw -20738.839012 + Penalty 354.949375 = -20383.889637 nChanged 11 SP:Iteration 8Q (118.738306 sec): 3 clusters Score: Raw -20745.883392 + Penalty 354.949375 = -20390.934017 nChanged 12 SP:Iteration 9Q (118.740028 sec): 3 clusters Score: Raw -20753.522964 + Penalty 354.949375 = -20398.573589 nChanged 10 SP:Iteration 10Q (118.741753 sec): 3 clusters Score: Raw -20763.375074 + Penalty 354.949375 = -20408.425699 nChanged 13 SP:Iteration 11Q (118.743483 sec): 3 clusters Score: Raw -20773.433366 + Penalty 354.949375 = -20418.483991 nChanged 7 SP:Iteration 12Q (118.745212 sec): 3 clusters Score: Raw -20777.969807 + Penalty 354.949375 = -20423.020432 nChanged 8 SP:Iteration 13Q (118.746939 sec): 3 clusters Score: Raw -20782.775421 + Penalty 354.949375 = -20427.826046 nChanged 10 SP:Iteration 14Q (118.748664 sec): 3 clusters Score: Raw -20787.817688 + Penalty 354.949375 = -20432.868313 nChanged 9 SP:Iteration 15Q (118.750386 sec): 3 clusters Score: Raw -20792.204908 + Penalty 354.949375 = -20437.255534 nChanged 5 SP:Iteration 16Q (118.752125 sec): 3 clusters Score: Raw -20795.277876 + Penalty 354.949375 = -20440.328502 nChanged 6 SP:Iteration 17Q (118.753847 sec): 3 clusters Score: Raw -20797.627794 + Penalty 354.949375 = -20442.678419 nChanged 5 SP:Iteration 18Q (118.755565 sec): 3 clusters Score: Raw -20800.355310 + Penalty 354.949375 = -20445.405936 nChanged 4 SP:Iteration 19Q (118.757284 sec): 3 clusters Score: Raw -20802.131581 + Penalty 354.949375 = -20447.182206 nChanged 1 SP:Iteration 20F (118.759010 sec): 3 clusters Score: Raw -20804.530586 + Penalty 354.949375 = -20449.581211 nChanged 6 SP:Iteration 21Q (118.760707 sec): 3 clusters Score: Raw -20809.242625 + Penalty 354.949375 = -20454.293250 nChanged 7 SP:Iteration 22Q (118.762451 sec): 3 clusters Score: Raw -20813.923758 + Penalty 354.949375 = -20458.974383 nChanged 6 SP:Iteration 23Q (118.764177 sec): 3 clusters Score: Raw -20816.815020 + Penalty 354.949375 = -20461.865645 nChanged 6 SP:Iteration 24Q (118.765899 sec): 3 clusters Score: Raw -20823.310587 + Penalty 354.949375 = -20468.361212 nChanged 8 SP:Iteration 25Q (118.767623 sec): 3 clusters Score: Raw -20831.034783 + Penalty 354.949375 = -20476.085408 nChanged 9 SP:Iteration 26Q (118.769345 sec): 3 clusters Score: Raw -20836.517093 + Penalty 354.949375 = -20481.567718 nChanged 9 SP:Iteration 27Q (118.771071 sec): 3 clusters Score: Raw -20844.559267 + Penalty 354.949375 = -20489.609892 nChanged 6 SP:Iteration 28Q (118.772796 sec): 3 clusters Score: Raw -20848.153456 + Penalty 354.949375 = -20493.204081 nChanged 7 SP:Iteration 29Q (118.774518 sec): 3 clusters Score: Raw -20851.772393 + Penalty 354.949375 = -20496.823018 nChanged 4 SP:Iteration 30Q (118.776242 sec): 3 clusters Score: Raw -20853.091696 + Penalty 354.949375 = -20498.142321 nChanged 2 SP:Iteration 31Q (118.777958 sec): 3 clusters Score: Raw -20853.821462 + Penalty 354.949375 = -20498.872087 nChanged 0 SP:Iteration 32F (118.779680 sec): 3 clusters Score: Raw -20855.663721 + Penalty 354.949375 = -20500.714346 nChanged 1 SP:Iteration 33Q (118.781395 sec): 3 clusters Score: Raw -20856.462532 + Penalty 354.949375 = -20501.513157 nChanged 1 SP:Iteration 34Q (118.783125 sec): 3 clusters Score: Raw -20856.755409 + Penalty 354.949375 = -20501.806034 nChanged 0 SP:Iteration 35F (118.784875 sec): 3 clusters Score: Raw -20856.755409 + Penalty 354.949375 = -20501.806034 nChanged 0 Trying to split cluster 19 (906 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.789819 sec): 2 clusters Score: Raw -31018.458294 + Penalty 187.248581 = -30831.209713 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.792488 sec): 3 clusters Score: Raw -30549.996773 + Penalty 374.497162 = -30175.499611 nChanged 375 SP:Iteration 1F (118.794761 sec): 3 clusters Score: Raw -30821.202306 + Penalty 374.497162 = -30446.705144 nChanged 60 SP:Iteration 2F (118.797024 sec): 3 clusters Score: Raw -30862.805221 + Penalty 374.497162 = -30488.308059 nChanged 40 SP:Iteration 3Q (118.799324 sec): 3 clusters Score: Raw -30890.354949 + Penalty 374.497162 = -30515.857787 nChanged 39 SP:Iteration 4Q (118.801621 sec): 3 clusters Score: Raw -30911.615827 + Penalty 374.497162 = -30537.118665 nChanged 30 SP:Iteration 5Q (118.803911 sec): 3 clusters Score: Raw -30927.569552 + Penalty 374.497162 = -30553.072390 nChanged 20 SP:Iteration 6Q (118.806207 sec): 3 clusters Score: Raw -30934.292810 + Penalty 374.497162 = -30559.795648 nChanged 7 SP:Iteration 7Q (118.808502 sec): 3 clusters Score: Raw -30937.005397 + Penalty 374.497162 = -30562.508235 nChanged 13 SP:Iteration 8Q (118.810790 sec): 3 clusters Score: Raw -30942.459651 + Penalty 374.497162 = -30567.962489 nChanged 15 SP:Iteration 9Q (118.813039 sec): 3 clusters Score: Raw -30948.074429 + Penalty 374.497162 = -30573.577267 nChanged 13 SP:Iteration 10Q (118.815314 sec): 3 clusters Score: Raw -30952.989917 + Penalty 374.497162 = -30578.492755 nChanged 11 SP:Iteration 11Q (118.817677 sec): 3 clusters Score: Raw -30956.811437 + Penalty 374.497162 = -30582.314275 nChanged 12 SP:Iteration 12Q (118.819967 sec): 3 clusters Score: Raw -30962.191092 + Penalty 374.497162 = -30587.693931 nChanged 15 SP:Iteration 13Q (118.822245 sec): 3 clusters Score: Raw -30970.432881 + Penalty 374.497162 = -30595.935720 nChanged 15 SP:Iteration 14Q (118.824500 sec): 3 clusters Score: Raw -30980.584131 + Penalty 374.497162 = -30606.086970 nChanged 9 SP:Iteration 15Q (118.826762 sec): 3 clusters Score: Raw -30986.047102 + Penalty 374.497162 = -30611.549940 nChanged 11 SP:Iteration 16Q (118.829031 sec): 3 clusters Score: Raw -30995.003254 + Penalty 374.497162 = -30620.506093 nChanged 14 SP:Iteration 17Q (118.831305 sec): 3 clusters Score: Raw -31003.012563 + Penalty 374.497162 = -30628.515401 nChanged 14 SP:Iteration 18Q (118.833588 sec): 3 clusters Score: Raw -31011.033875 + Penalty 374.497162 = -30636.536714 nChanged 10 SP:Iteration 19Q (118.835850 sec): 3 clusters Score: Raw -31014.356339 + Penalty 374.497162 = -30639.859177 nChanged 7 SP:Iteration 20F (118.838101 sec): 3 clusters Score: Raw -31018.888200 + Penalty 374.497162 = -30644.391038 nChanged 9 SP:Iteration 21Q (118.840338 sec): 3 clusters Score: Raw -31022.416286 + Penalty 374.497162 = -30647.919124 nChanged 6 SP:Iteration 22Q (118.842565 sec): 3 clusters Score: Raw -31024.988694 + Penalty 374.497162 = -30650.491532 nChanged 4 SP:Iteration 23Q (118.844827 sec): 3 clusters Score: Raw -31026.601903 + Penalty 374.497162 = -30652.104741 nChanged 5 SP:Iteration 24Q (118.847079 sec): 3 clusters Score: Raw -31027.738033 + Penalty 374.497162 = -30653.240871 nChanged 3 SP:Iteration 25Q (118.849321 sec): 3 clusters Score: Raw -31029.924637 + Penalty 374.497162 = -30655.427475 nChanged 3 SP:Iteration 26Q (118.851574 sec): 3 clusters Score: Raw -31030.878746 + Penalty 374.497162 = -30656.381584 nChanged 2 SP:Iteration 27Q (118.853809 sec): 3 clusters Score: Raw -31031.365269 + Penalty 374.497162 = -30656.868107 nChanged 2 SP:Iteration 28Q (118.856050 sec): 3 clusters Score: Raw -31032.050944 + Penalty 374.497162 = -30657.553782 nChanged 0 SP:Iteration 29F (118.858283 sec): 3 clusters Score: Raw -31032.050944 + Penalty 374.497162 = -30657.553782 nChanged 0 Trying to split cluster 20 (3322 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.869645 sec): 2 clusters Score: Raw -124400.362200 + Penalty 222.978863 = -124177.383337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.877549 sec): 3 clusters Score: Raw -122406.968651 + Penalty 445.957726 = -121961.010925 nChanged 1472 SP:Iteration 1F (118.884500 sec): 3 clusters Score: Raw -123192.080930 + Penalty 445.957726 = -122746.123204 nChanged 224 SP:Iteration 2F (118.891423 sec): 3 clusters Score: Raw -123301.704188 + Penalty 445.957726 = -122855.746462 nChanged 219 SP:Iteration 3F (118.898273 sec): 3 clusters Score: Raw -123411.844878 + Penalty 445.957726 = -122965.887152 nChanged 229 SP:Iteration 4F (118.905187 sec): 3 clusters Score: Raw -123553.587506 + Penalty 445.957726 = -123107.629780 nChanged 246 SP:Iteration 5F (118.912067 sec): 3 clusters Score: Raw -123736.231681 + Penalty 445.957726 = -123290.273955 nChanged 225 SP:Iteration 6F (118.918949 sec): 3 clusters Score: Raw -123917.459987 + Penalty 445.957726 = -123471.502261 nChanged 148 SP:Iteration 7Q (118.925898 sec): 3 clusters Score: Raw -124063.408916 + Penalty 445.957726 = -123617.451190 nChanged 121 SP:Iteration 8Q (118.932885 sec): 3 clusters Score: Raw -124223.608302 + Penalty 445.957726 = -123777.650576 nChanged 73 SP:Iteration 9Q (118.939786 sec): 3 clusters Score: Raw -124332.971824 + Penalty 445.957726 = -123887.014098 nChanged 57 SP:Iteration 10Q (118.946646 sec): 3 clusters Score: Raw -124382.977514 + Penalty 445.957726 = -123937.019788 nChanged 35 SP:Iteration 11Q (118.953495 sec): 3 clusters Score: Raw -124399.353302 + Penalty 445.957726 = -123953.395577 nChanged 19 SP:Iteration 12Q (118.960359 sec): 3 clusters Score: Raw -124410.492358 + Penalty 445.957726 = -123964.534632 nChanged 17 SP:Iteration 13Q (118.967212 sec): 3 clusters Score: Raw -124420.838717 + Penalty 445.957726 = -123974.880991 nChanged 17 SP:Iteration 14Q (118.974042 sec): 3 clusters Score: Raw -124427.724822 + Penalty 445.957726 = -123981.767096 nChanged 9 SP:Iteration 15Q (118.980910 sec): 3 clusters Score: Raw -124432.359601 + Penalty 445.957726 = -123986.401875 nChanged 6 SP:Iteration 16Q (118.987769 sec): 3 clusters Score: Raw -124433.900418 + Penalty 445.957726 = -123987.942692 nChanged 4 SP:Iteration 17Q (118.994609 sec): 3 clusters Score: Raw -124435.063612 + Penalty 445.957726 = -123989.105886 nChanged 3 SP:Iteration 18Q (119.001399 sec): 3 clusters Score: Raw -124435.543013 + Penalty 445.957726 = -123989.585287 nChanged 0 SP:Iteration 19F (119.008196 sec): 3 clusters Score: Raw -124435.543013 + Penalty 445.957726 = -123989.585287 nChanged 0 Trying to split cluster 21 (6267 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.024172 sec): 2 clusters Score: Raw -234970.213617 + Penalty 240.433959 = -234729.779658 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.038562 sec): 3 clusters Score: Raw -231069.618547 + Penalty 480.867918 = -230588.750630 nChanged 2920 SP:Iteration 1F (119.051405 sec): 3 clusters Score: Raw -232767.387246 + Penalty 480.867918 = -232286.519328 nChanged 371 SP:Iteration 2F (119.064004 sec): 3 clusters Score: Raw -232942.333367 + Penalty 480.867918 = -232461.465449 nChanged 434 SP:Iteration 3F (119.076563 sec): 3 clusters Score: Raw -233198.275623 + Penalty 480.867918 = -232717.407706 nChanged 474 SP:Iteration 4F (119.089127 sec): 3 clusters Score: Raw -233550.815632 + Penalty 480.867918 = -233069.947714 nChanged 505 SP:Iteration 5F (119.101582 sec): 3 clusters Score: Raw -233970.893870 + Penalty 480.867918 = -233490.025952 nChanged 416 SP:Iteration 6F (119.113985 sec): 3 clusters Score: Raw -234325.231023 + Penalty 480.867918 = -233844.363105 nChanged 309 SP:Iteration 7Q (119.126530 sec): 3 clusters Score: Raw -234585.355512 + Penalty 480.867918 = -234104.487595 nChanged 210 SP:Iteration 8Q (119.138994 sec): 3 clusters Score: Raw -234759.104562 + Penalty 480.867918 = -234278.236644 nChanged 133 SP:Iteration 9Q (119.151413 sec): 3 clusters Score: Raw -234858.940984 + Penalty 480.867918 = -234378.073066 nChanged 77 SP:Iteration 10Q (119.163827 sec): 3 clusters Score: Raw -234920.124897 + Penalty 480.867918 = -234439.256979 nChanged 49 SP:Iteration 11Q (119.176121 sec): 3 clusters Score: Raw -234958.448576 + Penalty 480.867918 = -234477.580658 nChanged 23 SP:Iteration 12Q (119.221450 sec): 3 clusters Score: Raw -234977.474254 + Penalty 480.867918 = -234496.606337 nChanged 9 SP:Iteration 13Q (119.248213 sec): 3 clusters Score: Raw -234982.199020 + Penalty 480.867918 = -234501.331102 nChanged 5 SP:Iteration 14Q (119.260477 sec): 3 clusters Score: Raw -234984.772672 + Penalty 480.867918 = -234503.904755 nChanged 3 SP:Iteration 15Q (119.272736 sec): 3 clusters Score: Raw -234989.502333 + Penalty 480.867918 = -234508.634415 nChanged 4 SP:Iteration 16Q (119.284912 sec): 3 clusters Score: Raw -234994.167168 + Penalty 480.867918 = -234513.299250 nChanged 1 SP:Iteration 17Q (119.299996 sec): 3 clusters Score: Raw -234994.451408 + Penalty 480.867918 = -234513.583490 nChanged 1 SP:Iteration 18Q (119.312237 sec): 3 clusters Score: Raw -234995.313438 + Penalty 480.867918 = -234514.445520 nChanged 1 SP:Iteration 19Q (119.324237 sec): 3 clusters Score: Raw -234997.249319 + Penalty 480.867918 = -234516.381401 nChanged 3 SP:Iteration 20F (119.336500 sec): 3 clusters Score: Raw -235002.009995 + Penalty 480.867918 = -234521.142077 nChanged 2 SP:Iteration 21Q (119.348663 sec): 3 clusters Score: Raw -235007.306413 + Penalty 480.867918 = -234526.438495 nChanged 4 SP:Iteration 22Q (119.360805 sec): 3 clusters Score: Raw -235011.873511 + Penalty 480.867918 = -234531.005594 nChanged 4 SP:Iteration 23Q (119.372997 sec): 3 clusters Score: Raw -235014.297800 + Penalty 480.867918 = -234533.429883 nChanged 1 SP:Iteration 24Q (119.384596 sec): 3 clusters Score: Raw -235015.448040 + Penalty 480.867918 = -234534.580123 nChanged 2 SP:Iteration 25Q (119.399391 sec): 3 clusters Score: Raw -235016.257810 + Penalty 480.867918 = -234535.389892 nChanged 0 SP:Iteration 26F (119.411162 sec): 3 clusters Score: Raw -235016.257810 + Penalty 480.867918 = -234535.389892 nChanged 0 Trying to split cluster 22 (983 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.417245 sec): 2 clusters Score: Raw -31180.443664 + Penalty 189.491751 = -30990.951914 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.420066 sec): 3 clusters Score: Raw -30684.200323 + Penalty 378.983502 = -30305.216821 nChanged 400 SP:Iteration 1F (119.422529 sec): 3 clusters Score: Raw -30978.454865 + Penalty 378.983502 = -30599.471363 nChanged 88 SP:Iteration 2F (119.424991 sec): 3 clusters Score: Raw -31056.797876 + Penalty 378.983502 = -30677.814375 nChanged 73 SP:Iteration 3F (119.427446 sec): 3 clusters Score: Raw -31120.788087 + Penalty 378.983502 = -30741.804585 nChanged 61 SP:Iteration 4F (119.429952 sec): 3 clusters Score: Raw -31181.982534 + Penalty 378.983502 = -30802.999033 nChanged 44 SP:Iteration 5Q (119.432394 sec): 3 clusters Score: Raw -31198.933137 + Penalty 378.983502 = -30819.949635 nChanged 30 SP:Iteration 6Q (119.434807 sec): 3 clusters Score: Raw -31210.737571 + Penalty 378.983502 = -30831.754070 nChanged 29 SP:Iteration 7Q (119.437264 sec): 3 clusters Score: Raw -31222.886269 + Penalty 378.983502 = -30843.902767 nChanged 19 SP:Iteration 8Q (119.439724 sec): 3 clusters Score: Raw -31227.989888 + Penalty 378.983502 = -30849.006386 nChanged 15 SP:Iteration 9Q (119.442177 sec): 3 clusters Score: Raw -31231.515104 + Penalty 378.983502 = -30852.531602 nChanged 9 SP:Iteration 10Q (119.444600 sec): 3 clusters Score: Raw -31233.552337 + Penalty 378.983502 = -30854.568835 nChanged 6 SP:Iteration 11Q (119.447050 sec): 3 clusters Score: Raw -31235.283671 + Penalty 378.983502 = -30856.300169 nChanged 11 SP:Iteration 12Q (119.449470 sec): 3 clusters Score: Raw -31239.319888 + Penalty 378.983502 = -30860.336386 nChanged 12 SP:Iteration 13Q (119.451911 sec): 3 clusters Score: Raw -31242.320027 + Penalty 378.983502 = -30863.336526 nChanged 11 SP:Iteration 14Q (119.454352 sec): 3 clusters Score: Raw -31245.180057 + Penalty 378.983502 = -30866.196555 nChanged 7 SP:Iteration 15Q (119.456788 sec): 3 clusters Score: Raw -31246.299677 + Penalty 378.983502 = -30867.316176 nChanged 6 SP:Iteration 16Q (119.459226 sec): 3 clusters Score: Raw -31247.663602 + Penalty 378.983502 = -30868.680100 nChanged 8 SP:Iteration 17Q (119.461668 sec): 3 clusters Score: Raw -31249.470990 + Penalty 378.983502 = -30870.487489 nChanged 11 SP:Iteration 18Q (119.464097 sec): 3 clusters Score: Raw -31251.954143 + Penalty 378.983502 = -30872.970641 nChanged 6 SP:Iteration 19Q (119.466526 sec): 3 clusters Score: Raw -31253.639498 + Penalty 378.983502 = -30874.655996 nChanged 7 SP:Iteration 20F (119.468963 sec): 3 clusters Score: Raw -31257.084296 + Penalty 378.983502 = -30878.100794 nChanged 7 SP:Iteration 21Q (119.471386 sec): 3 clusters Score: Raw -31259.445457 + Penalty 378.983502 = -30880.461955 nChanged 7 SP:Iteration 22Q (119.473842 sec): 3 clusters Score: Raw -31261.381173 + Penalty 378.983502 = -30882.397671 nChanged 9 SP:Iteration 23Q (119.476282 sec): 3 clusters Score: Raw -31265.895024 + Penalty 378.983502 = -30886.911523 nChanged 9 SP:Iteration 24Q (119.478729 sec): 3 clusters Score: Raw -31270.782690 + Penalty 378.983502 = -30891.799188 nChanged 13 SP:Iteration 25Q (119.481167 sec): 3 clusters Score: Raw -31279.222643 + Penalty 378.983502 = -30900.239141 nChanged 7 SP:Iteration 26Q (119.483614 sec): 3 clusters Score: Raw -31281.390751 + Penalty 378.983502 = -30902.407249 nChanged 5 SP:Iteration 27Q (119.486058 sec): 3 clusters Score: Raw -31282.038460 + Penalty 378.983502 = -30903.054959 nChanged 2 SP:Iteration 28Q (119.488499 sec): 3 clusters Score: Raw -31282.469941 + Penalty 378.983502 = -30903.486439 nChanged 2 SP:Iteration 29Q (119.490950 sec): 3 clusters Score: Raw -31282.554499 + Penalty 378.983502 = -30903.570998 nChanged 0 SP:Iteration 30F (119.493384 sec): 3 clusters Score: Raw -31282.554499 + Penalty 378.983502 = -30903.570998 nChanged 0 Trying to split cluster 23 (550 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.497293 sec): 2 clusters Score: Raw -15178.112689 + Penalty 173.522753 = -15004.589936 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.499156 sec): 3 clusters Score: Raw -14927.320777 + Penalty 347.045505 = -14580.275271 nChanged 220 SP:Iteration 1F (119.500750 sec): 3 clusters Score: Raw -15055.529415 + Penalty 347.045505 = -14708.483910 nChanged 34 SP:Iteration 2F (119.502344 sec): 3 clusters Score: Raw -15075.787236 + Penalty 347.045505 = -14728.741731 nChanged 32 SP:Iteration 3F (119.503929 sec): 3 clusters Score: Raw -15112.846707 + Penalty 347.045505 = -14765.801201 nChanged 26 SP:Iteration 4Q (119.505526 sec): 3 clusters Score: Raw -15130.430837 + Penalty 347.045505 = -14783.385332 nChanged 21 SP:Iteration 5Q (119.507500 sec): 3 clusters Score: Raw -15147.499994 + Penalty 347.045505 = -14800.454488 nChanged 21 SP:Iteration 6Q (119.509098 sec): 3 clusters Score: Raw -15160.627506 + Penalty 347.045505 = -14813.582000 nChanged 12 SP:Iteration 7Q (119.510701 sec): 3 clusters Score: Raw -15171.963239 + Penalty 347.045505 = -14824.917734 nChanged 18 SP:Iteration 8Q (119.512305 sec): 3 clusters Score: Raw -15190.464565 + Penalty 347.045505 = -14843.419060 nChanged 21 SP:Iteration 9Q (119.513900 sec): 3 clusters Score: Raw -15213.320593 + Penalty 347.045505 = -14866.275088 nChanged 20 SP:Iteration 10Q (119.515499 sec): 3 clusters Score: Raw -15232.399075 + Penalty 347.045505 = -14885.353570 nChanged 12 SP:Iteration 11Q (119.517100 sec): 3 clusters Score: Raw -15246.361984 + Penalty 347.045505 = -14899.316478 nChanged 8 SP:Iteration 12Q (119.518690 sec): 3 clusters Score: Raw -15249.227848 + Penalty 347.045505 = -14902.182343 nChanged 5 SP:Iteration 13Q (119.520289 sec): 3 clusters Score: Raw -15251.639326 + Penalty 347.045505 = -14904.593821 nChanged 5 SP:Iteration 14Q (119.522025 sec): 3 clusters Score: Raw -15252.883949 + Penalty 347.045505 = -14905.838443 nChanged 5 SP:Iteration 15Q (119.523623 sec): 3 clusters Score: Raw -15253.699963 + Penalty 347.045505 = -14906.654457 nChanged 5 SP:Iteration 16Q (119.525200 sec): 3 clusters Score: Raw -15255.663111 + Penalty 347.045505 = -14908.617606 nChanged 5 SP:Iteration 17Q (119.526788 sec): 3 clusters Score: Raw -15258.042756 + Penalty 347.045505 = -14910.997251 nChanged 2 SP:Iteration 18Q (119.528366 sec): 3 clusters Score: Raw -15258.455394 + Penalty 347.045505 = -14911.409888 nChanged 0 SP:Iteration 19F (119.530004 sec): 3 clusters Score: Raw -15258.455394 + Penalty 347.045505 = -14911.409888 nChanged 0 Trying to split cluster 24 (506 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.533616 sec): 2 clusters Score: Raw -18437.377318 + Penalty 171.229758 = -18266.147560 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.535340 sec): 3 clusters Score: Raw -18183.642375 + Penalty 342.459517 = -17841.182858 nChanged 196 SP:Iteration 1F (119.536840 sec): 3 clusters Score: Raw -18307.688711 + Penalty 342.459517 = -17965.229194 nChanged 50 SP:Iteration 2F (119.538341 sec): 3 clusters Score: Raw -18354.817928 + Penalty 342.459517 = -18012.358411 nChanged 42 SP:Iteration 3F (119.539844 sec): 3 clusters Score: Raw -18396.802031 + Penalty 342.459517 = -18054.342514 nChanged 34 SP:Iteration 4F (119.541340 sec): 3 clusters Score: Raw -18423.979536 + Penalty 342.459517 = -18081.520020 nChanged 23 SP:Iteration 5Q (119.542849 sec): 3 clusters Score: Raw -18439.149467 + Penalty 342.459517 = -18096.689950 nChanged 10 SP:Iteration 6Q (119.544350 sec): 3 clusters Score: Raw -18443.357058 + Penalty 342.459517 = -18100.897541 nChanged 4 SP:Iteration 7Q (119.545845 sec): 3 clusters Score: Raw -18444.562680 + Penalty 342.459517 = -18102.103163 nChanged 2 SP:Iteration 8Q (119.547325 sec): 3 clusters Score: Raw -18445.560184 + Penalty 342.459517 = -18103.100667 nChanged 0 SP:Iteration 9F (119.548788 sec): 3 clusters Score: Raw -18445.560184 + Penalty 342.459517 = -18103.100667 nChanged 0 Trying to split cluster 25 (12615 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.568519 sec): 2 clusters Score: Raw -454105.041135 + Penalty 259.672651 = -453845.368484 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.590327 sec): 3 clusters Score: Raw -445950.443002 + Penalty 519.345302 = -445431.097700 nChanged 6032 SP:Iteration 1F (119.611020 sec): 3 clusters Score: Raw -450329.430307 + Penalty 519.345302 = -449810.085004 nChanged 1031 SP:Iteration 2F (119.631586 sec): 3 clusters Score: Raw -451052.835171 + Penalty 519.345302 = -450533.489869 nChanged 885 SP:Iteration 3F (119.652068 sec): 3 clusters Score: Raw -451839.583399 + Penalty 519.345302 = -451320.238096 nChanged 716 SP:Iteration 4F (119.672716 sec): 3 clusters Score: Raw -452692.433215 + Penalty 519.345302 = -452173.087913 nChanged 591 SP:Iteration 5Q (119.693340 sec): 3 clusters Score: Raw -453424.586027 + Penalty 519.345302 = -452905.240725 nChanged 410 SP:Iteration 6Q (119.713929 sec): 3 clusters Score: Raw -453743.672385 + Penalty 519.345302 = -453224.327082 nChanged 226 SP:Iteration 7Q (119.734558 sec): 3 clusters Score: Raw -453854.387537 + Penalty 519.345302 = -453335.042235 nChanged 159 SP:Iteration 8Q (119.754822 sec): 3 clusters Score: Raw -453919.663970 + Penalty 519.345302 = -453400.318668 nChanged 128 SP:Iteration 9Q (119.775101 sec): 3 clusters Score: Raw -453956.102137 + Penalty 519.345302 = -453436.756834 nChanged 87 SP:Iteration 10Q (119.795273 sec): 3 clusters Score: Raw -453975.273941 + Penalty 519.345302 = -453455.928639 nChanged 71 SP:Iteration 11Q (119.825930 sec): 3 clusters Score: Raw -453989.665537 + Penalty 519.345302 = -453470.320234 nChanged 64 SP:Iteration 12Q (119.846412 sec): 3 clusters Score: Raw -453999.356903 + Penalty 519.345302 = -453480.011600 nChanged 48 SP:Iteration 13Q (119.866707 sec): 3 clusters Score: Raw -454006.177302 + Penalty 519.345302 = -453486.831999 nChanged 45 SP:Iteration 14Q (119.887035 sec): 3 clusters Score: Raw -454012.995148 + Penalty 519.345302 = -453493.649846 nChanged 39 SP:Iteration 15Q (119.907294 sec): 3 clusters Score: Raw -454018.377842 + Penalty 519.345302 = -453499.032540 nChanged 36 SP:Iteration 16Q (119.927412 sec): 3 clusters Score: Raw -454023.181108 + Penalty 519.345302 = -453503.835805 nChanged 33 SP:Iteration 17Q (119.947563 sec): 3 clusters Score: Raw -454027.968836 + Penalty 519.345302 = -453508.623534 nChanged 32 SP:Iteration 18Q (119.967725 sec): 3 clusters Score: Raw -454031.749433 + Penalty 519.345302 = -453512.404130 nChanged 34 SP:Iteration 19Q (119.987872 sec): 3 clusters Score: Raw -454035.606599 + Penalty 519.345302 = -453516.261297 nChanged 27 SP:Iteration 20F (120.008492 sec): 3 clusters Score: Raw -454038.113457 + Penalty 519.345302 = -453518.768155 nChanged 21 SP:Iteration 21Q (120.028720 sec): 3 clusters Score: Raw -454040.205635 + Penalty 519.345302 = -453520.860333 nChanged 24 SP:Iteration 22Q (120.048922 sec): 3 clusters Score: Raw -454042.474566 + Penalty 519.345302 = -453523.129263 nChanged 26 SP:Iteration 23Q (120.069086 sec): 3 clusters Score: Raw -454044.669157 + Penalty 519.345302 = -453525.323855 nChanged 30 SP:Iteration 24Q (120.089357 sec): 3 clusters Score: Raw -454047.544682 + Penalty 519.345302 = -453528.199380 nChanged 29 SP:Iteration 25Q (120.109626 sec): 3 clusters Score: Raw -454050.192614 + Penalty 519.345302 = -453530.847312 nChanged 23 SP:Iteration 26Q (120.130077 sec): 3 clusters Score: Raw -454051.594968 + Penalty 519.345302 = -453532.249666 nChanged 18 SP:Iteration 27Q (120.150285 sec): 3 clusters Score: Raw -454052.951856 + Penalty 519.345302 = -453533.606553 nChanged 24 SP:Iteration 28Q (120.170452 sec): 3 clusters Score: Raw -454054.957863 + Penalty 519.345302 = -453535.612561 nChanged 25 SP:Iteration 29Q (120.190792 sec): 3 clusters Score: Raw -454057.728356 + Penalty 519.345302 = -453538.383053 nChanged 20 SP:Iteration 30Q (120.239091 sec): 3 clusters Score: Raw -454060.096953 + Penalty 519.345302 = -453540.751651 nChanged 24 SP:Iteration 31Q (120.280754 sec): 3 clusters Score: Raw -454063.559343 + Penalty 519.345302 = -453544.214040 nChanged 35 SP:Iteration 32Q (120.300847 sec): 3 clusters Score: Raw -454067.859412 + Penalty 519.345302 = -453548.514110 nChanged 27 SP:Iteration 33Q (120.321071 sec): 3 clusters Score: Raw -454070.137307 + Penalty 519.345302 = -453550.792004 nChanged 15 SP:Iteration 34Q (120.341277 sec): 3 clusters Score: Raw -454071.390069 + Penalty 519.345302 = -453552.044767 nChanged 7 SP:Iteration 35Q (120.361289 sec): 3 clusters Score: Raw -454071.748857 + Penalty 519.345302 = -453552.403555 nChanged 3 SP:Iteration 36Q (120.381413 sec): 3 clusters Score: Raw -454071.940678 + Penalty 519.345302 = -453552.595375 nChanged 3 SP:Iteration 37Q (120.401559 sec): 3 clusters Score: Raw -454072.108449 + Penalty 519.345302 = -453552.763147 nChanged 2 SP:Iteration 38Q (120.421442 sec): 3 clusters Score: Raw -454072.241360 + Penalty 519.345302 = -453552.896058 nChanged 3 SP:Iteration 39Q (120.441544 sec): 3 clusters Score: Raw -454072.362871 + Penalty 519.345302 = -453553.017569 nChanged 1 SP:Iteration 40F (120.462189 sec): 3 clusters Score: Raw -454072.378244 + Penalty 519.345302 = -453553.032942 nChanged 1 SP:Iteration 41Q (120.482248 sec): 3 clusters Score: Raw -454072.386350 + Penalty 519.345302 = -453553.041047 nChanged 0 SP:Iteration 42F (120.502831 sec): 3 clusters Score: Raw -454072.386350 + Penalty 519.345302 = -453553.041047 nChanged 0 Trying to split cluster 26 (100 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (120.508778 sec): 2 clusters Score: Raw -3432.864776 + Penalty 126.642180 = -3306.222596 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (120.509651 sec): 3 clusters Score: Raw -3431.919244 + Penalty 253.284360 = -3178.634884 nChanged 24 SP:Iteration 1F (120.510360 sec): 3 clusters Score: Raw -3471.667798 + Penalty 253.284360 = -3218.383438 nChanged 7 SP:Iteration 2F (120.511061 sec): 3 clusters Score: Raw -3493.575394 + Penalty 253.284360 = -3240.291034 nChanged 5 SP:Iteration 3Q (120.511754 sec): 3 clusters Score: Raw -3505.992555 + Penalty 253.284360 = -3252.708194 nChanged 4 SP:Iteration 4Q (120.512435 sec): 3 clusters Score: Raw -3512.077745 + Penalty 253.284360 = -3258.793385 nChanged 0 SP:Iteration 5F (120.513128 sec): 3 clusters Score: Raw -3512.077745 + Penalty 253.284360 = -3258.793385 nChanged 0 Trying to split cluster 27 (5102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (120.528947 sec): 2 clusters Score: Raw -192741.246217 + Penalty 234.778167 = -192506.468050 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (120.540900 sec): 3 clusters Score: Raw -189666.310673 + Penalty 469.556334 = -189196.754339 nChanged 2295 SP:Iteration 1F (120.551230 sec): 3 clusters Score: Raw -191074.586253 + Penalty 469.556334 = -190605.029918 nChanged 400 SP:Iteration 2F (120.561884 sec): 3 clusters Score: Raw -191340.613121 + Penalty 469.556334 = -190871.056787 nChanged 403 SP:Iteration 3F (120.572309 sec): 3 clusters Score: Raw -191646.986841 + Penalty 469.556334 = -191177.430506 nChanged 369 SP:Iteration 4F (120.582592 sec): 3 clusters Score: Raw -191985.492884 + Penalty 469.556334 = -191515.936549 nChanged 288 SP:Iteration 5F (120.592911 sec): 3 clusters Score: Raw -192200.137832 + Penalty 469.556334 = -191730.581498 nChanged 175 SP:Iteration 6Q (120.603326 sec): 3 clusters Score: Raw -192295.191012 + Penalty 469.556334 = -191825.634678 nChanged 126 SP:Iteration 7Q (120.613652 sec): 3 clusters Score: Raw -192348.480764 + Penalty 469.556334 = -191878.924429 nChanged 90 SP:Iteration 8Q (120.623993 sec): 3 clusters Score: Raw -192382.689666 + Penalty 469.556334 = -191913.133331 nChanged 79 SP:Iteration 9Q (120.634291 sec): 3 clusters Score: Raw -192412.623004 + Penalty 469.556334 = -191943.066669 nChanged 71 SP:Iteration 10Q (120.644564 sec): 3 clusters Score: Raw -192436.415152 + Penalty 469.556334 = -191966.858817 nChanged 66 SP:Iteration 11Q (120.654849 sec): 3 clusters Score: Raw -192459.938495 + Penalty 469.556334 = -191990.382161 nChanged 64 SP:Iteration 12Q (120.665127 sec): 3 clusters Score: Raw -192477.313558 + Penalty 469.556334 = -192007.757224 nChanged 44 SP:Iteration 13Q (120.675377 sec): 3 clusters Score: Raw -192490.587090 + Penalty 469.556334 = -192021.030755 nChanged 55 SP:Iteration 14Q (120.685660 sec): 3 clusters Score: Raw -192506.902118 + Penalty 469.556334 = -192037.345783 nChanged 45 SP:Iteration 15Q (120.695903 sec): 3 clusters Score: Raw -192519.394832 + Penalty 469.556334 = -192049.838498 nChanged 38 SP:Iteration 16Q (120.706184 sec): 3 clusters Score: Raw -192530.741531 + Penalty 469.556334 = -192061.185197 nChanged 52 SP:Iteration 17Q (120.716432 sec): 3 clusters Score: Raw -192545.947301 + Penalty 469.556334 = -192076.390966 nChanged 43 SP:Iteration 18Q (120.726695 sec): 3 clusters Score: Raw -192559.721505 + Penalty 469.556334 = -192090.165171 nChanged 41 SP:Iteration 19Q (120.740323 sec): 3 clusters Score: Raw -192572.137710 + Penalty 469.556334 = -192102.581376 nChanged 32 SP:Iteration 20F (120.750655 sec): 3 clusters Score: Raw -192579.829569 + Penalty 469.556334 = -192110.273234 nChanged 34 SP:Iteration 21Q (120.760949 sec): 3 clusters Score: Raw -192587.723800 + Penalty 469.556334 = -192118.167466 nChanged 26 SP:Iteration 22Q (120.771217 sec): 3 clusters Score: Raw -192593.236458 + Penalty 469.556334 = -192123.680123 nChanged 27 SP:Iteration 23Q (120.781451 sec): 3 clusters Score: Raw -192600.534775 + Penalty 469.556334 = -192130.978440 nChanged 29 SP:Iteration 24Q (120.791700 sec): 3 clusters Score: Raw -192609.519089 + Penalty 469.556334 = -192139.962754 nChanged 30 SP:Iteration 25Q (120.801927 sec): 3 clusters Score: Raw -192622.862920 + Penalty 469.556334 = -192153.306586 nChanged 37 SP:Iteration 26Q (120.812137 sec): 3 clusters Score: Raw -192644.353835 + Penalty 469.556334 = -192174.797501 nChanged 36 SP:Iteration 27Q (120.822338 sec): 3 clusters Score: Raw -192659.381856 + Penalty 469.556334 = -192189.825522 nChanged 24 SP:Iteration 28Q (120.832514 sec): 3 clusters Score: Raw -192667.888033 + Penalty 469.556334 = -192198.331698 nChanged 15 SP:Iteration 29Q (120.842689 sec): 3 clusters Score: Raw -192671.103720 + Penalty 469.556334 = -192201.547386 nChanged 14 SP:Iteration 30Q (120.852397 sec): 3 clusters Score: Raw -192673.891309 + Penalty 469.556334 = -192204.334975 nChanged 15 SP:Iteration 31Q (120.865218 sec): 3 clusters Score: Raw -192676.918922 + Penalty 469.556334 = -192207.362588 nChanged 13 SP:Iteration 32Q (120.875385 sec): 3 clusters Score: Raw -192682.506788 + Penalty 469.556334 = -192212.950454 nChanged 21 SP:Iteration 33Q (120.885574 sec): 3 clusters Score: Raw -192693.441533 + Penalty 469.556334 = -192223.885199 nChanged 25 SP:Iteration 34Q (120.895742 sec): 3 clusters Score: Raw -192708.185600 + Penalty 469.556334 = -192238.629266 nChanged 18 SP:Iteration 35Q (120.905903 sec): 3 clusters Score: Raw -192722.319402 + Penalty 469.556334 = -192252.763067 nChanged 19 SP:Iteration 36Q (120.916075 sec): 3 clusters Score: Raw -192734.959691 + Penalty 469.556334 = -192265.403357 nChanged 22 SP:Iteration 37Q (120.926264 sec): 3 clusters Score: Raw -192746.256868 + Penalty 469.556334 = -192276.700534 nChanged 24 SP:Iteration 38Q (120.936429 sec): 3 clusters Score: Raw -192761.035985 + Penalty 469.556334 = -192291.479650 nChanged 21 SP:Iteration 39Q (120.946609 sec): 3 clusters Score: Raw -192771.557009 + Penalty 469.556334 = -192302.000675 nChanged 16 SP:Iteration 40F (120.956964 sec): 3 clusters Score: Raw -192777.827282 + Penalty 469.556334 = -192308.270948 nChanged 13 SP:Iteration 41Q (120.967143 sec): 3 clusters Score: Raw -192784.814232 + Penalty 469.556334 = -192315.257898 nChanged 10 SP:Iteration 42Q (120.977368 sec): 3 clusters Score: Raw -192788.652536 + Penalty 469.556334 = -192319.096202 nChanged 15 SP:Iteration 43Q (120.987612 sec): 3 clusters Score: Raw -192792.681366 + Penalty 469.556334 = -192323.125032 nChanged 11 SP:Iteration 44Q (120.997776 sec): 3 clusters Score: Raw -192796.946725 + Penalty 469.556334 = -192327.390391 nChanged 9 SP:Iteration 45Q (121.007930 sec): 3 clusters Score: Raw -192800.701232 + Penalty 469.556334 = -192331.144898 nChanged 10 SP:Iteration 46Q (121.018122 sec): 3 clusters Score: Raw -192805.283596 + Penalty 469.556334 = -192335.727262 nChanged 10 SP:Iteration 47Q (121.028272 sec): 3 clusters Score: Raw -192809.492673 + Penalty 469.556334 = -192339.936339 nChanged 6 SP:Iteration 48Q (121.038415 sec): 3 clusters Score: Raw -192811.379860 + Penalty 469.556334 = -192341.823526 nChanged 5 SP:Iteration 49Q (121.048634 sec): 3 clusters Score: Raw -192813.542892 + Penalty 469.556334 = -192343.986557 nChanged 10 SP:Iteration 50Q (121.058637 sec): 3 clusters Score: Raw -192816.969159 + Penalty 469.556334 = -192347.412824 nChanged 10 SP:Iteration 51Q (121.068829 sec): 3 clusters Score: Raw -192821.685071 + Penalty 469.556334 = -192352.128737 nChanged 9 SP:Iteration 52Q (121.078992 sec): 3 clusters Score: Raw -192823.933423 + Penalty 469.556334 = -192354.377088 nChanged 9 SP:Iteration 53Q (121.089138 sec): 3 clusters Score: Raw -192827.415867 + Penalty 469.556334 = -192357.859533 nChanged 6 SP:Iteration 54Q (121.099290 sec): 3 clusters Score: Raw -192830.034055 + Penalty 469.556334 = -192360.477721 nChanged 3 SP:Iteration 55Q (121.109142 sec): 3 clusters Score: Raw -192831.077848 + Penalty 469.556334 = -192361.521514 nChanged 1 SP:Iteration 56Q (121.119364 sec): 3 clusters Score: Raw -192831.580492 + Penalty 469.556334 = -192362.024157 nChanged 2 SP:Iteration 57Q (121.129495 sec): 3 clusters Score: Raw -192831.918385 + Penalty 469.556334 = -192362.362051 nChanged 1 SP:Iteration 58Q (121.139604 sec): 3 clusters Score: Raw -192832.682065 + Penalty 469.556334 = -192363.125731 nChanged 1 SP:Iteration 59Q (121.149758 sec): 3 clusters Score: Raw -192833.163485 + Penalty 469.556334 = -192363.607150 nChanged 3 SP:Iteration 60F (121.160065 sec): 3 clusters Score: Raw -192834.289686 + Penalty 469.556334 = -192364.733351 nChanged 1 SP:Iteration 61Q (121.170224 sec): 3 clusters Score: Raw -192834.354293 + Penalty 469.556334 = -192364.797959 nChanged 1 SP:Iteration 62Q (121.180386 sec): 3 clusters Score: Raw -192834.467190 + Penalty 469.556334 = -192364.910856 nChanged 2 SP:Iteration 63Q (121.190376 sec): 3 clusters Score: Raw -192834.850121 + Penalty 469.556334 = -192365.293786 nChanged 0 SP:Iteration 64F (121.200718 sec): 3 clusters Score: Raw -192834.850121 + Penalty 469.556334 = -192365.293786 nChanged 0 Trying to split cluster 28 (180 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (121.204646 sec): 2 clusters Score: Raw -5174.065582 + Penalty 142.806313 = -5031.259268 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (121.205661 sec): 3 clusters Score: Raw -5119.350853 + Penalty 285.612627 = -4833.738226 nChanged 53 SP:Iteration 1F (121.206517 sec): 3 clusters Score: Raw -5195.952929 + Penalty 285.612627 = -4910.340302 nChanged 17 SP:Iteration 2F (121.207369 sec): 3 clusters Score: Raw -5221.407342 + Penalty 285.612627 = -4935.794715 nChanged 13 SP:Iteration 3F (121.208227 sec): 3 clusters Score: Raw -5249.072287 + Penalty 285.612627 = -4963.459660 nChanged 9 SP:Iteration 4Q (121.209074 sec): 3 clusters Score: Raw -5260.262396 + Penalty 285.612627 = -4974.649769 nChanged 2 SP:Iteration 5Q (121.209921 sec): 3 clusters Score: Raw -5262.479321 + Penalty 285.612627 = -4976.866694 nChanged 1 SP:Iteration 6Q (121.210775 sec): 3 clusters Score: Raw -5262.841779 + Penalty 285.612627 = -4977.229153 nChanged 0 SP:Iteration 7F (121.211619 sec): 3 clusters Score: Raw -5262.841779 + Penalty 285.612627 = -4977.229153 nChanged 0 Trying to split cluster 29 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (121.214116 sec): 2 clusters Score: Raw -3420.831266 + Penalty 140.246327 = -3280.584939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (121.215094 sec): 3 clusters Score: Raw -3379.779770 + Penalty 280.492654 = -3099.287116 nChanged 49 SP:Iteration 1F (121.215933 sec): 3 clusters Score: Raw -3424.177335 + Penalty 280.492654 = -3143.684681 nChanged 13 SP:Iteration 2F (121.216762 sec): 3 clusters Score: Raw -3434.916813 + Penalty 280.492654 = -3154.424159 nChanged 6 SP:Iteration 3Q (121.217726 sec): 3 clusters Score: Raw -3441.418852 + Penalty 280.492654 = -3160.926198 nChanged 5 SP:Iteration 4Q (121.218556 sec): 3 clusters Score: Raw -3444.088932 + Penalty 280.492654 = -3163.596278 nChanged 4 SP:Iteration 5Q (121.219383 sec): 3 clusters Score: Raw -3449.823584 + Penalty 280.492654 = -3169.330931 nChanged 3 SP:Iteration 6Q (121.220339 sec): 3 clusters Score: Raw -3452.219093 + Penalty 280.492654 = -3171.726440 nChanged 1 SP:Iteration 7Q (121.221174 sec): 3 clusters Score: Raw -3452.531935 + Penalty 280.492654 = -3172.039282 nChanged 0 SP:Iteration 8F (121.221945 sec): 3 clusters Score: Raw -3452.531935 + Penalty 280.492654 = -3172.039282 nChanged 0 Trying to split cluster 30 (1063 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (121.226902 sec): 2 clusters Score: Raw -40173.517057 + Penalty 191.643385 = -39981.873672 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (121.230359 sec): 3 clusters Score: Raw -39580.523114 + Penalty 383.286771 = -39197.236343 nChanged 463 SP:Iteration 1F (121.232963 sec): 3 clusters Score: Raw -39858.769595 + Penalty 383.286771 = -39475.482824 nChanged 94 SP:Iteration 2F (121.235636 sec): 3 clusters Score: Raw -39944.112063 + Penalty 383.286771 = -39560.825292 nChanged 99 SP:Iteration 3F (121.238268 sec): 3 clusters Score: Raw -40030.219341 + Penalty 383.286771 = -39646.932570 nChanged 69 SP:Iteration 4F (121.240871 sec): 3 clusters Score: Raw -40091.425637 + Penalty 383.286771 = -39708.138866 nChanged 45 SP:Iteration 5Q (121.243496 sec): 3 clusters Score: Raw -40134.749672 + Penalty 383.286771 = -39751.462902 nChanged 32 SP:Iteration 6Q (121.246109 sec): 3 clusters Score: Raw -40171.159846 + Penalty 383.286771 = -39787.873075 nChanged 31 SP:Iteration 7Q (121.248715 sec): 3 clusters Score: Raw -40199.767543 + Penalty 383.286771 = -39816.480773 nChanged 14 SP:Iteration 8Q (121.251292 sec): 3 clusters Score: Raw -40212.809347 + Penalty 383.286771 = -39829.522576 nChanged 12 SP:Iteration 9Q (121.253869 sec): 3 clusters Score: Raw -40221.201417 + Penalty 383.286771 = -39837.914646 nChanged 12 SP:Iteration 10Q (121.256425 sec): 3 clusters Score: Raw -40227.848472 + Penalty 383.286771 = -39844.561701 nChanged 10 SP:Iteration 11Q (121.258972 sec): 3 clusters Score: Raw -40233.285485 + Penalty 383.286771 = -39849.998715 nChanged 6 SP:Iteration 12Q (121.261512 sec): 3 clusters Score: Raw -40235.390314 + Penalty 383.286771 = -39852.103544 nChanged 4 SP:Iteration 13Q (121.264021 sec): 3 clusters Score: Raw -40236.826999 + Penalty 383.286771 = -39853.540229 nChanged 4 SP:Iteration 14Q (121.266615 sec): 3 clusters Score: Raw -40237.936748 + Penalty 383.286771 = -39854.649977 nChanged 1 SP:Iteration 15Q (121.269166 sec): 3 clusters Score: Raw -40238.065747 + Penalty 383.286771 = -39854.778976 nChanged 0 SP:Iteration 16F (121.271737 sec): 3 clusters Score: Raw -40238.065747 + Penalty 383.286771 = -39854.778976 nChanged 0 Trying to split cluster 31 (1176 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (121.277336 sec): 2 clusters Score: Raw -35241.423268 + Penalty 194.421539 = -35047.001730 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (121.280584 sec): 3 clusters Score: Raw -34589.136821 + Penalty 388.843077 = -34200.293743 nChanged 500 SP:Iteration 1F (121.283419 sec): 3 clusters Score: Raw -34888.148180 + Penalty 388.843077 = -34499.305103 nChanged 105 SP:Iteration 2F (121.286256 sec): 3 clusters Score: Raw -34957.272842 + Penalty 388.843077 = -34568.429765 nChanged 79 SP:Iteration 3F (121.289070 sec): 3 clusters Score: Raw -35008.255522 + Penalty 388.843077 = -34619.412445 nChanged 65 SP:Iteration 4F (121.291897 sec): 3 clusters Score: Raw -35049.987635 + Penalty 388.843077 = -34661.144558 nChanged 61 SP:Iteration 5F (121.294710 sec): 3 clusters Score: Raw -35078.512686 + Penalty 388.843077 = -34689.669609 nChanged 43 SP:Iteration 6Q (121.297569 sec): 3 clusters Score: Raw -35111.105342 + Penalty 388.843077 = -34722.262265 nChanged 39 SP:Iteration 7Q (121.300459 sec): 3 clusters Score: Raw -35147.642609 + Penalty 388.843077 = -34758.799532 nChanged 42 SP:Iteration 8Q (121.303262 sec): 3 clusters Score: Raw -35184.627388 + Penalty 388.843077 = -34795.784311 nChanged 38 SP:Iteration 9Q (121.306114 sec): 3 clusters Score: Raw -35219.040889 + Penalty 388.843077 = -34830.197812 nChanged 37 SP:Iteration 10Q (121.308981 sec): 3 clusters Score: Raw -35235.916263 + Penalty 388.843077 = -34847.073186 nChanged 28 SP:Iteration 11Q (121.311803 sec): 3 clusters Score: Raw -35249.373500 + Penalty 388.843077 = -34860.530423 nChanged 17 SP:Iteration 12Q (121.314626 sec): 3 clusters Score: Raw -35258.338548 + Penalty 388.843077 = -34869.495471 nChanged 18 SP:Iteration 13Q (121.317442 sec): 3 clusters Score: Raw -35266.845969 + Penalty 388.843077 = -34878.002891 nChanged 17 SP:Iteration 14Q (121.320261 sec): 3 clusters Score: Raw -35274.119100 + Penalty 388.843077 = -34885.276023 nChanged 16 SP:Iteration 15Q (121.323076 sec): 3 clusters Score: Raw -35281.269308 + Penalty 388.843077 = -34892.426231 nChanged 16 SP:Iteration 16Q (121.325899 sec): 3 clusters Score: Raw -35286.129054 + Penalty 388.843077 = -34897.285977 nChanged 10 SP:Iteration 17Q (121.328711 sec): 3 clusters Score: Raw -35289.762067 + Penalty 388.843077 = -34900.918990 nChanged 17 SP:Iteration 18Q (121.331580 sec): 3 clusters Score: Raw -35297.996803 + Penalty 388.843077 = -34909.153726 nChanged 12 SP:Iteration 19Q (121.334408 sec): 3 clusters Score: Raw -35307.871336 + Penalty 388.843077 = -34919.028259 nChanged 12 SP:Iteration 20F (121.337241 sec): 3 clusters Score: Raw -35316.650482 + Penalty 388.843077 = -34927.807405 nChanged 15 SP:Iteration 21Q (121.340062 sec): 3 clusters Score: Raw -35328.683102 + Penalty 388.843077 = -34939.840025 nChanged 21 SP:Iteration 22Q (121.343285 sec): 3 clusters Score: Raw -35348.407343 + Penalty 388.843077 = -34959.564266 nChanged 17 SP:Iteration 23Q (121.346110 sec): 3 clusters Score: Raw -35368.411033 + Penalty 388.843077 = -34979.567956 nChanged 17 SP:Iteration 24Q (121.348911 sec): 3 clusters Score: Raw -35383.198016 + Penalty 388.843077 = -34994.354939 nChanged 11 SP:Iteration 25Q (121.351676 sec): 3 clusters Score: Raw -35394.110874 + Penalty 388.843077 = -35005.267797 nChanged 9 SP:Iteration 26Q (121.354479 sec): 3 clusters Score: Raw -35402.509568 + Penalty 388.843077 = -35013.666491 nChanged 10 SP:Iteration 27Q (121.357258 sec): 3 clusters Score: Raw -35410.729405 + Penalty 388.843077 = -35021.886328 nChanged 8 SP:Iteration 28Q (121.360036 sec): 3 clusters Score: Raw -35416.526317 + Penalty 388.843077 = -35027.683240 nChanged 6 SP:Iteration 29Q (121.362832 sec): 3 clusters Score: Raw -35418.984557 + Penalty 388.843077 = -35030.141480 nChanged 5 SP:Iteration 30Q (121.365617 sec): 3 clusters Score: Raw -35422.671728 + Penalty 388.843077 = -35033.828651 nChanged 4 SP:Iteration 31Q (121.368387 sec): 3 clusters Score: Raw -35423.933225 + Penalty 388.843077 = -35035.090148 nChanged 5 SP:Iteration 32Q (121.371166 sec): 3 clusters Score: Raw -35427.527208 + Penalty 388.843077 = -35038.684131 nChanged 7 SP:Iteration 33Q (121.373932 sec): 3 clusters Score: Raw -35430.571264 + Penalty 388.843077 = -35041.728187 nChanged 2 SP:Iteration 34Q (121.376699 sec): 3 clusters Score: Raw -35430.883938 + Penalty 388.843077 = -35042.040861 nChanged 1 SP:Iteration 35Q (121.379449 sec): 3 clusters Score: Raw -35431.044261 + Penalty 388.843077 = -35042.201184 nChanged 1 SP:Iteration 36Q (121.382222 sec): 3 clusters Score: Raw -35432.332560 + Penalty 388.843077 = -35043.489483 nChanged 1 SP:Iteration 37Q (121.384968 sec): 3 clusters Score: Raw -35433.054886 + Penalty 388.843077 = -35044.211809 nChanged 1 SP:Iteration 38Q (121.387738 sec): 3 clusters Score: Raw -35433.320935 + Penalty 388.843077 = -35044.477858 nChanged 1 SP:Iteration 39Q (121.390501 sec): 3 clusters Score: Raw -35433.372886 + Penalty 388.843077 = -35044.529809 nChanged 1 SP:Iteration 40F (121.393310 sec): 3 clusters Score: Raw -35433.450574 + Penalty 388.843077 = -35044.607497 nChanged 0 Trying to split cluster 32 (734 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (121.397437 sec): 2 clusters Score: Raw -26948.560445 + Penalty 181.458998 = -26767.101447 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (121.399655 sec): 3 clusters Score: Raw -26576.426041 + Penalty 362.917997 = -26213.508045 nChanged 287 SP:Iteration 1F (121.401589 sec): 3 clusters Score: Raw -26744.430023 + Penalty 362.917997 = -26381.512026 nChanged 55 SP:Iteration 2F (121.403524 sec): 3 clusters Score: Raw -26788.036940 + Penalty 362.917997 = -26425.118944 nChanged 50 SP:Iteration 3F (121.405440 sec): 3 clusters Score: Raw -26839.082913 + Penalty 362.917997 = -26476.164916 nChanged 46 SP:Iteration 4F (121.407356 sec): 3 clusters Score: Raw -26898.426196 + Penalty 362.917997 = -26535.508199 nChanged 32 SP:Iteration 5Q (121.409299 sec): 3 clusters Score: Raw -26931.692563 + Penalty 362.917997 = -26568.774566 nChanged 26 SP:Iteration 6Q (121.411218 sec): 3 clusters Score: Raw -26941.618847 + Penalty 362.917997 = -26578.700851 nChanged 7 SP:Iteration 7Q (121.413138 sec): 3 clusters Score: Raw -26944.782886 + Penalty 362.917997 = -26581.864889 nChanged 3 SP:Iteration 8Q (121.415048 sec): 3 clusters Score: Raw -26945.775288 + Penalty 362.917997 = -26582.857292 nChanged 3 SP:Iteration 9Q (121.416960 sec): 3 clusters Score: Raw -26946.087060 + Penalty 362.917997 = -26583.169064 nChanged 1 SP:Iteration 10Q (121.418875 sec): 3 clusters Score: Raw -26946.325319 + Penalty 362.917997 = -26583.407322 nChanged 2 SP:Iteration 11Q (121.420784 sec): 3 clusters Score: Raw -26946.523979 + Penalty 362.917997 = -26583.605983 nChanged 0 SP:Iteration 12F (121.422691 sec): 3 clusters Score: Raw -26946.523979 + Penalty 362.917997 = -26583.605983 nChanged 0 Iteration 99Q (122.357511 sec): 35 clusters Score: Raw -4182856.127059 + Penalty 10975.532998 = -4171880.594061 nChanged 157 Iteration 100F (123.428952 sec): 35 clusters Score: Raw -4182939.878734 + Penalty 10975.532998 = -4171964.345736 nChanged 143 Iteration 101Q (124.402830 sec): 35 clusters Score: Raw -4183005.471292 + Penalty 10975.532998 = -4172029.938294 nChanged 106 Iteration 102Q (125.542423 sec): 35 clusters Score: Raw -4183049.112347 + Penalty 10975.532998 = -4172073.579349 nChanged 74 Iteration 103Q (126.468013 sec): 35 clusters Score: Raw -4183066.746635 + Penalty 10975.532998 = -4172091.213637 nChanged 74 Iteration 104Q (127.380899 sec): 35 clusters Score: Raw -4183086.048560 + Penalty 10975.532998 = -4172110.515562 nChanged 63 Iteration 105Q (128.292184 sec): 35 clusters Score: Raw -4183098.283015 + Penalty 10975.532998 = -4172122.750017 nChanged 44 Iteration 106Q (129.224876 sec): 35 clusters Score: Raw -4183101.064189 + Penalty 10975.532998 = -4172125.531191 nChanged 34 Iteration 107Q (130.146489 sec): 35 clusters Score: Raw -4183103.340978 + Penalty 10975.532998 = -4172127.807980 nChanged 41 Iteration 108Q (131.057817 sec): 35 clusters Score: Raw -4183106.450239 + Penalty 10975.532998 = -4172130.917241 nChanged 41 Iteration 109Q (131.968975 sec): 35 clusters Score: Raw -4183109.096821 + Penalty 10975.532998 = -4172133.563823 nChanged 35 Iteration 110Q (132.889089 sec): 35 clusters Score: Raw -4183111.820392 + Penalty 10975.532998 = -4172136.287394 nChanged 30 Iteration 111Q (133.801245 sec): 35 clusters Score: Raw -4183114.110527 + Penalty 10975.532998 = -4172138.577529 nChanged 27 Iteration 112Q (134.717200 sec): 35 clusters Score: Raw -4183116.175498 + Penalty 10975.532998 = -4172140.642500 nChanged 29 Iteration 113Q (135.628140 sec): 35 clusters Score: Raw -4183118.572614 + Penalty 10975.532998 = -4172143.039615 nChanged 32 Iteration 114Q (136.545011 sec): 35 clusters Score: Raw -4183120.709130 + Penalty 10975.532998 = -4172145.176132 nChanged 34 Iteration 115Q (137.459059 sec): 35 clusters Score: Raw -4183122.031956 + Penalty 10975.532998 = -4172146.498958 nChanged 23 Iteration 116Q (138.370545 sec): 35 clusters Score: Raw -4183122.642739 + Penalty 10975.532998 = -4172147.109740 nChanged 16 Iteration 117Q (139.780812 sec): 35 clusters Score: Raw -4183123.120546 + Penalty 10975.532998 = -4172147.587548 nChanged 8 Iteration 118Q (140.718237 sec): 35 clusters Score: Raw -4183123.948723 + Penalty 10975.532998 = -4172148.415725 nChanged 11 Iteration 119Q (141.630509 sec): 35 clusters Score: Raw -4183124.277564 + Penalty 10975.532998 = -4172148.744566 nChanged 3 Iteration 120F (142.690947 sec): 35 clusters Score: Raw -4183124.482658 + Penalty 10975.532998 = -4172148.949660 nChanged 3 Iteration 121Q (143.611192 sec): 35 clusters Score: Raw -4183124.515241 + Penalty 10975.532998 = -4172148.982243 nChanged 2 Iteration 122Q (144.527366 sec): 35 clusters Score: Raw -4183124.526870 + Penalty 10975.532998 = -4172148.993872 nChanged 2 Iteration 123Q (145.439562 sec): 35 clusters Score: Raw -4183124.604629 + Penalty 10975.532998 = -4172149.071631 nChanged 2 Iteration 124Q (146.351247 sec): 35 clusters Score: Raw -4183124.691426 + Penalty 10975.532998 = -4172149.158428 nChanged 3 Iteration 125Q (147.281004 sec): 35 clusters Score: Raw -4183124.743488 + Penalty 10975.532998 = -4172149.210490 nChanged 1 Iteration 126Q (148.192451 sec): 35 clusters Score: Raw -4183124.755544 + Penalty 10975.532998 = -4172149.222546 nChanged 0 Iteration 127F (149.272174 sec): 35 clusters Score: Raw -4183124.755544 + Penalty 10975.532998 = -4172149.222546 nChanged 0 Compute initial score before splitting: Score: Raw -4183124.755544 + Penalty 10975.532998 = -4172149.222546 Trying to split cluster 1 (21898 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (149.295633 sec): 2 clusters Score: Raw -784679.869903 + Penalty 274.839141 = -784405.030762 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (149.324307 sec): 3 clusters Score: Raw -770235.825278 + Penalty 549.678282 = -769686.146996 nChanged 10547 SP:Iteration 1F (149.350612 sec): 3 clusters Score: Raw -777858.551698 + Penalty 549.678282 = -777308.873416 nChanged 2134 SP:Iteration 2F (149.377063 sec): 3 clusters Score: Raw -779886.213107 + Penalty 549.678282 = -779336.534825 nChanged 1952 SP:Iteration 3F (149.403870 sec): 3 clusters Score: Raw -782097.682855 + Penalty 549.678282 = -781548.004573 nChanged 1273 SP:Iteration 4F (149.430487 sec): 3 clusters Score: Raw -783578.397262 + Penalty 549.678282 = -783028.718979 nChanged 599 SP:Iteration 5Q (149.457285 sec): 3 clusters Score: Raw -784180.491473 + Penalty 549.678282 = -783630.813191 nChanged 272 SP:Iteration 6Q (149.483275 sec): 3 clusters Score: Raw -784401.810323 + Penalty 549.678282 = -783852.132040 nChanged 170 SP:Iteration 7Q (149.509196 sec): 3 clusters Score: Raw -784547.769122 + Penalty 549.678282 = -783998.090839 nChanged 101 SP:Iteration 8Q (149.535022 sec): 3 clusters Score: Raw -784628.837090 + Penalty 549.678282 = -784079.158807 nChanged 55 SP:Iteration 9Q (149.560895 sec): 3 clusters Score: Raw -784676.638237 + Penalty 549.678282 = -784126.959955 nChanged 28 SP:Iteration 10Q (149.586506 sec): 3 clusters Score: Raw -784708.199337 + Penalty 549.678282 = -784158.521055 nChanged 12 SP:Iteration 11Q (149.612264 sec): 3 clusters Score: Raw -784717.336365 + Penalty 549.678282 = -784167.658083 nChanged 6 SP:Iteration 12Q (149.638001 sec): 3 clusters Score: Raw -784723.004111 + Penalty 549.678282 = -784173.325829 nChanged 6 SP:Iteration 13Q (149.663816 sec): 3 clusters Score: Raw -784730.192396 + Penalty 549.678282 = -784180.514114 nChanged 8 SP:Iteration 14Q (149.689467 sec): 3 clusters Score: Raw -784735.652046 + Penalty 549.678282 = -784185.973764 nChanged 2 SP:Iteration 15Q (149.715088 sec): 3 clusters Score: Raw -784739.810814 + Penalty 549.678282 = -784190.132531 nChanged 4 SP:Iteration 16Q (149.740846 sec): 3 clusters Score: Raw -784743.158803 + Penalty 549.678282 = -784193.480521 nChanged 1 SP:Iteration 17Q (149.766488 sec): 3 clusters Score: Raw -784744.635373 + Penalty 549.678282 = -784194.957091 nChanged 0 SP:Iteration 18F (149.792856 sec): 3 clusters Score: Raw -784744.635373 + Penalty 549.678282 = -784194.957091 nChanged 0 Trying to split cluster 2 (965 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (149.805198 sec): 2 clusters Score: Raw -36054.907200 + Penalty 188.983523 = -35865.923677 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (149.808106 sec): 3 clusters Score: Raw -35559.250221 + Penalty 377.967046 = -35181.283175 nChanged 409 SP:Iteration 1F (149.810864 sec): 3 clusters Score: Raw -35862.909401 + Penalty 377.967046 = -35484.942356 nChanged 96 SP:Iteration 2F (149.813332 sec): 3 clusters Score: Raw -35948.544461 + Penalty 377.967046 = -35570.577415 nChanged 73 SP:Iteration 3F (149.815801 sec): 3 clusters Score: Raw -35997.913946 + Penalty 377.967046 = -35619.946900 nChanged 46 SP:Iteration 4Q (149.818296 sec): 3 clusters Score: Raw -36036.238436 + Penalty 377.967046 = -35658.271390 nChanged 40 SP:Iteration 5Q (149.820714 sec): 3 clusters Score: Raw -36065.890805 + Penalty 377.967046 = -35687.923760 nChanged 40 SP:Iteration 6Q (149.823204 sec): 3 clusters Score: Raw -36089.186610 + Penalty 377.967046 = -35711.219565 nChanged 23 SP:Iteration 7Q (149.825685 sec): 3 clusters Score: Raw -36099.825347 + Penalty 377.967046 = -35721.858301 nChanged 14 SP:Iteration 8Q (149.828168 sec): 3 clusters Score: Raw -36103.095186 + Penalty 377.967046 = -35725.128140 nChanged 7 SP:Iteration 9Q (149.830649 sec): 3 clusters Score: Raw -36104.286136 + Penalty 377.967046 = -35726.319091 nChanged 3 SP:Iteration 10Q (149.833106 sec): 3 clusters Score: Raw -36105.212269 + Penalty 377.967046 = -35727.245223 nChanged 2 SP:Iteration 11Q (149.835566 sec): 3 clusters Score: Raw -36105.714365 + Penalty 377.967046 = -35727.747320 nChanged 1 SP:Iteration 12Q (149.837997 sec): 3 clusters Score: Raw -36106.028375 + Penalty 377.967046 = -35728.061330 nChanged 2 SP:Iteration 13Q (149.840456 sec): 3 clusters Score: Raw -36106.813126 + Penalty 377.967046 = -35728.846081 nChanged 2 SP:Iteration 14Q (149.842931 sec): 3 clusters Score: Raw -36107.306444 + Penalty 377.967046 = -35729.339398 nChanged 4 SP:Iteration 15Q (149.845399 sec): 3 clusters Score: Raw -36109.526930 + Penalty 377.967046 = -35731.559885 nChanged 4 SP:Iteration 16Q (149.847853 sec): 3 clusters Score: Raw -36111.432976 + Penalty 377.967046 = -35733.465930 nChanged 2 SP:Iteration 17Q (149.850311 sec): 3 clusters Score: Raw -36111.943054 + Penalty 377.967046 = -35733.976009 nChanged 2 SP:Iteration 18Q (149.852768 sec): 3 clusters Score: Raw -36112.171749 + Penalty 377.967046 = -35734.204703 nChanged 0 SP:Iteration 19F (149.855226 sec): 3 clusters Score: Raw -36112.171749 + Penalty 377.967046 = -35734.204703 nChanged 0 Trying to split cluster 3 (15324 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (149.876295 sec): 2 clusters Score: Raw -585881.725140 + Penalty 265.022326 = -585616.702813 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (149.900421 sec): 3 clusters Score: Raw -575835.291443 + Penalty 530.044653 = -575305.246790 nChanged 7292 SP:Iteration 1F (149.923041 sec): 3 clusters Score: Raw -580319.113222 + Penalty 530.044653 = -579789.068570 nChanged 870 SP:Iteration 2F (149.945815 sec): 3 clusters Score: Raw -580779.054751 + Penalty 530.044653 = -580249.010098 nChanged 1022 SP:Iteration 3F (149.968308 sec): 3 clusters Score: Raw -581516.048124 + Penalty 530.044653 = -580986.003471 nChanged 1094 SP:Iteration 4F (149.990798 sec): 3 clusters Score: Raw -582409.011537 + Penalty 530.044653 = -581878.966884 nChanged 997 SP:Iteration 5F (150.013389 sec): 3 clusters Score: Raw -583276.556425 + Penalty 530.044653 = -582746.511772 nChanged 783 SP:Iteration 6F (150.036161 sec): 3 clusters Score: Raw -583979.639449 + Penalty 530.044653 = -583449.594796 nChanged 632 SP:Iteration 7Q (150.058792 sec): 3 clusters Score: Raw -584443.249158 + Penalty 530.044653 = -583913.204505 nChanged 435 SP:Iteration 8Q (150.081576 sec): 3 clusters Score: Raw -584717.290597 + Penalty 530.044653 = -584187.245944 nChanged 366 SP:Iteration 9Q (150.104160 sec): 3 clusters Score: Raw -584952.736038 + Penalty 530.044653 = -584422.691385 nChanged 308 SP:Iteration 10Q (150.126633 sec): 3 clusters Score: Raw -585150.712956 + Penalty 530.044653 = -584620.668303 nChanged 243 SP:Iteration 11Q (150.149084 sec): 3 clusters Score: Raw -585301.828572 + Penalty 530.044653 = -584771.783919 nChanged 215 SP:Iteration 12Q (150.171528 sec): 3 clusters Score: Raw -585447.255988 + Penalty 530.044653 = -584917.211335 nChanged 187 SP:Iteration 13Q (150.193724 sec): 3 clusters Score: Raw -585587.826555 + Penalty 530.044653 = -585057.781902 nChanged 158 SP:Iteration 14Q (150.215857 sec): 3 clusters Score: Raw -585719.848177 + Penalty 530.044653 = -585189.803524 nChanged 93 SP:Iteration 15Q (150.237924 sec): 3 clusters Score: Raw -585793.334550 + Penalty 530.044653 = -585263.289897 nChanged 63 SP:Iteration 16Q (150.260107 sec): 3 clusters Score: Raw -585844.132753 + Penalty 530.044653 = -585314.088100 nChanged 37 SP:Iteration 17Q (150.282221 sec): 3 clusters Score: Raw -585877.450143 + Penalty 530.044653 = -585347.405490 nChanged 16 SP:Iteration 18Q (150.304331 sec): 3 clusters Score: Raw -585892.288751 + Penalty 530.044653 = -585362.244098 nChanged 10 SP:Iteration 19Q (150.326321 sec): 3 clusters Score: Raw -585901.333571 + Penalty 530.044653 = -585371.288918 nChanged 4 SP:Iteration 20F (150.348720 sec): 3 clusters Score: Raw -585904.157455 + Penalty 530.044653 = -585374.112802 nChanged 0 Trying to split cluster 4 (8587 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (150.365197 sec): 2 clusters Score: Raw -325889.059858 + Penalty 249.095130 = -325639.964729 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (150.384529 sec): 3 clusters Score: Raw -320452.799187 + Penalty 498.190259 = -319954.608928 nChanged 4008 SP:Iteration 1F (150.401488 sec): 3 clusters Score: Raw -322936.971051 + Penalty 498.190259 = -322438.780792 nChanged 527 SP:Iteration 2F (150.418613 sec): 3 clusters Score: Raw -323191.785143 + Penalty 498.190259 = -322693.594884 nChanged 526 SP:Iteration 3F (150.435552 sec): 3 clusters Score: Raw -323507.765381 + Penalty 498.190259 = -323009.575122 nChanged 525 SP:Iteration 4F (150.452682 sec): 3 clusters Score: Raw -323910.908580 + Penalty 498.190259 = -323412.718321 nChanged 469 SP:Iteration 5F (150.469747 sec): 3 clusters Score: Raw -324310.894606 + Penalty 498.190259 = -323812.704347 nChanged 413 SP:Iteration 6Q (150.486902 sec): 3 clusters Score: Raw -324656.251188 + Penalty 498.190259 = -324158.060929 nChanged 333 SP:Iteration 7Q (150.503985 sec): 3 clusters Score: Raw -324852.873236 + Penalty 498.190259 = -324354.682977 nChanged 205 SP:Iteration 8Q (150.521011 sec): 3 clusters Score: Raw -324941.096186 + Penalty 498.190259 = -324442.905927 nChanged 155 SP:Iteration 9Q (150.538012 sec): 3 clusters Score: Raw -325008.481202 + Penalty 498.190259 = -324510.290943 nChanged 142 SP:Iteration 10Q (150.554929 sec): 3 clusters Score: Raw -325059.771796 + Penalty 498.190259 = -324561.581537 nChanged 120 SP:Iteration 11Q (150.571872 sec): 3 clusters Score: Raw -325102.063282 + Penalty 498.190259 = -324603.873023 nChanged 122 SP:Iteration 12Q (150.588759 sec): 3 clusters Score: Raw -325143.960035 + Penalty 498.190259 = -324645.769775 nChanged 117 SP:Iteration 13Q (150.605627 sec): 3 clusters Score: Raw -325185.526098 + Penalty 498.190259 = -324687.335839 nChanged 109 SP:Iteration 14Q (150.622451 sec): 3 clusters Score: Raw -325226.634991 + Penalty 498.190259 = -324728.444732 nChanged 117 SP:Iteration 15Q (150.639316 sec): 3 clusters Score: Raw -325274.360487 + Penalty 498.190259 = -324776.170228 nChanged 122 SP:Iteration 16Q (150.656117 sec): 3 clusters Score: Raw -325322.809832 + Penalty 498.190259 = -324824.619573 nChanged 105 SP:Iteration 17Q (150.672918 sec): 3 clusters Score: Raw -325362.648229 + Penalty 498.190259 = -324864.457970 nChanged 98 SP:Iteration 18Q (150.689690 sec): 3 clusters Score: Raw -325394.839541 + Penalty 498.190259 = -324896.649282 nChanged 90 SP:Iteration 19Q (150.706452 sec): 3 clusters Score: Raw -325427.029520 + Penalty 498.190259 = -324928.839261 nChanged 90 SP:Iteration 20F (150.723401 sec): 3 clusters Score: Raw -325458.072978 + Penalty 498.190259 = -324959.882719 nChanged 85 SP:Iteration 21Q (150.740093 sec): 3 clusters Score: Raw -325493.133855 + Penalty 498.190259 = -324994.943596 nChanged 83 SP:Iteration 22Q (150.756720 sec): 3 clusters Score: Raw -325534.443920 + Penalty 498.190259 = -325036.253661 nChanged 87 SP:Iteration 23Q (150.773347 sec): 3 clusters Score: Raw -325573.223001 + Penalty 498.190259 = -325075.032742 nChanged 70 SP:Iteration 24Q (150.790066 sec): 3 clusters Score: Raw -325604.579306 + Penalty 498.190259 = -325106.389046 nChanged 73 SP:Iteration 25Q (150.806731 sec): 3 clusters Score: Raw -325638.990992 + Penalty 498.190259 = -325140.800733 nChanged 63 SP:Iteration 26Q (150.823499 sec): 3 clusters Score: Raw -325666.259684 + Penalty 498.190259 = -325168.069425 nChanged 61 SP:Iteration 27Q (150.840458 sec): 3 clusters Score: Raw -325694.187588 + Penalty 498.190259 = -325195.997329 nChanged 59 SP:Iteration 28Q (150.868397 sec): 3 clusters Score: Raw -325721.613653 + Penalty 498.190259 = -325223.423394 nChanged 46 SP:Iteration 29Q (150.885141 sec): 3 clusters Score: Raw -325742.069961 + Penalty 498.190259 = -325243.879702 nChanged 49 SP:Iteration 30Q (150.901846 sec): 3 clusters Score: Raw -325765.323952 + Penalty 498.190259 = -325267.133692 nChanged 35 SP:Iteration 31Q (150.918623 sec): 3 clusters Score: Raw -325779.376975 + Penalty 498.190259 = -325281.186716 nChanged 29 SP:Iteration 32Q (150.935245 sec): 3 clusters Score: Raw -325796.114022 + Penalty 498.190259 = -325297.923763 nChanged 36 SP:Iteration 33Q (150.951972 sec): 3 clusters Score: Raw -325816.666510 + Penalty 498.190259 = -325318.476251 nChanged 30 SP:Iteration 34Q (150.968724 sec): 3 clusters Score: Raw -325838.052106 + Penalty 498.190259 = -325339.861847 nChanged 32 SP:Iteration 35Q (150.985526 sec): 3 clusters Score: Raw -325854.970351 + Penalty 498.190259 = -325356.780091 nChanged 31 SP:Iteration 36Q (151.002314 sec): 3 clusters Score: Raw -325874.274953 + Penalty 498.190259 = -325376.084694 nChanged 30 SP:Iteration 37Q (151.018928 sec): 3 clusters Score: Raw -325888.951072 + Penalty 498.190259 = -325390.760812 nChanged 18 SP:Iteration 38Q (151.035462 sec): 3 clusters Score: Raw -325897.779133 + Penalty 498.190259 = -325399.588874 nChanged 14 SP:Iteration 39Q (151.051223 sec): 3 clusters Score: Raw -325902.511791 + Penalty 498.190259 = -325404.321532 nChanged 8 SP:Iteration 40F (151.067672 sec): 3 clusters Score: Raw -325904.728654 + Penalty 498.190259 = -325406.538395 nChanged 4 SP:Iteration 41Q (151.084279 sec): 3 clusters Score: Raw -325906.166735 + Penalty 498.190259 = -325407.976476 nChanged 6 SP:Iteration 42Q (151.100796 sec): 3 clusters Score: Raw -325908.489579 + Penalty 498.190259 = -325410.299320 nChanged 8 SP:Iteration 43Q (151.140116 sec): 3 clusters Score: Raw -325911.293439 + Penalty 498.190259 = -325413.103180 nChanged 9 SP:Iteration 44Q (151.156758 sec): 3 clusters Score: Raw -325915.139479 + Penalty 498.190259 = -325416.949220 nChanged 5 SP:Iteration 45Q (151.173218 sec): 3 clusters Score: Raw -325916.900382 + Penalty 498.190259 = -325418.710123 nChanged 5 SP:Iteration 46Q (151.189799 sec): 3 clusters Score: Raw -325920.940938 + Penalty 498.190259 = -325422.750679 nChanged 3 SP:Iteration 47Q (151.206368 sec): 3 clusters Score: Raw -325921.778750 + Penalty 498.190259 = -325423.588491 nChanged 1 SP:Iteration 48Q (151.222917 sec): 3 clusters Score: Raw -325921.878328 + Penalty 498.190259 = -325423.688068 nChanged 0 SP:Iteration 49F (151.239780 sec): 3 clusters Score: Raw -325921.878328 + Penalty 498.190259 = -325423.688068 nChanged 0 Trying to split cluster 5 (5978 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (151.255147 sec): 2 clusters Score: Raw -202121.691140 + Penalty 239.135637 = -201882.555503 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (151.268943 sec): 3 clusters Score: Raw -198451.817833 + Penalty 478.271274 = -197973.546559 nChanged 2783 SP:Iteration 1F (151.280955 sec): 3 clusters Score: Raw -200400.841835 + Penalty 478.271274 = -199922.570562 nChanged 433 SP:Iteration 2F (151.293040 sec): 3 clusters Score: Raw -200664.789971 + Penalty 478.271274 = -200186.518697 nChanged 382 SP:Iteration 3F (151.305071 sec): 3 clusters Score: Raw -200923.164096 + Penalty 478.271274 = -200444.892822 nChanged 377 SP:Iteration 4F (151.317130 sec): 3 clusters Score: Raw -201203.667934 + Penalty 478.271274 = -200725.396660 nChanged 324 SP:Iteration 5F (151.329107 sec): 3 clusters Score: Raw -201466.472656 + Penalty 478.271274 = -200988.201382 nChanged 287 SP:Iteration 6Q (151.341190 sec): 3 clusters Score: Raw -201706.074034 + Penalty 478.271274 = -201227.802760 nChanged 214 SP:Iteration 7Q (151.353174 sec): 3 clusters Score: Raw -201881.063276 + Penalty 478.271274 = -201402.792003 nChanged 141 SP:Iteration 8Q (151.365140 sec): 3 clusters Score: Raw -202000.628187 + Penalty 478.271274 = -201522.356913 nChanged 81 SP:Iteration 9Q (151.376999 sec): 3 clusters Score: Raw -202067.716116 + Penalty 478.271274 = -201589.444842 nChanged 41 SP:Iteration 10Q (151.388909 sec): 3 clusters Score: Raw -202109.878222 + Penalty 478.271274 = -201631.606948 nChanged 20 SP:Iteration 11Q (151.400714 sec): 3 clusters Score: Raw -202128.804771 + Penalty 478.271274 = -201650.533498 nChanged 10 SP:Iteration 12Q (151.419019 sec): 3 clusters Score: Raw -202142.789604 + Penalty 478.271274 = -201664.518330 nChanged 9 SP:Iteration 13Q (151.430796 sec): 3 clusters Score: Raw -202152.723160 + Penalty 478.271274 = -201674.451886 nChanged 7 SP:Iteration 14Q (151.442549 sec): 3 clusters Score: Raw -202158.345683 + Penalty 478.271274 = -201680.074410 nChanged 1 SP:Iteration 15Q (151.454303 sec): 3 clusters Score: Raw -202158.588244 + Penalty 478.271274 = -201680.316971 nChanged 0 SP:Iteration 16F (151.466252 sec): 3 clusters Score: Raw -202158.588244 + Penalty 478.271274 = -201680.316971 nChanged 0 Trying to split cluster 6 (3882 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (151.479282 sec): 2 clusters Score: Raw -149280.145387 + Penalty 227.262909 = -149052.882478 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (151.488361 sec): 3 clusters Score: Raw -146924.768990 + Penalty 454.525817 = -146470.243173 nChanged 1775 SP:Iteration 1F (151.496347 sec): 3 clusters Score: Raw -147957.107043 + Penalty 454.525817 = -147502.581226 nChanged 257 SP:Iteration 2F (151.504316 sec): 3 clusters Score: Raw -148105.439209 + Penalty 454.525817 = -147650.913392 nChanged 232 SP:Iteration 3F (151.512318 sec): 3 clusters Score: Raw -148261.326370 + Penalty 454.525817 = -147806.800553 nChanged 270 SP:Iteration 4F (151.520191 sec): 3 clusters Score: Raw -148459.799029 + Penalty 454.525817 = -148005.273212 nChanged 223 SP:Iteration 5F (151.528175 sec): 3 clusters Score: Raw -148594.723555 + Penalty 454.525817 = -148140.197738 nChanged 162 SP:Iteration 6Q (151.536169 sec): 3 clusters Score: Raw -148672.889310 + Penalty 454.525817 = -148218.363493 nChanged 104 SP:Iteration 7Q (151.544183 sec): 3 clusters Score: Raw -148710.192175 + Penalty 454.525817 = -148255.666358 nChanged 70 SP:Iteration 8Q (151.552161 sec): 3 clusters Score: Raw -148725.548749 + Penalty 454.525817 = -148271.022932 nChanged 54 SP:Iteration 9Q (151.560067 sec): 3 clusters Score: Raw -148739.002249 + Penalty 454.525817 = -148284.476432 nChanged 53 SP:Iteration 10Q (151.568022 sec): 3 clusters Score: Raw -148752.488113 + Penalty 454.525817 = -148297.962296 nChanged 56 SP:Iteration 11Q (151.575998 sec): 3 clusters Score: Raw -148765.830847 + Penalty 454.525817 = -148311.305030 nChanged 33 SP:Iteration 12Q (151.583958 sec): 3 clusters Score: Raw -148775.298362 + Penalty 454.525817 = -148320.772545 nChanged 40 SP:Iteration 13Q (151.591910 sec): 3 clusters Score: Raw -148784.715276 + Penalty 454.525817 = -148330.189459 nChanged 36 SP:Iteration 14Q (151.599842 sec): 3 clusters Score: Raw -148791.049641 + Penalty 454.525817 = -148336.523824 nChanged 25 SP:Iteration 15Q (151.607751 sec): 3 clusters Score: Raw -148796.027956 + Penalty 454.525817 = -148341.502139 nChanged 30 SP:Iteration 16Q (151.615672 sec): 3 clusters Score: Raw -148802.112949 + Penalty 454.525817 = -148347.587132 nChanged 29 SP:Iteration 17Q (151.623574 sec): 3 clusters Score: Raw -148807.821167 + Penalty 454.525817 = -148353.295350 nChanged 35 SP:Iteration 18Q (151.631474 sec): 3 clusters Score: Raw -148814.676650 + Penalty 454.525817 = -148360.150833 nChanged 32 SP:Iteration 19Q (151.639069 sec): 3 clusters Score: Raw -148823.366827 + Penalty 454.525817 = -148368.841010 nChanged 42 SP:Iteration 20F (151.646929 sec): 3 clusters Score: Raw -148835.382072 + Penalty 454.525817 = -148380.856255 nChanged 52 SP:Iteration 21Q (151.654797 sec): 3 clusters Score: Raw -148849.051528 + Penalty 454.525817 = -148394.525711 nChanged 36 SP:Iteration 22Q (151.666471 sec): 3 clusters Score: Raw -148857.220003 + Penalty 454.525817 = -148402.694186 nChanged 36 SP:Iteration 23Q (151.674334 sec): 3 clusters Score: Raw -148866.006657 + Penalty 454.525817 = -148411.480840 nChanged 33 SP:Iteration 24Q (151.682203 sec): 3 clusters Score: Raw -148875.623268 + Penalty 454.525817 = -148421.097451 nChanged 37 SP:Iteration 25Q (151.690054 sec): 3 clusters Score: Raw -148888.620999 + Penalty 454.525817 = -148434.095182 nChanged 49 SP:Iteration 26Q (151.697832 sec): 3 clusters Score: Raw -148906.304424 + Penalty 454.525817 = -148451.778607 nChanged 54 SP:Iteration 27Q (151.705566 sec): 3 clusters Score: Raw -148926.352472 + Penalty 454.525817 = -148471.826655 nChanged 66 SP:Iteration 28Q (151.713387 sec): 3 clusters Score: Raw -148958.051579 + Penalty 454.525817 = -148503.525762 nChanged 73 SP:Iteration 29Q (151.721168 sec): 3 clusters Score: Raw -149002.463343 + Penalty 454.525817 = -148547.937526 nChanged 65 SP:Iteration 30Q (151.728932 sec): 3 clusters Score: Raw -149044.388027 + Penalty 454.525817 = -148589.862210 nChanged 70 SP:Iteration 31Q (151.736634 sec): 3 clusters Score: Raw -149090.434694 + Penalty 454.525817 = -148635.908877 nChanged 60 SP:Iteration 32Q (151.744346 sec): 3 clusters Score: Raw -149124.795202 + Penalty 454.525817 = -148670.269385 nChanged 54 SP:Iteration 33Q (151.752046 sec): 3 clusters Score: Raw -149153.697681 + Penalty 454.525817 = -148699.171864 nChanged 48 SP:Iteration 34Q (151.759721 sec): 3 clusters Score: Raw -149178.560815 + Penalty 454.525817 = -148724.034998 nChanged 31 SP:Iteration 35Q (151.767373 sec): 3 clusters Score: Raw -149191.256067 + Penalty 454.525817 = -148736.730250 nChanged 26 SP:Iteration 36Q (151.775050 sec): 3 clusters Score: Raw -149203.108881 + Penalty 454.525817 = -148748.583064 nChanged 29 SP:Iteration 37Q (151.782724 sec): 3 clusters Score: Raw -149214.666512 + Penalty 454.525817 = -148760.140695 nChanged 22 SP:Iteration 38Q (151.790391 sec): 3 clusters Score: Raw -149222.644678 + Penalty 454.525817 = -148768.118861 nChanged 14 SP:Iteration 39Q (151.798063 sec): 3 clusters Score: Raw -149225.681503 + Penalty 454.525817 = -148771.155686 nChanged 15 SP:Iteration 40F (151.805872 sec): 3 clusters Score: Raw -149229.075543 + Penalty 454.525817 = -148774.549726 nChanged 11 SP:Iteration 41Q (151.813470 sec): 3 clusters Score: Raw -149231.281829 + Penalty 454.525817 = -148776.756012 nChanged 7 SP:Iteration 42Q (151.821128 sec): 3 clusters Score: Raw -149232.956835 + Penalty 454.525817 = -148778.431018 nChanged 11 SP:Iteration 43Q (151.828760 sec): 3 clusters Score: Raw -149235.370133 + Penalty 454.525817 = -148780.844316 nChanged 10 SP:Iteration 44Q (151.836414 sec): 3 clusters Score: Raw -149237.256370 + Penalty 454.525817 = -148782.730553 nChanged 8 SP:Iteration 45Q (151.844051 sec): 3 clusters Score: Raw -149238.901358 + Penalty 454.525817 = -148784.375541 nChanged 7 SP:Iteration 46Q (151.851674 sec): 3 clusters Score: Raw -149240.005550 + Penalty 454.525817 = -148785.479733 nChanged 7 SP:Iteration 47Q (151.859298 sec): 3 clusters Score: Raw -149241.764287 + Penalty 454.525817 = -148787.238470 nChanged 7 SP:Iteration 48Q (151.866964 sec): 3 clusters Score: Raw -149243.288537 + Penalty 454.525817 = -148788.762720 nChanged 5 SP:Iteration 49Q (151.874588 sec): 3 clusters Score: Raw -149244.280716 + Penalty 454.525817 = -148789.754899 nChanged 5 SP:Iteration 50Q (151.882226 sec): 3 clusters Score: Raw -149245.033768 + Penalty 454.525817 = -148790.507951 nChanged 5 SP:Iteration 51Q (151.889785 sec): 3 clusters Score: Raw -149247.206695 + Penalty 454.525817 = -148792.680878 nChanged 4 SP:Iteration 52Q (151.897407 sec): 3 clusters Score: Raw -149248.279623 + Penalty 454.525817 = -148793.753806 nChanged 5 SP:Iteration 53Q (151.905027 sec): 3 clusters Score: Raw -149249.730477 + Penalty 454.525817 = -148795.204660 nChanged 5 SP:Iteration 54Q (151.912651 sec): 3 clusters Score: Raw -149251.413424 + Penalty 454.525817 = -148796.887607 nChanged 6 SP:Iteration 55Q (151.920261 sec): 3 clusters Score: Raw -149252.535734 + Penalty 454.525817 = -148798.009917 nChanged 5 SP:Iteration 56Q (151.927887 sec): 3 clusters Score: Raw -149253.768092 + Penalty 454.525817 = -148799.242275 nChanged 6 SP:Iteration 57Q (151.935815 sec): 3 clusters Score: Raw -149254.827668 + Penalty 454.525817 = -148800.301851 nChanged 6 SP:Iteration 58Q (151.943425 sec): 3 clusters Score: Raw -149256.333178 + Penalty 454.525817 = -148801.807361 nChanged 4 SP:Iteration 59Q (151.951019 sec): 3 clusters Score: Raw -149257.715699 + Penalty 454.525817 = -148803.189882 nChanged 6 SP:Iteration 60F (151.958950 sec): 3 clusters Score: Raw -149259.491532 + Penalty 454.525817 = -148804.965715 nChanged 7 SP:Iteration 61Q (151.966509 sec): 3 clusters Score: Raw -149261.853748 + Penalty 454.525817 = -148807.327931 nChanged 7 SP:Iteration 62Q (151.974086 sec): 3 clusters Score: Raw -149264.064203 + Penalty 454.525817 = -148809.538386 nChanged 6 SP:Iteration 63Q (151.981695 sec): 3 clusters Score: Raw -149266.500259 + Penalty 454.525817 = -148811.974442 nChanged 5 SP:Iteration 64Q (151.989476 sec): 3 clusters Score: Raw -149268.189802 + Penalty 454.525817 = -148813.663985 nChanged 9 SP:Iteration 65Q (151.997080 sec): 3 clusters Score: Raw -149271.786018 + Penalty 454.525817 = -148817.260201 nChanged 7 SP:Iteration 66Q (152.004678 sec): 3 clusters Score: Raw -149273.318694 + Penalty 454.525817 = -148818.792877 nChanged 5 SP:Iteration 67Q (152.012274 sec): 3 clusters Score: Raw -149275.226900 + Penalty 454.525817 = -148820.701083 nChanged 8 SP:Iteration 68Q (152.019874 sec): 3 clusters Score: Raw -149278.573787 + Penalty 454.525817 = -148824.047970 nChanged 10 SP:Iteration 69Q (152.027739 sec): 3 clusters Score: Raw -149282.608322 + Penalty 454.525817 = -148828.082505 nChanged 5 SP:Iteration 70Q (152.035341 sec): 3 clusters Score: Raw -149283.782520 + Penalty 454.525817 = -148829.256703 nChanged 3 SP:Iteration 71Q (152.042924 sec): 3 clusters Score: Raw -149284.436322 + Penalty 454.525817 = -148829.910505 nChanged 5 SP:Iteration 72Q (152.050464 sec): 3 clusters Score: Raw -149287.993322 + Penalty 454.525817 = -148833.467505 nChanged 4 SP:Iteration 73Q (152.058043 sec): 3 clusters Score: Raw -149290.108321 + Penalty 454.525817 = -148835.582504 nChanged 2 SP:Iteration 74Q (152.065576 sec): 3 clusters Score: Raw -149291.160860 + Penalty 454.525817 = -148836.635043 nChanged 2 SP:Iteration 75Q (152.073155 sec): 3 clusters Score: Raw -149291.918565 + Penalty 454.525817 = -148837.392748 nChanged 0 SP:Iteration 76F (152.081047 sec): 3 clusters Score: Raw -149291.918565 + Penalty 454.525817 = -148837.392748 nChanged 0 Trying to split cluster 7 (575 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.085808 sec): 2 clusters Score: Raw -18996.056117 + Penalty 174.745176 = -18821.310941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.087715 sec): 3 clusters Score: Raw -18731.366746 + Penalty 349.490352 = -18381.876394 nChanged 220 SP:Iteration 1F (152.089364 sec): 3 clusters Score: Raw -18888.755968 + Penalty 349.490352 = -18539.265615 nChanged 45 SP:Iteration 2F (152.091001 sec): 3 clusters Score: Raw -18921.397508 + Penalty 349.490352 = -18571.907155 nChanged 33 SP:Iteration 3F (152.092741 sec): 3 clusters Score: Raw -18937.518051 + Penalty 349.490352 = -18588.027699 nChanged 22 SP:Iteration 4Q (152.094396 sec): 3 clusters Score: Raw -18945.816815 + Penalty 349.490352 = -18596.326463 nChanged 16 SP:Iteration 5Q (152.096047 sec): 3 clusters Score: Raw -18953.058167 + Penalty 349.490352 = -18603.567815 nChanged 15 SP:Iteration 6Q (152.097694 sec): 3 clusters Score: Raw -18960.827971 + Penalty 349.490352 = -18611.337619 nChanged 11 SP:Iteration 7Q (152.099380 sec): 3 clusters Score: Raw -18967.153946 + Penalty 349.490352 = -18617.663594 nChanged 13 SP:Iteration 8Q (152.101024 sec): 3 clusters Score: Raw -18974.728598 + Penalty 349.490352 = -18625.238246 nChanged 19 SP:Iteration 9Q (152.102670 sec): 3 clusters Score: Raw -18988.500612 + Penalty 349.490352 = -18639.010259 nChanged 27 SP:Iteration 10Q (152.104317 sec): 3 clusters Score: Raw -19009.847291 + Penalty 349.490352 = -18660.356939 nChanged 21 SP:Iteration 11Q (152.105954 sec): 3 clusters Score: Raw -19024.836768 + Penalty 349.490352 = -18675.346416 nChanged 20 SP:Iteration 12Q (152.107590 sec): 3 clusters Score: Raw -19038.821790 + Penalty 349.490352 = -18689.331438 nChanged 13 SP:Iteration 13Q (152.109220 sec): 3 clusters Score: Raw -19044.772390 + Penalty 349.490352 = -18695.282038 nChanged 7 SP:Iteration 14Q (152.110850 sec): 3 clusters Score: Raw -19049.700704 + Penalty 349.490352 = -18700.210352 nChanged 3 SP:Iteration 15Q (152.112474 sec): 3 clusters Score: Raw -19051.688371 + Penalty 349.490352 = -18702.198019 nChanged 1 SP:Iteration 16Q (152.114099 sec): 3 clusters Score: Raw -19051.886424 + Penalty 349.490352 = -18702.396072 nChanged 1 SP:Iteration 17Q (152.115724 sec): 3 clusters Score: Raw -19052.311087 + Penalty 349.490352 = -18702.820735 nChanged 2 SP:Iteration 18Q (152.117347 sec): 3 clusters Score: Raw -19052.969280 + Penalty 349.490352 = -18703.478927 nChanged 1 SP:Iteration 19Q (152.118977 sec): 3 clusters Score: Raw -19053.295111 + Penalty 349.490352 = -18703.804759 nChanged 1 SP:Iteration 20F (152.120596 sec): 3 clusters Score: Raw -19053.622407 + Penalty 349.490352 = -18704.132054 nChanged 0 Trying to split cluster 8 (646 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.124620 sec): 2 clusters Score: Raw -23833.897552 + Penalty 177.946986 = -23655.950565 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.126648 sec): 3 clusters Score: Raw -23519.313141 + Penalty 355.893973 = -23163.419169 nChanged 245 SP:Iteration 1F (152.128425 sec): 3 clusters Score: Raw -23656.330095 + Penalty 355.893973 = -23300.436122 nChanged 41 SP:Iteration 2F (152.130196 sec): 3 clusters Score: Raw -23682.767912 + Penalty 355.893973 = -23326.873939 nChanged 31 SP:Iteration 3Q (152.131985 sec): 3 clusters Score: Raw -23699.517411 + Penalty 355.893973 = -23343.623438 nChanged 19 SP:Iteration 4Q (152.133775 sec): 3 clusters Score: Raw -23711.987739 + Penalty 355.893973 = -23356.093766 nChanged 22 SP:Iteration 5Q (152.135559 sec): 3 clusters Score: Raw -23721.684168 + Penalty 355.893973 = -23365.790196 nChanged 12 SP:Iteration 6Q (152.137338 sec): 3 clusters Score: Raw -23730.017383 + Penalty 355.893973 = -23374.123411 nChanged 12 SP:Iteration 7Q (152.139095 sec): 3 clusters Score: Raw -23734.400182 + Penalty 355.893973 = -23378.506209 nChanged 9 SP:Iteration 8Q (152.140891 sec): 3 clusters Score: Raw -23737.477634 + Penalty 355.893973 = -23381.583661 nChanged 8 SP:Iteration 9Q (152.142669 sec): 3 clusters Score: Raw -23738.832032 + Penalty 355.893973 = -23382.938060 nChanged 4 SP:Iteration 10Q (152.144439 sec): 3 clusters Score: Raw -23740.720962 + Penalty 355.893973 = -23384.826989 nChanged 5 SP:Iteration 11Q (152.146211 sec): 3 clusters Score: Raw -23742.540671 + Penalty 355.893973 = -23386.646698 nChanged 6 SP:Iteration 12Q (152.147989 sec): 3 clusters Score: Raw -23745.666546 + Penalty 355.893973 = -23389.772573 nChanged 7 SP:Iteration 13Q (152.149809 sec): 3 clusters Score: Raw -23749.376543 + Penalty 355.893973 = -23393.482570 nChanged 6 SP:Iteration 14Q (152.151581 sec): 3 clusters Score: Raw -23751.249639 + Penalty 355.893973 = -23395.355666 nChanged 5 SP:Iteration 15Q (152.153359 sec): 3 clusters Score: Raw -23757.893376 + Penalty 355.893973 = -23401.999403 nChanged 10 SP:Iteration 16Q (152.155144 sec): 3 clusters Score: Raw -23766.529284 + Penalty 355.893973 = -23410.635311 nChanged 11 SP:Iteration 17Q (152.156921 sec): 3 clusters Score: Raw -23772.173866 + Penalty 355.893973 = -23416.279894 nChanged 10 SP:Iteration 18Q (152.158699 sec): 3 clusters Score: Raw -23777.682054 + Penalty 355.893973 = -23421.788081 nChanged 10 SP:Iteration 19Q (152.160460 sec): 3 clusters Score: Raw -23785.785281 + Penalty 355.893973 = -23429.891308 nChanged 11 SP:Iteration 20F (152.162216 sec): 3 clusters Score: Raw -23794.912709 + Penalty 355.893973 = -23439.018736 nChanged 11 SP:Iteration 21Q (152.163980 sec): 3 clusters Score: Raw -23798.964078 + Penalty 355.893973 = -23443.070105 nChanged 4 SP:Iteration 22Q (152.165742 sec): 3 clusters Score: Raw -23801.515700 + Penalty 355.893973 = -23445.621727 nChanged 4 SP:Iteration 23Q (152.167500 sec): 3 clusters Score: Raw -23803.970775 + Penalty 355.893973 = -23448.076802 nChanged 4 SP:Iteration 24Q (152.169262 sec): 3 clusters Score: Raw -23806.071501 + Penalty 355.893973 = -23450.177529 nChanged 6 SP:Iteration 25Q (152.171031 sec): 3 clusters Score: Raw -23810.536014 + Penalty 355.893973 = -23454.642041 nChanged 9 SP:Iteration 26Q (152.172793 sec): 3 clusters Score: Raw -23818.281261 + Penalty 355.893973 = -23462.387288 nChanged 8 SP:Iteration 27Q (152.174559 sec): 3 clusters Score: Raw -23821.247729 + Penalty 355.893973 = -23465.353756 nChanged 5 SP:Iteration 28Q (152.176327 sec): 3 clusters Score: Raw -23822.317570 + Penalty 355.893973 = -23466.423598 nChanged 5 SP:Iteration 29Q (152.178090 sec): 3 clusters Score: Raw -23823.750305 + Penalty 355.893973 = -23467.856333 nChanged 3 SP:Iteration 30Q (152.179847 sec): 3 clusters Score: Raw -23824.782170 + Penalty 355.893973 = -23468.888197 nChanged 6 SP:Iteration 31Q (152.181600 sec): 3 clusters Score: Raw -23827.202668 + Penalty 355.893973 = -23471.308696 nChanged 3 SP:Iteration 32Q (152.183355 sec): 3 clusters Score: Raw -23828.354321 + Penalty 355.893973 = -23472.460349 nChanged 2 SP:Iteration 33Q (152.185108 sec): 3 clusters Score: Raw -23831.010477 + Penalty 355.893973 = -23475.116504 nChanged 3 SP:Iteration 34Q (152.186856 sec): 3 clusters Score: Raw -23831.503908 + Penalty 355.893973 = -23475.609936 nChanged 0 SP:Iteration 35F (152.188600 sec): 3 clusters Score: Raw -23831.503908 + Penalty 355.893973 = -23475.609936 nChanged 0 Trying to split cluster 9 (177 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.191230 sec): 2 clusters Score: Raw -5535.550292 + Penalty 142.344118 = -5393.206174 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.192232 sec): 3 clusters Score: Raw -5478.945536 + Penalty 284.688235 = -5194.257301 nChanged 60 SP:Iteration 1F (152.193087 sec): 3 clusters Score: Raw -5551.383720 + Penalty 284.688235 = -5266.695485 nChanged 13 SP:Iteration 2F (152.193937 sec): 3 clusters Score: Raw -5567.585454 + Penalty 284.688235 = -5282.897218 nChanged 4 SP:Iteration 3Q (152.194783 sec): 3 clusters Score: Raw -5569.124464 + Penalty 284.688235 = -5284.436229 nChanged 3 SP:Iteration 4Q (152.195634 sec): 3 clusters Score: Raw -5577.092868 + Penalty 284.688235 = -5292.404633 nChanged 4 SP:Iteration 5Q (152.196478 sec): 3 clusters Score: Raw -5584.933352 + Penalty 284.688235 = -5300.245116 nChanged 1 SP:Iteration 6Q (152.197322 sec): 3 clusters Score: Raw -5585.376796 + Penalty 284.688235 = -5300.688560 nChanged 1 SP:Iteration 7Q (152.198161 sec): 3 clusters Score: Raw -5586.258971 + Penalty 284.688235 = -5301.570736 nChanged 0 SP:Iteration 8F (152.199072 sec): 3 clusters Score: Raw -5586.258971 + Penalty 284.688235 = -5301.570736 nChanged 0 Trying to split cluster 10 (2476 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.208105 sec): 2 clusters Score: Raw -89956.559738 + Penalty 214.895990 = -89741.663748 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.214189 sec): 3 clusters Score: Raw -88533.902359 + Penalty 429.791980 = -88104.110379 nChanged 1108 SP:Iteration 1F (152.219460 sec): 3 clusters Score: Raw -89264.516395 + Penalty 429.791980 = -88834.724415 nChanged 201 SP:Iteration 2F (152.224747 sec): 3 clusters Score: Raw -89440.380875 + Penalty 429.791980 = -89010.588895 nChanged 147 SP:Iteration 3F (152.230032 sec): 3 clusters Score: Raw -89593.363247 + Penalty 429.791980 = -89163.571268 nChanged 114 SP:Iteration 4Q (152.235588 sec): 3 clusters Score: Raw -89693.576040 + Penalty 429.791980 = -89263.784060 nChanged 97 SP:Iteration 5Q (152.241339 sec): 3 clusters Score: Raw -89784.725826 + Penalty 429.791980 = -89354.933846 nChanged 66 SP:Iteration 6Q (152.246566 sec): 3 clusters Score: Raw -89840.990232 + Penalty 429.791980 = -89411.198253 nChanged 47 SP:Iteration 7Q (152.251748 sec): 3 clusters Score: Raw -89870.405182 + Penalty 429.791980 = -89440.613202 nChanged 35 SP:Iteration 8Q (152.256892 sec): 3 clusters Score: Raw -89889.113324 + Penalty 429.791980 = -89459.321345 nChanged 31 SP:Iteration 9Q (152.262017 sec): 3 clusters Score: Raw -89905.778190 + Penalty 429.791980 = -89475.986210 nChanged 23 SP:Iteration 10Q (152.267116 sec): 3 clusters Score: Raw -89917.425642 + Penalty 429.791980 = -89487.633662 nChanged 19 SP:Iteration 11Q (152.272211 sec): 3 clusters Score: Raw -89930.998751 + Penalty 429.791980 = -89501.206771 nChanged 20 SP:Iteration 12Q (152.277313 sec): 3 clusters Score: Raw -89950.100513 + Penalty 429.791980 = -89520.308533 nChanged 15 SP:Iteration 13Q (152.282413 sec): 3 clusters Score: Raw -89963.319146 + Penalty 429.791980 = -89533.527166 nChanged 14 SP:Iteration 14Q (152.287496 sec): 3 clusters Score: Raw -89976.805109 + Penalty 429.791980 = -89547.013129 nChanged 7 SP:Iteration 15Q (152.292565 sec): 3 clusters Score: Raw -89980.236239 + Penalty 429.791980 = -89550.444259 nChanged 5 SP:Iteration 16Q (152.297655 sec): 3 clusters Score: Raw -89981.564819 + Penalty 429.791980 = -89551.772839 nChanged 4 SP:Iteration 17Q (152.302727 sec): 3 clusters Score: Raw -89983.312126 + Penalty 429.791980 = -89553.520146 nChanged 3 SP:Iteration 18Q (152.307821 sec): 3 clusters Score: Raw -89984.788196 + Penalty 429.791980 = -89554.996216 nChanged 0 SP:Iteration 19F (152.313103 sec): 3 clusters Score: Raw -89984.788196 + Penalty 429.791980 = -89554.996216 nChanged 0 Trying to split cluster 11 (1062 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.318198 sec): 2 clusters Score: Raw -29098.830629 + Penalty 191.617503 = -28907.213126 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.321257 sec): 3 clusters Score: Raw -28522.612776 + Penalty 383.235006 = -28139.377769 nChanged 444 SP:Iteration 1F (152.323947 sec): 3 clusters Score: Raw -28820.830398 + Penalty 383.235006 = -28437.595392 nChanged 109 SP:Iteration 2F (152.326618 sec): 3 clusters Score: Raw -28933.548079 + Penalty 383.235006 = -28550.313073 nChanged 89 SP:Iteration 3F (152.329174 sec): 3 clusters Score: Raw -29029.853300 + Penalty 383.235006 = -28646.618294 nChanged 48 SP:Iteration 4Q (152.331888 sec): 3 clusters Score: Raw -29067.796548 + Penalty 383.235006 = -28684.561541 nChanged 31 SP:Iteration 5Q (152.334576 sec): 3 clusters Score: Raw -29098.680506 + Penalty 383.235006 = -28715.445500 nChanged 29 SP:Iteration 6Q (152.337229 sec): 3 clusters Score: Raw -29121.761459 + Penalty 383.235006 = -28738.526453 nChanged 28 SP:Iteration 7Q (152.339909 sec): 3 clusters Score: Raw -29130.291870 + Penalty 383.235006 = -28747.056864 nChanged 14 SP:Iteration 8Q (152.342562 sec): 3 clusters Score: Raw -29136.417423 + Penalty 383.235006 = -28753.182417 nChanged 8 SP:Iteration 9Q (152.345223 sec): 3 clusters Score: Raw -29138.374522 + Penalty 383.235006 = -28755.139516 nChanged 3 SP:Iteration 10Q (152.347864 sec): 3 clusters Score: Raw -29139.545555 + Penalty 383.235006 = -28756.310549 nChanged 4 SP:Iteration 11Q (152.350495 sec): 3 clusters Score: Raw -29140.175627 + Penalty 383.235006 = -28756.940621 nChanged 2 SP:Iteration 12Q (152.353138 sec): 3 clusters Score: Raw -29140.900242 + Penalty 383.235006 = -28757.665236 nChanged 4 SP:Iteration 13Q (152.355782 sec): 3 clusters Score: Raw -29141.818334 + Penalty 383.235006 = -28758.583328 nChanged 6 SP:Iteration 14Q (152.358446 sec): 3 clusters Score: Raw -29145.497492 + Penalty 383.235006 = -28762.262486 nChanged 6 SP:Iteration 15Q (152.361028 sec): 3 clusters Score: Raw -29146.796102 + Penalty 383.235006 = -28763.561095 nChanged 7 SP:Iteration 16Q (152.363693 sec): 3 clusters Score: Raw -29147.765665 + Penalty 383.235006 = -28764.530659 nChanged 6 SP:Iteration 17Q (152.366581 sec): 3 clusters Score: Raw -29148.995450 + Penalty 383.235006 = -28765.760444 nChanged 4 SP:Iteration 18Q (152.369239 sec): 3 clusters Score: Raw -29150.444351 + Penalty 383.235006 = -28767.209345 nChanged 2 SP:Iteration 19Q (152.371938 sec): 3 clusters Score: Raw -29150.672119 + Penalty 383.235006 = -28767.437113 nChanged 0 SP:Iteration 20F (152.374595 sec): 3 clusters Score: Raw -29150.672119 + Penalty 383.235006 = -28767.437113 nChanged 0 Trying to split cluster 12 (3329 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.384979 sec): 2 clusters Score: Raw -107081.129743 + Penalty 223.036749 = -106858.092994 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.392883 sec): 3 clusters Score: Raw -105026.904825 + Penalty 446.073498 = -104580.831327 nChanged 1563 SP:Iteration 1F (152.399802 sec): 3 clusters Score: Raw -106072.199796 + Penalty 446.073498 = -105626.126298 nChanged 257 SP:Iteration 2F (152.406672 sec): 3 clusters Score: Raw -106237.771651 + Penalty 446.073498 = -105791.698153 nChanged 228 SP:Iteration 3F (152.413604 sec): 3 clusters Score: Raw -106383.889795 + Penalty 446.073498 = -105937.816297 nChanged 197 SP:Iteration 4F (152.420521 sec): 3 clusters Score: Raw -106497.369592 + Penalty 446.073498 = -106051.296094 nChanged 134 SP:Iteration 5Q (152.427488 sec): 3 clusters Score: Raw -106560.823834 + Penalty 446.073498 = -106114.750336 nChanged 101 SP:Iteration 6Q (152.434442 sec): 3 clusters Score: Raw -106607.434212 + Penalty 446.073498 = -106161.360714 nChanged 74 SP:Iteration 7Q (152.441428 sec): 3 clusters Score: Raw -106634.790941 + Penalty 446.073498 = -106188.717443 nChanged 57 SP:Iteration 8Q (152.448376 sec): 3 clusters Score: Raw -106655.049135 + Penalty 446.073498 = -106208.975637 nChanged 53 SP:Iteration 9Q (152.455312 sec): 3 clusters Score: Raw -106677.725095 + Penalty 446.073498 = -106231.651597 nChanged 56 SP:Iteration 10Q (152.462243 sec): 3 clusters Score: Raw -106701.111671 + Penalty 446.073498 = -106255.038173 nChanged 48 SP:Iteration 11Q (152.469122 sec): 3 clusters Score: Raw -106722.111616 + Penalty 446.073498 = -106276.038118 nChanged 57 SP:Iteration 12Q (152.475808 sec): 3 clusters Score: Raw -106748.381693 + Penalty 446.073498 = -106302.308195 nChanged 61 SP:Iteration 13Q (152.482724 sec): 3 clusters Score: Raw -106781.611478 + Penalty 446.073498 = -106335.537980 nChanged 69 SP:Iteration 14Q (152.489627 sec): 3 clusters Score: Raw -106819.252708 + Penalty 446.073498 = -106373.179210 nChanged 64 SP:Iteration 15Q (152.496512 sec): 3 clusters Score: Raw -106860.187907 + Penalty 446.073498 = -106414.114409 nChanged 74 SP:Iteration 16Q (152.503381 sec): 3 clusters Score: Raw -106911.834694 + Penalty 446.073498 = -106465.761196 nChanged 67 SP:Iteration 17Q (152.510190 sec): 3 clusters Score: Raw -106955.693933 + Penalty 446.073498 = -106509.620435 nChanged 72 SP:Iteration 18Q (152.517051 sec): 3 clusters Score: Raw -106991.526362 + Penalty 446.073498 = -106545.452864 nChanged 51 SP:Iteration 19Q (152.523885 sec): 3 clusters Score: Raw -107009.627583 + Penalty 446.073498 = -106563.554085 nChanged 48 SP:Iteration 20F (152.530739 sec): 3 clusters Score: Raw -107026.084063 + Penalty 446.073498 = -106580.010565 nChanged 33 SP:Iteration 21Q (152.537549 sec): 3 clusters Score: Raw -107036.640801 + Penalty 446.073498 = -106590.567303 nChanged 21 SP:Iteration 22Q (152.544427 sec): 3 clusters Score: Raw -107041.974602 + Penalty 446.073498 = -106595.901104 nChanged 16 SP:Iteration 23Q (152.551233 sec): 3 clusters Score: Raw -107043.967219 + Penalty 446.073498 = -106597.893721 nChanged 12 SP:Iteration 24Q (152.558053 sec): 3 clusters Score: Raw -107045.201271 + Penalty 446.073498 = -106599.127773 nChanged 6 SP:Iteration 25Q (152.564855 sec): 3 clusters Score: Raw -107045.629465 + Penalty 446.073498 = -106599.555967 nChanged 2 SP:Iteration 26Q (152.572122 sec): 3 clusters Score: Raw -107045.783751 + Penalty 446.073498 = -106599.710253 nChanged 0 SP:Iteration 27F (152.578950 sec): 3 clusters Score: Raw -107045.783751 + Penalty 446.073498 = -106599.710253 nChanged 0 Trying to split cluster 13 (1021 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.584462 sec): 2 clusters Score: Raw -35820.526388 + Penalty 190.534790 = -35629.991598 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.587339 sec): 3 clusters Score: Raw -35248.696977 + Penalty 381.069580 = -34867.627397 nChanged 433 SP:Iteration 1F (152.589857 sec): 3 clusters Score: Raw -35473.098691 + Penalty 381.069580 = -35092.029111 nChanged 64 SP:Iteration 2F (152.592360 sec): 3 clusters Score: Raw -35513.185465 + Penalty 381.069580 = -35132.115885 nChanged 62 SP:Iteration 3F (152.595197 sec): 3 clusters Score: Raw -35562.045589 + Penalty 381.069580 = -35180.976009 nChanged 56 SP:Iteration 4F (152.597716 sec): 3 clusters Score: Raw -35591.598139 + Penalty 381.069580 = -35210.528559 nChanged 54 SP:Iteration 5F (152.600219 sec): 3 clusters Score: Raw -35638.387253 + Penalty 381.069580 = -35257.317673 nChanged 52 SP:Iteration 6F (152.602712 sec): 3 clusters Score: Raw -35673.495492 + Penalty 381.069580 = -35292.425912 nChanged 36 SP:Iteration 7Q (152.605229 sec): 3 clusters Score: Raw -35695.974487 + Penalty 381.069580 = -35314.904907 nChanged 38 SP:Iteration 8Q (152.607782 sec): 3 clusters Score: Raw -35716.054728 + Penalty 381.069580 = -35334.985148 nChanged 31 SP:Iteration 9Q (152.610300 sec): 3 clusters Score: Raw -35733.803892 + Penalty 381.069580 = -35352.734312 nChanged 27 SP:Iteration 10Q (152.612802 sec): 3 clusters Score: Raw -35751.203688 + Penalty 381.069580 = -35370.134108 nChanged 26 SP:Iteration 11Q (152.615307 sec): 3 clusters Score: Raw -35762.357148 + Penalty 381.069580 = -35381.287568 nChanged 19 SP:Iteration 12Q (152.617805 sec): 3 clusters Score: Raw -35768.084911 + Penalty 381.069580 = -35387.015331 nChanged 10 SP:Iteration 13Q (152.622066 sec): 3 clusters Score: Raw -35773.322041 + Penalty 381.069580 = -35392.252461 nChanged 13 SP:Iteration 14Q (152.624537 sec): 3 clusters Score: Raw -35780.808189 + Penalty 381.069580 = -35399.738609 nChanged 13 SP:Iteration 15Q (152.630460 sec): 3 clusters Score: Raw -35786.648543 + Penalty 381.069580 = -35405.578963 nChanged 11 SP:Iteration 16Q (152.632940 sec): 3 clusters Score: Raw -35791.802648 + Penalty 381.069580 = -35410.733068 nChanged 11 SP:Iteration 17Q (152.638657 sec): 3 clusters Score: Raw -35794.828829 + Penalty 381.069580 = -35413.759249 nChanged 4 SP:Iteration 18Q (152.641105 sec): 3 clusters Score: Raw -35795.866864 + Penalty 381.069580 = -35414.797284 nChanged 1 SP:Iteration 19Q (152.643575 sec): 3 clusters Score: Raw -35796.083339 + Penalty 381.069580 = -35415.013759 nChanged 3 SP:Iteration 20F (152.646005 sec): 3 clusters Score: Raw -35797.088246 + Penalty 381.069580 = -35416.018666 nChanged 5 SP:Iteration 21Q (152.648465 sec): 3 clusters Score: Raw -35798.088405 + Penalty 381.069580 = -35417.018825 nChanged 1 SP:Iteration 22Q (152.650926 sec): 3 clusters Score: Raw -35798.193871 + Penalty 381.069580 = -35417.124291 nChanged 1 SP:Iteration 23Q (152.653406 sec): 3 clusters Score: Raw -35798.279360 + Penalty 381.069580 = -35417.209780 nChanged 1 SP:Iteration 24Q (152.655877 sec): 3 clusters Score: Raw -35799.036332 + Penalty 381.069580 = -35417.966752 nChanged 3 SP:Iteration 25Q (152.658378 sec): 3 clusters Score: Raw -35799.982389 + Penalty 381.069580 = -35418.912809 nChanged 1 SP:Iteration 26Q (152.660854 sec): 3 clusters Score: Raw -35800.135289 + Penalty 381.069580 = -35419.065709 nChanged 0 SP:Iteration 27F (152.663328 sec): 3 clusters Score: Raw -35800.135289 + Penalty 381.069580 = -35419.065709 nChanged 0 Trying to split cluster 14 (1161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.668827 sec): 2 clusters Score: Raw -42986.942701 + Penalty 194.068517 = -42792.874184 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.672017 sec): 3 clusters Score: Raw -42359.157030 + Penalty 388.137034 = -41971.019996 nChanged 477 SP:Iteration 1F (152.674821 sec): 3 clusters Score: Raw -42657.019233 + Penalty 388.137034 = -42268.882199 nChanged 71 SP:Iteration 2F (152.677618 sec): 3 clusters Score: Raw -42699.402927 + Penalty 388.137034 = -42311.265893 nChanged 63 SP:Iteration 3F (152.680818 sec): 3 clusters Score: Raw -42732.989355 + Penalty 388.137034 = -42344.852321 nChanged 38 SP:Iteration 4Q (152.683645 sec): 3 clusters Score: Raw -42745.673811 + Penalty 388.137034 = -42357.536777 nChanged 27 SP:Iteration 5Q (152.686432 sec): 3 clusters Score: Raw -42755.250184 + Penalty 388.137034 = -42367.113150 nChanged 23 SP:Iteration 6Q (152.689242 sec): 3 clusters Score: Raw -42763.958169 + Penalty 388.137034 = -42375.821135 nChanged 23 SP:Iteration 7Q (152.692050 sec): 3 clusters Score: Raw -42771.084034 + Penalty 388.137034 = -42382.947000 nChanged 20 SP:Iteration 8Q (152.694847 sec): 3 clusters Score: Raw -42775.359374 + Penalty 388.137034 = -42387.222340 nChanged 14 SP:Iteration 9Q (152.697654 sec): 3 clusters Score: Raw -42779.942391 + Penalty 388.137034 = -42391.805357 nChanged 14 SP:Iteration 10Q (152.700447 sec): 3 clusters Score: Raw -42784.826465 + Penalty 388.137034 = -42396.689431 nChanged 21 SP:Iteration 11Q (152.703257 sec): 3 clusters Score: Raw -42792.972745 + Penalty 388.137034 = -42404.835711 nChanged 29 SP:Iteration 12Q (152.706053 sec): 3 clusters Score: Raw -42805.736848 + Penalty 388.137034 = -42417.599814 nChanged 33 SP:Iteration 13Q (152.708871 sec): 3 clusters Score: Raw -42816.570680 + Penalty 388.137034 = -42428.433646 nChanged 32 SP:Iteration 14Q (152.711637 sec): 3 clusters Score: Raw -42832.517219 + Penalty 388.137034 = -42444.380185 nChanged 39 SP:Iteration 15Q (152.714460 sec): 3 clusters Score: Raw -42854.533174 + Penalty 388.137034 = -42466.396140 nChanged 34 SP:Iteration 16Q (152.717250 sec): 3 clusters Score: Raw -42873.031248 + Penalty 388.137034 = -42484.894214 nChanged 26 SP:Iteration 17Q (152.720032 sec): 3 clusters Score: Raw -42887.327869 + Penalty 388.137034 = -42499.190835 nChanged 27 SP:Iteration 18Q (152.722851 sec): 3 clusters Score: Raw -42912.235937 + Penalty 388.137034 = -42524.098903 nChanged 24 SP:Iteration 19Q (152.725638 sec): 3 clusters Score: Raw -42941.350340 + Penalty 388.137034 = -42553.213306 nChanged 18 SP:Iteration 20F (152.728415 sec): 3 clusters Score: Raw -42970.090876 + Penalty 388.137034 = -42581.953842 nChanged 21 SP:Iteration 21Q (152.731241 sec): 3 clusters Score: Raw -42989.376554 + Penalty 388.137034 = -42601.239520 nChanged 13 SP:Iteration 22Q (152.733991 sec): 3 clusters Score: Raw -42995.433589 + Penalty 388.137034 = -42607.296555 nChanged 10 SP:Iteration 23Q (152.736732 sec): 3 clusters Score: Raw -43001.583602 + Penalty 388.137034 = -42613.446568 nChanged 5 SP:Iteration 24Q (152.739472 sec): 3 clusters Score: Raw -43003.448393 + Penalty 388.137034 = -42615.311359 nChanged 4 SP:Iteration 25Q (152.742202 sec): 3 clusters Score: Raw -43006.616851 + Penalty 388.137034 = -42618.479817 nChanged 4 SP:Iteration 26Q (152.744931 sec): 3 clusters Score: Raw -43009.221185 + Penalty 388.137034 = -42621.084151 nChanged 4 SP:Iteration 27Q (152.747655 sec): 3 clusters Score: Raw -43010.580859 + Penalty 388.137034 = -42622.443825 nChanged 2 SP:Iteration 28Q (152.750385 sec): 3 clusters Score: Raw -43011.204004 + Penalty 388.137034 = -42623.066970 nChanged 1 SP:Iteration 29Q (152.753128 sec): 3 clusters Score: Raw -43011.307655 + Penalty 388.137034 = -42623.170621 nChanged 0 SP:Iteration 30F (152.755901 sec): 3 clusters Score: Raw -43011.307655 + Penalty 388.137034 = -42623.170621 nChanged 0 Trying to split cluster 15 (2000 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.763379 sec): 2 clusters Score: Raw -71014.590661 + Penalty 209.024818 = -70805.565843 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.768372 sec): 3 clusters Score: Raw -69852.417196 + Penalty 418.049635 = -69434.367561 nChanged 891 SP:Iteration 1F (152.772723 sec): 3 clusters Score: Raw -70355.257297 + Penalty 418.049635 = -69937.207662 nChanged 144 SP:Iteration 2F (152.777028 sec): 3 clusters Score: Raw -70433.128188 + Penalty 418.049635 = -70015.078553 nChanged 135 SP:Iteration 3F (152.781377 sec): 3 clusters Score: Raw -70535.635429 + Penalty 418.049635 = -70117.585794 nChanged 158 SP:Iteration 4F (152.785702 sec): 3 clusters Score: Raw -70679.333725 + Penalty 418.049635 = -70261.284090 nChanged 131 SP:Iteration 5F (152.790048 sec): 3 clusters Score: Raw -70802.381130 + Penalty 418.049635 = -70384.331495 nChanged 97 SP:Iteration 6Q (152.794336 sec): 3 clusters Score: Raw -70909.397004 + Penalty 418.049635 = -70491.347369 nChanged 61 SP:Iteration 7Q (152.798639 sec): 3 clusters Score: Raw -70977.802045 + Penalty 418.049635 = -70559.752410 nChanged 21 SP:Iteration 8Q (152.802894 sec): 3 clusters Score: Raw -71001.225918 + Penalty 418.049635 = -70583.176283 nChanged 12 SP:Iteration 9Q (152.807097 sec): 3 clusters Score: Raw -71012.405409 + Penalty 418.049635 = -70594.355774 nChanged 9 SP:Iteration 10Q (152.811296 sec): 3 clusters Score: Raw -71025.093875 + Penalty 418.049635 = -70607.044240 nChanged 4 SP:Iteration 11Q (152.815487 sec): 3 clusters Score: Raw -71029.207587 + Penalty 418.049635 = -70611.157952 nChanged 4 SP:Iteration 12Q (152.819684 sec): 3 clusters Score: Raw -71033.515923 + Penalty 418.049635 = -70615.466287 nChanged 2 SP:Iteration 13Q (152.823855 sec): 3 clusters Score: Raw -71035.921159 + Penalty 418.049635 = -70617.871523 nChanged 3 SP:Iteration 14Q (152.828028 sec): 3 clusters Score: Raw -71036.729907 + Penalty 418.049635 = -70618.680271 nChanged 1 SP:Iteration 15Q (152.832167 sec): 3 clusters Score: Raw -71036.835031 + Penalty 418.049635 = -70618.785396 nChanged 0 SP:Iteration 16F (152.836481 sec): 3 clusters Score: Raw -71036.835031 + Penalty 418.049635 = -70618.785396 nChanged 0 Trying to split cluster 16 (616 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.840380 sec): 2 clusters Score: Raw -18227.990786 + Penalty 176.639291 = -18051.351495 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.842351 sec): 3 clusters Score: Raw -17922.680985 + Penalty 353.278583 = -17569.402402 nChanged 255 SP:Iteration 1F (152.844066 sec): 3 clusters Score: Raw -18098.838584 + Penalty 353.278583 = -17745.560001 nChanged 53 SP:Iteration 2F (152.845768 sec): 3 clusters Score: Raw -18141.582978 + Penalty 353.278583 = -17788.304395 nChanged 34 SP:Iteration 3F (152.847468 sec): 3 clusters Score: Raw -18173.725171 + Penalty 353.278583 = -17820.446588 nChanged 27 SP:Iteration 4Q (152.849209 sec): 3 clusters Score: Raw -18202.347648 + Penalty 353.278583 = -17849.069065 nChanged 26 SP:Iteration 5Q (152.850931 sec): 3 clusters Score: Raw -18230.639466 + Penalty 353.278583 = -17877.360883 nChanged 24 SP:Iteration 6Q (152.852642 sec): 3 clusters Score: Raw -18244.962505 + Penalty 353.278583 = -17891.683922 nChanged 19 SP:Iteration 7Q (152.854349 sec): 3 clusters Score: Raw -18254.123399 + Penalty 353.278583 = -17900.844816 nChanged 13 SP:Iteration 8Q (152.856065 sec): 3 clusters Score: Raw -18262.372291 + Penalty 353.278583 = -17909.093708 nChanged 14 SP:Iteration 9Q (152.857767 sec): 3 clusters Score: Raw -18269.281705 + Penalty 353.278583 = -17916.003122 nChanged 12 SP:Iteration 10Q (152.859446 sec): 3 clusters Score: Raw -18275.961830 + Penalty 353.278583 = -17922.683247 nChanged 12 SP:Iteration 11Q (152.861152 sec): 3 clusters Score: Raw -18283.430154 + Penalty 353.278583 = -17930.151571 nChanged 14 SP:Iteration 12Q (152.862850 sec): 3 clusters Score: Raw -18292.685362 + Penalty 353.278583 = -17939.406779 nChanged 16 SP:Iteration 13Q (152.864553 sec): 3 clusters Score: Raw -18318.603614 + Penalty 353.278583 = -17965.325031 nChanged 20 SP:Iteration 14Q (152.866247 sec): 3 clusters Score: Raw -18341.073489 + Penalty 353.278583 = -17987.794906 nChanged 12 SP:Iteration 15Q (152.867940 sec): 3 clusters Score: Raw -18354.477855 + Penalty 353.278583 = -18001.199272 nChanged 10 SP:Iteration 16Q (152.869629 sec): 3 clusters Score: Raw -18358.959436 + Penalty 353.278583 = -18005.680853 nChanged 2 SP:Iteration 17Q (152.871316 sec): 3 clusters Score: Raw -18360.069514 + Penalty 353.278583 = -18006.790931 nChanged 4 SP:Iteration 18Q (152.873001 sec): 3 clusters Score: Raw -18361.110796 + Penalty 353.278583 = -18007.832213 nChanged 3 SP:Iteration 19Q (152.874685 sec): 3 clusters Score: Raw -18363.528190 + Penalty 353.278583 = -18010.249607 nChanged 3 SP:Iteration 20F (152.876366 sec): 3 clusters Score: Raw -18368.873630 + Penalty 353.278583 = -18015.595047 nChanged 7 SP:Iteration 21Q (152.878055 sec): 3 clusters Score: Raw -18373.583989 + Penalty 353.278583 = -18020.305406 nChanged 5 SP:Iteration 22Q (152.879743 sec): 3 clusters Score: Raw -18377.379346 + Penalty 353.278583 = -18024.100763 nChanged 7 SP:Iteration 23Q (152.881445 sec): 3 clusters Score: Raw -18381.747270 + Penalty 353.278583 = -18028.468687 nChanged 3 SP:Iteration 24Q (152.883139 sec): 3 clusters Score: Raw -18383.490636 + Penalty 353.278583 = -18030.212053 nChanged 2 SP:Iteration 25Q (152.884820 sec): 3 clusters Score: Raw -18383.943876 + Penalty 353.278583 = -18030.665293 nChanged 0 SP:Iteration 26F (152.886507 sec): 3 clusters Score: Raw -18383.943876 + Penalty 353.278583 = -18030.665293 nChanged 0 Trying to split cluster 17 (18304 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.909418 sec): 2 clusters Score: Raw -669147.930662 + Penalty 269.909060 = -668878.021602 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.935511 sec): 3 clusters Score: Raw -657228.564691 + Penalty 539.818119 = -656688.746572 nChanged 8806 SP:Iteration 1F (152.959980 sec): 3 clusters Score: Raw -662617.405334 + Penalty 539.818119 = -662077.587215 nChanged 1015 SP:Iteration 2F (152.984387 sec): 3 clusters Score: Raw -663225.316440 + Penalty 539.818119 = -662685.498320 nChanged 1126 SP:Iteration 3F (153.008905 sec): 3 clusters Score: Raw -663960.804537 + Penalty 539.818119 = -663420.986418 nChanged 1020 SP:Iteration 4F (153.033498 sec): 3 clusters Score: Raw -664539.045549 + Penalty 539.818119 = -663999.227430 nChanged 886 SP:Iteration 5Q (153.058637 sec): 3 clusters Score: Raw -664985.903581 + Penalty 539.818119 = -664446.085462 nChanged 798 SP:Iteration 6Q (153.083515 sec): 3 clusters Score: Raw -665325.272240 + Penalty 539.818119 = -664785.454121 nChanged 681 SP:Iteration 7Q (153.108215 sec): 3 clusters Score: Raw -665596.388886 + Penalty 539.818119 = -665056.570767 nChanged 607 SP:Iteration 8Q (153.133165 sec): 3 clusters Score: Raw -665849.989515 + Penalty 539.818119 = -665310.171396 nChanged 571 SP:Iteration 9Q (153.165797 sec): 3 clusters Score: Raw -666072.917372 + Penalty 539.818119 = -665533.099253 nChanged 527 SP:Iteration 10Q (153.190437 sec): 3 clusters Score: Raw -666275.940435 + Penalty 539.818119 = -665736.122316 nChanged 490 SP:Iteration 11Q (153.215013 sec): 3 clusters Score: Raw -666461.510472 + Penalty 539.818119 = -665921.692353 nChanged 458 SP:Iteration 12Q (153.239577 sec): 3 clusters Score: Raw -666635.503845 + Penalty 539.818119 = -666095.685726 nChanged 426 SP:Iteration 13Q (153.264136 sec): 3 clusters Score: Raw -666817.484751 + Penalty 539.818119 = -666277.666632 nChanged 417 SP:Iteration 14Q (153.288551 sec): 3 clusters Score: Raw -666999.978355 + Penalty 539.818119 = -666460.160235 nChanged 435 SP:Iteration 15Q (153.313232 sec): 3 clusters Score: Raw -667218.066935 + Penalty 539.818119 = -666678.248816 nChanged 433 SP:Iteration 16Q (153.337633 sec): 3 clusters Score: Raw -667428.923305 + Penalty 539.818119 = -666889.105185 nChanged 446 SP:Iteration 17Q (153.361796 sec): 3 clusters Score: Raw -667668.085831 + Penalty 539.818119 = -667128.267712 nChanged 429 SP:Iteration 18Q (153.386287 sec): 3 clusters Score: Raw -667924.507457 + Penalty 539.818119 = -667384.689338 nChanged 397 SP:Iteration 19Q (153.410700 sec): 3 clusters Score: Raw -668160.838660 + Penalty 539.818119 = -667621.020541 nChanged 368 SP:Iteration 20F (153.434942 sec): 3 clusters Score: Raw -668392.148884 + Penalty 539.818119 = -667852.330765 nChanged 319 SP:Iteration 21Q (153.459141 sec): 3 clusters Score: Raw -668593.695190 + Penalty 539.818119 = -668053.877071 nChanged 267 SP:Iteration 22Q (153.483098 sec): 3 clusters Score: Raw -668758.573763 + Penalty 539.818119 = -668218.755644 nChanged 220 SP:Iteration 23Q (153.507135 sec): 3 clusters Score: Raw -668888.568576 + Penalty 539.818119 = -668348.750457 nChanged 169 SP:Iteration 24Q (153.531105 sec): 3 clusters Score: Raw -668988.572470 + Penalty 539.818119 = -668448.754351 nChanged 121 SP:Iteration 25Q (153.554774 sec): 3 clusters Score: Raw -669057.684535 + Penalty 539.818119 = -668517.866416 nChanged 100 SP:Iteration 26Q (153.578248 sec): 3 clusters Score: Raw -669106.784286 + Penalty 539.818119 = -668566.966166 nChanged 70 SP:Iteration 27Q (153.601944 sec): 3 clusters Score: Raw -669140.680879 + Penalty 539.818119 = -668600.862760 nChanged 33 SP:Iteration 28Q (153.625523 sec): 3 clusters Score: Raw -669157.004281 + Penalty 539.818119 = -668617.186162 nChanged 30 SP:Iteration 29Q (153.649065 sec): 3 clusters Score: Raw -669171.190555 + Penalty 539.818119 = -668631.372436 nChanged 27 SP:Iteration 30Q (153.672606 sec): 3 clusters Score: Raw -669185.036336 + Penalty 539.818119 = -668645.218217 nChanged 22 SP:Iteration 31Q (153.696281 sec): 3 clusters Score: Raw -669194.691889 + Penalty 539.818119 = -668654.873770 nChanged 19 SP:Iteration 32Q (153.719974 sec): 3 clusters Score: Raw -669203.437263 + Penalty 539.818119 = -668663.619143 nChanged 11 SP:Iteration 33Q (153.743541 sec): 3 clusters Score: Raw -669208.111831 + Penalty 539.818119 = -668668.293711 nChanged 16 SP:Iteration 34Q (153.767050 sec): 3 clusters Score: Raw -669216.013240 + Penalty 539.818119 = -668676.195121 nChanged 9 SP:Iteration 35Q (153.790515 sec): 3 clusters Score: Raw -669218.277975 + Penalty 539.818119 = -668678.459856 nChanged 5 SP:Iteration 36Q (153.814123 sec): 3 clusters Score: Raw -669219.575803 + Penalty 539.818119 = -668679.757684 nChanged 4 SP:Iteration 37Q (153.837591 sec): 3 clusters Score: Raw -669221.379605 + Penalty 539.818119 = -668681.561486 nChanged 5 SP:Iteration 38Q (153.861172 sec): 3 clusters Score: Raw -669222.666415 + Penalty 539.818119 = -668682.848296 nChanged 4 SP:Iteration 39Q (153.891515 sec): 3 clusters Score: Raw -669223.444904 + Penalty 539.818119 = -668683.626785 nChanged 3 SP:Iteration 40F (153.915484 sec): 3 clusters Score: Raw -669224.404001 + Penalty 539.818119 = -668684.585881 nChanged 1 SP:Iteration 41Q (153.939380 sec): 3 clusters Score: Raw -669224.638775 + Penalty 539.818119 = -668684.820656 nChanged 1 SP:Iteration 42Q (153.963121 sec): 3 clusters Score: Raw -669225.438306 + Penalty 539.818119 = -668685.620186 nChanged 1 SP:Iteration 43Q (153.986665 sec): 3 clusters Score: Raw -669225.834564 + Penalty 539.818119 = -668686.016445 nChanged 0 SP:Iteration 44F (154.010748 sec): 3 clusters Score: Raw -669225.834564 + Penalty 539.818119 = -668686.016445 nChanged 0 Trying to split cluster 18 (643 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (154.020815 sec): 2 clusters Score: Raw -20962.954111 + Penalty 177.818980 = -20785.135132 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (154.022917 sec): 3 clusters Score: Raw -20650.215331 + Penalty 355.637960 = -20294.577371 nChanged 277 SP:Iteration 1F (154.024699 sec): 3 clusters Score: Raw -20833.962864 + Penalty 355.637960 = -20478.324904 nChanged 59 SP:Iteration 2F (154.026454 sec): 3 clusters Score: Raw -20876.120413 + Penalty 355.637960 = -20520.482454 nChanged 27 SP:Iteration 3Q (154.028229 sec): 3 clusters Score: Raw -20897.847829 + Penalty 355.637960 = -20542.209869 nChanged 23 SP:Iteration 4Q (154.030126 sec): 3 clusters Score: Raw -20922.699259 + Penalty 355.637960 = -20567.061299 nChanged 17 SP:Iteration 5Q (154.031923 sec): 3 clusters Score: Raw -20933.317105 + Penalty 355.637960 = -20577.679145 nChanged 12 SP:Iteration 6Q (154.033698 sec): 3 clusters Score: Raw -20943.700816 + Penalty 355.637960 = -20588.062856 nChanged 8 SP:Iteration 7Q (154.035483 sec): 3 clusters Score: Raw -20952.869900 + Penalty 355.637960 = -20597.231940 nChanged 12 SP:Iteration 8Q (154.037262 sec): 3 clusters Score: Raw -20963.195047 + Penalty 355.637960 = -20607.557087 nChanged 12 SP:Iteration 9Q (154.039089 sec): 3 clusters Score: Raw -20974.963446 + Penalty 355.637960 = -20619.325487 nChanged 6 SP:Iteration 10Q (154.040855 sec): 3 clusters Score: Raw -20979.304083 + Penalty 355.637960 = -20623.666123 nChanged 7 SP:Iteration 11Q (154.042614 sec): 3 clusters Score: Raw -20985.360325 + Penalty 355.637960 = -20629.722365 nChanged 7 SP:Iteration 12Q (154.044372 sec): 3 clusters Score: Raw -20994.728104 + Penalty 355.637960 = -20639.090144 nChanged 8 SP:Iteration 13Q (154.046134 sec): 3 clusters Score: Raw -21018.607362 + Penalty 355.637960 = -20662.969403 nChanged 10 SP:Iteration 14Q (154.047898 sec): 3 clusters Score: Raw -21032.982065 + Penalty 355.637960 = -20677.344105 nChanged 10 SP:Iteration 15Q (154.049649 sec): 3 clusters Score: Raw -21050.342029 + Penalty 355.637960 = -20694.704069 nChanged 6 SP:Iteration 16Q (154.051395 sec): 3 clusters Score: Raw -21054.212911 + Penalty 355.637960 = -20698.574951 nChanged 4 SP:Iteration 17Q (154.053144 sec): 3 clusters Score: Raw -21056.145589 + Penalty 355.637960 = -20700.507629 nChanged 2 SP:Iteration 18Q (154.054894 sec): 3 clusters Score: Raw -21056.983578 + Penalty 355.637960 = -20701.345618 nChanged 1 SP:Iteration 19Q (154.056640 sec): 3 clusters Score: Raw -21057.244531 + Penalty 355.637960 = -20701.606571 nChanged 0 SP:Iteration 20F (154.058389 sec): 3 clusters Score: Raw -21057.244531 + Penalty 355.637960 = -20701.606571 nChanged 0 Trying to split cluster 19 (914 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (154.063294 sec): 2 clusters Score: Raw -31282.099804 + Penalty 187.490341 = -31094.609463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (154.066254 sec): 3 clusters Score: Raw -30781.240933 + Penalty 374.980681 = -30406.260251 nChanged 391 SP:Iteration 1F (154.068549 sec): 3 clusters Score: Raw -31012.293210 + Penalty 374.980681 = -30637.312529 nChanged 93 SP:Iteration 2F (154.070883 sec): 3 clusters Score: Raw -31084.066896 + Penalty 374.980681 = -30709.086215 nChanged 73 SP:Iteration 3F (154.073194 sec): 3 clusters Score: Raw -31124.773578 + Penalty 374.980681 = -30749.792897 nChanged 45 SP:Iteration 4Q (154.075514 sec): 3 clusters Score: Raw -31150.487741 + Penalty 374.980681 = -30775.507060 nChanged 37 SP:Iteration 5Q (154.077831 sec): 3 clusters Score: Raw -31171.646881 + Penalty 374.980681 = -30796.666199 nChanged 33 SP:Iteration 6Q (154.080132 sec): 3 clusters Score: Raw -31186.326539 + Penalty 374.980681 = -30811.345858 nChanged 26 SP:Iteration 7Q (154.082378 sec): 3 clusters Score: Raw -31198.180289 + Penalty 374.980681 = -30823.199608 nChanged 18 SP:Iteration 8Q (154.084642 sec): 3 clusters Score: Raw -31207.166648 + Penalty 374.980681 = -30832.185966 nChanged 22 SP:Iteration 9Q (154.086952 sec): 3 clusters Score: Raw -31215.701891 + Penalty 374.980681 = -30840.721210 nChanged 16 SP:Iteration 10Q (154.089248 sec): 3 clusters Score: Raw -31223.584478 + Penalty 374.980681 = -30848.603797 nChanged 17 SP:Iteration 11Q (154.091549 sec): 3 clusters Score: Raw -31235.578244 + Penalty 374.980681 = -30860.597562 nChanged 17 SP:Iteration 12Q (154.093855 sec): 3 clusters Score: Raw -31251.742090 + Penalty 374.980681 = -30876.761408 nChanged 13 SP:Iteration 13Q (154.096132 sec): 3 clusters Score: Raw -31265.772721 + Penalty 374.980681 = -30890.792039 nChanged 13 SP:Iteration 14Q (154.098410 sec): 3 clusters Score: Raw -31278.335808 + Penalty 374.980681 = -30903.355126 nChanged 11 SP:Iteration 15Q (154.100678 sec): 3 clusters Score: Raw -31283.792603 + Penalty 374.980681 = -30908.811922 nChanged 7 SP:Iteration 16Q (154.102968 sec): 3 clusters Score: Raw -31290.524724 + Penalty 374.980681 = -30915.544043 nChanged 11 SP:Iteration 17Q (154.105238 sec): 3 clusters Score: Raw -31296.173797 + Penalty 374.980681 = -30921.193115 nChanged 5 SP:Iteration 18Q (154.107495 sec): 3 clusters Score: Raw -31297.885452 + Penalty 374.980681 = -30922.904771 nChanged 4 SP:Iteration 19Q (154.109765 sec): 3 clusters Score: Raw -31298.828480 + Penalty 374.980681 = -30923.847799 nChanged 1 SP:Iteration 20F (154.112008 sec): 3 clusters Score: Raw -31298.988378 + Penalty 374.980681 = -30924.007696 nChanged 0 Trying to split cluster 20 (3321 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (154.123480 sec): 2 clusters Score: Raw -124367.900809 + Penalty 222.970584 = -124144.930226 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (154.131386 sec): 3 clusters Score: Raw -122331.078172 + Penalty 445.941167 = -121885.137004 nChanged 1527 SP:Iteration 1F (154.138449 sec): 3 clusters Score: Raw -123084.204287 + Penalty 445.941167 = -122638.263120 nChanged 192 SP:Iteration 2F (154.145400 sec): 3 clusters Score: Raw -123169.720735 + Penalty 445.941167 = -122723.779568 nChanged 192 SP:Iteration 3F (154.152382 sec): 3 clusters Score: Raw -123273.247663 + Penalty 445.941167 = -122827.306496 nChanged 217 SP:Iteration 4F (154.159355 sec): 3 clusters Score: Raw -123392.166553 + Penalty 445.941167 = -122946.225386 nChanged 240 SP:Iteration 5F (154.166295 sec): 3 clusters Score: Raw -123559.766249 + Penalty 445.941167 = -123113.825082 nChanged 256 SP:Iteration 6F (154.173246 sec): 3 clusters Score: Raw -123750.248639 + Penalty 445.941167 = -123304.307471 nChanged 236 SP:Iteration 7F (154.180172 sec): 3 clusters Score: Raw -123937.889845 + Penalty 445.941167 = -123491.948678 nChanged 201 SP:Iteration 8F (154.187088 sec): 3 clusters Score: Raw -124120.602368 + Penalty 445.941167 = -123674.661201 nChanged 153 SP:Iteration 9Q (154.194211 sec): 3 clusters Score: Raw -124267.924130 + Penalty 445.941167 = -123821.982962 nChanged 74 SP:Iteration 10Q (154.201106 sec): 3 clusters Score: Raw -124337.502297 + Penalty 445.941167 = -123891.561130 nChanged 27 SP:Iteration 11Q (154.207872 sec): 3 clusters Score: Raw -124369.207844 + Penalty 445.941167 = -123923.266677 nChanged 9 SP:Iteration 12Q (154.214583 sec): 3 clusters Score: Raw -124382.968820 + Penalty 445.941167 = -123937.027652 nChanged 5 SP:Iteration 13Q (154.221203 sec): 3 clusters Score: Raw -124394.771951 + Penalty 445.941167 = -123948.830784 nChanged 3 SP:Iteration 14Q (154.227853 sec): 3 clusters Score: Raw -124397.941970 + Penalty 445.941167 = -123952.000803 nChanged 0 SP:Iteration 15F (154.234748 sec): 3 clusters Score: Raw -124397.941970 + Penalty 445.941167 = -123952.000803 nChanged 0 Trying to split cluster 21 (6269 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (154.250906 sec): 2 clusters Score: Raw -235041.351524 + Penalty 240.442734 = -234800.908791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (154.265263 sec): 3 clusters Score: Raw -231084.232583 + Penalty 480.885467 = -230603.347115 nChanged 3031 SP:Iteration 1F (154.277812 sec): 3 clusters Score: Raw -232716.233742 + Penalty 480.885467 = -232235.348275 nChanged 338 SP:Iteration 2F (154.290102 sec): 3 clusters Score: Raw -232849.808649 + Penalty 480.885467 = -232368.923182 nChanged 364 SP:Iteration 3F (154.302686 sec): 3 clusters Score: Raw -233019.210541 + Penalty 480.885467 = -232538.325074 nChanged 405 SP:Iteration 4F (154.315127 sec): 3 clusters Score: Raw -233262.461429 + Penalty 480.885467 = -232781.575962 nChanged 439 SP:Iteration 5F (154.327527 sec): 3 clusters Score: Raw -233565.986742 + Penalty 480.885467 = -233085.101275 nChanged 425 SP:Iteration 6F (154.339823 sec): 3 clusters Score: Raw -233849.783236 + Penalty 480.885467 = -233368.897769 nChanged 366 SP:Iteration 7F (154.352108 sec): 3 clusters Score: Raw -234107.700796 + Penalty 480.885467 = -233626.815329 nChanged 306 SP:Iteration 8Q (154.364498 sec): 3 clusters Score: Raw -234328.531578 + Penalty 480.885467 = -233847.646111 nChanged 235 SP:Iteration 9Q (154.376749 sec): 3 clusters Score: Raw -234481.853515 + Penalty 480.885467 = -234000.968048 nChanged 179 SP:Iteration 10Q (154.389008 sec): 3 clusters Score: Raw -234607.770260 + Penalty 480.885467 = -234126.884793 nChanged 164 SP:Iteration 11Q (154.401210 sec): 3 clusters Score: Raw -234737.758765 + Penalty 480.885467 = -234256.873298 nChanged 143 SP:Iteration 12Q (154.413364 sec): 3 clusters Score: Raw -234860.577325 + Penalty 480.885467 = -234379.691857 nChanged 110 SP:Iteration 13Q (154.425374 sec): 3 clusters Score: Raw -234962.002565 + Penalty 480.885467 = -234481.117098 nChanged 66 SP:Iteration 14Q (154.437338 sec): 3 clusters Score: Raw -235023.014848 + Penalty 480.885467 = -234542.129381 nChanged 28 SP:Iteration 15Q (154.449253 sec): 3 clusters Score: Raw -235047.262486 + Penalty 480.885467 = -234566.377019 nChanged 17 SP:Iteration 16Q (154.461231 sec): 3 clusters Score: Raw -235065.484522 + Penalty 480.885467 = -234584.599055 nChanged 13 SP:Iteration 17Q (154.473150 sec): 3 clusters Score: Raw -235080.239609 + Penalty 480.885467 = -234599.354142 nChanged 10 SP:Iteration 18Q (154.485050 sec): 3 clusters Score: Raw -235097.830938 + Penalty 480.885467 = -234616.945470 nChanged 3 SP:Iteration 19Q (154.496971 sec): 3 clusters Score: Raw -235102.025518 + Penalty 480.885467 = -234621.140051 nChanged 4 SP:Iteration 20F (154.509139 sec): 3 clusters Score: Raw -235105.005745 + Penalty 480.885467 = -234624.120278 nChanged 0 Trying to split cluster 22 (957 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (154.515103 sec): 2 clusters Score: Raw -30489.031292 + Penalty 188.754593 = -30300.276699 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (154.517934 sec): 3 clusters Score: Raw -29969.944514 + Penalty 377.509187 = -29592.435328 nChanged 402 SP:Iteration 1F (154.520370 sec): 3 clusters Score: Raw -30225.810391 + Penalty 377.509187 = -29848.301204 nChanged 111 SP:Iteration 2F (154.522774 sec): 3 clusters Score: Raw -30341.676886 + Penalty 377.509187 = -29964.167699 nChanged 86 SP:Iteration 3F (154.525192 sec): 3 clusters Score: Raw -30403.290619 + Penalty 377.509187 = -30025.781432 nChanged 52 SP:Iteration 4F (154.527620 sec): 3 clusters Score: Raw -30427.752716 + Penalty 377.509187 = -30050.243530 nChanged 37 SP:Iteration 5Q (154.530207 sec): 3 clusters Score: Raw -30446.514619 + Penalty 377.509187 = -30069.005433 nChanged 33 SP:Iteration 6Q (154.532677 sec): 3 clusters Score: Raw -30462.416212 + Penalty 377.509187 = -30084.907025 nChanged 25 SP:Iteration 7Q (154.535103 sec): 3 clusters Score: Raw -30470.214873 + Penalty 377.509187 = -30092.705687 nChanged 16 SP:Iteration 8Q (154.537528 sec): 3 clusters Score: Raw -30478.661455 + Penalty 377.509187 = -30101.152268 nChanged 25 SP:Iteration 9Q (154.539953 sec): 3 clusters Score: Raw -30491.676697 + Penalty 377.509187 = -30114.167511 nChanged 28 SP:Iteration 10Q (154.542384 sec): 3 clusters Score: Raw -30514.438861 + Penalty 377.509187 = -30136.929674 nChanged 29 SP:Iteration 11Q (154.544849 sec): 3 clusters Score: Raw -30532.409490 + Penalty 377.509187 = -30154.900303 nChanged 22 SP:Iteration 12Q (154.547319 sec): 3 clusters Score: Raw -30541.768323 + Penalty 377.509187 = -30164.259136 nChanged 14 SP:Iteration 13Q (154.549749 sec): 3 clusters Score: Raw -30549.279314 + Penalty 377.509187 = -30171.770128 nChanged 14 SP:Iteration 14Q (154.552281 sec): 3 clusters Score: Raw -30558.781838 + Penalty 377.509187 = -30181.272651 nChanged 12 SP:Iteration 15Q (154.554714 sec): 3 clusters Score: Raw -30564.176167 + Penalty 377.509187 = -30186.666981 nChanged 13 SP:Iteration 16Q (154.557144 sec): 3 clusters Score: Raw -30573.593979 + Penalty 377.509187 = -30196.084793 nChanged 7 SP:Iteration 17Q (154.559581 sec): 3 clusters Score: Raw -30577.984100 + Penalty 377.509187 = -30200.474913 nChanged 6 SP:Iteration 18Q (154.562025 sec): 3 clusters Score: Raw -30581.553191 + Penalty 377.509187 = -30204.044005 nChanged 4 SP:Iteration 19Q (154.564414 sec): 3 clusters Score: Raw -30582.634677 + Penalty 377.509187 = -30205.125490 nChanged 4 SP:Iteration 20F (154.566818 sec): 3 clusters Score: Raw -30585.462193 + Penalty 377.509187 = -30207.953007 nChanged 5 SP:Iteration 21Q (154.569232 sec): 3 clusters Score: Raw -30590.855994 + Penalty 377.509187 = -30213.346807 nChanged 7 SP:Iteration 22Q (154.571661 sec): 3 clusters Score: Raw -30596.235197 + Penalty 377.509187 = -30218.726010 nChanged 3 SP:Iteration 23Q (154.574066 sec): 3 clusters Score: Raw -30597.144815 + Penalty 377.509187 = -30219.635628 nChanged 3 SP:Iteration 24Q (154.576474 sec): 3 clusters Score: Raw -30598.910346 + Penalty 377.509187 = -30221.401160 nChanged 4 SP:Iteration 25Q (154.578884 sec): 3 clusters Score: Raw -30599.705312 + Penalty 377.509187 = -30222.196125 nChanged 2 SP:Iteration 26Q (154.581324 sec): 3 clusters Score: Raw -30600.210503 + Penalty 377.509187 = -30222.701317 nChanged 1 SP:Iteration 27Q (154.583738 sec): 3 clusters Score: Raw -30600.405307 + Penalty 377.509187 = -30222.896120 nChanged 2 SP:Iteration 28Q (154.586154 sec): 3 clusters Score: Raw -30600.734432 + Penalty 377.509187 = -30223.225246 nChanged 2 SP:Iteration 29Q (154.588570 sec): 3 clusters Score: Raw -30601.152149 + Penalty 377.509187 = -30223.642963 nChanged 2 SP:Iteration 30Q (154.590982 sec): 3 clusters Score: Raw -30601.890893 + Penalty 377.509187 = -30224.381707 nChanged 1 SP:Iteration 31Q (154.593383 sec): 3 clusters Score: Raw -30602.716557 + Penalty 377.509187 = -30225.207371 nChanged 2 SP:Iteration 32Q (154.595770 sec): 3 clusters Score: Raw -30603.519005 + Penalty 377.509187 = -30226.009819 nChanged 1 SP:Iteration 33Q (154.598165 sec): 3 clusters Score: Raw -30603.833693 + Penalty 377.509187 = -30226.324506 nChanged 1 SP:Iteration 34Q (154.600563 sec): 3 clusters Score: Raw -30604.129236 + Penalty 377.509187 = -30226.620050 nChanged 2 SP:Iteration 35Q (154.602956 sec): 3 clusters Score: Raw -30604.379387 + Penalty 377.509187 = -30226.870200 nChanged 0 SP:Iteration 36F (154.605374 sec): 3 clusters Score: Raw -30604.379387 + Penalty 377.509187 = -30226.870200 nChanged 0 Trying to split cluster 23 (550 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (154.609065 sec): 2 clusters Score: Raw -15184.223389 + Penalty 173.522753 = -15010.700637 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (154.610909 sec): 3 clusters Score: Raw -14908.776520 + Penalty 347.045505 = -14561.731015 nChanged 221 SP:Iteration 1F (154.612538 sec): 3 clusters Score: Raw -15068.042479 + Penalty 347.045505 = -14720.996974 nChanged 63 SP:Iteration 2F (154.614111 sec): 3 clusters Score: Raw -15160.589054 + Penalty 347.045505 = -14813.543549 nChanged 56 SP:Iteration 3F (154.615654 sec): 3 clusters Score: Raw -15235.558623 + Penalty 347.045505 = -14888.513118 nChanged 38 SP:Iteration 4F (154.617354 sec): 3 clusters Score: Raw -15283.167066 + Penalty 347.045505 = -14936.121560 nChanged 27 SP:Iteration 5Q (154.618924 sec): 3 clusters Score: Raw -15300.539887 + Penalty 347.045505 = -14953.494382 nChanged 11 SP:Iteration 6Q (154.620493 sec): 3 clusters Score: Raw -15307.459800 + Penalty 347.045505 = -14960.414295 nChanged 7 SP:Iteration 7Q (154.622052 sec): 3 clusters Score: Raw -15310.982875 + Penalty 347.045505 = -14963.937370 nChanged 4 SP:Iteration 8Q (154.623613 sec): 3 clusters Score: Raw -15314.726588 + Penalty 347.045505 = -14967.681082 nChanged 4 SP:Iteration 9Q (154.625171 sec): 3 clusters Score: Raw -15317.044367 + Penalty 347.045505 = -14969.998862 nChanged 3 SP:Iteration 10Q (154.626730 sec): 3 clusters Score: Raw -15318.559464 + Penalty 347.045505 = -14971.513958 nChanged 1 SP:Iteration 11Q (154.628285 sec): 3 clusters Score: Raw -15319.320864 + Penalty 347.045505 = -14972.275359 nChanged 1 SP:Iteration 12Q (154.629841 sec): 3 clusters Score: Raw -15319.587414 + Penalty 347.045505 = -14972.541908 nChanged 0 SP:Iteration 13F (154.631393 sec): 3 clusters Score: Raw -15319.587414 + Penalty 347.045505 = -14972.541908 nChanged 0 Trying to split cluster 24 (514 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (154.634906 sec): 2 clusters Score: Raw -18726.316821 + Penalty 171.661140 = -18554.655681 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (154.636660 sec): 3 clusters Score: Raw -18456.727854 + Penalty 343.322280 = -18113.405574 nChanged 206 SP:Iteration 1F (154.638204 sec): 3 clusters Score: Raw -18577.583898 + Penalty 343.322280 = -18234.261618 nChanged 47 SP:Iteration 2F (154.639734 sec): 3 clusters Score: Raw -18610.172103 + Penalty 343.322280 = -18266.849823 nChanged 31 SP:Iteration 3F (154.641257 sec): 3 clusters Score: Raw -18638.400078 + Penalty 343.322280 = -18295.077799 nChanged 24 SP:Iteration 4Q (154.642809 sec): 3 clusters Score: Raw -18654.464738 + Penalty 343.322280 = -18311.142458 nChanged 22 SP:Iteration 5Q (154.644484 sec): 3 clusters Score: Raw -18669.413059 + Penalty 343.322280 = -18326.090780 nChanged 19 SP:Iteration 6Q (154.646019 sec): 3 clusters Score: Raw -18688.056943 + Penalty 343.322280 = -18344.734663 nChanged 13 SP:Iteration 7Q (154.647533 sec): 3 clusters Score: Raw -18693.839974 + Penalty 343.322280 = -18350.517695 nChanged 7 SP:Iteration 8Q (154.649054 sec): 3 clusters Score: Raw -18695.918697 + Penalty 343.322280 = -18352.596418 nChanged 7 SP:Iteration 9Q (154.650572 sec): 3 clusters Score: Raw -18698.206509 + Penalty 343.322280 = -18354.884229 nChanged 3 SP:Iteration 10Q (154.652080 sec): 3 clusters Score: Raw -18698.949097 + Penalty 343.322280 = -18355.626817 nChanged 1 SP:Iteration 11Q (154.653591 sec): 3 clusters Score: Raw -18699.091155 + Penalty 343.322280 = -18355.768875 nChanged 1 SP:Iteration 12Q (154.655108 sec): 3 clusters Score: Raw -18699.149150 + Penalty 343.322280 = -18355.826870 nChanged 0 SP:Iteration 13F (154.656619 sec): 3 clusters Score: Raw -18699.149150 + Penalty 343.322280 = -18355.826870 nChanged 0 Trying to split cluster 25 (12678 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (154.676232 sec): 2 clusters Score: Raw -456003.985622 + Penalty 259.809646 = -455744.175977 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (154.698525 sec): 3 clusters Score: Raw -447841.664023 + Penalty 519.619292 = -447322.044731 nChanged 6087 SP:Iteration 1F (154.719321 sec): 3 clusters Score: Raw -452436.044977 + Penalty 519.619292 = -451916.425686 nChanged 1037 SP:Iteration 2F (154.740301 sec): 3 clusters Score: Raw -453307.745697 + Penalty 519.619292 = -452788.126405 nChanged 914 SP:Iteration 3F (154.761211 sec): 3 clusters Score: Raw -454009.473222 + Penalty 519.619292 = -453489.853930 nChanged 696 SP:Iteration 4F (154.781951 sec): 3 clusters Score: Raw -454440.131817 + Penalty 519.619292 = -453920.512525 nChanged 521 SP:Iteration 5Q (154.802804 sec): 3 clusters Score: Raw -454710.571677 + Penalty 519.619292 = -454190.952385 nChanged 408 SP:Iteration 6Q (154.823742 sec): 3 clusters Score: Raw -454882.957442 + Penalty 519.619292 = -454363.338150 nChanged 311 SP:Iteration 7Q (154.844948 sec): 3 clusters Score: Raw -455022.068941 + Penalty 519.619292 = -454502.449650 nChanged 280 SP:Iteration 8Q (154.865692 sec): 3 clusters Score: Raw -455143.631736 + Penalty 519.619292 = -454624.012444 nChanged 239 SP:Iteration 9Q (154.886455 sec): 3 clusters Score: Raw -455232.522383 + Penalty 519.619292 = -454712.903092 nChanged 188 SP:Iteration 10Q (154.907216 sec): 3 clusters Score: Raw -455292.632830 + Penalty 519.619292 = -454773.013538 nChanged 187 SP:Iteration 11Q (154.930475 sec): 3 clusters Score: Raw -455343.760689 + Penalty 519.619292 = -454824.141397 nChanged 149 SP:Iteration 12Q (154.951308 sec): 3 clusters Score: Raw -455382.974091 + Penalty 519.619292 = -454863.354799 nChanged 142 SP:Iteration 13Q (154.971944 sec): 3 clusters Score: Raw -455417.011004 + Penalty 519.619292 = -454897.391712 nChanged 132 SP:Iteration 14Q (154.992593 sec): 3 clusters Score: Raw -455444.105791 + Penalty 519.619292 = -454924.486499 nChanged 95 SP:Iteration 15Q (155.013189 sec): 3 clusters Score: Raw -455460.030475 + Penalty 519.619292 = -454940.411183 nChanged 69 SP:Iteration 16Q (155.033925 sec): 3 clusters Score: Raw -455470.072761 + Penalty 519.619292 = -454950.453469 nChanged 65 SP:Iteration 17Q (155.054548 sec): 3 clusters Score: Raw -455479.317162 + Penalty 519.619292 = -454959.697870 nChanged 56 SP:Iteration 18Q (155.075897 sec): 3 clusters Score: Raw -455486.309171 + Penalty 519.619292 = -454966.689880 nChanged 34 SP:Iteration 19Q (155.096468 sec): 3 clusters Score: Raw -455489.090724 + Penalty 519.619292 = -454969.471432 nChanged 27 SP:Iteration 20F (155.117639 sec): 3 clusters Score: Raw -455490.312361 + Penalty 519.619292 = -454970.693070 nChanged 15 SP:Iteration 21Q (155.138138 sec): 3 clusters Score: Raw -455490.987049 + Penalty 519.619292 = -454971.367757 nChanged 13 SP:Iteration 22Q (155.158803 sec): 3 clusters Score: Raw -455491.754721 + Penalty 519.619292 = -454972.135429 nChanged 12 SP:Iteration 23Q (155.179423 sec): 3 clusters Score: Raw -455492.514551 + Penalty 519.619292 = -454972.895259 nChanged 7 SP:Iteration 24Q (155.233713 sec): 3 clusters Score: Raw -455492.724191 + Penalty 519.619292 = -454973.104900 nChanged 7 SP:Iteration 25Q (155.288177 sec): 3 clusters Score: Raw -455492.891994 + Penalty 519.619292 = -454973.272702 nChanged 4 SP:Iteration 26Q (155.342682 sec): 3 clusters Score: Raw -455492.932739 + Penalty 519.619292 = -454973.313447 nChanged 2 SP:Iteration 27Q (155.397428 sec): 3 clusters Score: Raw -455492.958991 + Penalty 519.619292 = -454973.339699 nChanged 2 SP:Iteration 28Q (155.452322 sec): 3 clusters Score: Raw -455493.033327 + Penalty 519.619292 = -454973.414036 nChanged 2 SP:Iteration 29Q (155.472389 sec): 3 clusters Score: Raw -455493.050232 + Penalty 519.619292 = -454973.430940 nChanged 1 SP:Iteration 30Q (155.493019 sec): 3 clusters Score: Raw -455493.072476 + Penalty 519.619292 = -454973.453184 nChanged 1 SP:Iteration 31Q (155.513634 sec): 3 clusters Score: Raw -455493.144824 + Penalty 519.619292 = -454973.525533 nChanged 4 SP:Iteration 32Q (155.534020 sec): 3 clusters Score: Raw -455493.241341 + Penalty 519.619292 = -454973.622049 nChanged 2 SP:Iteration 33Q (155.570842 sec): 3 clusters Score: Raw -455493.277541 + Penalty 519.619292 = -454973.658249 nChanged 1 SP:Iteration 34Q (155.591406 sec): 3 clusters Score: Raw -455493.296385 + Penalty 519.619292 = -454973.677094 nChanged 0 SP:Iteration 35F (155.612180 sec): 3 clusters Score: Raw -455493.296385 + Penalty 519.619292 = -454973.677094 nChanged 0 Trying to split cluster 26 (91 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (155.618119 sec): 2 clusters Score: Raw -3239.667459 + Penalty 124.048636 = -3115.618823 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (155.618955 sec): 3 clusters Score: Raw -3223.461459 + Penalty 248.097273 = -2975.364186 nChanged 20 SP:Iteration 1F (155.619633 sec): 3 clusters Score: Raw -3264.767027 + Penalty 248.097273 = -3016.669754 nChanged 7 SP:Iteration 2F (155.620302 sec): 3 clusters Score: Raw -3281.334168 + Penalty 248.097273 = -3033.236895 nChanged 3 SP:Iteration 3Q (155.620967 sec): 3 clusters Score: Raw -3286.860327 + Penalty 248.097273 = -3038.763054 nChanged 4 SP:Iteration 4Q (155.621625 sec): 3 clusters Score: Raw -3296.639592 + Penalty 248.097273 = -3048.542319 nChanged 1 SP:Iteration 5Q (155.622281 sec): 3 clusters Score: Raw -3298.104054 + Penalty 248.097273 = -3050.006781 nChanged 0 SP:Iteration 6F (155.622934 sec): 3 clusters Score: Raw -3298.104054 + Penalty 248.097273 = -3050.006781 nChanged 0 Trying to split cluster 27 (5100 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (155.638908 sec): 2 clusters Score: Raw -192658.162088 + Penalty 234.767385 = -192423.394703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (155.650643 sec): 3 clusters Score: Raw -189519.262542 + Penalty 469.534770 = -189049.727772 nChanged 2314 SP:Iteration 1F (155.661055 sec): 3 clusters Score: Raw -190923.637078 + Penalty 469.534770 = -190454.102308 nChanged 374 SP:Iteration 2F (155.671390 sec): 3 clusters Score: Raw -191152.705726 + Penalty 469.534770 = -190683.170956 nChanged 392 SP:Iteration 3F (155.681609 sec): 3 clusters Score: Raw -191435.013711 + Penalty 469.534770 = -190965.478941 nChanged 373 SP:Iteration 4F (155.691926 sec): 3 clusters Score: Raw -191708.607392 + Penalty 469.534770 = -191239.072622 nChanged 283 SP:Iteration 5F (155.702194 sec): 3 clusters Score: Raw -191927.264795 + Penalty 469.534770 = -191457.730025 nChanged 207 SP:Iteration 6Q (155.712461 sec): 3 clusters Score: Raw -192105.589302 + Penalty 469.534770 = -191636.054532 nChanged 177 SP:Iteration 7Q (155.722793 sec): 3 clusters Score: Raw -192244.012089 + Penalty 469.534770 = -191774.477319 nChanged 131 SP:Iteration 8Q (155.732490 sec): 3 clusters Score: Raw -192329.301192 + Penalty 469.534770 = -191859.766422 nChanged 104 SP:Iteration 9Q (155.742719 sec): 3 clusters Score: Raw -192394.641737 + Penalty 469.534770 = -191925.106967 nChanged 80 SP:Iteration 10Q (155.752920 sec): 3 clusters Score: Raw -192441.251023 + Penalty 469.534770 = -191971.716253 nChanged 71 SP:Iteration 11Q (155.762942 sec): 3 clusters Score: Raw -192471.260211 + Penalty 469.534770 = -192001.725441 nChanged 57 SP:Iteration 12Q (155.773029 sec): 3 clusters Score: Raw -192493.259501 + Penalty 469.534770 = -192023.724731 nChanged 55 SP:Iteration 13Q (155.783076 sec): 3 clusters Score: Raw -192513.759596 + Penalty 469.534770 = -192044.224826 nChanged 50 SP:Iteration 14Q (155.793129 sec): 3 clusters Score: Raw -192532.782029 + Penalty 469.534770 = -192063.247259 nChanged 43 SP:Iteration 15Q (155.803102 sec): 3 clusters Score: Raw -192550.214076 + Penalty 469.534770 = -192080.679306 nChanged 37 SP:Iteration 16Q (155.815002 sec): 3 clusters Score: Raw -192563.857789 + Penalty 469.534770 = -192094.323019 nChanged 34 SP:Iteration 17Q (155.825031 sec): 3 clusters Score: Raw -192575.680840 + Penalty 469.534770 = -192106.146070 nChanged 38 SP:Iteration 18Q (155.835030 sec): 3 clusters Score: Raw -192589.899301 + Penalty 469.534770 = -192120.364531 nChanged 34 SP:Iteration 19Q (155.844945 sec): 3 clusters Score: Raw -192603.632494 + Penalty 469.534770 = -192134.097724 nChanged 35 SP:Iteration 20F (155.855208 sec): 3 clusters Score: Raw -192617.714736 + Penalty 469.534770 = -192148.179966 nChanged 29 SP:Iteration 21Q (155.865224 sec): 3 clusters Score: Raw -192630.401480 + Penalty 469.534770 = -192160.866710 nChanged 26 SP:Iteration 22Q (155.875219 sec): 3 clusters Score: Raw -192643.679515 + Penalty 469.534770 = -192174.144745 nChanged 14 SP:Iteration 23Q (155.885275 sec): 3 clusters Score: Raw -192648.722680 + Penalty 469.534770 = -192179.187910 nChanged 7 SP:Iteration 24Q (155.895296 sec): 3 clusters Score: Raw -192650.996540 + Penalty 469.534770 = -192181.461770 nChanged 11 SP:Iteration 25Q (155.905271 sec): 3 clusters Score: Raw -192656.102019 + Penalty 469.534770 = -192186.567249 nChanged 13 SP:Iteration 26Q (155.915325 sec): 3 clusters Score: Raw -192663.333611 + Penalty 469.534770 = -192193.798841 nChanged 11 SP:Iteration 27Q (155.925302 sec): 3 clusters Score: Raw -192667.391279 + Penalty 469.534770 = -192197.856509 nChanged 8 SP:Iteration 28Q (155.935293 sec): 3 clusters Score: Raw -192669.349098 + Penalty 469.534770 = -192199.814328 nChanged 2 SP:Iteration 29Q (155.945668 sec): 3 clusters Score: Raw -192670.214511 + Penalty 469.534770 = -192200.679741 nChanged 5 SP:Iteration 30Q (155.955681 sec): 3 clusters Score: Raw -192672.473237 + Penalty 469.534770 = -192202.938467 nChanged 6 SP:Iteration 31Q (155.965635 sec): 3 clusters Score: Raw -192675.063121 + Penalty 469.534770 = -192205.528351 nChanged 9 SP:Iteration 32Q (155.975621 sec): 3 clusters Score: Raw -192678.582878 + Penalty 469.534770 = -192209.048108 nChanged 7 SP:Iteration 33Q (155.985596 sec): 3 clusters Score: Raw -192683.418093 + Penalty 469.534770 = -192213.883323 nChanged 8 SP:Iteration 34Q (155.995573 sec): 3 clusters Score: Raw -192687.724506 + Penalty 469.534770 = -192218.189736 nChanged 13 SP:Iteration 35Q (156.005550 sec): 3 clusters Score: Raw -192694.900771 + Penalty 469.534770 = -192225.366001 nChanged 12 SP:Iteration 36Q (156.015552 sec): 3 clusters Score: Raw -192700.693989 + Penalty 469.534770 = -192231.159219 nChanged 8 SP:Iteration 37Q (156.025442 sec): 3 clusters Score: Raw -192704.253580 + Penalty 469.534770 = -192234.718810 nChanged 6 SP:Iteration 38Q (156.035412 sec): 3 clusters Score: Raw -192708.447444 + Penalty 469.534770 = -192238.912674 nChanged 10 SP:Iteration 39Q (156.045353 sec): 3 clusters Score: Raw -192713.550559 + Penalty 469.534770 = -192244.015789 nChanged 5 SP:Iteration 40F (156.055632 sec): 3 clusters Score: Raw -192714.928939 + Penalty 469.534770 = -192245.394169 nChanged 6 SP:Iteration 41Q (156.065599 sec): 3 clusters Score: Raw -192718.035258 + Penalty 469.534770 = -192248.500488 nChanged 1 SP:Iteration 42Q (156.075587 sec): 3 clusters Score: Raw -192718.296984 + Penalty 469.534770 = -192248.762214 nChanged 1 SP:Iteration 43Q (156.085536 sec): 3 clusters Score: Raw -192718.455594 + Penalty 469.534770 = -192248.920824 nChanged 0 SP:Iteration 44F (156.095796 sec): 3 clusters Score: Raw -192718.455594 + Penalty 469.534770 = -192248.920824 nChanged 0 Trying to split cluster 28 (174 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (156.099565 sec): 2 clusters Score: Raw -4997.818969 + Penalty 141.874021 = -4855.944949 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (156.100613 sec): 3 clusters Score: Raw -4957.817982 + Penalty 283.748041 = -4674.069940 nChanged 59 SP:Iteration 1F (156.101457 sec): 3 clusters Score: Raw -5044.073048 + Penalty 283.748041 = -4760.325007 nChanged 20 SP:Iteration 2F (156.102285 sec): 3 clusters Score: Raw -5066.047228 + Penalty 283.748041 = -4782.299186 nChanged 16 SP:Iteration 3F (156.103112 sec): 3 clusters Score: Raw -5090.690044 + Penalty 283.748041 = -4806.942003 nChanged 6 SP:Iteration 4Q (156.103939 sec): 3 clusters Score: Raw -5102.914004 + Penalty 283.748041 = -4819.165963 nChanged 1 SP:Iteration 5Q (156.104763 sec): 3 clusters Score: Raw -5108.555700 + Penalty 283.748041 = -4824.807659 nChanged 0 SP:Iteration 6F (156.105588 sec): 3 clusters Score: Raw -5108.555700 + Penalty 283.748041 = -4824.807659 nChanged 0 Trying to split cluster 29 (147 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (156.108007 sec): 2 clusters Score: Raw -3024.293011 + Penalty 137.236896 = -2887.056115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (156.108915 sec): 3 clusters Score: Raw -2997.838738 + Penalty 274.473792 = -2723.364946 nChanged 39 SP:Iteration 1F (156.109689 sec): 3 clusters Score: Raw -3035.296261 + Penalty 274.473792 = -2760.822468 nChanged 6 SP:Iteration 2Q (156.110459 sec): 3 clusters Score: Raw -3043.528841 + Penalty 274.473792 = -2769.055049 nChanged 2 SP:Iteration 3Q (156.111230 sec): 3 clusters Score: Raw -3045.796982 + Penalty 274.473792 = -2771.323190 nChanged 1 SP:Iteration 4Q (156.111998 sec): 3 clusters Score: Raw -3048.036721 + Penalty 274.473792 = -2773.562929 nChanged 2 SP:Iteration 5Q (156.112762 sec): 3 clusters Score: Raw -3050.066149 + Penalty 274.473792 = -2775.592357 nChanged 1 SP:Iteration 6Q (156.113532 sec): 3 clusters Score: Raw -3051.408151 + Penalty 274.473792 = -2776.934358 nChanged 0 SP:Iteration 7F (156.114294 sec): 3 clusters Score: Raw -3051.408151 + Penalty 274.473792 = -2776.934358 nChanged 0 Trying to split cluster 30 (1063 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (156.119208 sec): 2 clusters Score: Raw -40173.517057 + Penalty 191.643385 = -39981.873672 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (156.122186 sec): 3 clusters Score: Raw -39609.585538 + Penalty 383.286771 = -39226.298768 nChanged 443 SP:Iteration 1F (156.124814 sec): 3 clusters Score: Raw -39835.052393 + Penalty 383.286771 = -39451.765623 nChanged 82 SP:Iteration 2F (156.127442 sec): 3 clusters Score: Raw -39886.241659 + Penalty 383.286771 = -39502.954889 nChanged 56 SP:Iteration 3F (156.130026 sec): 3 clusters Score: Raw -39920.129595 + Penalty 383.286771 = -39536.842824 nChanged 47 SP:Iteration 4Q (156.132674 sec): 3 clusters Score: Raw -39955.199539 + Penalty 383.286771 = -39571.912768 nChanged 45 SP:Iteration 5Q (156.135311 sec): 3 clusters Score: Raw -39992.007612 + Penalty 383.286771 = -39608.720841 nChanged 50 SP:Iteration 6Q (156.137931 sec): 3 clusters Score: Raw -40016.656529 + Penalty 383.286771 = -39633.369758 nChanged 37 SP:Iteration 7Q (156.140560 sec): 3 clusters Score: Raw -40039.111895 + Penalty 383.286771 = -39655.825125 nChanged 41 SP:Iteration 8Q (156.143191 sec): 3 clusters Score: Raw -40079.183376 + Penalty 383.286771 = -39695.896605 nChanged 49 SP:Iteration 9Q (156.145809 sec): 3 clusters Score: Raw -40112.381450 + Penalty 383.286771 = -39729.094679 nChanged 40 SP:Iteration 10Q (156.148425 sec): 3 clusters Score: Raw -40138.850028 + Penalty 383.286771 = -39755.563257 nChanged 37 SP:Iteration 11Q (156.151038 sec): 3 clusters Score: Raw -40164.800320 + Penalty 383.286771 = -39781.513549 nChanged 35 SP:Iteration 12Q (156.153636 sec): 3 clusters Score: Raw -40187.697466 + Penalty 383.286771 = -39804.410695 nChanged 37 SP:Iteration 13Q (156.156225 sec): 3 clusters Score: Raw -40208.815752 + Penalty 383.286771 = -39825.528981 nChanged 18 SP:Iteration 14Q (156.158801 sec): 3 clusters Score: Raw -40216.867944 + Penalty 383.286771 = -39833.581173 nChanged 7 SP:Iteration 15Q (156.161394 sec): 3 clusters Score: Raw -40220.138243 + Penalty 383.286771 = -39836.851472 nChanged 4 SP:Iteration 16Q (156.163979 sec): 3 clusters Score: Raw -40221.519731 + Penalty 383.286771 = -39838.232960 nChanged 2 SP:Iteration 17Q (156.166582 sec): 3 clusters Score: Raw -40222.006270 + Penalty 383.286771 = -39838.719499 nChanged 1 SP:Iteration 18Q (156.169179 sec): 3 clusters Score: Raw -40222.082395 + Penalty 383.286771 = -39838.795624 nChanged 0 SP:Iteration 19F (156.171723 sec): 3 clusters Score: Raw -40222.855903 + Penalty 383.286771 = -39839.569132 nChanged 1 SP:Iteration 20F (156.174294 sec): 3 clusters Score: Raw -40223.824943 + Penalty 383.286771 = -39840.538172 nChanged 1 SP:Iteration 21Q (156.176869 sec): 3 clusters Score: Raw -40223.935872 + Penalty 383.286771 = -39840.649101 nChanged 0 SP:Iteration 22F (156.180861 sec): 3 clusters Score: Raw -40223.935872 + Penalty 383.286771 = -39840.649101 nChanged 0 Trying to split cluster 31 (1166 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (156.186433 sec): 2 clusters Score: Raw -34992.898406 + Penalty 194.186695 = -34798.711711 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (156.189679 sec): 3 clusters Score: Raw -34326.743272 + Penalty 388.373390 = -33938.369882 nChanged 528 SP:Iteration 1F (156.192507 sec): 3 clusters Score: Raw -34679.356349 + Penalty 388.373390 = -34290.982959 nChanged 117 SP:Iteration 2F (156.195335 sec): 3 clusters Score: Raw -34787.505921 + Penalty 388.373390 = -34399.132531 nChanged 80 SP:Iteration 3F (156.198206 sec): 3 clusters Score: Raw -34847.029432 + Penalty 388.373390 = -34458.656042 nChanged 64 SP:Iteration 4F (156.201056 sec): 3 clusters Score: Raw -34883.451881 + Penalty 388.373390 = -34495.078491 nChanged 46 SP:Iteration 5Q (156.203920 sec): 3 clusters Score: Raw -34902.549542 + Penalty 388.373390 = -34514.176152 nChanged 39 SP:Iteration 6Q (156.206766 sec): 3 clusters Score: Raw -34922.192078 + Penalty 388.373390 = -34533.818688 nChanged 25 SP:Iteration 7Q (156.209607 sec): 3 clusters Score: Raw -34937.233661 + Penalty 388.373390 = -34548.860271 nChanged 25 SP:Iteration 8Q (156.212445 sec): 3 clusters Score: Raw -34954.187031 + Penalty 388.373390 = -34565.813641 nChanged 28 SP:Iteration 9Q (156.215292 sec): 3 clusters Score: Raw -34965.736125 + Penalty 388.373390 = -34577.362735 nChanged 20 SP:Iteration 10Q (156.218142 sec): 3 clusters Score: Raw -34973.627992 + Penalty 388.373390 = -34585.254601 nChanged 22 SP:Iteration 11Q (156.220959 sec): 3 clusters Score: Raw -34982.842817 + Penalty 388.373390 = -34594.469426 nChanged 17 SP:Iteration 12Q (156.223787 sec): 3 clusters Score: Raw -34994.823931 + Penalty 388.373390 = -34606.450541 nChanged 29 SP:Iteration 13Q (156.226614 sec): 3 clusters Score: Raw -35014.611799 + Penalty 388.373390 = -34626.238409 nChanged 20 SP:Iteration 14Q (156.229488 sec): 3 clusters Score: Raw -35023.054965 + Penalty 388.373390 = -34634.681575 nChanged 15 SP:Iteration 15Q (156.232260 sec): 3 clusters Score: Raw -35029.411030 + Penalty 388.373390 = -34641.037640 nChanged 17 SP:Iteration 16Q (156.235079 sec): 3 clusters Score: Raw -35036.530509 + Penalty 388.373390 = -34648.157119 nChanged 10 SP:Iteration 17Q (156.237892 sec): 3 clusters Score: Raw -35038.411508 + Penalty 388.373390 = -34650.038117 nChanged 8 SP:Iteration 18Q (156.240701 sec): 3 clusters Score: Raw -35039.290244 + Penalty 388.373390 = -34650.916854 nChanged 3 SP:Iteration 19Q (156.243489 sec): 3 clusters Score: Raw -35039.950470 + Penalty 388.373390 = -34651.577080 nChanged 6 SP:Iteration 20F (156.246274 sec): 3 clusters Score: Raw -35041.829732 + Penalty 388.373390 = -34653.456342 nChanged 7 SP:Iteration 21Q (156.249073 sec): 3 clusters Score: Raw -35043.437235 + Penalty 388.373390 = -34655.063845 nChanged 7 SP:Iteration 22Q (156.251866 sec): 3 clusters Score: Raw -35045.174214 + Penalty 388.373390 = -34656.800824 nChanged 7 SP:Iteration 23Q (156.254676 sec): 3 clusters Score: Raw -35047.586940 + Penalty 388.373390 = -34659.213550 nChanged 4 SP:Iteration 24Q (156.257481 sec): 3 clusters Score: Raw -35048.663465 + Penalty 388.373390 = -34660.290075 nChanged 3 SP:Iteration 25Q (156.260306 sec): 3 clusters Score: Raw -35049.861266 + Penalty 388.373390 = -34661.487876 nChanged 4 SP:Iteration 26Q (156.263106 sec): 3 clusters Score: Raw -35051.291004 + Penalty 388.373390 = -34662.917614 nChanged 2 SP:Iteration 27Q (156.265900 sec): 3 clusters Score: Raw -35051.733341 + Penalty 388.373390 = -34663.359951 nChanged 2 SP:Iteration 28Q (156.268695 sec): 3 clusters Score: Raw -35051.905468 + Penalty 388.373390 = -34663.532078 nChanged 2 SP:Iteration 29Q (156.271494 sec): 3 clusters Score: Raw -35052.164987 + Penalty 388.373390 = -34663.791597 nChanged 3 SP:Iteration 30Q (156.274290 sec): 3 clusters Score: Raw -35052.537206 + Penalty 388.373390 = -34664.163816 nChanged 2 SP:Iteration 31Q (156.277088 sec): 3 clusters Score: Raw -35052.705139 + Penalty 388.373390 = -34664.331749 nChanged 1 SP:Iteration 32Q (156.279865 sec): 3 clusters Score: Raw -35053.076467 + Penalty 388.373390 = -34664.703077 nChanged 1 SP:Iteration 33Q (156.282697 sec): 3 clusters Score: Raw -35053.902686 + Penalty 388.373390 = -34665.529296 nChanged 3 SP:Iteration 34Q (156.285527 sec): 3 clusters Score: Raw -35054.343752 + Penalty 388.373390 = -34665.970361 nChanged 1 SP:Iteration 35Q (156.288315 sec): 3 clusters Score: Raw -35054.699489 + Penalty 388.373390 = -34666.326099 nChanged 0 SP:Iteration 36F (156.291105 sec): 3 clusters Score: Raw -35054.699489 + Penalty 388.373390 = -34666.326099 nChanged 0 Trying to split cluster 32 (734 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (156.295233 sec): 2 clusters Score: Raw -26948.560445 + Penalty 181.458998 = -26767.101447 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (156.297442 sec): 3 clusters Score: Raw -26602.373036 + Penalty 362.917997 = -26239.455039 nChanged 289 SP:Iteration 1F (156.299357 sec): 3 clusters Score: Raw -26826.170865 + Penalty 362.917997 = -26463.252868 nChanged 74 SP:Iteration 2F (156.301263 sec): 3 clusters Score: Raw -26888.515979 + Penalty 362.917997 = -26525.597982 nChanged 42 SP:Iteration 3F (156.303171 sec): 3 clusters Score: Raw -26916.134700 + Penalty 362.917997 = -26553.216703 nChanged 26 SP:Iteration 4Q (156.305097 sec): 3 clusters Score: Raw -26929.218291 + Penalty 362.917997 = -26566.300295 nChanged 12 SP:Iteration 5Q (156.307342 sec): 3 clusters Score: Raw -26937.936283 + Penalty 362.917997 = -26575.018287 nChanged 12 SP:Iteration 6Q (156.309263 sec): 3 clusters Score: Raw -26948.776195 + Penalty 362.917997 = -26585.858198 nChanged 16 SP:Iteration 7Q (156.311187 sec): 3 clusters Score: Raw -26966.416974 + Penalty 362.917997 = -26603.498977 nChanged 9 SP:Iteration 8Q (156.313101 sec): 3 clusters Score: Raw -26971.133486 + Penalty 362.917997 = -26608.215490 nChanged 6 SP:Iteration 9Q (156.315018 sec): 3 clusters Score: Raw -26975.093501 + Penalty 362.917997 = -26612.175504 nChanged 8 SP:Iteration 10Q (156.316934 sec): 3 clusters Score: Raw -26978.976050 + Penalty 362.917997 = -26616.058053 nChanged 6 SP:Iteration 11Q (156.318839 sec): 3 clusters Score: Raw -26981.435348 + Penalty 362.917997 = -26618.517351 nChanged 5 SP:Iteration 12Q (156.320744 sec): 3 clusters Score: Raw -26982.636660 + Penalty 362.917997 = -26619.718663 nChanged 0 SP:Iteration 13F (156.322645 sec): 3 clusters Score: Raw -26982.636660 + Penalty 362.917997 = -26619.718663 nChanged 0 Trying to split cluster 33 (1710 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (156.329213 sec): 2 clusters Score: Raw -54119.788699 + Penalty 204.716838 = -53915.071861 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (156.333584 sec): 3 clusters Score: Raw -53162.182604 + Penalty 409.433676 = -52752.748928 nChanged 746 SP:Iteration 1F (156.337416 sec): 3 clusters Score: Raw -53574.212098 + Penalty 409.433676 = -53164.778422 nChanged 129 SP:Iteration 2F (156.341261 sec): 3 clusters Score: Raw -53651.916126 + Penalty 409.433676 = -53242.482450 nChanged 109 SP:Iteration 3F (156.345092 sec): 3 clusters Score: Raw -53720.663240 + Penalty 409.433676 = -53311.229564 nChanged 91 SP:Iteration 4F (156.348898 sec): 3 clusters Score: Raw -53769.310843 + Penalty 409.433676 = -53359.877167 nChanged 73 SP:Iteration 5Q (156.352787 sec): 3 clusters Score: Raw -53829.414469 + Penalty 409.433676 = -53419.980793 nChanged 83 SP:Iteration 6Q (156.356687 sec): 3 clusters Score: Raw -53917.220650 + Penalty 409.433676 = -53507.786974 nChanged 83 SP:Iteration 7Q (156.360544 sec): 3 clusters Score: Raw -53987.414244 + Penalty 409.433676 = -53577.980568 nChanged 58 SP:Iteration 8Q (156.364424 sec): 3 clusters Score: Raw -54020.889795 + Penalty 409.433676 = -53611.456119 nChanged 36 SP:Iteration 9Q (156.368244 sec): 3 clusters Score: Raw -54040.463911 + Penalty 409.433676 = -53631.030235 nChanged 37 SP:Iteration 10Q (156.372055 sec): 3 clusters Score: Raw -54060.779923 + Penalty 409.433676 = -53651.346248 nChanged 32 SP:Iteration 11Q (156.375886 sec): 3 clusters Score: Raw -54075.124891 + Penalty 409.433676 = -53665.691216 nChanged 31 SP:Iteration 12Q (156.379695 sec): 3 clusters Score: Raw -54089.129070 + Penalty 409.433676 = -53679.695394 nChanged 31 SP:Iteration 13Q (156.383520 sec): 3 clusters Score: Raw -54099.921601 + Penalty 409.433676 = -53690.487925 nChanged 27 SP:Iteration 14Q (156.387341 sec): 3 clusters Score: Raw -54107.095785 + Penalty 409.433676 = -53697.662109 nChanged 25 SP:Iteration 15Q (156.391200 sec): 3 clusters Score: Raw -54117.721082 + Penalty 409.433676 = -53708.287406 nChanged 31 SP:Iteration 16Q (156.395024 sec): 3 clusters Score: Raw -54133.800826 + Penalty 409.433676 = -53724.367150 nChanged 29 SP:Iteration 17Q (156.398856 sec): 3 clusters Score: Raw -54145.870390 + Penalty 409.433676 = -53736.436715 nChanged 28 SP:Iteration 18Q (156.402660 sec): 3 clusters Score: Raw -54153.799892 + Penalty 409.433676 = -53744.366216 nChanged 15 SP:Iteration 19Q (156.406437 sec): 3 clusters Score: Raw -54158.379312 + Penalty 409.433676 = -53748.945636 nChanged 16 SP:Iteration 20F (156.414757 sec): 3 clusters Score: Raw -54164.991091 + Penalty 409.433676 = -53755.557416 nChanged 11 SP:Iteration 21Q (156.418624 sec): 3 clusters Score: Raw -54167.411931 + Penalty 409.433676 = -53757.978256 nChanged 8 SP:Iteration 22Q (156.422449 sec): 3 clusters Score: Raw -54169.383038 + Penalty 409.433676 = -53759.949362 nChanged 9 SP:Iteration 23Q (156.426260 sec): 3 clusters Score: Raw -54171.964716 + Penalty 409.433676 = -53762.531041 nChanged 13 SP:Iteration 24Q (156.430063 sec): 3 clusters Score: Raw -54175.395403 + Penalty 409.433676 = -53765.961728 nChanged 15 SP:Iteration 25Q (156.433866 sec): 3 clusters Score: Raw -54178.606500 + Penalty 409.433676 = -53769.172824 nChanged 13 SP:Iteration 26Q (156.437640 sec): 3 clusters Score: Raw -54181.131938 + Penalty 409.433676 = -53771.698263 nChanged 12 SP:Iteration 27Q (156.441457 sec): 3 clusters Score: Raw -54184.115429 + Penalty 409.433676 = -53774.681753 nChanged 13 SP:Iteration 28Q (156.445244 sec): 3 clusters Score: Raw -54189.373797 + Penalty 409.433676 = -53779.940121 nChanged 20 SP:Iteration 29Q (156.449073 sec): 3 clusters Score: Raw -54198.273662 + Penalty 409.433676 = -53788.839987 nChanged 16 SP:Iteration 30Q (156.452944 sec): 3 clusters Score: Raw -54205.208277 + Penalty 409.433676 = -53795.774602 nChanged 21 SP:Iteration 31Q (156.456783 sec): 3 clusters Score: Raw -54216.414317 + Penalty 409.433676 = -53806.980641 nChanged 23 SP:Iteration 32Q (156.460612 sec): 3 clusters Score: Raw -54231.802234 + Penalty 409.433676 = -53822.368559 nChanged 24 SP:Iteration 33Q (156.464415 sec): 3 clusters Score: Raw -54249.128966 + Penalty 409.433676 = -53839.695290 nChanged 22 SP:Iteration 34Q (156.468240 sec): 3 clusters Score: Raw -54268.634085 + Penalty 409.433676 = -53859.200409 nChanged 20 SP:Iteration 35Q (156.472057 sec): 3 clusters Score: Raw -54277.870232 + Penalty 409.433676 = -53868.436556 nChanged 14 SP:Iteration 36Q (156.475869 sec): 3 clusters Score: Raw -54281.649901 + Penalty 409.433676 = -53872.216225 nChanged 6 SP:Iteration 37Q (156.479677 sec): 3 clusters Score: Raw -54282.736997 + Penalty 409.433676 = -53873.303321 nChanged 7 SP:Iteration 38Q (156.483530 sec): 3 clusters Score: Raw -54284.268397 + Penalty 409.433676 = -53874.834722 nChanged 6 SP:Iteration 39Q (156.487356 sec): 3 clusters Score: Raw -54285.382257 + Penalty 409.433676 = -53875.948581 nChanged 3 SP:Iteration 40F (156.491167 sec): 3 clusters Score: Raw -54285.813405 + Penalty 409.433676 = -53876.379729 nChanged 5 SP:Iteration 41Q (156.494983 sec): 3 clusters Score: Raw -54286.143762 + Penalty 409.433676 = -53876.710086 nChanged 1 SP:Iteration 42Q (156.498800 sec): 3 clusters Score: Raw -54286.198557 + Penalty 409.433676 = -53876.764881 nChanged 1 SP:Iteration 43Q (156.502608 sec): 3 clusters Score: Raw -54286.213233 + Penalty 409.433676 = -53876.779557 nChanged 0 SP:Iteration 44F (156.506392 sec): 3 clusters Score: Raw -54286.213233 + Penalty 409.433676 = -53876.779557 nChanged 0 Trying to split cluster 34 (1259 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (156.511844 sec): 2 clusters Score: Raw -41643.872461 + Penalty 196.297008 = -41447.575453 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (156.515337 sec): 3 clusters Score: Raw -40923.147129 + Penalty 392.594017 = -40530.553112 nChanged 546 SP:Iteration 1F (156.518366 sec): 3 clusters Score: Raw -41319.781761 + Penalty 392.594017 = -40927.187744 nChanged 111 SP:Iteration 2F (156.521373 sec): 3 clusters Score: Raw -41406.029594 + Penalty 392.594017 = -41013.435577 nChanged 88 SP:Iteration 3F (156.524343 sec): 3 clusters Score: Raw -41472.084245 + Penalty 392.594017 = -41079.490229 nChanged 81 SP:Iteration 4F (156.527326 sec): 3 clusters Score: Raw -41536.130258 + Penalty 392.594017 = -41143.536241 nChanged 58 SP:Iteration 5Q (156.569435 sec): 3 clusters Score: Raw -41572.583540 + Penalty 392.594017 = -41179.989523 nChanged 43 SP:Iteration 6Q (156.621261 sec): 3 clusters Score: Raw -41602.019731 + Penalty 392.594017 = -41209.425714 nChanged 40 SP:Iteration 7Q (156.650463 sec): 3 clusters Score: Raw -41629.142205 + Penalty 392.594017 = -41236.548188 nChanged 29 SP:Iteration 8Q (156.695323 sec): 3 clusters Score: Raw -41648.510751 + Penalty 392.594017 = -41255.916734 nChanged 26 SP:Iteration 9Q (156.744206 sec): 3 clusters Score: Raw -41668.246554 + Penalty 392.594017 = -41275.652537 nChanged 24 SP:Iteration 10Q (156.792912 sec): 3 clusters Score: Raw -41682.894191 + Penalty 392.594017 = -41290.300174 nChanged 17 SP:Iteration 11Q (156.840690 sec): 3 clusters Score: Raw -41690.458315 + Penalty 392.594017 = -41297.864298 nChanged 10 SP:Iteration 12Q (156.869150 sec): 3 clusters Score: Raw -41699.255723 + Penalty 392.594017 = -41306.661706 nChanged 9 SP:Iteration 13Q (156.917803 sec): 3 clusters Score: Raw -41704.825878 + Penalty 392.594017 = -41312.231861 nChanged 4 SP:Iteration 14Q (156.961466 sec): 3 clusters Score: Raw -41706.721030 + Penalty 392.594017 = -41314.127013 nChanged 2 SP:Iteration 15Q (156.987728 sec): 3 clusters Score: Raw -41708.714113 + Penalty 392.594017 = -41316.120096 nChanged 2 SP:Iteration 16Q (157.035555 sec): 3 clusters Score: Raw -41710.416050 + Penalty 392.594017 = -41317.822033 nChanged 1 SP:Iteration 17Q (157.077084 sec): 3 clusters Score: Raw -41711.419812 + Penalty 392.594017 = -41318.825795 nChanged 4 SP:Iteration 18Q (157.116014 sec): 3 clusters Score: Raw -41714.357658 + Penalty 392.594017 = -41321.763642 nChanged 2 SP:Iteration 19Q (157.161817 sec): 3 clusters Score: Raw -41714.696883 + Penalty 392.594017 = -41322.102866 nChanged 0 SP:Iteration 20F (157.207261 sec): 3 clusters Score: Raw -41714.696883 + Penalty 392.594017 = -41322.102866 nChanged 0 Time taken for this iteration:156.879009 seconds. 20->35 Clusters: Score -4172149.222546, best is 100000000000000005366162204393472.000000 THE BEST YET! Starting from 21 clusters... ------ Clustering full data set of 125309 points ------ SP: Assigned 21 initial classes randomly. Deleting Class 14 (550 points): Lose 11.948635 but Gain 322.809794 Iteration 0F (157.874679 sec): 20 clusters Score: Raw -3381411.471340 + Penalty 6133.386087 = -3375278.085252 nChanged 118806 Iteration 1F (158.477669 sec): 20 clusters Score: Raw -3833304.298793 + Penalty 6133.386087 = -3827170.912706 nChanged 51747 Iteration 2F (159.078492 sec): 20 clusters Score: Raw -3967243.366270 + Penalty 6133.386087 = -3961109.980183 nChanged 25631 Iteration 3F (159.679678 sec): 20 clusters Score: Raw -4020969.020413 + Penalty 6133.386087 = -4014835.634326 nChanged 18093 Iteration 4F (160.280478 sec): 20 clusters Score: Raw -4054192.845971 + Penalty 6133.386087 = -4048059.459883 nChanged 13034 Iteration 5F (160.885321 sec): 20 clusters Score: Raw -4077268.377192 + Penalty 6133.386087 = -4071134.991105 nChanged 9550 Iteration 6F (161.486987 sec): 20 clusters Score: Raw -4091253.564696 + Penalty 6133.386087 = -4085120.178609 nChanged 7671 Iteration 7F (162.094435 sec): 20 clusters Score: Raw -4098579.292642 + Penalty 6133.386087 = -4092445.906555 nChanged 6463 Iteration 8F (162.696801 sec): 20 clusters Score: Raw -4104531.670221 + Penalty 6133.386087 = -4098398.284134 nChanged 5705 Deleting Class 6 (233 points): Lose 260.351021 but Gain 322.809794 Iteration 9Q (163.244863 sec): 19 clusters Score: Raw -4110103.196779 + Penalty 5810.576293 = -4104292.620486 nChanged 5276 Iteration 10Q (163.769325 sec): 19 clusters Score: Raw -4114598.181644 + Penalty 5810.576293 = -4108787.605351 nChanged 4602 Iteration 11Q (164.291594 sec): 19 clusters Score: Raw -4117684.637742 + Penalty 5810.576293 = -4111874.061448 nChanged 4377 Iteration 12Q (164.821719 sec): 19 clusters Score: Raw -4120607.897082 + Penalty 5810.576293 = -4114797.320789 nChanged 4001 Iteration 13Q (165.342395 sec): 19 clusters Score: Raw -4123069.323070 + Penalty 5810.576293 = -4117258.746777 nChanged 3429 Iteration 14Q (165.863243 sec): 19 clusters Score: Raw -4125012.731708 + Penalty 5810.576293 = -4119202.155415 nChanged 2817 Iteration 15Q (166.382132 sec): 19 clusters Score: Raw -4126463.465186 + Penalty 5810.576293 = -4120652.888892 nChanged 2404 Iteration 16Q (166.902679 sec): 19 clusters Score: Raw -4127682.607137 + Penalty 5810.576293 = -4121872.030843 nChanged 2018 Iteration 17Q (167.419292 sec): 19 clusters Score: Raw -4128751.793977 + Penalty 5810.576293 = -4122941.217684 nChanged 1711 Iteration 18Q (167.945156 sec): 19 clusters Score: Raw -4129708.193728 + Penalty 5810.576293 = -4123897.617435 nChanged 1481 Iteration 19Q (168.475660 sec): 19 clusters Score: Raw -4130549.527840 + Penalty 5810.576293 = -4124738.951547 nChanged 1270 Writing temp clu file Because OldScore, -4123897.617435, is greater than current (better) Score,-4124738.951547 Compute initial score before splitting: Score: Raw -4130549.527840 + Penalty 5810.576293 = -4124738.951547 Trying to split cluster 1 (1368 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (168.498038 sec): 2 clusters Score: Raw -33341.914778 + Penalty 198.580390 = -33143.334387 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (168.501666 sec): 3 clusters Score: Raw -32615.976917 + Penalty 397.160780 = -32218.816136 nChanged 607 SP:Iteration 1F (168.504869 sec): 3 clusters Score: Raw -33278.733512 + Penalty 397.160780 = -32881.572732 nChanged 181 SP:Iteration 2F (168.508065 sec): 3 clusters Score: Raw -33486.292469 + Penalty 397.160780 = -33089.131688 nChanged 100 SP:Iteration 3F (168.511254 sec): 3 clusters Score: Raw -33556.889997 + Penalty 397.160780 = -33159.729216 nChanged 54 SP:Iteration 4Q (168.514452 sec): 3 clusters Score: Raw -33590.198018 + Penalty 397.160780 = -33193.037237 nChanged 31 SP:Iteration 5Q (168.517630 sec): 3 clusters Score: Raw -33605.300727 + Penalty 397.160780 = -33208.139946 nChanged 23 SP:Iteration 6Q (168.520830 sec): 3 clusters Score: Raw -33612.034051 + Penalty 397.160780 = -33214.873271 nChanged 19 SP:Iteration 7Q (168.524022 sec): 3 clusters Score: Raw -33619.301077 + Penalty 397.160780 = -33222.140296 nChanged 23 SP:Iteration 8Q (168.527216 sec): 3 clusters Score: Raw -33627.236487 + Penalty 397.160780 = -33230.075707 nChanged 17 SP:Iteration 9Q (168.531058 sec): 3 clusters Score: Raw -33632.766509 + Penalty 397.160780 = -33235.605728 nChanged 22 SP:Iteration 10Q (168.534239 sec): 3 clusters Score: Raw -33639.426868 + Penalty 397.160780 = -33242.266088 nChanged 19 SP:Iteration 11Q (168.537404 sec): 3 clusters Score: Raw -33645.214374 + Penalty 397.160780 = -33248.053593 nChanged 21 SP:Iteration 12Q (168.540564 sec): 3 clusters Score: Raw -33653.078834 + Penalty 397.160780 = -33255.918054 nChanged 18 SP:Iteration 13Q (168.543747 sec): 3 clusters Score: Raw -33661.244790 + Penalty 397.160780 = -33264.084010 nChanged 20 SP:Iteration 14Q (168.546916 sec): 3 clusters Score: Raw -33671.570836 + Penalty 397.160780 = -33274.410056 nChanged 22 SP:Iteration 15Q (168.550119 sec): 3 clusters Score: Raw -33695.330044 + Penalty 397.160780 = -33298.169263 nChanged 32 SP:Iteration 16Q (168.553273 sec): 3 clusters Score: Raw -33728.087481 + Penalty 397.160780 = -33330.926700 nChanged 36 SP:Iteration 17Q (168.556435 sec): 3 clusters Score: Raw -33758.855017 + Penalty 397.160780 = -33361.694237 nChanged 44 SP:Iteration 18Q (168.559600 sec): 3 clusters Score: Raw -33799.056750 + Penalty 397.160780 = -33401.895969 nChanged 36 SP:Iteration 19Q (168.562731 sec): 3 clusters Score: Raw -33823.094092 + Penalty 397.160780 = -33425.933312 nChanged 20 SP:Iteration 20F (168.565908 sec): 3 clusters Score: Raw -33834.602062 + Penalty 397.160780 = -33437.441282 nChanged 14 SP:Iteration 21Q (168.569045 sec): 3 clusters Score: Raw -33842.145066 + Penalty 397.160780 = -33444.984286 nChanged 10 SP:Iteration 22Q (168.572160 sec): 3 clusters Score: Raw -33845.502653 + Penalty 397.160780 = -33448.341872 nChanged 6 SP:Iteration 23Q (168.575243 sec): 3 clusters Score: Raw -33849.723454 + Penalty 397.160780 = -33452.562673 nChanged 3 SP:Iteration 24Q (168.578378 sec): 3 clusters Score: Raw -33850.811877 + Penalty 397.160780 = -33453.651096 nChanged 2 SP:Iteration 25Q (168.581500 sec): 3 clusters Score: Raw -33851.407798 + Penalty 397.160780 = -33454.247017 nChanged 1 SP:Iteration 26Q (168.584605 sec): 3 clusters Score: Raw -33852.622137 + Penalty 397.160780 = -33455.461356 nChanged 3 SP:Iteration 27Q (168.587721 sec): 3 clusters Score: Raw -33855.831375 + Penalty 397.160780 = -33458.670595 nChanged 5 SP:Iteration 28Q (168.590826 sec): 3 clusters Score: Raw -33859.711030 + Penalty 397.160780 = -33462.550250 nChanged 4 SP:Iteration 29Q (168.593923 sec): 3 clusters Score: Raw -33862.363937 + Penalty 397.160780 = -33465.203156 nChanged 0 SP:Iteration 30F (168.597088 sec): 3 clusters Score: Raw -33862.363937 + Penalty 397.160780 = -33465.203156 nChanged 0 Score: Raw -4131397.162143 + Penalty 6133.386087 = -4125263.776055 Splitting cluster 1 changes total score from -4124738.951547 to -4125263.776055 So it's getting split into cluster 6. Trying to split cluster 2 (3018 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (169.202172 sec): 2 clusters Score: Raw -92657.213346 + Penalty 220.339615 = -92436.873730 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (169.209370 sec): 3 clusters Score: Raw -90901.968990 + Penalty 440.679230 = -90461.289760 nChanged 1348 SP:Iteration 1F (169.215750 sec): 3 clusters Score: Raw -91971.523468 + Penalty 440.679230 = -91530.844238 nChanged 314 SP:Iteration 2F (169.222084 sec): 3 clusters Score: Raw -92318.357061 + Penalty 440.679230 = -91877.677831 nChanged 260 SP:Iteration 3F (169.228592 sec): 3 clusters Score: Raw -92610.850166 + Penalty 440.679230 = -92170.170936 nChanged 205 SP:Iteration 4F (169.234883 sec): 3 clusters Score: Raw -92743.980953 + Penalty 440.679230 = -92303.301723 nChanged 134 SP:Iteration 5Q (169.241244 sec): 3 clusters Score: Raw -92815.921583 + Penalty 440.679230 = -92375.242353 nChanged 98 SP:Iteration 6Q (169.247650 sec): 3 clusters Score: Raw -92863.821486 + Penalty 440.679230 = -92423.142256 nChanged 91 SP:Iteration 7Q (169.254002 sec): 3 clusters Score: Raw -92916.656186 + Penalty 440.679230 = -92475.976956 nChanged 104 SP:Iteration 8Q (169.260344 sec): 3 clusters Score: Raw -92997.804467 + Penalty 440.679230 = -92557.125236 nChanged 112 SP:Iteration 9Q (169.266761 sec): 3 clusters Score: Raw -93078.784615 + Penalty 440.679230 = -92638.105385 nChanged 84 SP:Iteration 10Q (169.273215 sec): 3 clusters Score: Raw -93152.639835 + Penalty 440.679230 = -92711.960604 nChanged 69 SP:Iteration 11Q (169.279629 sec): 3 clusters Score: Raw -93215.762054 + Penalty 440.679230 = -92775.082824 nChanged 43 SP:Iteration 12Q (169.285949 sec): 3 clusters Score: Raw -93249.937964 + Penalty 440.679230 = -92809.258734 nChanged 30 SP:Iteration 13Q (169.292276 sec): 3 clusters Score: Raw -93269.514924 + Penalty 440.679230 = -92828.835694 nChanged 18 SP:Iteration 14Q (169.298600 sec): 3 clusters Score: Raw -93274.280687 + Penalty 440.679230 = -92833.601457 nChanged 13 SP:Iteration 15Q (169.304918 sec): 3 clusters Score: Raw -93277.172118 + Penalty 440.679230 = -92836.492888 nChanged 9 SP:Iteration 16Q (169.311254 sec): 3 clusters Score: Raw -93278.930028 + Penalty 440.679230 = -92838.250797 nChanged 6 SP:Iteration 17Q (169.317598 sec): 3 clusters Score: Raw -93279.572908 + Penalty 440.679230 = -92838.893677 nChanged 1 SP:Iteration 18Q (169.323942 sec): 3 clusters Score: Raw -93279.761589 + Penalty 440.679230 = -92839.082359 nChanged 1 SP:Iteration 19Q (169.330237 sec): 3 clusters Score: Raw -93279.797483 + Penalty 440.679230 = -92839.118253 nChanged 0 SP:Iteration 20F (169.336525 sec): 3 clusters Score: Raw -93279.797483 + Penalty 440.679230 = -92839.118253 nChanged 0 Score: Raw -4132019.746280 + Penalty 6456.195881 = -4125563.550399 Splitting cluster 2 changes total score from -4124738.951547 to -4125563.550399 So it's getting split into cluster 14. Trying to split cluster 3 (12771 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (170.097847 sec): 2 clusters Score: Raw -473922.035809 + Penalty 260.010637 = -473662.025172 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (170.119912 sec): 3 clusters Score: Raw -465627.566551 + Penalty 520.021274 = -465107.545277 nChanged 6191 SP:Iteration 1F (170.140809 sec): 3 clusters Score: Raw -470148.127697 + Penalty 520.021274 = -469628.106423 nChanged 901 SP:Iteration 2F (170.164122 sec): 3 clusters Score: Raw -470704.983646 + Penalty 520.021274 = -470184.962372 nChanged 845 SP:Iteration 3F (170.184861 sec): 3 clusters Score: Raw -471310.374546 + Penalty 520.021274 = -470790.353272 nChanged 785 SP:Iteration 4F (170.205715 sec): 3 clusters Score: Raw -471958.084008 + Penalty 520.021274 = -471438.062734 nChanged 654 SP:Iteration 5F (170.226680 sec): 3 clusters Score: Raw -472591.036322 + Penalty 520.021274 = -472071.015048 nChanged 506 SP:Iteration 6Q (170.247700 sec): 3 clusters Score: Raw -473271.087668 + Penalty 520.021274 = -472751.066394 nChanged 565 SP:Iteration 7Q (170.268643 sec): 3 clusters Score: Raw -474120.762530 + Penalty 520.021274 = -473600.741256 nChanged 736 SP:Iteration 8F (170.289625 sec): 3 clusters Score: Raw -475195.489183 + Penalty 520.021274 = -474675.467910 nChanged 640 SP:Iteration 9F (170.310482 sec): 3 clusters Score: Raw -476006.993695 + Penalty 520.021274 = -475486.972421 nChanged 377 SP:Iteration 10Q (170.333202 sec): 3 clusters Score: Raw -476466.066165 + Penalty 520.021274 = -475946.044891 nChanged 237 SP:Iteration 11Q (170.354083 sec): 3 clusters Score: Raw -476688.520062 + Penalty 520.021274 = -476168.498788 nChanged 169 SP:Iteration 12Q (170.374782 sec): 3 clusters Score: Raw -476801.279622 + Penalty 520.021274 = -476281.258348 nChanged 119 SP:Iteration 13Q (170.401134 sec): 3 clusters Score: Raw -476864.121617 + Penalty 520.021274 = -476344.100343 nChanged 81 SP:Iteration 14Q (170.421727 sec): 3 clusters Score: Raw -476888.012452 + Penalty 520.021274 = -476367.991178 nChanged 39 SP:Iteration 15Q (170.442596 sec): 3 clusters Score: Raw -476895.669795 + Penalty 520.021274 = -476375.648521 nChanged 31 SP:Iteration 16Q (170.463287 sec): 3 clusters Score: Raw -476899.905393 + Penalty 520.021274 = -476379.884119 nChanged 22 SP:Iteration 17Q (170.483938 sec): 3 clusters Score: Raw -476902.330891 + Penalty 520.021274 = -476382.309617 nChanged 12 SP:Iteration 18Q (170.504608 sec): 3 clusters Score: Raw -476903.366460 + Penalty 520.021274 = -476383.345186 nChanged 9 SP:Iteration 19Q (170.525190 sec): 3 clusters Score: Raw -476903.858936 + Penalty 520.021274 = -476383.837662 nChanged 6 SP:Iteration 20F (170.546168 sec): 3 clusters Score: Raw -476904.038770 + Penalty 520.021274 = -476384.017496 nChanged 0 Score: Raw -4135001.749241 + Penalty 6779.005675 = -4128222.743565 Splitting cluster 3 changes total score from -4124738.951547 to -4128222.743565 So it's getting split into cluster 21. Trying to split cluster 4 (1537 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (171.399599 sec): 2 clusters Score: Raw -46696.276704 + Penalty 201.783663 = -46494.493041 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (171.437534 sec): 3 clusters Score: Raw -45870.250121 + Penalty 403.567326 = -45466.682795 nChanged 667 SP:Iteration 1F (171.480116 sec): 3 clusters Score: Raw -46290.686197 + Penalty 403.567326 = -45887.118871 nChanged 94 SP:Iteration 2F (171.529932 sec): 3 clusters Score: Raw -46346.656283 + Penalty 403.567326 = -45943.088957 nChanged 78 SP:Iteration 3F (171.574851 sec): 3 clusters Score: Raw -46399.992943 + Penalty 403.567326 = -45996.425617 nChanged 70 SP:Iteration 4Q (171.625562 sec): 3 clusters Score: Raw -46447.381001 + Penalty 403.567326 = -46043.813675 nChanged 62 SP:Iteration 5Q (171.669291 sec): 3 clusters Score: Raw -46484.550883 + Penalty 403.567326 = -46080.983557 nChanged 50 SP:Iteration 6Q (171.716633 sec): 3 clusters Score: Raw -46507.311994 + Penalty 403.567326 = -46103.744668 nChanged 38 SP:Iteration 7Q (171.764971 sec): 3 clusters Score: Raw -46527.838088 + Penalty 403.567326 = -46124.270763 nChanged 36 SP:Iteration 8Q (171.808201 sec): 3 clusters Score: Raw -46542.193158 + Penalty 403.567326 = -46138.625832 nChanged 29 SP:Iteration 9Q (171.850290 sec): 3 clusters Score: Raw -46553.229635 + Penalty 403.567326 = -46149.662309 nChanged 28 SP:Iteration 10Q (171.890170 sec): 3 clusters Score: Raw -46562.374922 + Penalty 403.567326 = -46158.807596 nChanged 18 SP:Iteration 11Q (171.939142 sec): 3 clusters Score: Raw -46572.718754 + Penalty 403.567326 = -46169.151428 nChanged 23 SP:Iteration 12Q (171.986034 sec): 3 clusters Score: Raw -46583.811536 + Penalty 403.567326 = -46180.244210 nChanged 12 SP:Iteration 13Q (172.036285 sec): 3 clusters Score: Raw -46591.641235 + Penalty 403.567326 = -46188.073909 nChanged 12 SP:Iteration 14Q (172.086373 sec): 3 clusters Score: Raw -46596.026476 + Penalty 403.567326 = -46192.459151 nChanged 7 SP:Iteration 15Q (172.136654 sec): 3 clusters Score: Raw -46597.581015 + Penalty 403.567326 = -46194.013689 nChanged 6 SP:Iteration 16Q (172.186747 sec): 3 clusters Score: Raw -46599.317780 + Penalty 403.567326 = -46195.750455 nChanged 5 SP:Iteration 17Q (172.230135 sec): 3 clusters Score: Raw -46600.119288 + Penalty 403.567326 = -46196.551963 nChanged 6 SP:Iteration 18Q (172.279635 sec): 3 clusters Score: Raw -46601.245862 + Penalty 403.567326 = -46197.678537 nChanged 6 SP:Iteration 19Q (172.329433 sec): 3 clusters Score: Raw -46604.521773 + Penalty 403.567326 = -46200.954447 nChanged 10 SP:Iteration 20F (172.379903 sec): 3 clusters Score: Raw -46610.121638 + Penalty 403.567326 = -46206.554312 nChanged 15 SP:Iteration 21Q (172.418856 sec): 3 clusters Score: Raw -46617.871388 + Penalty 403.567326 = -46214.304062 nChanged 14 SP:Iteration 22Q (172.466130 sec): 3 clusters Score: Raw -46622.937733 + Penalty 403.567326 = -46219.370407 nChanged 18 SP:Iteration 23Q (172.513020 sec): 3 clusters Score: Raw -46635.475046 + Penalty 403.567326 = -46231.907720 nChanged 21 SP:Iteration 24Q (172.561782 sec): 3 clusters Score: Raw -46655.914036 + Penalty 403.567326 = -46252.346710 nChanged 20 SP:Iteration 25Q (172.611810 sec): 3 clusters Score: Raw -46680.294503 + Penalty 403.567326 = -46276.727177 nChanged 22 SP:Iteration 26Q (172.661680 sec): 3 clusters Score: Raw -46702.908564 + Penalty 403.567326 = -46299.341238 nChanged 14 SP:Iteration 27Q (172.711108 sec): 3 clusters Score: Raw -46712.530686 + Penalty 403.567326 = -46308.963360 nChanged 19 SP:Iteration 28Q (172.750086 sec): 3 clusters Score: Raw -46723.387240 + Penalty 403.567326 = -46319.819914 nChanged 12 SP:Iteration 29Q (172.795549 sec): 3 clusters Score: Raw -46727.122963 + Penalty 403.567326 = -46323.555637 nChanged 9 SP:Iteration 30Q (172.845135 sec): 3 clusters Score: Raw -46728.783686 + Penalty 403.567326 = -46325.216360 nChanged 5 SP:Iteration 31Q (172.890655 sec): 3 clusters Score: Raw -46729.401337 + Penalty 403.567326 = -46325.834011 nChanged 6 SP:Iteration 32Q (172.940140 sec): 3 clusters Score: Raw -46731.713595 + Penalty 403.567326 = -46328.146269 nChanged 7 SP:Iteration 33Q (172.998298 sec): 3 clusters Score: Raw -46733.602429 + Penalty 403.567326 = -46330.035103 nChanged 9 SP:Iteration 34Q (173.039932 sec): 3 clusters Score: Raw -46735.351866 + Penalty 403.567326 = -46331.784540 nChanged 8 SP:Iteration 35Q (173.064245 sec): 3 clusters Score: Raw -46738.278873 + Penalty 403.567326 = -46334.711547 nChanged 11 SP:Iteration 36Q (173.109939 sec): 3 clusters Score: Raw -46742.456059 + Penalty 403.567326 = -46338.888733 nChanged 13 SP:Iteration 37Q (173.147345 sec): 3 clusters Score: Raw -46745.182653 + Penalty 403.567326 = -46341.615327 nChanged 6 SP:Iteration 38Q (173.150876 sec): 3 clusters Score: Raw -46747.056129 + Penalty 403.567326 = -46343.488803 nChanged 7 SP:Iteration 39Q (173.154373 sec): 3 clusters Score: Raw -46748.561233 + Penalty 403.567326 = -46344.993907 nChanged 6 SP:Iteration 40F (173.157900 sec): 3 clusters Score: Raw -46750.009950 + Penalty 403.567326 = -46346.442624 nChanged 8 SP:Iteration 41Q (173.161395 sec): 3 clusters Score: Raw -46752.522489 + Penalty 403.567326 = -46348.955163 nChanged 9 SP:Iteration 42Q (173.164881 sec): 3 clusters Score: Raw -46756.032551 + Penalty 403.567326 = -46352.465225 nChanged 13 SP:Iteration 43Q (173.168383 sec): 3 clusters Score: Raw -46766.061880 + Penalty 403.567326 = -46362.494554 nChanged 13 SP:Iteration 44Q (173.171903 sec): 3 clusters Score: Raw -46768.941888 + Penalty 403.567326 = -46365.374562 nChanged 5 SP:Iteration 45Q (173.175398 sec): 3 clusters Score: Raw -46769.641685 + Penalty 403.567326 = -46366.074359 nChanged 4 SP:Iteration 46Q (173.178872 sec): 3 clusters Score: Raw -46770.157305 + Penalty 403.567326 = -46366.589980 nChanged 3 SP:Iteration 47Q (173.182324 sec): 3 clusters Score: Raw -46770.752723 + Penalty 403.567326 = -46367.185397 nChanged 3 SP:Iteration 48Q (173.185773 sec): 3 clusters Score: Raw -46771.653371 + Penalty 403.567326 = -46368.086045 nChanged 0 SP:Iteration 49F (173.189244 sec): 3 clusters Score: Raw -46771.653371 + Penalty 403.567326 = -46368.086045 nChanged 0 Trying to split cluster 5 (482 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (173.193296 sec): 2 clusters Score: Raw -19201.869656 + Penalty 169.893463 = -19031.976193 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (173.194896 sec): 3 clusters Score: Raw -18960.980385 + Penalty 339.786926 = -18621.193459 nChanged 194 SP:Iteration 1F (173.196331 sec): 3 clusters Score: Raw -19077.232934 + Penalty 339.786926 = -18737.446008 nChanged 36 SP:Iteration 2F (173.197772 sec): 3 clusters Score: Raw -19096.719791 + Penalty 339.786926 = -18756.932865 nChanged 23 SP:Iteration 3Q (173.199224 sec): 3 clusters Score: Raw -19112.362057 + Penalty 339.786926 = -18772.575131 nChanged 27 SP:Iteration 4F (173.200650 sec): 3 clusters Score: Raw -19132.688957 + Penalty 339.786926 = -18792.902031 nChanged 16 SP:Iteration 5Q (173.202094 sec): 3 clusters Score: Raw -19140.813338 + Penalty 339.786926 = -18801.026411 nChanged 14 SP:Iteration 6Q (173.203479 sec): 3 clusters Score: Raw -19149.792420 + Penalty 339.786926 = -18810.005493 nChanged 15 SP:Iteration 7Q (173.204914 sec): 3 clusters Score: Raw -19160.146158 + Penalty 339.786926 = -18820.359231 nChanged 12 SP:Iteration 8Q (173.206356 sec): 3 clusters Score: Raw -19169.092978 + Penalty 339.786926 = -18829.306051 nChanged 16 SP:Iteration 9Q (173.207796 sec): 3 clusters Score: Raw -19179.400502 + Penalty 339.786926 = -18839.613576 nChanged 12 SP:Iteration 10Q (173.209224 sec): 3 clusters Score: Raw -19188.731999 + Penalty 339.786926 = -18848.945073 nChanged 8 SP:Iteration 11Q (173.210708 sec): 3 clusters Score: Raw -19192.447712 + Penalty 339.786926 = -18852.660786 nChanged 3 SP:Iteration 12Q (173.212138 sec): 3 clusters Score: Raw -19193.830580 + Penalty 339.786926 = -18854.043654 nChanged 4 SP:Iteration 13Q (173.247961 sec): 3 clusters Score: Raw -19195.994081 + Penalty 339.786926 = -18856.207155 nChanged 5 SP:Iteration 14Q (173.287199 sec): 3 clusters Score: Raw -19203.318623 + Penalty 339.786926 = -18863.531697 nChanged 9 SP:Iteration 15Q (173.325553 sec): 3 clusters Score: Raw -19212.478370 + Penalty 339.786926 = -18872.691444 nChanged 8 SP:Iteration 16Q (173.352917 sec): 3 clusters Score: Raw -19219.229226 + Penalty 339.786926 = -18879.442300 nChanged 6 SP:Iteration 17Q (173.393824 sec): 3 clusters Score: Raw -19225.747436 + Penalty 339.786926 = -18885.960509 nChanged 4 SP:Iteration 18Q (173.415328 sec): 3 clusters Score: Raw -19231.032375 + Penalty 339.786926 = -18891.245448 nChanged 1 SP:Iteration 19Q (173.416784 sec): 3 clusters Score: Raw -19231.457737 + Penalty 339.786926 = -18891.670811 nChanged 0 SP:Iteration 20F (173.418202 sec): 3 clusters Score: Raw -19231.457737 + Penalty 339.786926 = -18891.670811 nChanged 0 Trying to split cluster 7 (4667 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (173.432762 sec): 2 clusters Score: Raw -170042.373433 + Penalty 232.327473 = -169810.045960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (173.443725 sec): 3 clusters Score: Raw -167162.396575 + Penalty 464.654946 = -166697.741629 nChanged 2125 SP:Iteration 1F (173.453359 sec): 3 clusters Score: Raw -168503.627826 + Penalty 464.654946 = -168038.972880 nChanged 335 SP:Iteration 2F (173.462966 sec): 3 clusters Score: Raw -168695.632235 + Penalty 464.654946 = -168230.977289 nChanged 319 SP:Iteration 3F (173.472552 sec): 3 clusters Score: Raw -168890.205662 + Penalty 464.654946 = -168425.550716 nChanged 281 SP:Iteration 4F (173.482123 sec): 3 clusters Score: Raw -169040.262191 + Penalty 464.654946 = -168575.607245 nChanged 231 SP:Iteration 5Q (173.491734 sec): 3 clusters Score: Raw -169167.706281 + Penalty 464.654946 = -168703.051335 nChanged 205 SP:Iteration 6Q (173.501202 sec): 3 clusters Score: Raw -169256.716412 + Penalty 464.654946 = -168792.061466 nChanged 169 SP:Iteration 7Q (173.510803 sec): 3 clusters Score: Raw -169333.606774 + Penalty 464.654946 = -168868.951828 nChanged 160 SP:Iteration 8Q (173.520414 sec): 3 clusters Score: Raw -169402.237217 + Penalty 464.654946 = -168937.582271 nChanged 140 SP:Iteration 9Q (173.529950 sec): 3 clusters Score: Raw -169457.006246 + Penalty 464.654946 = -168992.351300 nChanged 121 SP:Iteration 10Q (173.542541 sec): 3 clusters Score: Raw -169504.659497 + Penalty 464.654946 = -169040.004551 nChanged 130 SP:Iteration 11Q (173.552053 sec): 3 clusters Score: Raw -169568.312296 + Penalty 464.654946 = -169103.657350 nChanged 126 SP:Iteration 12Q (173.561539 sec): 3 clusters Score: Raw -169643.136423 + Penalty 464.654946 = -169178.481477 nChanged 128 SP:Iteration 13Q (173.570973 sec): 3 clusters Score: Raw -169734.423803 + Penalty 464.654946 = -169269.768857 nChanged 126 SP:Iteration 14Q (173.580446 sec): 3 clusters Score: Raw -169853.483361 + Penalty 464.654946 = -169388.828415 nChanged 94 SP:Iteration 15Q (173.589906 sec): 3 clusters Score: Raw -169957.666601 + Penalty 464.654946 = -169493.011655 nChanged 77 SP:Iteration 16Q (173.599371 sec): 3 clusters Score: Raw -170037.627312 + Penalty 464.654946 = -169572.972366 nChanged 81 SP:Iteration 17Q (173.608782 sec): 3 clusters Score: Raw -170103.235203 + Penalty 464.654946 = -169638.580257 nChanged 58 SP:Iteration 18Q (173.618231 sec): 3 clusters Score: Raw -170136.618590 + Penalty 464.654946 = -169671.963644 nChanged 44 SP:Iteration 19Q (173.627644 sec): 3 clusters Score: Raw -170154.523694 + Penalty 464.654946 = -169689.868748 nChanged 29 SP:Iteration 20F (173.637158 sec): 3 clusters Score: Raw -170162.122743 + Penalty 464.654946 = -169697.467797 nChanged 17 SP:Iteration 21Q (173.646372 sec): 3 clusters Score: Raw -170165.819699 + Penalty 464.654946 = -169701.164753 nChanged 8 SP:Iteration 22Q (173.655761 sec): 3 clusters Score: Raw -170166.985850 + Penalty 464.654946 = -169702.330904 nChanged 9 SP:Iteration 23Q (173.665161 sec): 3 clusters Score: Raw -170168.027621 + Penalty 464.654946 = -169703.372675 nChanged 2 SP:Iteration 24Q (173.674575 sec): 3 clusters Score: Raw -170168.220236 + Penalty 464.654946 = -169703.565290 nChanged 2 SP:Iteration 25Q (173.683994 sec): 3 clusters Score: Raw -170168.414966 + Penalty 464.654946 = -169703.760020 nChanged 2 SP:Iteration 26Q (173.693375 sec): 3 clusters Score: Raw -170168.796640 + Penalty 464.654946 = -169704.141694 nChanged 3 SP:Iteration 27Q (173.702788 sec): 3 clusters Score: Raw -170168.968249 + Penalty 464.654946 = -169704.313303 nChanged 1 SP:Iteration 28Q (173.712189 sec): 3 clusters Score: Raw -170169.008939 + Penalty 464.654946 = -169704.353993 nChanged 2 SP:Iteration 29Q (173.721577 sec): 3 clusters Score: Raw -170169.256576 + Penalty 464.654946 = -169704.601630 nChanged 3 SP:Iteration 30Q (173.730927 sec): 3 clusters Score: Raw -170169.541116 + Penalty 464.654946 = -169704.886170 nChanged 3 SP:Iteration 31Q (173.740296 sec): 3 clusters Score: Raw -170169.892965 + Penalty 464.654946 = -169705.238019 nChanged 1 SP:Iteration 32Q (173.749681 sec): 3 clusters Score: Raw -170170.080360 + Penalty 464.654946 = -169705.425414 nChanged 2 SP:Iteration 33Q (173.759046 sec): 3 clusters Score: Raw -170170.599929 + Penalty 464.654946 = -169705.944983 nChanged 2 SP:Iteration 34Q (173.768400 sec): 3 clusters Score: Raw -170170.774360 + Penalty 464.654946 = -169706.119414 nChanged 2 SP:Iteration 35Q (173.777816 sec): 3 clusters Score: Raw -170170.878722 + Penalty 464.654946 = -169706.223776 nChanged 1 SP:Iteration 36Q (173.787181 sec): 3 clusters Score: Raw -170170.924327 + Penalty 464.654946 = -169706.269381 nChanged 0 SP:Iteration 37F (173.796635 sec): 3 clusters Score: Raw -170170.924327 + Penalty 464.654946 = -169706.269381 nChanged 0 Trying to split cluster 8 (4803 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (173.811196 sec): 2 clusters Score: Raw -155015.435183 + Penalty 233.117390 = -154782.317793 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (173.822321 sec): 3 clusters Score: Raw -152113.379852 + Penalty 466.234780 = -151647.145072 nChanged 2207 SP:Iteration 1F (173.832094 sec): 3 clusters Score: Raw -153488.738986 + Penalty 466.234780 = -153022.504206 nChanged 252 SP:Iteration 2F (173.841772 sec): 3 clusters Score: Raw -153616.054344 + Penalty 466.234780 = -153149.819564 nChanged 231 SP:Iteration 3Q (173.851501 sec): 3 clusters Score: Raw -153779.506087 + Penalty 466.234780 = -153313.271307 nChanged 260 SP:Iteration 4F (173.861180 sec): 3 clusters Score: Raw -154023.911244 + Penalty 466.234780 = -153557.676463 nChanged 274 SP:Iteration 5F (173.870756 sec): 3 clusters Score: Raw -154291.527620 + Penalty 466.234780 = -153825.292840 nChanged 221 SP:Iteration 6Q (173.880447 sec): 3 clusters Score: Raw -154506.449818 + Penalty 466.234780 = -154040.215038 nChanged 174 SP:Iteration 7Q (173.889995 sec): 3 clusters Score: Raw -154653.038084 + Penalty 466.234780 = -154186.803304 nChanged 113 SP:Iteration 8Q (173.899532 sec): 3 clusters Score: Raw -154740.663736 + Penalty 466.234780 = -154274.428956 nChanged 107 SP:Iteration 9Q (173.908966 sec): 3 clusters Score: Raw -154798.736511 + Penalty 466.234780 = -154332.501731 nChanged 76 SP:Iteration 10Q (173.918392 sec): 3 clusters Score: Raw -154852.084675 + Penalty 466.234780 = -154385.849895 nChanged 77 SP:Iteration 11Q (173.927802 sec): 3 clusters Score: Raw -154887.658483 + Penalty 466.234780 = -154421.423703 nChanged 56 SP:Iteration 12Q (173.937180 sec): 3 clusters Score: Raw -154914.690863 + Penalty 466.234780 = -154448.456083 nChanged 41 SP:Iteration 13Q (173.946491 sec): 3 clusters Score: Raw -154934.232821 + Penalty 466.234780 = -154467.998041 nChanged 39 SP:Iteration 14Q (173.955798 sec): 3 clusters Score: Raw -154957.604180 + Penalty 466.234780 = -154491.369400 nChanged 33 SP:Iteration 15Q (173.965132 sec): 3 clusters Score: Raw -154982.657022 + Penalty 466.234780 = -154516.422242 nChanged 28 SP:Iteration 16Q (173.974427 sec): 3 clusters Score: Raw -154994.696331 + Penalty 466.234780 = -154528.461551 nChanged 24 SP:Iteration 17Q (173.983697 sec): 3 clusters Score: Raw -155006.620162 + Penalty 466.234780 = -154540.385382 nChanged 27 SP:Iteration 18Q (173.993009 sec): 3 clusters Score: Raw -155024.249502 + Penalty 466.234780 = -154558.014722 nChanged 24 SP:Iteration 19Q (174.002259 sec): 3 clusters Score: Raw -155036.909722 + Penalty 466.234780 = -154570.674942 nChanged 21 SP:Iteration 20F (174.011844 sec): 3 clusters Score: Raw -155045.276720 + Penalty 466.234780 = -154579.041940 nChanged 18 SP:Iteration 21Q (174.021141 sec): 3 clusters Score: Raw -155051.352619 + Penalty 466.234780 = -154585.117839 nChanged 10 SP:Iteration 22Q (174.030400 sec): 3 clusters Score: Raw -155056.541657 + Penalty 466.234780 = -154590.306877 nChanged 10 SP:Iteration 23Q (174.039651 sec): 3 clusters Score: Raw -155060.305092 + Penalty 466.234780 = -154594.070312 nChanged 9 SP:Iteration 24Q (174.048868 sec): 3 clusters Score: Raw -155062.648631 + Penalty 466.234780 = -154596.413851 nChanged 5 SP:Iteration 25Q (174.058143 sec): 3 clusters Score: Raw -155063.678399 + Penalty 466.234780 = -154597.443619 nChanged 6 SP:Iteration 26Q (174.067372 sec): 3 clusters Score: Raw -155066.231887 + Penalty 466.234780 = -154599.997107 nChanged 8 SP:Iteration 27Q (174.076636 sec): 3 clusters Score: Raw -155068.348002 + Penalty 466.234780 = -154602.113222 nChanged 4 SP:Iteration 28Q (174.085896 sec): 3 clusters Score: Raw -155068.871861 + Penalty 466.234780 = -154602.637081 nChanged 3 SP:Iteration 29Q (174.095155 sec): 3 clusters Score: Raw -155069.482651 + Penalty 466.234780 = -154603.247871 nChanged 2 SP:Iteration 30Q (174.104405 sec): 3 clusters Score: Raw -155070.464409 + Penalty 466.234780 = -154604.229629 nChanged 6 SP:Iteration 31Q (174.113641 sec): 3 clusters Score: Raw -155072.920799 + Penalty 466.234780 = -154606.686019 nChanged 4 SP:Iteration 32Q (174.122857 sec): 3 clusters Score: Raw -155073.880844 + Penalty 466.234780 = -154607.646064 nChanged 2 SP:Iteration 33Q (174.132085 sec): 3 clusters Score: Raw -155074.453439 + Penalty 466.234780 = -154608.218659 nChanged 3 SP:Iteration 34Q (174.141315 sec): 3 clusters Score: Raw -155074.989887 + Penalty 466.234780 = -154608.755107 nChanged 1 SP:Iteration 35Q (174.150547 sec): 3 clusters Score: Raw -155075.117883 + Penalty 466.234780 = -154608.883103 nChanged 0 SP:Iteration 36F (174.160179 sec): 3 clusters Score: Raw -155075.117883 + Penalty 466.234780 = -154608.883103 nChanged 0 Trying to split cluster 9 (26240 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (174.187720 sec): 2 clusters Score: Raw -925282.584662 + Penalty 279.813607 = -925002.771056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (174.219337 sec): 3 clusters Score: Raw -907943.688797 + Penalty 559.627213 = -907384.061584 nChanged 12742 SP:Iteration 1F (174.248350 sec): 3 clusters Score: Raw -916237.177416 + Penalty 559.627213 = -915677.550203 nChanged 2073 SP:Iteration 2F (174.277718 sec): 3 clusters Score: Raw -917676.312284 + Penalty 559.627213 = -917116.685070 nChanged 2245 SP:Iteration 3F (174.307065 sec): 3 clusters Score: Raw -919482.859021 + Penalty 559.627213 = -918923.231808 nChanged 2097 SP:Iteration 4F (174.335640 sec): 3 clusters Score: Raw -921068.476501 + Penalty 559.627213 = -920508.849287 nChanged 1761 SP:Iteration 5F (174.364938 sec): 3 clusters Score: Raw -922341.699909 + Penalty 559.627213 = -921782.072696 nChanged 1410 SP:Iteration 6F (174.394311 sec): 3 clusters Score: Raw -923515.940802 + Penalty 559.627213 = -922956.313589 nChanged 1092 SP:Iteration 7Q (174.424517 sec): 3 clusters Score: Raw -924513.793577 + Penalty 559.627213 = -923954.166364 nChanged 741 SP:Iteration 8Q (174.454071 sec): 3 clusters Score: Raw -925155.535141 + Penalty 559.627213 = -924595.907928 nChanged 522 SP:Iteration 9Q (174.483047 sec): 3 clusters Score: Raw -925472.150206 + Penalty 559.627213 = -924912.522992 nChanged 356 SP:Iteration 10Q (174.550051 sec): 3 clusters Score: Raw -925605.183804 + Penalty 559.627213 = -925045.556590 nChanged 269 SP:Iteration 11Q (174.612046 sec): 3 clusters Score: Raw -925680.246515 + Penalty 559.627213 = -925120.619302 nChanged 216 SP:Iteration 12Q (174.651983 sec): 3 clusters Score: Raw -925729.381727 + Penalty 559.627213 = -925169.754514 nChanged 208 SP:Iteration 13Q (174.680716 sec): 3 clusters Score: Raw -925773.452783 + Penalty 559.627213 = -925213.825570 nChanged 209 SP:Iteration 14Q (174.719396 sec): 3 clusters Score: Raw -925816.058115 + Penalty 559.627213 = -925256.430902 nChanged 196 SP:Iteration 15Q (174.747913 sec): 3 clusters Score: Raw -925854.300057 + Penalty 559.627213 = -925294.672844 nChanged 166 SP:Iteration 16Q (174.778863 sec): 3 clusters Score: Raw -925884.451225 + Penalty 559.627213 = -925324.824012 nChanged 150 SP:Iteration 17Q (174.807228 sec): 3 clusters Score: Raw -925910.788678 + Penalty 559.627213 = -925351.161465 nChanged 137 SP:Iteration 18Q (174.835705 sec): 3 clusters Score: Raw -925931.483611 + Penalty 559.627213 = -925371.856397 nChanged 119 SP:Iteration 19Q (174.864402 sec): 3 clusters Score: Raw -925947.244058 + Penalty 559.627213 = -925387.616845 nChanged 115 SP:Iteration 20F (174.893050 sec): 3 clusters Score: Raw -925962.814830 + Penalty 559.627213 = -925403.187616 nChanged 104 SP:Iteration 21Q (174.921824 sec): 3 clusters Score: Raw -925975.866820 + Penalty 559.627213 = -925416.239607 nChanged 106 SP:Iteration 22Q (174.950344 sec): 3 clusters Score: Raw -925989.170431 + Penalty 559.627213 = -925429.543217 nChanged 100 SP:Iteration 23Q (174.978600 sec): 3 clusters Score: Raw -926002.837413 + Penalty 559.627213 = -925443.210199 nChanged 98 SP:Iteration 24Q (175.007047 sec): 3 clusters Score: Raw -926016.113372 + Penalty 559.627213 = -925456.486159 nChanged 97 SP:Iteration 25Q (175.072422 sec): 3 clusters Score: Raw -926028.535296 + Penalty 559.627213 = -925468.908083 nChanged 85 SP:Iteration 26Q (175.141006 sec): 3 clusters Score: Raw -926037.721805 + Penalty 559.627213 = -925478.094592 nChanged 73 SP:Iteration 27Q (175.193508 sec): 3 clusters Score: Raw -926044.094818 + Penalty 559.627213 = -925484.467604 nChanged 50 SP:Iteration 28Q (175.249541 sec): 3 clusters Score: Raw -926048.000261 + Penalty 559.627213 = -925488.373048 nChanged 57 SP:Iteration 29Q (175.311943 sec): 3 clusters Score: Raw -926052.116019 + Penalty 559.627213 = -925492.488806 nChanged 49 SP:Iteration 30Q (175.366657 sec): 3 clusters Score: Raw -926055.878225 + Penalty 559.627213 = -925496.251011 nChanged 46 SP:Iteration 31Q (175.425412 sec): 3 clusters Score: Raw -926058.874327 + Penalty 559.627213 = -925499.247113 nChanged 41 SP:Iteration 32Q (175.453625 sec): 3 clusters Score: Raw -926061.463254 + Penalty 559.627213 = -925501.836041 nChanged 40 SP:Iteration 33Q (175.481661 sec): 3 clusters Score: Raw -926063.695074 + Penalty 559.627213 = -925504.067860 nChanged 33 SP:Iteration 34Q (175.510126 sec): 3 clusters Score: Raw -926065.425411 + Penalty 559.627213 = -925505.798198 nChanged 34 SP:Iteration 35Q (175.541971 sec): 3 clusters Score: Raw -926066.939971 + Penalty 559.627213 = -925507.312757 nChanged 15 SP:Iteration 36Q (175.589314 sec): 3 clusters Score: Raw -926067.415177 + Penalty 559.627213 = -925507.787964 nChanged 11 SP:Iteration 37Q (175.651806 sec): 3 clusters Score: Raw -926067.727045 + Penalty 559.627213 = -925508.099832 nChanged 11 SP:Iteration 38Q (175.712814 sec): 3 clusters Score: Raw -926068.065390 + Penalty 559.627213 = -925508.438177 nChanged 8 SP:Iteration 39Q (175.775208 sec): 3 clusters Score: Raw -926068.259825 + Penalty 559.627213 = -925508.632611 nChanged 12 SP:Iteration 40F (175.835422 sec): 3 clusters Score: Raw -926068.533964 + Penalty 559.627213 = -925508.906751 nChanged 8 SP:Iteration 41Q (175.888324 sec): 3 clusters Score: Raw -926068.736887 + Penalty 559.627213 = -925509.109674 nChanged 9 SP:Iteration 42Q (175.947409 sec): 3 clusters Score: Raw -926069.008430 + Penalty 559.627213 = -925509.381217 nChanged 4 SP:Iteration 43Q (176.008820 sec): 3 clusters Score: Raw -926069.190029 + Penalty 559.627213 = -925509.562816 nChanged 5 SP:Iteration 44Q (176.045890 sec): 3 clusters Score: Raw -926069.299175 + Penalty 559.627213 = -925509.671961 nChanged 3 SP:Iteration 45Q (176.105809 sec): 3 clusters Score: Raw -926069.380216 + Penalty 559.627213 = -925509.753002 nChanged 1 SP:Iteration 46Q (176.162750 sec): 3 clusters Score: Raw -926069.407473 + Penalty 559.627213 = -925509.780260 nChanged 0 SP:Iteration 47F (176.221771 sec): 3 clusters Score: Raw -926069.407473 + Penalty 559.627213 = -925509.780260 nChanged 0 Score: Raw -4135788.572051 + Penalty 7101.815469 = -4128686.756582 Splitting cluster 9 changes total score from -4124738.951547 to -4128686.756582 So it's getting split into cluster 22. Trying to split cluster 10 (2289 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (177.220842 sec): 2 clusters Score: Raw -68361.354714 + Penalty 212.736434 = -68148.618281 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (177.226635 sec): 3 clusters Score: Raw -67011.905434 + Penalty 425.472868 = -66586.432567 nChanged 1030 SP:Iteration 1F (177.231653 sec): 3 clusters Score: Raw -67776.152861 + Penalty 425.472868 = -67350.679994 nChanged 217 SP:Iteration 2F (177.236675 sec): 3 clusters Score: Raw -68034.240118 + Penalty 425.472868 = -67608.767250 nChanged 207 SP:Iteration 3F (177.241823 sec): 3 clusters Score: Raw -68381.725151 + Penalty 425.472868 = -67956.252283 nChanged 216 SP:Iteration 4F (177.246787 sec): 3 clusters Score: Raw -68721.162928 + Penalty 425.472868 = -68295.690061 nChanged 190 SP:Iteration 5F (177.251718 sec): 3 clusters Score: Raw -68973.053918 + Penalty 425.472868 = -68547.581050 nChanged 140 SP:Iteration 6F (177.256651 sec): 3 clusters Score: Raw -69155.539744 + Penalty 425.472868 = -68730.066877 nChanged 99 SP:Iteration 7Q (177.261534 sec): 3 clusters Score: Raw -69284.856412 + Penalty 425.472868 = -68859.383545 nChanged 64 SP:Iteration 8Q (177.266283 sec): 3 clusters Score: Raw -69377.104048 + Penalty 425.472868 = -68951.631181 nChanged 31 SP:Iteration 9Q (177.271146 sec): 3 clusters Score: Raw -69478.234206 + Penalty 425.472868 = -69052.761339 nChanged 17 SP:Iteration 10Q (177.275897 sec): 3 clusters Score: Raw -69528.953887 + Penalty 425.472868 = -69103.481019 nChanged 0 SP:Iteration 11F (177.282928 sec): 3 clusters Score: Raw -69528.953887 + Penalty 425.472868 = -69103.481019 nChanged 0 Score: Raw -4136956.171223 + Penalty 7424.625263 = -4129531.545960 Splitting cluster 10 changes total score from -4124738.951547 to -4129531.545960 So it's getting split into cluster 23. Trying to split cluster 11 (4059 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (178.041319 sec): 2 clusters Score: Raw -129834.837917 + Penalty 228.489028 = -129606.348890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (178.050969 sec): 3 clusters Score: Raw -127297.528691 + Penalty 456.978055 = -126840.550636 nChanged 1889 SP:Iteration 1F (178.059293 sec): 3 clusters Score: Raw -128435.677299 + Penalty 456.978055 = -127978.699243 nChanged 333 SP:Iteration 2F (178.067562 sec): 3 clusters Score: Raw -128683.812070 + Penalty 456.978055 = -128226.834015 nChanged 346 SP:Iteration 3F (178.075868 sec): 3 clusters Score: Raw -129007.700951 + Penalty 456.978055 = -128550.722896 nChanged 345 SP:Iteration 4F (178.084194 sec): 3 clusters Score: Raw -129392.975723 + Penalty 456.978055 = -128935.997668 nChanged 321 SP:Iteration 5F (178.092522 sec): 3 clusters Score: Raw -129838.117112 + Penalty 456.978055 = -129381.139057 nChanged 272 SP:Iteration 6F (178.100789 sec): 3 clusters Score: Raw -130300.492613 + Penalty 456.978055 = -129843.514558 nChanged 192 SP:Iteration 7Q (178.109065 sec): 3 clusters Score: Raw -130650.940509 + Penalty 456.978055 = -130193.962453 nChanged 112 SP:Iteration 8Q (178.117331 sec): 3 clusters Score: Raw -130889.617806 + Penalty 456.978055 = -130432.639750 nChanged 89 SP:Iteration 9Q (178.125564 sec): 3 clusters Score: Raw -131013.942201 + Penalty 456.978055 = -130556.964146 nChanged 58 SP:Iteration 10Q (178.133753 sec): 3 clusters Score: Raw -131068.185685 + Penalty 456.978055 = -130611.207629 nChanged 39 SP:Iteration 11Q (178.141689 sec): 3 clusters Score: Raw -131088.126834 + Penalty 456.978055 = -130631.148779 nChanged 22 SP:Iteration 12Q (178.150396 sec): 3 clusters Score: Raw -131096.947965 + Penalty 456.978055 = -130639.969910 nChanged 19 SP:Iteration 13Q (178.159375 sec): 3 clusters Score: Raw -131105.155394 + Penalty 456.978055 = -130648.177339 nChanged 19 SP:Iteration 14Q (178.167547 sec): 3 clusters Score: Raw -131112.770635 + Penalty 456.978055 = -130655.792580 nChanged 14 SP:Iteration 15Q (178.175979 sec): 3 clusters Score: Raw -131116.631520 + Penalty 456.978055 = -130659.653465 nChanged 7 SP:Iteration 16Q (178.184261 sec): 3 clusters Score: Raw -131117.940993 + Penalty 456.978055 = -130660.962938 nChanged 10 SP:Iteration 17Q (178.192339 sec): 3 clusters Score: Raw -131119.956722 + Penalty 456.978055 = -130662.978666 nChanged 7 SP:Iteration 18Q (178.200515 sec): 3 clusters Score: Raw -131121.686947 + Penalty 456.978055 = -130664.708891 nChanged 9 SP:Iteration 19Q (178.208754 sec): 3 clusters Score: Raw -131123.481817 + Penalty 456.978055 = -130666.503761 nChanged 2 SP:Iteration 20F (178.217016 sec): 3 clusters Score: Raw -131123.572982 + Penalty 456.978055 = -130666.594927 nChanged 2 SP:Iteration 21Q (178.225173 sec): 3 clusters Score: Raw -131123.788896 + Penalty 456.978055 = -130666.810840 nChanged 2 SP:Iteration 22Q (178.233291 sec): 3 clusters Score: Raw -131124.117148 + Penalty 456.978055 = -130667.139093 nChanged 2 SP:Iteration 23Q (178.241518 sec): 3 clusters Score: Raw -131124.270606 + Penalty 456.978055 = -130667.292551 nChanged 1 SP:Iteration 24Q (178.249682 sec): 3 clusters Score: Raw -131124.511979 + Penalty 456.978055 = -130667.533923 nChanged 3 SP:Iteration 25Q (178.257852 sec): 3 clusters Score: Raw -131125.504541 + Penalty 456.978055 = -130668.526485 nChanged 5 SP:Iteration 26Q (178.266011 sec): 3 clusters Score: Raw -131126.318632 + Penalty 456.978055 = -130669.340577 nChanged 2 SP:Iteration 27Q (178.274218 sec): 3 clusters Score: Raw -131126.439369 + Penalty 456.978055 = -130669.461313 nChanged 2 SP:Iteration 28Q (178.282402 sec): 3 clusters Score: Raw -131126.623440 + Penalty 456.978055 = -130669.645384 nChanged 2 SP:Iteration 29Q (178.290780 sec): 3 clusters Score: Raw -131126.899684 + Penalty 456.978055 = -130669.921629 nChanged 3 SP:Iteration 30Q (178.298964 sec): 3 clusters Score: Raw -131127.208574 + Penalty 456.978055 = -130670.230518 nChanged 2 SP:Iteration 31Q (178.307142 sec): 3 clusters Score: Raw -131127.396141 + Penalty 456.978055 = -130670.418086 nChanged 1 SP:Iteration 32Q (178.315239 sec): 3 clusters Score: Raw -131127.540937 + Penalty 456.978055 = -130670.562882 nChanged 0 SP:Iteration 33F (178.323685 sec): 3 clusters Score: Raw -131127.540937 + Penalty 456.978055 = -130670.562882 nChanged 0 Score: Raw -4138248.874243 + Penalty 7747.435058 = -4130501.439186 Splitting cluster 11 changes total score from -4124738.951547 to -4130501.439186 So it's getting split into cluster 24. Trying to split cluster 12 (2844 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (179.078039 sec): 2 clusters Score: Raw -100705.043562 + Penalty 218.706587 = -100486.336975 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (179.084960 sec): 3 clusters Score: Raw -99002.039914 + Penalty 437.413174 = -98564.626741 nChanged 1278 SP:Iteration 1F (179.090863 sec): 3 clusters Score: Raw -100052.015215 + Penalty 437.413174 = -99614.602041 nChanged 301 SP:Iteration 2F (179.096848 sec): 3 clusters Score: Raw -100455.025936 + Penalty 437.413174 = -100017.612762 nChanged 211 SP:Iteration 3F (179.102896 sec): 3 clusters Score: Raw -100667.217359 + Penalty 437.413174 = -100229.804185 nChanged 133 SP:Iteration 4Q (179.108987 sec): 3 clusters Score: Raw -100747.642982 + Penalty 437.413174 = -100310.229808 nChanged 87 SP:Iteration 5Q (179.115015 sec): 3 clusters Score: Raw -100798.509750 + Penalty 437.413174 = -100361.096577 nChanged 93 SP:Iteration 6Q (179.121049 sec): 3 clusters Score: Raw -100864.735727 + Penalty 437.413174 = -100427.322554 nChanged 86 SP:Iteration 7Q (179.127074 sec): 3 clusters Score: Raw -100948.972815 + Penalty 437.413174 = -100511.559641 nChanged 67 SP:Iteration 8Q (179.133055 sec): 3 clusters Score: Raw -101023.792929 + Penalty 437.413174 = -100586.379756 nChanged 60 SP:Iteration 9Q (179.139005 sec): 3 clusters Score: Raw -101070.918100 + Penalty 437.413174 = -100633.504926 nChanged 49 SP:Iteration 10Q (179.144949 sec): 3 clusters Score: Raw -101108.230237 + Penalty 437.413174 = -100670.817064 nChanged 41 SP:Iteration 11Q (179.150885 sec): 3 clusters Score: Raw -101129.296087 + Penalty 437.413174 = -100691.882914 nChanged 26 SP:Iteration 12Q (179.156820 sec): 3 clusters Score: Raw -101135.445975 + Penalty 437.413174 = -100698.032802 nChanged 16 SP:Iteration 13Q (179.162764 sec): 3 clusters Score: Raw -101139.762422 + Penalty 437.413174 = -100702.349249 nChanged 14 SP:Iteration 14Q (179.168661 sec): 3 clusters Score: Raw -101142.751727 + Penalty 437.413174 = -100705.338554 nChanged 6 SP:Iteration 15Q (179.174542 sec): 3 clusters Score: Raw -101143.270067 + Penalty 437.413174 = -100705.856893 nChanged 5 SP:Iteration 16Q (179.180468 sec): 3 clusters Score: Raw -101144.040812 + Penalty 437.413174 = -100706.627638 nChanged 2 SP:Iteration 17Q (179.186353 sec): 3 clusters Score: Raw -101144.157025 + Penalty 437.413174 = -100706.743851 nChanged 1 SP:Iteration 18Q (179.192271 sec): 3 clusters Score: Raw -101144.183082 + Penalty 437.413174 = -100706.769908 nChanged 0 SP:Iteration 19F (179.198265 sec): 3 clusters Score: Raw -101144.183082 + Penalty 437.413174 = -100706.769908 nChanged 0 Score: Raw -4138688.013763 + Penalty 8070.244852 = -4130617.768912 Splitting cluster 12 changes total score from -4124738.951547 to -4130617.768912 So it's getting split into cluster 25. Trying to split cluster 13 (13636 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (180.160869 sec): 2 clusters Score: Raw -481691.100675 + Penalty 261.812887 = -481429.287788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (180.188540 sec): 3 clusters Score: Raw -472825.829660 + Penalty 523.625775 = -472302.203886 nChanged 6604 SP:Iteration 1F (180.209690 sec): 3 clusters Score: Raw -477903.126164 + Penalty 523.625775 = -477379.500389 nChanged 1376 SP:Iteration 2F (180.231056 sec): 3 clusters Score: Raw -479585.433415 + Penalty 523.625775 = -479061.807640 nChanged 1337 SP:Iteration 3F (180.252612 sec): 3 clusters Score: Raw -481591.196417 + Penalty 523.625775 = -481067.570643 nChanged 1291 SP:Iteration 4F (180.274022 sec): 3 clusters Score: Raw -483700.801039 + Penalty 523.625775 = -483177.175265 nChanged 1103 SP:Iteration 5F (180.295113 sec): 3 clusters Score: Raw -485629.390797 + Penalty 523.625775 = -485105.765022 nChanged 855 SP:Iteration 6F (180.316401 sec): 3 clusters Score: Raw -487704.761909 + Penalty 523.625775 = -487181.136134 nChanged 440 SP:Iteration 7Q (180.337598 sec): 3 clusters Score: Raw -488767.859349 + Penalty 523.625775 = -488244.233574 nChanged 162 SP:Iteration 8Q (180.358930 sec): 3 clusters Score: Raw -488922.241350 + Penalty 523.625775 = -488398.615575 nChanged 46 SP:Iteration 9Q (180.380162 sec): 3 clusters Score: Raw -488942.001916 + Penalty 523.625775 = -488418.376142 nChanged 15 SP:Iteration 10Q (180.401399 sec): 3 clusters Score: Raw -488945.072271 + Penalty 523.625775 = -488421.446496 nChanged 7 SP:Iteration 11Q (180.422572 sec): 3 clusters Score: Raw -488946.148723 + Penalty 523.625775 = -488422.522948 nChanged 5 SP:Iteration 12Q (180.443802 sec): 3 clusters Score: Raw -488946.560581 + Penalty 523.625775 = -488422.934806 nChanged 1 SP:Iteration 13Q (180.464986 sec): 3 clusters Score: Raw -488946.649767 + Penalty 523.625775 = -488423.023992 nChanged 0 SP:Iteration 14F (180.486374 sec): 3 clusters Score: Raw -488946.649767 + Penalty 523.625775 = -488423.023992 nChanged 0 Score: Raw -4145943.562855 + Penalty 8393.054646 = -4137550.508210 Splitting cluster 13 changes total score from -4124738.951547 to -4137550.508210 So it's getting split into cluster 26. Trying to split cluster 15 (23112 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (181.359532 sec): 2 clusters Score: Raw -835404.139204 + Penalty 276.322949 = -835127.816255 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (181.388915 sec): 3 clusters Score: Raw -820387.908723 + Penalty 552.645898 = -819835.262825 nChanged 11189 SP:Iteration 1F (181.415569 sec): 3 clusters Score: Raw -829558.743181 + Penalty 552.645898 = -829006.097283 nChanged 2521 SP:Iteration 2F (181.442274 sec): 3 clusters Score: Raw -832092.968552 + Penalty 552.645898 = -831540.322653 nChanged 2376 SP:Iteration 3F (181.469135 sec): 3 clusters Score: Raw -834690.345791 + Penalty 552.645898 = -834137.699893 nChanged 2124 SP:Iteration 4F (181.495825 sec): 3 clusters Score: Raw -838095.876732 + Penalty 552.645898 = -837543.230833 nChanged 2146 SP:Iteration 5F (181.522448 sec): 3 clusters Score: Raw -846716.890473 + Penalty 552.645898 = -846164.244574 nChanged 1233 SP:Iteration 6F (181.549181 sec): 3 clusters Score: Raw -852150.783123 + Penalty 552.645898 = -851598.137225 nChanged 510 SP:Iteration 7Q (181.576208 sec): 3 clusters Score: Raw -854306.501610 + Penalty 552.645898 = -853753.855711 nChanged 179 SP:Iteration 8Q (181.602725 sec): 3 clusters Score: Raw -854835.731731 + Penalty 552.645898 = -854283.085832 nChanged 74 SP:Iteration 9Q (181.629059 sec): 3 clusters Score: Raw -854923.958729 + Penalty 552.645898 = -854371.312831 nChanged 27 SP:Iteration 10Q (181.655435 sec): 3 clusters Score: Raw -854936.526028 + Penalty 552.645898 = -854383.880130 nChanged 8 SP:Iteration 11Q (181.681686 sec): 3 clusters Score: Raw -854937.810211 + Penalty 552.645898 = -854385.164312 nChanged 4 SP:Iteration 12Q (181.715330 sec): 3 clusters Score: Raw -854938.182147 + Penalty 552.645898 = -854385.536249 nChanged 1 SP:Iteration 13Q (181.741571 sec): 3 clusters Score: Raw -854938.245355 + Penalty 552.645898 = -854385.599457 nChanged 0 SP:Iteration 14F (181.768227 sec): 3 clusters Score: Raw -854938.245355 + Penalty 552.645898 = -854385.599457 nChanged 0 Score: Raw -4165477.669007 + Penalty 8715.864440 = -4156761.804567 Splitting cluster 15 changes total score from -4124738.951547 to -4156761.804567 So it's getting split into cluster 27. Trying to split cluster 16 (1054 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (182.633698 sec): 2 clusters Score: Raw -32882.704735 + Penalty 191.409563 = -32691.295172 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (182.636747 sec): 3 clusters Score: Raw -32307.799992 + Penalty 382.819125 = -31924.980867 nChanged 454 SP:Iteration 1F (182.639369 sec): 3 clusters Score: Raw -32628.889385 + Penalty 382.819125 = -32246.070260 nChanged 109 SP:Iteration 2F (182.641986 sec): 3 clusters Score: Raw -32754.383829 + Penalty 382.819125 = -32371.564704 nChanged 97 SP:Iteration 3F (182.644618 sec): 3 clusters Score: Raw -32848.676987 + Penalty 382.819125 = -32465.857861 nChanged 75 SP:Iteration 4F (182.647282 sec): 3 clusters Score: Raw -32913.393079 + Penalty 382.819125 = -32530.573954 nChanged 45 SP:Iteration 5Q (182.649902 sec): 3 clusters Score: Raw -32952.400517 + Penalty 382.819125 = -32569.581392 nChanged 35 SP:Iteration 6Q (182.652495 sec): 3 clusters Score: Raw -32972.371035 + Penalty 382.819125 = -32589.551910 nChanged 22 SP:Iteration 7Q (182.655170 sec): 3 clusters Score: Raw -32978.722204 + Penalty 382.819125 = -32595.903078 nChanged 12 SP:Iteration 8Q (182.657780 sec): 3 clusters Score: Raw -32984.037977 + Penalty 382.819125 = -32601.218852 nChanged 11 SP:Iteration 9Q (182.660370 sec): 3 clusters Score: Raw -32988.613032 + Penalty 382.819125 = -32605.793907 nChanged 10 SP:Iteration 10Q (182.662956 sec): 3 clusters Score: Raw -32991.908826 + Penalty 382.819125 = -32609.089701 nChanged 10 SP:Iteration 11Q (182.665535 sec): 3 clusters Score: Raw -32995.424307 + Penalty 382.819125 = -32612.605182 nChanged 9 SP:Iteration 12Q (182.668120 sec): 3 clusters Score: Raw -32997.412705 + Penalty 382.819125 = -32614.593580 nChanged 3 SP:Iteration 13Q (182.670695 sec): 3 clusters Score: Raw -32997.841570 + Penalty 382.819125 = -32615.022445 nChanged 4 SP:Iteration 14Q (182.673278 sec): 3 clusters Score: Raw -32998.364951 + Penalty 382.819125 = -32615.545826 nChanged 2 SP:Iteration 15Q (182.679300 sec): 3 clusters Score: Raw -32998.637664 + Penalty 382.819125 = -32615.818539 nChanged 2 SP:Iteration 16Q (182.681890 sec): 3 clusters Score: Raw -32999.039643 + Penalty 382.819125 = -32616.220518 nChanged 4 SP:Iteration 17Q (182.684464 sec): 3 clusters Score: Raw -32999.524826 + Penalty 382.819125 = -32616.705700 nChanged 2 SP:Iteration 18Q (182.687064 sec): 3 clusters Score: Raw -32999.650417 + Penalty 382.819125 = -32616.831292 nChanged 0 SP:Iteration 19F (182.689640 sec): 3 clusters Score: Raw -32999.650417 + Penalty 382.819125 = -32616.831292 nChanged 0 Trying to split cluster 17 (1245 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (182.695352 sec): 2 clusters Score: Raw -46754.676218 + Penalty 195.989497 = -46558.686721 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (182.698727 sec): 3 clusters Score: Raw -46054.622146 + Penalty 391.978994 = -45662.643151 nChanged 518 SP:Iteration 1F (182.701627 sec): 3 clusters Score: Raw -46358.903599 + Penalty 391.978994 = -45966.924604 nChanged 117 SP:Iteration 2F (182.704589 sec): 3 clusters Score: Raw -46425.146530 + Penalty 391.978994 = -46033.167536 nChanged 89 SP:Iteration 3F (182.707531 sec): 3 clusters Score: Raw -46484.000011 + Penalty 391.978994 = -46092.021017 nChanged 81 SP:Iteration 4F (182.737796 sec): 3 clusters Score: Raw -46542.243507 + Penalty 391.978994 = -46150.264513 nChanged 87 SP:Iteration 5F (182.740836 sec): 3 clusters Score: Raw -46607.619162 + Penalty 391.978994 = -46215.640167 nChanged 63 SP:Iteration 6F (182.743768 sec): 3 clusters Score: Raw -46656.840037 + Penalty 391.978994 = -46264.861042 nChanged 43 SP:Iteration 7Q (182.746765 sec): 3 clusters Score: Raw -46690.226829 + Penalty 391.978994 = -46298.247835 nChanged 27 SP:Iteration 8Q (182.749786 sec): 3 clusters Score: Raw -46715.200385 + Penalty 391.978994 = -46323.221391 nChanged 26 SP:Iteration 9Q (182.752636 sec): 3 clusters Score: Raw -46734.296822 + Penalty 391.978994 = -46342.317828 nChanged 22 SP:Iteration 10Q (182.760175 sec): 3 clusters Score: Raw -46750.481569 + Penalty 391.978994 = -46358.502575 nChanged 18 SP:Iteration 11Q (182.763115 sec): 3 clusters Score: Raw -46763.014900 + Penalty 391.978994 = -46371.035905 nChanged 15 SP:Iteration 12Q (182.766047 sec): 3 clusters Score: Raw -46769.234174 + Penalty 391.978994 = -46377.255179 nChanged 8 SP:Iteration 13Q (182.768972 sec): 3 clusters Score: Raw -46773.142226 + Penalty 391.978994 = -46381.163231 nChanged 10 SP:Iteration 14Q (182.771887 sec): 3 clusters Score: Raw -46777.899391 + Penalty 391.978994 = -46385.920397 nChanged 5 SP:Iteration 15Q (182.774790 sec): 3 clusters Score: Raw -46779.909021 + Penalty 391.978994 = -46387.930027 nChanged 6 SP:Iteration 16Q (182.777710 sec): 3 clusters Score: Raw -46781.609579 + Penalty 391.978994 = -46389.630585 nChanged 3 SP:Iteration 17Q (182.780646 sec): 3 clusters Score: Raw -46782.063693 + Penalty 391.978994 = -46390.084698 nChanged 0 SP:Iteration 18F (182.783582 sec): 3 clusters Score: Raw -46782.063693 + Penalty 391.978994 = -46390.084698 nChanged 0 Trying to split cluster 18 (17887 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (182.806063 sec): 2 clusters Score: Raw -656232.914064 + Penalty 269.275310 = -655963.638753 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (182.832292 sec): 3 clusters Score: Raw -644486.048572 + Penalty 538.550621 = -643947.497951 nChanged 8565 SP:Iteration 1F (182.856199 sec): 3 clusters Score: Raw -649752.426138 + Penalty 538.550621 = -649213.875517 nChanged 979 SP:Iteration 2F (182.879984 sec): 3 clusters Score: Raw -650259.009497 + Penalty 538.550621 = -649720.458877 nChanged 1099 SP:Iteration 3F (182.903786 sec): 3 clusters Score: Raw -650935.957179 + Penalty 538.550621 = -650397.406558 nChanged 1131 SP:Iteration 4F (182.927668 sec): 3 clusters Score: Raw -651711.260878 + Penalty 538.550621 = -651172.710257 nChanged 1100 SP:Iteration 5F (182.951490 sec): 3 clusters Score: Raw -652493.803344 + Penalty 538.550621 = -651955.252723 nChanged 957 SP:Iteration 6F (182.977683 sec): 3 clusters Score: Raw -653029.227621 + Penalty 538.550621 = -652490.677001 nChanged 633 SP:Iteration 7Q (183.001921 sec): 3 clusters Score: Raw -653244.147186 + Penalty 538.550621 = -652705.596565 nChanged 351 SP:Iteration 8Q (183.025966 sec): 3 clusters Score: Raw -653318.039852 + Penalty 538.550621 = -652779.489231 nChanged 204 SP:Iteration 9Q (183.055012 sec): 3 clusters Score: Raw -653349.460185 + Penalty 538.550621 = -652810.909564 nChanged 149 SP:Iteration 10Q (183.081599 sec): 3 clusters Score: Raw -653372.500217 + Penalty 538.550621 = -652833.949597 nChanged 144 SP:Iteration 11Q (183.115091 sec): 3 clusters Score: Raw -653394.893607 + Penalty 538.550621 = -652856.342986 nChanged 141 SP:Iteration 12Q (183.141175 sec): 3 clusters Score: Raw -653418.846156 + Penalty 538.550621 = -652880.295535 nChanged 153 SP:Iteration 13Q (183.165169 sec): 3 clusters Score: Raw -653444.526291 + Penalty 538.550621 = -652905.975670 nChanged 151 SP:Iteration 14Q (183.189025 sec): 3 clusters Score: Raw -653468.640416 + Penalty 538.550621 = -652930.089795 nChanged 145 SP:Iteration 15Q (183.212864 sec): 3 clusters Score: Raw -653492.614389 + Penalty 538.550621 = -652954.063768 nChanged 142 SP:Iteration 16Q (183.239276 sec): 3 clusters Score: Raw -653512.052467 + Penalty 538.550621 = -652973.501846 nChanged 129 SP:Iteration 17Q (183.263275 sec): 3 clusters Score: Raw -653533.779821 + Penalty 538.550621 = -652995.229200 nChanged 145 SP:Iteration 18Q (183.287325 sec): 3 clusters Score: Raw -653557.454159 + Penalty 538.550621 = -653018.903538 nChanged 145 SP:Iteration 19Q (183.311322 sec): 3 clusters Score: Raw -653578.368909 + Penalty 538.550621 = -653039.818288 nChanged 143 SP:Iteration 20F (183.335193 sec): 3 clusters Score: Raw -653601.765467 + Penalty 538.550621 = -653063.214847 nChanged 153 SP:Iteration 21Q (183.359099 sec): 3 clusters Score: Raw -653630.064243 + Penalty 538.550621 = -653091.513622 nChanged 167 SP:Iteration 22Q (183.383142 sec): 3 clusters Score: Raw -653660.918731 + Penalty 538.550621 = -653122.368110 nChanged 139 SP:Iteration 23Q (183.407207 sec): 3 clusters Score: Raw -653686.335237 + Penalty 538.550621 = -653147.784617 nChanged 142 SP:Iteration 24Q (183.431159 sec): 3 clusters Score: Raw -653706.651064 + Penalty 538.550621 = -653168.100443 nChanged 130 SP:Iteration 25Q (183.454990 sec): 3 clusters Score: Raw -653725.042378 + Penalty 538.550621 = -653186.491757 nChanged 129 SP:Iteration 26Q (183.478974 sec): 3 clusters Score: Raw -653742.542847 + Penalty 538.550621 = -653203.992227 nChanged 132 SP:Iteration 27Q (183.502976 sec): 3 clusters Score: Raw -653760.027596 + Penalty 538.550621 = -653221.476975 nChanged 133 SP:Iteration 28Q (183.527419 sec): 3 clusters Score: Raw -653779.235283 + Penalty 538.550621 = -653240.684662 nChanged 134 SP:Iteration 29Q (183.551177 sec): 3 clusters Score: Raw -653800.327125 + Penalty 538.550621 = -653261.776504 nChanged 142 SP:Iteration 30Q (183.575267 sec): 3 clusters Score: Raw -653823.891220 + Penalty 538.550621 = -653285.340599 nChanged 159 SP:Iteration 31Q (183.599074 sec): 3 clusters Score: Raw -653854.455332 + Penalty 538.550621 = -653315.904712 nChanged 187 SP:Iteration 32Q (183.622955 sec): 3 clusters Score: Raw -653892.897603 + Penalty 538.550621 = -653354.346982 nChanged 197 SP:Iteration 33Q (183.646789 sec): 3 clusters Score: Raw -653937.364339 + Penalty 538.550621 = -653398.813718 nChanged 223 SP:Iteration 34Q (183.677929 sec): 3 clusters Score: Raw -653987.523424 + Penalty 538.550621 = -653448.972803 nChanged 229 SP:Iteration 35Q (183.701801 sec): 3 clusters Score: Raw -654040.098599 + Penalty 538.550621 = -653501.547978 nChanged 230 SP:Iteration 36Q (183.751640 sec): 3 clusters Score: Raw -654091.570081 + Penalty 538.550621 = -653553.019460 nChanged 222 SP:Iteration 37Q (183.807622 sec): 3 clusters Score: Raw -654142.869203 + Penalty 538.550621 = -653604.318583 nChanged 234 SP:Iteration 38Q (183.864610 sec): 3 clusters Score: Raw -654199.830686 + Penalty 538.550621 = -653661.280065 nChanged 241 SP:Iteration 39Q (183.911654 sec): 3 clusters Score: Raw -654265.345730 + Penalty 538.550621 = -653726.795109 nChanged 273 SP:Iteration 40F (183.949725 sec): 3 clusters Score: Raw -654344.155309 + Penalty 538.550621 = -653805.604688 nChanged 252 SP:Iteration 41Q (183.974287 sec): 3 clusters Score: Raw -654416.789570 + Penalty 538.550621 = -653878.238949 nChanged 255 SP:Iteration 42Q (183.998242 sec): 3 clusters Score: Raw -654491.307703 + Penalty 538.550621 = -653952.757083 nChanged 256 SP:Iteration 43Q (184.022239 sec): 3 clusters Score: Raw -654570.801779 + Penalty 538.550621 = -654032.251158 nChanged 262 SP:Iteration 44Q (184.046037 sec): 3 clusters Score: Raw -654658.206352 + Penalty 538.550621 = -654119.655731 nChanged 253 SP:Iteration 45Q (184.070030 sec): 3 clusters Score: Raw -654734.891966 + Penalty 538.550621 = -654196.341345 nChanged 217 SP:Iteration 46Q (184.093816 sec): 3 clusters Score: Raw -654800.354369 + Penalty 538.550621 = -654261.803748 nChanged 228 SP:Iteration 47Q (184.117669 sec): 3 clusters Score: Raw -654880.313925 + Penalty 538.550621 = -654341.763304 nChanged 250 SP:Iteration 48Q (184.141559 sec): 3 clusters Score: Raw -654975.534777 + Penalty 538.550621 = -654436.984156 nChanged 246 SP:Iteration 49Q (184.165216 sec): 3 clusters Score: Raw -655075.220093 + Penalty 538.550621 = -654536.669472 nChanged 256 SP:Iteration 50Q (184.223552 sec): 3 clusters Score: Raw -655185.367681 + Penalty 538.550621 = -654646.817061 nChanged 230 SP:Iteration 51Q (184.246552 sec): 3 clusters Score: Raw -655280.236993 + Penalty 538.550621 = -654741.686372 nChanged 213 SP:Iteration 52Q (184.270377 sec): 3 clusters Score: Raw -655365.008183 + Penalty 538.550621 = -654826.457562 nChanged 208 SP:Iteration 53Q (184.294111 sec): 3 clusters Score: Raw -655458.844429 + Penalty 538.550621 = -654920.293808 nChanged 212 SP:Iteration 54Q (184.322308 sec): 3 clusters Score: Raw -655564.495880 + Penalty 538.550621 = -655025.945259 nChanged 202 SP:Iteration 55Q (184.345843 sec): 3 clusters Score: Raw -655666.792736 + Penalty 538.550621 = -655128.242115 nChanged 169 SP:Iteration 56Q (184.369566 sec): 3 clusters Score: Raw -655757.232776 + Penalty 538.550621 = -655218.682155 nChanged 155 SP:Iteration 57Q (184.393282 sec): 3 clusters Score: Raw -655842.384519 + Penalty 538.550621 = -655303.833898 nChanged 140 SP:Iteration 58Q (184.416929 sec): 3 clusters Score: Raw -655921.472623 + Penalty 538.550621 = -655382.922002 nChanged 109 SP:Iteration 59Q (184.440766 sec): 3 clusters Score: Raw -655988.471014 + Penalty 538.550621 = -655449.920393 nChanged 100 SP:Iteration 60F (184.466321 sec): 3 clusters Score: Raw -656053.427088 + Penalty 538.550621 = -655514.876467 nChanged 78 SP:Iteration 61Q (184.489895 sec): 3 clusters Score: Raw -656100.358050 + Penalty 538.550621 = -655561.807430 nChanged 65 SP:Iteration 62Q (184.513200 sec): 3 clusters Score: Raw -656142.364443 + Penalty 538.550621 = -655603.813822 nChanged 43 SP:Iteration 63Q (184.536546 sec): 3 clusters Score: Raw -656171.528393 + Penalty 538.550621 = -655632.977772 nChanged 40 SP:Iteration 64Q (184.559864 sec): 3 clusters Score: Raw -656195.761425 + Penalty 538.550621 = -655657.210804 nChanged 29 SP:Iteration 65Q (184.583163 sec): 3 clusters Score: Raw -656214.006689 + Penalty 538.550621 = -655675.456068 nChanged 20 SP:Iteration 66Q (184.606468 sec): 3 clusters Score: Raw -656228.321151 + Penalty 538.550621 = -655689.770530 nChanged 16 SP:Iteration 67Q (184.629727 sec): 3 clusters Score: Raw -656240.128994 + Penalty 538.550621 = -655701.578373 nChanged 14 SP:Iteration 68Q (184.653075 sec): 3 clusters Score: Raw -656251.367075 + Penalty 538.550621 = -655712.816454 nChanged 8 SP:Iteration 69Q (184.683344 sec): 3 clusters Score: Raw -656257.232552 + Penalty 538.550621 = -655718.681931 nChanged 9 SP:Iteration 70Q (184.706642 sec): 3 clusters Score: Raw -656263.411665 + Penalty 538.550621 = -655724.861044 nChanged 6 SP:Iteration 71Q (184.729928 sec): 3 clusters Score: Raw -656269.482187 + Penalty 538.550621 = -655730.931567 nChanged 6 SP:Iteration 72Q (184.753163 sec): 3 clusters Score: Raw -656274.486029 + Penalty 538.550621 = -655735.935409 nChanged 6 SP:Iteration 73Q (184.776442 sec): 3 clusters Score: Raw -656279.144305 + Penalty 538.550621 = -655740.593684 nChanged 4 SP:Iteration 74Q (184.799689 sec): 3 clusters Score: Raw -656282.021799 + Penalty 538.550621 = -655743.471178 nChanged 3 SP:Iteration 75Q (184.822960 sec): 3 clusters Score: Raw -656283.964771 + Penalty 538.550621 = -655745.414150 nChanged 2 SP:Iteration 76Q (184.846172 sec): 3 clusters Score: Raw -656284.700627 + Penalty 538.550621 = -655746.150006 nChanged 0 SP:Iteration 77F (184.869726 sec): 3 clusters Score: Raw -656284.700627 + Penalty 538.550621 = -655746.150006 nChanged 0 Trying to split cluster 19 (502 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (184.879162 sec): 2 clusters Score: Raw -18664.276802 + Penalty 171.011503 = -18493.265299 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (184.880920 sec): 3 clusters Score: Raw -18427.275499 + Penalty 342.023007 = -18085.252492 nChanged 183 SP:Iteration 1F (184.882432 sec): 3 clusters Score: Raw -18554.552790 + Penalty 342.023007 = -18212.529784 nChanged 42 SP:Iteration 2F (184.883944 sec): 3 clusters Score: Raw -18585.419413 + Penalty 342.023007 = -18243.396406 nChanged 21 SP:Iteration 3Q (184.885455 sec): 3 clusters Score: Raw -18599.088309 + Penalty 342.023007 = -18257.065302 nChanged 13 SP:Iteration 4Q (184.886954 sec): 3 clusters Score: Raw -18606.488788 + Penalty 342.023007 = -18264.465781 nChanged 15 SP:Iteration 5Q (184.888459 sec): 3 clusters Score: Raw -18618.966830 + Penalty 342.023007 = -18276.943823 nChanged 12 SP:Iteration 6Q (184.889900 sec): 3 clusters Score: Raw -18624.618186 + Penalty 342.023007 = -18282.595179 nChanged 7 SP:Iteration 7Q (184.891419 sec): 3 clusters Score: Raw -18628.883886 + Penalty 342.023007 = -18286.860880 nChanged 9 SP:Iteration 8Q (184.892914 sec): 3 clusters Score: Raw -18636.508384 + Penalty 342.023007 = -18294.485377 nChanged 6 SP:Iteration 9Q (184.894404 sec): 3 clusters Score: Raw -18643.125365 + Penalty 342.023007 = -18301.102359 nChanged 6 SP:Iteration 10Q (184.895894 sec): 3 clusters Score: Raw -18648.413852 + Penalty 342.023007 = -18306.390845 nChanged 5 SP:Iteration 11Q (184.897383 sec): 3 clusters Score: Raw -18655.720100 + Penalty 342.023007 = -18313.697094 nChanged 7 SP:Iteration 12Q (184.898972 sec): 3 clusters Score: Raw -18661.306107 + Penalty 342.023007 = -18319.283100 nChanged 6 SP:Iteration 13Q (184.900455 sec): 3 clusters Score: Raw -18665.913183 + Penalty 342.023007 = -18323.890176 nChanged 5 SP:Iteration 14Q (184.901944 sec): 3 clusters Score: Raw -18671.990374 + Penalty 342.023007 = -18329.967368 nChanged 7 SP:Iteration 15Q (184.903428 sec): 3 clusters Score: Raw -18679.711285 + Penalty 342.023007 = -18337.688278 nChanged 9 SP:Iteration 16Q (184.904903 sec): 3 clusters Score: Raw -18685.187955 + Penalty 342.023007 = -18343.164949 nChanged 2 SP:Iteration 17Q (184.907308 sec): 3 clusters Score: Raw -18686.440366 + Penalty 342.023007 = -18344.417360 nChanged 1 SP:Iteration 18Q (184.908788 sec): 3 clusters Score: Raw -18686.574049 + Penalty 342.023007 = -18344.551043 nChanged 1 SP:Iteration 19Q (184.910266 sec): 3 clusters Score: Raw -18687.054066 + Penalty 342.023007 = -18345.031060 nChanged 0 SP:Iteration 20F (184.911745 sec): 3 clusters Score: Raw -18687.054066 + Penalty 342.023007 = -18345.031060 nChanged 0 Trying to split cluster 20 (3763 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (184.924805 sec): 2 clusters Score: Raw -137239.416293 + Penalty 226.406724 = -137013.009569 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (184.933722 sec): 3 clusters Score: Raw -134961.975046 + Penalty 452.813448 = -134509.161597 nChanged 1707 SP:Iteration 1F (184.941542 sec): 3 clusters Score: Raw -136357.223818 + Penalty 452.813448 = -135904.410369 nChanged 539 SP:Iteration 2F (184.949338 sec): 3 clusters Score: Raw -137241.333473 + Penalty 452.813448 = -136788.520025 nChanged 415 SP:Iteration 3F (184.957119 sec): 3 clusters Score: Raw -137692.536723 + Penalty 452.813448 = -137239.723274 nChanged 197 SP:Iteration 4F (184.964901 sec): 3 clusters Score: Raw -137844.026719 + Penalty 452.813448 = -137391.213270 nChanged 91 SP:Iteration 5Q (184.972756 sec): 3 clusters Score: Raw -137892.102613 + Penalty 452.813448 = -137439.289165 nChanged 56 SP:Iteration 6Q (184.980604 sec): 3 clusters Score: Raw -137911.380751 + Penalty 452.813448 = -137458.567302 nChanged 30 SP:Iteration 7Q (184.988471 sec): 3 clusters Score: Raw -137920.349259 + Penalty 452.813448 = -137467.535810 nChanged 18 SP:Iteration 8Q (184.996312 sec): 3 clusters Score: Raw -137924.384311 + Penalty 452.813448 = -137471.570863 nChanged 8 SP:Iteration 9Q (185.004146 sec): 3 clusters Score: Raw -137925.074024 + Penalty 452.813448 = -137472.260575 nChanged 4 SP:Iteration 10Q (185.011965 sec): 3 clusters Score: Raw -137925.942747 + Penalty 452.813448 = -137473.129298 nChanged 6 SP:Iteration 11Q (185.019776 sec): 3 clusters Score: Raw -137926.782097 + Penalty 452.813448 = -137473.968648 nChanged 4 SP:Iteration 12Q (185.027583 sec): 3 clusters Score: Raw -137927.176893 + Penalty 452.813448 = -137474.363445 nChanged 3 SP:Iteration 13Q (185.035400 sec): 3 clusters Score: Raw -137927.451582 + Penalty 452.813448 = -137474.638134 nChanged 0 SP:Iteration 14F (185.043165 sec): 3 clusters Score: Raw -137927.451582 + Penalty 452.813448 = -137474.638134 nChanged 0 Score: Raw -4166165.704296 + Penalty 9038.674234 = -4157127.030062 Splitting cluster 20 changes total score from -4124738.951547 to -4157127.030062 So it's getting split into cluster 28. Iteration 20F (186.782735 sec): 29 clusters Score: Raw -4170525.965353 + Penalty 9038.674234 = -4161487.291119 nChanged 4702 Iteration 21Q (187.583955 sec): 29 clusters Score: Raw -4173241.549381 + Penalty 9038.674234 = -4164202.875147 nChanged 2493 Iteration 22Q (188.355272 sec): 29 clusters Score: Raw -4174573.987366 + Penalty 9038.674234 = -4165535.313132 nChanged 1730 Iteration 23Q (189.140616 sec): 29 clusters Score: Raw -4175306.935108 + Penalty 9038.674234 = -4166268.260874 nChanged 1353 Iteration 24Q (189.909015 sec): 29 clusters Score: Raw -4175828.187859 + Penalty 9038.674234 = -4166789.513625 nChanged 1091 Iteration 25Q (190.679593 sec): 29 clusters Score: Raw -4176217.596875 + Penalty 9038.674234 = -4167178.922641 nChanged 968 Iteration 26Q (191.443803 sec): 29 clusters Score: Raw -4176561.371078 + Penalty 9038.674234 = -4167522.696844 nChanged 860 Iteration 27Q (192.464102 sec): 29 clusters Score: Raw -4176870.034532 + Penalty 9038.674234 = -4167831.360298 nChanged 779 Iteration 28Q (193.379416 sec): 29 clusters Score: Raw -4177152.190594 + Penalty 9038.674234 = -4168113.516360 nChanged 743 Iteration 29Q (194.206554 sec): 29 clusters Score: Raw -4177407.234451 + Penalty 9038.674234 = -4168368.560217 nChanged 620 Iteration 30Q (194.967944 sec): 29 clusters Score: Raw -4177628.612807 + Penalty 9038.674234 = -4168589.938573 nChanged 586 Iteration 31Q (195.731048 sec): 29 clusters Score: Raw -4177847.228102 + Penalty 9038.674234 = -4168808.553868 nChanged 548 Iteration 32Q (196.496570 sec): 29 clusters Score: Raw -4178039.382795 + Penalty 9038.674234 = -4169000.708561 nChanged 480 Iteration 33Q (197.280374 sec): 29 clusters Score: Raw -4178228.911959 + Penalty 9038.674234 = -4169190.237725 nChanged 397 Iteration 34Q (198.040590 sec): 29 clusters Score: Raw -4178394.652553 + Penalty 9038.674234 = -4169355.978320 nChanged 334 Iteration 35Q (198.799617 sec): 29 clusters Score: Raw -4178539.132005 + Penalty 9038.674234 = -4169500.457771 nChanged 275 Iteration 36Q (199.974406 sec): 29 clusters Score: Raw -4178646.743532 + Penalty 9038.674234 = -4169608.069299 nChanged 240 Iteration 37Q (201.330205 sec): 29 clusters Score: Raw -4178726.596516 + Penalty 9038.674234 = -4169687.922282 nChanged 205 Iteration 38Q (202.699266 sec): 29 clusters Score: Raw -4178795.631501 + Penalty 9038.674234 = -4169756.957267 nChanged 205 Iteration 39Q (204.011152 sec): 29 clusters Score: Raw -4178862.446806 + Penalty 9038.674234 = -4169823.772572 nChanged 175 Iteration 40F (205.477377 sec): 29 clusters Score: Raw -4179059.284831 + Penalty 9038.674234 = -4170020.610598 nChanged 281 Iteration 41Q (206.725800 sec): 29 clusters Score: Raw -4179200.644836 + Penalty 9038.674234 = -4170161.970603 nChanged 266 Iteration 42Q (207.934736 sec): 29 clusters Score: Raw -4179328.995233 + Penalty 9038.674234 = -4170290.321000 nChanged 248 Iteration 43Q (209.063594 sec): 29 clusters Score: Raw -4179580.260700 + Penalty 9038.674234 = -4170541.586467 nChanged 199 Iteration 44Q (210.246510 sec): 29 clusters Score: Raw -4179850.085230 + Penalty 9038.674234 = -4170811.410997 nChanged 182 Iteration 45Q (211.436212 sec): 29 clusters Score: Raw -4179921.716531 + Penalty 9038.674234 = -4170883.042297 nChanged 123 Iteration 46Q (212.604713 sec): 29 clusters Score: Raw -4179940.856636 + Penalty 9038.674234 = -4170902.182402 nChanged 100 Iteration 47Q (213.810168 sec): 29 clusters Score: Raw -4179952.629820 + Penalty 9038.674234 = -4170913.955586 nChanged 87 Iteration 48Q (215.088439 sec): 29 clusters Score: Raw -4179962.407230 + Penalty 9038.674234 = -4170923.732996 nChanged 68 Iteration 49Q (216.254280 sec): 29 clusters Score: Raw -4179971.445548 + Penalty 9038.674234 = -4170932.771315 nChanged 61 Iteration 50Q (217.496909 sec): 29 clusters Score: Raw -4179979.858254 + Penalty 9038.674234 = -4170941.184020 nChanged 68 Iteration 51Q (218.626526 sec): 29 clusters Score: Raw -4179987.802541 + Penalty 9038.674234 = -4170949.128307 nChanged 66 Iteration 52Q (219.891838 sec): 29 clusters Score: Raw -4179995.246223 + Penalty 9038.674234 = -4170956.571989 nChanged 54 Iteration 53Q (221.077919 sec): 29 clusters Score: Raw -4180005.131344 + Penalty 9038.674234 = -4170966.457110 nChanged 65 Iteration 54Q (222.153893 sec): 29 clusters Score: Raw -4180017.993745 + Penalty 9038.674234 = -4170979.319511 nChanged 77 Iteration 55Q (223.214370 sec): 29 clusters Score: Raw -4180031.010132 + Penalty 9038.674234 = -4170992.335898 nChanged 59 Iteration 56Q (224.395717 sec): 29 clusters Score: Raw -4180039.667539 + Penalty 9038.674234 = -4171000.993306 nChanged 57 Iteration 57Q (225.550297 sec): 29 clusters Score: Raw -4180047.487000 + Penalty 9038.674234 = -4171008.812766 nChanged 61 Iteration 58Q (226.786241 sec): 29 clusters Score: Raw -4180056.559105 + Penalty 9038.674234 = -4171017.884871 nChanged 66 Writing temp clu file Because OldScore, -4171008.812766, is greater than current (better) Score,-4171017.884871 Compute initial score before splitting: Score: Raw -4180056.559105 + Penalty 9038.674234 = -4171017.884871 Trying to split cluster 1 (211 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (226.842091 sec): 2 clusters Score: Raw -6486.071836 + Penalty 147.176099 = -6338.895738 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (226.890223 sec): 3 clusters Score: Raw -6397.456263 + Penalty 294.352197 = -6103.104065 nChanged 63 SP:Iteration 1F (226.935742 sec): 3 clusters Score: Raw -6472.004152 + Penalty 294.352197 = -6177.651955 nChanged 15 SP:Iteration 2F (226.965758 sec): 3 clusters Score: Raw -6486.243244 + Penalty 294.352197 = -6191.891047 nChanged 9 SP:Iteration 3Q (227.008031 sec): 3 clusters Score: Raw -6496.559363 + Penalty 294.352197 = -6202.207166 nChanged 8 SP:Iteration 4Q (227.049180 sec): 3 clusters Score: Raw -6509.173706 + Penalty 294.352197 = -6214.821508 nChanged 8 SP:Iteration 5Q (227.099682 sec): 3 clusters Score: Raw -6524.461864 + Penalty 294.352197 = -6230.109667 nChanged 6 SP:Iteration 6Q (227.132489 sec): 3 clusters Score: Raw -6537.128020 + Penalty 294.352197 = -6242.775823 nChanged 5 SP:Iteration 7Q (227.175070 sec): 3 clusters Score: Raw -6550.797980 + Penalty 294.352197 = -6256.445783 nChanged 8 SP:Iteration 8Q (227.225347 sec): 3 clusters Score: Raw -6570.023545 + Penalty 294.352197 = -6275.671348 nChanged 6 SP:Iteration 9Q (227.251587 sec): 3 clusters Score: Raw -6600.455530 + Penalty 294.352197 = -6306.103332 nChanged 6 SP:Iteration 10Q (227.298869 sec): 3 clusters Score: Raw -6625.474593 + Penalty 294.352197 = -6331.122395 nChanged 5 SP:Iteration 11Q (227.347021 sec): 3 clusters Score: Raw -6638.755404 + Penalty 294.352197 = -6344.403206 nChanged 5 SP:Iteration 12Q (227.396313 sec): 3 clusters Score: Raw -6648.054259 + Penalty 294.352197 = -6353.702062 nChanged 3 SP:Iteration 13Q (227.439634 sec): 3 clusters Score: Raw -6651.506539 + Penalty 294.352197 = -6357.154341 nChanged 3 SP:Iteration 14Q (227.475094 sec): 3 clusters Score: Raw -6655.310229 + Penalty 294.352197 = -6360.958032 nChanged 2 SP:Iteration 15Q (227.492661 sec): 3 clusters Score: Raw -6657.706004 + Penalty 294.352197 = -6363.353807 nChanged 2 SP:Iteration 16Q (227.530369 sec): 3 clusters Score: Raw -6659.475734 + Penalty 294.352197 = -6365.123537 nChanged 1 SP:Iteration 17Q (227.572316 sec): 3 clusters Score: Raw -6660.841724 + Penalty 294.352197 = -6366.489526 nChanged 1 SP:Iteration 18Q (227.612470 sec): 3 clusters Score: Raw -6661.253954 + Penalty 294.352197 = -6366.901757 nChanged 0 SP:Iteration 19F (227.653608 sec): 3 clusters Score: Raw -6661.253954 + Penalty 294.352197 = -6366.901757 nChanged 0 Score: Raw -4180237.846012 + Penalty 9361.484028 = -4170876.361984 Splitting cluster 1 changes total score from -4171017.884871 to -4170876.361984 So it's not getting split. Trying to split cluster 2 (603 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (229.034066 sec): 2 clusters Score: Raw -16899.585657 + Penalty 176.052723 = -16723.532934 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (229.065464 sec): 3 clusters Score: Raw -16613.420675 + Penalty 352.105446 = -16261.315229 nChanged 239 SP:Iteration 1F (229.105848 sec): 3 clusters Score: Raw -16848.343317 + Penalty 352.105446 = -16496.237871 nChanged 46 SP:Iteration 2F (229.145875 sec): 3 clusters Score: Raw -16895.012887 + Penalty 352.105446 = -16542.907442 nChanged 27 SP:Iteration 3Q (229.181224 sec): 3 clusters Score: Raw -16925.113732 + Penalty 352.105446 = -16573.008286 nChanged 23 SP:Iteration 4Q (229.223574 sec): 3 clusters Score: Raw -16946.957059 + Penalty 352.105446 = -16594.851613 nChanged 14 SP:Iteration 5Q (229.254879 sec): 3 clusters Score: Raw -16961.293115 + Penalty 352.105446 = -16609.187670 nChanged 15 SP:Iteration 6Q (229.297810 sec): 3 clusters Score: Raw -16973.421387 + Penalty 352.105446 = -16621.315941 nChanged 10 SP:Iteration 7Q (229.342944 sec): 3 clusters Score: Raw -16981.489311 + Penalty 352.105446 = -16629.383865 nChanged 9 SP:Iteration 8Q (229.386882 sec): 3 clusters Score: Raw -16988.978134 + Penalty 352.105446 = -16636.872688 nChanged 8 SP:Iteration 9Q (229.432864 sec): 3 clusters Score: Raw -16996.235261 + Penalty 352.105446 = -16644.129815 nChanged 5 SP:Iteration 10Q (229.466598 sec): 3 clusters Score: Raw -17000.949017 + Penalty 352.105446 = -16648.843571 nChanged 2 SP:Iteration 11Q (229.508041 sec): 3 clusters Score: Raw -17002.270282 + Penalty 352.105446 = -16650.164837 nChanged 1 SP:Iteration 12Q (229.553035 sec): 3 clusters Score: Raw -17002.928664 + Penalty 352.105446 = -16650.823218 nChanged 1 SP:Iteration 13Q (229.598491 sec): 3 clusters Score: Raw -17003.292417 + Penalty 352.105446 = -16651.186971 nChanged 0 SP:Iteration 14F (229.647404 sec): 3 clusters Score: Raw -17003.292417 + Penalty 352.105446 = -16651.186971 nChanged 0 Trying to split cluster 3 (8527 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (229.674055 sec): 2 clusters Score: Raw -324245.381258 + Penalty 248.902304 = -323996.478953 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (229.719740 sec): 3 clusters Score: Raw -318831.932858 + Penalty 497.804608 = -318334.128250 nChanged 4002 SP:Iteration 1F (229.758773 sec): 3 clusters Score: Raw -321054.755565 + Penalty 497.804608 = -320556.950957 nChanged 399 SP:Iteration 2Q (229.773009 sec): 3 clusters Score: Raw -321189.227509 + Penalty 497.804608 = -320691.422900 nChanged 456 SP:Iteration 3F (229.817042 sec): 3 clusters Score: Raw -321406.084495 + Penalty 497.804608 = -320908.279887 nChanged 577 SP:Iteration 4F (229.869179 sec): 3 clusters Score: Raw -321782.718041 + Penalty 497.804608 = -321284.913433 nChanged 667 SP:Iteration 5F (229.922122 sec): 3 clusters Score: Raw -322314.769430 + Penalty 497.804608 = -321816.964822 nChanged 641 SP:Iteration 6F (229.965117 sec): 3 clusters Score: Raw -322942.759423 + Penalty 497.804608 = -322444.954815 nChanged 477 SP:Iteration 7F (230.016959 sec): 3 clusters Score: Raw -323402.421857 + Penalty 497.804608 = -322904.617249 nChanged 306 SP:Iteration 8Q (230.050954 sec): 3 clusters Score: Raw -323674.261214 + Penalty 497.804608 = -323176.456606 nChanged 222 SP:Iteration 9Q (230.105929 sec): 3 clusters Score: Raw -323851.574329 + Penalty 497.804608 = -323353.769721 nChanged 146 SP:Iteration 10Q (230.145228 sec): 3 clusters Score: Raw -323957.708232 + Penalty 497.804608 = -323459.903624 nChanged 109 SP:Iteration 11Q (230.190246 sec): 3 clusters Score: Raw -324024.159882 + Penalty 497.804608 = -323526.355274 nChanged 86 SP:Iteration 12Q (230.233017 sec): 3 clusters Score: Raw -324067.802153 + Penalty 497.804608 = -323569.997544 nChanged 60 SP:Iteration 13Q (230.276126 sec): 3 clusters Score: Raw -324100.683719 + Penalty 497.804608 = -323602.879110 nChanged 59 SP:Iteration 14Q (230.320183 sec): 3 clusters Score: Raw -324135.351277 + Penalty 497.804608 = -323637.546668 nChanged 51 SP:Iteration 15Q (230.363166 sec): 3 clusters Score: Raw -324168.140243 + Penalty 497.804608 = -323670.335635 nChanged 46 SP:Iteration 16Q (230.401120 sec): 3 clusters Score: Raw -324199.770903 + Penalty 497.804608 = -323701.966295 nChanged 45 SP:Iteration 17Q (230.459073 sec): 3 clusters Score: Raw -324230.213913 + Penalty 497.804608 = -323732.409305 nChanged 29 SP:Iteration 18Q (230.496629 sec): 3 clusters Score: Raw -324246.544541 + Penalty 497.804608 = -323748.739932 nChanged 20 SP:Iteration 19Q (230.538398 sec): 3 clusters Score: Raw -324254.861569 + Penalty 497.804608 = -323757.056960 nChanged 11 SP:Iteration 20F (230.578098 sec): 3 clusters Score: Raw -324260.086784 + Penalty 497.804608 = -323762.282176 nChanged 8 SP:Iteration 21Q (230.618927 sec): 3 clusters Score: Raw -324264.031332 + Penalty 497.804608 = -323766.226723 nChanged 7 SP:Iteration 22Q (230.663918 sec): 3 clusters Score: Raw -324267.006616 + Penalty 497.804608 = -323769.202007 nChanged 2 SP:Iteration 23Q (230.711824 sec): 3 clusters Score: Raw -324268.395233 + Penalty 497.804608 = -323770.590625 nChanged 4 SP:Iteration 24Q (230.767841 sec): 3 clusters Score: Raw -324269.585519 + Penalty 497.804608 = -323771.780911 nChanged 3 SP:Iteration 25Q (230.795105 sec): 3 clusters Score: Raw -324271.287330 + Penalty 497.804608 = -323773.482721 nChanged 4 SP:Iteration 26Q (230.811325 sec): 3 clusters Score: Raw -324272.455250 + Penalty 497.804608 = -323774.650642 nChanged 2 SP:Iteration 27Q (230.864270 sec): 3 clusters Score: Raw -324273.388740 + Penalty 497.804608 = -323775.584132 nChanged 2 SP:Iteration 28Q (230.903523 sec): 3 clusters Score: Raw -324274.586406 + Penalty 497.804608 = -323776.781798 nChanged 2 SP:Iteration 29Q (230.957365 sec): 3 clusters Score: Raw -324275.665369 + Penalty 497.804608 = -323777.860760 nChanged 1 SP:Iteration 30Q (230.998353 sec): 3 clusters Score: Raw -324277.003987 + Penalty 497.804608 = -323779.199379 nChanged 0 SP:Iteration 31F (231.050893 sec): 3 clusters Score: Raw -324277.003987 + Penalty 497.804608 = -323779.199379 nChanged 0 Trying to split cluster 4 (976 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (231.073496 sec): 2 clusters Score: Raw -29640.145988 + Penalty 189.295221 = -29450.850767 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (231.112814 sec): 3 clusters Score: Raw -29139.767640 + Penalty 378.590442 = -28761.177198 nChanged 423 SP:Iteration 1F (231.152239 sec): 3 clusters Score: Raw -29443.263162 + Penalty 378.590442 = -29064.672720 nChanged 110 SP:Iteration 2F (231.200453 sec): 3 clusters Score: Raw -29542.604388 + Penalty 378.590442 = -29164.013945 nChanged 66 SP:Iteration 3F (231.238170 sec): 3 clusters Score: Raw -29598.863396 + Penalty 378.590442 = -29220.272954 nChanged 57 SP:Iteration 4F (231.287062 sec): 3 clusters Score: Raw -29639.549180 + Penalty 378.590442 = -29260.958737 nChanged 34 SP:Iteration 5Q (231.331520 sec): 3 clusters Score: Raw -29662.195049 + Penalty 378.590442 = -29283.604607 nChanged 31 SP:Iteration 6Q (231.367433 sec): 3 clusters Score: Raw -29685.381806 + Penalty 378.590442 = -29306.791364 nChanged 25 SP:Iteration 7Q (231.403162 sec): 3 clusters Score: Raw -29702.214163 + Penalty 378.590442 = -29323.623720 nChanged 13 SP:Iteration 8Q (231.449461 sec): 3 clusters Score: Raw -29708.246312 + Penalty 378.590442 = -29329.655869 nChanged 11 SP:Iteration 9Q (231.488453 sec): 3 clusters Score: Raw -29713.823971 + Penalty 378.590442 = -29335.233529 nChanged 5 SP:Iteration 10Q (231.524898 sec): 3 clusters Score: Raw -29717.177027 + Penalty 378.590442 = -29338.586585 nChanged 4 SP:Iteration 11Q (231.561946 sec): 3 clusters Score: Raw -29718.929847 + Penalty 378.590442 = -29340.339405 nChanged 5 SP:Iteration 12Q (231.602027 sec): 3 clusters Score: Raw -29720.651109 + Penalty 378.590442 = -29342.060667 nChanged 3 SP:Iteration 13Q (231.650670 sec): 3 clusters Score: Raw -29721.834676 + Penalty 378.590442 = -29343.244234 nChanged 6 SP:Iteration 14Q (231.692504 sec): 3 clusters Score: Raw -29724.143877 + Penalty 378.590442 = -29345.553435 nChanged 5 SP:Iteration 15Q (231.751588 sec): 3 clusters Score: Raw -29725.309391 + Penalty 378.590442 = -29346.718948 nChanged 2 SP:Iteration 16Q (231.784958 sec): 3 clusters Score: Raw -29726.056698 + Penalty 378.590442 = -29347.466256 nChanged 1 SP:Iteration 17Q (231.827581 sec): 3 clusters Score: Raw -29726.218116 + Penalty 378.590442 = -29347.627674 nChanged 2 SP:Iteration 18Q (231.871420 sec): 3 clusters Score: Raw -29726.454657 + Penalty 378.590442 = -29347.864215 nChanged 2 SP:Iteration 19Q (231.899588 sec): 3 clusters Score: Raw -29726.936927 + Penalty 378.590442 = -29348.346485 nChanged 1 SP:Iteration 20F (231.954700 sec): 3 clusters Score: Raw -29727.062779 + Penalty 378.590442 = -29348.472337 nChanged 0 Trying to split cluster 5 (823 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (231.976916 sec): 2 clusters Score: Raw -31756.085698 + Penalty 184.606296 = -31571.479403 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (232.023772 sec): 3 clusters Score: Raw -31314.297023 + Penalty 369.212591 = -30945.084432 nChanged 326 SP:Iteration 1F (232.062555 sec): 3 clusters Score: Raw -31561.785109 + Penalty 369.212591 = -31192.572518 nChanged 62 SP:Iteration 2F (232.100101 sec): 3 clusters Score: Raw -31616.658731 + Penalty 369.212591 = -31247.446140 nChanged 49 SP:Iteration 3F (232.129292 sec): 3 clusters Score: Raw -31649.191489 + Penalty 369.212591 = -31279.978898 nChanged 33 SP:Iteration 4Q (232.157273 sec): 3 clusters Score: Raw -31679.677598 + Penalty 369.212591 = -31310.465007 nChanged 23 SP:Iteration 5Q (232.200187 sec): 3 clusters Score: Raw -31694.308599 + Penalty 369.212591 = -31325.096007 nChanged 16 SP:Iteration 6Q (232.231781 sec): 3 clusters Score: Raw -31703.028120 + Penalty 369.212591 = -31333.815529 nChanged 16 SP:Iteration 7Q (232.270060 sec): 3 clusters Score: Raw -31714.184709 + Penalty 369.212591 = -31344.972118 nChanged 16 SP:Iteration 8Q (232.311695 sec): 3 clusters Score: Raw -31726.312108 + Penalty 369.212591 = -31357.099517 nChanged 20 SP:Iteration 9Q (232.348511 sec): 3 clusters Score: Raw -31741.492294 + Penalty 369.212591 = -31372.279703 nChanged 14 SP:Iteration 10Q (232.378338 sec): 3 clusters Score: Raw -31755.687438 + Penalty 369.212591 = -31386.474847 nChanged 7 SP:Iteration 11Q (232.416979 sec): 3 clusters Score: Raw -31761.217318 + Penalty 369.212591 = -31392.004727 nChanged 7 SP:Iteration 12Q (232.454177 sec): 3 clusters Score: Raw -31765.513360 + Penalty 369.212591 = -31396.300769 nChanged 5 SP:Iteration 13Q (232.487402 sec): 3 clusters Score: Raw -31768.244196 + Penalty 369.212591 = -31399.031605 nChanged 4 SP:Iteration 14Q (232.539347 sec): 3 clusters Score: Raw -31771.737345 + Penalty 369.212591 = -31402.524754 nChanged 2 SP:Iteration 15Q (232.577342 sec): 3 clusters Score: Raw -31773.100455 + Penalty 369.212591 = -31403.887864 nChanged 3 SP:Iteration 16Q (232.609019 sec): 3 clusters Score: Raw -31775.383611 + Penalty 369.212591 = -31406.171020 nChanged 3 SP:Iteration 17Q (232.646800 sec): 3 clusters Score: Raw -31777.007828 + Penalty 369.212591 = -31407.795237 nChanged 2 SP:Iteration 18Q (232.679366 sec): 3 clusters Score: Raw -31778.594441 + Penalty 369.212591 = -31409.381850 nChanged 3 SP:Iteration 19Q (232.711040 sec): 3 clusters Score: Raw -31779.904214 + Penalty 369.212591 = -31410.691623 nChanged 0 SP:Iteration 20F (232.745304 sec): 3 clusters Score: Raw -31779.904214 + Penalty 369.212591 = -31410.691623 nChanged 0 Trying to split cluster 6 (842 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (232.762648 sec): 2 clusters Score: Raw -20563.624857 + Penalty 185.233950 = -20378.390907 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (232.798568 sec): 3 clusters Score: Raw -20159.958237 + Penalty 370.467901 = -19789.490336 nChanged 368 SP:Iteration 1F (232.843960 sec): 3 clusters Score: Raw -20429.196893 + Penalty 370.467901 = -20058.728992 nChanged 76 SP:Iteration 2F (232.883218 sec): 3 clusters Score: Raw -20497.493989 + Penalty 370.467901 = -20127.026088 nChanged 58 SP:Iteration 3F (232.926166 sec): 3 clusters Score: Raw -20543.393903 + Penalty 370.467901 = -20172.926002 nChanged 51 SP:Iteration 4F (232.960584 sec): 3 clusters Score: Raw -20580.168011 + Penalty 370.467901 = -20209.700110 nChanged 37 SP:Iteration 5Q (233.004886 sec): 3 clusters Score: Raw -20613.095517 + Penalty 370.467901 = -20242.627616 nChanged 30 SP:Iteration 6Q (233.044298 sec): 3 clusters Score: Raw -20651.634718 + Penalty 370.467901 = -20281.166817 nChanged 28 SP:Iteration 7Q (233.076661 sec): 3 clusters Score: Raw -20678.809061 + Penalty 370.467901 = -20308.341160 nChanged 22 SP:Iteration 8Q (233.103254 sec): 3 clusters Score: Raw -20691.507364 + Penalty 370.467901 = -20321.039464 nChanged 15 SP:Iteration 9Q (233.136753 sec): 3 clusters Score: Raw -20700.399135 + Penalty 370.467901 = -20329.931235 nChanged 11 SP:Iteration 10Q (233.190027 sec): 3 clusters Score: Raw -20709.489276 + Penalty 370.467901 = -20339.021375 nChanged 8 SP:Iteration 11Q (233.216558 sec): 3 clusters Score: Raw -20721.401688 + Penalty 370.467901 = -20350.933787 nChanged 7 SP:Iteration 12Q (233.269758 sec): 3 clusters Score: Raw -20725.499058 + Penalty 370.467901 = -20355.031157 nChanged 4 SP:Iteration 13Q (233.321120 sec): 3 clusters Score: Raw -20727.043446 + Penalty 370.467901 = -20356.575545 nChanged 3 SP:Iteration 14Q (233.354348 sec): 3 clusters Score: Raw -20728.667577 + Penalty 370.467901 = -20358.199676 nChanged 4 SP:Iteration 15Q (233.408140 sec): 3 clusters Score: Raw -20730.819990 + Penalty 370.467901 = -20360.352089 nChanged 6 SP:Iteration 16Q (233.442120 sec): 3 clusters Score: Raw -20733.625847 + Penalty 370.467901 = -20363.157946 nChanged 4 SP:Iteration 17Q (233.476396 sec): 3 clusters Score: Raw -20735.395251 + Penalty 370.467901 = -20364.927350 nChanged 3 SP:Iteration 18Q (233.529855 sec): 3 clusters Score: Raw -20736.431607 + Penalty 370.467901 = -20365.963707 nChanged 2 SP:Iteration 19Q (233.561475 sec): 3 clusters Score: Raw -20737.108483 + Penalty 370.467901 = -20366.640582 nChanged 2 SP:Iteration 20F (233.615611 sec): 3 clusters Score: Raw -20737.802475 + Penalty 370.467901 = -20367.334575 nChanged 6 SP:Iteration 21Q (233.647192 sec): 3 clusters Score: Raw -20741.847503 + Penalty 370.467901 = -20371.379602 nChanged 6 SP:Iteration 22Q (233.697243 sec): 3 clusters Score: Raw -20747.446469 + Penalty 370.467901 = -20376.978568 nChanged 9 SP:Iteration 23Q (233.734245 sec): 3 clusters Score: Raw -20754.931523 + Penalty 370.467901 = -20384.463623 nChanged 6 SP:Iteration 24Q (233.773618 sec): 3 clusters Score: Raw -20759.751378 + Penalty 370.467901 = -20389.283477 nChanged 8 SP:Iteration 25Q (233.805790 sec): 3 clusters Score: Raw -20767.268718 + Penalty 370.467901 = -20396.800817 nChanged 8 SP:Iteration 26Q (233.829035 sec): 3 clusters Score: Raw -20774.879654 + Penalty 370.467901 = -20404.411753 nChanged 9 SP:Iteration 27Q (233.881416 sec): 3 clusters Score: Raw -20781.192655 + Penalty 370.467901 = -20410.724754 nChanged 6 SP:Iteration 28Q (233.921336 sec): 3 clusters Score: Raw -20783.919799 + Penalty 370.467901 = -20413.451899 nChanged 6 SP:Iteration 29Q (233.958202 sec): 3 clusters Score: Raw -20786.123077 + Penalty 370.467901 = -20415.655176 nChanged 6 SP:Iteration 30Q (233.998813 sec): 3 clusters Score: Raw -20788.187482 + Penalty 370.467901 = -20417.719581 nChanged 1 SP:Iteration 31Q (234.038915 sec): 3 clusters Score: Raw -20788.517786 + Penalty 370.467901 = -20418.049886 nChanged 4 SP:Iteration 32Q (234.075326 sec): 3 clusters Score: Raw -20789.781931 + Penalty 370.467901 = -20419.314030 nChanged 4 SP:Iteration 33Q (234.102589 sec): 3 clusters Score: Raw -20790.915833 + Penalty 370.467901 = -20420.447932 nChanged 4 SP:Iteration 34Q (234.129189 sec): 3 clusters Score: Raw -20791.872787 + Penalty 370.467901 = -20421.404886 nChanged 3 SP:Iteration 35Q (234.154000 sec): 3 clusters Score: Raw -20792.738894 + Penalty 370.467901 = -20422.270993 nChanged 0 SP:Iteration 36F (234.181043 sec): 3 clusters Score: Raw -20792.738894 + Penalty 370.467901 = -20422.270993 nChanged 0 Score: Raw -4180291.777931 + Penalty 9361.484028 = -4170930.293903 Splitting cluster 6 changes total score from -4171017.884871 to -4170930.293903 So it's not getting split. Trying to split cluster 7 (2190 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (235.514250 sec): 2 clusters Score: Raw -76625.014125 + Penalty 211.520563 = -76413.493563 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (235.547120 sec): 3 clusters Score: Raw -75350.885979 + Penalty 423.041125 = -74927.844854 nChanged 986 SP:Iteration 1F (235.577894 sec): 3 clusters Score: Raw -75935.728867 + Penalty 423.041125 = -75512.687742 nChanged 136 SP:Iteration 2F (235.613315 sec): 3 clusters Score: Raw -76010.717956 + Penalty 423.041125 = -75587.676831 nChanged 125 SP:Iteration 3F (235.654521 sec): 3 clusters Score: Raw -76088.029333 + Penalty 423.041125 = -75664.988207 nChanged 113 SP:Iteration 4F (235.695948 sec): 3 clusters Score: Raw -76166.560088 + Penalty 423.041125 = -75743.518963 nChanged 102 SP:Iteration 5Q (235.738456 sec): 3 clusters Score: Raw -76235.384062 + Penalty 423.041125 = -75812.342937 nChanged 104 SP:Iteration 6Q (235.780246 sec): 3 clusters Score: Raw -76315.881658 + Penalty 423.041125 = -75892.840532 nChanged 97 SP:Iteration 7Q (235.824125 sec): 3 clusters Score: Raw -76367.905231 + Penalty 423.041125 = -75944.864106 nChanged 68 SP:Iteration 8Q (235.858002 sec): 3 clusters Score: Raw -76392.369730 + Penalty 423.041125 = -75969.328605 nChanged 44 SP:Iteration 9Q (235.896751 sec): 3 clusters Score: Raw -76410.056389 + Penalty 423.041125 = -75987.015263 nChanged 29 SP:Iteration 10Q (235.927203 sec): 3 clusters Score: Raw -76425.730375 + Penalty 423.041125 = -76002.689250 nChanged 18 SP:Iteration 11Q (235.962587 sec): 3 clusters Score: Raw -76429.798479 + Penalty 423.041125 = -76006.757354 nChanged 14 SP:Iteration 12Q (235.996776 sec): 3 clusters Score: Raw -76433.492465 + Penalty 423.041125 = -76010.451340 nChanged 15 SP:Iteration 13Q (236.032841 sec): 3 clusters Score: Raw -76436.618607 + Penalty 423.041125 = -76013.577481 nChanged 13 SP:Iteration 14Q (236.090472 sec): 3 clusters Score: Raw -76441.593610 + Penalty 423.041125 = -76018.552485 nChanged 14 SP:Iteration 15Q (236.135692 sec): 3 clusters Score: Raw -76445.872465 + Penalty 423.041125 = -76022.831340 nChanged 16 SP:Iteration 16Q (236.175951 sec): 3 clusters Score: Raw -76452.082098 + Penalty 423.041125 = -76029.040973 nChanged 16 SP:Iteration 17Q (236.218074 sec): 3 clusters Score: Raw -76455.911484 + Penalty 423.041125 = -76032.870358 nChanged 14 SP:Iteration 18Q (236.268648 sec): 3 clusters Score: Raw -76460.210281 + Penalty 423.041125 = -76037.169156 nChanged 13 SP:Iteration 19Q (236.309974 sec): 3 clusters Score: Raw -76464.906066 + Penalty 423.041125 = -76041.864941 nChanged 16 SP:Iteration 20F (236.349746 sec): 3 clusters Score: Raw -76469.726326 + Penalty 423.041125 = -76046.685201 nChanged 18 SP:Iteration 21Q (236.394474 sec): 3 clusters Score: Raw -76473.493135 + Penalty 423.041125 = -76050.452009 nChanged 10 SP:Iteration 22Q (236.426903 sec): 3 clusters Score: Raw -76475.688152 + Penalty 423.041125 = -76052.647027 nChanged 10 SP:Iteration 23Q (236.459912 sec): 3 clusters Score: Raw -76476.984566 + Penalty 423.041125 = -76053.943441 nChanged 9 SP:Iteration 24Q (236.492664 sec): 3 clusters Score: Raw -76478.034390 + Penalty 423.041125 = -76054.993264 nChanged 7 SP:Iteration 25Q (236.536499 sec): 3 clusters Score: Raw -76478.989993 + Penalty 423.041125 = -76055.948867 nChanged 9 SP:Iteration 26Q (236.572047 sec): 3 clusters Score: Raw -76480.806684 + Penalty 423.041125 = -76057.765559 nChanged 11 SP:Iteration 27Q (236.606008 sec): 3 clusters Score: Raw -76483.158822 + Penalty 423.041125 = -76060.117696 nChanged 11 SP:Iteration 28Q (236.650816 sec): 3 clusters Score: Raw -76485.668677 + Penalty 423.041125 = -76062.627552 nChanged 10 SP:Iteration 29Q (236.685470 sec): 3 clusters Score: Raw -76487.038480 + Penalty 423.041125 = -76063.997355 nChanged 8 SP:Iteration 30Q (236.723828 sec): 3 clusters Score: Raw -76488.014917 + Penalty 423.041125 = -76064.973792 nChanged 5 SP:Iteration 31Q (236.758710 sec): 3 clusters Score: Raw -76488.447963 + Penalty 423.041125 = -76065.406838 nChanged 7 SP:Iteration 32Q (236.791500 sec): 3 clusters Score: Raw -76489.109069 + Penalty 423.041125 = -76066.067944 nChanged 4 SP:Iteration 33Q (236.839481 sec): 3 clusters Score: Raw -76489.466902 + Penalty 423.041125 = -76066.425777 nChanged 2 SP:Iteration 34Q (236.896443 sec): 3 clusters Score: Raw -76489.614439 + Penalty 423.041125 = -76066.573313 nChanged 2 SP:Iteration 35Q (236.933836 sec): 3 clusters Score: Raw -76489.763874 + Penalty 423.041125 = -76066.722749 nChanged 2 SP:Iteration 36Q (236.973489 sec): 3 clusters Score: Raw -76489.958449 + Penalty 423.041125 = -76066.917324 nChanged 3 SP:Iteration 37Q (237.022189 sec): 3 clusters Score: Raw -76490.244780 + Penalty 423.041125 = -76067.203654 nChanged 2 SP:Iteration 38Q (237.064443 sec): 3 clusters Score: Raw -76490.549608 + Penalty 423.041125 = -76067.508482 nChanged 3 SP:Iteration 39Q (237.115276 sec): 3 clusters Score: Raw -76490.741560 + Penalty 423.041125 = -76067.700435 nChanged 3 SP:Iteration 40F (237.158681 sec): 3 clusters Score: Raw -76490.951443 + Penalty 423.041125 = -76067.910318 nChanged 6 SP:Iteration 41Q (237.187955 sec): 3 clusters Score: Raw -76491.430342 + Penalty 423.041125 = -76068.389217 nChanged 7 SP:Iteration 42Q (237.193070 sec): 3 clusters Score: Raw -76492.101256 + Penalty 423.041125 = -76069.060130 nChanged 6 SP:Iteration 43Q (237.200014 sec): 3 clusters Score: Raw -76492.682014 + Penalty 423.041125 = -76069.640889 nChanged 7 SP:Iteration 44Q (237.245372 sec): 3 clusters Score: Raw -76493.588004 + Penalty 423.041125 = -76070.546878 nChanged 10 SP:Iteration 45Q (237.294937 sec): 3 clusters Score: Raw -76495.592325 + Penalty 423.041125 = -76072.551200 nChanged 9 SP:Iteration 46Q (237.336610 sec): 3 clusters Score: Raw -76497.655694 + Penalty 423.041125 = -76074.614569 nChanged 11 SP:Iteration 47Q (237.382567 sec): 3 clusters Score: Raw -76499.668594 + Penalty 423.041125 = -76076.627469 nChanged 11 SP:Iteration 48Q (237.437018 sec): 3 clusters Score: Raw -76501.791748 + Penalty 423.041125 = -76078.750623 nChanged 7 SP:Iteration 49Q (237.469361 sec): 3 clusters Score: Raw -76502.783304 + Penalty 423.041125 = -76079.742178 nChanged 4 SP:Iteration 50Q (237.513712 sec): 3 clusters Score: Raw -76503.643044 + Penalty 423.041125 = -76080.601918 nChanged 4 SP:Iteration 51Q (237.552618 sec): 3 clusters Score: Raw -76505.037803 + Penalty 423.041125 = -76081.996678 nChanged 3 SP:Iteration 52Q (237.600453 sec): 3 clusters Score: Raw -76506.163411 + Penalty 423.041125 = -76083.122286 nChanged 4 SP:Iteration 53Q (237.659382 sec): 3 clusters Score: Raw -76506.635063 + Penalty 423.041125 = -76083.593938 nChanged 4 SP:Iteration 54Q (237.696780 sec): 3 clusters Score: Raw -76507.309599 + Penalty 423.041125 = -76084.268474 nChanged 6 SP:Iteration 55Q (237.731831 sec): 3 clusters Score: Raw -76508.162980 + Penalty 423.041125 = -76085.121855 nChanged 3 SP:Iteration 56Q (237.780591 sec): 3 clusters Score: Raw -76508.609106 + Penalty 423.041125 = -76085.567980 nChanged 5 SP:Iteration 57Q (237.807719 sec): 3 clusters Score: Raw -76509.655164 + Penalty 423.041125 = -76086.614039 nChanged 6 SP:Iteration 58Q (237.849759 sec): 3 clusters Score: Raw -76510.977101 + Penalty 423.041125 = -76087.935976 nChanged 5 SP:Iteration 59Q (237.888061 sec): 3 clusters Score: Raw -76512.096023 + Penalty 423.041125 = -76089.054898 nChanged 3 SP:Iteration 60F (237.921851 sec): 3 clusters Score: Raw -76512.293275 + Penalty 423.041125 = -76089.252149 nChanged 2 SP:Iteration 61Q (237.979037 sec): 3 clusters Score: Raw -76512.378660 + Penalty 423.041125 = -76089.337534 nChanged 1 SP:Iteration 62Q (238.017165 sec): 3 clusters Score: Raw -76513.118176 + Penalty 423.041125 = -76090.077050 nChanged 5 SP:Iteration 63Q (238.051737 sec): 3 clusters Score: Raw -76514.084837 + Penalty 423.041125 = -76091.043712 nChanged 6 SP:Iteration 64Q (238.085355 sec): 3 clusters Score: Raw -76515.098810 + Penalty 423.041125 = -76092.057684 nChanged 7 SP:Iteration 65Q (238.133289 sec): 3 clusters Score: Raw -76517.283428 + Penalty 423.041125 = -76094.242302 nChanged 12 SP:Iteration 66Q (238.175329 sec): 3 clusters Score: Raw -76520.431151 + Penalty 423.041125 = -76097.390026 nChanged 13 SP:Iteration 67Q (238.222465 sec): 3 clusters Score: Raw -76523.125384 + Penalty 423.041125 = -76100.084259 nChanged 18 SP:Iteration 68Q (238.258020 sec): 3 clusters Score: Raw -76527.699414 + Penalty 423.041125 = -76104.658289 nChanged 16 SP:Iteration 69Q (238.294082 sec): 3 clusters Score: Raw -76533.228772 + Penalty 423.041125 = -76110.187647 nChanged 16 SP:Iteration 70Q (238.331021 sec): 3 clusters Score: Raw -76536.817923 + Penalty 423.041125 = -76113.776797 nChanged 9 SP:Iteration 71Q (238.376145 sec): 3 clusters Score: Raw -76539.040061 + Penalty 423.041125 = -76115.998936 nChanged 9 SP:Iteration 72Q (238.386922 sec): 3 clusters Score: Raw -76541.754782 + Penalty 423.041125 = -76118.713657 nChanged 9 SP:Iteration 73Q (238.391769 sec): 3 clusters Score: Raw -76545.156419 + Penalty 423.041125 = -76122.115294 nChanged 14 SP:Iteration 74Q (238.396557 sec): 3 clusters Score: Raw -76548.531287 + Penalty 423.041125 = -76125.490162 nChanged 12 SP:Iteration 75Q (238.401306 sec): 3 clusters Score: Raw -76552.556884 + Penalty 423.041125 = -76129.515759 nChanged 11 SP:Iteration 76Q (238.406123 sec): 3 clusters Score: Raw -76557.046027 + Penalty 423.041125 = -76134.004902 nChanged 12 SP:Iteration 77Q (238.439212 sec): 3 clusters Score: Raw -76561.052971 + Penalty 423.041125 = -76138.011845 nChanged 15 SP:Iteration 78Q (238.487276 sec): 3 clusters Score: Raw -76568.674276 + Penalty 423.041125 = -76145.633150 nChanged 19 SP:Iteration 79Q (238.530945 sec): 3 clusters Score: Raw -76576.373959 + Penalty 423.041125 = -76153.332834 nChanged 15 SP:Iteration 80F (238.585117 sec): 3 clusters Score: Raw -76581.228335 + Penalty 423.041125 = -76158.187209 nChanged 13 SP:Iteration 81Q (238.614621 sec): 3 clusters Score: Raw -76585.003749 + Penalty 423.041125 = -76161.962624 nChanged 13 SP:Iteration 82Q (238.651354 sec): 3 clusters Score: Raw -76589.098239 + Penalty 423.041125 = -76166.057114 nChanged 10 SP:Iteration 83Q (238.690212 sec): 3 clusters Score: Raw -76591.830360 + Penalty 423.041125 = -76168.789234 nChanged 5 SP:Iteration 84Q (238.728350 sec): 3 clusters Score: Raw -76592.223586 + Penalty 423.041125 = -76169.182461 nChanged 2 SP:Iteration 85Q (238.770836 sec): 3 clusters Score: Raw -76592.485386 + Penalty 423.041125 = -76169.444261 nChanged 4 SP:Iteration 86Q (238.810054 sec): 3 clusters Score: Raw -76593.138752 + Penalty 423.041125 = -76170.097627 nChanged 4 SP:Iteration 87Q (238.854433 sec): 3 clusters Score: Raw -76594.172153 + Penalty 423.041125 = -76171.131028 nChanged 6 SP:Iteration 88Q (238.902608 sec): 3 clusters Score: Raw -76595.651459 + Penalty 423.041125 = -76172.610334 nChanged 7 SP:Iteration 89Q (238.933257 sec): 3 clusters Score: Raw -76597.810974 + Penalty 423.041125 = -76174.769848 nChanged 3 SP:Iteration 90Q (238.970703 sec): 3 clusters Score: Raw -76598.358624 + Penalty 423.041125 = -76175.317499 nChanged 1 SP:Iteration 91Q (239.003139 sec): 3 clusters Score: Raw -76598.774887 + Penalty 423.041125 = -76175.733761 nChanged 2 SP:Iteration 92Q (239.044513 sec): 3 clusters Score: Raw -76599.277697 + Penalty 423.041125 = -76176.236572 nChanged 3 SP:Iteration 93Q (239.092586 sec): 3 clusters Score: Raw -76599.724368 + Penalty 423.041125 = -76176.683243 nChanged 3 SP:Iteration 94Q (239.134629 sec): 3 clusters Score: Raw -76599.980667 + Penalty 423.041125 = -76176.939542 nChanged 1 SP:Iteration 95Q (239.180012 sec): 3 clusters Score: Raw -76600.081187 + Penalty 423.041125 = -76177.040062 nChanged 1 SP:Iteration 96Q (239.210501 sec): 3 clusters Score: Raw -76600.265802 + Penalty 423.041125 = -76177.224677 nChanged 2 SP:Iteration 97Q (239.251189 sec): 3 clusters Score: Raw -76600.462717 + Penalty 423.041125 = -76177.421592 nChanged 1 SP:Iteration 98Q (239.285760 sec): 3 clusters Score: Raw -76600.478643 + Penalty 423.041125 = -76177.437518 nChanged 1 SP:Iteration 99Q (239.317574 sec): 3 clusters Score: Raw -76600.524889 + Penalty 423.041125 = -76177.483764 nChanged 1 SP:Iteration 100F (239.350241 sec): 3 clusters Score: Raw -76600.605172 + Penalty 423.041125 = -76177.564047 nChanged 1 SP:Iteration 101Q (239.392843 sec): 3 clusters Score: Raw -76600.615908 + Penalty 423.041125 = -76177.574783 nChanged 0 SP:Iteration 102F (239.434362 sec): 3 clusters Score: Raw -76600.615908 + Penalty 423.041125 = -76177.574783 nChanged 0 Trying to split cluster 8 (820 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (239.454377 sec): 2 clusters Score: Raw -25800.090652 + Penalty 184.505869 = -25615.584783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (239.487325 sec): 3 clusters Score: Raw -25399.826886 + Penalty 369.011739 = -25030.815147 nChanged 329 SP:Iteration 1F (239.528214 sec): 3 clusters Score: Raw -25613.773602 + Penalty 369.011739 = -25244.761863 nChanged 74 SP:Iteration 2F (239.563525 sec): 3 clusters Score: Raw -25675.196177 + Penalty 369.011739 = -25306.184438 nChanged 73 SP:Iteration 3F (239.602822 sec): 3 clusters Score: Raw -25717.455139 + Penalty 369.011739 = -25348.443400 nChanged 44 SP:Iteration 4F (239.635182 sec): 3 clusters Score: Raw -25747.836061 + Penalty 369.011739 = -25378.824323 nChanged 39 SP:Iteration 5Q (239.685419 sec): 3 clusters Score: Raw -25774.676362 + Penalty 369.011739 = -25405.664623 nChanged 28 SP:Iteration 6Q (239.717047 sec): 3 clusters Score: Raw -25794.105613 + Penalty 369.011739 = -25425.093875 nChanged 24 SP:Iteration 7Q (239.753764 sec): 3 clusters Score: Raw -25805.743332 + Penalty 369.011739 = -25436.731594 nChanged 16 SP:Iteration 8Q (239.785556 sec): 3 clusters Score: Raw -25815.000201 + Penalty 369.011739 = -25445.988462 nChanged 11 SP:Iteration 9Q (239.824203 sec): 3 clusters Score: Raw -25821.038216 + Penalty 369.011739 = -25452.026477 nChanged 13 SP:Iteration 10Q (239.865260 sec): 3 clusters Score: Raw -25831.041851 + Penalty 369.011739 = -25462.030113 nChanged 14 SP:Iteration 11Q (239.896206 sec): 3 clusters Score: Raw -25838.065292 + Penalty 369.011739 = -25469.053553 nChanged 14 SP:Iteration 12Q (239.944368 sec): 3 clusters Score: Raw -25848.285204 + Penalty 369.011739 = -25479.273465 nChanged 10 SP:Iteration 13Q (239.973512 sec): 3 clusters Score: Raw -25857.509597 + Penalty 369.011739 = -25488.497858 nChanged 11 SP:Iteration 14Q (240.022552 sec): 3 clusters Score: Raw -25866.157504 + Penalty 369.011739 = -25497.145765 nChanged 16 SP:Iteration 15Q (240.053630 sec): 3 clusters Score: Raw -25877.243336 + Penalty 369.011739 = -25508.231597 nChanged 9 SP:Iteration 16Q (240.094623 sec): 3 clusters Score: Raw -25882.802014 + Penalty 369.011739 = -25513.790275 nChanged 7 SP:Iteration 17Q (240.137081 sec): 3 clusters Score: Raw -25885.661858 + Penalty 369.011739 = -25516.650119 nChanged 4 SP:Iteration 18Q (240.169975 sec): 3 clusters Score: Raw -25888.118397 + Penalty 369.011739 = -25519.106658 nChanged 7 SP:Iteration 19Q (240.213625 sec): 3 clusters Score: Raw -25892.059294 + Penalty 369.011739 = -25523.047555 nChanged 3 SP:Iteration 20F (240.246035 sec): 3 clusters Score: Raw -25893.519516 + Penalty 369.011739 = -25524.507778 nChanged 1 SP:Iteration 21Q (240.290023 sec): 3 clusters Score: Raw -25893.919048 + Penalty 369.011739 = -25524.907309 nChanged 1 SP:Iteration 22Q (240.301516 sec): 3 clusters Score: Raw -25894.244667 + Penalty 369.011739 = -25525.232929 nChanged 2 SP:Iteration 23Q (240.303624 sec): 3 clusters Score: Raw -25895.241991 + Penalty 369.011739 = -25526.230252 nChanged 2 SP:Iteration 24Q (240.305729 sec): 3 clusters Score: Raw -25897.046088 + Penalty 369.011739 = -25528.034349 nChanged 2 SP:Iteration 25Q (240.307806 sec): 3 clusters Score: Raw -25898.202372 + Penalty 369.011739 = -25529.190633 nChanged 1 SP:Iteration 26Q (240.309874 sec): 3 clusters Score: Raw -25899.541735 + Penalty 369.011739 = -25530.529997 nChanged 2 SP:Iteration 27Q (240.311940 sec): 3 clusters Score: Raw -25901.164907 + Penalty 369.011739 = -25532.153169 nChanged 2 SP:Iteration 28Q (240.314067 sec): 3 clusters Score: Raw -25902.085292 + Penalty 369.011739 = -25533.073553 nChanged 2 SP:Iteration 29Q (240.360219 sec): 3 clusters Score: Raw -25904.769787 + Penalty 369.011739 = -25535.758048 nChanged 3 SP:Iteration 30Q (240.390748 sec): 3 clusters Score: Raw -25907.038912 + Penalty 369.011739 = -25538.027173 nChanged 0 SP:Iteration 31F (240.426539 sec): 3 clusters Score: Raw -25907.038912 + Penalty 369.011739 = -25538.027173 nChanged 0 Trying to split cluster 9 (22272 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (240.465787 sec): 2 clusters Score: Raw -796408.389632 + Penalty 275.304853 = -796133.084779 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (240.530015 sec): 3 clusters Score: Raw -781805.245947 + Penalty 550.609706 = -781254.636241 nChanged 10698 SP:Iteration 1F (240.593169 sec): 3 clusters Score: Raw -789507.795297 + Penalty 550.609706 = -788957.185591 nChanged 1800 SP:Iteration 2F (240.648440 sec): 3 clusters Score: Raw -791255.986351 + Penalty 550.609706 = -790705.376645 nChanged 1695 SP:Iteration 3F (240.703454 sec): 3 clusters Score: Raw -792827.146432 + Penalty 550.609706 = -792276.536726 nChanged 1220 SP:Iteration 4F (240.771911 sec): 3 clusters Score: Raw -793538.289315 + Penalty 550.609706 = -792987.679609 nChanged 709 SP:Iteration 5Q (240.826233 sec): 3 clusters Score: Raw -793851.588319 + Penalty 550.609706 = -793300.978613 nChanged 515 SP:Iteration 6Q (240.883578 sec): 3 clusters Score: Raw -794096.530797 + Penalty 550.609706 = -793545.921091 nChanged 486 SP:Iteration 7Q (240.957675 sec): 3 clusters Score: Raw -794337.172258 + Penalty 550.609706 = -793786.562552 nChanged 463 SP:Iteration 8Q (241.009189 sec): 3 clusters Score: Raw -794578.930871 + Penalty 550.609706 = -794028.321165 nChanged 445 SP:Iteration 9Q (241.063079 sec): 3 clusters Score: Raw -794820.540059 + Penalty 550.609706 = -794269.930353 nChanged 427 SP:Iteration 10Q (241.114114 sec): 3 clusters Score: Raw -795035.162813 + Penalty 550.609706 = -794484.553107 nChanged 386 SP:Iteration 11Q (241.185270 sec): 3 clusters Score: Raw -795220.228582 + Penalty 550.609706 = -794669.618876 nChanged 375 SP:Iteration 12Q (241.242661 sec): 3 clusters Score: Raw -795390.335372 + Penalty 550.609706 = -794839.725666 nChanged 336 SP:Iteration 13Q (241.305014 sec): 3 clusters Score: Raw -795538.645438 + Penalty 550.609706 = -794988.035732 nChanged 298 SP:Iteration 14Q (241.356268 sec): 3 clusters Score: Raw -795639.141845 + Penalty 550.609706 = -795088.532139 nChanged 249 SP:Iteration 15Q (241.420395 sec): 3 clusters Score: Raw -795721.785494 + Penalty 550.609706 = -795171.175788 nChanged 232 SP:Iteration 16Q (241.472346 sec): 3 clusters Score: Raw -795795.675580 + Penalty 550.609706 = -795245.065874 nChanged 220 SP:Iteration 17Q (241.532177 sec): 3 clusters Score: Raw -795856.569362 + Penalty 550.609706 = -795305.959656 nChanged 203 SP:Iteration 18Q (241.565440 sec): 3 clusters Score: Raw -795906.582452 + Penalty 550.609706 = -795355.972746 nChanged 189 SP:Iteration 19Q (241.626467 sec): 3 clusters Score: Raw -795952.119330 + Penalty 550.609706 = -795401.509624 nChanged 163 SP:Iteration 20F (241.693064 sec): 3 clusters Score: Raw -795988.880667 + Penalty 550.609706 = -795438.270961 nChanged 145 SP:Iteration 21Q (241.744090 sec): 3 clusters Score: Raw -796015.892667 + Penalty 550.609706 = -795465.282961 nChanged 121 SP:Iteration 22Q (241.801324 sec): 3 clusters Score: Raw -796036.342496 + Penalty 550.609706 = -795485.732790 nChanged 113 SP:Iteration 23Q (241.854978 sec): 3 clusters Score: Raw -796054.222982 + Penalty 550.609706 = -795503.613276 nChanged 98 SP:Iteration 24Q (241.916816 sec): 3 clusters Score: Raw -796068.982341 + Penalty 550.609706 = -795518.372635 nChanged 80 SP:Iteration 25Q (241.966874 sec): 3 clusters Score: Raw -796079.436048 + Penalty 550.609706 = -795528.826342 nChanged 60 SP:Iteration 26Q (242.020382 sec): 3 clusters Score: Raw -796085.949572 + Penalty 550.609706 = -795535.339866 nChanged 49 SP:Iteration 27Q (242.060902 sec): 3 clusters Score: Raw -796091.020875 + Penalty 550.609706 = -795540.411169 nChanged 44 SP:Iteration 28Q (242.116157 sec): 3 clusters Score: Raw -796095.939030 + Penalty 550.609706 = -795545.329324 nChanged 46 SP:Iteration 29Q (242.171636 sec): 3 clusters Score: Raw -796100.126588 + Penalty 550.609706 = -795549.516882 nChanged 44 SP:Iteration 30Q (242.225391 sec): 3 clusters Score: Raw -796104.450302 + Penalty 550.609706 = -795553.840596 nChanged 42 SP:Iteration 31Q (242.282383 sec): 3 clusters Score: Raw -796107.423511 + Penalty 550.609706 = -795556.813805 nChanged 28 SP:Iteration 32Q (242.341402 sec): 3 clusters Score: Raw -796109.425413 + Penalty 550.609706 = -795558.815707 nChanged 31 SP:Iteration 33Q (242.395735 sec): 3 clusters Score: Raw -796111.305835 + Penalty 550.609706 = -795560.696129 nChanged 27 SP:Iteration 34Q (242.466129 sec): 3 clusters Score: Raw -796112.893123 + Penalty 550.609706 = -795562.283417 nChanged 25 SP:Iteration 35Q (242.527070 sec): 3 clusters Score: Raw -796114.529792 + Penalty 550.609706 = -795563.920086 nChanged 30 SP:Iteration 36Q (242.582692 sec): 3 clusters Score: Raw -796116.615128 + Penalty 550.609706 = -795566.005422 nChanged 24 SP:Iteration 37Q (242.639920 sec): 3 clusters Score: Raw -796118.376219 + Penalty 550.609706 = -795567.766513 nChanged 27 SP:Iteration 38Q (242.691019 sec): 3 clusters Score: Raw -796120.838870 + Penalty 550.609706 = -795570.229164 nChanged 34 SP:Iteration 39Q (242.739662 sec): 3 clusters Score: Raw -796123.645678 + Penalty 550.609706 = -795573.035972 nChanged 35 SP:Iteration 40F (242.786403 sec): 3 clusters Score: Raw -796126.209303 + Penalty 550.609706 = -795575.599597 nChanged 35 SP:Iteration 41Q (242.853885 sec): 3 clusters Score: Raw -796128.483087 + Penalty 550.609706 = -795577.873381 nChanged 29 SP:Iteration 42Q (242.910100 sec): 3 clusters Score: Raw -796129.938137 + Penalty 550.609706 = -795579.328431 nChanged 22 SP:Iteration 43Q (242.948822 sec): 3 clusters Score: Raw -796130.846918 + Penalty 550.609706 = -795580.237212 nChanged 17 SP:Iteration 44Q (243.003412 sec): 3 clusters Score: Raw -796131.377863 + Penalty 550.609706 = -795580.768157 nChanged 13 SP:Iteration 45Q (243.058027 sec): 3 clusters Score: Raw -796131.724127 + Penalty 550.609706 = -795581.114421 nChanged 5 SP:Iteration 46Q (243.125124 sec): 3 clusters Score: Raw -796131.854447 + Penalty 550.609706 = -795581.244741 nChanged 6 SP:Iteration 47Q (243.170879 sec): 3 clusters Score: Raw -796132.037951 + Penalty 550.609706 = -795581.428245 nChanged 4 SP:Iteration 48Q (243.229349 sec): 3 clusters Score: Raw -796132.125435 + Penalty 550.609706 = -795581.515729 nChanged 6 SP:Iteration 49Q (243.286328 sec): 3 clusters Score: Raw -796132.405856 + Penalty 550.609706 = -795581.796150 nChanged 8 SP:Iteration 50Q (243.333888 sec): 3 clusters Score: Raw -796132.716900 + Penalty 550.609706 = -795582.107194 nChanged 7 SP:Iteration 51Q (243.391310 sec): 3 clusters Score: Raw -796132.964526 + Penalty 550.609706 = -795582.354820 nChanged 6 SP:Iteration 52Q (243.444241 sec): 3 clusters Score: Raw -796133.147736 + Penalty 550.609706 = -795582.538030 nChanged 8 SP:Iteration 53Q (243.488022 sec): 3 clusters Score: Raw -796133.618647 + Penalty 550.609706 = -795583.008941 nChanged 5 SP:Iteration 54Q (243.549646 sec): 3 clusters Score: Raw -796133.801718 + Penalty 550.609706 = -795583.192012 nChanged 5 SP:Iteration 55Q (243.608819 sec): 3 clusters Score: Raw -796134.004555 + Penalty 550.609706 = -795583.394849 nChanged 5 SP:Iteration 56Q (243.660061 sec): 3 clusters Score: Raw -796134.085295 + Penalty 550.609706 = -795583.475589 nChanged 1 SP:Iteration 57Q (243.718708 sec): 3 clusters Score: Raw -796134.101477 + Penalty 550.609706 = -795583.491771 nChanged 1 SP:Iteration 58Q (243.790565 sec): 3 clusters Score: Raw -796134.107699 + Penalty 550.609706 = -795583.497993 nChanged 1 SP:Iteration 59Q (243.847788 sec): 3 clusters Score: Raw -796134.120715 + Penalty 550.609706 = -795583.511009 nChanged 1 SP:Iteration 60F (243.912280 sec): 3 clusters Score: Raw -796134.125731 + Penalty 550.609706 = -795583.516025 nChanged 1 SP:Iteration 61Q (243.968357 sec): 3 clusters Score: Raw -796134.133471 + Penalty 550.609706 = -795583.523766 nChanged 1 SP:Iteration 62Q (244.025125 sec): 3 clusters Score: Raw -796134.163619 + Penalty 550.609706 = -795583.553913 nChanged 5 SP:Iteration 63Q (244.085534 sec): 3 clusters Score: Raw -796134.322911 + Penalty 550.609706 = -795583.713205 nChanged 8 SP:Iteration 64Q (244.149065 sec): 3 clusters Score: Raw -796134.619121 + Penalty 550.609706 = -795584.009415 nChanged 4 SP:Iteration 65Q (244.216118 sec): 3 clusters Score: Raw -796134.738282 + Penalty 550.609706 = -795584.128576 nChanged 2 SP:Iteration 66Q (244.269341 sec): 3 clusters Score: Raw -796134.763228 + Penalty 550.609706 = -795584.153522 nChanged 2 SP:Iteration 67Q (244.340373 sec): 3 clusters Score: Raw -796134.787814 + Penalty 550.609706 = -795584.178108 nChanged 1 SP:Iteration 68Q (244.398823 sec): 3 clusters Score: Raw -796134.799936 + Penalty 550.609706 = -795584.190230 nChanged 2 SP:Iteration 69Q (244.460012 sec): 3 clusters Score: Raw -796134.851031 + Penalty 550.609706 = -795584.241325 nChanged 2 SP:Iteration 70Q (244.510763 sec): 3 clusters Score: Raw -796134.910153 + Penalty 550.609706 = -795584.300447 nChanged 1 SP:Iteration 71Q (244.569668 sec): 3 clusters Score: Raw -796134.967111 + Penalty 550.609706 = -795584.357406 nChanged 4 SP:Iteration 72Q (244.602664 sec): 3 clusters Score: Raw -796135.072699 + Penalty 550.609706 = -795584.462993 nChanged 5 SP:Iteration 73Q (244.668137 sec): 3 clusters Score: Raw -796135.293155 + Penalty 550.609706 = -795584.683449 nChanged 5 SP:Iteration 74Q (244.719703 sec): 3 clusters Score: Raw -796135.424733 + Penalty 550.609706 = -795584.815027 nChanged 3 SP:Iteration 75Q (244.773935 sec): 3 clusters Score: Raw -796135.468360 + Penalty 550.609706 = -795584.858654 nChanged 1 SP:Iteration 76Q (244.828475 sec): 3 clusters Score: Raw -796135.498861 + Penalty 550.609706 = -795584.889155 nChanged 2 SP:Iteration 77Q (244.881516 sec): 3 clusters Score: Raw -796135.549625 + Penalty 550.609706 = -795584.939919 nChanged 3 SP:Iteration 78Q (244.938762 sec): 3 clusters Score: Raw -796135.593501 + Penalty 550.609706 = -795584.983795 nChanged 4 SP:Iteration 79Q (244.994188 sec): 3 clusters Score: Raw -796135.649221 + Penalty 550.609706 = -795585.039515 nChanged 4 SP:Iteration 80F (245.040008 sec): 3 clusters Score: Raw -796135.728419 + Penalty 550.609706 = -795585.118713 nChanged 3 SP:Iteration 81Q (245.100319 sec): 3 clusters Score: Raw -796135.769760 + Penalty 550.609706 = -795585.160054 nChanged 2 SP:Iteration 82Q (245.149574 sec): 3 clusters Score: Raw -796135.791243 + Penalty 550.609706 = -795585.181537 nChanged 2 SP:Iteration 83Q (245.214156 sec): 3 clusters Score: Raw -796135.818757 + Penalty 550.609706 = -795585.209051 nChanged 1 SP:Iteration 84Q (245.262751 sec): 3 clusters Score: Raw -796135.834559 + Penalty 550.609706 = -795585.224853 nChanged 0 SP:Iteration 85F (245.322078 sec): 3 clusters Score: Raw -796135.834559 + Penalty 550.609706 = -795585.224853 nChanged 0 Trying to split cluster 10 (2084 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (245.342725 sec): 2 clusters Score: Raw -65342.463677 + Penalty 210.156221 = -65132.307456 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (245.348077 sec): 3 clusters Score: Raw -64151.974762 + Penalty 420.312442 = -63731.662320 nChanged 908 SP:Iteration 1F (245.352727 sec): 3 clusters Score: Raw -64814.722484 + Penalty 420.312442 = -64394.410041 nChanged 182 SP:Iteration 2F (245.357389 sec): 3 clusters Score: Raw -64954.325726 + Penalty 420.312442 = -64534.013284 nChanged 125 SP:Iteration 3F (245.389324 sec): 3 clusters Score: Raw -65007.093442 + Penalty 420.312442 = -64586.781000 nChanged 69 SP:Iteration 4Q (245.418667 sec): 3 clusters Score: Raw -65030.956388 + Penalty 420.312442 = -64610.643946 nChanged 58 SP:Iteration 5Q (245.466906 sec): 3 clusters Score: Raw -65054.909316 + Penalty 420.312442 = -64634.596874 nChanged 63 SP:Iteration 6Q (245.502215 sec): 3 clusters Score: Raw -65081.819663 + Penalty 420.312442 = -64661.507221 nChanged 58 SP:Iteration 7Q (245.545350 sec): 3 clusters Score: Raw -65101.677024 + Penalty 420.312442 = -64681.364581 nChanged 63 SP:Iteration 8Q (245.580335 sec): 3 clusters Score: Raw -65128.497969 + Penalty 420.312442 = -64708.185527 nChanged 68 SP:Iteration 9Q (245.619700 sec): 3 clusters Score: Raw -65161.813391 + Penalty 420.312442 = -64741.500949 nChanged 62 SP:Iteration 10Q (245.651371 sec): 3 clusters Score: Raw -65188.037940 + Penalty 420.312442 = -64767.725497 nChanged 62 SP:Iteration 11Q (245.683119 sec): 3 clusters Score: Raw -65215.606104 + Penalty 420.312442 = -64795.293662 nChanged 54 SP:Iteration 12Q (245.719951 sec): 3 clusters Score: Raw -65247.647677 + Penalty 420.312442 = -64827.335235 nChanged 51 SP:Iteration 13Q (245.757092 sec): 3 clusters Score: Raw -65281.386024 + Penalty 420.312442 = -64861.073582 nChanged 50 SP:Iteration 14Q (245.795424 sec): 3 clusters Score: Raw -65310.522758 + Penalty 420.312442 = -64890.210315 nChanged 36 SP:Iteration 15Q (245.829951 sec): 3 clusters Score: Raw -65328.454158 + Penalty 420.312442 = -64908.141716 nChanged 26 SP:Iteration 16Q (245.860447 sec): 3 clusters Score: Raw -65342.727800 + Penalty 420.312442 = -64922.415358 nChanged 30 SP:Iteration 17Q (245.891760 sec): 3 clusters Score: Raw -65356.855438 + Penalty 420.312442 = -64936.542996 nChanged 23 SP:Iteration 18Q (245.922091 sec): 3 clusters Score: Raw -65364.769991 + Penalty 420.312442 = -64944.457549 nChanged 16 SP:Iteration 19Q (245.963871 sec): 3 clusters Score: Raw -65371.252906 + Penalty 420.312442 = -64950.940464 nChanged 15 SP:Iteration 20F (246.009882 sec): 3 clusters Score: Raw -65380.536579 + Penalty 420.312442 = -64960.224137 nChanged 13 SP:Iteration 21Q (246.052022 sec): 3 clusters Score: Raw -65388.191246 + Penalty 420.312442 = -64967.878803 nChanged 10 SP:Iteration 22Q (246.091064 sec): 3 clusters Score: Raw -65397.045800 + Penalty 420.312442 = -64976.733358 nChanged 10 SP:Iteration 23Q (246.123181 sec): 3 clusters Score: Raw -65408.009799 + Penalty 420.312442 = -64987.697357 nChanged 6 SP:Iteration 24Q (246.174407 sec): 3 clusters Score: Raw -65409.670245 + Penalty 420.312442 = -64989.357803 nChanged 6 SP:Iteration 25Q (246.213234 sec): 3 clusters Score: Raw -65414.930615 + Penalty 420.312442 = -64994.618173 nChanged 10 SP:Iteration 26Q (246.256167 sec): 3 clusters Score: Raw -65421.205903 + Penalty 420.312442 = -65000.893461 nChanged 5 SP:Iteration 27Q (246.295119 sec): 3 clusters Score: Raw -65426.310030 + Penalty 420.312442 = -65005.997588 nChanged 5 SP:Iteration 28Q (246.341402 sec): 3 clusters Score: Raw -65428.565411 + Penalty 420.312442 = -65008.252969 nChanged 5 SP:Iteration 29Q (246.375884 sec): 3 clusters Score: Raw -65432.300311 + Penalty 420.312442 = -65011.987868 nChanged 8 SP:Iteration 30Q (246.412162 sec): 3 clusters Score: Raw -65437.415832 + Penalty 420.312442 = -65017.103390 nChanged 7 SP:Iteration 31Q (246.442551 sec): 3 clusters Score: Raw -65439.170983 + Penalty 420.312442 = -65018.858541 nChanged 4 SP:Iteration 32Q (246.484886 sec): 3 clusters Score: Raw -65440.294263 + Penalty 420.312442 = -65019.981821 nChanged 3 SP:Iteration 33Q (246.521691 sec): 3 clusters Score: Raw -65442.120965 + Penalty 420.312442 = -65021.808523 nChanged 2 SP:Iteration 34Q (246.558571 sec): 3 clusters Score: Raw -65443.676090 + Penalty 420.312442 = -65023.363648 nChanged 2 SP:Iteration 35Q (246.583439 sec): 3 clusters Score: Raw -65444.279391 + Penalty 420.312442 = -65023.966949 nChanged 2 SP:Iteration 36Q (246.625445 sec): 3 clusters Score: Raw -65445.355237 + Penalty 420.312442 = -65025.042795 nChanged 1 SP:Iteration 37Q (246.663803 sec): 3 clusters Score: Raw -65446.025485 + Penalty 420.312442 = -65025.713042 nChanged 2 SP:Iteration 38Q (246.702502 sec): 3 clusters Score: Raw -65446.642272 + Penalty 420.312442 = -65026.329829 nChanged 4 SP:Iteration 39Q (246.739999 sec): 3 clusters Score: Raw -65447.955791 + Penalty 420.312442 = -65027.643349 nChanged 1 SP:Iteration 40F (246.779080 sec): 3 clusters Score: Raw -65450.050048 + Penalty 420.312442 = -65029.737606 nChanged 4 SP:Iteration 41Q (246.833995 sec): 3 clusters Score: Raw -65451.409087 + Penalty 420.312442 = -65031.096645 nChanged 0 SP:Iteration 42F (246.870795 sec): 3 clusters Score: Raw -65451.409087 + Penalty 420.312442 = -65031.096645 nChanged 0 Trying to split cluster 11 (2883 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (246.887539 sec): 2 clusters Score: Raw -92704.863732 + Penalty 219.081134 = -92485.782598 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (246.926066 sec): 3 clusters Score: Raw -90989.913801 + Penalty 438.162268 = -90551.751532 nChanged 1319 SP:Iteration 1F (246.967895 sec): 3 clusters Score: Raw -91741.072804 + Penalty 438.162268 = -91302.910536 nChanged 238 SP:Iteration 2F (247.014598 sec): 3 clusters Score: Raw -91870.489919 + Penalty 438.162268 = -91432.327651 nChanged 194 SP:Iteration 3F (247.062603 sec): 3 clusters Score: Raw -91972.967742 + Penalty 438.162268 = -91534.805474 nChanged 149 SP:Iteration 4F (247.094676 sec): 3 clusters Score: Raw -92042.872114 + Penalty 438.162268 = -91604.709845 nChanged 125 SP:Iteration 5Q (247.131352 sec): 3 clusters Score: Raw -92130.874820 + Penalty 438.162268 = -91692.712552 nChanged 140 SP:Iteration 6Q (247.169236 sec): 3 clusters Score: Raw -92253.226834 + Penalty 438.162268 = -91815.064566 nChanged 166 SP:Iteration 7F (247.210659 sec): 3 clusters Score: Raw -92393.583054 + Penalty 438.162268 = -91955.420786 nChanged 136 SP:Iteration 8Q (247.263937 sec): 3 clusters Score: Raw -92478.717331 + Penalty 438.162268 = -92040.555063 nChanged 101 SP:Iteration 9Q (247.303312 sec): 3 clusters Score: Raw -92534.128280 + Penalty 438.162268 = -92095.966011 nChanged 55 SP:Iteration 10Q (247.349619 sec): 3 clusters Score: Raw -92560.708236 + Penalty 438.162268 = -92122.545967 nChanged 49 SP:Iteration 11Q (247.389188 sec): 3 clusters Score: Raw -92578.156900 + Penalty 438.162268 = -92139.994632 nChanged 29 SP:Iteration 12Q (247.426535 sec): 3 clusters Score: Raw -92588.835317 + Penalty 438.162268 = -92150.673048 nChanged 29 SP:Iteration 13Q (247.480801 sec): 3 clusters Score: Raw -92598.992749 + Penalty 438.162268 = -92160.830481 nChanged 25 SP:Iteration 14Q (247.528440 sec): 3 clusters Score: Raw -92606.121845 + Penalty 438.162268 = -92167.959576 nChanged 22 SP:Iteration 15Q (247.576311 sec): 3 clusters Score: Raw -92611.991026 + Penalty 438.162268 = -92173.828758 nChanged 16 SP:Iteration 16Q (247.620375 sec): 3 clusters Score: Raw -92615.431295 + Penalty 438.162268 = -92177.269026 nChanged 13 SP:Iteration 17Q (247.659522 sec): 3 clusters Score: Raw -92617.268047 + Penalty 438.162268 = -92179.105779 nChanged 10 SP:Iteration 18Q (247.703280 sec): 3 clusters Score: Raw -92618.379780 + Penalty 438.162268 = -92180.217511 nChanged 8 SP:Iteration 19Q (247.758119 sec): 3 clusters Score: Raw -92619.699865 + Penalty 438.162268 = -92181.537597 nChanged 9 SP:Iteration 20F (247.802609 sec): 3 clusters Score: Raw -92620.668648 + Penalty 438.162268 = -92182.506379 nChanged 6 SP:Iteration 21Q (247.833218 sec): 3 clusters Score: Raw -92621.121119 + Penalty 438.162268 = -92182.958851 nChanged 4 SP:Iteration 22Q (247.878840 sec): 3 clusters Score: Raw -92621.749070 + Penalty 438.162268 = -92183.586802 nChanged 7 SP:Iteration 23Q (247.908535 sec): 3 clusters Score: Raw -92623.120585 + Penalty 438.162268 = -92184.958317 nChanged 8 SP:Iteration 24Q (247.955276 sec): 3 clusters Score: Raw -92625.125563 + Penalty 438.162268 = -92186.963295 nChanged 10 SP:Iteration 25Q (247.998924 sec): 3 clusters Score: Raw -92626.890313 + Penalty 438.162268 = -92188.728045 nChanged 9 SP:Iteration 26Q (248.050193 sec): 3 clusters Score: Raw -92628.856635 + Penalty 438.162268 = -92190.694366 nChanged 13 SP:Iteration 27Q (248.092269 sec): 3 clusters Score: Raw -92631.179510 + Penalty 438.162268 = -92193.017242 nChanged 10 SP:Iteration 28Q (248.142171 sec): 3 clusters Score: Raw -92632.087448 + Penalty 438.162268 = -92193.925180 nChanged 4 SP:Iteration 29Q (248.179962 sec): 3 clusters Score: Raw -92632.521656 + Penalty 438.162268 = -92194.359388 nChanged 4 SP:Iteration 30Q (248.224234 sec): 3 clusters Score: Raw -92633.111932 + Penalty 438.162268 = -92194.949663 nChanged 5 SP:Iteration 31Q (248.258830 sec): 3 clusters Score: Raw -92633.608093 + Penalty 438.162268 = -92195.445825 nChanged 5 SP:Iteration 32Q (248.301460 sec): 3 clusters Score: Raw -92635.526267 + Penalty 438.162268 = -92197.363998 nChanged 6 SP:Iteration 33Q (248.341029 sec): 3 clusters Score: Raw -92637.382881 + Penalty 438.162268 = -92199.220613 nChanged 7 SP:Iteration 34Q (248.378652 sec): 3 clusters Score: Raw -92637.943589 + Penalty 438.162268 = -92199.781321 nChanged 4 SP:Iteration 35Q (248.417243 sec): 3 clusters Score: Raw -92638.626833 + Penalty 438.162268 = -92200.464564 nChanged 6 SP:Iteration 36Q (248.458792 sec): 3 clusters Score: Raw -92639.545543 + Penalty 438.162268 = -92201.383274 nChanged 6 SP:Iteration 37Q (248.464985 sec): 3 clusters Score: Raw -92640.127898 + Penalty 438.162268 = -92201.965630 nChanged 5 SP:Iteration 38Q (248.487427 sec): 3 clusters Score: Raw -92640.582173 + Penalty 438.162268 = -92202.419905 nChanged 4 SP:Iteration 39Q (248.493721 sec): 3 clusters Score: Raw -92641.002763 + Penalty 438.162268 = -92202.840494 nChanged 5 SP:Iteration 40F (248.499852 sec): 3 clusters Score: Raw -92641.512189 + Penalty 438.162268 = -92203.349921 nChanged 3 SP:Iteration 41Q (248.505994 sec): 3 clusters Score: Raw -92641.953966 + Penalty 438.162268 = -92203.791697 nChanged 1 SP:Iteration 42Q (248.512153 sec): 3 clusters Score: Raw -92641.970514 + Penalty 438.162268 = -92203.808246 nChanged 1 SP:Iteration 43Q (248.518272 sec): 3 clusters Score: Raw -92642.095204 + Penalty 438.162268 = -92203.932936 nChanged 1 SP:Iteration 44Q (248.524383 sec): 3 clusters Score: Raw -92642.176848 + Penalty 438.162268 = -92204.014580 nChanged 0 SP:Iteration 45F (248.530503 sec): 3 clusters Score: Raw -92642.176848 + Penalty 438.162268 = -92204.014580 nChanged 0 Trying to split cluster 12 (1005 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (248.536076 sec): 2 clusters Score: Raw -37247.591076 + Penalty 190.100428 = -37057.490648 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (248.538958 sec): 3 clusters Score: Raw -36722.766588 + Penalty 380.200855 = -36342.565733 nChanged 421 SP:Iteration 1F (248.541542 sec): 3 clusters Score: Raw -37036.299847 + Penalty 380.200855 = -36656.098991 nChanged 83 SP:Iteration 2F (248.562702 sec): 3 clusters Score: Raw -37108.499181 + Penalty 380.200855 = -36728.298326 nChanged 63 SP:Iteration 3F (248.581413 sec): 3 clusters Score: Raw -37148.345581 + Penalty 380.200855 = -36768.144726 nChanged 40 SP:Iteration 4Q (248.583932 sec): 3 clusters Score: Raw -37188.613732 + Penalty 380.200855 = -36808.412877 nChanged 45 SP:Iteration 5Q (248.586427 sec): 3 clusters Score: Raw -37226.966848 + Penalty 380.200855 = -36846.765993 nChanged 38 SP:Iteration 6Q (248.588905 sec): 3 clusters Score: Raw -37247.871344 + Penalty 380.200855 = -36867.670489 nChanged 33 SP:Iteration 7Q (248.591410 sec): 3 clusters Score: Raw -37267.251285 + Penalty 380.200855 = -36887.050430 nChanged 24 SP:Iteration 8Q (248.593910 sec): 3 clusters Score: Raw -37277.647072 + Penalty 380.200855 = -36897.446217 nChanged 21 SP:Iteration 9Q (248.596418 sec): 3 clusters Score: Raw -37285.306355 + Penalty 380.200855 = -36905.105500 nChanged 16 SP:Iteration 10Q (248.598926 sec): 3 clusters Score: Raw -37292.235248 + Penalty 380.200855 = -36912.034393 nChanged 18 SP:Iteration 11Q (248.627035 sec): 3 clusters Score: Raw -37297.196932 + Penalty 380.200855 = -36916.996077 nChanged 10 SP:Iteration 12Q (248.674116 sec): 3 clusters Score: Raw -37299.715344 + Penalty 380.200855 = -36919.514489 nChanged 5 SP:Iteration 13Q (248.690307 sec): 3 clusters Score: Raw -37301.270853 + Penalty 380.200855 = -36921.069998 nChanged 6 SP:Iteration 14Q (248.719641 sec): 3 clusters Score: Raw -37302.369331 + Penalty 380.200855 = -36922.168476 nChanged 6 SP:Iteration 15Q (248.722642 sec): 3 clusters Score: Raw -37303.612745 + Penalty 380.200855 = -36923.411890 nChanged 8 SP:Iteration 16Q (248.725187 sec): 3 clusters Score: Raw -37305.363544 + Penalty 380.200855 = -36925.162689 nChanged 6 SP:Iteration 17Q (248.727686 sec): 3 clusters Score: Raw -37306.660840 + Penalty 380.200855 = -36926.459985 nChanged 6 SP:Iteration 18Q (248.730206 sec): 3 clusters Score: Raw -37307.983785 + Penalty 380.200855 = -36927.782930 nChanged 9 SP:Iteration 19Q (248.732696 sec): 3 clusters Score: Raw -37310.576020 + Penalty 380.200855 = -36930.375164 nChanged 14 SP:Iteration 20F (248.735180 sec): 3 clusters Score: Raw -37315.567809 + Penalty 380.200855 = -36935.366954 nChanged 12 SP:Iteration 21Q (248.737685 sec): 3 clusters Score: Raw -37319.564320 + Penalty 380.200855 = -36939.363465 nChanged 14 SP:Iteration 22Q (248.740140 sec): 3 clusters Score: Raw -37326.121098 + Penalty 380.200855 = -36945.920243 nChanged 12 SP:Iteration 23Q (248.742671 sec): 3 clusters Score: Raw -37329.847279 + Penalty 380.200855 = -36949.646424 nChanged 10 SP:Iteration 24Q (248.745177 sec): 3 clusters Score: Raw -37331.998255 + Penalty 380.200855 = -36951.797400 nChanged 6 SP:Iteration 25Q (248.788212 sec): 3 clusters Score: Raw -37333.944809 + Penalty 380.200855 = -36953.743954 nChanged 2 SP:Iteration 26Q (248.824874 sec): 3 clusters Score: Raw -37334.525126 + Penalty 380.200855 = -36954.324271 nChanged 1 SP:Iteration 27Q (248.866030 sec): 3 clusters Score: Raw -37334.614215 + Penalty 380.200855 = -36954.413359 nChanged 1 SP:Iteration 28Q (248.912723 sec): 3 clusters Score: Raw -37334.733803 + Penalty 380.200855 = -36954.532948 nChanged 0 SP:Iteration 29F (248.957647 sec): 3 clusters Score: Raw -37334.733803 + Penalty 380.200855 = -36954.532948 nChanged 0 Trying to split cluster 13 (12757 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (248.979424 sec): 2 clusters Score: Raw -458664.381493 + Penalty 259.980474 = -458404.401019 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (249.026593 sec): 3 clusters Score: Raw -450365.093203 + Penalty 519.960948 = -449845.132255 nChanged 6101 SP:Iteration 1F (249.080697 sec): 3 clusters Score: Raw -453768.401001 + Penalty 519.960948 = -453248.440053 nChanged 715 SP:Iteration 2F (249.121871 sec): 3 clusters Score: Raw -454050.504260 + Penalty 519.960948 = -453530.543312 nChanged 683 SP:Iteration 3F (249.178108 sec): 3 clusters Score: Raw -454392.213480 + Penalty 519.960948 = -453872.252532 nChanged 787 SP:Iteration 4F (249.224271 sec): 3 clusters Score: Raw -454919.235591 + Penalty 519.960948 = -454399.274643 nChanged 874 SP:Iteration 5F (249.265108 sec): 3 clusters Score: Raw -455572.038220 + Penalty 519.960948 = -455052.077272 nChanged 849 SP:Iteration 6F (249.316743 sec): 3 clusters Score: Raw -456243.335749 + Penalty 519.960948 = -455723.374801 nChanged 721 SP:Iteration 7F (249.371608 sec): 3 clusters Score: Raw -456727.148975 + Penalty 519.960948 = -456207.188027 nChanged 559 SP:Iteration 8Q (249.424297 sec): 3 clusters Score: Raw -457047.350726 + Penalty 519.960948 = -456527.389778 nChanged 368 SP:Iteration 9Q (249.457431 sec): 3 clusters Score: Raw -457211.078630 + Penalty 519.960948 = -456691.117682 nChanged 268 SP:Iteration 10Q (249.513450 sec): 3 clusters Score: Raw -457337.327289 + Penalty 519.960948 = -456817.366341 nChanged 256 SP:Iteration 11Q (249.563239 sec): 3 clusters Score: Raw -457486.159596 + Penalty 519.960948 = -456966.198648 nChanged 276 SP:Iteration 12Q (249.605654 sec): 3 clusters Score: Raw -457653.691173 + Penalty 519.960948 = -457133.730224 nChanged 253 SP:Iteration 13Q (249.648914 sec): 3 clusters Score: Raw -457806.564368 + Penalty 519.960948 = -457286.603420 nChanged 250 SP:Iteration 14Q (249.706993 sec): 3 clusters Score: Raw -457917.333616 + Penalty 519.960948 = -457397.372668 nChanged 239 SP:Iteration 15Q (249.746878 sec): 3 clusters Score: Raw -458006.970684 + Penalty 519.960948 = -457487.009736 nChanged 184 SP:Iteration 16Q (249.791198 sec): 3 clusters Score: Raw -458068.371674 + Penalty 519.960948 = -457548.410725 nChanged 178 SP:Iteration 17Q (249.836412 sec): 3 clusters Score: Raw -458131.226720 + Penalty 519.960948 = -457611.265772 nChanged 152 SP:Iteration 18Q (249.886855 sec): 3 clusters Score: Raw -458185.021179 + Penalty 519.960948 = -457665.060231 nChanged 162 SP:Iteration 19Q (249.940098 sec): 3 clusters Score: Raw -458248.880979 + Penalty 519.960948 = -457728.920031 nChanged 148 SP:Iteration 20F (249.977951 sec): 3 clusters Score: Raw -458302.016416 + Penalty 519.960948 = -457782.055468 nChanged 138 SP:Iteration 21Q (250.018380 sec): 3 clusters Score: Raw -458344.502657 + Penalty 519.960948 = -457824.541709 nChanged 109 SP:Iteration 22Q (250.058325 sec): 3 clusters Score: Raw -458379.496004 + Penalty 519.960948 = -457859.535056 nChanged 122 SP:Iteration 23Q (250.105465 sec): 3 clusters Score: Raw -458417.880777 + Penalty 519.960948 = -457897.919829 nChanged 112 SP:Iteration 24Q (250.143446 sec): 3 clusters Score: Raw -458446.428780 + Penalty 519.960948 = -457926.467832 nChanged 78 SP:Iteration 25Q (250.203413 sec): 3 clusters Score: Raw -458462.876603 + Penalty 519.960948 = -457942.915655 nChanged 74 SP:Iteration 26Q (250.241157 sec): 3 clusters Score: Raw -458475.073389 + Penalty 519.960948 = -457955.112441 nChanged 41 SP:Iteration 27Q (250.278544 sec): 3 clusters Score: Raw -458479.098118 + Penalty 519.960948 = -457959.137170 nChanged 35 SP:Iteration 28Q (250.333842 sec): 3 clusters Score: Raw -458482.208848 + Penalty 519.960948 = -457962.247900 nChanged 34 SP:Iteration 29Q (250.387545 sec): 3 clusters Score: Raw -458485.764779 + Penalty 519.960948 = -457965.803831 nChanged 32 SP:Iteration 30Q (250.443049 sec): 3 clusters Score: Raw -458487.869028 + Penalty 519.960948 = -457967.908080 nChanged 23 SP:Iteration 31Q (250.499297 sec): 3 clusters Score: Raw -458489.335170 + Penalty 519.960948 = -457969.374222 nChanged 19 SP:Iteration 32Q (250.554152 sec): 3 clusters Score: Raw -458490.160368 + Penalty 519.960948 = -457970.199420 nChanged 18 SP:Iteration 33Q (250.604169 sec): 3 clusters Score: Raw -458491.256646 + Penalty 519.960948 = -457971.295698 nChanged 14 SP:Iteration 34Q (250.658195 sec): 3 clusters Score: Raw -458492.404182 + Penalty 519.960948 = -457972.443234 nChanged 20 SP:Iteration 35Q (250.701112 sec): 3 clusters Score: Raw -458493.786608 + Penalty 519.960948 = -457973.825660 nChanged 16 SP:Iteration 36Q (250.757816 sec): 3 clusters Score: Raw -458495.139265 + Penalty 519.960948 = -457975.178317 nChanged 24 SP:Iteration 37Q (250.814649 sec): 3 clusters Score: Raw -458497.474752 + Penalty 519.960948 = -457977.513804 nChanged 34 SP:Iteration 38Q (250.866789 sec): 3 clusters Score: Raw -458500.715032 + Penalty 519.960948 = -457980.754084 nChanged 36 SP:Iteration 39Q (250.911727 sec): 3 clusters Score: Raw -458505.366079 + Penalty 519.960948 = -457985.405131 nChanged 43 SP:Iteration 40F (250.956917 sec): 3 clusters Score: Raw -458509.888931 + Penalty 519.960948 = -457989.927983 nChanged 41 SP:Iteration 41Q (251.018594 sec): 3 clusters Score: Raw -458515.517171 + Penalty 519.960948 = -457995.556223 nChanged 52 SP:Iteration 42Q (251.066492 sec): 3 clusters Score: Raw -458523.185951 + Penalty 519.960948 = -458003.225003 nChanged 43 SP:Iteration 43Q (251.128715 sec): 3 clusters Score: Raw -458528.867760 + Penalty 519.960948 = -458008.906812 nChanged 35 SP:Iteration 44Q (251.179260 sec): 3 clusters Score: Raw -458532.997617 + Penalty 519.960948 = -458013.036669 nChanged 35 SP:Iteration 45Q (251.231086 sec): 3 clusters Score: Raw -458536.810563 + Penalty 519.960948 = -458016.849615 nChanged 37 SP:Iteration 46Q (251.270978 sec): 3 clusters Score: Raw -458540.060118 + Penalty 519.960948 = -458020.099170 nChanged 24 SP:Iteration 47Q (251.326017 sec): 3 clusters Score: Raw -458541.920069 + Penalty 519.960948 = -458021.959121 nChanged 23 SP:Iteration 48Q (251.378646 sec): 3 clusters Score: Raw -458544.374593 + Penalty 519.960948 = -458024.413645 nChanged 29 SP:Iteration 49Q (251.419015 sec): 3 clusters Score: Raw -458547.355633 + Penalty 519.960948 = -458027.394685 nChanged 26 SP:Iteration 50Q (251.450860 sec): 3 clusters Score: Raw -458549.782582 + Penalty 519.960948 = -458029.821634 nChanged 29 SP:Iteration 51Q (251.471520 sec): 3 clusters Score: Raw -458552.548996 + Penalty 519.960948 = -458032.588048 nChanged 28 SP:Iteration 52Q (251.518442 sec): 3 clusters Score: Raw -458555.027040 + Penalty 519.960948 = -458035.066092 nChanged 21 SP:Iteration 53Q (251.569450 sec): 3 clusters Score: Raw -458556.111690 + Penalty 519.960948 = -458036.150742 nChanged 13 SP:Iteration 54Q (251.614167 sec): 3 clusters Score: Raw -458556.922341 + Penalty 519.960948 = -458036.961393 nChanged 15 SP:Iteration 55Q (251.660129 sec): 3 clusters Score: Raw -458557.561093 + Penalty 519.960948 = -458037.600145 nChanged 9 SP:Iteration 56Q (251.714758 sec): 3 clusters Score: Raw -458558.046026 + Penalty 519.960948 = -458038.085078 nChanged 14 SP:Iteration 57Q (251.760857 sec): 3 clusters Score: Raw -458558.626574 + Penalty 519.960948 = -458038.665626 nChanged 12 SP:Iteration 58Q (251.792954 sec): 3 clusters Score: Raw -458559.113056 + Penalty 519.960948 = -458039.152108 nChanged 10 SP:Iteration 59Q (251.842314 sec): 3 clusters Score: Raw -458559.715030 + Penalty 519.960948 = -458039.754082 nChanged 12 SP:Iteration 60F (251.892679 sec): 3 clusters Score: Raw -458560.511494 + Penalty 519.960948 = -458040.550546 nChanged 10 SP:Iteration 61Q (251.932086 sec): 3 clusters Score: Raw -458561.144469 + Penalty 519.960948 = -458041.183521 nChanged 10 SP:Iteration 62Q (251.974864 sec): 3 clusters Score: Raw -458561.912198 + Penalty 519.960948 = -458041.951250 nChanged 16 SP:Iteration 63Q (252.026766 sec): 3 clusters Score: Raw -458563.336526 + Penalty 519.960948 = -458043.375578 nChanged 24 SP:Iteration 64Q (252.074767 sec): 3 clusters Score: Raw -458565.145919 + Penalty 519.960948 = -458045.184971 nChanged 25 SP:Iteration 65Q (252.126980 sec): 3 clusters Score: Raw -458567.177087 + Penalty 519.960948 = -458047.216139 nChanged 26 SP:Iteration 66Q (252.177814 sec): 3 clusters Score: Raw -458569.593963 + Penalty 519.960948 = -458049.633015 nChanged 21 SP:Iteration 67Q (252.219248 sec): 3 clusters Score: Raw -458571.190032 + Penalty 519.960948 = -458051.229084 nChanged 7 SP:Iteration 68Q (252.278344 sec): 3 clusters Score: Raw -458571.464264 + Penalty 519.960948 = -458051.503316 nChanged 5 SP:Iteration 69Q (252.329655 sec): 3 clusters Score: Raw -458571.595467 + Penalty 519.960948 = -458051.634519 nChanged 4 SP:Iteration 70Q (252.380943 sec): 3 clusters Score: Raw -458571.778208 + Penalty 519.960948 = -458051.817260 nChanged 3 SP:Iteration 71Q (252.425750 sec): 3 clusters Score: Raw -458571.818298 + Penalty 519.960948 = -458051.857350 nChanged 1 SP:Iteration 72Q (252.478769 sec): 3 clusters Score: Raw -458571.832248 + Penalty 519.960948 = -458051.871300 nChanged 1 SP:Iteration 73Q (252.534319 sec): 3 clusters Score: Raw -458571.842303 + Penalty 519.960948 = -458051.881355 nChanged 2 SP:Iteration 74Q (252.582005 sec): 3 clusters Score: Raw -458571.879673 + Penalty 519.960948 = -458051.918725 nChanged 2 SP:Iteration 75Q (252.638441 sec): 3 clusters Score: Raw -458571.901930 + Penalty 519.960948 = -458051.940981 nChanged 2 SP:Iteration 76Q (252.693865 sec): 3 clusters Score: Raw -458571.935399 + Penalty 519.960948 = -458051.974451 nChanged 1 SP:Iteration 77Q (252.735189 sec): 3 clusters Score: Raw -458571.959760 + Penalty 519.960948 = -458051.998812 nChanged 1 SP:Iteration 78Q (252.787715 sec): 3 clusters Score: Raw -458571.997750 + Penalty 519.960948 = -458052.036802 nChanged 1 SP:Iteration 79Q (252.810089 sec): 3 clusters Score: Raw -458572.018305 + Penalty 519.960948 = -458052.057357 nChanged 1 SP:Iteration 80F (252.857672 sec): 3 clusters Score: Raw -458572.034038 + Penalty 519.960948 = -458052.073090 nChanged 3 SP:Iteration 81Q (252.901914 sec): 3 clusters Score: Raw -458572.143138 + Penalty 519.960948 = -458052.182190 nChanged 6 SP:Iteration 82Q (252.944312 sec): 3 clusters Score: Raw -458572.412017 + Penalty 519.960948 = -458052.451069 nChanged 9 SP:Iteration 83Q (252.992223 sec): 3 clusters Score: Raw -458573.076241 + Penalty 519.960948 = -458053.115293 nChanged 9 SP:Iteration 84Q (253.044032 sec): 3 clusters Score: Raw -458573.602816 + Penalty 519.960948 = -458053.641868 nChanged 7 SP:Iteration 85Q (253.075407 sec): 3 clusters Score: Raw -458574.007110 + Penalty 519.960948 = -458054.046162 nChanged 10 SP:Iteration 86Q (253.117804 sec): 3 clusters Score: Raw -458574.712235 + Penalty 519.960948 = -458054.751286 nChanged 16 SP:Iteration 87Q (253.152672 sec): 3 clusters Score: Raw -458575.427923 + Penalty 519.960948 = -458055.466975 nChanged 6 SP:Iteration 88Q (253.201929 sec): 3 clusters Score: Raw -458575.814554 + Penalty 519.960948 = -458055.853606 nChanged 9 SP:Iteration 89Q (253.249984 sec): 3 clusters Score: Raw -458576.175286 + Penalty 519.960948 = -458056.214338 nChanged 6 SP:Iteration 90Q (253.307266 sec): 3 clusters Score: Raw -458576.434271 + Penalty 519.960948 = -458056.473323 nChanged 8 SP:Iteration 91Q (253.350657 sec): 3 clusters Score: Raw -458576.738817 + Penalty 519.960948 = -458056.777869 nChanged 11 SP:Iteration 92Q (253.398357 sec): 3 clusters Score: Raw -458577.314277 + Penalty 519.960948 = -458057.353329 nChanged 11 SP:Iteration 93Q (253.455783 sec): 3 clusters Score: Raw -458577.762070 + Penalty 519.960948 = -458057.801122 nChanged 11 SP:Iteration 94Q (253.503355 sec): 3 clusters Score: Raw -458578.107253 + Penalty 519.960948 = -458058.146305 nChanged 7 SP:Iteration 95Q (253.556533 sec): 3 clusters Score: Raw -458578.301193 + Penalty 519.960948 = -458058.340245 nChanged 8 SP:Iteration 96Q (253.611655 sec): 3 clusters Score: Raw -458578.706588 + Penalty 519.960948 = -458058.745640 nChanged 10 SP:Iteration 97Q (253.665465 sec): 3 clusters Score: Raw -458579.206700 + Penalty 519.960948 = -458059.245752 nChanged 5 SP:Iteration 98Q (253.715986 sec): 3 clusters Score: Raw -458579.458185 + Penalty 519.960948 = -458059.497237 nChanged 11 SP:Iteration 99Q (253.761150 sec): 3 clusters Score: Raw -458579.950201 + Penalty 519.960948 = -458059.989252 nChanged 12 SP:Iteration 100F (253.817466 sec): 3 clusters Score: Raw -458580.668668 + Penalty 519.960948 = -458060.707720 nChanged 9 SP:Iteration 101Q (253.860940 sec): 3 clusters Score: Raw -458581.235623 + Penalty 519.960948 = -458061.274674 nChanged 7 SP:Iteration 102Q (253.908074 sec): 3 clusters Score: Raw -458581.708594 + Penalty 519.960948 = -458061.747646 nChanged 9 SP:Iteration 103Q (253.965578 sec): 3 clusters Score: Raw -458582.228177 + Penalty 519.960948 = -458062.267229 nChanged 13 SP:Iteration 104Q (253.993005 sec): 3 clusters Score: Raw -458583.002922 + Penalty 519.960948 = -458063.041974 nChanged 9 SP:Iteration 105Q (254.013599 sec): 3 clusters Score: Raw -458583.707864 + Penalty 519.960948 = -458063.746916 nChanged 9 SP:Iteration 106Q (254.034343 sec): 3 clusters Score: Raw -458584.262206 + Penalty 519.960948 = -458064.301258 nChanged 9 SP:Iteration 107Q (254.055151 sec): 3 clusters Score: Raw -458584.951055 + Penalty 519.960948 = -458064.990107 nChanged 9 SP:Iteration 108Q (254.123932 sec): 3 clusters Score: Raw -458585.517419 + Penalty 519.960948 = -458065.556471 nChanged 10 SP:Iteration 109Q (254.168679 sec): 3 clusters Score: Raw -458586.134489 + Penalty 519.960948 = -458066.173541 nChanged 7 SP:Iteration 110Q (254.230194 sec): 3 clusters Score: Raw -458586.406048 + Penalty 519.960948 = -458066.445100 nChanged 8 SP:Iteration 111Q (254.289391 sec): 3 clusters Score: Raw -458586.779689 + Penalty 519.960948 = -458066.818741 nChanged 8 SP:Iteration 112Q (254.344181 sec): 3 clusters Score: Raw -458587.218815 + Penalty 519.960948 = -458067.257867 nChanged 5 SP:Iteration 113Q (254.402028 sec): 3 clusters Score: Raw -458587.573003 + Penalty 519.960948 = -458067.612055 nChanged 8 SP:Iteration 114Q (254.457669 sec): 3 clusters Score: Raw -458588.305595 + Penalty 519.960948 = -458068.344647 nChanged 8 SP:Iteration 115Q (254.507623 sec): 3 clusters Score: Raw -458588.701849 + Penalty 519.960948 = -458068.740901 nChanged 3 SP:Iteration 116Q (254.553261 sec): 3 clusters Score: Raw -458588.811885 + Penalty 519.960948 = -458068.850937 nChanged 2 SP:Iteration 117Q (254.600933 sec): 3 clusters Score: Raw -458588.895345 + Penalty 519.960948 = -458068.934397 nChanged 4 SP:Iteration 118Q (254.644054 sec): 3 clusters Score: Raw -458589.096344 + Penalty 519.960948 = -458069.135396 nChanged 7 SP:Iteration 119Q (254.695030 sec): 3 clusters Score: Raw -458589.662971 + Penalty 519.960948 = -458069.702023 nChanged 9 SP:Iteration 120F (254.742718 sec): 3 clusters Score: Raw -458590.471758 + Penalty 519.960948 = -458070.510810 nChanged 12 SP:Iteration 121Q (254.790014 sec): 3 clusters Score: Raw -458591.576334 + Penalty 519.960948 = -458071.615385 nChanged 14 SP:Iteration 122Q (254.838753 sec): 3 clusters Score: Raw -458592.630690 + Penalty 519.960948 = -458072.669742 nChanged 8 SP:Iteration 123Q (254.898524 sec): 3 clusters Score: Raw -458593.177507 + Penalty 519.960948 = -458073.216559 nChanged 7 SP:Iteration 124Q (254.939971 sec): 3 clusters Score: Raw -458593.590242 + Penalty 519.960948 = -458073.629294 nChanged 4 SP:Iteration 125Q (254.980331 sec): 3 clusters Score: Raw -458593.712670 + Penalty 519.960948 = -458073.751722 nChanged 1 SP:Iteration 126Q (255.026878 sec): 3 clusters Score: Raw -458593.735747 + Penalty 519.960948 = -458073.774799 nChanged 1 SP:Iteration 127Q (255.079158 sec): 3 clusters Score: Raw -458593.753245 + Penalty 519.960948 = -458073.792297 nChanged 1 SP:Iteration 128Q (255.113895 sec): 3 clusters Score: Raw -458593.792802 + Penalty 519.960948 = -458073.831854 nChanged 3 SP:Iteration 129Q (255.165732 sec): 3 clusters Score: Raw -458593.929756 + Penalty 519.960948 = -458073.968808 nChanged 6 SP:Iteration 130Q (255.208507 sec): 3 clusters Score: Raw -458594.294615 + Penalty 519.960948 = -458074.333667 nChanged 5 SP:Iteration 131Q (255.252619 sec): 3 clusters Score: Raw -458594.635505 + Penalty 519.960948 = -458074.674557 nChanged 8 SP:Iteration 132Q (255.300337 sec): 3 clusters Score: Raw -458595.483489 + Penalty 519.960948 = -458075.522541 nChanged 11 SP:Iteration 133Q (255.343961 sec): 3 clusters Score: Raw -458596.689361 + Penalty 519.960948 = -458076.728413 nChanged 12 SP:Iteration 134Q (255.392400 sec): 3 clusters Score: Raw -458597.214319 + Penalty 519.960948 = -458077.253371 nChanged 9 SP:Iteration 135Q (255.438167 sec): 3 clusters Score: Raw -458597.644403 + Penalty 519.960948 = -458077.683454 nChanged 6 SP:Iteration 136Q (255.488533 sec): 3 clusters Score: Raw -458598.171857 + Penalty 519.960948 = -458078.210908 nChanged 7 SP:Iteration 137Q (255.532940 sec): 3 clusters Score: Raw -458598.658455 + Penalty 519.960948 = -458078.697506 nChanged 8 SP:Iteration 138Q (255.594111 sec): 3 clusters Score: Raw -458599.068077 + Penalty 519.960948 = -458079.107129 nChanged 5 SP:Iteration 139Q (255.641628 sec): 3 clusters Score: Raw -458599.212069 + Penalty 519.960948 = -458079.251121 nChanged 3 SP:Iteration 140F (255.697190 sec): 3 clusters Score: Raw -458599.306871 + Penalty 519.960948 = -458079.345923 nChanged 3 SP:Iteration 141Q (255.743236 sec): 3 clusters Score: Raw -458599.738111 + Penalty 519.960948 = -458079.777163 nChanged 3 SP:Iteration 142Q (255.796786 sec): 3 clusters Score: Raw -458599.894926 + Penalty 519.960948 = -458079.933978 nChanged 2 SP:Iteration 143Q (255.845869 sec): 3 clusters Score: Raw -458599.941415 + Penalty 519.960948 = -458079.980467 nChanged 2 SP:Iteration 144Q (255.911307 sec): 3 clusters Score: Raw -458599.960418 + Penalty 519.960948 = -458079.999470 nChanged 0 SP:Iteration 145F (255.959562 sec): 3 clusters Score: Raw -458599.960418 + Penalty 519.960948 = -458079.999470 nChanged 0 Trying to split cluster 14 (4112 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (255.988100 sec): 2 clusters Score: Raw -133445.722308 + Penalty 228.845782 = -133216.876526 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (256.032437 sec): 3 clusters Score: Raw -130924.760595 + Penalty 457.691564 = -130467.069031 nChanged 1880 SP:Iteration 1F (256.079400 sec): 3 clusters Score: Raw -132141.540142 + Penalty 457.691564 = -131683.848578 nChanged 347 SP:Iteration 2F (256.127051 sec): 3 clusters Score: Raw -132370.646121 + Penalty 457.691564 = -131912.954557 nChanged 275 SP:Iteration 3F (256.183035 sec): 3 clusters Score: Raw -132566.051534 + Penalty 457.691564 = -132108.359969 nChanged 246 SP:Iteration 4F (256.221646 sec): 3 clusters Score: Raw -132745.034840 + Penalty 457.691564 = -132287.343275 nChanged 202 SP:Iteration 5Q (256.267667 sec): 3 clusters Score: Raw -132881.570677 + Penalty 457.691564 = -132423.879112 nChanged 162 SP:Iteration 6Q (256.321361 sec): 3 clusters Score: Raw -132977.441326 + Penalty 457.691564 = -132519.749762 nChanged 111 SP:Iteration 7Q (256.371785 sec): 3 clusters Score: Raw -133032.286226 + Penalty 457.691564 = -132574.594661 nChanged 91 SP:Iteration 8Q (256.413603 sec): 3 clusters Score: Raw -133067.859657 + Penalty 457.691564 = -132610.168093 nChanged 66 SP:Iteration 9Q (256.462624 sec): 3 clusters Score: Raw -133086.989518 + Penalty 457.691564 = -132629.297953 nChanged 46 SP:Iteration 10Q (256.506217 sec): 3 clusters Score: Raw -133100.635031 + Penalty 457.691564 = -132642.943467 nChanged 50 SP:Iteration 11Q (256.546852 sec): 3 clusters Score: Raw -133114.098321 + Penalty 457.691564 = -132656.406756 nChanged 48 SP:Iteration 12Q (256.589888 sec): 3 clusters Score: Raw -133127.732504 + Penalty 457.691564 = -132670.040940 nChanged 51 SP:Iteration 13Q (256.636253 sec): 3 clusters Score: Raw -133142.539835 + Penalty 457.691564 = -132684.848270 nChanged 53 SP:Iteration 14Q (256.684142 sec): 3 clusters Score: Raw -133163.282993 + Penalty 457.691564 = -132705.591429 nChanged 57 SP:Iteration 15Q (256.737905 sec): 3 clusters Score: Raw -133182.290083 + Penalty 457.691564 = -132724.598518 nChanged 49 SP:Iteration 16Q (256.786997 sec): 3 clusters Score: Raw -133196.354034 + Penalty 457.691564 = -132738.662470 nChanged 49 SP:Iteration 17Q (256.827042 sec): 3 clusters Score: Raw -133211.902651 + Penalty 457.691564 = -132754.211087 nChanged 45 SP:Iteration 18Q (256.882193 sec): 3 clusters Score: Raw -133226.771728 + Penalty 457.691564 = -132769.080163 nChanged 49 SP:Iteration 19Q (256.929276 sec): 3 clusters Score: Raw -133243.356936 + Penalty 457.691564 = -132785.665372 nChanged 49 SP:Iteration 20F (256.969452 sec): 3 clusters Score: Raw -133260.737062 + Penalty 457.691564 = -132803.045497 nChanged 47 SP:Iteration 21Q (257.013477 sec): 3 clusters Score: Raw -133279.069750 + Penalty 457.691564 = -132821.378186 nChanged 48 SP:Iteration 22Q (257.046116 sec): 3 clusters Score: Raw -133297.843524 + Penalty 457.691564 = -132840.151960 nChanged 41 SP:Iteration 23Q (257.094524 sec): 3 clusters Score: Raw -133317.057367 + Penalty 457.691564 = -132859.365803 nChanged 38 SP:Iteration 24Q (257.138564 sec): 3 clusters Score: Raw -133334.167526 + Penalty 457.691564 = -132876.475962 nChanged 38 SP:Iteration 25Q (257.168895 sec): 3 clusters Score: Raw -133352.168618 + Penalty 457.691564 = -132894.477054 nChanged 29 SP:Iteration 26Q (257.216063 sec): 3 clusters Score: Raw -133365.714923 + Penalty 457.691564 = -132908.023359 nChanged 21 SP:Iteration 27Q (257.249901 sec): 3 clusters Score: Raw -133373.317029 + Penalty 457.691564 = -132915.625465 nChanged 28 SP:Iteration 28Q (257.288528 sec): 3 clusters Score: Raw -133386.850301 + Penalty 457.691564 = -132929.158736 nChanged 22 SP:Iteration 29Q (257.328390 sec): 3 clusters Score: Raw -133395.301934 + Penalty 457.691564 = -132937.610369 nChanged 19 SP:Iteration 30Q (257.386292 sec): 3 clusters Score: Raw -133400.692255 + Penalty 457.691564 = -132943.000691 nChanged 16 SP:Iteration 31Q (257.422620 sec): 3 clusters Score: Raw -133407.373339 + Penalty 457.691564 = -132949.681775 nChanged 22 SP:Iteration 32Q (257.474027 sec): 3 clusters Score: Raw -133418.712485 + Penalty 457.691564 = -132961.020920 nChanged 24 SP:Iteration 33Q (257.518461 sec): 3 clusters Score: Raw -133431.605410 + Penalty 457.691564 = -132973.913846 nChanged 18 SP:Iteration 34Q (257.558348 sec): 3 clusters Score: Raw -133440.148200 + Penalty 457.691564 = -132982.456635 nChanged 18 SP:Iteration 35Q (257.567391 sec): 3 clusters Score: Raw -133449.160720 + Penalty 457.691564 = -132991.469155 nChanged 18 SP:Iteration 36Q (257.575983 sec): 3 clusters Score: Raw -133457.845792 + Penalty 457.691564 = -133000.154227 nChanged 20 SP:Iteration 37Q (257.584180 sec): 3 clusters Score: Raw -133468.561488 + Penalty 457.691564 = -133010.869924 nChanged 14 SP:Iteration 38Q (257.627881 sec): 3 clusters Score: Raw -133474.735838 + Penalty 457.691564 = -133017.044274 nChanged 14 SP:Iteration 39Q (257.674052 sec): 3 clusters Score: Raw -133482.042104 + Penalty 457.691564 = -133024.350540 nChanged 13 SP:Iteration 40F (257.726755 sec): 3 clusters Score: Raw -133491.755045 + Penalty 457.691564 = -133034.063481 nChanged 15 SP:Iteration 41Q (257.760693 sec): 3 clusters Score: Raw -133502.057383 + Penalty 457.691564 = -133044.365819 nChanged 14 SP:Iteration 42Q (257.801737 sec): 3 clusters Score: Raw -133508.174809 + Penalty 457.691564 = -133050.483244 nChanged 7 SP:Iteration 43Q (257.851983 sec): 3 clusters Score: Raw -133511.906116 + Penalty 457.691564 = -133054.214552 nChanged 10 SP:Iteration 44Q (257.883663 sec): 3 clusters Score: Raw -133519.373091 + Penalty 457.691564 = -133061.681527 nChanged 7 SP:Iteration 45Q (257.924544 sec): 3 clusters Score: Raw -133523.177134 + Penalty 457.691564 = -133065.485570 nChanged 6 SP:Iteration 46Q (257.964119 sec): 3 clusters Score: Raw -133525.643409 + Penalty 457.691564 = -133067.951844 nChanged 1 SP:Iteration 47Q (258.007004 sec): 3 clusters Score: Raw -133525.790496 + Penalty 457.691564 = -133068.098932 nChanged 1 SP:Iteration 48Q (258.056621 sec): 3 clusters Score: Raw -133526.007730 + Penalty 457.691564 = -133068.316166 nChanged 0 SP:Iteration 49F (258.098038 sec): 3 clusters Score: Raw -133526.007730 + Penalty 457.691564 = -133068.316166 nChanged 0 Trying to split cluster 15 (15666 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (258.129289 sec): 2 clusters Score: Raw -596535.807628 + Penalty 265.629321 = -596270.178307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (258.175477 sec): 3 clusters Score: Raw -586268.564657 + Penalty 531.258642 = -585737.306015 nChanged 7533 SP:Iteration 1F (258.234855 sec): 3 clusters Score: Raw -590796.425137 + Penalty 531.258642 = -590265.166495 nChanged 793 SP:Iteration 2F (258.289363 sec): 3 clusters Score: Raw -591252.688795 + Penalty 531.258642 = -590721.430152 nChanged 981 SP:Iteration 3F (258.346825 sec): 3 clusters Score: Raw -592032.611150 + Penalty 531.258642 = -591501.352508 nChanged 1124 SP:Iteration 4F (258.407628 sec): 3 clusters Score: Raw -592933.847733 + Penalty 531.258642 = -592402.589091 nChanged 1009 SP:Iteration 5F (258.464443 sec): 3 clusters Score: Raw -593530.462390 + Penalty 531.258642 = -592999.203748 nChanged 631 SP:Iteration 6Q (258.523551 sec): 3 clusters Score: Raw -593733.150559 + Penalty 531.258642 = -593201.891917 nChanged 329 SP:Iteration 7Q (258.570236 sec): 3 clusters Score: Raw -593796.861532 + Penalty 531.258642 = -593265.602890 nChanged 191 SP:Iteration 8Q (258.637566 sec): 3 clusters Score: Raw -593833.545240 + Penalty 531.258642 = -593302.286598 nChanged 174 SP:Iteration 9Q (258.662263 sec): 3 clusters Score: Raw -593865.233962 + Penalty 531.258642 = -593333.975320 nChanged 178 SP:Iteration 10Q (258.684737 sec): 3 clusters Score: Raw -593900.761892 + Penalty 531.258642 = -593369.503250 nChanged 207 SP:Iteration 11Q (258.742153 sec): 3 clusters Score: Raw -593942.694804 + Penalty 531.258642 = -593411.436162 nChanged 191 SP:Iteration 12Q (258.805050 sec): 3 clusters Score: Raw -593980.803168 + Penalty 531.258642 = -593449.544526 nChanged 210 SP:Iteration 13Q (258.863781 sec): 3 clusters Score: Raw -594023.360777 + Penalty 531.258642 = -593492.102135 nChanged 208 SP:Iteration 14Q (258.921339 sec): 3 clusters Score: Raw -594071.560222 + Penalty 531.258642 = -593540.301580 nChanged 262 SP:Iteration 15Q (258.979206 sec): 3 clusters Score: Raw -594142.993167 + Penalty 531.258642 = -593611.734525 nChanged 284 SP:Iteration 16Q (259.033855 sec): 3 clusters Score: Raw -594226.762133 + Penalty 531.258642 = -593695.503491 nChanged 297 SP:Iteration 17Q (259.083377 sec): 3 clusters Score: Raw -594316.929769 + Penalty 531.258642 = -593785.671127 nChanged 337 SP:Iteration 18Q (259.146616 sec): 3 clusters Score: Raw -594441.699153 + Penalty 531.258642 = -593910.440511 nChanged 387 SP:Iteration 19Q (259.208262 sec): 3 clusters Score: Raw -594601.767374 + Penalty 531.258642 = -594070.508732 nChanged 378 SP:Iteration 20F (259.259156 sec): 3 clusters Score: Raw -594761.314214 + Penalty 531.258642 = -594230.055572 nChanged 375 SP:Iteration 21Q (259.319733 sec): 3 clusters Score: Raw -594926.989379 + Penalty 531.258642 = -594395.730737 nChanged 352 SP:Iteration 22Q (259.380135 sec): 3 clusters Score: Raw -595084.516918 + Penalty 531.258642 = -594553.258276 nChanged 341 SP:Iteration 23Q (259.439439 sec): 3 clusters Score: Raw -595248.896079 + Penalty 531.258642 = -594717.637437 nChanged 345 SP:Iteration 24Q (259.486817 sec): 3 clusters Score: Raw -595428.999169 + Penalty 531.258642 = -594897.740527 nChanged 337 SP:Iteration 25Q (259.556304 sec): 3 clusters Score: Raw -595619.476567 + Penalty 531.258642 = -595088.217925 nChanged 309 SP:Iteration 26Q (259.602785 sec): 3 clusters Score: Raw -595811.471494 + Penalty 531.258642 = -595280.212851 nChanged 287 SP:Iteration 27Q (259.657151 sec): 3 clusters Score: Raw -596001.159473 + Penalty 531.258642 = -595469.900831 nChanged 251 SP:Iteration 28Q (259.697185 sec): 3 clusters Score: Raw -596175.969708 + Penalty 531.258642 = -595644.711065 nChanged 202 SP:Iteration 29Q (259.757956 sec): 3 clusters Score: Raw -596331.051799 + Penalty 531.258642 = -595799.793157 nChanged 144 SP:Iteration 30Q (259.794896 sec): 3 clusters Score: Raw -596438.603268 + Penalty 531.258642 = -595907.344626 nChanged 103 SP:Iteration 31Q (259.844295 sec): 3 clusters Score: Raw -596527.281677 + Penalty 531.258642 = -595996.023035 nChanged 69 SP:Iteration 32Q (259.900909 sec): 3 clusters Score: Raw -596592.006854 + Penalty 531.258642 = -596060.748212 nChanged 32 SP:Iteration 33Q (259.948479 sec): 3 clusters Score: Raw -596614.385406 + Penalty 531.258642 = -596083.126764 nChanged 19 SP:Iteration 34Q (259.994841 sec): 3 clusters Score: Raw -596623.461438 + Penalty 531.258642 = -596092.202796 nChanged 7 SP:Iteration 35Q (260.047292 sec): 3 clusters Score: Raw -596626.351311 + Penalty 531.258642 = -596095.092669 nChanged 6 SP:Iteration 36Q (260.095907 sec): 3 clusters Score: Raw -596626.986524 + Penalty 531.258642 = -596095.727882 nChanged 1 SP:Iteration 37Q (260.142204 sec): 3 clusters Score: Raw -596627.314794 + Penalty 531.258642 = -596096.056152 nChanged 1 SP:Iteration 38Q (260.189243 sec): 3 clusters Score: Raw -596627.653361 + Penalty 531.258642 = -596096.394719 nChanged 1 SP:Iteration 39Q (260.251135 sec): 3 clusters Score: Raw -596627.867597 + Penalty 531.258642 = -596096.608955 nChanged 1 SP:Iteration 40F (260.299529 sec): 3 clusters Score: Raw -596628.714481 + Penalty 531.258642 = -596097.455839 nChanged 1 SP:Iteration 41Q (260.353058 sec): 3 clusters Score: Raw -596628.957345 + Penalty 531.258642 = -596097.698703 nChanged 1 SP:Iteration 42Q (260.397611 sec): 3 clusters Score: Raw -596629.281119 + Penalty 531.258642 = -596098.022477 nChanged 0 SP:Iteration 43F (260.447025 sec): 3 clusters Score: Raw -596629.281119 + Penalty 531.258642 = -596098.022477 nChanged 0 Trying to split cluster 16 (990 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (260.474541 sec): 2 clusters Score: Raw -30635.412591 + Penalty 189.686886 = -30445.725705 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (260.500082 sec): 3 clusters Score: Raw -30124.466210 + Penalty 379.373772 = -29745.092438 nChanged 406 SP:Iteration 1F (260.549215 sec): 3 clusters Score: Raw -30447.452815 + Penalty 379.373772 = -30068.079043 nChanged 117 SP:Iteration 2F (260.593462 sec): 3 clusters Score: Raw -30576.812658 + Penalty 379.373772 = -30197.438886 nChanged 84 SP:Iteration 3F (260.625064 sec): 3 clusters Score: Raw -30687.891661 + Penalty 379.373772 = -30308.517890 nChanged 70 SP:Iteration 4F (260.661417 sec): 3 clusters Score: Raw -30749.022081 + Penalty 379.373772 = -30369.648309 nChanged 31 SP:Iteration 5Q (260.704962 sec): 3 clusters Score: Raw -30764.940262 + Penalty 379.373772 = -30385.566490 nChanged 9 SP:Iteration 6Q (260.750656 sec): 3 clusters Score: Raw -30769.588874 + Penalty 379.373772 = -30390.215102 nChanged 8 SP:Iteration 7Q (260.787937 sec): 3 clusters Score: Raw -30775.961300 + Penalty 379.373772 = -30396.587528 nChanged 11 SP:Iteration 8Q (260.800753 sec): 3 clusters Score: Raw -30781.527813 + Penalty 379.373772 = -30402.154041 nChanged 9 SP:Iteration 9Q (260.803319 sec): 3 clusters Score: Raw -30785.403635 + Penalty 379.373772 = -30406.029863 nChanged 6 SP:Iteration 10Q (260.805781 sec): 3 clusters Score: Raw -30790.645241 + Penalty 379.373772 = -30411.271469 nChanged 10 SP:Iteration 11Q (260.808239 sec): 3 clusters Score: Raw -30802.099945 + Penalty 379.373772 = -30422.726174 nChanged 10 SP:Iteration 12Q (260.810705 sec): 3 clusters Score: Raw -30809.679797 + Penalty 379.373772 = -30430.306025 nChanged 8 SP:Iteration 13Q (260.813147 sec): 3 clusters Score: Raw -30817.371641 + Penalty 379.373772 = -30437.997869 nChanged 13 SP:Iteration 14Q (260.815603 sec): 3 clusters Score: Raw -30822.279319 + Penalty 379.373772 = -30442.905547 nChanged 6 SP:Iteration 15Q (260.818065 sec): 3 clusters Score: Raw -30830.415977 + Penalty 379.373772 = -30451.042205 nChanged 10 SP:Iteration 16Q (260.820522 sec): 3 clusters Score: Raw -30841.451640 + Penalty 379.373772 = -30462.077868 nChanged 12 SP:Iteration 17Q (260.822983 sec): 3 clusters Score: Raw -30847.968722 + Penalty 379.373772 = -30468.594950 nChanged 7 SP:Iteration 18Q (260.833383 sec): 3 clusters Score: Raw -30851.909509 + Penalty 379.373772 = -30472.535737 nChanged 4 SP:Iteration 19Q (260.835846 sec): 3 clusters Score: Raw -30853.929933 + Penalty 379.373772 = -30474.556162 nChanged 7 SP:Iteration 20F (260.838283 sec): 3 clusters Score: Raw -30857.417539 + Penalty 379.373772 = -30478.043767 nChanged 7 SP:Iteration 21Q (260.840736 sec): 3 clusters Score: Raw -30858.998319 + Penalty 379.373772 = -30479.624547 nChanged 4 SP:Iteration 22Q (260.843185 sec): 3 clusters Score: Raw -30860.025130 + Penalty 379.373772 = -30480.651358 nChanged 2 SP:Iteration 23Q (260.845812 sec): 3 clusters Score: Raw -30860.731993 + Penalty 379.373772 = -30481.358221 nChanged 3 SP:Iteration 24Q (260.848289 sec): 3 clusters Score: Raw -30862.282335 + Penalty 379.373772 = -30482.908563 nChanged 4 SP:Iteration 25Q (260.850715 sec): 3 clusters Score: Raw -30863.886555 + Penalty 379.373772 = -30484.512784 nChanged 2 SP:Iteration 26Q (260.853165 sec): 3 clusters Score: Raw -30864.286811 + Penalty 379.373772 = -30484.913039 nChanged 1 SP:Iteration 27Q (260.855600 sec): 3 clusters Score: Raw -30864.802206 + Penalty 379.373772 = -30485.428434 nChanged 1 SP:Iteration 28Q (260.858028 sec): 3 clusters Score: Raw -30865.166289 + Penalty 379.373772 = -30485.792518 nChanged 0 SP:Iteration 29F (260.860508 sec): 3 clusters Score: Raw -30865.166289 + Penalty 379.373772 = -30485.792518 nChanged 0 Score: Raw -4180292.417593 + Penalty 9361.484028 = -4170930.933565 Splitting cluster 16 changes total score from -4171017.884871 to -4170930.933565 So it's not getting split. Trying to split cluster 17 (1100 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (262.372886 sec): 2 clusters Score: Raw -41440.041836 + Penalty 192.584300 = -41247.457536 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (262.434180 sec): 3 clusters Score: Raw -40822.011142 + Penalty 385.168600 = -40436.842541 nChanged 486 SP:Iteration 1F (262.464413 sec): 3 clusters Score: Raw -41157.480466 + Penalty 385.168600 = -40772.311866 nChanged 118 SP:Iteration 2F (262.503847 sec): 3 clusters Score: Raw -41271.723561 + Penalty 385.168600 = -40886.554961 nChanged 94 SP:Iteration 3F (262.546968 sec): 3 clusters Score: Raw -41346.556506 + Penalty 385.168600 = -40961.387906 nChanged 60 SP:Iteration 4F (262.598640 sec): 3 clusters Score: Raw -41402.967734 + Penalty 385.168600 = -41017.799134 nChanged 38 SP:Iteration 5Q (262.637470 sec): 3 clusters Score: Raw -41439.006157 + Penalty 385.168600 = -41053.837557 nChanged 24 SP:Iteration 6Q (262.686027 sec): 3 clusters Score: Raw -41457.303221 + Penalty 385.168600 = -41072.134621 nChanged 11 SP:Iteration 7Q (262.733650 sec): 3 clusters Score: Raw -41465.100692 + Penalty 385.168600 = -41079.932091 nChanged 9 SP:Iteration 8Q (262.777293 sec): 3 clusters Score: Raw -41469.015761 + Penalty 385.168600 = -41083.847161 nChanged 10 SP:Iteration 9Q (262.821386 sec): 3 clusters Score: Raw -41473.672698 + Penalty 385.168600 = -41088.504098 nChanged 6 SP:Iteration 10Q (262.867627 sec): 3 clusters Score: Raw -41476.162605 + Penalty 385.168600 = -41090.994005 nChanged 4 SP:Iteration 11Q (262.910668 sec): 3 clusters Score: Raw -41476.807799 + Penalty 385.168600 = -41091.639199 nChanged 2 SP:Iteration 12Q (262.956171 sec): 3 clusters Score: Raw -41477.066701 + Penalty 385.168600 = -41091.898100 nChanged 1 SP:Iteration 13Q (262.980536 sec): 3 clusters Score: Raw -41477.536179 + Penalty 385.168600 = -41092.367579 nChanged 1 SP:Iteration 14Q (263.024333 sec): 3 clusters Score: Raw -41477.834645 + Penalty 385.168600 = -41092.666045 nChanged 1 SP:Iteration 15Q (263.070047 sec): 3 clusters Score: Raw -41478.124295 + Penalty 385.168600 = -41092.955695 nChanged 1 SP:Iteration 16Q (263.130915 sec): 3 clusters Score: Raw -41478.686724 + Penalty 385.168600 = -41093.518123 nChanged 3 SP:Iteration 17Q (263.174730 sec): 3 clusters Score: Raw -41479.783108 + Penalty 385.168600 = -41094.614508 nChanged 2 SP:Iteration 18Q (263.216313 sec): 3 clusters Score: Raw -41480.232377 + Penalty 385.168600 = -41095.063777 nChanged 1 SP:Iteration 19Q (263.257812 sec): 3 clusters Score: Raw -41480.660117 + Penalty 385.168600 = -41095.491517 nChanged 1 SP:Iteration 20F (263.301350 sec): 3 clusters Score: Raw -41481.046489 + Penalty 385.168600 = -41095.877889 nChanged 1 SP:Iteration 21Q (263.352166 sec): 3 clusters Score: Raw -41481.493434 + Penalty 385.168600 = -41096.324833 nChanged 0 SP:Iteration 22F (263.391522 sec): 3 clusters Score: Raw -41481.493434 + Penalty 385.168600 = -41096.324833 nChanged 0 Trying to split cluster 18 (18073 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (263.426574 sec): 2 clusters Score: Raw -662383.685683 + Penalty 269.559796 = -662114.125887 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (263.487482 sec): 3 clusters Score: Raw -650635.476291 + Penalty 539.119591 = -650096.356700 nChanged 8662 SP:Iteration 1F (263.545335 sec): 3 clusters Score: Raw -656068.628439 + Penalty 539.119591 = -655529.508848 nChanged 1135 SP:Iteration 2F (263.587691 sec): 3 clusters Score: Raw -656581.648413 + Penalty 539.119591 = -656042.528821 nChanged 1064 SP:Iteration 3F (263.650144 sec): 3 clusters Score: Raw -657056.782217 + Penalty 539.119591 = -656517.662625 nChanged 981 SP:Iteration 4F (263.715388 sec): 3 clusters Score: Raw -657492.069842 + Penalty 539.119591 = -656952.950251 nChanged 875 SP:Iteration 5Q (263.770785 sec): 3 clusters Score: Raw -657843.524522 + Penalty 539.119591 = -657304.404931 nChanged 777 SP:Iteration 6Q (263.808810 sec): 3 clusters Score: Raw -658158.952191 + Penalty 539.119591 = -657619.832600 nChanged 759 SP:Iteration 7Q (263.854509 sec): 3 clusters Score: Raw -658506.119963 + Penalty 539.119591 = -657967.000371 nChanged 741 SP:Iteration 8Q (263.919892 sec): 3 clusters Score: Raw -658877.037891 + Penalty 539.119591 = -658337.918300 nChanged 754 SP:Iteration 9Q (263.973455 sec): 3 clusters Score: Raw -659293.090354 + Penalty 539.119591 = -658753.970762 nChanged 772 SP:Iteration 10Q (264.037972 sec): 3 clusters Score: Raw -659796.888023 + Penalty 539.119591 = -659257.768431 nChanged 741 SP:Iteration 11Q (264.098433 sec): 3 clusters Score: Raw -660372.218751 + Penalty 539.119591 = -659833.099159 nChanged 685 SP:Iteration 12Q (264.147513 sec): 3 clusters Score: Raw -660960.909240 + Penalty 539.119591 = -660421.789648 nChanged 538 SP:Iteration 13Q (264.201045 sec): 3 clusters Score: Raw -661412.428217 + Penalty 539.119591 = -660873.308625 nChanged 393 SP:Iteration 14Q (264.270023 sec): 3 clusters Score: Raw -661716.726745 + Penalty 539.119591 = -661177.607153 nChanged 282 SP:Iteration 15Q (264.330660 sec): 3 clusters Score: Raw -661906.815189 + Penalty 539.119591 = -661367.695597 nChanged 200 SP:Iteration 16Q (264.387146 sec): 3 clusters Score: Raw -662027.291552 + Penalty 539.119591 = -661488.171961 nChanged 154 SP:Iteration 17Q (264.437347 sec): 3 clusters Score: Raw -662108.975495 + Penalty 539.119591 = -661569.855904 nChanged 116 SP:Iteration 18Q (264.503798 sec): 3 clusters Score: Raw -662173.305897 + Penalty 539.119591 = -661634.186305 nChanged 112 SP:Iteration 19Q (264.554436 sec): 3 clusters Score: Raw -662244.818936 + Penalty 539.119591 = -661705.699344 nChanged 83 SP:Iteration 20F (264.606995 sec): 3 clusters Score: Raw -662302.381357 + Penalty 539.119591 = -661763.261766 nChanged 74 SP:Iteration 21Q (264.661658 sec): 3 clusters Score: Raw -662350.268201 + Penalty 539.119591 = -661811.148609 nChanged 61 SP:Iteration 22Q (264.721827 sec): 3 clusters Score: Raw -662391.756474 + Penalty 539.119591 = -661852.636883 nChanged 41 SP:Iteration 23Q (264.785406 sec): 3 clusters Score: Raw -662415.541792 + Penalty 539.119591 = -661876.422200 nChanged 35 SP:Iteration 24Q (264.826646 sec): 3 clusters Score: Raw -662431.550935 + Penalty 539.119591 = -661892.431343 nChanged 26 SP:Iteration 25Q (264.884658 sec): 3 clusters Score: Raw -662443.520416 + Penalty 539.119591 = -661904.400825 nChanged 21 SP:Iteration 26Q (264.924037 sec): 3 clusters Score: Raw -662451.730603 + Penalty 539.119591 = -661912.611011 nChanged 16 SP:Iteration 27Q (264.977564 sec): 3 clusters Score: Raw -662456.760345 + Penalty 539.119591 = -661917.640754 nChanged 9 SP:Iteration 28Q (265.024406 sec): 3 clusters Score: Raw -662459.177826 + Penalty 539.119591 = -661920.058234 nChanged 7 SP:Iteration 29Q (265.047596 sec): 3 clusters Score: Raw -662460.991252 + Penalty 539.119591 = -661921.871660 nChanged 4 SP:Iteration 30Q (265.082079 sec): 3 clusters Score: Raw -662462.415408 + Penalty 539.119591 = -661923.295816 nChanged 3 SP:Iteration 31Q (265.110550 sec): 3 clusters Score: Raw -662463.076181 + Penalty 539.119591 = -661923.956589 nChanged 1 SP:Iteration 32Q (265.178469 sec): 3 clusters Score: Raw -662463.204694 + Penalty 539.119591 = -661924.085102 nChanged 1 SP:Iteration 33Q (265.232753 sec): 3 clusters Score: Raw -662463.440397 + Penalty 539.119591 = -661924.320805 nChanged 3 SP:Iteration 34Q (265.282164 sec): 3 clusters Score: Raw -662464.863025 + Penalty 539.119591 = -661925.743433 nChanged 2 SP:Iteration 35Q (265.340538 sec): 3 clusters Score: Raw -662465.350670 + Penalty 539.119591 = -661926.231079 nChanged 4 SP:Iteration 36Q (265.395268 sec): 3 clusters Score: Raw -662466.396135 + Penalty 539.119591 = -661927.276543 nChanged 1 SP:Iteration 37Q (265.442131 sec): 3 clusters Score: Raw -662466.462330 + Penalty 539.119591 = -661927.342739 nChanged 0 SP:Iteration 38F (265.499976 sec): 3 clusters Score: Raw -662466.462330 + Penalty 539.119591 = -661927.342739 nChanged 0 Trying to split cluster 19 (384 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (265.522907 sec): 2 clusters Score: Raw -14262.151731 + Penalty 163.642670 = -14098.509061 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (265.575002 sec): 3 clusters Score: Raw -14082.497662 + Penalty 327.285340 = -13755.212321 nChanged 154 SP:Iteration 1F (265.617576 sec): 3 clusters Score: Raw -14185.543430 + Penalty 327.285340 = -13858.258090 nChanged 28 SP:Iteration 2F (265.645065 sec): 3 clusters Score: Raw -14202.828797 + Penalty 327.285340 = -13875.543457 nChanged 22 SP:Iteration 3F (265.679667 sec): 3 clusters Score: Raw -14217.515782 + Penalty 327.285340 = -13890.230441 nChanged 22 SP:Iteration 4F (265.723080 sec): 3 clusters Score: Raw -14229.261567 + Penalty 327.285340 = -13901.976227 nChanged 13 SP:Iteration 5Q (265.772203 sec): 3 clusters Score: Raw -14236.195225 + Penalty 327.285340 = -13908.909884 nChanged 3 SP:Iteration 6Q (265.825619 sec): 3 clusters Score: Raw -14237.922693 + Penalty 327.285340 = -13910.637353 nChanged 5 SP:Iteration 7Q (265.858224 sec): 3 clusters Score: Raw -14240.727286 + Penalty 327.285340 = -13913.441946 nChanged 6 SP:Iteration 8Q (265.907159 sec): 3 clusters Score: Raw -14242.705674 + Penalty 327.285340 = -13915.420334 nChanged 1 SP:Iteration 9Q (265.952995 sec): 3 clusters Score: Raw -14243.122162 + Penalty 327.285340 = -13915.836821 nChanged 2 SP:Iteration 10Q (266.001901 sec): 3 clusters Score: Raw -14243.552309 + Penalty 327.285340 = -13916.266969 nChanged 3 SP:Iteration 11Q (266.037837 sec): 3 clusters Score: Raw -14244.465342 + Penalty 327.285340 = -13917.180001 nChanged 6 SP:Iteration 12Q (266.085395 sec): 3 clusters Score: Raw -14246.151705 + Penalty 327.285340 = -13918.866365 nChanged 3 SP:Iteration 13Q (266.125398 sec): 3 clusters Score: Raw -14246.885482 + Penalty 327.285340 = -13919.600142 nChanged 4 SP:Iteration 14Q (266.166390 sec): 3 clusters Score: Raw -14249.267874 + Penalty 327.285340 = -13921.982534 nChanged 5 SP:Iteration 15Q (266.209767 sec): 3 clusters Score: Raw -14253.513509 + Penalty 327.285340 = -13926.228168 nChanged 9 SP:Iteration 16Q (266.249304 sec): 3 clusters Score: Raw -14258.895383 + Penalty 327.285340 = -13931.610043 nChanged 8 SP:Iteration 17Q (266.289806 sec): 3 clusters Score: Raw -14264.108947 + Penalty 327.285340 = -13936.823607 nChanged 7 SP:Iteration 18Q (266.331268 sec): 3 clusters Score: Raw -14268.524291 + Penalty 327.285340 = -13941.238951 nChanged 4 SP:Iteration 19Q (266.366026 sec): 3 clusters Score: Raw -14271.166693 + Penalty 327.285340 = -13943.881352 nChanged 3 SP:Iteration 20F (266.411216 sec): 3 clusters Score: Raw -14274.566304 + Penalty 327.285340 = -13947.280963 nChanged 3 SP:Iteration 21Q (266.445835 sec): 3 clusters Score: Raw -14278.877327 + Penalty 327.285340 = -13951.591986 nChanged 5 SP:Iteration 22Q (266.498483 sec): 3 clusters Score: Raw -14283.150898 + Penalty 327.285340 = -13955.865558 nChanged 2 SP:Iteration 23Q (266.541876 sec): 3 clusters Score: Raw -14284.948230 + Penalty 327.285340 = -13957.662890 nChanged 1 SP:Iteration 24Q (266.587096 sec): 3 clusters Score: Raw -14285.291806 + Penalty 327.285340 = -13958.006466 nChanged 1 SP:Iteration 25Q (266.621390 sec): 3 clusters Score: Raw -14286.697916 + Penalty 327.285340 = -13959.412576 nChanged 4 SP:Iteration 26Q (266.669113 sec): 3 clusters Score: Raw -14290.937466 + Penalty 327.285340 = -13963.652126 nChanged 3 SP:Iteration 27Q (266.710665 sec): 3 clusters Score: Raw -14293.600977 + Penalty 327.285340 = -13966.315637 nChanged 2 SP:Iteration 28Q (266.743917 sec): 3 clusters Score: Raw -14295.441824 + Penalty 327.285340 = -13968.156484 nChanged 1 SP:Iteration 29Q (266.792924 sec): 3 clusters Score: Raw -14296.454129 + Penalty 327.285340 = -13969.168788 nChanged 0 SP:Iteration 30F (266.836953 sec): 3 clusters Score: Raw -14296.454129 + Penalty 327.285340 = -13969.168788 nChanged 0 Trying to split cluster 20 (614 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (266.859602 sec): 2 clusters Score: Raw -20217.134412 + Penalty 176.549861 = -20040.584551 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (266.897769 sec): 3 clusters Score: Raw -19917.976198 + Penalty 353.099721 = -19564.876477 nChanged 251 SP:Iteration 1F (266.932290 sec): 3 clusters Score: Raw -20101.454370 + Penalty 353.099721 = -19748.354649 nChanged 48 SP:Iteration 2F (266.980027 sec): 3 clusters Score: Raw -20124.355798 + Penalty 353.099721 = -19771.256077 nChanged 23 SP:Iteration 3Q (267.027511 sec): 3 clusters Score: Raw -20137.396608 + Penalty 353.099721 = -19784.296887 nChanged 21 SP:Iteration 4Q (267.076435 sec): 3 clusters Score: Raw -20156.262820 + Penalty 353.099721 = -19803.163099 nChanged 31 SP:Iteration 5F (267.125053 sec): 3 clusters Score: Raw -20183.918068 + Penalty 353.099721 = -19830.818347 nChanged 23 SP:Iteration 6Q (267.159217 sec): 3 clusters Score: Raw -20199.767840 + Penalty 353.099721 = -19846.668119 nChanged 19 SP:Iteration 7Q (267.204868 sec): 3 clusters Score: Raw -20213.952610 + Penalty 353.099721 = -19860.852889 nChanged 21 SP:Iteration 8Q (267.246206 sec): 3 clusters Score: Raw -20228.379303 + Penalty 353.099721 = -19875.279582 nChanged 16 SP:Iteration 9Q (267.293823 sec): 3 clusters Score: Raw -20237.348023 + Penalty 353.099721 = -19884.248302 nChanged 12 SP:Iteration 10Q (267.336685 sec): 3 clusters Score: Raw -20244.464126 + Penalty 353.099721 = -19891.364405 nChanged 11 SP:Iteration 11Q (267.384502 sec): 3 clusters Score: Raw -20248.793451 + Penalty 353.099721 = -19895.693729 nChanged 4 SP:Iteration 12Q (267.425003 sec): 3 clusters Score: Raw -20250.867668 + Penalty 353.099721 = -19897.767946 nChanged 6 SP:Iteration 13Q (267.477185 sec): 3 clusters Score: Raw -20254.340756 + Penalty 353.099721 = -19901.241035 nChanged 5 SP:Iteration 14Q (267.513772 sec): 3 clusters Score: Raw -20255.847716 + Penalty 353.099721 = -19902.747994 nChanged 2 SP:Iteration 15Q (267.564539 sec): 3 clusters Score: Raw -20255.973484 + Penalty 353.099721 = -19902.873763 nChanged 0 SP:Iteration 16F (267.598851 sec): 3 clusters Score: Raw -20255.973484 + Penalty 353.099721 = -19902.873763 nChanged 0 Trying to split cluster 21 (5083 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (267.633745 sec): 2 clusters Score: Raw -191840.492894 + Penalty 234.675565 = -191605.817329 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (267.670465 sec): 3 clusters Score: Raw -188680.000657 + Penalty 469.351130 = -188210.649527 nChanged 2302 SP:Iteration 1F (267.716893 sec): 3 clusters Score: Raw -190089.435118 + Penalty 469.351130 = -189620.083988 nChanged 361 SP:Iteration 2F (267.758765 sec): 3 clusters Score: Raw -190265.952163 + Penalty 469.351130 = -189796.601033 nChanged 321 SP:Iteration 3F (267.809000 sec): 3 clusters Score: Raw -190442.727549 + Penalty 469.351130 = -189973.376419 nChanged 314 SP:Iteration 4F (267.861352 sec): 3 clusters Score: Raw -190644.533267 + Penalty 469.351130 = -190175.182136 nChanged 305 SP:Iteration 5F (267.903639 sec): 3 clusters Score: Raw -190821.710115 + Penalty 469.351130 = -190352.358984 nChanged 273 SP:Iteration 6F (267.946096 sec): 3 clusters Score: Raw -190981.265262 + Penalty 469.351130 = -190511.914132 nChanged 256 SP:Iteration 7F (267.999611 sec): 3 clusters Score: Raw -191136.120072 + Penalty 469.351130 = -190666.768941 nChanged 211 SP:Iteration 8Q (268.049202 sec): 3 clusters Score: Raw -191247.784814 + Penalty 469.351130 = -190778.433684 nChanged 147 SP:Iteration 9Q (268.086304 sec): 3 clusters Score: Raw -191319.999817 + Penalty 469.351130 = -190850.648687 nChanged 113 SP:Iteration 10Q (268.137210 sec): 3 clusters Score: Raw -191373.252242 + Penalty 469.351130 = -190903.901111 nChanged 102 SP:Iteration 11Q (268.190280 sec): 3 clusters Score: Raw -191411.830318 + Penalty 469.351130 = -190942.479188 nChanged 99 SP:Iteration 12Q (268.238582 sec): 3 clusters Score: Raw -191447.926534 + Penalty 469.351130 = -190978.575404 nChanged 94 SP:Iteration 13Q (268.283088 sec): 3 clusters Score: Raw -191484.137171 + Penalty 469.351130 = -191014.786041 nChanged 91 SP:Iteration 14Q (268.333317 sec): 3 clusters Score: Raw -191519.413176 + Penalty 469.351130 = -191050.062045 nChanged 75 SP:Iteration 15Q (268.382792 sec): 3 clusters Score: Raw -191543.187995 + Penalty 469.351130 = -191073.836864 nChanged 76 SP:Iteration 16Q (268.430670 sec): 3 clusters Score: Raw -191568.988077 + Penalty 469.351130 = -191099.636946 nChanged 80 SP:Iteration 17Q (268.479787 sec): 3 clusters Score: Raw -191596.784740 + Penalty 469.351130 = -191127.433609 nChanged 82 SP:Iteration 18Q (268.512911 sec): 3 clusters Score: Raw -191633.192149 + Penalty 469.351130 = -191163.841019 nChanged 79 SP:Iteration 19Q (268.565470 sec): 3 clusters Score: Raw -191668.460015 + Penalty 469.351130 = -191199.108884 nChanged 76 SP:Iteration 20F (268.612428 sec): 3 clusters Score: Raw -191698.986935 + Penalty 469.351130 = -191229.635805 nChanged 66 SP:Iteration 21Q (268.662183 sec): 3 clusters Score: Raw -191727.841580 + Penalty 469.351130 = -191258.490449 nChanged 72 SP:Iteration 22Q (268.702741 sec): 3 clusters Score: Raw -191762.354721 + Penalty 469.351130 = -191293.003590 nChanged 61 SP:Iteration 23Q (268.748267 sec): 3 clusters Score: Raw -191792.519636 + Penalty 469.351130 = -191323.168506 nChanged 55 SP:Iteration 24Q (268.790256 sec): 3 clusters Score: Raw -191814.772570 + Penalty 469.351130 = -191345.421440 nChanged 47 SP:Iteration 25Q (268.832778 sec): 3 clusters Score: Raw -191830.350828 + Penalty 469.351130 = -191360.999698 nChanged 29 SP:Iteration 26Q (268.875790 sec): 3 clusters Score: Raw -191839.065416 + Penalty 469.351130 = -191369.714286 nChanged 21 SP:Iteration 27Q (268.922595 sec): 3 clusters Score: Raw -191844.511067 + Penalty 469.351130 = -191375.159936 nChanged 19 SP:Iteration 28Q (268.962816 sec): 3 clusters Score: Raw -191849.288426 + Penalty 469.351130 = -191379.937295 nChanged 13 SP:Iteration 29Q (269.004877 sec): 3 clusters Score: Raw -191851.628349 + Penalty 469.351130 = -191382.277219 nChanged 8 SP:Iteration 30Q (269.046765 sec): 3 clusters Score: Raw -191854.190278 + Penalty 469.351130 = -191384.839147 nChanged 15 SP:Iteration 31Q (269.092955 sec): 3 clusters Score: Raw -191858.376697 + Penalty 469.351130 = -191389.025566 nChanged 8 SP:Iteration 32Q (269.103594 sec): 3 clusters Score: Raw -191859.839568 + Penalty 469.351130 = -191390.488437 nChanged 6 SP:Iteration 33Q (269.113858 sec): 3 clusters Score: Raw -191860.555596 + Penalty 469.351130 = -191391.204465 nChanged 3 SP:Iteration 34Q (269.124180 sec): 3 clusters Score: Raw -191860.855288 + Penalty 469.351130 = -191391.504158 nChanged 4 SP:Iteration 35Q (269.134458 sec): 3 clusters Score: Raw -191861.275666 + Penalty 469.351130 = -191391.924536 nChanged 6 SP:Iteration 36Q (269.149865 sec): 3 clusters Score: Raw -191861.991246 + Penalty 469.351130 = -191392.640116 nChanged 5 SP:Iteration 37Q (269.195602 sec): 3 clusters Score: Raw -191862.695688 + Penalty 469.351130 = -191393.344557 nChanged 5 SP:Iteration 38Q (269.241771 sec): 3 clusters Score: Raw -191863.131870 + Penalty 469.351130 = -191393.780740 nChanged 7 SP:Iteration 39Q (269.293366 sec): 3 clusters Score: Raw -191863.870886 + Penalty 469.351130 = -191394.519755 nChanged 6 SP:Iteration 40F (269.323172 sec): 3 clusters Score: Raw -191865.066649 + Penalty 469.351130 = -191395.715519 nChanged 10 SP:Iteration 41Q (269.368494 sec): 3 clusters Score: Raw -191869.234525 + Penalty 469.351130 = -191399.883394 nChanged 9 SP:Iteration 42Q (269.409790 sec): 3 clusters Score: Raw -191871.147284 + Penalty 469.351130 = -191401.796153 nChanged 11 SP:Iteration 43Q (269.469433 sec): 3 clusters Score: Raw -191874.136665 + Penalty 469.351130 = -191404.785535 nChanged 17 SP:Iteration 44Q (269.512517 sec): 3 clusters Score: Raw -191878.927007 + Penalty 469.351130 = -191409.575876 nChanged 15 SP:Iteration 45Q (269.560639 sec): 3 clusters Score: Raw -191883.503999 + Penalty 469.351130 = -191414.152868 nChanged 19 SP:Iteration 46Q (269.610844 sec): 3 clusters Score: Raw -191890.776079 + Penalty 469.351130 = -191421.424948 nChanged 19 SP:Iteration 47Q (269.660316 sec): 3 clusters Score: Raw -191900.508725 + Penalty 469.351130 = -191431.157595 nChanged 14 SP:Iteration 48Q (269.700466 sec): 3 clusters Score: Raw -191908.530648 + Penalty 469.351130 = -191439.179518 nChanged 18 SP:Iteration 49Q (269.748249 sec): 3 clusters Score: Raw -191914.475763 + Penalty 469.351130 = -191445.124633 nChanged 12 SP:Iteration 50Q (269.795599 sec): 3 clusters Score: Raw -191918.513257 + Penalty 469.351130 = -191449.162127 nChanged 14 SP:Iteration 51Q (269.849560 sec): 3 clusters Score: Raw -191923.318188 + Penalty 469.351130 = -191453.967058 nChanged 7 SP:Iteration 52Q (269.888312 sec): 3 clusters Score: Raw -191925.324990 + Penalty 469.351130 = -191455.973859 nChanged 5 SP:Iteration 53Q (269.933239 sec): 3 clusters Score: Raw -191925.995381 + Penalty 469.351130 = -191456.644251 nChanged 1 SP:Iteration 54Q (269.974977 sec): 3 clusters Score: Raw -191926.225566 + Penalty 469.351130 = -191456.874436 nChanged 2 SP:Iteration 55Q (270.020971 sec): 3 clusters Score: Raw -191926.442482 + Penalty 469.351130 = -191457.091351 nChanged 1 SP:Iteration 56Q (270.078257 sec): 3 clusters Score: Raw -191926.475246 + Penalty 469.351130 = -191457.124116 nChanged 1 SP:Iteration 57Q (270.116398 sec): 3 clusters Score: Raw -191926.544449 + Penalty 469.351130 = -191457.193318 nChanged 2 SP:Iteration 58Q (270.160356 sec): 3 clusters Score: Raw -191926.598467 + Penalty 469.351130 = -191457.247337 nChanged 0 SP:Iteration 59F (270.209990 sec): 3 clusters Score: Raw -191926.598467 + Penalty 469.351130 = -191457.247337 nChanged 0 Trying to split cluster 22 (4535 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (270.226936 sec): 2 clusters Score: Raw -159678.849356 + Penalty 231.538460 = -159447.310896 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (270.261363 sec): 3 clusters Score: Raw -156859.339013 + Penalty 463.076920 = -156396.262093 nChanged 2120 SP:Iteration 1F (270.298308 sec): 3 clusters Score: Raw -158108.268214 + Penalty 463.076920 = -157645.191294 nChanged 319 SP:Iteration 2F (270.342880 sec): 3 clusters Score: Raw -158325.994497 + Penalty 463.076920 = -157862.917577 nChanged 322 SP:Iteration 3F (270.387840 sec): 3 clusters Score: Raw -158620.197853 + Penalty 463.076920 = -158157.120933 nChanged 355 SP:Iteration 4F (270.431895 sec): 3 clusters Score: Raw -158983.645927 + Penalty 463.076920 = -158520.569007 nChanged 344 SP:Iteration 5F (270.469237 sec): 3 clusters Score: Raw -159288.305171 + Penalty 463.076920 = -158825.228251 nChanged 235 SP:Iteration 6F (270.512774 sec): 3 clusters Score: Raw -159444.337518 + Penalty 463.076920 = -158981.260598 nChanged 156 SP:Iteration 7Q (270.563840 sec): 3 clusters Score: Raw -159544.276965 + Penalty 463.076920 = -159081.200045 nChanged 117 SP:Iteration 8Q (270.596683 sec): 3 clusters Score: Raw -159623.172841 + Penalty 463.076920 = -159160.095921 nChanged 100 SP:Iteration 9Q (270.646015 sec): 3 clusters Score: Raw -159683.064180 + Penalty 463.076920 = -159219.987260 nChanged 97 SP:Iteration 10Q (270.691230 sec): 3 clusters Score: Raw -159740.894235 + Penalty 463.076920 = -159277.817315 nChanged 83 SP:Iteration 11Q (270.739906 sec): 3 clusters Score: Raw -159773.203044 + Penalty 463.076920 = -159310.126125 nChanged 59 SP:Iteration 12Q (270.790238 sec): 3 clusters Score: Raw -159788.153509 + Penalty 463.076920 = -159325.076589 nChanged 28 SP:Iteration 13Q (270.840552 sec): 3 clusters Score: Raw -159794.025459 + Penalty 463.076920 = -159330.948539 nChanged 18 SP:Iteration 14Q (270.879550 sec): 3 clusters Score: Raw -159797.322416 + Penalty 463.076920 = -159334.245496 nChanged 15 SP:Iteration 15Q (270.927870 sec): 3 clusters Score: Raw -159799.310740 + Penalty 463.076920 = -159336.233820 nChanged 16 SP:Iteration 16Q (270.972524 sec): 3 clusters Score: Raw -159800.973907 + Penalty 463.076920 = -159337.896987 nChanged 8 SP:Iteration 17Q (271.020418 sec): 3 clusters Score: Raw -159801.360881 + Penalty 463.076920 = -159338.283961 nChanged 4 SP:Iteration 18Q (271.060647 sec): 3 clusters Score: Raw -159801.713540 + Penalty 463.076920 = -159338.636620 nChanged 4 SP:Iteration 19Q (271.102486 sec): 3 clusters Score: Raw -159802.017877 + Penalty 463.076920 = -159338.940957 nChanged 1 SP:Iteration 20F (271.159718 sec): 3 clusters Score: Raw -159802.074663 + Penalty 463.076920 = -159338.997743 nChanged 1 SP:Iteration 21Q (271.207741 sec): 3 clusters Score: Raw -159802.114774 + Penalty 463.076920 = -159339.037854 nChanged 3 SP:Iteration 22Q (271.246740 sec): 3 clusters Score: Raw -159802.327486 + Penalty 463.076920 = -159339.250566 nChanged 3 SP:Iteration 23Q (271.298783 sec): 3 clusters Score: Raw -159802.460385 + Penalty 463.076920 = -159339.383465 nChanged 2 SP:Iteration 24Q (271.333714 sec): 3 clusters Score: Raw -159802.511177 + Penalty 463.076920 = -159339.434257 nChanged 0 SP:Iteration 25F (271.380416 sec): 3 clusters Score: Raw -159802.511177 + Penalty 463.076920 = -159339.434257 nChanged 0 Trying to split cluster 23 (1044 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (271.402862 sec): 2 clusters Score: Raw -31663.715111 + Penalty 191.147406 = -31472.567705 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (271.444850 sec): 3 clusters Score: Raw -31139.234010 + Penalty 382.294812 = -30756.939198 nChanged 436 SP:Iteration 1F (271.491420 sec): 3 clusters Score: Raw -31477.622867 + Penalty 382.294812 = -31095.328055 nChanged 68 SP:Iteration 2F (271.529954 sec): 3 clusters Score: Raw -31514.499847 + Penalty 382.294812 = -31132.205035 nChanged 37 SP:Iteration 3Q (271.572322 sec): 3 clusters Score: Raw -31529.595128 + Penalty 382.294812 = -31147.300316 nChanged 21 SP:Iteration 4Q (271.618278 sec): 3 clusters Score: Raw -31539.637348 + Penalty 382.294812 = -31157.342536 nChanged 20 SP:Iteration 5Q (271.654499 sec): 3 clusters Score: Raw -31550.155017 + Penalty 382.294812 = -31167.860205 nChanged 23 SP:Iteration 6Q (271.676186 sec): 3 clusters Score: Raw -31560.418627 + Penalty 382.294812 = -31178.123815 nChanged 16 SP:Iteration 7Q (271.678831 sec): 3 clusters Score: Raw -31571.041728 + Penalty 382.294812 = -31188.746916 nChanged 19 SP:Iteration 8Q (271.681448 sec): 3 clusters Score: Raw -31581.082150 + Penalty 382.294812 = -31198.787338 nChanged 22 SP:Iteration 9Q (271.684110 sec): 3 clusters Score: Raw -31592.818258 + Penalty 382.294812 = -31210.523446 nChanged 20 SP:Iteration 10Q (271.686724 sec): 3 clusters Score: Raw -31600.355595 + Penalty 382.294812 = -31218.060783 nChanged 15 SP:Iteration 11Q (271.689343 sec): 3 clusters Score: Raw -31605.788583 + Penalty 382.294812 = -31223.493771 nChanged 15 SP:Iteration 12Q (271.691950 sec): 3 clusters Score: Raw -31610.497304 + Penalty 382.294812 = -31228.202492 nChanged 9 SP:Iteration 13Q (271.694561 sec): 3 clusters Score: Raw -31612.171282 + Penalty 382.294812 = -31229.876470 nChanged 8 SP:Iteration 14Q (271.697172 sec): 3 clusters Score: Raw -31616.778493 + Penalty 382.294812 = -31234.483681 nChanged 13 SP:Iteration 15Q (271.731296 sec): 3 clusters Score: Raw -31623.584973 + Penalty 382.294812 = -31241.290161 nChanged 15 SP:Iteration 16Q (271.774498 sec): 3 clusters Score: Raw -31630.766101 + Penalty 382.294812 = -31248.471289 nChanged 10 SP:Iteration 17Q (271.819265 sec): 3 clusters Score: Raw -31632.832873 + Penalty 382.294812 = -31250.538061 nChanged 5 SP:Iteration 18Q (271.865740 sec): 3 clusters Score: Raw -31633.907932 + Penalty 382.294812 = -31251.613119 nChanged 1 SP:Iteration 19Q (271.913080 sec): 3 clusters Score: Raw -31634.057764 + Penalty 382.294812 = -31251.762952 nChanged 0 SP:Iteration 20F (271.962686 sec): 3 clusters Score: Raw -31634.057764 + Penalty 382.294812 = -31251.762952 nChanged 0 Trying to split cluster 24 (1033 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (271.987547 sec): 2 clusters Score: Raw -37165.729043 + Penalty 190.856118 = -36974.872925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (272.035481 sec): 3 clusters Score: Raw -36622.871699 + Penalty 381.712236 = -36241.159463 nChanged 433 SP:Iteration 1F (272.081384 sec): 3 clusters Score: Raw -36948.718851 + Penalty 381.712236 = -36567.006615 nChanged 86 SP:Iteration 2F (272.116858 sec): 3 clusters Score: Raw -37003.121661 + Penalty 381.712236 = -36621.409425 nChanged 68 SP:Iteration 3F (272.166089 sec): 3 clusters Score: Raw -37046.555077 + Penalty 381.712236 = -36664.842841 nChanged 50 SP:Iteration 4Q (272.206824 sec): 3 clusters Score: Raw -37069.538064 + Penalty 381.712236 = -36687.825828 nChanged 32 SP:Iteration 5Q (272.240787 sec): 3 clusters Score: Raw -37081.080228 + Penalty 381.712236 = -36699.367992 nChanged 17 SP:Iteration 6Q (272.290131 sec): 3 clusters Score: Raw -37090.112777 + Penalty 381.712236 = -36708.400541 nChanged 21 SP:Iteration 7Q (272.332848 sec): 3 clusters Score: Raw -37097.800878 + Penalty 381.712236 = -36716.088642 nChanged 16 SP:Iteration 8Q (272.367957 sec): 3 clusters Score: Raw -37103.014072 + Penalty 381.712236 = -36721.301836 nChanged 10 SP:Iteration 9Q (272.402739 sec): 3 clusters Score: Raw -37106.607928 + Penalty 381.712236 = -36724.895692 nChanged 8 SP:Iteration 10Q (272.443499 sec): 3 clusters Score: Raw -37108.249404 + Penalty 381.712236 = -36726.537168 nChanged 7 SP:Iteration 11Q (272.489763 sec): 3 clusters Score: Raw -37111.019428 + Penalty 381.712236 = -36729.307192 nChanged 7 SP:Iteration 12Q (272.526917 sec): 3 clusters Score: Raw -37112.637957 + Penalty 381.712236 = -36730.925721 nChanged 3 SP:Iteration 13Q (272.565420 sec): 3 clusters Score: Raw -37113.159756 + Penalty 381.712236 = -36731.447520 nChanged 2 SP:Iteration 14Q (272.618928 sec): 3 clusters Score: Raw -37113.330891 + Penalty 381.712236 = -36731.618655 nChanged 1 SP:Iteration 15Q (272.661145 sec): 3 clusters Score: Raw -37113.404046 + Penalty 381.712236 = -36731.691810 nChanged 2 SP:Iteration 16Q (272.702396 sec): 3 clusters Score: Raw -37113.725951 + Penalty 381.712236 = -36732.013715 nChanged 3 SP:Iteration 17Q (272.731813 sec): 3 clusters Score: Raw -37113.938427 + Penalty 381.712236 = -36732.226191 nChanged 2 SP:Iteration 18Q (272.778923 sec): 3 clusters Score: Raw -37114.148609 + Penalty 381.712236 = -36732.436374 nChanged 4 SP:Iteration 19Q (272.816803 sec): 3 clusters Score: Raw -37114.899346 + Penalty 381.712236 = -36733.187110 nChanged 2 SP:Iteration 20F (272.855019 sec): 3 clusters Score: Raw -37115.082457 + Penalty 381.712236 = -36733.370222 nChanged 1 SP:Iteration 21Q (272.902196 sec): 3 clusters Score: Raw -37115.107548 + Penalty 381.712236 = -36733.395312 nChanged 1 SP:Iteration 22Q (272.941916 sec): 3 clusters Score: Raw -37115.278184 + Penalty 381.712236 = -36733.565948 nChanged 3 SP:Iteration 23Q (272.980374 sec): 3 clusters Score: Raw -37115.510479 + Penalty 381.712236 = -36733.798243 nChanged 3 SP:Iteration 24Q (273.028156 sec): 3 clusters Score: Raw -37115.814468 + Penalty 381.712236 = -36734.102232 nChanged 1 SP:Iteration 25Q (273.076572 sec): 3 clusters Score: Raw -37115.848508 + Penalty 381.712236 = -36734.136272 nChanged 1 SP:Iteration 26Q (273.116760 sec): 3 clusters Score: Raw -37115.887450 + Penalty 381.712236 = -36734.175214 nChanged 0 SP:Iteration 27F (273.175563 sec): 3 clusters Score: Raw -37115.887450 + Penalty 381.712236 = -36734.175214 nChanged 0 Trying to split cluster 25 (1224 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (273.195427 sec): 2 clusters Score: Raw -41841.054759 + Penalty 195.521685 = -41645.533074 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (273.231696 sec): 3 clusters Score: Raw -41196.265950 + Penalty 391.043370 = -40805.222580 nChanged 535 SP:Iteration 1F (273.270213 sec): 3 clusters Score: Raw -41548.798464 + Penalty 391.043370 = -41157.755093 nChanged 92 SP:Iteration 2F (273.313668 sec): 3 clusters Score: Raw -41618.370432 + Penalty 391.043370 = -41227.327061 nChanged 74 SP:Iteration 3F (273.362016 sec): 3 clusters Score: Raw -41674.286363 + Penalty 391.043370 = -41283.242992 nChanged 68 SP:Iteration 4F (273.395195 sec): 3 clusters Score: Raw -41721.722923 + Penalty 391.043370 = -41330.679552 nChanged 56 SP:Iteration 5Q (273.436185 sec): 3 clusters Score: Raw -41758.476922 + Penalty 391.043370 = -41367.433551 nChanged 48 SP:Iteration 6Q (273.488092 sec): 3 clusters Score: Raw -41791.134808 + Penalty 391.043370 = -41400.091438 nChanged 38 SP:Iteration 7Q (273.516688 sec): 3 clusters Score: Raw -41819.267154 + Penalty 391.043370 = -41428.223783 nChanged 37 SP:Iteration 8Q (273.553473 sec): 3 clusters Score: Raw -41845.926787 + Penalty 391.043370 = -41454.883416 nChanged 22 SP:Iteration 9Q (273.595285 sec): 3 clusters Score: Raw -41860.336651 + Penalty 391.043370 = -41469.293280 nChanged 18 SP:Iteration 10Q (273.651539 sec): 3 clusters Score: Raw -41876.529401 + Penalty 391.043370 = -41485.486031 nChanged 19 SP:Iteration 11Q (273.698217 sec): 3 clusters Score: Raw -41891.793755 + Penalty 391.043370 = -41500.750385 nChanged 11 SP:Iteration 12Q (273.731710 sec): 3 clusters Score: Raw -41899.274531 + Penalty 391.043370 = -41508.231160 nChanged 8 SP:Iteration 13Q (273.773248 sec): 3 clusters Score: Raw -41908.266851 + Penalty 391.043370 = -41517.223480 nChanged 11 SP:Iteration 14Q (273.825637 sec): 3 clusters Score: Raw -41918.827944 + Penalty 391.043370 = -41527.784574 nChanged 8 SP:Iteration 15Q (273.857737 sec): 3 clusters Score: Raw -41924.091774 + Penalty 391.043370 = -41533.048404 nChanged 5 SP:Iteration 16Q (273.893814 sec): 3 clusters Score: Raw -41925.836988 + Penalty 391.043370 = -41534.793618 nChanged 2 SP:Iteration 17Q (273.934283 sec): 3 clusters Score: Raw -41926.063932 + Penalty 391.043370 = -41535.020562 nChanged 1 SP:Iteration 18Q (273.978039 sec): 3 clusters Score: Raw -41926.452775 + Penalty 391.043370 = -41535.409405 nChanged 3 SP:Iteration 19Q (274.020567 sec): 3 clusters Score: Raw -41927.374207 + Penalty 391.043370 = -41536.330837 nChanged 1 SP:Iteration 20F (274.072868 sec): 3 clusters Score: Raw -41927.925795 + Penalty 391.043370 = -41536.882425 nChanged 0 Trying to split cluster 26 (5086 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (274.099029 sec): 2 clusters Score: Raw -190227.090436 + Penalty 234.691791 = -189992.398645 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (274.144808 sec): 3 clusters Score: Raw -187119.271209 + Penalty 469.383582 = -186649.887627 nChanged 2344 SP:Iteration 1F (274.180651 sec): 3 clusters Score: Raw -188580.607813 + Penalty 469.383582 = -188111.224231 nChanged 326 SP:Iteration 2F (274.223005 sec): 3 clusters Score: Raw -188765.531610 + Penalty 469.383582 = -188296.148028 nChanged 344 SP:Iteration 3F (274.275073 sec): 3 clusters Score: Raw -188954.079544 + Penalty 469.383582 = -188484.695962 nChanged 296 SP:Iteration 4F (274.315334 sec): 3 clusters Score: Raw -189148.606670 + Penalty 469.383582 = -188679.223088 nChanged 305 SP:Iteration 5F (274.370943 sec): 3 clusters Score: Raw -189391.969595 + Penalty 469.383582 = -188922.586013 nChanged 313 SP:Iteration 6F (274.415750 sec): 3 clusters Score: Raw -189612.322934 + Penalty 469.383582 = -189142.939352 nChanged 264 SP:Iteration 7F (274.454702 sec): 3 clusters Score: Raw -189769.019850 + Penalty 469.383582 = -189299.636268 nChanged 212 SP:Iteration 8Q (274.508770 sec): 3 clusters Score: Raw -189941.824807 + Penalty 469.383582 = -189472.441224 nChanged 217 SP:Iteration 9Q (274.558626 sec): 3 clusters Score: Raw -190152.040325 + Penalty 469.383582 = -189682.656742 nChanged 206 SP:Iteration 10Q (274.602795 sec): 3 clusters Score: Raw -190319.558349 + Penalty 469.383582 = -189850.174767 nChanged 174 SP:Iteration 11Q (274.650011 sec): 3 clusters Score: Raw -190436.949715 + Penalty 469.383582 = -189967.566133 nChanged 126 SP:Iteration 12Q (274.696862 sec): 3 clusters Score: Raw -190498.795716 + Penalty 469.383582 = -190029.412134 nChanged 100 SP:Iteration 13Q (274.739003 sec): 3 clusters Score: Raw -190539.114878 + Penalty 469.383582 = -190069.731296 nChanged 75 SP:Iteration 14Q (274.795946 sec): 3 clusters Score: Raw -190566.298946 + Penalty 469.383582 = -190096.915364 nChanged 49 SP:Iteration 15Q (274.846083 sec): 3 clusters Score: Raw -190583.497513 + Penalty 469.383582 = -190114.113931 nChanged 47 SP:Iteration 16Q (274.891590 sec): 3 clusters Score: Raw -190599.888956 + Penalty 469.383582 = -190130.505374 nChanged 39 SP:Iteration 17Q (274.935554 sec): 3 clusters Score: Raw -190615.652519 + Penalty 469.383582 = -190146.268937 nChanged 37 SP:Iteration 18Q (274.971154 sec): 3 clusters Score: Raw -190629.394913 + Penalty 469.383582 = -190160.011331 nChanged 37 SP:Iteration 19Q (275.013848 sec): 3 clusters Score: Raw -190642.616476 + Penalty 469.383582 = -190173.232894 nChanged 33 SP:Iteration 20F (275.060645 sec): 3 clusters Score: Raw -190652.851540 + Penalty 469.383582 = -190183.467958 nChanged 29 SP:Iteration 21Q (275.098481 sec): 3 clusters Score: Raw -190662.194735 + Penalty 469.383582 = -190192.811153 nChanged 25 SP:Iteration 22Q (275.135181 sec): 3 clusters Score: Raw -190666.456376 + Penalty 469.383582 = -190197.072794 nChanged 20 SP:Iteration 23Q (275.170102 sec): 3 clusters Score: Raw -190670.002898 + Penalty 469.383582 = -190200.619316 nChanged 15 SP:Iteration 24Q (275.205263 sec): 3 clusters Score: Raw -190672.192639 + Penalty 469.383582 = -190202.809057 nChanged 12 SP:Iteration 25Q (275.239771 sec): 3 clusters Score: Raw -190673.224255 + Penalty 469.383582 = -190203.840673 nChanged 4 SP:Iteration 26Q (275.281580 sec): 3 clusters Score: Raw -190673.552064 + Penalty 469.383582 = -190204.168482 nChanged 5 SP:Iteration 27Q (275.339264 sec): 3 clusters Score: Raw -190673.845707 + Penalty 469.383582 = -190204.462125 nChanged 5 SP:Iteration 28Q (275.385156 sec): 3 clusters Score: Raw -190674.057511 + Penalty 469.383582 = -190204.673929 nChanged 2 SP:Iteration 29Q (275.430984 sec): 3 clusters Score: Raw -190674.105359 + Penalty 469.383582 = -190204.721777 nChanged 1 SP:Iteration 30Q (275.465349 sec): 3 clusters Score: Raw -190674.122015 + Penalty 469.383582 = -190204.738433 nChanged 1 SP:Iteration 31Q (275.519442 sec): 3 clusters Score: Raw -190674.142342 + Penalty 469.383582 = -190204.758760 nChanged 3 SP:Iteration 32Q (275.561053 sec): 3 clusters Score: Raw -190674.317092 + Penalty 469.383582 = -190204.933510 nChanged 3 SP:Iteration 33Q (275.612167 sec): 3 clusters Score: Raw -190674.417402 + Penalty 469.383582 = -190205.033820 nChanged 1 SP:Iteration 34Q (275.651585 sec): 3 clusters Score: Raw -190674.445952 + Penalty 469.383582 = -190205.062370 nChanged 1 SP:Iteration 35Q (275.695007 sec): 3 clusters Score: Raw -190674.456687 + Penalty 469.383582 = -190205.073105 nChanged 1 SP:Iteration 36Q (275.747306 sec): 3 clusters Score: Raw -190674.474604 + Penalty 469.383582 = -190205.091022 nChanged 1 SP:Iteration 37Q (275.798542 sec): 3 clusters Score: Raw -190674.507329 + Penalty 469.383582 = -190205.123747 nChanged 1 SP:Iteration 38Q (275.847809 sec): 3 clusters Score: Raw -190674.589974 + Penalty 469.383582 = -190205.206392 nChanged 4 SP:Iteration 39Q (275.881193 sec): 3 clusters Score: Raw -190674.790871 + Penalty 469.383582 = -190205.407289 nChanged 1 SP:Iteration 40F (275.926850 sec): 3 clusters Score: Raw -190674.901785 + Penalty 469.383582 = -190205.518203 nChanged 1 SP:Iteration 41Q (275.937451 sec): 3 clusters Score: Raw -190674.958257 + Penalty 469.383582 = -190205.574675 nChanged 5 SP:Iteration 42Q (275.953102 sec): 3 clusters Score: Raw -190675.238009 + Penalty 469.383582 = -190205.854427 nChanged 6 SP:Iteration 43Q (275.995598 sec): 3 clusters Score: Raw -190675.530298 + Penalty 469.383582 = -190206.146716 nChanged 5 SP:Iteration 44Q (276.039806 sec): 3 clusters Score: Raw -190675.892797 + Penalty 469.383582 = -190206.509215 nChanged 4 SP:Iteration 45Q (276.069710 sec): 3 clusters Score: Raw -190676.145291 + Penalty 469.383582 = -190206.761709 nChanged 2 SP:Iteration 46Q (276.130058 sec): 3 clusters Score: Raw -190676.290489 + Penalty 469.383582 = -190206.906907 nChanged 1 SP:Iteration 47Q (276.178498 sec): 3 clusters Score: Raw -190676.332270 + Penalty 469.383582 = -190206.948688 nChanged 1 SP:Iteration 48Q (276.220743 sec): 3 clusters Score: Raw -190676.456641 + Penalty 469.383582 = -190207.073059 nChanged 1 SP:Iteration 49Q (276.264116 sec): 3 clusters Score: Raw -190676.521822 + Penalty 469.383582 = -190207.138240 nChanged 1 SP:Iteration 50Q (276.314539 sec): 3 clusters Score: Raw -190676.579484 + Penalty 469.383582 = -190207.195902 nChanged 0 SP:Iteration 51F (276.357170 sec): 3 clusters Score: Raw -190676.579484 + Penalty 469.383582 = -190207.195902 nChanged 0 Score: Raw -4180512.152943 + Penalty 9361.484028 = -4171150.668915 Splitting cluster 26 changes total score from -4171017.884871 to -4171150.668915 So it's getting split into cluster 29. Trying to split cluster 27 (7030 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (277.656344 sec): 2 clusters Score: Raw -260296.671522 + Penalty 243.593405 = -260053.078118 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (277.707507 sec): 3 clusters Score: Raw -255858.460815 + Penalty 487.186809 = -255371.274005 nChanged 3293 SP:Iteration 1F (277.754941 sec): 3 clusters Score: Raw -257709.706312 + Penalty 487.186809 = -257222.519503 nChanged 377 SP:Iteration 2F (277.806478 sec): 3 clusters Score: Raw -257861.767126 + Penalty 487.186809 = -257374.580317 nChanged 426 SP:Iteration 3F (277.854948 sec): 3 clusters Score: Raw -258075.835489 + Penalty 487.186809 = -257588.648680 nChanged 445 SP:Iteration 4F (277.898079 sec): 3 clusters Score: Raw -258344.830423 + Penalty 487.186809 = -257857.643614 nChanged 449 SP:Iteration 5F (277.949735 sec): 3 clusters Score: Raw -258679.836009 + Penalty 487.186809 = -258192.649200 nChanged 425 SP:Iteration 6F (277.990815 sec): 3 clusters Score: Raw -259035.201547 + Penalty 487.186809 = -258548.014738 nChanged 355 SP:Iteration 7F (278.040339 sec): 3 clusters Score: Raw -259364.095773 + Penalty 487.186809 = -258876.908964 nChanged 303 SP:Iteration 8Q (278.087702 sec): 3 clusters Score: Raw -259633.753383 + Penalty 487.186809 = -259146.566574 nChanged 209 SP:Iteration 9Q (278.131133 sec): 3 clusters Score: Raw -259763.610627 + Penalty 487.186809 = -259276.423818 nChanged 133 SP:Iteration 10Q (278.172180 sec): 3 clusters Score: Raw -259838.945685 + Penalty 487.186809 = -259351.758876 nChanged 94 SP:Iteration 11Q (278.227812 sec): 3 clusters Score: Raw -259878.173964 + Penalty 487.186809 = -259390.987155 nChanged 78 SP:Iteration 12Q (278.279616 sec): 3 clusters Score: Raw -259908.079920 + Penalty 487.186809 = -259420.893111 nChanged 66 SP:Iteration 13Q (278.319180 sec): 3 clusters Score: Raw -259934.543761 + Penalty 487.186809 = -259447.356952 nChanged 71 SP:Iteration 14Q (278.378171 sec): 3 clusters Score: Raw -259963.178270 + Penalty 487.186809 = -259475.991461 nChanged 70 SP:Iteration 15Q (278.416345 sec): 3 clusters Score: Raw -259986.242691 + Penalty 487.186809 = -259499.055882 nChanged 62 SP:Iteration 16Q (278.463380 sec): 3 clusters Score: Raw -260007.866261 + Penalty 487.186809 = -259520.679452 nChanged 58 SP:Iteration 17Q (278.510495 sec): 3 clusters Score: Raw -260026.961352 + Penalty 487.186809 = -259539.774542 nChanged 64 SP:Iteration 18Q (278.553742 sec): 3 clusters Score: Raw -260052.524124 + Penalty 487.186809 = -259565.337315 nChanged 66 SP:Iteration 19Q (278.610342 sec): 3 clusters Score: Raw -260080.323140 + Penalty 487.186809 = -259593.136331 nChanged 52 SP:Iteration 20F (278.658475 sec): 3 clusters Score: Raw -260108.355444 + Penalty 487.186809 = -259621.168634 nChanged 58 SP:Iteration 21Q (278.703239 sec): 3 clusters Score: Raw -260136.279557 + Penalty 487.186809 = -259649.092747 nChanged 50 SP:Iteration 22Q (278.746531 sec): 3 clusters Score: Raw -260160.448774 + Penalty 487.186809 = -259673.261965 nChanged 46 SP:Iteration 23Q (278.797150 sec): 3 clusters Score: Raw -260179.188997 + Penalty 487.186809 = -259692.002187 nChanged 44 SP:Iteration 24Q (278.809988 sec): 3 clusters Score: Raw -260199.449688 + Penalty 487.186809 = -259712.262879 nChanged 39 SP:Iteration 25Q (278.823669 sec): 3 clusters Score: Raw -260213.555456 + Penalty 487.186809 = -259726.368647 nChanged 31 SP:Iteration 26Q (278.837196 sec): 3 clusters Score: Raw -260223.910544 + Penalty 487.186809 = -259736.723735 nChanged 25 SP:Iteration 27Q (278.854037 sec): 3 clusters Score: Raw -260230.723006 + Penalty 487.186809 = -259743.536197 nChanged 20 SP:Iteration 28Q (278.867565 sec): 3 clusters Score: Raw -260236.685023 + Penalty 487.186809 = -259749.498214 nChanged 26 SP:Iteration 29Q (278.917938 sec): 3 clusters Score: Raw -260244.434464 + Penalty 487.186809 = -259757.247655 nChanged 26 SP:Iteration 30Q (278.959936 sec): 3 clusters Score: Raw -260253.648296 + Penalty 487.186809 = -259766.461487 nChanged 15 SP:Iteration 31Q (279.009944 sec): 3 clusters Score: Raw -260260.080495 + Penalty 487.186809 = -259772.893686 nChanged 17 SP:Iteration 32Q (279.061437 sec): 3 clusters Score: Raw -260264.602426 + Penalty 487.186809 = -259777.415616 nChanged 15 SP:Iteration 33Q (279.097369 sec): 3 clusters Score: Raw -260268.099342 + Penalty 487.186809 = -259780.912533 nChanged 6 SP:Iteration 34Q (279.159763 sec): 3 clusters Score: Raw -260270.036239 + Penalty 487.186809 = -259782.849430 nChanged 5 SP:Iteration 35Q (279.210648 sec): 3 clusters Score: Raw -260270.982918 + Penalty 487.186809 = -259783.796109 nChanged 6 SP:Iteration 36Q (279.250413 sec): 3 clusters Score: Raw -260271.609813 + Penalty 487.186809 = -259784.423004 nChanged 2 SP:Iteration 37Q (279.302172 sec): 3 clusters Score: Raw -260271.843557 + Penalty 487.186809 = -259784.656748 nChanged 2 SP:Iteration 38Q (279.350793 sec): 3 clusters Score: Raw -260272.397210 + Penalty 487.186809 = -259785.210401 nChanged 4 SP:Iteration 39Q (279.403915 sec): 3 clusters Score: Raw -260273.141339 + Penalty 487.186809 = -259785.954530 nChanged 7 SP:Iteration 40F (279.443153 sec): 3 clusters Score: Raw -260274.412856 + Penalty 487.186809 = -259787.226047 nChanged 3 SP:Iteration 41Q (279.483538 sec): 3 clusters Score: Raw -260274.851368 + Penalty 487.186809 = -259787.664559 nChanged 3 SP:Iteration 42Q (279.522623 sec): 3 clusters Score: Raw -260275.856199 + Penalty 487.186809 = -259788.669390 nChanged 2 SP:Iteration 43Q (279.567305 sec): 3 clusters Score: Raw -260276.341698 + Penalty 487.186809 = -259789.154889 nChanged 5 SP:Iteration 44Q (279.618239 sec): 3 clusters Score: Raw -260278.348181 + Penalty 487.186809 = -259791.161372 nChanged 10 SP:Iteration 45Q (279.656487 sec): 3 clusters Score: Raw -260281.761261 + Penalty 487.186809 = -259794.574452 nChanged 8 SP:Iteration 46Q (279.704511 sec): 3 clusters Score: Raw -260284.367506 + Penalty 487.186809 = -259797.180697 nChanged 5 SP:Iteration 47Q (279.755948 sec): 3 clusters Score: Raw -260285.988134 + Penalty 487.186809 = -259798.801324 nChanged 6 SP:Iteration 48Q (279.803931 sec): 3 clusters Score: Raw -260287.884504 + Penalty 487.186809 = -259800.697695 nChanged 8 SP:Iteration 49Q (279.842981 sec): 3 clusters Score: Raw -260290.081653 + Penalty 487.186809 = -259802.894843 nChanged 8 SP:Iteration 50Q (279.891844 sec): 3 clusters Score: Raw -260292.334987 + Penalty 487.186809 = -259805.148178 nChanged 12 SP:Iteration 51Q (279.944913 sec): 3 clusters Score: Raw -260296.664263 + Penalty 487.186809 = -259809.477454 nChanged 13 SP:Iteration 52Q (279.982644 sec): 3 clusters Score: Raw -260300.068168 + Penalty 487.186809 = -259812.881358 nChanged 9 SP:Iteration 53Q (279.996081 sec): 3 clusters Score: Raw -260303.756042 + Penalty 487.186809 = -259816.569233 nChanged 15 SP:Iteration 54Q (280.009433 sec): 3 clusters Score: Raw -260312.275486 + Penalty 487.186809 = -259825.088677 nChanged 10 SP:Iteration 55Q (280.022478 sec): 3 clusters Score: Raw -260314.962649 + Penalty 487.186809 = -259827.775840 nChanged 6 SP:Iteration 56Q (280.035914 sec): 3 clusters Score: Raw -260316.522621 + Penalty 487.186809 = -259829.335812 nChanged 4 SP:Iteration 57Q (280.050344 sec): 3 clusters Score: Raw -260318.351972 + Penalty 487.186809 = -259831.165163 nChanged 4 SP:Iteration 58Q (280.063730 sec): 3 clusters Score: Raw -260318.993499 + Penalty 487.186809 = -259831.806690 nChanged 4 SP:Iteration 59Q (280.077103 sec): 3 clusters Score: Raw -260319.749531 + Penalty 487.186809 = -259832.562722 nChanged 5 SP:Iteration 60F (280.090654 sec): 3 clusters Score: Raw -260321.645400 + Penalty 487.186809 = -259834.458591 nChanged 7 SP:Iteration 61Q (280.145153 sec): 3 clusters Score: Raw -260325.209192 + Penalty 487.186809 = -259838.022383 nChanged 11 SP:Iteration 62Q (280.185984 sec): 3 clusters Score: Raw -260333.455967 + Penalty 487.186809 = -259846.269158 nChanged 10 SP:Iteration 63Q (280.234245 sec): 3 clusters Score: Raw -260339.306009 + Penalty 487.186809 = -259852.119200 nChanged 7 SP:Iteration 64Q (280.291884 sec): 3 clusters Score: Raw -260343.851561 + Penalty 487.186809 = -259856.664752 nChanged 7 SP:Iteration 65Q (280.320246 sec): 3 clusters Score: Raw -260347.922921 + Penalty 487.186809 = -259860.736112 nChanged 5 SP:Iteration 66Q (280.370819 sec): 3 clusters Score: Raw -260349.369470 + Penalty 487.186809 = -259862.182661 nChanged 3 SP:Iteration 67Q (280.414062 sec): 3 clusters Score: Raw -260350.898338 + Penalty 487.186809 = -259863.711529 nChanged 2 SP:Iteration 68Q (280.471701 sec): 3 clusters Score: Raw -260351.792541 + Penalty 487.186809 = -259864.605731 nChanged 1 SP:Iteration 69Q (280.511082 sec): 3 clusters Score: Raw -260352.381918 + Penalty 487.186809 = -259865.195109 nChanged 1 SP:Iteration 70Q (280.567861 sec): 3 clusters Score: Raw -260352.625829 + Penalty 487.186809 = -259865.439020 nChanged 1 SP:Iteration 71Q (280.620415 sec): 3 clusters Score: Raw -260353.016814 + Penalty 487.186809 = -259865.830004 nChanged 1 SP:Iteration 72Q (280.666181 sec): 3 clusters Score: Raw -260353.380141 + Penalty 487.186809 = -259866.193332 nChanged 1 SP:Iteration 73Q (280.705665 sec): 3 clusters Score: Raw -260353.552009 + Penalty 487.186809 = -259866.365200 nChanged 2 SP:Iteration 74Q (280.751757 sec): 3 clusters Score: Raw -260354.665382 + Penalty 487.186809 = -259867.478573 nChanged 1 SP:Iteration 75Q (280.808884 sec): 3 clusters Score: Raw -260355.108364 + Penalty 487.186809 = -259867.921555 nChanged 0 SP:Iteration 76F (280.854921 sec): 3 clusters Score: Raw -260355.108364 + Penalty 487.186809 = -259867.921555 nChanged 0 Trying to split cluster 28 (3319 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (280.876950 sec): 2 clusters Score: Raw -124324.001470 + Penalty 222.954017 = -124101.047453 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (280.917580 sec): 3 clusters Score: Raw -122328.982373 + Penalty 445.908035 = -121883.074339 nChanged 1534 SP:Iteration 1F (280.965452 sec): 3 clusters Score: Raw -123329.804939 + Penalty 445.908035 = -122883.896905 nChanged 246 SP:Iteration 2F (281.012781 sec): 3 clusters Score: Raw -123493.396549 + Penalty 445.908035 = -123047.488514 nChanged 231 SP:Iteration 3F (281.056682 sec): 3 clusters Score: Raw -123671.544587 + Penalty 445.908035 = -123225.636553 nChanged 206 SP:Iteration 4F (281.107273 sec): 3 clusters Score: Raw -123885.425576 + Penalty 445.908035 = -123439.517541 nChanged 156 SP:Iteration 5Q (281.158348 sec): 3 clusters Score: Raw -124081.673026 + Penalty 445.908035 = -123635.764991 nChanged 99 SP:Iteration 6Q (281.200988 sec): 3 clusters Score: Raw -124222.073375 + Penalty 445.908035 = -123776.165340 nChanged 70 SP:Iteration 7Q (281.241118 sec): 3 clusters Score: Raw -124275.241305 + Penalty 445.908035 = -123829.333271 nChanged 47 SP:Iteration 8Q (281.277456 sec): 3 clusters Score: Raw -124301.242569 + Penalty 445.908035 = -123855.334534 nChanged 35 SP:Iteration 9Q (281.334499 sec): 3 clusters Score: Raw -124320.949594 + Penalty 445.908035 = -123875.041559 nChanged 21 SP:Iteration 10Q (281.372548 sec): 3 clusters Score: Raw -124329.674723 + Penalty 445.908035 = -123883.766689 nChanged 21 SP:Iteration 11Q (281.409988 sec): 3 clusters Score: Raw -124336.976139 + Penalty 445.908035 = -123891.068104 nChanged 14 SP:Iteration 12Q (281.454149 sec): 3 clusters Score: Raw -124341.524434 + Penalty 445.908035 = -123895.616399 nChanged 15 SP:Iteration 13Q (281.506150 sec): 3 clusters Score: Raw -124345.740518 + Penalty 445.908035 = -123899.832484 nChanged 10 SP:Iteration 14Q (281.548611 sec): 3 clusters Score: Raw -124347.770122 + Penalty 445.908035 = -123901.862087 nChanged 5 SP:Iteration 15Q (281.590256 sec): 3 clusters Score: Raw -124348.728208 + Penalty 445.908035 = -123902.820174 nChanged 2 SP:Iteration 16Q (281.641693 sec): 3 clusters Score: Raw -124349.185576 + Penalty 445.908035 = -123903.277541 nChanged 2 SP:Iteration 17Q (281.693836 sec): 3 clusters Score: Raw -124349.784822 + Penalty 445.908035 = -123903.876787 nChanged 3 SP:Iteration 18Q (281.729941 sec): 3 clusters Score: Raw -124350.361055 + Penalty 445.908035 = -123904.453020 nChanged 4 SP:Iteration 19Q (281.761960 sec): 3 clusters Score: Raw -124350.957353 + Penalty 445.908035 = -123905.049318 nChanged 2 SP:Iteration 20F (281.804705 sec): 3 clusters Score: Raw -124351.127504 + Penalty 445.908035 = -123905.219469 nChanged 1 SP:Iteration 21Q (281.859209 sec): 3 clusters Score: Raw -124351.196647 + Penalty 445.908035 = -123905.288612 nChanged 1 SP:Iteration 22Q (281.897197 sec): 3 clusters Score: Raw -124351.253881 + Penalty 445.908035 = -123905.345847 nChanged 1 SP:Iteration 23Q (281.938556 sec): 3 clusters Score: Raw -124351.283817 + Penalty 445.908035 = -123905.375782 nChanged 2 SP:Iteration 24Q (281.986413 sec): 3 clusters Score: Raw -124351.399858 + Penalty 445.908035 = -123905.491823 nChanged 1 SP:Iteration 25Q (282.032565 sec): 3 clusters Score: Raw -124351.513647 + Penalty 445.908035 = -123905.605613 nChanged 2 SP:Iteration 26Q (282.081261 sec): 3 clusters Score: Raw -124351.761655 + Penalty 445.908035 = -123905.853620 nChanged 3 SP:Iteration 27Q (282.116838 sec): 3 clusters Score: Raw -124352.181357 + Penalty 445.908035 = -123906.273322 nChanged 4 SP:Iteration 28Q (282.163277 sec): 3 clusters Score: Raw -124352.591232 + Penalty 445.908035 = -123906.683198 nChanged 3 SP:Iteration 29Q (282.207674 sec): 3 clusters Score: Raw -124352.944851 + Penalty 445.908035 = -123907.036816 nChanged 2 SP:Iteration 30Q (282.214509 sec): 3 clusters Score: Raw -124353.111187 + Penalty 445.908035 = -123907.203153 nChanged 2 SP:Iteration 31Q (282.231049 sec): 3 clusters Score: Raw -124353.401384 + Penalty 445.908035 = -123907.493349 nChanged 3 SP:Iteration 32Q (282.237863 sec): 3 clusters Score: Raw -124354.164429 + Penalty 445.908035 = -123908.256394 nChanged 1 SP:Iteration 33Q (282.244615 sec): 3 clusters Score: Raw -124354.367597 + Penalty 445.908035 = -123908.459563 nChanged 2 SP:Iteration 34Q (282.251373 sec): 3 clusters Score: Raw -124354.889290 + Penalty 445.908035 = -123908.981256 nChanged 3 SP:Iteration 35Q (282.258125 sec): 3 clusters Score: Raw -124355.872169 + Penalty 445.908035 = -123909.964134 nChanged 4 SP:Iteration 36Q (282.264854 sec): 3 clusters Score: Raw -124357.142717 + Penalty 445.908035 = -123911.234683 nChanged 5 SP:Iteration 37Q (282.271593 sec): 3 clusters Score: Raw -124358.203480 + Penalty 445.908035 = -123912.295446 nChanged 6 SP:Iteration 38Q (282.278369 sec): 3 clusters Score: Raw -124359.002514 + Penalty 445.908035 = -123913.094480 nChanged 3 SP:Iteration 39Q (282.302085 sec): 3 clusters Score: Raw -124359.397841 + Penalty 445.908035 = -123913.489806 nChanged 2 SP:Iteration 40F (282.309288 sec): 3 clusters Score: Raw -124359.600829 + Penalty 445.908035 = -123913.692794 nChanged 1 SP:Iteration 41Q (282.316692 sec): 3 clusters Score: Raw -124359.654091 + Penalty 445.908035 = -123913.746056 nChanged 0 SP:Iteration 42F (282.323525 sec): 3 clusters Score: Raw -124359.654091 + Penalty 445.908035 = -123913.746056 nChanged 0 Iteration 59Q (283.608525 sec): 30 clusters Score: Raw -4180672.299754 + Penalty 9361.484028 = -4171310.815726 nChanged 179 Iteration 60F (285.068295 sec): 30 clusters Score: Raw -4180775.110159 + Penalty 9361.484028 = -4171413.626132 nChanged 179 Iteration 61Q (286.397202 sec): 30 clusters Score: Raw -4180843.687774 + Penalty 9361.484028 = -4171482.203747 nChanged 161 Iteration 62Q (287.677506 sec): 30 clusters Score: Raw -4180889.700209 + Penalty 9361.484028 = -4171528.216181 nChanged 157 Iteration 63Q (288.898226 sec): 30 clusters Score: Raw -4180955.781461 + Penalty 9361.484028 = -4171594.297434 nChanged 166 Iteration 64Q (290.091950 sec): 30 clusters Score: Raw -4181026.138795 + Penalty 9361.484028 = -4171664.654767 nChanged 163 Iteration 65Q (291.162774 sec): 30 clusters Score: Raw -4181072.391975 + Penalty 9361.484028 = -4171710.907947 nChanged 154 Iteration 66Q (292.443494 sec): 30 clusters Score: Raw -4181107.010494 + Penalty 9361.484028 = -4171745.526466 nChanged 136 Iteration 67Q (293.753092 sec): 30 clusters Score: Raw -4181130.495092 + Penalty 9361.484028 = -4171769.011064 nChanged 137 Iteration 68Q (294.917319 sec): 30 clusters Score: Raw -4181151.154804 + Penalty 9361.484028 = -4171789.670776 nChanged 118 Iteration 69Q (296.077472 sec): 30 clusters Score: Raw -4181169.647603 + Penalty 9361.484028 = -4171808.163576 nChanged 115 Iteration 70Q (297.235057 sec): 30 clusters Score: Raw -4181183.821874 + Penalty 9361.484028 = -4171822.337846 nChanged 101 Iteration 71Q (298.300361 sec): 30 clusters Score: Raw -4181193.375682 + Penalty 9361.484028 = -4171831.891654 nChanged 86 Iteration 72Q (299.478543 sec): 30 clusters Score: Raw -4181203.775825 + Penalty 9361.484028 = -4171842.291797 nChanged 85 Iteration 73Q (300.692518 sec): 30 clusters Score: Raw -4181212.912293 + Penalty 9361.484028 = -4171851.428265 nChanged 74 Iteration 74Q (301.928778 sec): 30 clusters Score: Raw -4181219.168440 + Penalty 9361.484028 = -4171857.684412 nChanged 65 Iteration 75Q (303.163156 sec): 30 clusters Score: Raw -4181225.055555 + Penalty 9361.484028 = -4171863.571527 nChanged 68 Iteration 76Q (304.413815 sec): 30 clusters Score: Raw -4181231.045731 + Penalty 9361.484028 = -4171869.561703 nChanged 63 Iteration 77Q (305.629075 sec): 30 clusters Score: Raw -4181235.156137 + Penalty 9361.484028 = -4171873.672109 nChanged 53 Iteration 78Q (306.763539 sec): 30 clusters Score: Raw -4181238.515502 + Penalty 9361.484028 = -4171877.031474 nChanged 42 Iteration 79Q (308.018703 sec): 30 clusters Score: Raw -4181241.704795 + Penalty 9361.484028 = -4171880.220767 nChanged 34 Iteration 80F (309.477088 sec): 30 clusters Score: Raw -4181245.507204 + Penalty 9361.484028 = -4171884.023177 nChanged 42 Iteration 81Q (310.765473 sec): 30 clusters Score: Raw -4181249.385404 + Penalty 9361.484028 = -4171887.901376 nChanged 46 Iteration 82Q (312.037287 sec): 30 clusters Score: Raw -4181253.933976 + Penalty 9361.484028 = -4171892.449949 nChanged 47 Iteration 83Q (313.166723 sec): 30 clusters Score: Raw -4181259.230945 + Penalty 9361.484028 = -4171897.746917 nChanged 56 Iteration 84Q (314.367922 sec): 30 clusters Score: Raw -4181264.342817 + Penalty 9361.484028 = -4171902.858789 nChanged 64 Iteration 85Q (315.689415 sec): 30 clusters Score: Raw -4181269.498345 + Penalty 9361.484028 = -4171908.014318 nChanged 58 Iteration 86Q (316.900844 sec): 30 clusters Score: Raw -4181274.007349 + Penalty 9361.484028 = -4171912.523321 nChanged 61 Iteration 87Q (318.073037 sec): 30 clusters Score: Raw -4181279.122302 + Penalty 9361.484028 = -4171917.638274 nChanged 61 Iteration 88Q (319.279652 sec): 30 clusters Score: Raw -4181284.821881 + Penalty 9361.484028 = -4171923.337853 nChanged 63 Iteration 89Q (320.549497 sec): 30 clusters Score: Raw -4181289.270721 + Penalty 9361.484028 = -4171927.786693 nChanged 58 Iteration 90Q (321.737256 sec): 30 clusters Score: Raw -4181293.033091 + Penalty 9361.484028 = -4171931.549063 nChanged 59 Iteration 91Q (322.772790 sec): 30 clusters Score: Raw -4181297.906675 + Penalty 9361.484028 = -4171936.422647 nChanged 52 Iteration 92Q (323.979087 sec): 30 clusters Score: Raw -4181300.545767 + Penalty 9361.484028 = -4171939.061739 nChanged 43 Iteration 93Q (325.050020 sec): 30 clusters Score: Raw -4181302.635764 + Penalty 9361.484028 = -4171941.151736 nChanged 29 Iteration 94Q (326.235537 sec): 30 clusters Score: Raw -4181304.427922 + Penalty 9361.484028 = -4171942.943894 nChanged 36 Iteration 95Q (327.402527 sec): 30 clusters Score: Raw -4181306.233979 + Penalty 9361.484028 = -4171944.749951 nChanged 34 Iteration 96Q (328.607789 sec): 30 clusters Score: Raw -4181307.824995 + Penalty 9361.484028 = -4171946.340967 nChanged 33 Iteration 97Q (329.816548 sec): 30 clusters Score: Raw -4181309.423567 + Penalty 9361.484028 = -4171947.939539 nChanged 37 Iteration 98Q (330.958024 sec): 30 clusters Score: Raw -4181310.900402 + Penalty 9361.484028 = -4171949.416374 nChanged 28 Writing temp clu file Because OldScore, -4171947.939539, is greater than current (better) Score,-4171949.416374 Compute initial score before splitting: Score: Raw -4181310.900402 + Penalty 9361.484028 = -4171949.416374 Trying to split cluster 1 (215 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (331.017346 sec): 2 clusters Score: Raw -6602.522594 + Penalty 147.692546 = -6454.830049 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (331.054592 sec): 3 clusters Score: Raw -6522.682346 + Penalty 295.385092 = -6227.297254 nChanged 76 SP:Iteration 1F (331.099934 sec): 3 clusters Score: Raw -6612.854472 + Penalty 295.385092 = -6317.469381 nChanged 23 SP:Iteration 2F (331.145827 sec): 3 clusters Score: Raw -6664.636139 + Penalty 295.385092 = -6369.251048 nChanged 14 SP:Iteration 3F (331.203462 sec): 3 clusters Score: Raw -6712.782596 + Penalty 295.385092 = -6417.397504 nChanged 10 SP:Iteration 4Q (331.242545 sec): 3 clusters Score: Raw -6752.785580 + Penalty 295.385092 = -6457.400488 nChanged 5 SP:Iteration 5Q (331.301358 sec): 3 clusters Score: Raw -6759.347032 + Penalty 295.385092 = -6463.961941 nChanged 5 SP:Iteration 6Q (331.340603 sec): 3 clusters Score: Raw -6767.196708 + Penalty 295.385092 = -6471.811616 nChanged 2 SP:Iteration 7Q (331.390240 sec): 3 clusters Score: Raw -6770.727625 + Penalty 295.385092 = -6475.342534 nChanged 2 SP:Iteration 8Q (331.450212 sec): 3 clusters Score: Raw -6776.213910 + Penalty 295.385092 = -6480.828818 nChanged 3 SP:Iteration 9Q (331.466029 sec): 3 clusters Score: Raw -6785.869331 + Penalty 295.385092 = -6490.484239 nChanged 3 SP:Iteration 10Q (331.467054 sec): 3 clusters Score: Raw -6792.309312 + Penalty 295.385092 = -6496.924220 nChanged 2 SP:Iteration 11Q (331.467982 sec): 3 clusters Score: Raw -6795.109558 + Penalty 295.385092 = -6499.724467 nChanged 1 SP:Iteration 12Q (331.468906 sec): 3 clusters Score: Raw -6796.492635 + Penalty 295.385092 = -6501.107543 nChanged 0 SP:Iteration 13F (331.469787 sec): 3 clusters Score: Raw -6796.492635 + Penalty 295.385092 = -6501.107543 nChanged 0 Score: Raw -4181505.740617 + Penalty 9684.293822 = -4171821.446795 Splitting cluster 1 changes total score from -4171949.416374 to -4171821.446795 So it's not getting split. Trying to split cluster 2 (473 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (332.970226 sec): 2 clusters Score: Raw -13158.163262 + Penalty 169.375123 = -12988.788138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (333.006113 sec): 3 clusters Score: Raw -12933.700114 + Penalty 338.750246 = -12594.949867 nChanged 191 SP:Iteration 1F (333.033197 sec): 3 clusters Score: Raw -13091.298072 + Penalty 338.750246 = -12752.547826 nChanged 39 SP:Iteration 2F (333.075219 sec): 3 clusters Score: Raw -13131.386564 + Penalty 338.750246 = -12792.636318 nChanged 29 SP:Iteration 3F (333.119515 sec): 3 clusters Score: Raw -13172.005044 + Penalty 338.750246 = -12833.254798 nChanged 25 SP:Iteration 4F (333.168054 sec): 3 clusters Score: Raw -13221.182718 + Penalty 338.750246 = -12882.432472 nChanged 20 SP:Iteration 5Q (333.210456 sec): 3 clusters Score: Raw -13254.585616 + Penalty 338.750246 = -12915.835370 nChanged 19 SP:Iteration 6Q (333.245246 sec): 3 clusters Score: Raw -13274.956400 + Penalty 338.750246 = -12936.206153 nChanged 18 SP:Iteration 7Q (333.270771 sec): 3 clusters Score: Raw -13295.071415 + Penalty 338.750246 = -12956.321169 nChanged 10 SP:Iteration 8Q (333.305695 sec): 3 clusters Score: Raw -13303.415672 + Penalty 338.750246 = -12964.665426 nChanged 9 SP:Iteration 9Q (333.350027 sec): 3 clusters Score: Raw -13314.520184 + Penalty 338.750246 = -12975.769938 nChanged 6 SP:Iteration 10Q (333.384989 sec): 3 clusters Score: Raw -13324.943930 + Penalty 338.750246 = -12986.193683 nChanged 4 SP:Iteration 11Q (333.418647 sec): 3 clusters Score: Raw -13326.980087 + Penalty 338.750246 = -12988.229840 nChanged 0 SP:Iteration 12F (333.451781 sec): 3 clusters Score: Raw -13326.980087 + Penalty 338.750246 = -12988.229840 nChanged 0 Trying to split cluster 3 (8568 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (333.483947 sec): 2 clusters Score: Raw -325651.953043 + Penalty 249.034214 = -325402.918828 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (333.520779 sec): 3 clusters Score: Raw -320222.739843 + Penalty 498.068429 = -319724.671415 nChanged 3991 SP:Iteration 1F (333.574920 sec): 3 clusters Score: Raw -322575.321351 + Penalty 498.068429 = -322077.252923 nChanged 468 SP:Iteration 2F (333.617792 sec): 3 clusters Score: Raw -322787.392319 + Penalty 498.068429 = -322289.323891 nChanged 454 SP:Iteration 3F (333.668793 sec): 3 clusters Score: Raw -322972.448400 + Penalty 498.068429 = -322474.379972 nChanged 397 SP:Iteration 4Q (333.704292 sec): 3 clusters Score: Raw -323145.908251 + Penalty 498.068429 = -322647.839822 nChanged 382 SP:Iteration 5Q (333.748078 sec): 3 clusters Score: Raw -323367.004155 + Penalty 498.068429 = -322868.935727 nChanged 389 SP:Iteration 6Q (333.789437 sec): 3 clusters Score: Raw -323655.371698 + Penalty 498.068429 = -323157.303269 nChanged 423 SP:Iteration 7Q (333.842350 sec): 3 clusters Score: Raw -324015.069556 + Penalty 498.068429 = -323517.001127 nChanged 368 SP:Iteration 8Q (333.885733 sec): 3 clusters Score: Raw -324254.671409 + Penalty 498.068429 = -323756.602981 nChanged 257 SP:Iteration 9Q (333.926061 sec): 3 clusters Score: Raw -324365.779830 + Penalty 498.068429 = -323867.711401 nChanged 185 SP:Iteration 10Q (333.963386 sec): 3 clusters Score: Raw -324433.592593 + Penalty 498.068429 = -323935.524164 nChanged 162 SP:Iteration 11Q (334.013063 sec): 3 clusters Score: Raw -324489.736901 + Penalty 498.068429 = -323991.668472 nChanged 160 SP:Iteration 12Q (334.065733 sec): 3 clusters Score: Raw -324541.768679 + Penalty 498.068429 = -324043.700250 nChanged 152 SP:Iteration 13Q (334.106192 sec): 3 clusters Score: Raw -324594.093520 + Penalty 498.068429 = -324096.025092 nChanged 162 SP:Iteration 14Q (334.147973 sec): 3 clusters Score: Raw -324651.157712 + Penalty 498.068429 = -324153.089283 nChanged 162 SP:Iteration 15Q (334.186792 sec): 3 clusters Score: Raw -324711.315841 + Penalty 498.068429 = -324213.247412 nChanged 175 SP:Iteration 16Q (334.241004 sec): 3 clusters Score: Raw -324778.307631 + Penalty 498.068429 = -324280.239203 nChanged 163 SP:Iteration 17Q (334.279715 sec): 3 clusters Score: Raw -324841.217605 + Penalty 498.068429 = -324343.149176 nChanged 151 SP:Iteration 18Q (334.319210 sec): 3 clusters Score: Raw -324905.616662 + Penalty 498.068429 = -324407.548233 nChanged 161 SP:Iteration 19Q (334.351414 sec): 3 clusters Score: Raw -324975.975889 + Penalty 498.068429 = -324477.907460 nChanged 159 SP:Iteration 20F (334.408717 sec): 3 clusters Score: Raw -325048.070253 + Penalty 498.068429 = -324550.001824 nChanged 149 SP:Iteration 21Q (334.455276 sec): 3 clusters Score: Raw -325120.510471 + Penalty 498.068429 = -324622.442042 nChanged 133 SP:Iteration 22Q (334.491805 sec): 3 clusters Score: Raw -325194.956571 + Penalty 498.068429 = -324696.888142 nChanged 126 SP:Iteration 23Q (334.543087 sec): 3 clusters Score: Raw -325265.846973 + Penalty 498.068429 = -324767.778545 nChanged 113 SP:Iteration 24Q (334.593070 sec): 3 clusters Score: Raw -325329.760559 + Penalty 498.068429 = -324831.692130 nChanged 103 SP:Iteration 25Q (334.624418 sec): 3 clusters Score: Raw -325384.320063 + Penalty 498.068429 = -324886.251635 nChanged 80 SP:Iteration 26Q (334.640868 sec): 3 clusters Score: Raw -325427.952754 + Penalty 498.068429 = -324929.884325 nChanged 71 SP:Iteration 27Q (334.657398 sec): 3 clusters Score: Raw -325466.454894 + Penalty 498.068429 = -324968.386465 nChanged 62 SP:Iteration 28Q (334.673626 sec): 3 clusters Score: Raw -325497.135835 + Penalty 498.068429 = -324999.067407 nChanged 53 SP:Iteration 29Q (334.727091 sec): 3 clusters Score: Raw -325523.370893 + Penalty 498.068429 = -325025.302465 nChanged 44 SP:Iteration 30Q (334.767378 sec): 3 clusters Score: Raw -325543.767532 + Penalty 498.068429 = -325045.699104 nChanged 38 SP:Iteration 31Q (334.819733 sec): 3 clusters Score: Raw -325556.751225 + Penalty 498.068429 = -325058.682796 nChanged 35 SP:Iteration 32Q (334.864235 sec): 3 clusters Score: Raw -325570.591539 + Penalty 498.068429 = -325072.523110 nChanged 41 SP:Iteration 33Q (334.910030 sec): 3 clusters Score: Raw -325588.790185 + Penalty 498.068429 = -325090.721757 nChanged 30 SP:Iteration 34Q (334.955763 sec): 3 clusters Score: Raw -325609.436628 + Penalty 498.068429 = -325111.368200 nChanged 29 SP:Iteration 35Q (334.998742 sec): 3 clusters Score: Raw -325628.407356 + Penalty 498.068429 = -325130.338927 nChanged 21 SP:Iteration 36Q (335.027790 sec): 3 clusters Score: Raw -325639.935305 + Penalty 498.068429 = -325141.866876 nChanged 16 SP:Iteration 37Q (335.068012 sec): 3 clusters Score: Raw -325649.231795 + Penalty 498.068429 = -325151.163366 nChanged 12 SP:Iteration 38Q (335.110698 sec): 3 clusters Score: Raw -325655.458431 + Penalty 498.068429 = -325157.390003 nChanged 14 SP:Iteration 39Q (335.162840 sec): 3 clusters Score: Raw -325663.638097 + Penalty 498.068429 = -325165.569668 nChanged 8 SP:Iteration 40F (335.196190 sec): 3 clusters Score: Raw -325666.459724 + Penalty 498.068429 = -325168.391295 nChanged 7 SP:Iteration 41Q (335.245469 sec): 3 clusters Score: Raw -325669.723828 + Penalty 498.068429 = -325171.655400 nChanged 7 SP:Iteration 42Q (335.292089 sec): 3 clusters Score: Raw -325673.489160 + Penalty 498.068429 = -325175.420732 nChanged 5 SP:Iteration 43Q (335.332716 sec): 3 clusters Score: Raw -325675.283655 + Penalty 498.068429 = -325177.215227 nChanged 5 SP:Iteration 44Q (335.364404 sec): 3 clusters Score: Raw -325677.561417 + Penalty 498.068429 = -325179.492988 nChanged 1 SP:Iteration 45Q (335.409563 sec): 3 clusters Score: Raw -325677.703245 + Penalty 498.068429 = -325179.634817 nChanged 1 SP:Iteration 46Q (335.448631 sec): 3 clusters Score: Raw -325677.873781 + Penalty 498.068429 = -325179.805352 nChanged 0 SP:Iteration 47F (335.488188 sec): 3 clusters Score: Raw -325677.873781 + Penalty 498.068429 = -325179.805352 nChanged 0 Trying to split cluster 4 (1044 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (335.506567 sec): 2 clusters Score: Raw -31696.081078 + Penalty 191.147406 = -31504.933672 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (335.537011 sec): 3 clusters Score: Raw -31178.152605 + Penalty 382.294812 = -30795.857793 nChanged 437 SP:Iteration 1F (335.568284 sec): 3 clusters Score: Raw -31563.583983 + Penalty 382.294812 = -31181.289171 nChanged 111 SP:Iteration 2F (335.599325 sec): 3 clusters Score: Raw -31646.482004 + Penalty 382.294812 = -31264.187192 nChanged 66 SP:Iteration 3F (335.631508 sec): 3 clusters Score: Raw -31695.544385 + Penalty 382.294812 = -31313.249573 nChanged 40 SP:Iteration 4Q (335.666169 sec): 3 clusters Score: Raw -31725.604618 + Penalty 382.294812 = -31343.309805 nChanged 30 SP:Iteration 5Q (335.697819 sec): 3 clusters Score: Raw -31743.382295 + Penalty 382.294812 = -31361.087483 nChanged 24 SP:Iteration 6Q (335.728844 sec): 3 clusters Score: Raw -31758.003933 + Penalty 382.294812 = -31375.709121 nChanged 10 SP:Iteration 7Q (335.767360 sec): 3 clusters Score: Raw -31760.683412 + Penalty 382.294812 = -31378.388600 nChanged 8 SP:Iteration 8Q (335.799322 sec): 3 clusters Score: Raw -31762.849317 + Penalty 382.294812 = -31380.554505 nChanged 4 SP:Iteration 9Q (335.835226 sec): 3 clusters Score: Raw -31763.385728 + Penalty 382.294812 = -31381.090916 nChanged 2 SP:Iteration 10Q (335.863251 sec): 3 clusters Score: Raw -31763.731294 + Penalty 382.294812 = -31381.436482 nChanged 2 SP:Iteration 11Q (335.894600 sec): 3 clusters Score: Raw -31764.074408 + Penalty 382.294812 = -31381.779596 nChanged 0 SP:Iteration 12F (335.931242 sec): 3 clusters Score: Raw -31764.074408 + Penalty 382.294812 = -31381.779596 nChanged 0 Trying to split cluster 5 (2045 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (335.950990 sec): 2 clusters Score: Raw -78000.180690 + Penalty 209.636709 = -77790.543980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (335.992230 sec): 3 clusters Score: Raw -76805.514619 + Penalty 419.273419 = -76386.241200 nChanged 906 SP:Iteration 1F (336.025288 sec): 3 clusters Score: Raw -77381.494249 + Penalty 419.273419 = -76962.220830 nChanged 163 SP:Iteration 2F (336.065013 sec): 3 clusters Score: Raw -77508.211629 + Penalty 419.273419 = -77088.938210 nChanged 154 SP:Iteration 3F (336.111882 sec): 3 clusters Score: Raw -77631.327617 + Penalty 419.273419 = -77212.054199 nChanged 135 SP:Iteration 4F (336.141185 sec): 3 clusters Score: Raw -77733.082030 + Penalty 419.273419 = -77313.808611 nChanged 111 SP:Iteration 5F (336.174445 sec): 3 clusters Score: Raw -77829.735761 + Penalty 419.273419 = -77410.462342 nChanged 80 SP:Iteration 6Q (336.204680 sec): 3 clusters Score: Raw -77914.705504 + Penalty 419.273419 = -77495.432085 nChanged 46 SP:Iteration 7Q (336.238602 sec): 3 clusters Score: Raw -77966.119077 + Penalty 419.273419 = -77546.845658 nChanged 25 SP:Iteration 8Q (336.281017 sec): 3 clusters Score: Raw -77994.785986 + Penalty 419.273419 = -77575.512567 nChanged 11 SP:Iteration 9Q (336.332231 sec): 3 clusters Score: Raw -78004.686551 + Penalty 419.273419 = -77585.413133 nChanged 7 SP:Iteration 10Q (336.357759 sec): 3 clusters Score: Raw -78014.634748 + Penalty 419.273419 = -77595.361329 nChanged 3 SP:Iteration 11Q (336.403388 sec): 3 clusters Score: Raw -78017.108539 + Penalty 419.273419 = -77597.835120 nChanged 0 SP:Iteration 12F (336.453236 sec): 3 clusters Score: Raw -78017.108539 + Penalty 419.273419 = -77597.835120 nChanged 0 Trying to split cluster 6 (831 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (336.474135 sec): 2 clusters Score: Raw -20308.113793 + Penalty 184.872319 = -20123.241474 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (336.518597 sec): 3 clusters Score: Raw -19886.594175 + Penalty 369.744639 = -19516.849537 nChanged 334 SP:Iteration 1F (336.566648 sec): 3 clusters Score: Raw -20049.283567 + Penalty 369.744639 = -19679.538928 nChanged 74 SP:Iteration 2F (336.620414 sec): 3 clusters Score: Raw -20102.990843 + Penalty 369.744639 = -19733.246204 nChanged 52 SP:Iteration 3F (336.660652 sec): 3 clusters Score: Raw -20169.033284 + Penalty 369.744639 = -19799.288645 nChanged 57 SP:Iteration 4F (336.695902 sec): 3 clusters Score: Raw -20213.119858 + Penalty 369.744639 = -19843.375219 nChanged 34 SP:Iteration 5Q (336.735016 sec): 3 clusters Score: Raw -20238.380050 + Penalty 369.744639 = -19868.635411 nChanged 29 SP:Iteration 6Q (336.796497 sec): 3 clusters Score: Raw -20264.589459 + Penalty 369.744639 = -19894.844821 nChanged 27 SP:Iteration 7Q (336.843279 sec): 3 clusters Score: Raw -20280.496694 + Penalty 369.744639 = -19910.752055 nChanged 19 SP:Iteration 8Q (336.881161 sec): 3 clusters Score: Raw -20285.245118 + Penalty 369.744639 = -19915.500480 nChanged 8 SP:Iteration 9Q (336.938697 sec): 3 clusters Score: Raw -20287.498511 + Penalty 369.744639 = -19917.753872 nChanged 3 SP:Iteration 10Q (336.972225 sec): 3 clusters Score: Raw -20287.683120 + Penalty 369.744639 = -19917.938481 nChanged 0 SP:Iteration 11F (337.023960 sec): 3 clusters Score: Raw -20287.683120 + Penalty 369.744639 = -19917.938481 nChanged 0 Trying to split cluster 7 (2186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (337.042155 sec): 2 clusters Score: Raw -76519.532061 + Penalty 211.470288 = -76308.061773 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (337.092632 sec): 3 clusters Score: Raw -75268.021395 + Penalty 422.940577 = -74845.080819 nChanged 944 SP:Iteration 1F (337.144549 sec): 3 clusters Score: Raw -75830.075666 + Penalty 422.940577 = -75407.135090 nChanged 122 SP:Iteration 2F (337.180966 sec): 3 clusters Score: Raw -75895.052678 + Penalty 422.940577 = -75472.112101 nChanged 111 SP:Iteration 3F (337.228210 sec): 3 clusters Score: Raw -75954.486801 + Penalty 422.940577 = -75531.546225 nChanged 102 SP:Iteration 4Q (337.278626 sec): 3 clusters Score: Raw -76014.627063 + Penalty 422.940577 = -75591.686486 nChanged 80 SP:Iteration 5Q (337.328567 sec): 3 clusters Score: Raw -76063.615131 + Penalty 422.940577 = -75640.674554 nChanged 89 SP:Iteration 6Q (337.387257 sec): 3 clusters Score: Raw -76126.877684 + Penalty 422.940577 = -75703.937107 nChanged 100 SP:Iteration 7Q (337.423415 sec): 3 clusters Score: Raw -76215.840336 + Penalty 422.940577 = -75792.899759 nChanged 100 SP:Iteration 8Q (337.466095 sec): 3 clusters Score: Raw -76275.703022 + Penalty 422.940577 = -75852.762445 nChanged 61 SP:Iteration 9Q (337.509698 sec): 3 clusters Score: Raw -76315.600422 + Penalty 422.940577 = -75892.659845 nChanged 39 SP:Iteration 10Q (337.556182 sec): 3 clusters Score: Raw -76339.152816 + Penalty 422.940577 = -75916.212239 nChanged 37 SP:Iteration 11Q (337.610188 sec): 3 clusters Score: Raw -76357.864925 + Penalty 422.940577 = -75934.924348 nChanged 25 SP:Iteration 12Q (337.653082 sec): 3 clusters Score: Raw -76366.534727 + Penalty 422.940577 = -75943.594150 nChanged 19 SP:Iteration 13Q (337.689637 sec): 3 clusters Score: Raw -76370.097092 + Penalty 422.940577 = -75947.156515 nChanged 17 SP:Iteration 14Q (337.718730 sec): 3 clusters Score: Raw -76374.080595 + Penalty 422.940577 = -75951.140018 nChanged 18 SP:Iteration 15Q (337.761841 sec): 3 clusters Score: Raw -76378.358420 + Penalty 422.940577 = -75955.417843 nChanged 14 SP:Iteration 16Q (337.797084 sec): 3 clusters Score: Raw -76382.089849 + Penalty 422.940577 = -75959.149272 nChanged 12 SP:Iteration 17Q (337.841635 sec): 3 clusters Score: Raw -76385.258921 + Penalty 422.940577 = -75962.318344 nChanged 9 SP:Iteration 18Q (337.882587 sec): 3 clusters Score: Raw -76389.632902 + Penalty 422.940577 = -75966.692325 nChanged 7 SP:Iteration 19Q (337.927797 sec): 3 clusters Score: Raw -76391.408844 + Penalty 422.940577 = -75968.468268 nChanged 7 SP:Iteration 20F (337.965366 sec): 3 clusters Score: Raw -76393.234137 + Penalty 422.940577 = -75970.293560 nChanged 8 SP:Iteration 21Q (338.003829 sec): 3 clusters Score: Raw -76395.136411 + Penalty 422.940577 = -75972.195834 nChanged 12 SP:Iteration 22Q (338.045233 sec): 3 clusters Score: Raw -76399.076831 + Penalty 422.940577 = -75976.136254 nChanged 15 SP:Iteration 23Q (338.081428 sec): 3 clusters Score: Raw -76407.957323 + Penalty 422.940577 = -75985.016746 nChanged 14 SP:Iteration 24Q (338.115798 sec): 3 clusters Score: Raw -76412.559465 + Penalty 422.940577 = -75989.618888 nChanged 9 SP:Iteration 25Q (338.150826 sec): 3 clusters Score: Raw -76413.442422 + Penalty 422.940577 = -75990.501845 nChanged 3 SP:Iteration 26Q (338.180793 sec): 3 clusters Score: Raw -76413.702284 + Penalty 422.940577 = -75990.761707 nChanged 5 SP:Iteration 27Q (338.207430 sec): 3 clusters Score: Raw -76414.319700 + Penalty 422.940577 = -75991.379123 nChanged 3 SP:Iteration 28Q (338.239577 sec): 3 clusters Score: Raw -76414.906464 + Penalty 422.940577 = -75991.965888 nChanged 8 SP:Iteration 29Q (338.278461 sec): 3 clusters Score: Raw -76417.254880 + Penalty 422.940577 = -75994.314304 nChanged 8 SP:Iteration 30Q (338.323566 sec): 3 clusters Score: Raw -76419.037236 + Penalty 422.940577 = -75996.096659 nChanged 5 SP:Iteration 31Q (338.362113 sec): 3 clusters Score: Raw -76420.861834 + Penalty 422.940577 = -75997.921257 nChanged 9 SP:Iteration 32Q (338.402098 sec): 3 clusters Score: Raw -76423.998229 + Penalty 422.940577 = -76001.057652 nChanged 9 SP:Iteration 33Q (338.440259 sec): 3 clusters Score: Raw -76426.362100 + Penalty 422.940577 = -76003.421523 nChanged 11 SP:Iteration 34Q (338.482770 sec): 3 clusters Score: Raw -76429.445945 + Penalty 422.940577 = -76006.505368 nChanged 7 SP:Iteration 35Q (338.510849 sec): 3 clusters Score: Raw -76431.300341 + Penalty 422.940577 = -76008.359764 nChanged 11 SP:Iteration 36Q (338.552359 sec): 3 clusters Score: Raw -76432.934256 + Penalty 422.940577 = -76009.993679 nChanged 8 SP:Iteration 37Q (338.595537 sec): 3 clusters Score: Raw -76434.311884 + Penalty 422.940577 = -76011.371307 nChanged 10 SP:Iteration 38Q (338.649213 sec): 3 clusters Score: Raw -76436.069965 + Penalty 422.940577 = -76013.129389 nChanged 9 SP:Iteration 39Q (338.688468 sec): 3 clusters Score: Raw -76437.469602 + Penalty 422.940577 = -76014.529025 nChanged 9 SP:Iteration 40F (338.724022 sec): 3 clusters Score: Raw -76439.217091 + Penalty 422.940577 = -76016.276514 nChanged 7 SP:Iteration 41Q (338.760100 sec): 3 clusters Score: Raw -76440.395413 + Penalty 422.940577 = -76017.454836 nChanged 9 SP:Iteration 42Q (338.794576 sec): 3 clusters Score: Raw -76441.312316 + Penalty 422.940577 = -76018.371739 nChanged 2 SP:Iteration 43Q (338.828553 sec): 3 clusters Score: Raw -76441.552586 + Penalty 422.940577 = -76018.612009 nChanged 3 SP:Iteration 44Q (338.855668 sec): 3 clusters Score: Raw -76441.924457 + Penalty 422.940577 = -76018.983880 nChanged 4 SP:Iteration 45Q (338.890736 sec): 3 clusters Score: Raw -76442.759009 + Penalty 422.940577 = -76019.818432 nChanged 7 SP:Iteration 46Q (338.926832 sec): 3 clusters Score: Raw -76443.540434 + Penalty 422.940577 = -76020.599857 nChanged 5 SP:Iteration 47Q (338.965875 sec): 3 clusters Score: Raw -76443.956319 + Penalty 422.940577 = -76021.015742 nChanged 3 SP:Iteration 48Q (339.003162 sec): 3 clusters Score: Raw -76444.122168 + Penalty 422.940577 = -76021.181591 nChanged 3 SP:Iteration 49Q (339.041950 sec): 3 clusters Score: Raw -76444.438052 + Penalty 422.940577 = -76021.497475 nChanged 4 SP:Iteration 50Q (339.081181 sec): 3 clusters Score: Raw -76445.197912 + Penalty 422.940577 = -76022.257335 nChanged 5 SP:Iteration 51Q (339.128678 sec): 3 clusters Score: Raw -76446.707863 + Penalty 422.940577 = -76023.767286 nChanged 8 SP:Iteration 52Q (339.158962 sec): 3 clusters Score: Raw -76448.248369 + Penalty 422.940577 = -76025.307792 nChanged 6 SP:Iteration 53Q (339.193408 sec): 3 clusters Score: Raw -76448.953246 + Penalty 422.940577 = -76026.012669 nChanged 4 SP:Iteration 54Q (339.237409 sec): 3 clusters Score: Raw -76450.914285 + Penalty 422.940577 = -76027.973708 nChanged 8 SP:Iteration 55Q (339.266031 sec): 3 clusters Score: Raw -76453.310513 + Penalty 422.940577 = -76030.369936 nChanged 10 SP:Iteration 56Q (339.302091 sec): 3 clusters Score: Raw -76455.044459 + Penalty 422.940577 = -76032.103882 nChanged 7 SP:Iteration 57Q (339.337592 sec): 3 clusters Score: Raw -76456.489247 + Penalty 422.940577 = -76033.548670 nChanged 4 SP:Iteration 58Q (339.372171 sec): 3 clusters Score: Raw -76457.554058 + Penalty 422.940577 = -76034.613482 nChanged 5 SP:Iteration 59Q (339.408058 sec): 3 clusters Score: Raw -76458.153784 + Penalty 422.940577 = -76035.213207 nChanged 5 SP:Iteration 60F (339.446799 sec): 3 clusters Score: Raw -76458.727243 + Penalty 422.940577 = -76035.786666 nChanged 4 SP:Iteration 61Q (339.479774 sec): 3 clusters Score: Raw -76459.757990 + Penalty 422.940577 = -76036.817414 nChanged 5 SP:Iteration 62Q (339.526090 sec): 3 clusters Score: Raw -76460.543159 + Penalty 422.940577 = -76037.602582 nChanged 4 SP:Iteration 63Q (339.571065 sec): 3 clusters Score: Raw -76461.698271 + Penalty 422.940577 = -76038.757694 nChanged 3 SP:Iteration 64Q (339.622005 sec): 3 clusters Score: Raw -76462.479586 + Penalty 422.940577 = -76039.539009 nChanged 1 SP:Iteration 65Q (339.658193 sec): 3 clusters Score: Raw -76462.566853 + Penalty 422.940577 = -76039.626277 nChanged 1 SP:Iteration 66Q (339.708258 sec): 3 clusters Score: Raw -76462.811398 + Penalty 422.940577 = -76039.870821 nChanged 1 SP:Iteration 67Q (339.756915 sec): 3 clusters Score: Raw -76463.285016 + Penalty 422.940577 = -76040.344439 nChanged 3 SP:Iteration 68Q (339.794401 sec): 3 clusters Score: Raw -76465.040475 + Penalty 422.940577 = -76042.099898 nChanged 3 SP:Iteration 69Q (339.826297 sec): 3 clusters Score: Raw -76465.474062 + Penalty 422.940577 = -76042.533485 nChanged 6 SP:Iteration 70Q (339.863719 sec): 3 clusters Score: Raw -76466.799293 + Penalty 422.940577 = -76043.858716 nChanged 5 SP:Iteration 71Q (339.898680 sec): 3 clusters Score: Raw -76467.574208 + Penalty 422.940577 = -76044.633632 nChanged 3 SP:Iteration 72Q (339.931904 sec): 3 clusters Score: Raw -76468.053910 + Penalty 422.940577 = -76045.113333 nChanged 4 SP:Iteration 73Q (339.969450 sec): 3 clusters Score: Raw -76469.107818 + Penalty 422.940577 = -76046.167241 nChanged 7 SP:Iteration 74Q (340.012531 sec): 3 clusters Score: Raw -76470.314554 + Penalty 422.940577 = -76047.373977 nChanged 4 SP:Iteration 75Q (340.048416 sec): 3 clusters Score: Raw -76471.646180 + Penalty 422.940577 = -76048.705604 nChanged 7 SP:Iteration 76Q (340.093913 sec): 3 clusters Score: Raw -76472.674058 + Penalty 422.940577 = -76049.733481 nChanged 5 SP:Iteration 77Q (340.127172 sec): 3 clusters Score: Raw -76473.750939 + Penalty 422.940577 = -76050.810362 nChanged 9 SP:Iteration 78Q (340.170032 sec): 3 clusters Score: Raw -76475.078337 + Penalty 422.940577 = -76052.137760 nChanged 5 SP:Iteration 79Q (340.214498 sec): 3 clusters Score: Raw -76475.596245 + Penalty 422.940577 = -76052.655668 nChanged 4 SP:Iteration 80F (340.260828 sec): 3 clusters Score: Raw -76476.001797 + Penalty 422.940577 = -76053.061220 nChanged 4 SP:Iteration 81Q (340.290469 sec): 3 clusters Score: Raw -76476.550454 + Penalty 422.940577 = -76053.609877 nChanged 3 SP:Iteration 82Q (340.333344 sec): 3 clusters Score: Raw -76477.191131 + Penalty 422.940577 = -76054.250554 nChanged 4 SP:Iteration 83Q (340.380551 sec): 3 clusters Score: Raw -76478.144329 + Penalty 422.940577 = -76055.203753 nChanged 7 SP:Iteration 84Q (340.412035 sec): 3 clusters Score: Raw -76480.244840 + Penalty 422.940577 = -76057.304263 nChanged 9 SP:Iteration 85Q (340.450364 sec): 3 clusters Score: Raw -76482.478096 + Penalty 422.940577 = -76059.537519 nChanged 9 SP:Iteration 86Q (340.491517 sec): 3 clusters Score: Raw -76484.289266 + Penalty 422.940577 = -76061.348689 nChanged 7 SP:Iteration 87Q (340.525255 sec): 3 clusters Score: Raw -76486.293704 + Penalty 422.940577 = -76063.353127 nChanged 10 SP:Iteration 88Q (340.578359 sec): 3 clusters Score: Raw -76489.203572 + Penalty 422.940577 = -76066.262995 nChanged 12 SP:Iteration 89Q (340.615195 sec): 3 clusters Score: Raw -76491.959150 + Penalty 422.940577 = -76069.018573 nChanged 6 SP:Iteration 90Q (340.657178 sec): 3 clusters Score: Raw -76493.881040 + Penalty 422.940577 = -76070.940463 nChanged 7 SP:Iteration 91Q (340.705384 sec): 3 clusters Score: Raw -76496.239431 + Penalty 422.940577 = -76073.298854 nChanged 14 SP:Iteration 92Q (340.752000 sec): 3 clusters Score: Raw -76504.897816 + Penalty 422.940577 = -76081.957239 nChanged 19 SP:Iteration 93Q (340.792323 sec): 3 clusters Score: Raw -76514.008485 + Penalty 422.940577 = -76091.067908 nChanged 11 SP:Iteration 94Q (340.829786 sec): 3 clusters Score: Raw -76519.435410 + Penalty 422.940577 = -76096.494833 nChanged 15 SP:Iteration 95Q (340.861589 sec): 3 clusters Score: Raw -76530.066551 + Penalty 422.940577 = -76107.125974 nChanged 18 SP:Iteration 96Q (340.903899 sec): 3 clusters Score: Raw -76537.385871 + Penalty 422.940577 = -76114.445294 nChanged 10 SP:Iteration 97Q (340.946261 sec): 3 clusters Score: Raw -76540.299181 + Penalty 422.940577 = -76117.358604 nChanged 6 SP:Iteration 98Q (340.987050 sec): 3 clusters Score: Raw -76541.867456 + Penalty 422.940577 = -76118.926880 nChanged 3 SP:Iteration 99Q (341.023483 sec): 3 clusters Score: Raw -76542.662811 + Penalty 422.940577 = -76119.722234 nChanged 2 SP:Iteration 100F (341.057626 sec): 3 clusters Score: Raw -76543.768285 + Penalty 422.940577 = -76120.827708 nChanged 4 SP:Iteration 101Q (341.108500 sec): 3 clusters Score: Raw -76545.428534 + Penalty 422.940577 = -76122.487958 nChanged 2 SP:Iteration 102Q (341.147159 sec): 3 clusters Score: Raw -76546.095067 + Penalty 422.940577 = -76123.154490 nChanged 0 SP:Iteration 103F (341.180657 sec): 3 clusters Score: Raw -76546.095067 + Penalty 422.940577 = -76123.154490 nChanged 0 Trying to split cluster 8 (852 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (341.195981 sec): 2 clusters Score: Raw -26846.756153 + Penalty 185.558629 = -26661.197523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (341.240882 sec): 3 clusters Score: Raw -26413.868409 + Penalty 371.117259 = -26042.751150 nChanged 343 SP:Iteration 1F (341.271841 sec): 3 clusters Score: Raw -26653.571924 + Penalty 371.117259 = -26282.454665 nChanged 70 SP:Iteration 2F (341.306978 sec): 3 clusters Score: Raw -26700.335520 + Penalty 371.117259 = -26329.218261 nChanged 56 SP:Iteration 3F (341.351019 sec): 3 clusters Score: Raw -26750.284400 + Penalty 371.117259 = -26379.167141 nChanged 53 SP:Iteration 4F (341.385727 sec): 3 clusters Score: Raw -26795.771413 + Penalty 371.117259 = -26424.654154 nChanged 40 SP:Iteration 5Q (341.426705 sec): 3 clusters Score: Raw -26836.329862 + Penalty 371.117259 = -26465.212603 nChanged 35 SP:Iteration 6Q (341.476296 sec): 3 clusters Score: Raw -26874.077030 + Penalty 371.117259 = -26502.959771 nChanged 30 SP:Iteration 7Q (341.516854 sec): 3 clusters Score: Raw -26895.955497 + Penalty 371.117259 = -26524.838238 nChanged 19 SP:Iteration 8Q (341.552432 sec): 3 clusters Score: Raw -26905.671980 + Penalty 371.117259 = -26534.554721 nChanged 8 SP:Iteration 9Q (341.589946 sec): 3 clusters Score: Raw -26907.578513 + Penalty 371.117259 = -26536.461254 nChanged 4 SP:Iteration 10Q (341.626630 sec): 3 clusters Score: Raw -26909.212600 + Penalty 371.117259 = -26538.095341 nChanged 1 SP:Iteration 11Q (341.666739 sec): 3 clusters Score: Raw -26909.367762 + Penalty 371.117259 = -26538.250503 nChanged 0 SP:Iteration 12F (341.705199 sec): 3 clusters Score: Raw -26909.367762 + Penalty 371.117259 = -26538.250503 nChanged 0 Trying to split cluster 9 (20989 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (341.743394 sec): 2 clusters Score: Raw -751528.630515 + Penalty 273.673229 = -751254.957286 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (341.808640 sec): 3 clusters Score: Raw -737665.939527 + Penalty 547.346457 = -737118.593070 nChanged 10110 SP:Iteration 1F (341.870858 sec): 3 clusters Score: Raw -743735.391394 + Penalty 547.346457 = -743188.044937 nChanged 1268 SP:Iteration 2F (341.934328 sec): 3 clusters Score: Raw -744367.886685 + Penalty 547.346457 = -743820.540227 nChanged 1249 SP:Iteration 3F (342.003636 sec): 3 clusters Score: Raw -745219.839689 + Penalty 547.346457 = -744672.493232 nChanged 1400 SP:Iteration 4F (342.062285 sec): 3 clusters Score: Raw -746479.103851 + Penalty 547.346457 = -745931.757394 nChanged 1408 SP:Iteration 5F (342.114271 sec): 3 clusters Score: Raw -747573.818975 + Penalty 547.346457 = -747026.472518 nChanged 1050 SP:Iteration 6F (342.180933 sec): 3 clusters Score: Raw -748092.863962 + Penalty 547.346457 = -747545.517505 nChanged 638 SP:Iteration 7Q (342.230663 sec): 3 clusters Score: Raw -748326.089142 + Penalty 547.346457 = -747778.742684 nChanged 426 SP:Iteration 8Q (342.297530 sec): 3 clusters Score: Raw -748509.257178 + Penalty 547.346457 = -747961.910721 nChanged 412 SP:Iteration 9Q (342.352613 sec): 3 clusters Score: Raw -748687.856016 + Penalty 547.346457 = -748140.509559 nChanged 417 SP:Iteration 10Q (342.408182 sec): 3 clusters Score: Raw -748844.309451 + Penalty 547.346457 = -748296.962993 nChanged 413 SP:Iteration 11Q (342.472919 sec): 3 clusters Score: Raw -749011.859244 + Penalty 547.346457 = -748464.512787 nChanged 405 SP:Iteration 12Q (342.537802 sec): 3 clusters Score: Raw -749192.810392 + Penalty 547.346457 = -748645.463934 nChanged 413 SP:Iteration 13Q (342.594484 sec): 3 clusters Score: Raw -749365.097145 + Penalty 547.346457 = -748817.750688 nChanged 386 SP:Iteration 14Q (342.657495 sec): 3 clusters Score: Raw -749518.309185 + Penalty 547.346457 = -748970.962728 nChanged 362 SP:Iteration 15Q (342.717958 sec): 3 clusters Score: Raw -749663.655215 + Penalty 547.346457 = -749116.308758 nChanged 342 SP:Iteration 16Q (342.771244 sec): 3 clusters Score: Raw -749784.104396 + Penalty 547.346457 = -749236.757939 nChanged 320 SP:Iteration 17Q (342.826929 sec): 3 clusters Score: Raw -749891.246581 + Penalty 547.346457 = -749343.900123 nChanged 289 SP:Iteration 18Q (342.885217 sec): 3 clusters Score: Raw -749980.550292 + Penalty 547.346457 = -749433.203835 nChanged 264 SP:Iteration 19Q (342.942827 sec): 3 clusters Score: Raw -750054.070547 + Penalty 547.346457 = -749506.724090 nChanged 240 SP:Iteration 20F (342.995547 sec): 3 clusters Score: Raw -750112.279162 + Penalty 547.346457 = -749564.932705 nChanged 220 SP:Iteration 21Q (343.022735 sec): 3 clusters Score: Raw -750167.514803 + Penalty 547.346457 = -749620.168346 nChanged 203 SP:Iteration 22Q (343.048780 sec): 3 clusters Score: Raw -750211.486727 + Penalty 547.346457 = -749664.140270 nChanged 187 SP:Iteration 23Q (343.075920 sec): 3 clusters Score: Raw -750250.800253 + Penalty 547.346457 = -749703.453796 nChanged 197 SP:Iteration 24Q (343.101470 sec): 3 clusters Score: Raw -750294.664522 + Penalty 547.346457 = -749747.318065 nChanged 206 SP:Iteration 25Q (343.130108 sec): 3 clusters Score: Raw -750342.500568 + Penalty 547.346457 = -749795.154111 nChanged 204 SP:Iteration 26Q (343.156210 sec): 3 clusters Score: Raw -750389.903714 + Penalty 547.346457 = -749842.557257 nChanged 202 SP:Iteration 27Q (343.181920 sec): 3 clusters Score: Raw -750437.653871 + Penalty 547.346457 = -749890.307414 nChanged 196 SP:Iteration 28Q (343.240323 sec): 3 clusters Score: Raw -750483.082081 + Penalty 547.346457 = -749935.735623 nChanged 207 SP:Iteration 29Q (343.291973 sec): 3 clusters Score: Raw -750537.977889 + Penalty 547.346457 = -749990.631432 nChanged 211 SP:Iteration 30Q (343.359659 sec): 3 clusters Score: Raw -750595.344053 + Penalty 547.346457 = -750047.997596 nChanged 207 SP:Iteration 31Q (343.402571 sec): 3 clusters Score: Raw -750657.194776 + Penalty 547.346457 = -750109.848319 nChanged 211 SP:Iteration 32Q (343.428830 sec): 3 clusters Score: Raw -750720.321836 + Penalty 547.346457 = -750172.975378 nChanged 190 SP:Iteration 33Q (343.454994 sec): 3 clusters Score: Raw -750767.446801 + Penalty 547.346457 = -750220.100344 nChanged 175 SP:Iteration 34Q (343.481254 sec): 3 clusters Score: Raw -750820.721041 + Penalty 547.346457 = -750273.374583 nChanged 197 SP:Iteration 35Q (343.507331 sec): 3 clusters Score: Raw -750885.537850 + Penalty 547.346457 = -750338.191392 nChanged 180 SP:Iteration 36Q (343.537043 sec): 3 clusters Score: Raw -750949.109902 + Penalty 547.346457 = -750401.763444 nChanged 181 SP:Iteration 37Q (343.574061 sec): 3 clusters Score: Raw -751018.438081 + Penalty 547.346457 = -750471.091623 nChanged 194 SP:Iteration 38Q (343.599827 sec): 3 clusters Score: Raw -751100.065796 + Penalty 547.346457 = -750552.719338 nChanged 189 SP:Iteration 39Q (343.625452 sec): 3 clusters Score: Raw -751189.273764 + Penalty 547.346457 = -750641.927306 nChanged 187 SP:Iteration 40F (343.651392 sec): 3 clusters Score: Raw -751283.716609 + Penalty 547.346457 = -750736.370152 nChanged 173 SP:Iteration 41Q (343.701304 sec): 3 clusters Score: Raw -751364.674998 + Penalty 547.346457 = -750817.328540 nChanged 145 SP:Iteration 42Q (343.759240 sec): 3 clusters Score: Raw -751441.078074 + Penalty 547.346457 = -750893.731617 nChanged 119 SP:Iteration 43Q (343.820487 sec): 3 clusters Score: Raw -751499.078478 + Penalty 547.346457 = -750951.732021 nChanged 96 SP:Iteration 44Q (343.869781 sec): 3 clusters Score: Raw -751543.996903 + Penalty 547.346457 = -750996.650446 nChanged 76 SP:Iteration 45Q (343.925484 sec): 3 clusters Score: Raw -751574.880870 + Penalty 547.346457 = -751027.534412 nChanged 64 SP:Iteration 46Q (343.980376 sec): 3 clusters Score: Raw -751597.316383 + Penalty 547.346457 = -751049.969925 nChanged 53 SP:Iteration 47Q (344.034658 sec): 3 clusters Score: Raw -751611.645268 + Penalty 547.346457 = -751064.298811 nChanged 34 SP:Iteration 48Q (344.092654 sec): 3 clusters Score: Raw -751619.567726 + Penalty 547.346457 = -751072.221269 nChanged 27 SP:Iteration 49Q (344.156046 sec): 3 clusters Score: Raw -751625.461543 + Penalty 547.346457 = -751078.115086 nChanged 25 SP:Iteration 50Q (344.218744 sec): 3 clusters Score: Raw -751629.963687 + Penalty 547.346457 = -751082.617229 nChanged 15 SP:Iteration 51Q (344.276368 sec): 3 clusters Score: Raw -751632.722909 + Penalty 547.346457 = -751085.376452 nChanged 14 SP:Iteration 52Q (344.322918 sec): 3 clusters Score: Raw -751635.219571 + Penalty 547.346457 = -751087.873114 nChanged 16 SP:Iteration 53Q (344.393020 sec): 3 clusters Score: Raw -751637.749116 + Penalty 547.346457 = -751090.402658 nChanged 14 SP:Iteration 54Q (344.438629 sec): 3 clusters Score: Raw -751639.772407 + Penalty 547.346457 = -751092.425950 nChanged 9 SP:Iteration 55Q (344.491311 sec): 3 clusters Score: Raw -751640.933706 + Penalty 547.346457 = -751093.587248 nChanged 9 SP:Iteration 56Q (344.552691 sec): 3 clusters Score: Raw -751641.953436 + Penalty 547.346457 = -751094.606978 nChanged 1 SP:Iteration 57Q (344.611454 sec): 3 clusters Score: Raw -751641.977595 + Penalty 547.346457 = -751094.631138 nChanged 0 SP:Iteration 58F (344.661206 sec): 3 clusters Score: Raw -751641.977595 + Penalty 547.346457 = -751094.631138 nChanged 0 Trying to split cluster 10 (1885 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (344.678752 sec): 2 clusters Score: Raw -59222.957365 + Penalty 207.396285 = -59015.561080 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (344.728974 sec): 3 clusters Score: Raw -58104.322966 + Penalty 414.792570 = -57689.530396 nChanged 831 SP:Iteration 1F (344.776193 sec): 3 clusters Score: Raw -58607.139487 + Penalty 414.792570 = -58192.346917 nChanged 176 SP:Iteration 2F (344.823518 sec): 3 clusters Score: Raw -58759.986007 + Penalty 414.792570 = -58345.193436 nChanged 182 SP:Iteration 3F (344.876152 sec): 3 clusters Score: Raw -58927.096647 + Penalty 414.792570 = -58512.304077 nChanged 141 SP:Iteration 4F (344.910126 sec): 3 clusters Score: Raw -59086.645753 + Penalty 414.792570 = -58671.853182 nChanged 130 SP:Iteration 5F (344.947985 sec): 3 clusters Score: Raw -59234.752401 + Penalty 414.792570 = -58819.959830 nChanged 81 SP:Iteration 6Q (345.006622 sec): 3 clusters Score: Raw -59307.223018 + Penalty 414.792570 = -58892.430447 nChanged 47 SP:Iteration 7Q (345.049330 sec): 3 clusters Score: Raw -59344.950064 + Penalty 414.792570 = -58930.157493 nChanged 26 SP:Iteration 8Q (345.092763 sec): 3 clusters Score: Raw -59366.046689 + Penalty 414.792570 = -58951.254118 nChanged 29 SP:Iteration 9Q (345.135256 sec): 3 clusters Score: Raw -59386.109377 + Penalty 414.792570 = -58971.316806 nChanged 26 SP:Iteration 10Q (345.178355 sec): 3 clusters Score: Raw -59397.854039 + Penalty 414.792570 = -58983.061468 nChanged 17 SP:Iteration 11Q (345.235381 sec): 3 clusters Score: Raw -59404.651483 + Penalty 414.792570 = -58989.858913 nChanged 18 SP:Iteration 12Q (345.281025 sec): 3 clusters Score: Raw -59409.652929 + Penalty 414.792570 = -58994.860359 nChanged 14 SP:Iteration 13Q (345.323759 sec): 3 clusters Score: Raw -59413.932130 + Penalty 414.792570 = -58999.139559 nChanged 15 SP:Iteration 14Q (345.362751 sec): 3 clusters Score: Raw -59417.204140 + Penalty 414.792570 = -59002.411569 nChanged 11 SP:Iteration 15Q (345.393980 sec): 3 clusters Score: Raw -59418.988498 + Penalty 414.792570 = -59004.195928 nChanged 8 SP:Iteration 16Q (345.438990 sec): 3 clusters Score: Raw -59420.374705 + Penalty 414.792570 = -59005.582134 nChanged 3 SP:Iteration 17Q (345.470449 sec): 3 clusters Score: Raw -59420.558409 + Penalty 414.792570 = -59005.765838 nChanged 2 SP:Iteration 18Q (345.520444 sec): 3 clusters Score: Raw -59420.682541 + Penalty 414.792570 = -59005.889970 nChanged 1 SP:Iteration 19Q (345.557662 sec): 3 clusters Score: Raw -59420.722155 + Penalty 414.792570 = -59005.929585 nChanged 2 SP:Iteration 20F (345.593922 sec): 3 clusters Score: Raw -59420.885842 + Penalty 414.792570 = -59006.093272 nChanged 2 SP:Iteration 21Q (345.632123 sec): 3 clusters Score: Raw -59420.981180 + Penalty 414.792570 = -59006.188609 nChanged 1 SP:Iteration 22Q (345.659136 sec): 3 clusters Score: Raw -59421.025444 + Penalty 414.792570 = -59006.232873 nChanged 1 SP:Iteration 23Q (345.692049 sec): 3 clusters Score: Raw -59421.141748 + Penalty 414.792570 = -59006.349178 nChanged 3 SP:Iteration 24Q (345.721620 sec): 3 clusters Score: Raw -59421.407489 + Penalty 414.792570 = -59006.614918 nChanged 2 SP:Iteration 25Q (345.760030 sec): 3 clusters Score: Raw -59421.551296 + Penalty 414.792570 = -59006.758725 nChanged 1 SP:Iteration 26Q (345.801084 sec): 3 clusters Score: Raw -59421.586652 + Penalty 414.792570 = -59006.794082 nChanged 0 SP:Iteration 27F (345.846275 sec): 3 clusters Score: Raw -59421.586652 + Penalty 414.792570 = -59006.794082 nChanged 0 Trying to split cluster 11 (2844 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (345.868599 sec): 2 clusters Score: Raw -91462.507628 + Penalty 218.706587 = -91243.801041 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (345.927076 sec): 3 clusters Score: Raw -89767.330889 + Penalty 437.413174 = -89329.917716 nChanged 1290 SP:Iteration 1F (345.966200 sec): 3 clusters Score: Raw -90589.024829 + Penalty 437.413174 = -90151.611655 nChanged 225 SP:Iteration 2F (346.008418 sec): 3 clusters Score: Raw -90758.754495 + Penalty 437.413174 = -90321.341322 nChanged 201 SP:Iteration 3F (346.043226 sec): 3 clusters Score: Raw -90919.465603 + Penalty 437.413174 = -90482.052429 nChanged 153 SP:Iteration 4F (346.074167 sec): 3 clusters Score: Raw -91055.823849 + Penalty 437.413174 = -90618.410675 nChanged 129 SP:Iteration 5Q (346.103639 sec): 3 clusters Score: Raw -91173.283325 + Penalty 437.413174 = -90735.870152 nChanged 90 SP:Iteration 6Q (346.150876 sec): 3 clusters Score: Raw -91271.050832 + Penalty 437.413174 = -90833.637659 nChanged 65 SP:Iteration 7Q (346.197296 sec): 3 clusters Score: Raw -91351.310958 + Penalty 437.413174 = -90913.897784 nChanged 50 SP:Iteration 8Q (346.233133 sec): 3 clusters Score: Raw -91401.583514 + Penalty 437.413174 = -90964.170340 nChanged 37 SP:Iteration 9Q (346.267540 sec): 3 clusters Score: Raw -91421.132505 + Penalty 437.413174 = -90983.719331 nChanged 28 SP:Iteration 10Q (346.303886 sec): 3 clusters Score: Raw -91434.678684 + Penalty 437.413174 = -90997.265511 nChanged 21 SP:Iteration 11Q (346.336149 sec): 3 clusters Score: Raw -91444.209022 + Penalty 437.413174 = -91006.795848 nChanged 9 SP:Iteration 12Q (346.366188 sec): 3 clusters Score: Raw -91450.143320 + Penalty 437.413174 = -91012.730146 nChanged 12 SP:Iteration 13Q (346.405942 sec): 3 clusters Score: Raw -91456.633523 + Penalty 437.413174 = -91019.220349 nChanged 8 SP:Iteration 14Q (346.436934 sec): 3 clusters Score: Raw -91460.830517 + Penalty 437.413174 = -91023.417344 nChanged 6 SP:Iteration 15Q (346.467097 sec): 3 clusters Score: Raw -91462.854098 + Penalty 437.413174 = -91025.440925 nChanged 5 SP:Iteration 16Q (346.501105 sec): 3 clusters Score: Raw -91465.443162 + Penalty 437.413174 = -91028.029988 nChanged 6 SP:Iteration 17Q (346.536516 sec): 3 clusters Score: Raw -91467.157513 + Penalty 437.413174 = -91029.744340 nChanged 9 SP:Iteration 18Q (346.577834 sec): 3 clusters Score: Raw -91472.232520 + Penalty 437.413174 = -91034.819346 nChanged 12 SP:Iteration 19Q (346.622287 sec): 3 clusters Score: Raw -91477.245487 + Penalty 437.413174 = -91039.832313 nChanged 10 SP:Iteration 20F (346.649581 sec): 3 clusters Score: Raw -91480.999416 + Penalty 437.413174 = -91043.586242 nChanged 8 SP:Iteration 21Q (346.689096 sec): 3 clusters Score: Raw -91484.253356 + Penalty 437.413174 = -91046.840183 nChanged 6 SP:Iteration 22Q (346.728181 sec): 3 clusters Score: Raw -91485.695873 + Penalty 437.413174 = -91048.282699 nChanged 3 SP:Iteration 23Q (346.779412 sec): 3 clusters Score: Raw -91486.199199 + Penalty 437.413174 = -91048.786026 nChanged 0 SP:Iteration 24F (346.811639 sec): 3 clusters Score: Raw -91486.199199 + Penalty 437.413174 = -91048.786026 nChanged 0 Trying to split cluster 12 (976 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (346.827669 sec): 2 clusters Score: Raw -36248.506649 + Penalty 189.295221 = -36059.211427 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (346.859413 sec): 3 clusters Score: Raw -35741.933397 + Penalty 378.590442 = -35363.342955 nChanged 401 SP:Iteration 1F (346.891679 sec): 3 clusters Score: Raw -36032.924133 + Penalty 378.590442 = -35654.333691 nChanged 122 SP:Iteration 2F (346.928162 sec): 3 clusters Score: Raw -36179.386191 + Penalty 378.590442 = -35800.795749 nChanged 97 SP:Iteration 3F (346.984794 sec): 3 clusters Score: Raw -36273.914546 + Penalty 378.590442 = -35895.324104 nChanged 49 SP:Iteration 4F (347.012644 sec): 3 clusters Score: Raw -36311.218596 + Penalty 378.590442 = -35932.628154 nChanged 32 SP:Iteration 5Q (347.051526 sec): 3 clusters Score: Raw -36332.518175 + Penalty 378.590442 = -35953.927733 nChanged 17 SP:Iteration 6Q (347.089357 sec): 3 clusters Score: Raw -36340.528370 + Penalty 378.590442 = -35961.937928 nChanged 10 SP:Iteration 7Q (347.139974 sec): 3 clusters Score: Raw -36343.900378 + Penalty 378.590442 = -35965.309936 nChanged 7 SP:Iteration 8Q (347.185524 sec): 3 clusters Score: Raw -36346.334885 + Penalty 378.590442 = -35967.744443 nChanged 7 SP:Iteration 9Q (347.224376 sec): 3 clusters Score: Raw -36348.399917 + Penalty 378.590442 = -35969.809475 nChanged 3 SP:Iteration 10Q (347.249826 sec): 3 clusters Score: Raw -36348.886038 + Penalty 378.590442 = -35970.295596 nChanged 2 SP:Iteration 11Q (347.294693 sec): 3 clusters Score: Raw -36349.183013 + Penalty 378.590442 = -35970.592571 nChanged 1 SP:Iteration 12Q (347.334377 sec): 3 clusters Score: Raw -36349.286990 + Penalty 378.590442 = -35970.696548 nChanged 1 SP:Iteration 13Q (347.381726 sec): 3 clusters Score: Raw -36349.453776 + Penalty 378.590442 = -35970.863334 nChanged 0 SP:Iteration 14F (347.410856 sec): 3 clusters Score: Raw -36349.453776 + Penalty 378.590442 = -35970.863334 nChanged 0 Trying to split cluster 13 (12635 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (347.443299 sec): 2 clusters Score: Raw -454794.481806 + Penalty 259.716216 = -454534.765590 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (347.495945 sec): 3 clusters Score: Raw -446735.237192 + Penalty 519.432431 = -446215.804761 nChanged 5963 SP:Iteration 1F (347.546001 sec): 3 clusters Score: Raw -450549.513184 + Penalty 519.432431 = -450030.080753 nChanged 911 SP:Iteration 2F (347.606324 sec): 3 clusters Score: Raw -451124.494254 + Penalty 519.432431 = -450605.061823 nChanged 904 SP:Iteration 3F (347.652937 sec): 3 clusters Score: Raw -451796.110859 + Penalty 519.432431 = -451276.678428 nChanged 859 SP:Iteration 4F (347.697387 sec): 3 clusters Score: Raw -452578.704606 + Penalty 519.432431 = -452059.272174 nChanged 760 SP:Iteration 5F (347.743663 sec): 3 clusters Score: Raw -453364.442130 + Penalty 519.432431 = -452845.009698 nChanged 535 SP:Iteration 6Q (347.787451 sec): 3 clusters Score: Raw -453938.865553 + Penalty 519.432431 = -453419.433122 nChanged 354 SP:Iteration 7Q (347.836316 sec): 3 clusters Score: Raw -454284.684032 + Penalty 519.432431 = -453765.251601 nChanged 220 SP:Iteration 8Q (347.891999 sec): 3 clusters Score: Raw -454463.512851 + Penalty 519.432431 = -453944.080420 nChanged 147 SP:Iteration 9Q (347.933715 sec): 3 clusters Score: Raw -454551.804034 + Penalty 519.432431 = -454032.371603 nChanged 139 SP:Iteration 10Q (347.988871 sec): 3 clusters Score: Raw -454658.945903 + Penalty 519.432431 = -454139.513471 nChanged 119 SP:Iteration 11Q (348.011747 sec): 3 clusters Score: Raw -454750.165282 + Penalty 519.432431 = -454230.732851 nChanged 85 SP:Iteration 12Q (348.074460 sec): 3 clusters Score: Raw -454805.138333 + Penalty 519.432431 = -454285.705902 nChanged 72 SP:Iteration 13Q (348.120849 sec): 3 clusters Score: Raw -454856.114189 + Penalty 519.432431 = -454336.681758 nChanged 52 SP:Iteration 14Q (348.171568 sec): 3 clusters Score: Raw -454882.070908 + Penalty 519.432431 = -454362.638477 nChanged 40 SP:Iteration 15Q (348.229777 sec): 3 clusters Score: Raw -454902.541517 + Penalty 519.432431 = -454383.109086 nChanged 44 SP:Iteration 16Q (348.277593 sec): 3 clusters Score: Raw -454928.392171 + Penalty 519.432431 = -454408.959740 nChanged 42 SP:Iteration 17Q (348.325066 sec): 3 clusters Score: Raw -454946.908341 + Penalty 519.432431 = -454427.475910 nChanged 22 SP:Iteration 18Q (348.371478 sec): 3 clusters Score: Raw -454955.806584 + Penalty 519.432431 = -454436.374153 nChanged 27 SP:Iteration 19Q (348.421037 sec): 3 clusters Score: Raw -454964.455385 + Penalty 519.432431 = -454445.022954 nChanged 13 SP:Iteration 20F (348.462403 sec): 3 clusters Score: Raw -454966.621930 + Penalty 519.432431 = -454447.189499 nChanged 11 SP:Iteration 21Q (348.521080 sec): 3 clusters Score: Raw -454967.756659 + Penalty 519.432431 = -454448.324228 nChanged 5 SP:Iteration 22Q (348.557867 sec): 3 clusters Score: Raw -454968.594752 + Penalty 519.432431 = -454449.162321 nChanged 2 SP:Iteration 23Q (348.600981 sec): 3 clusters Score: Raw -454968.748534 + Penalty 519.432431 = -454449.316103 nChanged 0 SP:Iteration 24F (348.647358 sec): 3 clusters Score: Raw -454968.748534 + Penalty 519.432431 = -454449.316103 nChanged 0 Trying to split cluster 14 (4150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (348.673642 sec): 2 clusters Score: Raw -134891.842952 + Penalty 229.098749 = -134662.744203 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (348.708814 sec): 3 clusters Score: Raw -132395.498617 + Penalty 458.197499 = -131937.301118 nChanged 1926 SP:Iteration 1F (348.741859 sec): 3 clusters Score: Raw -133988.096088 + Penalty 458.197499 = -133529.898589 nChanged 382 SP:Iteration 2F (348.779611 sec): 3 clusters Score: Raw -134304.069487 + Penalty 458.197499 = -133845.871988 nChanged 267 SP:Iteration 3F (348.822462 sec): 3 clusters Score: Raw -134535.601357 + Penalty 458.197499 = -134077.403858 nChanged 194 SP:Iteration 4Q (348.859419 sec): 3 clusters Score: Raw -134698.318120 + Penalty 458.197499 = -134240.120621 nChanged 143 SP:Iteration 5Q (348.901047 sec): 3 clusters Score: Raw -134790.619415 + Penalty 458.197499 = -134332.421917 nChanged 90 SP:Iteration 6Q (348.954277 sec): 3 clusters Score: Raw -134856.355256 + Penalty 458.197499 = -134398.157757 nChanged 88 SP:Iteration 7Q (348.993332 sec): 3 clusters Score: Raw -134929.629509 + Penalty 458.197499 = -134471.432010 nChanged 72 SP:Iteration 8Q (349.026529 sec): 3 clusters Score: Raw -135003.400114 + Penalty 458.197499 = -134545.202616 nChanged 64 SP:Iteration 9Q (349.065032 sec): 3 clusters Score: Raw -135069.847410 + Penalty 458.197499 = -134611.649912 nChanged 64 SP:Iteration 10Q (349.108162 sec): 3 clusters Score: Raw -135135.251118 + Penalty 458.197499 = -134677.053619 nChanged 45 SP:Iteration 11Q (349.152156 sec): 3 clusters Score: Raw -135167.500826 + Penalty 458.197499 = -134709.303327 nChanged 27 SP:Iteration 12Q (349.200215 sec): 3 clusters Score: Raw -135180.540984 + Penalty 458.197499 = -134722.343486 nChanged 18 SP:Iteration 13Q (349.233917 sec): 3 clusters Score: Raw -135184.917545 + Penalty 458.197499 = -134726.720046 nChanged 14 SP:Iteration 14Q (349.267593 sec): 3 clusters Score: Raw -135187.860321 + Penalty 458.197499 = -134729.662823 nChanged 15 SP:Iteration 15Q (349.311365 sec): 3 clusters Score: Raw -135194.355967 + Penalty 458.197499 = -134736.158468 nChanged 16 SP:Iteration 16Q (349.353661 sec): 3 clusters Score: Raw -135200.805988 + Penalty 458.197499 = -134742.608490 nChanged 13 SP:Iteration 17Q (349.395451 sec): 3 clusters Score: Raw -135203.941041 + Penalty 458.197499 = -134745.743542 nChanged 7 SP:Iteration 18Q (349.437344 sec): 3 clusters Score: Raw -135204.730686 + Penalty 458.197499 = -134746.533187 nChanged 4 SP:Iteration 19Q (349.478343 sec): 3 clusters Score: Raw -135204.971239 + Penalty 458.197499 = -134746.773740 nChanged 1 SP:Iteration 20F (349.512264 sec): 3 clusters Score: Raw -135205.050845 + Penalty 458.197499 = -134746.853346 nChanged 1 SP:Iteration 21Q (349.545413 sec): 3 clusters Score: Raw -135205.160564 + Penalty 458.197499 = -134746.963065 nChanged 1 SP:Iteration 22Q (349.578350 sec): 3 clusters Score: Raw -135205.253929 + Penalty 458.197499 = -134747.056430 nChanged 0 SP:Iteration 23F (349.614727 sec): 3 clusters Score: Raw -135205.253929 + Penalty 458.197499 = -134747.056430 nChanged 0 Score: Raw -4181625.181553 + Penalty 9684.293822 = -4171940.887732 Splitting cluster 14 changes total score from -4171949.416374 to -4171940.887732 So it's not getting split. Trying to split cluster 15 (15652 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (350.984047 sec): 2 clusters Score: Raw -596111.862993 + Penalty 265.604735 = -595846.258259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (351.036050 sec): 3 clusters Score: Raw -585943.997767 + Penalty 531.209469 = -585412.788298 nChanged 7475 SP:Iteration 1F (351.088713 sec): 3 clusters Score: Raw -590863.410607 + Penalty 531.209469 = -590332.201137 nChanged 1252 SP:Iteration 2F (351.146372 sec): 3 clusters Score: Raw -591587.700848 + Penalty 531.209469 = -591056.491379 nChanged 1205 SP:Iteration 3F (351.201405 sec): 3 clusters Score: Raw -592334.545842 + Penalty 531.209469 = -591803.336373 nChanged 1130 SP:Iteration 4F (351.243106 sec): 3 clusters Score: Raw -593109.831406 + Penalty 531.209469 = -592578.621937 nChanged 1073 SP:Iteration 5F (351.287857 sec): 3 clusters Score: Raw -593902.821093 + Penalty 531.209469 = -593371.611624 nChanged 910 SP:Iteration 6F (351.339666 sec): 3 clusters Score: Raw -594618.589043 + Penalty 531.209469 = -594087.379574 nChanged 728 SP:Iteration 7Q (351.388970 sec): 3 clusters Score: Raw -595214.951878 + Penalty 531.209469 = -594683.742409 nChanged 513 SP:Iteration 8Q (351.438177 sec): 3 clusters Score: Raw -595603.390918 + Penalty 531.209469 = -595072.181449 nChanged 298 SP:Iteration 9Q (351.469114 sec): 3 clusters Score: Raw -595815.609259 + Penalty 531.209469 = -595284.399790 nChanged 191 SP:Iteration 10Q (351.517477 sec): 3 clusters Score: Raw -595962.984826 + Penalty 531.209469 = -595431.775357 nChanged 123 SP:Iteration 11Q (351.564288 sec): 3 clusters Score: Raw -596056.716481 + Penalty 531.209469 = -595525.507012 nChanged 68 SP:Iteration 12Q (351.617038 sec): 3 clusters Score: Raw -596107.324791 + Penalty 531.209469 = -595576.115322 nChanged 40 SP:Iteration 13Q (351.666829 sec): 3 clusters Score: Raw -596143.845610 + Penalty 531.209469 = -595612.636141 nChanged 24 SP:Iteration 14Q (351.715692 sec): 3 clusters Score: Raw -596160.492372 + Penalty 531.209469 = -595629.282903 nChanged 10 SP:Iteration 15Q (351.769333 sec): 3 clusters Score: Raw -596165.868872 + Penalty 531.209469 = -595634.659402 nChanged 6 SP:Iteration 16Q (351.809168 sec): 3 clusters Score: Raw -596170.113176 + Penalty 531.209469 = -595638.903707 nChanged 3 SP:Iteration 17Q (351.855713 sec): 3 clusters Score: Raw -596171.807960 + Penalty 531.209469 = -595640.598490 nChanged 4 SP:Iteration 18Q (351.904500 sec): 3 clusters Score: Raw -596176.927272 + Penalty 531.209469 = -595645.717803 nChanged 5 SP:Iteration 19Q (351.947260 sec): 3 clusters Score: Raw -596180.358004 + Penalty 531.209469 = -595649.148535 nChanged 5 SP:Iteration 20F (351.994706 sec): 3 clusters Score: Raw -596183.324935 + Penalty 531.209469 = -595652.115466 nChanged 1 SP:Iteration 21Q (352.043391 sec): 3 clusters Score: Raw -596183.817475 + Penalty 531.209469 = -595652.608006 nChanged 1 SP:Iteration 22Q (352.096963 sec): 3 clusters Score: Raw -596185.244805 + Penalty 531.209469 = -595654.035336 nChanged 3 SP:Iteration 23Q (352.140434 sec): 3 clusters Score: Raw -596187.292257 + Penalty 531.209469 = -595656.082788 nChanged 2 SP:Iteration 24Q (352.192297 sec): 3 clusters Score: Raw -596188.870086 + Penalty 531.209469 = -595657.660617 nChanged 1 SP:Iteration 25Q (352.243187 sec): 3 clusters Score: Raw -596189.729931 + Penalty 531.209469 = -595658.520462 nChanged 1 SP:Iteration 26Q (352.276079 sec): 3 clusters Score: Raw -596190.064392 + Penalty 531.209469 = -595658.854923 nChanged 1 SP:Iteration 27Q (352.328912 sec): 3 clusters Score: Raw -596190.304912 + Penalty 531.209469 = -595659.095443 nChanged 0 SP:Iteration 28F (352.377709 sec): 3 clusters Score: Raw -596190.304912 + Penalty 531.209469 = -595659.095443 nChanged 0 Trying to split cluster 16 (982 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (352.399589 sec): 2 clusters Score: Raw -30397.719121 + Penalty 189.463761 = -30208.255360 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (352.453631 sec): 3 clusters Score: Raw -29886.187482 + Penalty 378.927522 = -29507.259960 nChanged 403 SP:Iteration 1F (352.487560 sec): 3 clusters Score: Raw -30118.578270 + Penalty 378.927522 = -29739.650748 nChanged 79 SP:Iteration 2F (352.534408 sec): 3 clusters Score: Raw -30181.156790 + Penalty 378.927522 = -29802.229268 nChanged 54 SP:Iteration 3F (352.567205 sec): 3 clusters Score: Raw -30222.176593 + Penalty 378.927522 = -29843.249072 nChanged 40 SP:Iteration 4Q (352.592220 sec): 3 clusters Score: Raw -30246.544103 + Penalty 378.927522 = -29867.616581 nChanged 35 SP:Iteration 5Q (352.594703 sec): 3 clusters Score: Raw -30273.706589 + Penalty 378.927522 = -29894.779068 nChanged 31 SP:Iteration 6Q (352.597170 sec): 3 clusters Score: Raw -30297.905883 + Penalty 378.927522 = -29918.978361 nChanged 38 SP:Iteration 7Q (352.599624 sec): 3 clusters Score: Raw -30317.035000 + Penalty 378.927522 = -29938.107478 nChanged 34 SP:Iteration 8Q (352.602067 sec): 3 clusters Score: Raw -30337.459336 + Penalty 378.927522 = -29958.531814 nChanged 33 SP:Iteration 9Q (352.604530 sec): 3 clusters Score: Raw -30358.622396 + Penalty 378.927522 = -29979.694874 nChanged 29 SP:Iteration 10Q (352.606964 sec): 3 clusters Score: Raw -30371.540045 + Penalty 378.927522 = -29992.612523 nChanged 19 SP:Iteration 11Q (352.609407 sec): 3 clusters Score: Raw -30382.665244 + Penalty 378.927522 = -30003.737722 nChanged 20 SP:Iteration 12Q (352.611871 sec): 3 clusters Score: Raw -30394.160556 + Penalty 378.927522 = -30015.233034 nChanged 14 SP:Iteration 13Q (352.614302 sec): 3 clusters Score: Raw -30401.188762 + Penalty 378.927522 = -30022.261241 nChanged 13 SP:Iteration 14Q (352.616720 sec): 3 clusters Score: Raw -30406.725929 + Penalty 378.927522 = -30027.798407 nChanged 13 SP:Iteration 15Q (352.619176 sec): 3 clusters Score: Raw -30412.172441 + Penalty 378.927522 = -30033.244919 nChanged 12 SP:Iteration 16Q (352.621596 sec): 3 clusters Score: Raw -30416.448558 + Penalty 378.927522 = -30037.521036 nChanged 13 SP:Iteration 17Q (352.624015 sec): 3 clusters Score: Raw -30420.017683 + Penalty 378.927522 = -30041.090161 nChanged 8 SP:Iteration 18Q (352.626432 sec): 3 clusters Score: Raw -30422.684874 + Penalty 378.927522 = -30043.757352 nChanged 8 SP:Iteration 19Q (352.628862 sec): 3 clusters Score: Raw -30425.839848 + Penalty 378.927522 = -30046.912326 nChanged 6 SP:Iteration 20F (352.631298 sec): 3 clusters Score: Raw -30429.604890 + Penalty 378.927522 = -30050.677368 nChanged 11 SP:Iteration 21Q (352.633720 sec): 3 clusters Score: Raw -30440.383834 + Penalty 378.927522 = -30061.456312 nChanged 13 SP:Iteration 22Q (352.636149 sec): 3 clusters Score: Raw -30445.931686 + Penalty 378.927522 = -30067.004164 nChanged 14 SP:Iteration 23Q (352.638821 sec): 3 clusters Score: Raw -30454.587927 + Penalty 378.927522 = -30075.660405 nChanged 12 SP:Iteration 24Q (352.641240 sec): 3 clusters Score: Raw -30458.653266 + Penalty 378.927522 = -30079.725744 nChanged 13 SP:Iteration 25Q (352.678523 sec): 3 clusters Score: Raw -30461.459560 + Penalty 378.927522 = -30082.532038 nChanged 9 SP:Iteration 26Q (352.705360 sec): 3 clusters Score: Raw -30463.335716 + Penalty 378.927522 = -30084.408194 nChanged 6 SP:Iteration 27Q (352.738546 sec): 3 clusters Score: Raw -30465.649967 + Penalty 378.927522 = -30086.722445 nChanged 7 SP:Iteration 28Q (352.779512 sec): 3 clusters Score: Raw -30469.379239 + Penalty 378.927522 = -30090.451717 nChanged 11 SP:Iteration 29Q (352.813916 sec): 3 clusters Score: Raw -30473.189263 + Penalty 378.927522 = -30094.261741 nChanged 9 SP:Iteration 30Q (352.849231 sec): 3 clusters Score: Raw -30475.448364 + Penalty 378.927522 = -30096.520842 nChanged 6 SP:Iteration 31Q (352.880957 sec): 3 clusters Score: Raw -30476.873234 + Penalty 378.927522 = -30097.945712 nChanged 7 SP:Iteration 32Q (352.926556 sec): 3 clusters Score: Raw -30478.358504 + Penalty 378.927522 = -30099.430982 nChanged 4 SP:Iteration 33Q (352.978591 sec): 3 clusters Score: Raw -30479.481398 + Penalty 378.927522 = -30100.553876 nChanged 4 SP:Iteration 34Q (353.013330 sec): 3 clusters Score: Raw -30480.684868 + Penalty 378.927522 = -30101.757346 nChanged 7 SP:Iteration 35Q (353.048022 sec): 3 clusters Score: Raw -30484.199013 + Penalty 378.927522 = -30105.271491 nChanged 5 SP:Iteration 36Q (353.077688 sec): 3 clusters Score: Raw -30486.276213 + Penalty 378.927522 = -30107.348691 nChanged 4 SP:Iteration 37Q (353.125839 sec): 3 clusters Score: Raw -30489.043165 + Penalty 378.927522 = -30110.115643 nChanged 3 SP:Iteration 38Q (353.151898 sec): 3 clusters Score: Raw -30489.701559 + Penalty 378.927522 = -30110.774037 nChanged 3 SP:Iteration 39Q (353.196900 sec): 3 clusters Score: Raw -30490.070728 + Penalty 378.927522 = -30111.143206 nChanged 3 SP:Iteration 40F (353.240346 sec): 3 clusters Score: Raw -30491.278561 + Penalty 378.927522 = -30112.351039 nChanged 8 SP:Iteration 41Q (353.267147 sec): 3 clusters Score: Raw -30495.715660 + Penalty 378.927522 = -30116.788138 nChanged 7 SP:Iteration 42Q (353.312557 sec): 3 clusters Score: Raw -30499.438301 + Penalty 378.927522 = -30120.510779 nChanged 10 SP:Iteration 43Q (353.347967 sec): 3 clusters Score: Raw -30504.434932 + Penalty 378.927522 = -30125.507410 nChanged 7 SP:Iteration 44Q (353.392927 sec): 3 clusters Score: Raw -30507.108666 + Penalty 378.927522 = -30128.181144 nChanged 5 SP:Iteration 45Q (353.430007 sec): 3 clusters Score: Raw -30508.061956 + Penalty 378.927522 = -30129.134434 nChanged 1 SP:Iteration 46Q (353.470989 sec): 3 clusters Score: Raw -30508.364302 + Penalty 378.927522 = -30129.436780 nChanged 1 SP:Iteration 47Q (353.502259 sec): 3 clusters Score: Raw -30508.432618 + Penalty 378.927522 = -30129.505096 nChanged 0 SP:Iteration 48F (353.554587 sec): 3 clusters Score: Raw -30508.432618 + Penalty 378.927522 = -30129.505096 nChanged 0 Trying to split cluster 17 (1100 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (353.563477 sec): 2 clusters Score: Raw -41430.286137 + Penalty 192.584300 = -41237.701837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (353.607592 sec): 3 clusters Score: Raw -40811.685593 + Penalty 385.168600 = -40426.516992 nChanged 493 SP:Iteration 1F (353.652051 sec): 3 clusters Score: Raw -41066.711653 + Penalty 385.168600 = -40681.543053 nChanged 64 SP:Iteration 2F (353.679232 sec): 3 clusters Score: Raw -41093.153263 + Penalty 385.168600 = -40707.984663 nChanged 55 SP:Iteration 3Q (353.718417 sec): 3 clusters Score: Raw -41111.914846 + Penalty 385.168600 = -40726.746246 nChanged 52 SP:Iteration 4Q (353.750989 sec): 3 clusters Score: Raw -41136.043959 + Penalty 385.168600 = -40750.875358 nChanged 51 SP:Iteration 5Q (353.811290 sec): 3 clusters Score: Raw -41159.966900 + Penalty 385.168600 = -40774.798300 nChanged 51 SP:Iteration 6Q (353.843710 sec): 3 clusters Score: Raw -41196.411195 + Penalty 385.168600 = -40811.242595 nChanged 60 SP:Iteration 7F (353.865053 sec): 3 clusters Score: Raw -41238.836028 + Penalty 385.168600 = -40853.667427 nChanged 61 SP:Iteration 8F (353.867905 sec): 3 clusters Score: Raw -41281.552172 + Penalty 385.168600 = -40896.383572 nChanged 50 SP:Iteration 9Q (353.870627 sec): 3 clusters Score: Raw -41317.554717 + Penalty 385.168600 = -40932.386116 nChanged 45 SP:Iteration 10Q (353.873968 sec): 3 clusters Score: Raw -41359.982597 + Penalty 385.168600 = -40974.813996 nChanged 38 SP:Iteration 11Q (353.876655 sec): 3 clusters Score: Raw -41406.978253 + Penalty 385.168600 = -41021.809653 nChanged 27 SP:Iteration 12Q (353.879295 sec): 3 clusters Score: Raw -41437.600156 + Penalty 385.168600 = -41052.431556 nChanged 17 SP:Iteration 13Q (353.881909 sec): 3 clusters Score: Raw -41454.517886 + Penalty 385.168600 = -41069.349286 nChanged 11 SP:Iteration 14Q (353.928481 sec): 3 clusters Score: Raw -41461.045641 + Penalty 385.168600 = -41075.877041 nChanged 8 SP:Iteration 15Q (353.968982 sec): 3 clusters Score: Raw -41466.103562 + Penalty 385.168600 = -41080.934962 nChanged 3 SP:Iteration 16Q (354.017885 sec): 3 clusters Score: Raw -41468.876534 + Penalty 385.168600 = -41083.707933 nChanged 1 SP:Iteration 17Q (354.046210 sec): 3 clusters Score: Raw -41469.499794 + Penalty 385.168600 = -41084.331194 nChanged 1 SP:Iteration 18Q (354.092939 sec): 3 clusters Score: Raw -41470.536607 + Penalty 385.168600 = -41085.368006 nChanged 1 SP:Iteration 19Q (354.137707 sec): 3 clusters Score: Raw -41470.685710 + Penalty 385.168600 = -41085.517110 nChanged 0 SP:Iteration 20F (354.172908 sec): 3 clusters Score: Raw -41470.685710 + Penalty 385.168600 = -41085.517110 nChanged 0 Trying to split cluster 18 (18074 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (354.204175 sec): 2 clusters Score: Raw -662414.964188 + Penalty 269.561317 = -662145.402871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (354.273529 sec): 3 clusters Score: Raw -650518.432921 + Penalty 539.122635 = -649979.310287 nChanged 8749 SP:Iteration 1F (354.317476 sec): 3 clusters Score: Raw -656453.316178 + Penalty 539.122635 = -655914.193544 nChanged 1236 SP:Iteration 2F (354.379310 sec): 3 clusters Score: Raw -657182.457600 + Penalty 539.122635 = -656643.334965 nChanged 1258 SP:Iteration 3F (354.419973 sec): 3 clusters Score: Raw -658140.216619 + Penalty 539.122635 = -657601.093984 nChanged 1261 SP:Iteration 4F (354.472922 sec): 3 clusters Score: Raw -659268.609509 + Penalty 539.122635 = -658729.486874 nChanged 1023 SP:Iteration 5F (354.524985 sec): 3 clusters Score: Raw -660178.267754 + Penalty 539.122635 = -659639.145119 nChanged 782 SP:Iteration 6Q (354.578052 sec): 3 clusters Score: Raw -660846.282191 + Penalty 539.122635 = -660307.159556 nChanged 556 SP:Iteration 7Q (354.635898 sec): 3 clusters Score: Raw -661293.625086 + Penalty 539.122635 = -660754.502451 nChanged 408 SP:Iteration 8Q (354.682631 sec): 3 clusters Score: Raw -661603.223711 + Penalty 539.122635 = -661064.101076 nChanged 324 SP:Iteration 9Q (354.733878 sec): 3 clusters Score: Raw -661834.316644 + Penalty 539.122635 = -661295.194010 nChanged 260 SP:Iteration 10Q (354.781522 sec): 3 clusters Score: Raw -662023.605672 + Penalty 539.122635 = -661484.483037 nChanged 186 SP:Iteration 11Q (354.837973 sec): 3 clusters Score: Raw -662167.284760 + Penalty 539.122635 = -661628.162126 nChanged 125 SP:Iteration 12Q (354.897786 sec): 3 clusters Score: Raw -662261.080046 + Penalty 539.122635 = -661721.957411 nChanged 92 SP:Iteration 13Q (354.942132 sec): 3 clusters Score: Raw -662331.494841 + Penalty 539.122635 = -661792.372206 nChanged 65 SP:Iteration 14Q (354.990581 sec): 3 clusters Score: Raw -662373.773251 + Penalty 539.122635 = -661834.650616 nChanged 39 SP:Iteration 15Q (355.035021 sec): 3 clusters Score: Raw -662399.702923 + Penalty 539.122635 = -661860.580288 nChanged 27 SP:Iteration 16Q (355.090041 sec): 3 clusters Score: Raw -662421.874467 + Penalty 539.122635 = -661882.751832 nChanged 19 SP:Iteration 17Q (355.139714 sec): 3 clusters Score: Raw -662437.956418 + Penalty 539.122635 = -661898.833784 nChanged 16 SP:Iteration 18Q (355.189870 sec): 3 clusters Score: Raw -662450.386603 + Penalty 539.122635 = -661911.263968 nChanged 9 SP:Iteration 19Q (355.224457 sec): 3 clusters Score: Raw -662459.328886 + Penalty 539.122635 = -661920.206251 nChanged 9 SP:Iteration 20F (355.291199 sec): 3 clusters Score: Raw -662468.598745 + Penalty 539.122635 = -661929.476110 nChanged 2 SP:Iteration 21Q (355.346037 sec): 3 clusters Score: Raw -662470.508687 + Penalty 539.122635 = -661931.386053 nChanged 1 SP:Iteration 22Q (355.401956 sec): 3 clusters Score: Raw -662470.870644 + Penalty 539.122635 = -661931.748009 nChanged 1 SP:Iteration 23Q (355.440627 sec): 3 clusters Score: Raw -662470.964374 + Penalty 539.122635 = -661931.841739 nChanged 0 SP:Iteration 24F (355.495299 sec): 3 clusters Score: Raw -662470.964374 + Penalty 539.122635 = -661931.841739 nChanged 0 Trying to split cluster 19 (386 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (355.516610 sec): 2 clusters Score: Raw -14312.802800 + Penalty 163.785528 = -14149.017273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (355.546595 sec): 3 clusters Score: Raw -14134.910564 + Penalty 327.571055 = -13807.339509 nChanged 135 SP:Iteration 1F (355.592050 sec): 3 clusters Score: Raw -14225.493410 + Penalty 327.571055 = -13897.922355 nChanged 33 SP:Iteration 2F (355.625442 sec): 3 clusters Score: Raw -14242.010429 + Penalty 327.571055 = -13914.439373 nChanged 14 SP:Iteration 3Q (355.680245 sec): 3 clusters Score: Raw -14254.529251 + Penalty 327.571055 = -13926.958195 nChanged 19 SP:Iteration 4Q (355.710175 sec): 3 clusters Score: Raw -14277.182363 + Penalty 327.571055 = -13949.611308 nChanged 19 SP:Iteration 5Q (355.754749 sec): 3 clusters Score: Raw -14294.512174 + Penalty 327.571055 = -13966.941119 nChanged 13 SP:Iteration 6Q (355.795579 sec): 3 clusters Score: Raw -14308.103920 + Penalty 327.571055 = -13980.532865 nChanged 7 SP:Iteration 7Q (355.846744 sec): 3 clusters Score: Raw -14317.050018 + Penalty 327.571055 = -13989.478963 nChanged 8 SP:Iteration 8Q (355.850725 sec): 3 clusters Score: Raw -14325.416918 + Penalty 327.571055 = -13997.845863 nChanged 2 SP:Iteration 9Q (355.851990 sec): 3 clusters Score: Raw -14327.099933 + Penalty 327.571055 = -13999.528878 nChanged 2 SP:Iteration 10Q (355.853223 sec): 3 clusters Score: Raw -14329.135332 + Penalty 327.571055 = -14001.564276 nChanged 2 SP:Iteration 11Q (355.854451 sec): 3 clusters Score: Raw -14329.988323 + Penalty 327.571055 = -14002.417268 nChanged 1 SP:Iteration 12Q (355.855673 sec): 3 clusters Score: Raw -14331.931831 + Penalty 327.571055 = -14004.360776 nChanged 2 SP:Iteration 13Q (355.856888 sec): 3 clusters Score: Raw -14333.241673 + Penalty 327.571055 = -14005.670617 nChanged 2 SP:Iteration 14Q (355.858114 sec): 3 clusters Score: Raw -14334.839702 + Penalty 327.571055 = -14007.268647 nChanged 1 SP:Iteration 15Q (355.859336 sec): 3 clusters Score: Raw -14335.546712 + Penalty 327.571055 = -14007.975656 nChanged 0 SP:Iteration 16F (355.860573 sec): 3 clusters Score: Raw -14335.546712 + Penalty 327.571055 = -14007.975656 nChanged 0 Trying to split cluster 20 (611 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (355.864847 sec): 2 clusters Score: Raw -20116.886122 + Penalty 176.415166 = -19940.470956 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (355.866819 sec): 3 clusters Score: Raw -19827.910265 + Penalty 352.830333 = -19475.079932 nChanged 253 SP:Iteration 1F (355.868514 sec): 3 clusters Score: Raw -20033.439096 + Penalty 352.830333 = -19680.608764 nChanged 52 SP:Iteration 2F (355.870228 sec): 3 clusters Score: Raw -20077.088743 + Penalty 352.830333 = -19724.258410 nChanged 37 SP:Iteration 3F (355.883651 sec): 3 clusters Score: Raw -20098.669211 + Penalty 352.830333 = -19745.838878 nChanged 26 SP:Iteration 4Q (355.885380 sec): 3 clusters Score: Raw -20114.170498 + Penalty 352.830333 = -19761.340165 nChanged 26 SP:Iteration 5Q (355.887090 sec): 3 clusters Score: Raw -20137.251332 + Penalty 352.830333 = -19784.420999 nChanged 25 SP:Iteration 6Q (355.888782 sec): 3 clusters Score: Raw -20166.946832 + Penalty 352.830333 = -19814.116500 nChanged 24 SP:Iteration 7Q (355.890485 sec): 3 clusters Score: Raw -20198.912131 + Penalty 352.830333 = -19846.081798 nChanged 17 SP:Iteration 8Q (355.892190 sec): 3 clusters Score: Raw -20217.995624 + Penalty 352.830333 = -19865.165291 nChanged 11 SP:Iteration 9Q (355.893881 sec): 3 clusters Score: Raw -20226.679238 + Penalty 352.830333 = -19873.848905 nChanged 11 SP:Iteration 10Q (355.895549 sec): 3 clusters Score: Raw -20234.172263 + Penalty 352.830333 = -19881.341931 nChanged 7 SP:Iteration 11Q (355.897204 sec): 3 clusters Score: Raw -20237.015711 + Penalty 352.830333 = -19884.185378 nChanged 5 SP:Iteration 12Q (355.898883 sec): 3 clusters Score: Raw -20239.193535 + Penalty 352.830333 = -19886.363203 nChanged 6 SP:Iteration 13Q (355.900564 sec): 3 clusters Score: Raw -20241.392589 + Penalty 352.830333 = -19888.562256 nChanged 3 SP:Iteration 14Q (355.902254 sec): 3 clusters Score: Raw -20242.453215 + Penalty 352.830333 = -19889.622882 nChanged 2 SP:Iteration 15Q (355.903932 sec): 3 clusters Score: Raw -20242.901149 + Penalty 352.830333 = -19890.070816 nChanged 1 SP:Iteration 16Q (355.905597 sec): 3 clusters Score: Raw -20243.212985 + Penalty 352.830333 = -19890.382653 nChanged 1 SP:Iteration 17Q (355.907198 sec): 3 clusters Score: Raw -20243.582722 + Penalty 352.830333 = -19890.752389 nChanged 0 SP:Iteration 18F (355.908867 sec): 3 clusters Score: Raw -20243.582722 + Penalty 352.830333 = -19890.752389 nChanged 0 Trying to split cluster 21 (5086 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (355.939349 sec): 2 clusters Score: Raw -191936.834311 + Penalty 234.691791 = -191702.142520 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (355.978813 sec): 3 clusters Score: Raw -188783.666327 + Penalty 469.383582 = -188314.282745 nChanged 2376 SP:Iteration 1F (356.020374 sec): 3 clusters Score: Raw -190404.821841 + Penalty 469.383582 = -189935.438259 nChanged 467 SP:Iteration 2F (356.064582 sec): 3 clusters Score: Raw -190781.735228 + Penalty 469.383582 = -190312.351646 nChanged 442 SP:Iteration 3F (356.105802 sec): 3 clusters Score: Raw -191147.247674 + Penalty 469.383582 = -190677.864092 nChanged 332 SP:Iteration 4F (356.153846 sec): 3 clusters Score: Raw -191410.446773 + Penalty 469.383582 = -190941.063191 nChanged 238 SP:Iteration 5Q (356.192050 sec): 3 clusters Score: Raw -191621.010184 + Penalty 469.383582 = -191151.626602 nChanged 173 SP:Iteration 6Q (356.236357 sec): 3 clusters Score: Raw -191769.234402 + Penalty 469.383582 = -191299.850820 nChanged 110 SP:Iteration 7Q (356.276844 sec): 3 clusters Score: Raw -191860.741315 + Penalty 469.383582 = -191391.357733 nChanged 72 SP:Iteration 8Q (356.318688 sec): 3 clusters Score: Raw -191932.908630 + Penalty 469.383582 = -191463.525048 nChanged 39 SP:Iteration 9Q (356.362554 sec): 3 clusters Score: Raw -191974.627612 + Penalty 469.383582 = -191505.244030 nChanged 33 SP:Iteration 10Q (356.394998 sec): 3 clusters Score: Raw -191997.773099 + Penalty 469.383582 = -191528.389517 nChanged 16 SP:Iteration 11Q (356.446452 sec): 3 clusters Score: Raw -192009.781814 + Penalty 469.383582 = -191540.398232 nChanged 9 SP:Iteration 12Q (356.491780 sec): 3 clusters Score: Raw -192014.615019 + Penalty 469.383582 = -191545.231437 nChanged 7 SP:Iteration 13Q (356.542618 sec): 3 clusters Score: Raw -192019.106214 + Penalty 469.383582 = -191549.722632 nChanged 5 SP:Iteration 14Q (356.584459 sec): 3 clusters Score: Raw -192020.257695 + Penalty 469.383582 = -191550.874113 nChanged 2 SP:Iteration 15Q (356.602483 sec): 3 clusters Score: Raw -192020.721798 + Penalty 469.383582 = -191551.338216 nChanged 2 SP:Iteration 16Q (356.628064 sec): 3 clusters Score: Raw -192022.137558 + Penalty 469.383582 = -191552.753976 nChanged 3 SP:Iteration 17Q (356.671321 sec): 3 clusters Score: Raw -192023.578458 + Penalty 469.383582 = -191554.194876 nChanged 1 SP:Iteration 18Q (356.726558 sec): 3 clusters Score: Raw -192024.115366 + Penalty 469.383582 = -191554.731784 nChanged 0 SP:Iteration 19F (356.774367 sec): 3 clusters Score: Raw -192024.115366 + Penalty 469.383582 = -191554.731784 nChanged 0 Trying to split cluster 22 (4509 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (356.801298 sec): 2 clusters Score: Raw -159179.746533 + Penalty 231.380344 = -158948.366190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (356.847508 sec): 3 clusters Score: Raw -156376.260767 + Penalty 462.760687 = -155913.500080 nChanged 2064 SP:Iteration 1F (356.885991 sec): 3 clusters Score: Raw -157622.291548 + Penalty 462.760687 = -157159.530861 nChanged 319 SP:Iteration 2F (356.943660 sec): 3 clusters Score: Raw -157798.956008 + Penalty 462.760687 = -157336.195321 nChanged 348 SP:Iteration 3F (356.985995 sec): 3 clusters Score: Raw -158062.029930 + Penalty 462.760687 = -157599.269243 nChanged 384 SP:Iteration 4F (357.039559 sec): 3 clusters Score: Raw -158415.327996 + Penalty 462.760687 = -157952.567308 nChanged 325 SP:Iteration 5F (357.085264 sec): 3 clusters Score: Raw -158734.579151 + Penalty 462.760687 = -158271.818463 nChanged 234 SP:Iteration 6F (357.123930 sec): 3 clusters Score: Raw -158975.880283 + Penalty 462.760687 = -158513.119595 nChanged 124 SP:Iteration 7Q (357.176840 sec): 3 clusters Score: Raw -159098.036488 + Penalty 462.760687 = -158635.275801 nChanged 53 SP:Iteration 8Q (357.228961 sec): 3 clusters Score: Raw -159150.230107 + Penalty 462.760687 = -158687.469419 nChanged 29 SP:Iteration 9Q (357.285122 sec): 3 clusters Score: Raw -159193.012885 + Penalty 462.760687 = -158730.252198 nChanged 9 SP:Iteration 10Q (357.321818 sec): 3 clusters Score: Raw -159204.245758 + Penalty 462.760687 = -158741.485070 nChanged 3 SP:Iteration 11Q (357.372650 sec): 3 clusters Score: Raw -159208.194592 + Penalty 462.760687 = -158745.433904 nChanged 3 SP:Iteration 12Q (357.421944 sec): 3 clusters Score: Raw -159209.740662 + Penalty 462.760687 = -158746.979975 nChanged 2 SP:Iteration 13Q (357.465171 sec): 3 clusters Score: Raw -159211.957230 + Penalty 462.760687 = -158749.196543 nChanged 1 SP:Iteration 14Q (357.509658 sec): 3 clusters Score: Raw -159214.538602 + Penalty 462.760687 = -158751.777914 nChanged 1 SP:Iteration 15Q (357.547958 sec): 3 clusters Score: Raw -159217.084679 + Penalty 462.760687 = -158754.323991 nChanged 3 SP:Iteration 16Q (357.602249 sec): 3 clusters Score: Raw -159220.722949 + Penalty 462.760687 = -158757.962262 nChanged 3 SP:Iteration 17Q (357.643589 sec): 3 clusters Score: Raw -159222.930955 + Penalty 462.760687 = -158760.170268 nChanged 1 SP:Iteration 18Q (357.692444 sec): 3 clusters Score: Raw -159223.218628 + Penalty 462.760687 = -158760.457941 nChanged 0 SP:Iteration 19F (357.734241 sec): 3 clusters Score: Raw -159223.218628 + Penalty 462.760687 = -158760.457941 nChanged 0 Trying to split cluster 23 (1063 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (357.750212 sec): 2 clusters Score: Raw -32279.007987 + Penalty 191.643385 = -32087.364601 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (357.791256 sec): 3 clusters Score: Raw -31706.374908 + Penalty 383.286771 = -31323.088137 nChanged 425 SP:Iteration 1F (357.838728 sec): 3 clusters Score: Raw -31977.170323 + Penalty 383.286771 = -31593.883552 nChanged 88 SP:Iteration 2F (357.884041 sec): 3 clusters Score: Raw -32046.551324 + Penalty 383.286771 = -31663.264554 nChanged 71 SP:Iteration 3F (357.926541 sec): 3 clusters Score: Raw -32119.708559 + Penalty 383.286771 = -31736.421788 nChanged 63 SP:Iteration 4F (357.956806 sec): 3 clusters Score: Raw -32169.010727 + Penalty 383.286771 = -31785.723956 nChanged 47 SP:Iteration 5Q (357.978962 sec): 3 clusters Score: Raw -32199.791680 + Penalty 383.286771 = -31816.504909 nChanged 40 SP:Iteration 6Q (358.024383 sec): 3 clusters Score: Raw -32217.720193 + Penalty 383.286771 = -31834.433422 nChanged 27 SP:Iteration 7Q (358.067938 sec): 3 clusters Score: Raw -32229.715209 + Penalty 383.286771 = -31846.428438 nChanged 24 SP:Iteration 8Q (358.102008 sec): 3 clusters Score: Raw -32239.247781 + Penalty 383.286771 = -31855.961010 nChanged 16 SP:Iteration 9Q (358.132076 sec): 3 clusters Score: Raw -32245.076281 + Penalty 383.286771 = -31861.789511 nChanged 17 SP:Iteration 10Q (358.161915 sec): 3 clusters Score: Raw -32250.347844 + Penalty 383.286771 = -31867.061073 nChanged 15 SP:Iteration 11Q (358.192304 sec): 3 clusters Score: Raw -32255.312416 + Penalty 383.286771 = -31872.025646 nChanged 18 SP:Iteration 12Q (358.222498 sec): 3 clusters Score: Raw -32262.727920 + Penalty 383.286771 = -31879.441149 nChanged 16 SP:Iteration 13Q (358.252293 sec): 3 clusters Score: Raw -32268.188616 + Penalty 383.286771 = -31884.901845 nChanged 15 SP:Iteration 14Q (358.282792 sec): 3 clusters Score: Raw -32273.753186 + Penalty 383.286771 = -31890.466415 nChanged 12 SP:Iteration 15Q (358.312838 sec): 3 clusters Score: Raw -32278.185864 + Penalty 383.286771 = -31894.899094 nChanged 9 SP:Iteration 16Q (358.343320 sec): 3 clusters Score: Raw -32282.853883 + Penalty 383.286771 = -31899.567112 nChanged 10 SP:Iteration 17Q (358.366539 sec): 3 clusters Score: Raw -32289.161176 + Penalty 383.286771 = -31905.874405 nChanged 9 SP:Iteration 18Q (358.396716 sec): 3 clusters Score: Raw -32296.400598 + Penalty 383.286771 = -31913.113827 nChanged 12 SP:Iteration 19Q (358.426662 sec): 3 clusters Score: Raw -32307.616378 + Penalty 383.286771 = -31924.329608 nChanged 17 SP:Iteration 20F (358.477104 sec): 3 clusters Score: Raw -32315.841915 + Penalty 383.286771 = -31932.555144 nChanged 7 SP:Iteration 21Q (358.507831 sec): 3 clusters Score: Raw -32318.732036 + Penalty 383.286771 = -31935.445265 nChanged 6 SP:Iteration 22Q (358.538289 sec): 3 clusters Score: Raw -32321.372920 + Penalty 383.286771 = -31938.086149 nChanged 6 SP:Iteration 23Q (358.566545 sec): 3 clusters Score: Raw -32324.563218 + Penalty 383.286771 = -31941.276447 nChanged 9 SP:Iteration 24Q (358.612772 sec): 3 clusters Score: Raw -32327.270382 + Penalty 383.286771 = -31943.983611 nChanged 9 SP:Iteration 25Q (358.649949 sec): 3 clusters Score: Raw -32331.960224 + Penalty 383.286771 = -31948.673453 nChanged 5 SP:Iteration 26Q (358.686176 sec): 3 clusters Score: Raw -32333.432494 + Penalty 383.286771 = -31950.145723 nChanged 3 SP:Iteration 27Q (358.717516 sec): 3 clusters Score: Raw -32333.960317 + Penalty 383.286771 = -31950.673546 nChanged 1 SP:Iteration 28Q (358.760299 sec): 3 clusters Score: Raw -32334.051991 + Penalty 383.286771 = -31950.765220 nChanged 1 SP:Iteration 29Q (358.790034 sec): 3 clusters Score: Raw -32334.138023 + Penalty 383.286771 = -31950.851252 nChanged 0 SP:Iteration 30F (358.829980 sec): 3 clusters Score: Raw -32334.138023 + Penalty 383.286771 = -31950.851252 nChanged 0 Trying to split cluster 24 (1028 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (358.846684 sec): 2 clusters Score: Raw -36985.898459 + Penalty 190.722687 = -36795.175772 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (358.869094 sec): 3 clusters Score: Raw -36438.016425 + Penalty 381.445375 = -36056.571050 nChanged 429 SP:Iteration 1F (358.908671 sec): 3 clusters Score: Raw -36670.763076 + Penalty 381.445375 = -36289.317702 nChanged 109 SP:Iteration 2F (358.939026 sec): 3 clusters Score: Raw -36755.573004 + Penalty 381.445375 = -36374.127629 nChanged 95 SP:Iteration 3F (358.980766 sec): 3 clusters Score: Raw -36831.394276 + Penalty 381.445375 = -36449.948901 nChanged 80 SP:Iteration 4F (359.028553 sec): 3 clusters Score: Raw -36896.421365 + Penalty 381.445375 = -36514.975990 nChanged 55 SP:Iteration 5F (359.050538 sec): 3 clusters Score: Raw -36945.329440 + Penalty 381.445375 = -36563.884066 nChanged 35 SP:Iteration 6Q (359.053168 sec): 3 clusters Score: Raw -36978.768809 + Penalty 381.445375 = -36597.323434 nChanged 27 SP:Iteration 7Q (359.055763 sec): 3 clusters Score: Raw -37001.479950 + Penalty 381.445375 = -36620.034575 nChanged 16 SP:Iteration 8Q (359.058382 sec): 3 clusters Score: Raw -37011.824875 + Penalty 381.445375 = -36630.379501 nChanged 4 SP:Iteration 9Q (359.060938 sec): 3 clusters Score: Raw -37014.736479 + Penalty 381.445375 = -36633.291105 nChanged 2 SP:Iteration 10Q (359.064061 sec): 3 clusters Score: Raw -37015.966813 + Penalty 381.445375 = -36634.521438 nChanged 3 SP:Iteration 11Q (359.066607 sec): 3 clusters Score: Raw -37017.857663 + Penalty 381.445375 = -36636.412289 nChanged 4 SP:Iteration 12Q (359.069157 sec): 3 clusters Score: Raw -37020.797549 + Penalty 381.445375 = -36639.352174 nChanged 4 SP:Iteration 13Q (359.071682 sec): 3 clusters Score: Raw -37023.944682 + Penalty 381.445375 = -36642.499307 nChanged 2 SP:Iteration 14Q (359.074188 sec): 3 clusters Score: Raw -37025.599535 + Penalty 381.445375 = -36644.154161 nChanged 2 SP:Iteration 15Q (359.076729 sec): 3 clusters Score: Raw -37027.675346 + Penalty 381.445375 = -36646.229971 nChanged 2 SP:Iteration 16Q (359.079280 sec): 3 clusters Score: Raw -37031.857759 + Penalty 381.445375 = -36650.412385 nChanged 1 SP:Iteration 17Q (359.081740 sec): 3 clusters Score: Raw -37032.449184 + Penalty 381.445375 = -36651.003810 nChanged 0 SP:Iteration 18F (359.084281 sec): 3 clusters Score: Raw -37032.449184 + Penalty 381.445375 = -36651.003810 nChanged 0 Trying to split cluster 25 (1275 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (359.102155 sec): 2 clusters Score: Raw -43303.216334 + Penalty 196.644290 = -43106.572044 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (359.154396 sec): 3 clusters Score: Raw -42571.624758 + Penalty 393.288580 = -42178.336178 nChanged 552 SP:Iteration 1F (359.185553 sec): 3 clusters Score: Raw -42905.409989 + Penalty 393.288580 = -42512.121409 nChanged 100 SP:Iteration 2F (359.240968 sec): 3 clusters Score: Raw -42990.605011 + Penalty 393.288580 = -42597.316431 nChanged 68 SP:Iteration 3F (359.289889 sec): 3 clusters Score: Raw -43039.139385 + Penalty 393.288580 = -42645.850805 nChanged 54 SP:Iteration 4Q (359.321813 sec): 3 clusters Score: Raw -43075.837397 + Penalty 393.288580 = -42682.548816 nChanged 43 SP:Iteration 5Q (359.366780 sec): 3 clusters Score: Raw -43103.742887 + Penalty 393.288580 = -42710.454307 nChanged 39 SP:Iteration 6Q (359.393333 sec): 3 clusters Score: Raw -43125.267979 + Penalty 393.288580 = -42731.979399 nChanged 34 SP:Iteration 7Q (359.446773 sec): 3 clusters Score: Raw -43143.365794 + Penalty 393.288580 = -42750.077214 nChanged 25 SP:Iteration 8Q (359.476516 sec): 3 clusters Score: Raw -43152.096737 + Penalty 393.288580 = -42758.808157 nChanged 21 SP:Iteration 9Q (359.514341 sec): 3 clusters Score: Raw -43162.634199 + Penalty 393.288580 = -42769.345619 nChanged 16 SP:Iteration 10Q (359.544515 sec): 3 clusters Score: Raw -43171.560831 + Penalty 393.288580 = -42778.272251 nChanged 24 SP:Iteration 11Q (359.579595 sec): 3 clusters Score: Raw -43179.979509 + Penalty 393.288580 = -42786.690929 nChanged 13 SP:Iteration 12Q (359.623698 sec): 3 clusters Score: Raw -43184.116456 + Penalty 393.288580 = -42790.827875 nChanged 15 SP:Iteration 13Q (359.656634 sec): 3 clusters Score: Raw -43189.716468 + Penalty 393.288580 = -42796.427888 nChanged 16 SP:Iteration 14Q (359.691747 sec): 3 clusters Score: Raw -43197.059036 + Penalty 393.288580 = -42803.770456 nChanged 14 SP:Iteration 15Q (359.724174 sec): 3 clusters Score: Raw -43201.521022 + Penalty 393.288580 = -42808.232442 nChanged 14 SP:Iteration 16Q (359.758549 sec): 3 clusters Score: Raw -43205.838436 + Penalty 393.288580 = -42812.549856 nChanged 9 SP:Iteration 17Q (359.795680 sec): 3 clusters Score: Raw -43208.206546 + Penalty 393.288580 = -42814.917966 nChanged 6 SP:Iteration 18Q (359.833086 sec): 3 clusters Score: Raw -43208.906355 + Penalty 393.288580 = -42815.617774 nChanged 1 SP:Iteration 19Q (359.880444 sec): 3 clusters Score: Raw -43209.017288 + Penalty 393.288580 = -42815.728708 nChanged 1 SP:Iteration 20F (359.915884 sec): 3 clusters Score: Raw -43209.151474 + Penalty 393.288580 = -42815.862894 nChanged 1 SP:Iteration 21Q (359.956054 sec): 3 clusters Score: Raw -43209.395594 + Penalty 393.288580 = -42816.107014 nChanged 2 SP:Iteration 22Q (360.010115 sec): 3 clusters Score: Raw -43209.693325 + Penalty 393.288580 = -42816.404745 nChanged 2 SP:Iteration 23Q (360.053165 sec): 3 clusters Score: Raw -43210.355067 + Penalty 393.288580 = -42817.066487 nChanged 3 SP:Iteration 24Q (360.083149 sec): 3 clusters Score: Raw -43211.037946 + Penalty 393.288580 = -42817.749365 nChanged 2 SP:Iteration 25Q (360.118984 sec): 3 clusters Score: Raw -43211.223006 + Penalty 393.288580 = -42817.934426 nChanged 1 SP:Iteration 26Q (360.163230 sec): 3 clusters Score: Raw -43211.468477 + Penalty 393.288580 = -42818.179897 nChanged 3 SP:Iteration 27Q (360.209296 sec): 3 clusters Score: Raw -43211.810391 + Penalty 393.288580 = -42818.521810 nChanged 2 SP:Iteration 28Q (360.259630 sec): 3 clusters Score: Raw -43211.932335 + Penalty 393.288580 = -42818.643755 nChanged 1 SP:Iteration 29Q (360.293956 sec): 3 clusters Score: Raw -43212.033066 + Penalty 393.288580 = -42818.744485 nChanged 0 SP:Iteration 30F (360.332358 sec): 3 clusters Score: Raw -43212.033066 + Penalty 393.288580 = -42818.744485 nChanged 0 Trying to split cluster 26 (1422 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (360.354289 sec): 2 clusters Score: Raw -50373.449763 + Penalty 199.645039 = -50173.804724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (360.393322 sec): 3 clusters Score: Raw -49581.624282 + Penalty 399.290079 = -49182.334204 nChanged 600 SP:Iteration 1F (360.427811 sec): 3 clusters Score: Raw -49974.776061 + Penalty 399.290079 = -49575.485982 nChanged 142 SP:Iteration 2F (360.471252 sec): 3 clusters Score: Raw -50090.679086 + Penalty 399.290079 = -49691.389008 nChanged 107 SP:Iteration 3F (360.504723 sec): 3 clusters Score: Raw -50177.328161 + Penalty 399.290079 = -49778.038083 nChanged 90 SP:Iteration 4F (360.538069 sec): 3 clusters Score: Raw -50231.720773 + Penalty 399.290079 = -49832.430694 nChanged 59 SP:Iteration 5Q (360.570759 sec): 3 clusters Score: Raw -50260.115050 + Penalty 399.290079 = -49860.824972 nChanged 44 SP:Iteration 6Q (360.605690 sec): 3 clusters Score: Raw -50276.714673 + Penalty 399.290079 = -49877.424595 nChanged 22 SP:Iteration 7Q (360.636802 sec): 3 clusters Score: Raw -50288.811261 + Penalty 399.290079 = -49889.521182 nChanged 28 SP:Iteration 8Q (360.670205 sec): 3 clusters Score: Raw -50308.281948 + Penalty 399.290079 = -49908.991869 nChanged 25 SP:Iteration 9Q (360.706498 sec): 3 clusters Score: Raw -50331.588870 + Penalty 399.290079 = -49932.298791 nChanged 32 SP:Iteration 10Q (360.749502 sec): 3 clusters Score: Raw -50348.415062 + Penalty 399.290079 = -49949.124984 nChanged 19 SP:Iteration 11Q (360.779716 sec): 3 clusters Score: Raw -50357.613913 + Penalty 399.290079 = -49958.323834 nChanged 16 SP:Iteration 12Q (360.818274 sec): 3 clusters Score: Raw -50364.944029 + Penalty 399.290079 = -49965.653951 nChanged 21 SP:Iteration 13Q (360.853198 sec): 3 clusters Score: Raw -50377.311590 + Penalty 399.290079 = -49978.021511 nChanged 22 SP:Iteration 14Q (360.884652 sec): 3 clusters Score: Raw -50393.472953 + Penalty 399.290079 = -49994.182875 nChanged 23 SP:Iteration 15Q (360.931716 sec): 3 clusters Score: Raw -50421.046520 + Penalty 399.290079 = -50021.756442 nChanged 18 SP:Iteration 16Q (360.963916 sec): 3 clusters Score: Raw -50435.421918 + Penalty 399.290079 = -50036.131839 nChanged 16 SP:Iteration 17Q (361.007633 sec): 3 clusters Score: Raw -50462.740728 + Penalty 399.290079 = -50063.450650 nChanged 22 SP:Iteration 18Q (361.053199 sec): 3 clusters Score: Raw -50497.198918 + Penalty 399.290079 = -50097.908839 nChanged 24 SP:Iteration 19Q (361.092644 sec): 3 clusters Score: Raw -50525.507136 + Penalty 399.290079 = -50126.217058 nChanged 16 SP:Iteration 20F (361.142047 sec): 3 clusters Score: Raw -50537.782844 + Penalty 399.290079 = -50138.492765 nChanged 9 SP:Iteration 21Q (361.191465 sec): 3 clusters Score: Raw -50543.151934 + Penalty 399.290079 = -50143.861855 nChanged 3 SP:Iteration 22Q (361.240841 sec): 3 clusters Score: Raw -50543.996731 + Penalty 399.290079 = -50144.706653 nChanged 1 SP:Iteration 23Q (361.277518 sec): 3 clusters Score: Raw -50544.344110 + Penalty 399.290079 = -50145.054032 nChanged 1 SP:Iteration 24Q (361.310550 sec): 3 clusters Score: Raw -50544.495505 + Penalty 399.290079 = -50145.205426 nChanged 1 SP:Iteration 25Q (361.361651 sec): 3 clusters Score: Raw -50544.606881 + Penalty 399.290079 = -50145.316802 nChanged 0 SP:Iteration 26F (361.413111 sec): 3 clusters Score: Raw -50544.606881 + Penalty 399.290079 = -50145.316802 nChanged 0 Trying to split cluster 27 (7034 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (361.437705 sec): 2 clusters Score: Raw -260419.098037 + Penalty 243.609047 = -260175.488989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (361.483863 sec): 3 clusters Score: Raw -255981.736742 + Penalty 487.218095 = -255494.518648 nChanged 3308 SP:Iteration 1F (361.545447 sec): 3 clusters Score: Raw -258231.768333 + Penalty 487.218095 = -257744.550238 nChanged 567 SP:Iteration 2F (361.588748 sec): 3 clusters Score: Raw -258568.368317 + Penalty 487.218095 = -258081.150223 nChanged 506 SP:Iteration 3F (361.638680 sec): 3 clusters Score: Raw -258824.029942 + Penalty 487.218095 = -258336.811847 nChanged 374 SP:Iteration 4F (361.701307 sec): 3 clusters Score: Raw -258990.523565 + Penalty 487.218095 = -258503.305470 nChanged 272 SP:Iteration 5Q (361.742852 sec): 3 clusters Score: Raw -259097.271854 + Penalty 487.218095 = -258610.053759 nChanged 220 SP:Iteration 6Q (361.798211 sec): 3 clusters Score: Raw -259165.009386 + Penalty 487.218095 = -258677.791291 nChanged 172 SP:Iteration 7Q (361.842026 sec): 3 clusters Score: Raw -259216.917235 + Penalty 487.218095 = -258729.699140 nChanged 148 SP:Iteration 8Q (361.900125 sec): 3 clusters Score: Raw -259255.826038 + Penalty 487.218095 = -258768.607943 nChanged 129 SP:Iteration 9Q (361.940790 sec): 3 clusters Score: Raw -259292.257810 + Penalty 487.218095 = -258805.039715 nChanged 122 SP:Iteration 10Q (362.000853 sec): 3 clusters Score: Raw -259322.444090 + Penalty 487.218095 = -258835.225996 nChanged 129 SP:Iteration 11Q (362.028833 sec): 3 clusters Score: Raw -259353.400571 + Penalty 487.218095 = -258866.182476 nChanged 128 SP:Iteration 12Q (362.043266 sec): 3 clusters Score: Raw -259391.027194 + Penalty 487.218095 = -258903.809100 nChanged 142 SP:Iteration 13Q (362.057446 sec): 3 clusters Score: Raw -259442.858092 + Penalty 487.218095 = -258955.639998 nChanged 193 SP:Iteration 14Q (362.071569 sec): 3 clusters Score: Raw -259534.762519 + Penalty 487.218095 = -259047.544424 nChanged 224 SP:Iteration 15Q (362.128731 sec): 3 clusters Score: Raw -259646.605736 + Penalty 487.218095 = -259159.387641 nChanged 208 SP:Iteration 16Q (362.183349 sec): 3 clusters Score: Raw -259753.378839 + Penalty 487.218095 = -259266.160744 nChanged 203 SP:Iteration 17Q (362.237248 sec): 3 clusters Score: Raw -259851.759857 + Penalty 487.218095 = -259364.541762 nChanged 176 SP:Iteration 18Q (362.276502 sec): 3 clusters Score: Raw -259943.695342 + Penalty 487.218095 = -259456.477247 nChanged 204 SP:Iteration 19Q (362.320735 sec): 3 clusters Score: Raw -260041.476069 + Penalty 487.218095 = -259554.257975 nChanged 163 SP:Iteration 20F (362.376941 sec): 3 clusters Score: Raw -260110.153655 + Penalty 487.218095 = -259622.935561 nChanged 132 SP:Iteration 21Q (362.422213 sec): 3 clusters Score: Raw -260167.097288 + Penalty 487.218095 = -259679.879193 nChanged 122 SP:Iteration 22Q (362.466404 sec): 3 clusters Score: Raw -260215.910044 + Penalty 487.218095 = -259728.691949 nChanged 105 SP:Iteration 23Q (362.525093 sec): 3 clusters Score: Raw -260260.469651 + Penalty 487.218095 = -259773.251556 nChanged 103 SP:Iteration 24Q (362.569805 sec): 3 clusters Score: Raw -260310.954828 + Penalty 487.218095 = -259823.736733 nChanged 103 SP:Iteration 25Q (362.606140 sec): 3 clusters Score: Raw -260363.690673 + Penalty 487.218095 = -259876.472578 nChanged 97 SP:Iteration 26Q (362.649218 sec): 3 clusters Score: Raw -260421.186325 + Penalty 487.218095 = -259933.968230 nChanged 94 SP:Iteration 27Q (362.691610 sec): 3 clusters Score: Raw -260471.392825 + Penalty 487.218095 = -259984.174731 nChanged 85 SP:Iteration 28Q (362.743467 sec): 3 clusters Score: Raw -260515.730724 + Penalty 487.218095 = -260028.512630 nChanged 71 SP:Iteration 29Q (362.784290 sec): 3 clusters Score: Raw -260544.743922 + Penalty 487.218095 = -260057.525828 nChanged 60 SP:Iteration 30Q (362.826428 sec): 3 clusters Score: Raw -260567.728593 + Penalty 487.218095 = -260080.510499 nChanged 48 SP:Iteration 31Q (362.860881 sec): 3 clusters Score: Raw -260589.196926 + Penalty 487.218095 = -260101.978832 nChanged 45 SP:Iteration 32Q (362.901361 sec): 3 clusters Score: Raw -260607.151709 + Penalty 487.218095 = -260119.933614 nChanged 43 SP:Iteration 33Q (362.948498 sec): 3 clusters Score: Raw -260618.920726 + Penalty 487.218095 = -260131.702632 nChanged 34 SP:Iteration 34Q (362.984371 sec): 3 clusters Score: Raw -260629.197081 + Penalty 487.218095 = -260141.978986 nChanged 32 SP:Iteration 35Q (363.024918 sec): 3 clusters Score: Raw -260637.332924 + Penalty 487.218095 = -260150.114829 nChanged 25 SP:Iteration 36Q (363.060235 sec): 3 clusters Score: Raw -260641.571265 + Penalty 487.218095 = -260154.353170 nChanged 19 SP:Iteration 37Q (363.106943 sec): 3 clusters Score: Raw -260646.736487 + Penalty 487.218095 = -260159.518392 nChanged 19 SP:Iteration 38Q (363.158975 sec): 3 clusters Score: Raw -260652.753561 + Penalty 487.218095 = -260165.535466 nChanged 17 SP:Iteration 39Q (363.205074 sec): 3 clusters Score: Raw -260655.245518 + Penalty 487.218095 = -260168.027423 nChanged 12 SP:Iteration 40F (363.240530 sec): 3 clusters Score: Raw -260656.361001 + Penalty 487.218095 = -260169.142906 nChanged 5 SP:Iteration 41Q (363.276016 sec): 3 clusters Score: Raw -260656.559967 + Penalty 487.218095 = -260169.341873 nChanged 4 SP:Iteration 42Q (363.329586 sec): 3 clusters Score: Raw -260656.785910 + Penalty 487.218095 = -260169.567815 nChanged 4 SP:Iteration 43Q (363.361934 sec): 3 clusters Score: Raw -260657.225054 + Penalty 487.218095 = -260170.006960 nChanged 3 SP:Iteration 44Q (363.375375 sec): 3 clusters Score: Raw -260657.584910 + Penalty 487.218095 = -260170.366815 nChanged 4 SP:Iteration 45Q (363.389173 sec): 3 clusters Score: Raw -260658.251014 + Penalty 487.218095 = -260171.032919 nChanged 3 SP:Iteration 46Q (363.402845 sec): 3 clusters Score: Raw -260658.469260 + Penalty 487.218095 = -260171.251165 nChanged 2 SP:Iteration 47Q (363.416076 sec): 3 clusters Score: Raw -260658.922827 + Penalty 487.218095 = -260171.704732 nChanged 5 SP:Iteration 48Q (363.429745 sec): 3 clusters Score: Raw -260659.294828 + Penalty 487.218095 = -260172.076733 nChanged 5 SP:Iteration 49Q (363.443413 sec): 3 clusters Score: Raw -260659.574140 + Penalty 487.218095 = -260172.356045 nChanged 5 SP:Iteration 50Q (363.504957 sec): 3 clusters Score: Raw -260659.829417 + Penalty 487.218095 = -260172.611322 nChanged 3 SP:Iteration 51Q (363.529415 sec): 3 clusters Score: Raw -260659.938682 + Penalty 487.218095 = -260172.720587 nChanged 0 SP:Iteration 52F (363.571531 sec): 3 clusters Score: Raw -260659.938682 + Penalty 487.218095 = -260172.720587 nChanged 0 Trying to split cluster 28 (3320 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (363.595326 sec): 2 clusters Score: Raw -124355.802884 + Penalty 222.962302 = -124132.840582 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (363.636319 sec): 3 clusters Score: Raw -122312.898252 + Penalty 445.924603 = -121866.973648 nChanged 1564 SP:Iteration 1F (363.682700 sec): 3 clusters Score: Raw -123246.239769 + Penalty 445.924603 = -122800.315165 nChanged 237 SP:Iteration 2F (363.727096 sec): 3 clusters Score: Raw -123393.225258 + Penalty 445.924603 = -122947.300654 nChanged 233 SP:Iteration 3F (363.762387 sec): 3 clusters Score: Raw -123551.088957 + Penalty 445.924603 = -123105.164354 nChanged 227 SP:Iteration 4F (363.801313 sec): 3 clusters Score: Raw -123729.893667 + Penalty 445.924603 = -123283.969063 nChanged 200 SP:Iteration 5F (363.840707 sec): 3 clusters Score: Raw -123951.054054 + Penalty 445.924603 = -123505.129450 nChanged 168 SP:Iteration 6F (363.880727 sec): 3 clusters Score: Raw -124129.149775 + Penalty 445.924603 = -123683.225172 nChanged 124 SP:Iteration 7Q (363.928826 sec): 3 clusters Score: Raw -124247.107827 + Penalty 445.924603 = -123801.183223 nChanged 77 SP:Iteration 8Q (363.969339 sec): 3 clusters Score: Raw -124320.661902 + Penalty 445.924603 = -123874.737299 nChanged 61 SP:Iteration 9Q (364.011755 sec): 3 clusters Score: Raw -124372.138249 + Penalty 445.924603 = -123926.213646 nChanged 28 SP:Iteration 10Q (364.061911 sec): 3 clusters Score: Raw -124387.144209 + Penalty 445.924603 = -123941.219605 nChanged 24 SP:Iteration 11Q (364.100920 sec): 3 clusters Score: Raw -124400.348009 + Penalty 445.924603 = -123954.423405 nChanged 15 SP:Iteration 12Q (364.138438 sec): 3 clusters Score: Raw -124407.162227 + Penalty 445.924603 = -123961.237623 nChanged 8 SP:Iteration 13Q (364.183207 sec): 3 clusters Score: Raw -124408.692031 + Penalty 445.924603 = -123962.767428 nChanged 7 SP:Iteration 14Q (364.229264 sec): 3 clusters Score: Raw -124409.776425 + Penalty 445.924603 = -123963.851822 nChanged 7 SP:Iteration 15Q (364.273290 sec): 3 clusters Score: Raw -124411.085004 + Penalty 445.924603 = -123965.160401 nChanged 10 SP:Iteration 16Q (364.326167 sec): 3 clusters Score: Raw -124413.787712 + Penalty 445.924603 = -123967.863108 nChanged 9 SP:Iteration 17Q (364.359252 sec): 3 clusters Score: Raw -124416.547337 + Penalty 445.924603 = -123970.622734 nChanged 8 SP:Iteration 18Q (364.405172 sec): 3 clusters Score: Raw -124420.028017 + Penalty 445.924603 = -123974.103414 nChanged 6 SP:Iteration 19Q (364.460491 sec): 3 clusters Score: Raw -124421.193395 + Penalty 445.924603 = -123975.268792 nChanged 3 SP:Iteration 20F (364.500396 sec): 3 clusters Score: Raw -124421.506503 + Penalty 445.924603 = -123975.581899 nChanged 1 SP:Iteration 21Q (364.542207 sec): 3 clusters Score: Raw -124421.599737 + Penalty 445.924603 = -123975.675134 nChanged 0 SP:Iteration 22F (364.584677 sec): 3 clusters Score: Raw -124421.599737 + Penalty 445.924603 = -123975.675134 nChanged 0 Trying to split cluster 29 (4051 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (364.601075 sec): 2 clusters Score: Raw -155399.470684 + Penalty 228.434774 = -155171.035910 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (364.647534 sec): 3 clusters Score: Raw -152925.861052 + Penalty 456.869547 = -152468.991504 nChanged 1858 SP:Iteration 1F (364.688867 sec): 3 clusters Score: Raw -153968.171671 + Penalty 456.869547 = -153511.302123 nChanged 231 SP:Iteration 2F (364.733464 sec): 3 clusters Score: Raw -154101.384106 + Penalty 456.869547 = -153644.514559 nChanged 245 SP:Iteration 3F (364.768942 sec): 3 clusters Score: Raw -154272.725080 + Penalty 456.869547 = -153815.855533 nChanged 269 SP:Iteration 4F (364.818304 sec): 3 clusters Score: Raw -154481.251490 + Penalty 456.869547 = -154024.381943 nChanged 230 SP:Iteration 5F (364.856711 sec): 3 clusters Score: Raw -154637.840970 + Penalty 456.869547 = -154180.971422 nChanged 165 SP:Iteration 6Q (364.897911 sec): 3 clusters Score: Raw -154721.974675 + Penalty 456.869547 = -154265.105127 nChanged 119 SP:Iteration 7Q (364.945654 sec): 3 clusters Score: Raw -154761.009588 + Penalty 456.869547 = -154304.140041 nChanged 79 SP:Iteration 8Q (364.996302 sec): 3 clusters Score: Raw -154783.974446 + Penalty 456.869547 = -154327.104898 nChanged 58 SP:Iteration 9Q (365.046688 sec): 3 clusters Score: Raw -154799.993906 + Penalty 456.869547 = -154343.124358 nChanged 56 SP:Iteration 10Q (365.097765 sec): 3 clusters Score: Raw -154816.456390 + Penalty 456.869547 = -154359.586843 nChanged 52 SP:Iteration 11Q (365.142250 sec): 3 clusters Score: Raw -154832.363807 + Penalty 456.869547 = -154375.494260 nChanged 54 SP:Iteration 12Q (365.181840 sec): 3 clusters Score: Raw -154847.211744 + Penalty 456.869547 = -154390.342197 nChanged 56 SP:Iteration 13Q (365.230834 sec): 3 clusters Score: Raw -154860.897029 + Penalty 456.869547 = -154404.027482 nChanged 60 SP:Iteration 14Q (365.264840 sec): 3 clusters Score: Raw -154876.963078 + Penalty 456.869547 = -154420.093530 nChanged 48 SP:Iteration 15Q (365.308105 sec): 3 clusters Score: Raw -154887.946772 + Penalty 456.869547 = -154431.077225 nChanged 35 SP:Iteration 16Q (365.346035 sec): 3 clusters Score: Raw -154894.960559 + Penalty 456.869547 = -154438.091012 nChanged 34 SP:Iteration 17Q (365.399340 sec): 3 clusters Score: Raw -154904.142412 + Penalty 456.869547 = -154447.272864 nChanged 35 SP:Iteration 18Q (365.435023 sec): 3 clusters Score: Raw -154913.128859 + Penalty 456.869547 = -154456.259311 nChanged 31 SP:Iteration 19Q (365.474311 sec): 3 clusters Score: Raw -154922.064039 + Penalty 456.869547 = -154465.194492 nChanged 41 SP:Iteration 20F (365.522912 sec): 3 clusters Score: Raw -154933.490596 + Penalty 456.869547 = -154476.621048 nChanged 37 SP:Iteration 21Q (365.562721 sec): 3 clusters Score: Raw -154943.009906 + Penalty 456.869547 = -154486.140358 nChanged 44 SP:Iteration 22Q (365.608988 sec): 3 clusters Score: Raw -154954.221198 + Penalty 456.869547 = -154497.351650 nChanged 53 SP:Iteration 23Q (365.650502 sec): 3 clusters Score: Raw -154970.332278 + Penalty 456.869547 = -154513.462731 nChanged 54 SP:Iteration 24Q (365.702215 sec): 3 clusters Score: Raw -154987.152802 + Penalty 456.869547 = -154530.283255 nChanged 59 SP:Iteration 25Q (365.748391 sec): 3 clusters Score: Raw -155008.429912 + Penalty 456.869547 = -154551.560364 nChanged 50 SP:Iteration 26Q (365.785642 sec): 3 clusters Score: Raw -155026.799543 + Penalty 456.869547 = -154569.929996 nChanged 41 SP:Iteration 27Q (365.824702 sec): 3 clusters Score: Raw -155039.598892 + Penalty 456.869547 = -154582.729344 nChanged 45 SP:Iteration 28Q (365.870493 sec): 3 clusters Score: Raw -155051.479187 + Penalty 456.869547 = -154594.609640 nChanged 45 SP:Iteration 29Q (365.925561 sec): 3 clusters Score: Raw -155063.927714 + Penalty 456.869547 = -154607.058167 nChanged 49 SP:Iteration 30Q (365.965199 sec): 3 clusters Score: Raw -155079.459764 + Penalty 456.869547 = -154622.590217 nChanged 47 SP:Iteration 31Q (366.017190 sec): 3 clusters Score: Raw -155091.433301 + Penalty 456.869547 = -154634.563754 nChanged 36 SP:Iteration 32Q (366.069160 sec): 3 clusters Score: Raw -155099.956507 + Penalty 456.869547 = -154643.086960 nChanged 29 SP:Iteration 33Q (366.115858 sec): 3 clusters Score: Raw -155106.686462 + Penalty 456.869547 = -154649.816914 nChanged 31 SP:Iteration 34Q (366.165632 sec): 3 clusters Score: Raw -155115.266714 + Penalty 456.869547 = -154658.397166 nChanged 32 SP:Iteration 35Q (366.213740 sec): 3 clusters Score: Raw -155125.768161 + Penalty 456.869547 = -154668.898614 nChanged 35 SP:Iteration 36Q (366.257106 sec): 3 clusters Score: Raw -155135.201022 + Penalty 456.869547 = -154678.331474 nChanged 30 SP:Iteration 37Q (366.304889 sec): 3 clusters Score: Raw -155146.810636 + Penalty 456.869547 = -154689.941089 nChanged 31 SP:Iteration 38Q (366.351692 sec): 3 clusters Score: Raw -155156.845617 + Penalty 456.869547 = -154699.976070 nChanged 25 SP:Iteration 39Q (366.387662 sec): 3 clusters Score: Raw -155162.384285 + Penalty 456.869547 = -154705.514737 nChanged 12 SP:Iteration 40F (366.439161 sec): 3 clusters Score: Raw -155164.972416 + Penalty 456.869547 = -154708.102869 nChanged 16 SP:Iteration 41Q (366.474651 sec): 3 clusters Score: Raw -155168.771776 + Penalty 456.869547 = -154711.902229 nChanged 18 SP:Iteration 42Q (366.519516 sec): 3 clusters Score: Raw -155172.351298 + Penalty 456.869547 = -154715.481751 nChanged 17 SP:Iteration 43Q (366.555800 sec): 3 clusters Score: Raw -155176.764586 + Penalty 456.869547 = -154719.895038 nChanged 25 SP:Iteration 44Q (366.595465 sec): 3 clusters Score: Raw -155184.245808 + Penalty 456.869547 = -154727.376260 nChanged 22 SP:Iteration 45Q (366.642473 sec): 3 clusters Score: Raw -155188.911294 + Penalty 456.869547 = -154732.041747 nChanged 20 SP:Iteration 46Q (366.678848 sec): 3 clusters Score: Raw -155196.296060 + Penalty 456.869547 = -154739.426513 nChanged 31 SP:Iteration 47Q (366.717491 sec): 3 clusters Score: Raw -155209.013838 + Penalty 456.869547 = -154752.144290 nChanged 35 SP:Iteration 48Q (366.775713 sec): 3 clusters Score: Raw -155222.151901 + Penalty 456.869547 = -154765.282354 nChanged 30 SP:Iteration 49Q (366.811633 sec): 3 clusters Score: Raw -155231.273487 + Penalty 456.869547 = -154774.403939 nChanged 23 SP:Iteration 50Q (366.856657 sec): 3 clusters Score: Raw -155235.996197 + Penalty 456.869547 = -154779.126650 nChanged 15 SP:Iteration 51Q (366.901971 sec): 3 clusters Score: Raw -155239.114415 + Penalty 456.869547 = -154782.244868 nChanged 15 SP:Iteration 52Q (366.950437 sec): 3 clusters Score: Raw -155243.715251 + Penalty 456.869547 = -154786.845704 nChanged 18 SP:Iteration 53Q (366.994816 sec): 3 clusters Score: Raw -155248.910423 + Penalty 456.869547 = -154792.040876 nChanged 23 SP:Iteration 54Q (367.052673 sec): 3 clusters Score: Raw -155254.059967 + Penalty 456.869547 = -154797.190419 nChanged 18 SP:Iteration 55Q (367.074465 sec): 3 clusters Score: Raw -155259.287580 + Penalty 456.869547 = -154802.418032 nChanged 15 SP:Iteration 56Q (367.126600 sec): 3 clusters Score: Raw -155263.124768 + Penalty 456.869547 = -154806.255220 nChanged 18 SP:Iteration 57Q (367.139996 sec): 3 clusters Score: Raw -155268.617453 + Penalty 456.869547 = -154811.747906 nChanged 16 SP:Iteration 58Q (367.185494 sec): 3 clusters Score: Raw -155272.902298 + Penalty 456.869547 = -154816.032750 nChanged 20 SP:Iteration 59Q (367.240926 sec): 3 clusters Score: Raw -155278.922546 + Penalty 456.869547 = -154822.052999 nChanged 29 SP:Iteration 60F (367.274400 sec): 3 clusters Score: Raw -155290.421556 + Penalty 456.869547 = -154833.552009 nChanged 25 SP:Iteration 61Q (367.317784 sec): 3 clusters Score: Raw -155300.759095 + Penalty 456.869547 = -154843.889548 nChanged 27 SP:Iteration 62Q (367.358592 sec): 3 clusters Score: Raw -155312.113192 + Penalty 456.869547 = -154855.243645 nChanged 21 SP:Iteration 63Q (367.413173 sec): 3 clusters Score: Raw -155318.731892 + Penalty 456.869547 = -154861.862345 nChanged 17 SP:Iteration 64Q (367.449487 sec): 3 clusters Score: Raw -155323.575856 + Penalty 456.869547 = -154866.706309 nChanged 19 SP:Iteration 65Q (367.483842 sec): 3 clusters Score: Raw -155328.513923 + Penalty 456.869547 = -154871.644376 nChanged 15 SP:Iteration 66Q (367.521514 sec): 3 clusters Score: Raw -155331.706802 + Penalty 456.869547 = -154874.837255 nChanged 9 SP:Iteration 67Q (367.568435 sec): 3 clusters Score: Raw -155333.486806 + Penalty 456.869547 = -154876.617258 nChanged 8 SP:Iteration 68Q (367.618086 sec): 3 clusters Score: Raw -155335.250847 + Penalty 456.869547 = -154878.381300 nChanged 11 SP:Iteration 69Q (367.664236 sec): 3 clusters Score: Raw -155337.800200 + Penalty 456.869547 = -154880.930652 nChanged 10 SP:Iteration 70Q (367.706807 sec): 3 clusters Score: Raw -155340.567740 + Penalty 456.869547 = -154883.698193 nChanged 9 SP:Iteration 71Q (367.755774 sec): 3 clusters Score: Raw -155342.819505 + Penalty 456.869547 = -154885.949957 nChanged 9 SP:Iteration 72Q (367.789297 sec): 3 clusters Score: Raw -155344.962668 + Penalty 456.869547 = -154888.093121 nChanged 10 SP:Iteration 73Q (367.840855 sec): 3 clusters Score: Raw -155347.381142 + Penalty 456.869547 = -154890.511595 nChanged 6 SP:Iteration 74Q (367.868754 sec): 3 clusters Score: Raw -155348.838017 + Penalty 456.869547 = -154891.968470 nChanged 9 SP:Iteration 75Q (367.919779 sec): 3 clusters Score: Raw -155354.655196 + Penalty 456.869547 = -154897.785649 nChanged 10 SP:Iteration 76Q (367.956773 sec): 3 clusters Score: Raw -155358.870101 + Penalty 456.869547 = -154902.000553 nChanged 11 SP:Iteration 77Q (367.999287 sec): 3 clusters Score: Raw -155363.323866 + Penalty 456.869547 = -154906.454318 nChanged 8 SP:Iteration 78Q (368.031535 sec): 3 clusters Score: Raw -155365.366627 + Penalty 456.869547 = -154908.497079 nChanged 7 SP:Iteration 79Q (368.074290 sec): 3 clusters Score: Raw -155366.891152 + Penalty 456.869547 = -154910.021605 nChanged 6 SP:Iteration 80F (368.133462 sec): 3 clusters Score: Raw -155368.750718 + Penalty 456.869547 = -154911.881171 nChanged 8 SP:Iteration 81Q (368.165781 sec): 3 clusters Score: Raw -155371.673447 + Penalty 456.869547 = -154914.803900 nChanged 12 SP:Iteration 82Q (368.190106 sec): 3 clusters Score: Raw -155376.027961 + Penalty 456.869547 = -154919.158414 nChanged 10 SP:Iteration 83Q (368.198625 sec): 3 clusters Score: Raw -155380.134990 + Penalty 456.869547 = -154923.265442 nChanged 13 SP:Iteration 84Q (368.206876 sec): 3 clusters Score: Raw -155384.838771 + Penalty 456.869547 = -154927.969224 nChanged 11 SP:Iteration 85Q (368.215106 sec): 3 clusters Score: Raw -155390.207042 + Penalty 456.869547 = -154933.337494 nChanged 15 SP:Iteration 86Q (368.233632 sec): 3 clusters Score: Raw -155397.264195 + Penalty 456.869547 = -154940.394648 nChanged 14 SP:Iteration 87Q (368.241862 sec): 3 clusters Score: Raw -155403.252987 + Penalty 456.869547 = -154946.383439 nChanged 8 SP:Iteration 88Q (368.249999 sec): 3 clusters Score: Raw -155405.252128 + Penalty 456.869547 = -154948.382581 nChanged 5 SP:Iteration 89Q (368.258260 sec): 3 clusters Score: Raw -155407.044016 + Penalty 456.869547 = -154950.174468 nChanged 4 SP:Iteration 90Q (368.266431 sec): 3 clusters Score: Raw -155407.758916 + Penalty 456.869547 = -154950.889368 nChanged 2 SP:Iteration 91Q (368.274655 sec): 3 clusters Score: Raw -155408.155235 + Penalty 456.869547 = -154951.285688 nChanged 2 SP:Iteration 92Q (368.282839 sec): 3 clusters Score: Raw -155408.866789 + Penalty 456.869547 = -154951.997242 nChanged 0 SP:Iteration 93F (368.291174 sec): 3 clusters Score: Raw -155408.866789 + Penalty 456.869547 = -154951.997242 nChanged 0 Iteration 99Q (369.471064 sec): 30 clusters Score: Raw -4181312.268762 + Penalty 9361.484028 = -4171950.784734 nChanged 30 Iteration 100F (370.735925 sec): 30 clusters Score: Raw -4181313.969803 + Penalty 9361.484028 = -4171952.485775 nChanged 32 Iteration 101Q (371.866391 sec): 30 clusters Score: Raw -4181316.012518 + Penalty 9361.484028 = -4171954.528490 nChanged 40 Iteration 102Q (372.926875 sec): 30 clusters Score: Raw -4181318.007006 + Penalty 9361.484028 = -4171956.522978 nChanged 31 Iteration 103Q (374.136259 sec): 30 clusters Score: Raw -4181320.107933 + Penalty 9361.484028 = -4171958.623905 nChanged 33 Iteration 104Q (375.222422 sec): 30 clusters Score: Raw -4181322.458817 + Penalty 9361.484028 = -4171960.974789 nChanged 37 Iteration 105Q (376.471497 sec): 30 clusters Score: Raw -4181325.259873 + Penalty 9361.484028 = -4171963.775845 nChanged 35 Iteration 106Q (377.763657 sec): 30 clusters Score: Raw -4181327.114220 + Penalty 9361.484028 = -4171965.630193 nChanged 22 Iteration 107Q (378.778694 sec): 30 clusters Score: Raw -4181328.401376 + Penalty 9361.484028 = -4171966.917348 nChanged 30 Iteration 108Q (380.057262 sec): 30 clusters Score: Raw -4181330.252329 + Penalty 9361.484028 = -4171968.768302 nChanged 26 Iteration 109Q (381.277815 sec): 30 clusters Score: Raw -4181331.269673 + Penalty 9361.484028 = -4171969.785645 nChanged 23 Iteration 110Q (382.431097 sec): 30 clusters Score: Raw -4181332.041604 + Penalty 9361.484028 = -4171970.557576 nChanged 19 Iteration 111Q (383.611602 sec): 30 clusters Score: Raw -4181332.738497 + Penalty 9361.484028 = -4171971.254469 nChanged 24 Iteration 112Q (384.894782 sec): 30 clusters Score: Raw -4181333.678527 + Penalty 9361.484028 = -4171972.194500 nChanged 25 Iteration 113Q (386.126160 sec): 30 clusters Score: Raw -4181334.742568 + Penalty 9361.484028 = -4171973.258540 nChanged 21 Iteration 114Q (387.315126 sec): 30 clusters Score: Raw -4181335.487495 + Penalty 9361.484028 = -4171974.003467 nChanged 21 Iteration 115Q (388.649534 sec): 30 clusters Score: Raw -4181336.060795 + Penalty 9361.484028 = -4171974.576768 nChanged 12 Iteration 116Q (389.759037 sec): 30 clusters Score: Raw -4181336.253996 + Penalty 9361.484028 = -4171974.769968 nChanged 10 Iteration 117Q (390.935062 sec): 30 clusters Score: Raw -4181336.530307 + Penalty 9361.484028 = -4171975.046279 nChanged 16 Iteration 118Q (392.241215 sec): 30 clusters Score: Raw -4181337.121907 + Penalty 9361.484028 = -4171975.637880 nChanged 18 Iteration 119Q (393.522582 sec): 30 clusters Score: Raw -4181337.748948 + Penalty 9361.484028 = -4171976.264920 nChanged 27 Iteration 120F (394.889121 sec): 30 clusters Score: Raw -4181338.637417 + Penalty 9361.484028 = -4171977.153389 nChanged 20 Iteration 121Q (396.138802 sec): 30 clusters Score: Raw -4181339.235811 + Penalty 9361.484028 = -4171977.751783 nChanged 15 Iteration 122Q (397.142789 sec): 30 clusters Score: Raw -4181339.609856 + Penalty 9361.484028 = -4171978.125828 nChanged 13 Iteration 123Q (398.140146 sec): 30 clusters Score: Raw -4181340.103210 + Penalty 9361.484028 = -4171978.619182 nChanged 19 Iteration 124Q (399.461888 sec): 30 clusters Score: Raw -4181341.030671 + Penalty 9361.484028 = -4171979.546643 nChanged 26 Iteration 125Q (400.531318 sec): 30 clusters Score: Raw -4181342.547385 + Penalty 9361.484028 = -4171981.063357 nChanged 33 Iteration 126Q (401.750794 sec): 30 clusters Score: Raw -4181344.275205 + Penalty 9361.484028 = -4171982.791177 nChanged 31 Iteration 127Q (402.718575 sec): 30 clusters Score: Raw -4181345.941039 + Penalty 9361.484028 = -4171984.457012 nChanged 26 Iteration 128Q (403.894305 sec): 30 clusters Score: Raw -4181347.269032 + Penalty 9361.484028 = -4171985.785004 nChanged 25 Iteration 129Q (405.116342 sec): 30 clusters Score: Raw -4181348.374491 + Penalty 9361.484028 = -4171986.890464 nChanged 25 Iteration 130Q (406.352832 sec): 30 clusters Score: Raw -4181349.440544 + Penalty 9361.484028 = -4171987.956516 nChanged 25 Iteration 131Q (407.525696 sec): 30 clusters Score: Raw -4181351.156247 + Penalty 9361.484028 = -4171989.672219 nChanged 30 Iteration 132Q (408.650641 sec): 30 clusters Score: Raw -4181353.076683 + Penalty 9361.484028 = -4171991.592655 nChanged 28 Iteration 133Q (409.922094 sec): 30 clusters Score: Raw -4181355.551384 + Penalty 9361.484028 = -4171994.067356 nChanged 32 Iteration 134Q (411.032334 sec): 30 clusters Score: Raw -4181357.785265 + Penalty 9361.484028 = -4171996.301237 nChanged 30 Iteration 135Q (412.162566 sec): 30 clusters Score: Raw -4181359.547003 + Penalty 9361.484028 = -4171998.062975 nChanged 26 Iteration 136Q (413.277990 sec): 30 clusters Score: Raw -4181360.932744 + Penalty 9361.484028 = -4171999.448716 nChanged 28 Iteration 137Q (414.491354 sec): 30 clusters Score: Raw -4181362.546142 + Penalty 9361.484028 = -4172001.062114 nChanged 25 Iteration 138Q (415.739537 sec): 30 clusters Score: Raw -4181363.597159 + Penalty 9361.484028 = -4172002.113131 nChanged 24 Writing temp clu file Because OldScore, -4172001.062114, is greater than current (better) Score,-4172002.113131 Compute initial score before splitting: Score: Raw -4181363.597159 + Penalty 9361.484028 = -4172002.113131 Trying to split cluster 1 (214 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (415.798178 sec): 2 clusters Score: Raw -6573.898917 + Penalty 147.564340 = -6426.334577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (415.845870 sec): 3 clusters Score: Raw -6489.529355 + Penalty 295.128681 = -6194.400674 nChanged 77 SP:Iteration 1F (415.880158 sec): 3 clusters Score: Raw -6633.144325 + Penalty 295.128681 = -6338.015644 nChanged 19 SP:Iteration 2F (415.931749 sec): 3 clusters Score: Raw -6694.043265 + Penalty 295.128681 = -6398.914585 nChanged 13 SP:Iteration 3F (415.969947 sec): 3 clusters Score: Raw -6723.931900 + Penalty 295.128681 = -6428.803219 nChanged 7 SP:Iteration 4Q (416.020995 sec): 3 clusters Score: Raw -6732.846551 + Penalty 295.128681 = -6437.717870 nChanged 2 SP:Iteration 5Q (416.063824 sec): 3 clusters Score: Raw -6735.412952 + Penalty 295.128681 = -6440.284271 nChanged 3 SP:Iteration 6Q (416.097525 sec): 3 clusters Score: Raw -6740.572035 + Penalty 295.128681 = -6445.443354 nChanged 4 SP:Iteration 7Q (416.147559 sec): 3 clusters Score: Raw -6747.646150 + Penalty 295.128681 = -6452.517469 nChanged 2 SP:Iteration 8Q (416.188290 sec): 3 clusters Score: Raw -6753.061587 + Penalty 295.128681 = -6457.932907 nChanged 2 SP:Iteration 9Q (416.222582 sec): 3 clusters Score: Raw -6757.640751 + Penalty 295.128681 = -6462.512070 nChanged 3 SP:Iteration 10Q (416.258074 sec): 3 clusters Score: Raw -6764.256045 + Penalty 295.128681 = -6469.127364 nChanged 3 SP:Iteration 11Q (416.301258 sec): 3 clusters Score: Raw -6771.910017 + Penalty 295.128681 = -6476.781336 nChanged 1 SP:Iteration 12Q (416.342801 sec): 3 clusters Score: Raw -6772.977135 + Penalty 295.128681 = -6477.848455 nChanged 0 SP:Iteration 13F (416.384109 sec): 3 clusters Score: Raw -6772.977135 + Penalty 295.128681 = -6477.848455 nChanged 0 Score: Raw -4181563.283513 + Penalty 9684.293822 = -4171878.989691 Splitting cluster 1 changes total score from -4172002.113131 to -4171878.989691 So it's not getting split. Trying to split cluster 2 (471 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (417.928146 sec): 2 clusters Score: Raw -13115.557052 + Penalty 169.258598 = -12946.298454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (417.963834 sec): 3 clusters Score: Raw -12938.365515 + Penalty 338.517195 = -12599.848320 nChanged 172 SP:Iteration 1F (418.004563 sec): 3 clusters Score: Raw -13154.071379 + Penalty 338.517195 = -12815.554184 nChanged 38 SP:Iteration 2F (418.047519 sec): 3 clusters Score: Raw -13232.006964 + Penalty 338.517195 = -12893.489768 nChanged 21 SP:Iteration 3Q (418.091384 sec): 3 clusters Score: Raw -13258.621100 + Penalty 338.517195 = -12920.103905 nChanged 12 SP:Iteration 4Q (418.136868 sec): 3 clusters Score: Raw -13273.078732 + Penalty 338.517195 = -12934.561537 nChanged 9 SP:Iteration 5Q (418.186253 sec): 3 clusters Score: Raw -13294.572169 + Penalty 338.517195 = -12956.054974 nChanged 11 SP:Iteration 6Q (418.242647 sec): 3 clusters Score: Raw -13313.622833 + Penalty 338.517195 = -12975.105638 nChanged 10 SP:Iteration 7Q (418.279830 sec): 3 clusters Score: Raw -13324.649416 + Penalty 338.517195 = -12986.132221 nChanged 5 SP:Iteration 8Q (418.326390 sec): 3 clusters Score: Raw -13328.693645 + Penalty 338.517195 = -12990.176450 nChanged 4 SP:Iteration 9Q (418.368495 sec): 3 clusters Score: Raw -13332.949563 + Penalty 338.517195 = -12994.432367 nChanged 5 SP:Iteration 10Q (418.400828 sec): 3 clusters Score: Raw -13336.604220 + Penalty 338.517195 = -12998.087024 nChanged 1 SP:Iteration 11Q (418.442492 sec): 3 clusters Score: Raw -13336.874527 + Penalty 338.517195 = -12998.357332 nChanged 3 SP:Iteration 12Q (418.489759 sec): 3 clusters Score: Raw -13338.008902 + Penalty 338.517195 = -12999.491706 nChanged 2 SP:Iteration 13Q (418.530179 sec): 3 clusters Score: Raw -13339.354237 + Penalty 338.517195 = -13000.837042 nChanged 3 SP:Iteration 14Q (418.577307 sec): 3 clusters Score: Raw -13341.298410 + Penalty 338.517195 = -13002.781215 nChanged 4 SP:Iteration 15Q (418.637305 sec): 3 clusters Score: Raw -13343.870899 + Penalty 338.517195 = -13005.353704 nChanged 1 SP:Iteration 16Q (418.673652 sec): 3 clusters Score: Raw -13344.753110 + Penalty 338.517195 = -13006.235915 nChanged 3 SP:Iteration 17Q (418.721415 sec): 3 clusters Score: Raw -13346.313931 + Penalty 338.517195 = -13007.796736 nChanged 0 SP:Iteration 18F (418.766072 sec): 3 clusters Score: Raw -13346.313931 + Penalty 338.517195 = -13007.796736 nChanged 0 Score: Raw -4181594.962174 + Penalty 9684.293822 = -4171910.668352 Splitting cluster 2 changes total score from -4172002.113131 to -4171910.668352 So it's not getting split. Trying to split cluster 3 (8571 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (420.269047 sec): 2 clusters Score: Raw -325755.567360 + Penalty 249.043841 = -325506.523518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (420.312945 sec): 3 clusters Score: Raw -320257.878377 + Penalty 498.087683 = -319759.790694 nChanged 4029 SP:Iteration 1F (420.360862 sec): 3 clusters Score: Raw -322987.055543 + Penalty 498.087683 = -322488.967860 nChanged 610 SP:Iteration 2F (420.408975 sec): 3 clusters Score: Raw -323349.821412 + Penalty 498.087683 = -322851.733729 nChanged 573 SP:Iteration 3F (420.471442 sec): 3 clusters Score: Raw -323697.526866 + Penalty 498.087683 = -323199.439183 nChanged 538 SP:Iteration 4F (420.507428 sec): 3 clusters Score: Raw -324085.585268 + Penalty 498.087683 = -323587.497585 nChanged 473 SP:Iteration 5F (420.571725 sec): 3 clusters Score: Raw -324455.011612 + Penalty 498.087683 = -323956.923929 nChanged 380 SP:Iteration 6Q (420.615578 sec): 3 clusters Score: Raw -324752.041428 + Penalty 498.087683 = -324253.953745 nChanged 296 SP:Iteration 7Q (420.666137 sec): 3 clusters Score: Raw -325006.487398 + Penalty 498.087683 = -324508.399715 nChanged 219 SP:Iteration 8Q (420.718248 sec): 3 clusters Score: Raw -325182.102802 + Penalty 498.087683 = -324684.015119 nChanged 148 SP:Iteration 9Q (420.766464 sec): 3 clusters Score: Raw -325277.667234 + Penalty 498.087683 = -324779.579551 nChanged 126 SP:Iteration 10Q (420.807662 sec): 3 clusters Score: Raw -325341.960353 + Penalty 498.087683 = -324843.872670 nChanged 105 SP:Iteration 11Q (420.860964 sec): 3 clusters Score: Raw -325396.342029 + Penalty 498.087683 = -324898.254346 nChanged 105 SP:Iteration 12Q (420.907785 sec): 3 clusters Score: Raw -325451.681207 + Penalty 498.087683 = -324953.593524 nChanged 91 SP:Iteration 13Q (420.955041 sec): 3 clusters Score: Raw -325498.178586 + Penalty 498.087683 = -325000.090903 nChanged 79 SP:Iteration 14Q (421.008373 sec): 3 clusters Score: Raw -325547.764737 + Penalty 498.087683 = -325049.677054 nChanged 82 SP:Iteration 15Q (421.061808 sec): 3 clusters Score: Raw -325602.810307 + Penalty 498.087683 = -325104.722624 nChanged 58 SP:Iteration 16Q (421.107796 sec): 3 clusters Score: Raw -325639.414042 + Penalty 498.087683 = -325141.326359 nChanged 37 SP:Iteration 17Q (421.144289 sec): 3 clusters Score: Raw -325664.289115 + Penalty 498.087683 = -325166.201432 nChanged 30 SP:Iteration 18Q (421.192203 sec): 3 clusters Score: Raw -325683.176182 + Penalty 498.087683 = -325185.088499 nChanged 28 SP:Iteration 19Q (421.244206 sec): 3 clusters Score: Raw -325702.937323 + Penalty 498.087683 = -325204.849640 nChanged 16 SP:Iteration 20F (421.290202 sec): 3 clusters Score: Raw -325711.876705 + Penalty 498.087683 = -325213.789022 nChanged 17 SP:Iteration 21Q (421.341752 sec): 3 clusters Score: Raw -325720.187384 + Penalty 498.087683 = -325222.099701 nChanged 14 SP:Iteration 22Q (421.390111 sec): 3 clusters Score: Raw -325726.916398 + Penalty 498.087683 = -325228.828715 nChanged 7 SP:Iteration 23Q (421.442869 sec): 3 clusters Score: Raw -325729.488352 + Penalty 498.087683 = -325231.400669 nChanged 6 SP:Iteration 24Q (421.490592 sec): 3 clusters Score: Raw -325730.759008 + Penalty 498.087683 = -325232.671325 nChanged 5 SP:Iteration 25Q (421.542655 sec): 3 clusters Score: Raw -325732.747285 + Penalty 498.087683 = -325234.659602 nChanged 6 SP:Iteration 26Q (421.588487 sec): 3 clusters Score: Raw -325734.410611 + Penalty 498.087683 = -325236.322928 nChanged 3 SP:Iteration 27Q (421.630375 sec): 3 clusters Score: Raw -325736.014941 + Penalty 498.087683 = -325237.927258 nChanged 3 SP:Iteration 28Q (421.680036 sec): 3 clusters Score: Raw -325739.021544 + Penalty 498.087683 = -325240.933861 nChanged 5 SP:Iteration 29Q (421.732980 sec): 3 clusters Score: Raw -325744.316698 + Penalty 498.087683 = -325246.229015 nChanged 5 SP:Iteration 30Q (421.776263 sec): 3 clusters Score: Raw -325746.283361 + Penalty 498.087683 = -325248.195678 nChanged 5 SP:Iteration 31Q (421.830302 sec): 3 clusters Score: Raw -325749.224326 + Penalty 498.087683 = -325251.136643 nChanged 7 SP:Iteration 32Q (421.884097 sec): 3 clusters Score: Raw -325752.501258 + Penalty 498.087683 = -325254.413575 nChanged 6 SP:Iteration 33Q (421.925527 sec): 3 clusters Score: Raw -325755.403852 + Penalty 498.087683 = -325257.316169 nChanged 3 SP:Iteration 34Q (421.976659 sec): 3 clusters Score: Raw -325756.465507 + Penalty 498.087683 = -325258.377824 nChanged 3 SP:Iteration 35Q (422.025907 sec): 3 clusters Score: Raw -325757.098095 + Penalty 498.087683 = -325259.010412 nChanged 3 SP:Iteration 36Q (422.075992 sec): 3 clusters Score: Raw -325757.920380 + Penalty 498.087683 = -325259.832697 nChanged 3 SP:Iteration 37Q (422.128271 sec): 3 clusters Score: Raw -325759.151406 + Penalty 498.087683 = -325261.063723 nChanged 1 SP:Iteration 38Q (422.167795 sec): 3 clusters Score: Raw -325759.528461 + Penalty 498.087683 = -325261.440778 nChanged 3 SP:Iteration 39Q (422.220344 sec): 3 clusters Score: Raw -325761.305178 + Penalty 498.087683 = -325263.217495 nChanged 4 SP:Iteration 40F (422.258807 sec): 3 clusters Score: Raw -325762.292369 + Penalty 498.087683 = -325264.204686 nChanged 1 SP:Iteration 41Q (422.309721 sec): 3 clusters Score: Raw -325762.776615 + Penalty 498.087683 = -325264.688932 nChanged 1 SP:Iteration 42Q (422.354204 sec): 3 clusters Score: Raw -325763.855619 + Penalty 498.087683 = -325265.767936 nChanged 4 SP:Iteration 43Q (422.397032 sec): 3 clusters Score: Raw -325765.854065 + Penalty 498.087683 = -325267.766382 nChanged 3 SP:Iteration 44Q (422.419221 sec): 3 clusters Score: Raw -325766.527331 + Penalty 498.087683 = -325268.439648 nChanged 3 SP:Iteration 45Q (422.434827 sec): 3 clusters Score: Raw -325768.289974 + Penalty 498.087683 = -325270.202291 nChanged 1 SP:Iteration 46Q (422.450895 sec): 3 clusters Score: Raw -325769.093749 + Penalty 498.087683 = -325271.006066 nChanged 2 SP:Iteration 47Q (422.466912 sec): 3 clusters Score: Raw -325771.136565 + Penalty 498.087683 = -325273.048882 nChanged 3 SP:Iteration 48Q (422.482890 sec): 3 clusters Score: Raw -325772.279850 + Penalty 498.087683 = -325274.192167 nChanged 0 SP:Iteration 49F (422.523666 sec): 3 clusters Score: Raw -325772.279850 + Penalty 498.087683 = -325274.192167 nChanged 0 Trying to split cluster 4 (1050 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (422.559614 sec): 2 clusters Score: Raw -31865.400867 + Penalty 191.305000 = -31674.095867 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (422.606162 sec): 3 clusters Score: Raw -31299.742615 + Penalty 382.609999 = -30917.132615 nChanged 458 SP:Iteration 1F (422.636225 sec): 3 clusters Score: Raw -31654.947274 + Penalty 382.609999 = -31272.337275 nChanged 103 SP:Iteration 2F (422.673518 sec): 3 clusters Score: Raw -31746.104729 + Penalty 382.609999 = -31363.494730 nChanged 76 SP:Iteration 3F (422.715285 sec): 3 clusters Score: Raw -31804.357378 + Penalty 382.609999 = -31421.747379 nChanged 54 SP:Iteration 4F (422.769844 sec): 3 clusters Score: Raw -31850.158086 + Penalty 382.609999 = -31467.548086 nChanged 35 SP:Iteration 5Q (422.816505 sec): 3 clusters Score: Raw -31864.286099 + Penalty 382.609999 = -31481.676100 nChanged 26 SP:Iteration 6Q (422.858485 sec): 3 clusters Score: Raw -31878.836235 + Penalty 382.609999 = -31496.226235 nChanged 23 SP:Iteration 7Q (422.893696 sec): 3 clusters Score: Raw -31889.328265 + Penalty 382.609999 = -31506.718266 nChanged 15 SP:Iteration 8Q (422.940093 sec): 3 clusters Score: Raw -31895.537467 + Penalty 382.609999 = -31512.927468 nChanged 14 SP:Iteration 9Q (422.980702 sec): 3 clusters Score: Raw -31899.466076 + Penalty 382.609999 = -31516.856077 nChanged 13 SP:Iteration 10Q (423.025435 sec): 3 clusters Score: Raw -31904.897661 + Penalty 382.609999 = -31522.287662 nChanged 15 SP:Iteration 11Q (423.074999 sec): 3 clusters Score: Raw -31909.961828 + Penalty 382.609999 = -31527.351829 nChanged 10 SP:Iteration 12Q (423.121251 sec): 3 clusters Score: Raw -31912.675937 + Penalty 382.609999 = -31530.065938 nChanged 10 SP:Iteration 13Q (423.165624 sec): 3 clusters Score: Raw -31915.790967 + Penalty 382.609999 = -31533.180968 nChanged 10 SP:Iteration 14Q (423.206654 sec): 3 clusters Score: Raw -31920.379683 + Penalty 382.609999 = -31537.769683 nChanged 15 SP:Iteration 15Q (423.247967 sec): 3 clusters Score: Raw -31926.851153 + Penalty 382.609999 = -31544.241153 nChanged 12 SP:Iteration 16Q (423.292396 sec): 3 clusters Score: Raw -31932.222271 + Penalty 382.609999 = -31549.612271 nChanged 7 SP:Iteration 17Q (423.340020 sec): 3 clusters Score: Raw -31935.015147 + Penalty 382.609999 = -31552.405147 nChanged 10 SP:Iteration 18Q (423.389208 sec): 3 clusters Score: Raw -31941.448617 + Penalty 382.609999 = -31558.838618 nChanged 12 SP:Iteration 19Q (423.435787 sec): 3 clusters Score: Raw -31946.346407 + Penalty 382.609999 = -31563.736408 nChanged 5 SP:Iteration 20F (423.477775 sec): 3 clusters Score: Raw -31947.771475 + Penalty 382.609999 = -31565.161476 nChanged 4 SP:Iteration 21Q (423.528664 sec): 3 clusters Score: Raw -31949.308062 + Penalty 382.609999 = -31566.698063 nChanged 3 SP:Iteration 22Q (423.555859 sec): 3 clusters Score: Raw -31949.877734 + Penalty 382.609999 = -31567.267735 nChanged 2 SP:Iteration 23Q (423.597259 sec): 3 clusters Score: Raw -31950.126498 + Penalty 382.609999 = -31567.516499 nChanged 4 SP:Iteration 24Q (423.643901 sec): 3 clusters Score: Raw -31950.736230 + Penalty 382.609999 = -31568.126231 nChanged 2 SP:Iteration 25Q (423.686302 sec): 3 clusters Score: Raw -31951.631842 + Penalty 382.609999 = -31569.021843 nChanged 2 SP:Iteration 26Q (423.736626 sec): 3 clusters Score: Raw -31952.055963 + Penalty 382.609999 = -31569.445964 nChanged 3 SP:Iteration 27Q (423.780974 sec): 3 clusters Score: Raw -31953.012641 + Penalty 382.609999 = -31570.402642 nChanged 2 SP:Iteration 28Q (423.824851 sec): 3 clusters Score: Raw -31953.383789 + Penalty 382.609999 = -31570.773790 nChanged 0 SP:Iteration 29F (423.858365 sec): 3 clusters Score: Raw -31953.383789 + Penalty 382.609999 = -31570.773790 nChanged 0 Trying to split cluster 5 (2590 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (423.883342 sec): 2 clusters Score: Raw -98510.826832 + Penalty 216.133862 = -98294.692970 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (423.930975 sec): 3 clusters Score: Raw -96924.935205 + Penalty 432.267724 = -96492.667482 nChanged 1189 SP:Iteration 1F (423.989417 sec): 3 clusters Score: Raw -97764.498890 + Penalty 432.267724 = -97332.231166 nChanged 262 SP:Iteration 2F (424.034167 sec): 3 clusters Score: Raw -98045.091173 + Penalty 432.267724 = -97612.823450 nChanged 215 SP:Iteration 3F (424.078305 sec): 3 clusters Score: Raw -98303.770572 + Penalty 432.267724 = -97871.502849 nChanged 153 SP:Iteration 4F (424.125611 sec): 3 clusters Score: Raw -98476.700821 + Penalty 432.267724 = -98044.433097 nChanged 76 SP:Iteration 5Q (424.165226 sec): 3 clusters Score: Raw -98528.208155 + Penalty 432.267724 = -98095.940431 nChanged 34 SP:Iteration 6Q (424.194506 sec): 3 clusters Score: Raw -98539.103990 + Penalty 432.267724 = -98106.836266 nChanged 20 SP:Iteration 7Q (424.200021 sec): 3 clusters Score: Raw -98546.377303 + Penalty 432.267724 = -98114.109579 nChanged 9 SP:Iteration 8Q (424.205490 sec): 3 clusters Score: Raw -98549.276373 + Penalty 432.267724 = -98117.008650 nChanged 8 SP:Iteration 9Q (424.210942 sec): 3 clusters Score: Raw -98550.858327 + Penalty 432.267724 = -98118.590604 nChanged 5 SP:Iteration 10Q (424.216408 sec): 3 clusters Score: Raw -98551.481235 + Penalty 432.267724 = -98119.213511 nChanged 3 SP:Iteration 11Q (424.221870 sec): 3 clusters Score: Raw -98551.663382 + Penalty 432.267724 = -98119.395658 nChanged 2 SP:Iteration 12Q (424.227305 sec): 3 clusters Score: Raw -98551.812979 + Penalty 432.267724 = -98119.545255 nChanged 0 SP:Iteration 13F (424.232791 sec): 3 clusters Score: Raw -98551.812979 + Penalty 432.267724 = -98119.545255 nChanged 0 Trying to split cluster 6 (830 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (424.237823 sec): 2 clusters Score: Raw -20284.664040 + Penalty 184.839207 = -20099.824833 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (424.240314 sec): 3 clusters Score: Raw -19876.499380 + Penalty 369.678414 = -19506.820967 nChanged 359 SP:Iteration 1F (424.242432 sec): 3 clusters Score: Raw -20109.057698 + Penalty 369.678414 = -19739.379285 nChanged 84 SP:Iteration 2F (424.244544 sec): 3 clusters Score: Raw -20189.218183 + Penalty 369.678414 = -19819.539769 nChanged 70 SP:Iteration 3F (424.246649 sec): 3 clusters Score: Raw -20258.853552 + Penalty 369.678414 = -19889.175138 nChanged 70 SP:Iteration 4F (424.268791 sec): 3 clusters Score: Raw -20330.312541 + Penalty 369.678414 = -19960.634127 nChanged 41 SP:Iteration 5Q (424.322723 sec): 3 clusters Score: Raw -20365.770227 + Penalty 369.678414 = -19996.091813 nChanged 29 SP:Iteration 6Q (424.330072 sec): 3 clusters Score: Raw -20390.532924 + Penalty 369.678414 = -20020.854510 nChanged 30 SP:Iteration 7Q (424.332219 sec): 3 clusters Score: Raw -20411.110415 + Penalty 369.678414 = -20041.432002 nChanged 17 SP:Iteration 8Q (424.334349 sec): 3 clusters Score: Raw -20423.234319 + Penalty 369.678414 = -20053.555906 nChanged 13 SP:Iteration 9Q (424.336468 sec): 3 clusters Score: Raw -20432.310777 + Penalty 369.678414 = -20062.632363 nChanged 6 SP:Iteration 10Q (424.338574 sec): 3 clusters Score: Raw -20435.190358 + Penalty 369.678414 = -20065.511945 nChanged 3 SP:Iteration 11Q (424.340682 sec): 3 clusters Score: Raw -20436.069213 + Penalty 369.678414 = -20066.390800 nChanged 2 SP:Iteration 12Q (424.342780 sec): 3 clusters Score: Raw -20436.709556 + Penalty 369.678414 = -20067.031142 nChanged 5 SP:Iteration 13Q (424.344890 sec): 3 clusters Score: Raw -20439.218139 + Penalty 369.678414 = -20069.539726 nChanged 6 SP:Iteration 14Q (424.346997 sec): 3 clusters Score: Raw -20441.914874 + Penalty 369.678414 = -20072.236460 nChanged 1 SP:Iteration 15Q (424.349094 sec): 3 clusters Score: Raw -20442.037091 + Penalty 369.678414 = -20072.358677 nChanged 1 SP:Iteration 16Q (424.351197 sec): 3 clusters Score: Raw -20442.681624 + Penalty 369.678414 = -20073.003210 nChanged 3 SP:Iteration 17Q (424.353337 sec): 3 clusters Score: Raw -20444.663986 + Penalty 369.678414 = -20074.985573 nChanged 4 SP:Iteration 18Q (424.355434 sec): 3 clusters Score: Raw -20446.186091 + Penalty 369.678414 = -20076.507678 nChanged 4 SP:Iteration 19Q (424.365204 sec): 3 clusters Score: Raw -20448.202402 + Penalty 369.678414 = -20078.523988 nChanged 4 SP:Iteration 20F (424.367350 sec): 3 clusters Score: Raw -20450.895721 + Penalty 369.678414 = -20081.217308 nChanged 2 SP:Iteration 21Q (424.369445 sec): 3 clusters Score: Raw -20451.793173 + Penalty 369.678414 = -20082.114760 nChanged 1 SP:Iteration 22Q (424.371528 sec): 3 clusters Score: Raw -20452.482722 + Penalty 369.678414 = -20082.804309 nChanged 1 SP:Iteration 23Q (424.373620 sec): 3 clusters Score: Raw -20452.785410 + Penalty 369.678414 = -20083.106997 nChanged 2 SP:Iteration 24Q (424.375719 sec): 3 clusters Score: Raw -20454.000243 + Penalty 369.678414 = -20084.321830 nChanged 2 SP:Iteration 25Q (424.377812 sec): 3 clusters Score: Raw -20455.357405 + Penalty 369.678414 = -20085.678991 nChanged 3 SP:Iteration 26Q (424.379902 sec): 3 clusters Score: Raw -20464.025760 + Penalty 369.678414 = -20094.347347 nChanged 3 SP:Iteration 27Q (424.381992 sec): 3 clusters Score: Raw -20466.433745 + Penalty 369.678414 = -20096.755331 nChanged 0 SP:Iteration 28F (424.407309 sec): 3 clusters Score: Raw -20466.433745 + Penalty 369.678414 = -20096.755331 nChanged 0 Trying to split cluster 7 (2188 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (424.416535 sec): 2 clusters Score: Raw -76579.572925 + Penalty 211.495437 = -76368.077488 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (424.422018 sec): 3 clusters Score: Raw -75297.482228 + Penalty 422.990874 = -74874.491354 nChanged 944 SP:Iteration 1F (424.426678 sec): 3 clusters Score: Raw -75921.794919 + Penalty 422.990874 = -75498.804045 nChanged 177 SP:Iteration 2F (424.431443 sec): 3 clusters Score: Raw -76016.463009 + Penalty 422.990874 = -75593.472135 nChanged 127 SP:Iteration 3F (424.436217 sec): 3 clusters Score: Raw -76091.000721 + Penalty 422.990874 = -75668.009847 nChanged 150 SP:Iteration 4F (424.441023 sec): 3 clusters Score: Raw -76191.339694 + Penalty 422.990874 = -75768.348820 nChanged 131 SP:Iteration 5F (424.445795 sec): 3 clusters Score: Raw -76278.446405 + Penalty 422.990874 = -75855.455531 nChanged 116 SP:Iteration 6F (424.450526 sec): 3 clusters Score: Raw -76369.984214 + Penalty 422.990874 = -75946.993340 nChanged 89 SP:Iteration 7Q (424.455322 sec): 3 clusters Score: Raw -76428.106962 + Penalty 422.990874 = -76005.116088 nChanged 61 SP:Iteration 8Q (424.473695 sec): 3 clusters Score: Raw -76472.914270 + Penalty 422.990874 = -76049.923397 nChanged 53 SP:Iteration 9Q (424.479112 sec): 3 clusters Score: Raw -76513.000623 + Penalty 422.990874 = -76090.009749 nChanged 42 SP:Iteration 10Q (424.483915 sec): 3 clusters Score: Raw -76547.419123 + Penalty 422.990874 = -76124.428249 nChanged 29 SP:Iteration 11Q (424.488675 sec): 3 clusters Score: Raw -76568.439086 + Penalty 422.990874 = -76145.448212 nChanged 22 SP:Iteration 12Q (424.493441 sec): 3 clusters Score: Raw -76584.433895 + Penalty 422.990874 = -76161.443021 nChanged 16 SP:Iteration 13Q (424.498185 sec): 3 clusters Score: Raw -76594.812685 + Penalty 422.990874 = -76171.821811 nChanged 6 SP:Iteration 14Q (424.502911 sec): 3 clusters Score: Raw -76599.709281 + Penalty 422.990874 = -76176.718407 nChanged 6 SP:Iteration 15Q (424.507614 sec): 3 clusters Score: Raw -76604.246931 + Penalty 422.990874 = -76181.256057 nChanged 2 SP:Iteration 16Q (424.512342 sec): 3 clusters Score: Raw -76605.839940 + Penalty 422.990874 = -76182.849066 nChanged 2 SP:Iteration 17Q (424.517079 sec): 3 clusters Score: Raw -76606.787848 + Penalty 422.990874 = -76183.796974 nChanged 1 SP:Iteration 18Q (424.521789 sec): 3 clusters Score: Raw -76607.527762 + Penalty 422.990874 = -76184.536888 nChanged 1 SP:Iteration 19Q (424.526367 sec): 3 clusters Score: Raw -76608.744746 + Penalty 422.990874 = -76185.753872 nChanged 1 SP:Iteration 20F (424.531099 sec): 3 clusters Score: Raw -76609.437440 + Penalty 422.990874 = -76186.446566 nChanged 1 SP:Iteration 21Q (424.535781 sec): 3 clusters Score: Raw -76611.647462 + Penalty 422.990874 = -76188.656588 nChanged 1 SP:Iteration 22Q (424.540497 sec): 3 clusters Score: Raw -76612.352975 + Penalty 422.990874 = -76189.362101 nChanged 0 SP:Iteration 23F (424.545239 sec): 3 clusters Score: Raw -76612.352975 + Penalty 422.990874 = -76189.362101 nChanged 0 Trying to split cluster 8 (845 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (424.550304 sec): 2 clusters Score: Raw -26647.881712 + Penalty 185.331757 = -26462.549955 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (424.552816 sec): 3 clusters Score: Raw -26216.633899 + Penalty 370.663515 = -25845.970384 nChanged 358 SP:Iteration 1F (424.559856 sec): 3 clusters Score: Raw -26460.299810 + Penalty 370.663515 = -26089.636295 nChanged 82 SP:Iteration 2F (424.564324 sec): 3 clusters Score: Raw -26527.006074 + Penalty 370.663515 = -26156.342559 nChanged 62 SP:Iteration 3F (424.566479 sec): 3 clusters Score: Raw -26593.771850 + Penalty 370.663515 = -26223.108335 nChanged 67 SP:Iteration 4F (424.596705 sec): 3 clusters Score: Raw -26643.128671 + Penalty 370.663515 = -26272.465156 nChanged 32 SP:Iteration 5Q (424.645922 sec): 3 clusters Score: Raw -26663.340150 + Penalty 370.663515 = -26292.676635 nChanged 20 SP:Iteration 6Q (424.684818 sec): 3 clusters Score: Raw -26677.453649 + Penalty 370.663515 = -26306.790135 nChanged 18 SP:Iteration 7Q (424.733505 sec): 3 clusters Score: Raw -26687.980613 + Penalty 370.663515 = -26317.317099 nChanged 12 SP:Iteration 8Q (424.782761 sec): 3 clusters Score: Raw -26695.549705 + Penalty 370.663515 = -26324.886190 nChanged 6 SP:Iteration 9Q (424.831695 sec): 3 clusters Score: Raw -26698.653491 + Penalty 370.663515 = -26327.989977 nChanged 10 SP:Iteration 10Q (424.877042 sec): 3 clusters Score: Raw -26702.605488 + Penalty 370.663515 = -26331.941973 nChanged 5 SP:Iteration 11Q (424.921639 sec): 3 clusters Score: Raw -26705.798273 + Penalty 370.663515 = -26335.134758 nChanged 8 SP:Iteration 12Q (424.970434 sec): 3 clusters Score: Raw -26709.974962 + Penalty 370.663515 = -26339.311447 nChanged 7 SP:Iteration 13Q (425.019483 sec): 3 clusters Score: Raw -26712.297249 + Penalty 370.663515 = -26341.633735 nChanged 6 SP:Iteration 14Q (425.058368 sec): 3 clusters Score: Raw -26713.863906 + Penalty 370.663515 = -26343.200392 nChanged 2 SP:Iteration 15Q (425.105529 sec): 3 clusters Score: Raw -26715.236358 + Penalty 370.663515 = -26344.572843 nChanged 2 SP:Iteration 16Q (425.155346 sec): 3 clusters Score: Raw -26716.629787 + Penalty 370.663515 = -26345.966273 nChanged 3 SP:Iteration 17Q (425.199549 sec): 3 clusters Score: Raw -26718.126736 + Penalty 370.663515 = -26347.463221 nChanged 2 SP:Iteration 18Q (425.247382 sec): 3 clusters Score: Raw -26718.557916 + Penalty 370.663515 = -26347.894402 nChanged 2 SP:Iteration 19Q (425.268907 sec): 3 clusters Score: Raw -26719.025078 + Penalty 370.663515 = -26348.361564 nChanged 3 SP:Iteration 20F (425.271273 sec): 3 clusters Score: Raw -26720.758636 + Penalty 370.663515 = -26350.095122 nChanged 3 SP:Iteration 21Q (425.273454 sec): 3 clusters Score: Raw -26722.677259 + Penalty 370.663515 = -26352.013745 nChanged 3 SP:Iteration 22Q (425.275622 sec): 3 clusters Score: Raw -26726.805103 + Penalty 370.663515 = -26356.141588 nChanged 5 SP:Iteration 23Q (425.277784 sec): 3 clusters Score: Raw -26729.211832 + Penalty 370.663515 = -26358.548318 nChanged 2 SP:Iteration 24Q (425.279941 sec): 3 clusters Score: Raw -26729.413492 + Penalty 370.663515 = -26358.749978 nChanged 1 SP:Iteration 25Q (425.282089 sec): 3 clusters Score: Raw -26730.503928 + Penalty 370.663515 = -26359.840414 nChanged 1 SP:Iteration 26Q (425.284229 sec): 3 clusters Score: Raw -26731.592985 + Penalty 370.663515 = -26360.929471 nChanged 2 SP:Iteration 27Q (425.286367 sec): 3 clusters Score: Raw -26732.244799 + Penalty 370.663515 = -26361.581284 nChanged 2 SP:Iteration 28Q (425.288505 sec): 3 clusters Score: Raw -26733.506571 + Penalty 370.663515 = -26362.843056 nChanged 1 SP:Iteration 29Q (425.290638 sec): 3 clusters Score: Raw -26733.979847 + Penalty 370.663515 = -26363.316333 nChanged 0 SP:Iteration 30F (425.303196 sec): 3 clusters Score: Raw -26733.979847 + Penalty 370.663515 = -26363.316333 nChanged 0 Trying to split cluster 9 (20668 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (425.328826 sec): 2 clusters Score: Raw -739817.804690 + Penalty 273.249402 = -739544.555288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (425.402842 sec): 3 clusters Score: Raw -726223.325177 + Penalty 546.498804 = -725676.826373 nChanged 10043 SP:Iteration 1F (425.458355 sec): 3 clusters Score: Raw -732884.699031 + Penalty 546.498804 = -732338.200227 nChanged 1230 SP:Iteration 2F (425.521006 sec): 3 clusters Score: Raw -733580.774850 + Penalty 546.498804 = -733034.276046 nChanged 1273 SP:Iteration 3F (425.585154 sec): 3 clusters Score: Raw -734430.246310 + Penalty 546.498804 = -733883.747506 nChanged 1238 SP:Iteration 4F (425.640932 sec): 3 clusters Score: Raw -735309.595640 + Penalty 546.498804 = -734763.096836 nChanged 1143 SP:Iteration 5F (425.698954 sec): 3 clusters Score: Raw -736093.186883 + Penalty 546.498804 = -735546.688079 nChanged 909 SP:Iteration 6Q (425.765271 sec): 3 clusters Score: Raw -736540.464667 + Penalty 546.498804 = -735993.965863 nChanged 625 SP:Iteration 7Q (425.810746 sec): 3 clusters Score: Raw -736743.658637 + Penalty 546.498804 = -736197.159833 nChanged 439 SP:Iteration 8Q (425.880601 sec): 3 clusters Score: Raw -736849.648523 + Penalty 546.498804 = -736303.149719 nChanged 318 SP:Iteration 9Q (425.939790 sec): 3 clusters Score: Raw -736924.361763 + Penalty 546.498804 = -736377.862959 nChanged 279 SP:Iteration 10Q (426.005993 sec): 3 clusters Score: Raw -736980.713852 + Penalty 546.498804 = -736434.215048 nChanged 232 SP:Iteration 11Q (426.027858 sec): 3 clusters Score: Raw -737029.291303 + Penalty 546.498804 = -736482.792499 nChanged 226 SP:Iteration 12Q (426.097657 sec): 3 clusters Score: Raw -737080.732863 + Penalty 546.498804 = -736534.234059 nChanged 240 SP:Iteration 13Q (426.150817 sec): 3 clusters Score: Raw -737138.884803 + Penalty 546.498804 = -736592.385999 nChanged 235 SP:Iteration 14Q (426.214729 sec): 3 clusters Score: Raw -737191.514602 + Penalty 546.498804 = -736645.015798 nChanged 243 SP:Iteration 15Q (426.274912 sec): 3 clusters Score: Raw -737241.889749 + Penalty 546.498804 = -736695.390945 nChanged 207 SP:Iteration 16Q (426.331047 sec): 3 clusters Score: Raw -737281.830598 + Penalty 546.498804 = -736735.331794 nChanged 193 SP:Iteration 17Q (426.394824 sec): 3 clusters Score: Raw -737315.754976 + Penalty 546.498804 = -736769.256172 nChanged 174 SP:Iteration 18Q (426.463693 sec): 3 clusters Score: Raw -737345.641064 + Penalty 546.498804 = -736799.142260 nChanged 172 SP:Iteration 19Q (426.522541 sec): 3 clusters Score: Raw -737374.409898 + Penalty 546.498804 = -736827.911094 nChanged 167 SP:Iteration 20F (426.581167 sec): 3 clusters Score: Raw -737403.604604 + Penalty 546.498804 = -736857.105800 nChanged 179 SP:Iteration 21Q (426.635183 sec): 3 clusters Score: Raw -737436.639447 + Penalty 546.498804 = -736890.140643 nChanged 174 SP:Iteration 22Q (426.693147 sec): 3 clusters Score: Raw -737461.326634 + Penalty 546.498804 = -736914.827830 nChanged 131 SP:Iteration 23Q (426.758939 sec): 3 clusters Score: Raw -737478.770690 + Penalty 546.498804 = -736932.271887 nChanged 130 SP:Iteration 24Q (426.805978 sec): 3 clusters Score: Raw -737496.654308 + Penalty 546.498804 = -736950.155504 nChanged 126 SP:Iteration 25Q (426.878904 sec): 3 clusters Score: Raw -737513.569571 + Penalty 546.498804 = -736967.070767 nChanged 117 SP:Iteration 26Q (426.938948 sec): 3 clusters Score: Raw -737527.709383 + Penalty 546.498804 = -736981.210579 nChanged 125 SP:Iteration 27Q (426.999710 sec): 3 clusters Score: Raw -737540.875084 + Penalty 546.498804 = -736994.376280 nChanged 93 SP:Iteration 28Q (427.048662 sec): 3 clusters Score: Raw -737549.642009 + Penalty 546.498804 = -737003.143205 nChanged 97 SP:Iteration 29Q (427.114642 sec): 3 clusters Score: Raw -737559.115195 + Penalty 546.498804 = -737012.616391 nChanged 101 SP:Iteration 30Q (427.176374 sec): 3 clusters Score: Raw -737569.477843 + Penalty 546.498804 = -737022.979039 nChanged 113 SP:Iteration 31Q (427.228504 sec): 3 clusters Score: Raw -737583.180393 + Penalty 546.498804 = -737036.681589 nChanged 128 SP:Iteration 32Q (427.291755 sec): 3 clusters Score: Raw -737599.127961 + Penalty 546.498804 = -737052.629158 nChanged 138 SP:Iteration 33Q (427.348602 sec): 3 clusters Score: Raw -737615.703077 + Penalty 546.498804 = -737069.204273 nChanged 151 SP:Iteration 34Q (427.405042 sec): 3 clusters Score: Raw -737635.030398 + Penalty 546.498804 = -737088.531594 nChanged 155 SP:Iteration 35Q (427.466990 sec): 3 clusters Score: Raw -737655.212921 + Penalty 546.498804 = -737108.714117 nChanged 147 SP:Iteration 36Q (427.523531 sec): 3 clusters Score: Raw -737673.446706 + Penalty 546.498804 = -737126.947902 nChanged 157 SP:Iteration 37Q (427.576794 sec): 3 clusters Score: Raw -737694.418671 + Penalty 546.498804 = -737147.919867 nChanged 159 SP:Iteration 38Q (427.648704 sec): 3 clusters Score: Raw -737717.944394 + Penalty 546.498804 = -737171.445590 nChanged 154 SP:Iteration 39Q (427.699874 sec): 3 clusters Score: Raw -737739.143605 + Penalty 546.498804 = -737192.644801 nChanged 166 SP:Iteration 40F (427.760135 sec): 3 clusters Score: Raw -737763.088574 + Penalty 546.498804 = -737216.589771 nChanged 165 SP:Iteration 41Q (427.826187 sec): 3 clusters Score: Raw -737790.869250 + Penalty 546.498804 = -737244.370446 nChanged 198 SP:Iteration 42Q (427.890158 sec): 3 clusters Score: Raw -737823.951151 + Penalty 546.498804 = -737277.452347 nChanged 199 SP:Iteration 43Q (427.960459 sec): 3 clusters Score: Raw -737857.386855 + Penalty 546.498804 = -737310.888051 nChanged 196 SP:Iteration 44Q (428.015738 sec): 3 clusters Score: Raw -737891.385888 + Penalty 546.498804 = -737344.887084 nChanged 206 SP:Iteration 45Q (428.074049 sec): 3 clusters Score: Raw -737927.102901 + Penalty 546.498804 = -737380.604097 nChanged 214 SP:Iteration 46Q (428.127315 sec): 3 clusters Score: Raw -737965.958965 + Penalty 546.498804 = -737419.460161 nChanged 209 SP:Iteration 47Q (428.186128 sec): 3 clusters Score: Raw -738005.305525 + Penalty 546.498804 = -737458.806721 nChanged 215 SP:Iteration 48Q (428.244488 sec): 3 clusters Score: Raw -738049.559710 + Penalty 546.498804 = -737503.060906 nChanged 242 SP:Iteration 49Q (428.307104 sec): 3 clusters Score: Raw -738102.203295 + Penalty 546.498804 = -737555.704492 nChanged 249 SP:Iteration 50Q (428.371950 sec): 3 clusters Score: Raw -738159.931965 + Penalty 546.498804 = -737613.433162 nChanged 247 SP:Iteration 51Q (428.436885 sec): 3 clusters Score: Raw -738219.637194 + Penalty 546.498804 = -737673.138390 nChanged 256 SP:Iteration 52Q (428.499169 sec): 3 clusters Score: Raw -738293.260833 + Penalty 546.498804 = -737746.762029 nChanged 272 SP:Iteration 53Q (428.554274 sec): 3 clusters Score: Raw -738373.333463 + Penalty 546.498804 = -737826.834659 nChanged 285 SP:Iteration 54Q (428.614948 sec): 3 clusters Score: Raw -738463.439084 + Penalty 546.498804 = -737916.940280 nChanged 299 SP:Iteration 55Q (428.677926 sec): 3 clusters Score: Raw -738570.364199 + Penalty 546.498804 = -738023.865395 nChanged 317 SP:Iteration 56Q (428.728691 sec): 3 clusters Score: Raw -738695.403153 + Penalty 546.498804 = -738148.904349 nChanged 301 SP:Iteration 57Q (428.780820 sec): 3 clusters Score: Raw -738827.952328 + Penalty 546.498804 = -738281.453524 nChanged 298 SP:Iteration 58Q (428.844264 sec): 3 clusters Score: Raw -738966.586556 + Penalty 546.498804 = -738420.087753 nChanged 280 SP:Iteration 59Q (428.901540 sec): 3 clusters Score: Raw -739095.831033 + Penalty 546.498804 = -738549.332229 nChanged 219 SP:Iteration 60F (428.951537 sec): 3 clusters Score: Raw -739201.158110 + Penalty 546.498804 = -738654.659306 nChanged 208 SP:Iteration 61Q (429.004625 sec): 3 clusters Score: Raw -739300.858124 + Penalty 546.498804 = -738754.359320 nChanged 204 SP:Iteration 62Q (429.059345 sec): 3 clusters Score: Raw -739391.591982 + Penalty 546.498804 = -738845.093178 nChanged 191 SP:Iteration 63Q (429.085228 sec): 3 clusters Score: Raw -739473.197320 + Penalty 546.498804 = -738926.698516 nChanged 162 SP:Iteration 64Q (429.140970 sec): 3 clusters Score: Raw -739537.918966 + Penalty 546.498804 = -738991.420162 nChanged 142 SP:Iteration 65Q (429.206742 sec): 3 clusters Score: Raw -739590.764972 + Penalty 546.498804 = -739044.266168 nChanged 149 SP:Iteration 66Q (429.261379 sec): 3 clusters Score: Raw -739641.028733 + Penalty 546.498804 = -739094.529929 nChanged 122 SP:Iteration 67Q (429.316861 sec): 3 clusters Score: Raw -739678.564467 + Penalty 546.498804 = -739132.065664 nChanged 110 SP:Iteration 68Q (429.382347 sec): 3 clusters Score: Raw -739711.028510 + Penalty 546.498804 = -739164.529706 nChanged 106 SP:Iteration 69Q (429.445846 sec): 3 clusters Score: Raw -739739.828871 + Penalty 546.498804 = -739193.330067 nChanged 94 SP:Iteration 70Q (429.503757 sec): 3 clusters Score: Raw -739765.663445 + Penalty 546.498804 = -739219.164641 nChanged 77 SP:Iteration 71Q (429.560375 sec): 3 clusters Score: Raw -739786.194614 + Penalty 546.498804 = -739239.695810 nChanged 67 SP:Iteration 72Q (429.614652 sec): 3 clusters Score: Raw -739802.293301 + Penalty 546.498804 = -739255.794497 nChanged 70 SP:Iteration 73Q (429.668159 sec): 3 clusters Score: Raw -739820.379020 + Penalty 546.498804 = -739273.880216 nChanged 45 SP:Iteration 74Q (429.732156 sec): 3 clusters Score: Raw -739829.238211 + Penalty 546.498804 = -739282.739407 nChanged 36 SP:Iteration 75Q (429.783997 sec): 3 clusters Score: Raw -739836.114419 + Penalty 546.498804 = -739289.615616 nChanged 28 SP:Iteration 76Q (429.849554 sec): 3 clusters Score: Raw -739841.497537 + Penalty 546.498804 = -739294.998733 nChanged 22 SP:Iteration 77Q (429.907922 sec): 3 clusters Score: Raw -739844.436740 + Penalty 546.498804 = -739297.937936 nChanged 22 SP:Iteration 78Q (429.955315 sec): 3 clusters Score: Raw -739847.857832 + Penalty 546.498804 = -739301.359028 nChanged 19 SP:Iteration 79Q (430.021527 sec): 3 clusters Score: Raw -739851.738538 + Penalty 546.498804 = -739305.239734 nChanged 17 SP:Iteration 80F (430.080524 sec): 3 clusters Score: Raw -739854.596281 + Penalty 546.498804 = -739308.097477 nChanged 13 SP:Iteration 81Q (430.130475 sec): 3 clusters Score: Raw -739856.561349 + Penalty 546.498804 = -739310.062545 nChanged 11 SP:Iteration 82Q (430.186075 sec): 3 clusters Score: Raw -739858.555960 + Penalty 546.498804 = -739312.057156 nChanged 14 SP:Iteration 83Q (430.238982 sec): 3 clusters Score: Raw -739860.746332 + Penalty 546.498804 = -739314.247528 nChanged 11 SP:Iteration 84Q (430.304511 sec): 3 clusters Score: Raw -739861.453429 + Penalty 546.498804 = -739314.954625 nChanged 5 SP:Iteration 85Q (430.363025 sec): 3 clusters Score: Raw -739861.710240 + Penalty 546.498804 = -739315.211436 nChanged 4 SP:Iteration 86Q (430.419768 sec): 3 clusters Score: Raw -739862.169648 + Penalty 546.498804 = -739315.670844 nChanged 4 SP:Iteration 87Q (430.481345 sec): 3 clusters Score: Raw -739862.494974 + Penalty 546.498804 = -739315.996170 nChanged 6 SP:Iteration 88Q (430.541418 sec): 3 clusters Score: Raw -739863.196201 + Penalty 546.498804 = -739316.697398 nChanged 10 SP:Iteration 89Q (430.592320 sec): 3 clusters Score: Raw -739864.215635 + Penalty 546.498804 = -739317.716831 nChanged 4 SP:Iteration 90Q (430.628220 sec): 3 clusters Score: Raw -739864.510105 + Penalty 546.498804 = -739318.011301 nChanged 3 SP:Iteration 91Q (430.695102 sec): 3 clusters Score: Raw -739864.641462 + Penalty 546.498804 = -739318.142658 nChanged 2 SP:Iteration 92Q (430.749890 sec): 3 clusters Score: Raw -739864.710968 + Penalty 546.498804 = -739318.212164 nChanged 1 SP:Iteration 93Q (430.808218 sec): 3 clusters Score: Raw -739864.772252 + Penalty 546.498804 = -739318.273448 nChanged 0 SP:Iteration 94F (430.871402 sec): 3 clusters Score: Raw -739864.772252 + Penalty 546.498804 = -739318.273448 nChanged 0 Trying to split cluster 10 (1893 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (430.893122 sec): 2 clusters Score: Raw -59436.397850 + Penalty 207.512749 = -59228.885101 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (430.943295 sec): 3 clusters Score: Raw -58365.903681 + Penalty 415.025498 = -57950.878183 nChanged 840 SP:Iteration 1F (430.989596 sec): 3 clusters Score: Raw -58925.597741 + Penalty 415.025498 = -58510.572243 nChanged 152 SP:Iteration 2F (431.039255 sec): 3 clusters Score: Raw -59016.786249 + Penalty 415.025498 = -58601.760751 nChanged 119 SP:Iteration 3F (431.079762 sec): 3 clusters Score: Raw -59086.412595 + Penalty 415.025498 = -58671.387097 nChanged 114 SP:Iteration 4F (431.127791 sec): 3 clusters Score: Raw -59159.372835 + Penalty 415.025498 = -58744.347337 nChanged 111 SP:Iteration 5F (431.179233 sec): 3 clusters Score: Raw -59233.142662 + Penalty 415.025498 = -58818.117164 nChanged 112 SP:Iteration 6F (431.222862 sec): 3 clusters Score: Raw -59304.738794 + Penalty 415.025498 = -58889.713295 nChanged 90 SP:Iteration 7Q (431.236380 sec): 3 clusters Score: Raw -59363.236185 + Penalty 415.025498 = -58948.210686 nChanged 72 SP:Iteration 8Q (431.240692 sec): 3 clusters Score: Raw -59405.317289 + Penalty 415.025498 = -58990.291791 nChanged 43 SP:Iteration 9Q (431.244958 sec): 3 clusters Score: Raw -59424.187215 + Penalty 415.025498 = -59009.161717 nChanged 33 SP:Iteration 10Q (431.249217 sec): 3 clusters Score: Raw -59438.341728 + Penalty 415.025498 = -59023.316230 nChanged 24 SP:Iteration 11Q (431.253485 sec): 3 clusters Score: Raw -59449.713917 + Penalty 415.025498 = -59034.688419 nChanged 18 SP:Iteration 12Q (431.257754 sec): 3 clusters Score: Raw -59460.579808 + Penalty 415.025498 = -59045.554310 nChanged 15 SP:Iteration 13Q (431.270800 sec): 3 clusters Score: Raw -59466.525578 + Penalty 415.025498 = -59051.500080 nChanged 9 SP:Iteration 14Q (431.275466 sec): 3 clusters Score: Raw -59469.389688 + Penalty 415.025498 = -59054.364189 nChanged 11 SP:Iteration 15Q (431.279726 sec): 3 clusters Score: Raw -59473.166240 + Penalty 415.025498 = -59058.140742 nChanged 4 SP:Iteration 16Q (431.283957 sec): 3 clusters Score: Raw -59473.769851 + Penalty 415.025498 = -59058.744352 nChanged 3 SP:Iteration 17Q (431.288202 sec): 3 clusters Score: Raw -59474.571268 + Penalty 415.025498 = -59059.545769 nChanged 1 SP:Iteration 18Q (431.292424 sec): 3 clusters Score: Raw -59475.356051 + Penalty 415.025498 = -59060.330553 nChanged 4 SP:Iteration 19Q (431.296675 sec): 3 clusters Score: Raw -59476.366407 + Penalty 415.025498 = -59061.340909 nChanged 2 SP:Iteration 20F (431.300860 sec): 3 clusters Score: Raw -59477.272525 + Penalty 415.025498 = -59062.247027 nChanged 7 SP:Iteration 21Q (431.305166 sec): 3 clusters Score: Raw -59481.863053 + Penalty 415.025498 = -59066.837555 nChanged 9 SP:Iteration 22Q (431.309426 sec): 3 clusters Score: Raw -59484.232583 + Penalty 415.025498 = -59069.207084 nChanged 7 SP:Iteration 23Q (431.313664 sec): 3 clusters Score: Raw -59486.028662 + Penalty 415.025498 = -59071.003163 nChanged 7 SP:Iteration 24Q (431.317924 sec): 3 clusters Score: Raw -59488.306930 + Penalty 415.025498 = -59073.281432 nChanged 6 SP:Iteration 25Q (431.322164 sec): 3 clusters Score: Raw -59489.996815 + Penalty 415.025498 = -59074.971317 nChanged 6 SP:Iteration 26Q (431.326423 sec): 3 clusters Score: Raw -59491.358473 + Penalty 415.025498 = -59076.332974 nChanged 2 SP:Iteration 27Q (431.330673 sec): 3 clusters Score: Raw -59491.652808 + Penalty 415.025498 = -59076.627310 nChanged 2 SP:Iteration 28Q (431.390835 sec): 3 clusters Score: Raw -59492.194062 + Penalty 415.025498 = -59077.168564 nChanged 0 SP:Iteration 29F (431.429741 sec): 3 clusters Score: Raw -59492.194062 + Penalty 415.025498 = -59077.168564 nChanged 0 Trying to split cluster 11 (2831 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (431.450611 sec): 2 clusters Score: Raw -91032.167767 + Penalty 218.580595 = -90813.587172 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (431.498192 sec): 3 clusters Score: Raw -89375.768397 + Penalty 437.161191 = -88938.607207 nChanged 1250 SP:Iteration 1F (431.541207 sec): 3 clusters Score: Raw -90163.289539 + Penalty 437.161191 = -89726.128348 nChanged 240 SP:Iteration 2F (431.583371 sec): 3 clusters Score: Raw -90336.278428 + Penalty 437.161191 = -89899.117237 nChanged 220 SP:Iteration 3F (431.633793 sec): 3 clusters Score: Raw -90514.748901 + Penalty 437.161191 = -90077.587710 nChanged 207 SP:Iteration 4F (431.680156 sec): 3 clusters Score: Raw -90685.268550 + Penalty 437.161191 = -90248.107360 nChanged 149 SP:Iteration 5F (431.718184 sec): 3 clusters Score: Raw -90809.383985 + Penalty 437.161191 = -90372.222794 nChanged 115 SP:Iteration 6Q (431.759140 sec): 3 clusters Score: Raw -90903.479446 + Penalty 437.161191 = -90466.318256 nChanged 82 SP:Iteration 7Q (431.797749 sec): 3 clusters Score: Raw -90976.103094 + Penalty 437.161191 = -90538.941903 nChanged 69 SP:Iteration 8Q (431.837939 sec): 3 clusters Score: Raw -91031.052494 + Penalty 437.161191 = -90593.891304 nChanged 54 SP:Iteration 9Q (431.888710 sec): 3 clusters Score: Raw -91070.402633 + Penalty 437.161191 = -90633.241442 nChanged 43 SP:Iteration 10Q (431.939645 sec): 3 clusters Score: Raw -91092.778118 + Penalty 437.161191 = -90655.616928 nChanged 23 SP:Iteration 11Q (431.986041 sec): 3 clusters Score: Raw -91105.708586 + Penalty 437.161191 = -90668.547396 nChanged 15 SP:Iteration 12Q (432.029958 sec): 3 clusters Score: Raw -91111.750751 + Penalty 437.161191 = -90674.589561 nChanged 17 SP:Iteration 13Q (432.067314 sec): 3 clusters Score: Raw -91117.971294 + Penalty 437.161191 = -90680.810104 nChanged 13 SP:Iteration 14Q (432.116008 sec): 3 clusters Score: Raw -91122.070808 + Penalty 437.161191 = -90684.909618 nChanged 12 SP:Iteration 15Q (432.166268 sec): 3 clusters Score: Raw -91126.904902 + Penalty 437.161191 = -90689.743711 nChanged 7 SP:Iteration 16Q (432.199298 sec): 3 clusters Score: Raw -91130.762748 + Penalty 437.161191 = -90693.601558 nChanged 14 SP:Iteration 17Q (432.248531 sec): 3 clusters Score: Raw -91136.462617 + Penalty 437.161191 = -90699.301426 nChanged 14 SP:Iteration 18Q (432.299181 sec): 3 clusters Score: Raw -91141.511653 + Penalty 437.161191 = -90704.350463 nChanged 5 SP:Iteration 19Q (432.348626 sec): 3 clusters Score: Raw -91143.105840 + Penalty 437.161191 = -90705.944650 nChanged 10 SP:Iteration 20F (432.389322 sec): 3 clusters Score: Raw -91146.487924 + Penalty 437.161191 = -90709.326733 nChanged 7 SP:Iteration 21Q (432.433900 sec): 3 clusters Score: Raw -91148.220834 + Penalty 437.161191 = -90711.059643 nChanged 5 SP:Iteration 22Q (432.474707 sec): 3 clusters Score: Raw -91149.141939 + Penalty 437.161191 = -90711.980748 nChanged 5 SP:Iteration 23Q (432.516298 sec): 3 clusters Score: Raw -91150.395416 + Penalty 437.161191 = -90713.234225 nChanged 6 SP:Iteration 24Q (432.565032 sec): 3 clusters Score: Raw -91153.080743 + Penalty 437.161191 = -90715.919553 nChanged 6 SP:Iteration 25Q (432.613199 sec): 3 clusters Score: Raw -91154.708432 + Penalty 437.161191 = -90717.547242 nChanged 5 SP:Iteration 26Q (432.648921 sec): 3 clusters Score: Raw -91155.489092 + Penalty 437.161191 = -90718.327901 nChanged 5 SP:Iteration 27Q (432.693393 sec): 3 clusters Score: Raw -91156.285462 + Penalty 437.161191 = -90719.124271 nChanged 6 SP:Iteration 28Q (432.733599 sec): 3 clusters Score: Raw -91157.436461 + Penalty 437.161191 = -90720.275270 nChanged 2 SP:Iteration 29Q (432.779810 sec): 3 clusters Score: Raw -91157.753137 + Penalty 437.161191 = -90720.591947 nChanged 2 SP:Iteration 30Q (432.817958 sec): 3 clusters Score: Raw -91158.150336 + Penalty 437.161191 = -90720.989145 nChanged 2 SP:Iteration 31Q (432.866235 sec): 3 clusters Score: Raw -91158.467121 + Penalty 437.161191 = -90721.305930 nChanged 2 SP:Iteration 32Q (432.918764 sec): 3 clusters Score: Raw -91158.915000 + Penalty 437.161191 = -90721.753810 nChanged 3 SP:Iteration 33Q (432.954613 sec): 3 clusters Score: Raw -91159.493862 + Penalty 437.161191 = -90722.332672 nChanged 1 SP:Iteration 34Q (432.999614 sec): 3 clusters Score: Raw -91159.592605 + Penalty 437.161191 = -90722.431414 nChanged 0 SP:Iteration 35F (433.049754 sec): 3 clusters Score: Raw -91159.592605 + Penalty 437.161191 = -90722.431414 nChanged 0 Trying to split cluster 12 (976 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (433.067760 sec): 2 clusters Score: Raw -36250.161050 + Penalty 189.295221 = -36060.865829 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (433.116052 sec): 3 clusters Score: Raw -35736.980325 + Penalty 378.590442 = -35358.389883 nChanged 411 SP:Iteration 1F (433.156781 sec): 3 clusters Score: Raw -36013.676812 + Penalty 378.590442 = -35635.086370 nChanged 120 SP:Iteration 2F (433.184252 sec): 3 clusters Score: Raw -36143.203708 + Penalty 378.590442 = -35764.613266 nChanged 88 SP:Iteration 3F (433.227481 sec): 3 clusters Score: Raw -36234.728528 + Penalty 378.590442 = -35856.138086 nChanged 59 SP:Iteration 4F (433.270275 sec): 3 clusters Score: Raw -36288.551633 + Penalty 378.590442 = -35909.961191 nChanged 28 SP:Iteration 5Q (433.318268 sec): 3 clusters Score: Raw -36312.478290 + Penalty 378.590442 = -35933.887848 nChanged 20 SP:Iteration 6Q (433.359725 sec): 3 clusters Score: Raw -36324.830645 + Penalty 378.590442 = -35946.240203 nChanged 16 SP:Iteration 7Q (433.362562 sec): 3 clusters Score: Raw -36333.055183 + Penalty 378.590442 = -35954.464741 nChanged 7 SP:Iteration 8Q (433.365052 sec): 3 clusters Score: Raw -36336.626450 + Penalty 378.590442 = -35958.036008 nChanged 8 SP:Iteration 9Q (433.367488 sec): 3 clusters Score: Raw -36340.100588 + Penalty 378.590442 = -35961.510146 nChanged 5 SP:Iteration 10Q (433.369990 sec): 3 clusters Score: Raw -36342.336289 + Penalty 378.590442 = -35963.745847 nChanged 6 SP:Iteration 11Q (433.372464 sec): 3 clusters Score: Raw -36343.420004 + Penalty 378.590442 = -35964.829561 nChanged 1 SP:Iteration 12Q (433.374955 sec): 3 clusters Score: Raw -36343.600928 + Penalty 378.590442 = -35965.010485 nChanged 3 SP:Iteration 13Q (433.377420 sec): 3 clusters Score: Raw -36344.960223 + Penalty 378.590442 = -35966.369781 nChanged 2 SP:Iteration 14Q (433.379908 sec): 3 clusters Score: Raw -36346.799168 + Penalty 378.590442 = -35968.208726 nChanged 5 SP:Iteration 15Q (433.382411 sec): 3 clusters Score: Raw -36349.551711 + Penalty 378.590442 = -35970.961269 nChanged 5 SP:Iteration 16Q (433.385028 sec): 3 clusters Score: Raw -36351.571869 + Penalty 378.590442 = -35972.981427 nChanged 3 SP:Iteration 17Q (433.387483 sec): 3 clusters Score: Raw -36352.462794 + Penalty 378.590442 = -35973.872352 nChanged 1 SP:Iteration 18Q (433.389938 sec): 3 clusters Score: Raw -36352.788954 + Penalty 378.590442 = -35974.198512 nChanged 3 SP:Iteration 19Q (433.392412 sec): 3 clusters Score: Raw -36354.142744 + Penalty 378.590442 = -35975.552302 nChanged 4 SP:Iteration 20F (433.394848 sec): 3 clusters Score: Raw -36355.208998 + Penalty 378.590442 = -35976.618556 nChanged 2 SP:Iteration 21Q (433.397323 sec): 3 clusters Score: Raw -36355.555134 + Penalty 378.590442 = -35976.964691 nChanged 1 SP:Iteration 22Q (433.399792 sec): 3 clusters Score: Raw -36355.851826 + Penalty 378.590442 = -35977.261384 nChanged 0 SP:Iteration 23F (433.417674 sec): 3 clusters Score: Raw -36355.851826 + Penalty 378.590442 = -35977.261384 nChanged 0 Trying to split cluster 13 (12634 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (433.446010 sec): 2 clusters Score: Raw -454767.008439 + Penalty 259.714039 = -454507.294400 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (433.509068 sec): 3 clusters Score: Raw -446589.176063 + Penalty 519.428078 = -446069.747985 nChanged 5965 SP:Iteration 1F (433.561881 sec): 3 clusters Score: Raw -449951.953711 + Penalty 519.428078 = -449432.525633 nChanged 623 SP:Iteration 2Q (433.622183 sec): 3 clusters Score: Raw -450205.775570 + Penalty 519.428078 = -449686.347492 nChanged 759 SP:Iteration 3F (433.663713 sec): 3 clusters Score: Raw -450650.091748 + Penalty 519.428078 = -450130.663670 nChanged 1034 SP:Iteration 4F (433.709430 sec): 3 clusters Score: Raw -451470.577685 + Penalty 519.428078 = -450951.149607 nChanged 1099 SP:Iteration 5F (433.764092 sec): 3 clusters Score: Raw -452468.056715 + Penalty 519.428078 = -451948.628637 nChanged 912 SP:Iteration 6F (433.821021 sec): 3 clusters Score: Raw -453378.329099 + Penalty 519.428078 = -452858.901021 nChanged 655 SP:Iteration 7F (433.876552 sec): 3 clusters Score: Raw -454022.247416 + Penalty 519.428078 = -453502.819338 nChanged 394 SP:Iteration 8Q (433.933144 sec): 3 clusters Score: Raw -454370.266276 + Penalty 519.428078 = -453850.838198 nChanged 240 SP:Iteration 9Q (433.991084 sec): 3 clusters Score: Raw -454575.170071 + Penalty 519.428078 = -454055.741993 nChanged 136 SP:Iteration 10Q (434.047652 sec): 3 clusters Score: Raw -454680.185631 + Penalty 519.428078 = -454160.757553 nChanged 80 SP:Iteration 11Q (434.095154 sec): 3 clusters Score: Raw -454757.866043 + Penalty 519.428078 = -454238.437965 nChanged 36 SP:Iteration 12Q (434.152663 sec): 3 clusters Score: Raw -454786.478183 + Penalty 519.428078 = -454267.050105 nChanged 30 SP:Iteration 13Q (434.192096 sec): 3 clusters Score: Raw -454812.001615 + Penalty 519.428078 = -454292.573537 nChanged 13 SP:Iteration 14Q (434.240614 sec): 3 clusters Score: Raw -454820.535565 + Penalty 519.428078 = -454301.107487 nChanged 11 SP:Iteration 15Q (434.297007 sec): 3 clusters Score: Raw -454824.902755 + Penalty 519.428078 = -454305.474677 nChanged 6 SP:Iteration 16Q (434.341325 sec): 3 clusters Score: Raw -454826.913897 + Penalty 519.428078 = -454307.485819 nChanged 4 SP:Iteration 17Q (434.387733 sec): 3 clusters Score: Raw -454827.545422 + Penalty 519.428078 = -454308.117344 nChanged 2 SP:Iteration 18Q (434.444592 sec): 3 clusters Score: Raw -454829.114932 + Penalty 519.428078 = -454309.686854 nChanged 5 SP:Iteration 19Q (434.497526 sec): 3 clusters Score: Raw -454831.007880 + Penalty 519.428078 = -454311.579802 nChanged 3 SP:Iteration 20F (434.550981 sec): 3 clusters Score: Raw -454832.295509 + Penalty 519.428078 = -454312.867432 nChanged 6 SP:Iteration 21Q (434.595114 sec): 3 clusters Score: Raw -454835.397523 + Penalty 519.428078 = -454315.969445 nChanged 6 SP:Iteration 22Q (434.654560 sec): 3 clusters Score: Raw -454837.703482 + Penalty 519.428078 = -454318.275404 nChanged 3 SP:Iteration 23Q (434.712004 sec): 3 clusters Score: Raw -454839.561476 + Penalty 519.428078 = -454320.133398 nChanged 3 SP:Iteration 24Q (434.751332 sec): 3 clusters Score: Raw -454841.844867 + Penalty 519.428078 = -454322.416789 nChanged 3 SP:Iteration 25Q (434.810996 sec): 3 clusters Score: Raw -454843.357356 + Penalty 519.428078 = -454323.929278 nChanged 1 SP:Iteration 26Q (434.848501 sec): 3 clusters Score: Raw -454843.556825 + Penalty 519.428078 = -454324.128747 nChanged 1 SP:Iteration 27Q (434.897264 sec): 3 clusters Score: Raw -454844.443073 + Penalty 519.428078 = -454325.014995 nChanged 1 SP:Iteration 28Q (434.951575 sec): 3 clusters Score: Raw -454845.083207 + Penalty 519.428078 = -454325.655129 nChanged 0 SP:Iteration 29F (435.001018 sec): 3 clusters Score: Raw -454845.083207 + Penalty 519.428078 = -454325.655129 nChanged 0 Trying to split cluster 14 (4136 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (435.022931 sec): 2 clusters Score: Raw -134449.718404 + Penalty 229.005821 = -134220.712582 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (435.072640 sec): 3 clusters Score: Raw -131905.462859 + Penalty 458.011643 = -131447.451216 nChanged 1874 SP:Iteration 1F (435.115486 sec): 3 clusters Score: Raw -132972.161303 + Penalty 458.011643 = -132514.149660 nChanged 308 SP:Iteration 2F (435.165461 sec): 3 clusters Score: Raw -133108.507764 + Penalty 458.011643 = -132650.496121 nChanged 265 SP:Iteration 3F (435.220878 sec): 3 clusters Score: Raw -133219.456734 + Penalty 458.011643 = -132761.445091 nChanged 236 SP:Iteration 4F (435.260853 sec): 3 clusters Score: Raw -133333.523107 + Penalty 458.011643 = -132875.511464 nChanged 229 SP:Iteration 5F (435.311738 sec): 3 clusters Score: Raw -133467.478802 + Penalty 458.011643 = -133009.467159 nChanged 221 SP:Iteration 6F (435.358019 sec): 3 clusters Score: Raw -133600.268113 + Penalty 458.011643 = -133142.256470 nChanged 216 SP:Iteration 7F (435.408777 sec): 3 clusters Score: Raw -133730.217653 + Penalty 458.011643 = -133272.206010 nChanged 202 SP:Iteration 8Q (435.453670 sec): 3 clusters Score: Raw -133862.364436 + Penalty 458.011643 = -133404.352793 nChanged 182 SP:Iteration 9Q (435.493651 sec): 3 clusters Score: Raw -133987.988116 + Penalty 458.011643 = -133529.976473 nChanged 174 SP:Iteration 10Q (435.548289 sec): 3 clusters Score: Raw -134122.805952 + Penalty 458.011643 = -133664.794309 nChanged 151 SP:Iteration 11Q (435.586771 sec): 3 clusters Score: Raw -134255.400492 + Penalty 458.011643 = -133797.388849 nChanged 122 SP:Iteration 12Q (435.640369 sec): 3 clusters Score: Raw -134370.230590 + Penalty 458.011643 = -133912.218947 nChanged 62 SP:Iteration 13Q (435.684772 sec): 3 clusters Score: Raw -134426.823289 + Penalty 458.011643 = -133968.811646 nChanged 26 SP:Iteration 14Q (435.721355 sec): 3 clusters Score: Raw -134453.882459 + Penalty 458.011643 = -133995.870816 nChanged 17 SP:Iteration 15Q (435.760113 sec): 3 clusters Score: Raw -134482.913208 + Penalty 458.011643 = -134024.901565 nChanged 7 SP:Iteration 16Q (435.806320 sec): 3 clusters Score: Raw -134494.490540 + Penalty 458.011643 = -134036.478897 nChanged 5 SP:Iteration 17Q (435.855864 sec): 3 clusters Score: Raw -134502.458418 + Penalty 458.011643 = -134044.446775 nChanged 2 SP:Iteration 18Q (435.901376 sec): 3 clusters Score: Raw -134505.745387 + Penalty 458.011643 = -134047.733744 nChanged 1 SP:Iteration 19Q (435.946208 sec): 3 clusters Score: Raw -134509.679472 + Penalty 458.011643 = -134051.667829 nChanged 0 SP:Iteration 20F (435.996809 sec): 3 clusters Score: Raw -134509.679472 + Penalty 458.011643 = -134051.667829 nChanged 0 Trying to split cluster 15 (15651 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (436.034367 sec): 2 clusters Score: Raw -596086.026833 + Penalty 265.602978 = -595820.423856 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (436.075730 sec): 3 clusters Score: Raw -585965.479313 + Penalty 531.205955 = -585434.273358 nChanged 7483 SP:Iteration 1F (436.137567 sec): 3 clusters Score: Raw -590267.560903 + Penalty 531.205955 = -589736.354948 nChanged 828 SP:Iteration 2F (436.160714 sec): 3 clusters Score: Raw -590599.528144 + Penalty 531.205955 = -590068.322189 nChanged 832 SP:Iteration 3F (436.183482 sec): 3 clusters Score: Raw -590977.767116 + Penalty 531.205955 = -590446.561161 nChanged 808 SP:Iteration 4F (436.240394 sec): 3 clusters Score: Raw -591324.888749 + Penalty 531.205955 = -590793.682794 nChanged 746 SP:Iteration 5Q (436.292140 sec): 3 clusters Score: Raw -591720.865774 + Penalty 531.205955 = -591189.659819 nChanged 783 SP:Iteration 6F (436.343784 sec): 3 clusters Score: Raw -592161.630627 + Penalty 531.205955 = -591630.424671 nChanged 902 SP:Iteration 7F (436.395527 sec): 3 clusters Score: Raw -592756.685380 + Penalty 531.205955 = -592225.479425 nChanged 959 SP:Iteration 8F (436.451506 sec): 3 clusters Score: Raw -593427.644140 + Penalty 531.205955 = -592896.438185 nChanged 868 SP:Iteration 9F (436.475586 sec): 3 clusters Score: Raw -594039.982874 + Penalty 531.205955 = -593508.776919 nChanged 712 SP:Iteration 10Q (436.536583 sec): 3 clusters Score: Raw -594530.341085 + Penalty 531.205955 = -593999.135130 nChanged 610 SP:Iteration 11Q (436.592720 sec): 3 clusters Score: Raw -594974.590416 + Penalty 531.205955 = -594443.384461 nChanged 489 SP:Iteration 12Q (436.654138 sec): 3 clusters Score: Raw -595335.742751 + Penalty 531.205955 = -594804.536796 nChanged 377 SP:Iteration 13Q (436.709586 sec): 3 clusters Score: Raw -595634.201626 + Penalty 531.205955 = -595102.995671 nChanged 259 SP:Iteration 14Q (436.768854 sec): 3 clusters Score: Raw -595837.439481 + Penalty 531.205955 = -595306.233526 nChanged 163 SP:Iteration 15Q (436.814544 sec): 3 clusters Score: Raw -595980.179155 + Penalty 531.205955 = -595448.973200 nChanged 98 SP:Iteration 16Q (436.872403 sec): 3 clusters Score: Raw -596058.208532 + Penalty 531.205955 = -595527.002577 nChanged 67 SP:Iteration 17Q (436.930745 sec): 3 clusters Score: Raw -596104.110534 + Penalty 531.205955 = -595572.904579 nChanged 35 SP:Iteration 18Q (436.979583 sec): 3 clusters Score: Raw -596120.082471 + Penalty 531.205955 = -595588.876516 nChanged 16 SP:Iteration 19Q (437.027689 sec): 3 clusters Score: Raw -596126.059201 + Penalty 531.205955 = -595594.853246 nChanged 8 SP:Iteration 20F (437.083258 sec): 3 clusters Score: Raw -596128.866432 + Penalty 531.205955 = -595597.660477 nChanged 6 SP:Iteration 21Q (437.137560 sec): 3 clusters Score: Raw -596131.493232 + Penalty 531.205955 = -595600.287277 nChanged 4 SP:Iteration 22Q (437.187866 sec): 3 clusters Score: Raw -596134.502350 + Penalty 531.205955 = -595603.296395 nChanged 6 SP:Iteration 23Q (437.250735 sec): 3 clusters Score: Raw -596138.663888 + Penalty 531.205955 = -595607.457933 nChanged 6 SP:Iteration 24Q (437.288635 sec): 3 clusters Score: Raw -596140.725751 + Penalty 531.205955 = -595609.519796 nChanged 8 SP:Iteration 25Q (437.345533 sec): 3 clusters Score: Raw -596142.985037 + Penalty 531.205955 = -595611.779082 nChanged 3 SP:Iteration 26Q (437.396408 sec): 3 clusters Score: Raw -596144.863431 + Penalty 531.205955 = -595613.657475 nChanged 3 SP:Iteration 27Q (437.462105 sec): 3 clusters Score: Raw -596146.874766 + Penalty 531.205955 = -595615.668811 nChanged 6 SP:Iteration 28Q (437.515637 sec): 3 clusters Score: Raw -596151.452937 + Penalty 531.205955 = -595620.246982 nChanged 8 SP:Iteration 29Q (437.560064 sec): 3 clusters Score: Raw -596157.004905 + Penalty 531.205955 = -595625.798950 nChanged 4 SP:Iteration 30Q (437.620814 sec): 3 clusters Score: Raw -596157.927820 + Penalty 531.205955 = -595626.721865 nChanged 2 SP:Iteration 31Q (437.674961 sec): 3 clusters Score: Raw -596159.425032 + Penalty 531.205955 = -595628.219077 nChanged 5 SP:Iteration 32Q (437.721746 sec): 3 clusters Score: Raw -596161.069681 + Penalty 531.205955 = -595629.863726 nChanged 2 SP:Iteration 33Q (437.759788 sec): 3 clusters Score: Raw -596161.531206 + Penalty 531.205955 = -595630.325251 nChanged 2 SP:Iteration 34Q (437.812988 sec): 3 clusters Score: Raw -596161.782550 + Penalty 531.205955 = -595630.576595 nChanged 0 SP:Iteration 35F (437.871505 sec): 3 clusters Score: Raw -596161.782550 + Penalty 531.205955 = -595630.576595 nChanged 0 Trying to split cluster 16 (982 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (437.883415 sec): 2 clusters Score: Raw -30397.719121 + Penalty 189.463761 = -30208.255360 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (437.937820 sec): 3 clusters Score: Raw -29905.672684 + Penalty 378.927522 = -29526.745162 nChanged 451 SP:Iteration 1F (437.977258 sec): 3 clusters Score: Raw -30340.679967 + Penalty 378.927522 = -29961.752445 nChanged 113 SP:Iteration 2F (438.015585 sec): 3 clusters Score: Raw -30472.964670 + Penalty 378.927522 = -30094.037148 nChanged 75 SP:Iteration 3F (438.065818 sec): 3 clusters Score: Raw -30564.740364 + Penalty 378.927522 = -30185.812842 nChanged 53 SP:Iteration 4F (438.114721 sec): 3 clusters Score: Raw -30611.031470 + Penalty 378.927522 = -30232.103948 nChanged 40 SP:Iteration 5Q (438.163883 sec): 3 clusters Score: Raw -30631.268053 + Penalty 378.927522 = -30252.340531 nChanged 18 SP:Iteration 6Q (438.209966 sec): 3 clusters Score: Raw -30636.440574 + Penalty 378.927522 = -30257.513052 nChanged 6 SP:Iteration 7Q (438.272154 sec): 3 clusters Score: Raw -30637.623956 + Penalty 378.927522 = -30258.696434 nChanged 5 SP:Iteration 8Q (438.302674 sec): 3 clusters Score: Raw -30638.324464 + Penalty 378.927522 = -30259.396942 nChanged 2 SP:Iteration 9Q (438.352459 sec): 3 clusters Score: Raw -30638.504745 + Penalty 378.927522 = -30259.577223 nChanged 1 SP:Iteration 10Q (438.398657 sec): 3 clusters Score: Raw -30638.868388 + Penalty 378.927522 = -30259.940866 nChanged 0 SP:Iteration 11F (438.444953 sec): 3 clusters Score: Raw -30638.868388 + Penalty 378.927522 = -30259.940866 nChanged 0 Score: Raw -4181605.354562 + Penalty 9684.293822 = -4171921.060740 Splitting cluster 16 changes total score from -4172002.113131 to -4171921.060740 So it's not getting split. Trying to split cluster 17 (1100 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (439.884216 sec): 2 clusters Score: Raw -41430.286137 + Penalty 192.584300 = -41237.701837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (439.922687 sec): 3 clusters Score: Raw -40813.432756 + Penalty 385.168600 = -40428.264155 nChanged 471 SP:Iteration 1F (439.956323 sec): 3 clusters Score: Raw -41092.700419 + Penalty 385.168600 = -40707.531819 nChanged 88 SP:Iteration 2F (439.975600 sec): 3 clusters Score: Raw -41146.740596 + Penalty 385.168600 = -40761.571996 nChanged 83 SP:Iteration 3F (440.008597 sec): 3 clusters Score: Raw -41199.620084 + Penalty 385.168600 = -40814.451483 nChanged 71 SP:Iteration 4F (440.058195 sec): 3 clusters Score: Raw -41247.168905 + Penalty 385.168600 = -40862.000304 nChanged 57 SP:Iteration 5F (440.093647 sec): 3 clusters Score: Raw -41295.259145 + Penalty 385.168600 = -40910.090545 nChanged 61 SP:Iteration 6F (440.126872 sec): 3 clusters Score: Raw -41349.742416 + Penalty 385.168600 = -40964.573816 nChanged 40 SP:Iteration 7Q (440.158575 sec): 3 clusters Score: Raw -41380.480948 + Penalty 385.168600 = -40995.312348 nChanged 22 SP:Iteration 8Q (440.197057 sec): 3 clusters Score: Raw -41399.525245 + Penalty 385.168600 = -41014.356645 nChanged 12 SP:Iteration 9Q (440.246568 sec): 3 clusters Score: Raw -41406.936306 + Penalty 385.168600 = -41021.767706 nChanged 2 SP:Iteration 10Q (440.272922 sec): 3 clusters Score: Raw -41411.124311 + Penalty 385.168600 = -41025.955711 nChanged 4 SP:Iteration 11Q (440.305634 sec): 3 clusters Score: Raw -41417.933842 + Penalty 385.168600 = -41032.765242 nChanged 4 SP:Iteration 12Q (440.352167 sec): 3 clusters Score: Raw -41421.490847 + Penalty 385.168600 = -41036.322247 nChanged 3 SP:Iteration 13Q (440.385321 sec): 3 clusters Score: Raw -41425.356947 + Penalty 385.168600 = -41040.188347 nChanged 3 SP:Iteration 14Q (440.435036 sec): 3 clusters Score: Raw -41428.129294 + Penalty 385.168600 = -41042.960694 nChanged 1 SP:Iteration 15Q (440.473616 sec): 3 clusters Score: Raw -41428.493634 + Penalty 385.168600 = -41043.325033 nChanged 0 SP:Iteration 16F (440.517119 sec): 3 clusters Score: Raw -41428.493634 + Penalty 385.168600 = -41043.325033 nChanged 0 Trying to split cluster 18 (18074 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (440.551659 sec): 2 clusters Score: Raw -662414.964188 + Penalty 269.561317 = -662145.402871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (440.600856 sec): 3 clusters Score: Raw -650616.903303 + Penalty 539.122635 = -650077.780668 nChanged 8674 SP:Iteration 1F (440.647594 sec): 3 clusters Score: Raw -655958.461912 + Penalty 539.122635 = -655419.339278 nChanged 1492 SP:Iteration 2F (440.692598 sec): 3 clusters Score: Raw -657007.205606 + Penalty 539.122635 = -656468.082971 nChanged 1756 SP:Iteration 3F (440.742817 sec): 3 clusters Score: Raw -658654.680338 + Penalty 539.122635 = -658115.557704 nChanged 1734 SP:Iteration 4F (440.792511 sec): 3 clusters Score: Raw -660558.766786 + Penalty 539.122635 = -660019.644151 nChanged 1109 SP:Iteration 5F (440.848904 sec): 3 clusters Score: Raw -661778.357992 + Penalty 539.122635 = -661239.235358 nChanged 429 SP:Iteration 6Q (440.898434 sec): 3 clusters Score: Raw -662197.488976 + Penalty 539.122635 = -661658.366341 nChanged 151 SP:Iteration 7Q (440.937074 sec): 3 clusters Score: Raw -662355.390578 + Penalty 539.122635 = -661816.267943 nChanged 57 SP:Iteration 8Q (440.993364 sec): 3 clusters Score: Raw -662416.513210 + Penalty 539.122635 = -661877.390576 nChanged 33 SP:Iteration 9Q (441.037262 sec): 3 clusters Score: Raw -662442.389062 + Penalty 539.122635 = -661903.266428 nChanged 13 SP:Iteration 10Q (441.098393 sec): 3 clusters Score: Raw -662451.644754 + Penalty 539.122635 = -661912.522120 nChanged 8 SP:Iteration 11Q (441.150878 sec): 3 clusters Score: Raw -662456.694662 + Penalty 539.122635 = -661917.572027 nChanged 2 SP:Iteration 12Q (441.206448 sec): 3 clusters Score: Raw -662457.998620 + Penalty 539.122635 = -661918.875986 nChanged 2 SP:Iteration 13Q (441.230843 sec): 3 clusters Score: Raw -662459.703959 + Penalty 539.122635 = -661920.581324 nChanged 2 SP:Iteration 14Q (441.271883 sec): 3 clusters Score: Raw -662462.513831 + Penalty 539.122635 = -661923.391196 nChanged 4 SP:Iteration 15Q (441.327505 sec): 3 clusters Score: Raw -662464.907856 + Penalty 539.122635 = -661925.785221 nChanged 1 SP:Iteration 16Q (441.391060 sec): 3 clusters Score: Raw -662465.714442 + Penalty 539.122635 = -661926.591807 nChanged 1 SP:Iteration 17Q (441.444975 sec): 3 clusters Score: Raw -662467.233482 + Penalty 539.122635 = -661928.110847 nChanged 1 SP:Iteration 18Q (441.497513 sec): 3 clusters Score: Raw -662468.957897 + Penalty 539.122635 = -661929.835262 nChanged 0 SP:Iteration 19F (441.558330 sec): 3 clusters Score: Raw -662468.957897 + Penalty 539.122635 = -661929.835262 nChanged 0 Trying to split cluster 19 (398 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (441.571770 sec): 2 clusters Score: Raw -14759.686927 + Penalty 164.627430 = -14595.059496 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (441.616054 sec): 3 clusters Score: Raw -14584.581595 + Penalty 329.254860 = -14255.326734 nChanged 139 SP:Iteration 1F (441.663234 sec): 3 clusters Score: Raw -14685.348180 + Penalty 329.254860 = -14356.093320 nChanged 24 SP:Iteration 2F (441.692928 sec): 3 clusters Score: Raw -14701.197972 + Penalty 329.254860 = -14371.943111 nChanged 18 SP:Iteration 3Q (441.726092 sec): 3 clusters Score: Raw -14713.020431 + Penalty 329.254860 = -14383.765571 nChanged 11 SP:Iteration 4Q (441.769738 sec): 3 clusters Score: Raw -14718.949969 + Penalty 329.254860 = -14389.695109 nChanged 8 SP:Iteration 5Q (441.806514 sec): 3 clusters Score: Raw -14721.574628 + Penalty 329.254860 = -14392.319767 nChanged 2 SP:Iteration 6Q (441.834547 sec): 3 clusters Score: Raw -14722.276729 + Penalty 329.254860 = -14393.021869 nChanged 1 SP:Iteration 7Q (441.871738 sec): 3 clusters Score: Raw -14722.914745 + Penalty 329.254860 = -14393.659885 nChanged 2 SP:Iteration 8Q (441.905735 sec): 3 clusters Score: Raw -14723.674940 + Penalty 329.254860 = -14394.420080 nChanged 1 SP:Iteration 9Q (441.952900 sec): 3 clusters Score: Raw -14724.265987 + Penalty 329.254860 = -14395.011126 nChanged 1 SP:Iteration 10Q (441.989436 sec): 3 clusters Score: Raw -14724.602816 + Penalty 329.254860 = -14395.347955 nChanged 0 SP:Iteration 11F (442.033533 sec): 3 clusters Score: Raw -14724.602816 + Penalty 329.254860 = -14395.347955 nChanged 0 Trying to split cluster 20 (611 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (442.051999 sec): 2 clusters Score: Raw -20116.886122 + Penalty 176.415166 = -19940.470956 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (442.083748 sec): 3 clusters Score: Raw -19820.998907 + Penalty 352.830333 = -19468.168574 nChanged 240 SP:Iteration 1F (442.122022 sec): 3 clusters Score: Raw -20034.797826 + Penalty 352.830333 = -19681.967493 nChanged 57 SP:Iteration 2F (442.173160 sec): 3 clusters Score: Raw -20093.973584 + Penalty 352.830333 = -19741.143251 nChanged 37 SP:Iteration 3F (442.204805 sec): 3 clusters Score: Raw -20127.862883 + Penalty 352.830333 = -19775.032550 nChanged 24 SP:Iteration 4Q (442.254307 sec): 3 clusters Score: Raw -20147.075357 + Penalty 352.830333 = -19794.245024 nChanged 23 SP:Iteration 5Q (442.287317 sec): 3 clusters Score: Raw -20163.416121 + Penalty 352.830333 = -19810.585788 nChanged 14 SP:Iteration 6Q (442.333094 sec): 3 clusters Score: Raw -20172.956079 + Penalty 352.830333 = -19820.125747 nChanged 10 SP:Iteration 7Q (442.373326 sec): 3 clusters Score: Raw -20178.227637 + Penalty 352.830333 = -19825.397305 nChanged 7 SP:Iteration 8Q (442.416819 sec): 3 clusters Score: Raw -20180.508324 + Penalty 352.830333 = -19827.677991 nChanged 3 SP:Iteration 9Q (442.454076 sec): 3 clusters Score: Raw -20182.984936 + Penalty 352.830333 = -19830.154603 nChanged 2 SP:Iteration 10Q (442.480613 sec): 3 clusters Score: Raw -20183.953967 + Penalty 352.830333 = -19831.123634 nChanged 1 SP:Iteration 11Q (442.515252 sec): 3 clusters Score: Raw -20183.992197 + Penalty 352.830333 = -19831.161865 nChanged 1 SP:Iteration 12Q (442.550132 sec): 3 clusters Score: Raw -20184.137573 + Penalty 352.830333 = -19831.307240 nChanged 0 SP:Iteration 13F (442.596782 sec): 3 clusters Score: Raw -20184.137573 + Penalty 352.830333 = -19831.307240 nChanged 0 Trying to split cluster 21 (5085 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (442.619021 sec): 2 clusters Score: Raw -191904.711511 + Penalty 234.686383 = -191670.025127 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (442.657685 sec): 3 clusters Score: Raw -188754.593644 + Penalty 469.372767 = -188285.220877 nChanged 2336 SP:Iteration 1F (442.694786 sec): 3 clusters Score: Raw -190301.881026 + Penalty 469.372767 = -189832.508259 nChanged 393 SP:Iteration 2F (442.736545 sec): 3 clusters Score: Raw -190647.978689 + Penalty 469.372767 = -190178.605922 nChanged 333 SP:Iteration 3F (442.783230 sec): 3 clusters Score: Raw -190928.271885 + Penalty 469.372767 = -190458.899118 nChanged 271 SP:Iteration 4F (442.832159 sec): 3 clusters Score: Raw -191085.611815 + Penalty 469.372767 = -190616.239048 nChanged 181 SP:Iteration 5Q (442.884367 sec): 3 clusters Score: Raw -191147.971863 + Penalty 469.372767 = -190678.599097 nChanged 92 SP:Iteration 6Q (442.925994 sec): 3 clusters Score: Raw -191174.542937 + Penalty 469.372767 = -190705.170170 nChanged 68 SP:Iteration 7Q (442.960718 sec): 3 clusters Score: Raw -191196.983490 + Penalty 469.372767 = -190727.610723 nChanged 71 SP:Iteration 8Q (442.995643 sec): 3 clusters Score: Raw -191221.626811 + Penalty 469.372767 = -190752.254044 nChanged 68 SP:Iteration 9Q (443.038822 sec): 3 clusters Score: Raw -191240.353315 + Penalty 469.372767 = -190770.980548 nChanged 66 SP:Iteration 10Q (443.077158 sec): 3 clusters Score: Raw -191255.862972 + Penalty 469.372767 = -190786.490205 nChanged 69 SP:Iteration 11Q (443.115557 sec): 3 clusters Score: Raw -191275.002975 + Penalty 469.372767 = -190805.630208 nChanged 69 SP:Iteration 12Q (443.162601 sec): 3 clusters Score: Raw -191297.129582 + Penalty 469.372767 = -190827.756815 nChanged 73 SP:Iteration 13Q (443.199228 sec): 3 clusters Score: Raw -191317.852547 + Penalty 469.372767 = -190848.479780 nChanged 78 SP:Iteration 14Q (443.240451 sec): 3 clusters Score: Raw -191339.255093 + Penalty 469.372767 = -190869.882326 nChanged 68 SP:Iteration 15Q (443.275383 sec): 3 clusters Score: Raw -191355.603089 + Penalty 469.372767 = -190886.230322 nChanged 60 SP:Iteration 16Q (443.320105 sec): 3 clusters Score: Raw -191369.341781 + Penalty 469.372767 = -190899.969015 nChanged 58 SP:Iteration 17Q (443.363417 sec): 3 clusters Score: Raw -191384.181987 + Penalty 469.372767 = -190914.809220 nChanged 66 SP:Iteration 18Q (443.410116 sec): 3 clusters Score: Raw -191396.266806 + Penalty 469.372767 = -190926.894039 nChanged 41 SP:Iteration 19Q (443.456431 sec): 3 clusters Score: Raw -191402.506786 + Penalty 469.372767 = -190933.134019 nChanged 30 SP:Iteration 20F (443.504534 sec): 3 clusters Score: Raw -191406.091623 + Penalty 469.372767 = -190936.718856 nChanged 25 SP:Iteration 21Q (443.536128 sec): 3 clusters Score: Raw -191409.022181 + Penalty 469.372767 = -190939.649414 nChanged 22 SP:Iteration 22Q (443.546459 sec): 3 clusters Score: Raw -191411.918955 + Penalty 469.372767 = -190942.546188 nChanged 24 SP:Iteration 23Q (443.556727 sec): 3 clusters Score: Raw -191415.191188 + Penalty 469.372767 = -190945.818421 nChanged 22 SP:Iteration 24Q (443.566954 sec): 3 clusters Score: Raw -191417.525534 + Penalty 469.372767 = -190948.152767 nChanged 25 SP:Iteration 25Q (443.581623 sec): 3 clusters Score: Raw -191421.222040 + Penalty 469.372767 = -190951.849273 nChanged 22 SP:Iteration 26Q (443.591864 sec): 3 clusters Score: Raw -191424.034015 + Penalty 469.372767 = -190954.661248 nChanged 17 SP:Iteration 27Q (443.601564 sec): 3 clusters Score: Raw -191426.484948 + Penalty 469.372767 = -190957.112181 nChanged 24 SP:Iteration 28Q (443.615029 sec): 3 clusters Score: Raw -191429.016600 + Penalty 469.372767 = -190959.643833 nChanged 22 SP:Iteration 29Q (443.625276 sec): 3 clusters Score: Raw -191431.159220 + Penalty 469.372767 = -190961.786453 nChanged 21 SP:Iteration 30Q (443.635509 sec): 3 clusters Score: Raw -191433.979233 + Penalty 469.372767 = -190964.606466 nChanged 29 SP:Iteration 31Q (443.645737 sec): 3 clusters Score: Raw -191440.133608 + Penalty 469.372767 = -190970.760841 nChanged 39 SP:Iteration 32Q (443.655949 sec): 3 clusters Score: Raw -191448.507401 + Penalty 469.372767 = -190979.134634 nChanged 42 SP:Iteration 33Q (443.669056 sec): 3 clusters Score: Raw -191458.032595 + Penalty 469.372767 = -190988.659828 nChanged 46 SP:Iteration 34Q (443.682609 sec): 3 clusters Score: Raw -191470.075524 + Penalty 469.372767 = -191000.702757 nChanged 52 SP:Iteration 35Q (443.699853 sec): 3 clusters Score: Raw -191486.082626 + Penalty 469.372767 = -191016.709859 nChanged 62 SP:Iteration 36Q (443.721669 sec): 3 clusters Score: Raw -191503.106791 + Penalty 469.372767 = -191033.734024 nChanged 67 SP:Iteration 37Q (443.731899 sec): 3 clusters Score: Raw -191523.700773 + Penalty 469.372767 = -191054.328006 nChanged 62 SP:Iteration 38Q (443.742023 sec): 3 clusters Score: Raw -191547.451348 + Penalty 469.372767 = -191078.078581 nChanged 74 SP:Iteration 39Q (443.755218 sec): 3 clusters Score: Raw -191583.339872 + Penalty 469.372767 = -191113.967105 nChanged 74 SP:Iteration 40F (443.775708 sec): 3 clusters Score: Raw -191615.088133 + Penalty 469.372767 = -191145.715366 nChanged 70 SP:Iteration 41Q (443.790406 sec): 3 clusters Score: Raw -191643.230803 + Penalty 469.372767 = -191173.858036 nChanged 69 SP:Iteration 42Q (443.800624 sec): 3 clusters Score: Raw -191670.628209 + Penalty 469.372767 = -191201.255442 nChanged 65 SP:Iteration 43Q (443.810799 sec): 3 clusters Score: Raw -191697.278860 + Penalty 469.372767 = -191227.906093 nChanged 53 SP:Iteration 44Q (443.821008 sec): 3 clusters Score: Raw -191715.446865 + Penalty 469.372767 = -191246.074098 nChanged 40 SP:Iteration 45Q (443.831177 sec): 3 clusters Score: Raw -191729.368611 + Penalty 469.372767 = -191259.995844 nChanged 46 SP:Iteration 46Q (443.841277 sec): 3 clusters Score: Raw -191748.111423 + Penalty 469.372767 = -191278.738656 nChanged 45 SP:Iteration 47Q (443.852319 sec): 3 clusters Score: Raw -191764.626604 + Penalty 469.372767 = -191295.253837 nChanged 44 SP:Iteration 48Q (443.868151 sec): 3 clusters Score: Raw -191782.841226 + Penalty 469.372767 = -191313.468459 nChanged 45 SP:Iteration 49Q (443.878305 sec): 3 clusters Score: Raw -191799.791587 + Penalty 469.372767 = -191330.418820 nChanged 39 SP:Iteration 50Q (443.888433 sec): 3 clusters Score: Raw -191811.069508 + Penalty 469.372767 = -191341.696741 nChanged 28 SP:Iteration 51Q (443.898555 sec): 3 clusters Score: Raw -191818.988985 + Penalty 469.372767 = -191349.616218 nChanged 34 SP:Iteration 52Q (443.908645 sec): 3 clusters Score: Raw -191827.335668 + Penalty 469.372767 = -191357.962901 nChanged 28 SP:Iteration 53Q (443.918729 sec): 3 clusters Score: Raw -191835.378981 + Penalty 469.372767 = -191366.006214 nChanged 23 SP:Iteration 54Q (443.928811 sec): 3 clusters Score: Raw -191842.397940 + Penalty 469.372767 = -191373.025173 nChanged 26 SP:Iteration 55Q (443.938979 sec): 3 clusters Score: Raw -191849.958440 + Penalty 469.372767 = -191380.585674 nChanged 26 SP:Iteration 56Q (443.949036 sec): 3 clusters Score: Raw -191859.376897 + Penalty 469.372767 = -191390.004130 nChanged 31 SP:Iteration 57Q (443.959061 sec): 3 clusters Score: Raw -191872.136295 + Penalty 469.372767 = -191402.763528 nChanged 31 SP:Iteration 58Q (443.974846 sec): 3 clusters Score: Raw -191888.111046 + Penalty 469.372767 = -191418.738279 nChanged 26 SP:Iteration 59Q (443.984928 sec): 3 clusters Score: Raw -191898.458067 + Penalty 469.372767 = -191429.085300 nChanged 27 SP:Iteration 60F (443.995066 sec): 3 clusters Score: Raw -191912.015448 + Penalty 469.372767 = -191442.642681 nChanged 22 SP:Iteration 61Q (444.005043 sec): 3 clusters Score: Raw -191922.175120 + Penalty 469.372767 = -191452.802353 nChanged 19 SP:Iteration 62Q (444.015095 sec): 3 clusters Score: Raw -191929.818377 + Penalty 469.372767 = -191460.445610 nChanged 21 SP:Iteration 63Q (444.025094 sec): 3 clusters Score: Raw -191937.188535 + Penalty 469.372767 = -191467.815768 nChanged 18 SP:Iteration 64Q (444.035146 sec): 3 clusters Score: Raw -191945.263724 + Penalty 469.372767 = -191475.890957 nChanged 20 SP:Iteration 65Q (444.045114 sec): 3 clusters Score: Raw -191950.936364 + Penalty 469.372767 = -191481.563597 nChanged 14 SP:Iteration 66Q (444.055072 sec): 3 clusters Score: Raw -191955.447737 + Penalty 469.372767 = -191486.074970 nChanged 15 SP:Iteration 67Q (444.066992 sec): 3 clusters Score: Raw -191959.931744 + Penalty 469.372767 = -191490.558977 nChanged 10 SP:Iteration 68Q (444.077055 sec): 3 clusters Score: Raw -191962.663480 + Penalty 469.372767 = -191493.290713 nChanged 9 SP:Iteration 69Q (444.087068 sec): 3 clusters Score: Raw -191965.520987 + Penalty 469.372767 = -191496.148220 nChanged 6 SP:Iteration 70Q (444.096743 sec): 3 clusters Score: Raw -191966.543844 + Penalty 469.372767 = -191497.171077 nChanged 4 SP:Iteration 71Q (444.106765 sec): 3 clusters Score: Raw -191967.489680 + Penalty 469.372767 = -191498.116913 nChanged 4 SP:Iteration 72Q (444.120917 sec): 3 clusters Score: Raw -191969.806093 + Penalty 469.372767 = -191500.433326 nChanged 5 SP:Iteration 73Q (444.130947 sec): 3 clusters Score: Raw -191971.538678 + Penalty 469.372767 = -191502.165911 nChanged 4 SP:Iteration 74Q (444.140927 sec): 3 clusters Score: Raw -191972.782864 + Penalty 469.372767 = -191503.410097 nChanged 3 SP:Iteration 75Q (444.150911 sec): 3 clusters Score: Raw -191973.288296 + Penalty 469.372767 = -191503.915529 nChanged 1 SP:Iteration 76Q (444.160865 sec): 3 clusters Score: Raw -191973.361518 + Penalty 469.372767 = -191503.988751 nChanged 1 SP:Iteration 77Q (444.170779 sec): 3 clusters Score: Raw -191973.654698 + Penalty 469.372767 = -191504.281931 nChanged 2 SP:Iteration 78Q (444.180760 sec): 3 clusters Score: Raw -191974.004304 + Penalty 469.372767 = -191504.631537 nChanged 1 SP:Iteration 79Q (444.190763 sec): 3 clusters Score: Raw -191974.187222 + Penalty 469.372767 = -191504.814455 nChanged 1 SP:Iteration 80F (444.200898 sec): 3 clusters Score: Raw -191974.623981 + Penalty 469.372767 = -191505.251214 nChanged 2 SP:Iteration 81Q (444.237123 sec): 3 clusters Score: Raw -191974.990874 + Penalty 469.372767 = -191505.618107 nChanged 1 SP:Iteration 82Q (444.264132 sec): 3 clusters Score: Raw -191975.441685 + Penalty 469.372767 = -191506.068918 nChanged 1 SP:Iteration 83Q (444.274122 sec): 3 clusters Score: Raw -191975.605667 + Penalty 469.372767 = -191506.232900 nChanged 1 SP:Iteration 84Q (444.284122 sec): 3 clusters Score: Raw -191975.888627 + Penalty 469.372767 = -191506.515860 nChanged 0 SP:Iteration 85F (444.294251 sec): 3 clusters Score: Raw -191975.888627 + Penalty 469.372767 = -191506.515860 nChanged 0 Trying to split cluster 22 (4273 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (444.308013 sec): 2 clusters Score: Raw -150920.775907 + Penalty 229.901964 = -150690.873943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (444.318024 sec): 3 clusters Score: Raw -148264.652081 + Penalty 459.803929 = -147804.848152 nChanged 1973 SP:Iteration 1F (444.326848 sec): 3 clusters Score: Raw -149508.982562 + Penalty 459.803929 = -149049.178633 nChanged 277 SP:Iteration 2F (444.347688 sec): 3 clusters Score: Raw -149707.621358 + Penalty 459.803929 = -149247.817429 nChanged 294 SP:Iteration 3F (444.356512 sec): 3 clusters Score: Raw -149959.787118 + Penalty 459.803929 = -149499.983189 nChanged 284 SP:Iteration 4F (444.373285 sec): 3 clusters Score: Raw -150189.830730 + Penalty 459.803929 = -149730.026801 nChanged 244 SP:Iteration 5F (444.402558 sec): 3 clusters Score: Raw -150354.037571 + Penalty 459.803929 = -149894.233642 nChanged 171 SP:Iteration 6Q (444.416987 sec): 3 clusters Score: Raw -150426.835269 + Penalty 459.803929 = -149967.031340 nChanged 112 SP:Iteration 7Q (444.430647 sec): 3 clusters Score: Raw -150458.367283 + Penalty 459.803929 = -149998.563354 nChanged 73 SP:Iteration 8Q (444.439447 sec): 3 clusters Score: Raw -150474.468177 + Penalty 459.803929 = -150014.664248 nChanged 49 SP:Iteration 9Q (444.448240 sec): 3 clusters Score: Raw -150485.939681 + Penalty 459.803929 = -150026.135752 nChanged 39 SP:Iteration 10Q (444.457052 sec): 3 clusters Score: Raw -150495.982748 + Penalty 459.803929 = -150036.178819 nChanged 48 SP:Iteration 11Q (444.465849 sec): 3 clusters Score: Raw -150507.222561 + Penalty 459.803929 = -150047.418632 nChanged 48 SP:Iteration 12Q (444.474565 sec): 3 clusters Score: Raw -150518.588202 + Penalty 459.803929 = -150058.784273 nChanged 43 SP:Iteration 13Q (444.500472 sec): 3 clusters Score: Raw -150531.921820 + Penalty 459.803929 = -150072.117892 nChanged 54 SP:Iteration 14Q (444.513684 sec): 3 clusters Score: Raw -150545.638403 + Penalty 459.803929 = -150085.834474 nChanged 53 SP:Iteration 15Q (444.522513 sec): 3 clusters Score: Raw -150559.100659 + Penalty 459.803929 = -150099.296730 nChanged 61 SP:Iteration 16Q (444.531255 sec): 3 clusters Score: Raw -150574.716115 + Penalty 459.803929 = -150114.912186 nChanged 61 SP:Iteration 17Q (444.540015 sec): 3 clusters Score: Raw -150591.757045 + Penalty 459.803929 = -150131.953116 nChanged 56 SP:Iteration 18Q (444.560257 sec): 3 clusters Score: Raw -150608.143423 + Penalty 459.803929 = -150148.339494 nChanged 55 SP:Iteration 19Q (444.618151 sec): 3 clusters Score: Raw -150625.053006 + Penalty 459.803929 = -150165.249077 nChanged 54 SP:Iteration 20F (444.662119 sec): 3 clusters Score: Raw -150640.012005 + Penalty 459.803929 = -150180.208076 nChanged 59 SP:Iteration 21Q (444.711258 sec): 3 clusters Score: Raw -150662.276534 + Penalty 459.803929 = -150202.472605 nChanged 69 SP:Iteration 22Q (444.763737 sec): 3 clusters Score: Raw -150695.913411 + Penalty 459.803929 = -150236.109482 nChanged 77 SP:Iteration 23Q (444.805984 sec): 3 clusters Score: Raw -150747.536101 + Penalty 459.803929 = -150287.732172 nChanged 106 SP:Iteration 24Q (444.847220 sec): 3 clusters Score: Raw -150815.323774 + Penalty 459.803929 = -150355.519845 nChanged 96 SP:Iteration 25Q (444.891913 sec): 3 clusters Score: Raw -150877.200740 + Penalty 459.803929 = -150417.396811 nChanged 78 SP:Iteration 26Q (444.935354 sec): 3 clusters Score: Raw -150916.777939 + Penalty 459.803929 = -150456.974010 nChanged 64 SP:Iteration 27Q (444.984808 sec): 3 clusters Score: Raw -150940.361286 + Penalty 459.803929 = -150480.557357 nChanged 46 SP:Iteration 28Q (445.024879 sec): 3 clusters Score: Raw -150954.650446 + Penalty 459.803929 = -150494.846517 nChanged 41 SP:Iteration 29Q (445.062993 sec): 3 clusters Score: Raw -150966.747397 + Penalty 459.803929 = -150506.943468 nChanged 31 SP:Iteration 30Q (445.112617 sec): 3 clusters Score: Raw -150974.772990 + Penalty 459.803929 = -150514.969061 nChanged 34 SP:Iteration 31Q (445.149135 sec): 3 clusters Score: Raw -150982.899429 + Penalty 459.803929 = -150523.095500 nChanged 32 SP:Iteration 32Q (445.189306 sec): 3 clusters Score: Raw -150988.155483 + Penalty 459.803929 = -150528.351554 nChanged 29 SP:Iteration 33Q (445.224081 sec): 3 clusters Score: Raw -150992.785071 + Penalty 459.803929 = -150532.981142 nChanged 27 SP:Iteration 34Q (445.265381 sec): 3 clusters Score: Raw -150996.637797 + Penalty 459.803929 = -150536.833868 nChanged 19 SP:Iteration 35Q (445.304189 sec): 3 clusters Score: Raw -151001.619175 + Penalty 459.803929 = -150541.815246 nChanged 19 SP:Iteration 36Q (445.346446 sec): 3 clusters Score: Raw -151004.187488 + Penalty 459.803929 = -150544.383559 nChanged 16 SP:Iteration 37Q (445.376890 sec): 3 clusters Score: Raw -151007.573629 + Penalty 459.803929 = -150547.769700 nChanged 25 SP:Iteration 38Q (445.416879 sec): 3 clusters Score: Raw -151012.334334 + Penalty 459.803929 = -150552.530405 nChanged 17 SP:Iteration 39Q (445.451781 sec): 3 clusters Score: Raw -151015.760086 + Penalty 459.803929 = -150555.956157 nChanged 21 SP:Iteration 40F (445.500741 sec): 3 clusters Score: Raw -151020.202440 + Penalty 459.803929 = -150560.398511 nChanged 18 SP:Iteration 41Q (445.534295 sec): 3 clusters Score: Raw -151022.801194 + Penalty 459.803929 = -150562.997265 nChanged 12 SP:Iteration 42Q (445.576888 sec): 3 clusters Score: Raw -151024.149104 + Penalty 459.803929 = -150564.345175 nChanged 14 SP:Iteration 43Q (445.615556 sec): 3 clusters Score: Raw -151025.527991 + Penalty 459.803929 = -150565.724062 nChanged 9 SP:Iteration 44Q (445.668495 sec): 3 clusters Score: Raw -151026.246571 + Penalty 459.803929 = -150566.442642 nChanged 5 SP:Iteration 45Q (445.700132 sec): 3 clusters Score: Raw -151026.455611 + Penalty 459.803929 = -150566.651682 nChanged 4 SP:Iteration 46Q (445.741323 sec): 3 clusters Score: Raw -151026.964996 + Penalty 459.803929 = -150567.161067 nChanged 9 SP:Iteration 47Q (445.777952 sec): 3 clusters Score: Raw -151027.575061 + Penalty 459.803929 = -150567.771133 nChanged 4 SP:Iteration 48Q (445.813697 sec): 3 clusters Score: Raw -151027.885566 + Penalty 459.803929 = -150568.081637 nChanged 5 SP:Iteration 49Q (445.859242 sec): 3 clusters Score: Raw -151028.275120 + Penalty 459.803929 = -150568.471191 nChanged 1 SP:Iteration 50Q (445.892433 sec): 3 clusters Score: Raw -151028.311915 + Penalty 459.803929 = -150568.507986 nChanged 2 SP:Iteration 51Q (445.937824 sec): 3 clusters Score: Raw -151028.400421 + Penalty 459.803929 = -150568.596492 nChanged 5 SP:Iteration 52Q (445.990525 sec): 3 clusters Score: Raw -151028.678575 + Penalty 459.803929 = -150568.874646 nChanged 5 SP:Iteration 53Q (446.029577 sec): 3 clusters Score: Raw -151029.026142 + Penalty 459.803929 = -150569.222213 nChanged 4 SP:Iteration 54Q (446.066680 sec): 3 clusters Score: Raw -151029.337863 + Penalty 459.803929 = -150569.533934 nChanged 4 SP:Iteration 55Q (446.107853 sec): 3 clusters Score: Raw -151029.548898 + Penalty 459.803929 = -150569.744969 nChanged 2 SP:Iteration 56Q (446.144540 sec): 3 clusters Score: Raw -151029.679312 + Penalty 459.803929 = -150569.875383 nChanged 1 SP:Iteration 57Q (446.178188 sec): 3 clusters Score: Raw -151029.736461 + Penalty 459.803929 = -150569.932532 nChanged 1 SP:Iteration 58Q (446.218155 sec): 3 clusters Score: Raw -151029.787257 + Penalty 459.803929 = -150569.983328 nChanged 0 SP:Iteration 59F (446.254189 sec): 3 clusters Score: Raw -151029.787257 + Penalty 459.803929 = -150569.983328 nChanged 0 Trying to split cluster 23 (1080 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (446.285572 sec): 2 clusters Score: Raw -32793.778079 + Penalty 192.079699 = -32601.698381 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (446.318335 sec): 3 clusters Score: Raw -32196.342511 + Penalty 384.159398 = -31812.183113 nChanged 459 SP:Iteration 1F (446.362107 sec): 3 clusters Score: Raw -32483.787703 + Penalty 384.159398 = -32099.628305 nChanged 77 SP:Iteration 2F (446.395816 sec): 3 clusters Score: Raw -32537.495907 + Penalty 384.159398 = -32153.336510 nChanged 65 SP:Iteration 3F (446.432757 sec): 3 clusters Score: Raw -32580.384692 + Penalty 384.159398 = -32196.225294 nChanged 53 SP:Iteration 4Q (446.466025 sec): 3 clusters Score: Raw -32620.409802 + Penalty 384.159398 = -32236.250404 nChanged 52 SP:Iteration 5Q (446.500260 sec): 3 clusters Score: Raw -32658.952819 + Penalty 384.159398 = -32274.793421 nChanged 42 SP:Iteration 6Q (446.535490 sec): 3 clusters Score: Raw -32693.338902 + Penalty 384.159398 = -32309.179504 nChanged 39 SP:Iteration 7Q (446.566180 sec): 3 clusters Score: Raw -32715.366672 + Penalty 384.159398 = -32331.207274 nChanged 25 SP:Iteration 8Q (446.607622 sec): 3 clusters Score: Raw -32729.824294 + Penalty 384.159398 = -32345.664896 nChanged 22 SP:Iteration 9Q (446.644175 sec): 3 clusters Score: Raw -32741.439694 + Penalty 384.159398 = -32357.280297 nChanged 13 SP:Iteration 10Q (446.692035 sec): 3 clusters Score: Raw -32748.940711 + Penalty 384.159398 = -32364.781314 nChanged 13 SP:Iteration 11Q (446.727463 sec): 3 clusters Score: Raw -32752.124358 + Penalty 384.159398 = -32367.964961 nChanged 5 SP:Iteration 12Q (446.758296 sec): 3 clusters Score: Raw -32754.059680 + Penalty 384.159398 = -32369.900283 nChanged 5 SP:Iteration 13Q (446.804961 sec): 3 clusters Score: Raw -32755.219910 + Penalty 384.159398 = -32371.060512 nChanged 2 SP:Iteration 14Q (446.829471 sec): 3 clusters Score: Raw -32755.654795 + Penalty 384.159398 = -32371.495397 nChanged 1 SP:Iteration 15Q (446.861892 sec): 3 clusters Score: Raw -32755.829232 + Penalty 384.159398 = -32371.669835 nChanged 1 SP:Iteration 16Q (446.894639 sec): 3 clusters Score: Raw -32756.234217 + Penalty 384.159398 = -32372.074819 nChanged 2 SP:Iteration 17Q (446.934102 sec): 3 clusters Score: Raw -32756.565988 + Penalty 384.159398 = -32372.406591 nChanged 3 SP:Iteration 18Q (446.958801 sec): 3 clusters Score: Raw -32757.441182 + Penalty 384.159398 = -32373.281785 nChanged 3 SP:Iteration 19Q (446.984778 sec): 3 clusters Score: Raw -32758.106239 + Penalty 384.159398 = -32373.946841 nChanged 5 SP:Iteration 20F (447.019552 sec): 3 clusters Score: Raw -32759.116117 + Penalty 384.159398 = -32374.956720 nChanged 2 SP:Iteration 21Q (447.049106 sec): 3 clusters Score: Raw -32759.684206 + Penalty 384.159398 = -32375.524809 nChanged 4 SP:Iteration 22Q (447.093449 sec): 3 clusters Score: Raw -32760.705750 + Penalty 384.159398 = -32376.546352 nChanged 1 SP:Iteration 23Q (447.130498 sec): 3 clusters Score: Raw -32760.906620 + Penalty 384.159398 = -32376.747222 nChanged 1 SP:Iteration 24Q (447.164945 sec): 3 clusters Score: Raw -32761.252822 + Penalty 384.159398 = -32377.093424 nChanged 2 SP:Iteration 25Q (447.212516 sec): 3 clusters Score: Raw -32762.113060 + Penalty 384.159398 = -32377.953662 nChanged 3 SP:Iteration 26Q (447.247939 sec): 3 clusters Score: Raw -32763.255390 + Penalty 384.159398 = -32379.095992 nChanged 4 SP:Iteration 27Q (447.272568 sec): 3 clusters Score: Raw -32764.333625 + Penalty 384.159398 = -32380.174228 nChanged 3 SP:Iteration 28Q (447.307248 sec): 3 clusters Score: Raw -32764.787249 + Penalty 384.159398 = -32380.627851 nChanged 1 SP:Iteration 29Q (447.355489 sec): 3 clusters Score: Raw -32764.826830 + Penalty 384.159398 = -32380.667433 nChanged 1 SP:Iteration 30Q (447.396342 sec): 3 clusters Score: Raw -32765.987077 + Penalty 384.159398 = -32381.827680 nChanged 3 SP:Iteration 31Q (447.425786 sec): 3 clusters Score: Raw -32766.720145 + Penalty 384.159398 = -32382.560748 nChanged 1 SP:Iteration 32Q (447.468341 sec): 3 clusters Score: Raw -32766.874655 + Penalty 384.159398 = -32382.715257 nChanged 0 SP:Iteration 33F (447.505713 sec): 3 clusters Score: Raw -32766.874655 + Penalty 384.159398 = -32382.715257 nChanged 0 Trying to split cluster 24 (1026 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (447.526781 sec): 2 clusters Score: Raw -36915.489113 + Penalty 190.669133 = -36724.819980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (447.556159 sec): 3 clusters Score: Raw -36379.575091 + Penalty 381.338266 = -35998.236825 nChanged 420 SP:Iteration 1F (447.594260 sec): 3 clusters Score: Raw -36634.883412 + Penalty 381.338266 = -36253.545146 nChanged 75 SP:Iteration 2F (447.631197 sec): 3 clusters Score: Raw -36682.083732 + Penalty 381.338266 = -36300.745466 nChanged 62 SP:Iteration 3F (447.664512 sec): 3 clusters Score: Raw -36719.093702 + Penalty 381.338266 = -36337.755435 nChanged 52 SP:Iteration 4F (447.706725 sec): 3 clusters Score: Raw -36754.350339 + Penalty 381.338266 = -36373.012073 nChanged 56 SP:Iteration 5F (447.739481 sec): 3 clusters Score: Raw -36785.535403 + Penalty 381.338266 = -36404.197137 nChanged 48 SP:Iteration 6Q (447.784363 sec): 3 clusters Score: Raw -36817.370993 + Penalty 381.338266 = -36436.032726 nChanged 31 SP:Iteration 7Q (447.814952 sec): 3 clusters Score: Raw -36839.567128 + Penalty 381.338266 = -36458.228862 nChanged 34 SP:Iteration 8Q (447.846810 sec): 3 clusters Score: Raw -36867.367268 + Penalty 381.338266 = -36486.029002 nChanged 25 SP:Iteration 9Q (447.878795 sec): 3 clusters Score: Raw -36888.536170 + Penalty 381.338266 = -36507.197903 nChanged 19 SP:Iteration 10Q (447.910530 sec): 3 clusters Score: Raw -36897.214435 + Penalty 381.338266 = -36515.876168 nChanged 15 SP:Iteration 11Q (447.946718 sec): 3 clusters Score: Raw -36905.058069 + Penalty 381.338266 = -36523.719802 nChanged 8 SP:Iteration 12Q (447.979774 sec): 3 clusters Score: Raw -36909.389912 + Penalty 381.338266 = -36528.051646 nChanged 8 SP:Iteration 13Q (448.015568 sec): 3 clusters Score: Raw -36913.304466 + Penalty 381.338266 = -36531.966200 nChanged 8 SP:Iteration 14Q (448.055974 sec): 3 clusters Score: Raw -36918.892062 + Penalty 381.338266 = -36537.553796 nChanged 7 SP:Iteration 15Q (448.092152 sec): 3 clusters Score: Raw -36925.019514 + Penalty 381.338266 = -36543.681247 nChanged 12 SP:Iteration 16Q (448.129662 sec): 3 clusters Score: Raw -36931.534993 + Penalty 381.338266 = -36550.196727 nChanged 6 SP:Iteration 17Q (448.165727 sec): 3 clusters Score: Raw -36936.192395 + Penalty 381.338266 = -36554.854128 nChanged 3 SP:Iteration 18Q (448.216777 sec): 3 clusters Score: Raw -36938.422941 + Penalty 381.338266 = -36557.084674 nChanged 6 SP:Iteration 19Q (448.263139 sec): 3 clusters Score: Raw -36942.630246 + Penalty 381.338266 = -36561.291979 nChanged 6 SP:Iteration 20F (448.306166 sec): 3 clusters Score: Raw -36948.544136 + Penalty 381.338266 = -36567.205869 nChanged 8 SP:Iteration 21Q (448.345168 sec): 3 clusters Score: Raw -36956.382796 + Penalty 381.338266 = -36575.044530 nChanged 4 SP:Iteration 22Q (448.379415 sec): 3 clusters Score: Raw -36958.881980 + Penalty 381.338266 = -36577.543714 nChanged 2 SP:Iteration 23Q (448.415359 sec): 3 clusters Score: Raw -36960.584101 + Penalty 381.338266 = -36579.245834 nChanged 3 SP:Iteration 24Q (448.454853 sec): 3 clusters Score: Raw -36962.228783 + Penalty 381.338266 = -36580.890517 nChanged 2 SP:Iteration 25Q (448.488823 sec): 3 clusters Score: Raw -36963.883731 + Penalty 381.338266 = -36582.545465 nChanged 3 SP:Iteration 26Q (448.537521 sec): 3 clusters Score: Raw -36964.996573 + Penalty 381.338266 = -36583.658307 nChanged 1 SP:Iteration 27Q (448.581829 sec): 3 clusters Score: Raw -36965.297049 + Penalty 381.338266 = -36583.958783 nChanged 0 SP:Iteration 28F (448.622929 sec): 3 clusters Score: Raw -36965.297049 + Penalty 381.338266 = -36583.958783 nChanged 0 Trying to split cluster 25 (1283 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (448.639316 sec): 2 clusters Score: Raw -43558.521995 + Penalty 196.816300 = -43361.705695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (448.685592 sec): 3 clusters Score: Raw -42845.932262 + Penalty 393.632600 = -42452.299661 nChanged 567 SP:Iteration 1F (448.715757 sec): 3 clusters Score: Raw -43209.409037 + Penalty 393.632600 = -42815.776437 nChanged 114 SP:Iteration 2F (448.755993 sec): 3 clusters Score: Raw -43314.823477 + Penalty 393.632600 = -42921.190877 nChanged 98 SP:Iteration 3F (448.804901 sec): 3 clusters Score: Raw -43393.637723 + Penalty 393.632600 = -43000.005123 nChanged 61 SP:Iteration 4Q (448.846810 sec): 3 clusters Score: Raw -43424.772980 + Penalty 393.632600 = -43031.140380 nChanged 29 SP:Iteration 5Q (448.875813 sec): 3 clusters Score: Raw -43442.552634 + Penalty 393.632600 = -43048.920033 nChanged 31 SP:Iteration 6Q (448.908424 sec): 3 clusters Score: Raw -43462.525116 + Penalty 393.632600 = -43068.892516 nChanged 26 SP:Iteration 7Q (448.946510 sec): 3 clusters Score: Raw -43473.589208 + Penalty 393.632600 = -43079.956608 nChanged 21 SP:Iteration 8Q (448.988618 sec): 3 clusters Score: Raw -43483.844677 + Penalty 393.632600 = -43090.212077 nChanged 18 SP:Iteration 9Q (449.035085 sec): 3 clusters Score: Raw -43493.122119 + Penalty 393.632600 = -43099.489519 nChanged 17 SP:Iteration 10Q (449.078795 sec): 3 clusters Score: Raw -43504.362094 + Penalty 393.632600 = -43110.729494 nChanged 21 SP:Iteration 11Q (449.106427 sec): 3 clusters Score: Raw -43515.262496 + Penalty 393.632600 = -43121.629896 nChanged 17 SP:Iteration 12Q (449.135004 sec): 3 clusters Score: Raw -43525.340245 + Penalty 393.632600 = -43131.707645 nChanged 11 SP:Iteration 13Q (449.176883 sec): 3 clusters Score: Raw -43530.128879 + Penalty 393.632600 = -43136.496279 nChanged 9 SP:Iteration 14Q (449.212850 sec): 3 clusters Score: Raw -43532.393188 + Penalty 393.632600 = -43138.760588 nChanged 5 SP:Iteration 15Q (449.252251 sec): 3 clusters Score: Raw -43534.372551 + Penalty 393.632600 = -43140.739951 nChanged 6 SP:Iteration 16Q (449.295349 sec): 3 clusters Score: Raw -43535.958580 + Penalty 393.632600 = -43142.325980 nChanged 8 SP:Iteration 17Q (449.336825 sec): 3 clusters Score: Raw -43537.511902 + Penalty 393.632600 = -43143.879302 nChanged 8 SP:Iteration 18Q (449.382026 sec): 3 clusters Score: Raw -43540.260137 + Penalty 393.632600 = -43146.627537 nChanged 9 SP:Iteration 19Q (449.417411 sec): 3 clusters Score: Raw -43542.240592 + Penalty 393.632600 = -43148.607992 nChanged 11 SP:Iteration 20F (449.451345 sec): 3 clusters Score: Raw -43544.723438 + Penalty 393.632600 = -43151.090838 nChanged 11 SP:Iteration 21Q (449.485804 sec): 3 clusters Score: Raw -43547.446997 + Penalty 393.632600 = -43153.814397 nChanged 10 SP:Iteration 22Q (449.519028 sec): 3 clusters Score: Raw -43550.700887 + Penalty 393.632600 = -43157.068287 nChanged 7 SP:Iteration 23Q (449.552234 sec): 3 clusters Score: Raw -43553.129169 + Penalty 393.632600 = -43159.496569 nChanged 5 SP:Iteration 24Q (449.578630 sec): 3 clusters Score: Raw -43554.893246 + Penalty 393.632600 = -43161.260646 nChanged 5 SP:Iteration 25Q (449.620739 sec): 3 clusters Score: Raw -43557.908623 + Penalty 393.632600 = -43164.276023 nChanged 6 SP:Iteration 26Q (449.662417 sec): 3 clusters Score: Raw -43560.980489 + Penalty 393.632600 = -43167.347889 nChanged 9 SP:Iteration 27Q (449.703669 sec): 3 clusters Score: Raw -43563.732400 + Penalty 393.632600 = -43170.099800 nChanged 6 SP:Iteration 28Q (449.746900 sec): 3 clusters Score: Raw -43566.019891 + Penalty 393.632600 = -43172.387291 nChanged 6 SP:Iteration 29Q (449.794127 sec): 3 clusters Score: Raw -43569.517423 + Penalty 393.632600 = -43175.884823 nChanged 10 SP:Iteration 30Q (449.835561 sec): 3 clusters Score: Raw -43575.873624 + Penalty 393.632600 = -43182.241023 nChanged 8 SP:Iteration 31Q (449.868033 sec): 3 clusters Score: Raw -43579.284348 + Penalty 393.632600 = -43185.651748 nChanged 5 SP:Iteration 32Q (449.904419 sec): 3 clusters Score: Raw -43580.117248 + Penalty 393.632600 = -43186.484648 nChanged 1 SP:Iteration 33Q (449.940714 sec): 3 clusters Score: Raw -43580.690301 + Penalty 393.632600 = -43187.057701 nChanged 0 SP:Iteration 34F (449.988914 sec): 3 clusters Score: Raw -43580.690301 + Penalty 393.632600 = -43187.057701 nChanged 0 Trying to split cluster 26 (1422 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (450.001050 sec): 2 clusters Score: Raw -50373.449763 + Penalty 199.645039 = -50173.804724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (450.038381 sec): 3 clusters Score: Raw -49603.789921 + Penalty 399.290079 = -49204.499843 nChanged 594 SP:Iteration 1F (450.076018 sec): 3 clusters Score: Raw -50047.744165 + Penalty 399.290079 = -49648.454086 nChanged 127 SP:Iteration 2F (450.104686 sec): 3 clusters Score: Raw -50137.982792 + Penalty 399.290079 = -49738.692713 nChanged 88 SP:Iteration 3F (450.150587 sec): 3 clusters Score: Raw -50197.338950 + Penalty 399.290079 = -49798.048872 nChanged 72 SP:Iteration 4F (450.185648 sec): 3 clusters Score: Raw -50236.198445 + Penalty 399.290079 = -49836.908366 nChanged 59 SP:Iteration 5Q (450.222305 sec): 3 clusters Score: Raw -50263.704102 + Penalty 399.290079 = -49864.414023 nChanged 36 SP:Iteration 6Q (450.263472 sec): 3 clusters Score: Raw -50274.751654 + Penalty 399.290079 = -49875.461575 nChanged 21 SP:Iteration 7Q (450.294998 sec): 3 clusters Score: Raw -50280.464094 + Penalty 399.290079 = -49881.174015 nChanged 19 SP:Iteration 8Q (450.334506 sec): 3 clusters Score: Raw -50284.704422 + Penalty 399.290079 = -49885.414343 nChanged 22 SP:Iteration 9Q (450.371285 sec): 3 clusters Score: Raw -50290.297568 + Penalty 399.290079 = -49891.007490 nChanged 16 SP:Iteration 10Q (450.404166 sec): 3 clusters Score: Raw -50294.666282 + Penalty 399.290079 = -49895.376204 nChanged 20 SP:Iteration 11Q (450.438685 sec): 3 clusters Score: Raw -50299.958422 + Penalty 399.290079 = -49900.668343 nChanged 16 SP:Iteration 12Q (450.473252 sec): 3 clusters Score: Raw -50303.334959 + Penalty 399.290079 = -49904.044881 nChanged 14 SP:Iteration 13Q (450.509848 sec): 3 clusters Score: Raw -50307.907137 + Penalty 399.290079 = -49908.617058 nChanged 18 SP:Iteration 14Q (450.543006 sec): 3 clusters Score: Raw -50317.992948 + Penalty 399.290079 = -49918.702869 nChanged 18 SP:Iteration 15Q (450.585078 sec): 3 clusters Score: Raw -50325.261347 + Penalty 399.290079 = -49925.971268 nChanged 15 SP:Iteration 16Q (450.630531 sec): 3 clusters Score: Raw -50330.027069 + Penalty 399.290079 = -49930.736990 nChanged 18 SP:Iteration 17Q (450.668494 sec): 3 clusters Score: Raw -50336.803263 + Penalty 399.290079 = -49937.513185 nChanged 19 SP:Iteration 18Q (450.699355 sec): 3 clusters Score: Raw -50344.927734 + Penalty 399.290079 = -49945.637655 nChanged 19 SP:Iteration 19Q (450.743730 sec): 3 clusters Score: Raw -50351.413049 + Penalty 399.290079 = -49952.122970 nChanged 23 SP:Iteration 20F (450.773556 sec): 3 clusters Score: Raw -50360.053070 + Penalty 399.290079 = -49960.762991 nChanged 18 SP:Iteration 21Q (450.808161 sec): 3 clusters Score: Raw -50367.055317 + Penalty 399.290079 = -49967.765239 nChanged 19 SP:Iteration 22Q (450.840094 sec): 3 clusters Score: Raw -50373.541305 + Penalty 399.290079 = -49974.251227 nChanged 21 SP:Iteration 23Q (450.871223 sec): 3 clusters Score: Raw -50380.951591 + Penalty 399.290079 = -49981.661513 nChanged 17 SP:Iteration 24Q (450.908988 sec): 3 clusters Score: Raw -50391.170050 + Penalty 399.290079 = -49991.879971 nChanged 15 SP:Iteration 25Q (450.955392 sec): 3 clusters Score: Raw -50399.599440 + Penalty 399.290079 = -50000.309362 nChanged 10 SP:Iteration 26Q (450.995278 sec): 3 clusters Score: Raw -50403.963613 + Penalty 399.290079 = -50004.673535 nChanged 10 SP:Iteration 27Q (451.041260 sec): 3 clusters Score: Raw -50411.702824 + Penalty 399.290079 = -50012.412745 nChanged 12 SP:Iteration 28Q (451.077349 sec): 3 clusters Score: Raw -50420.716478 + Penalty 399.290079 = -50021.426399 nChanged 15 SP:Iteration 29Q (451.111574 sec): 3 clusters Score: Raw -50430.837395 + Penalty 399.290079 = -50031.547316 nChanged 15 SP:Iteration 30Q (451.141699 sec): 3 clusters Score: Raw -50444.054513 + Penalty 399.290079 = -50044.764435 nChanged 10 SP:Iteration 31Q (451.172213 sec): 3 clusters Score: Raw -50451.039758 + Penalty 399.290079 = -50051.749679 nChanged 7 SP:Iteration 32Q (451.201800 sec): 3 clusters Score: Raw -50457.733812 + Penalty 399.290079 = -50058.443734 nChanged 12 SP:Iteration 33Q (451.232220 sec): 3 clusters Score: Raw -50464.345743 + Penalty 399.290079 = -50065.055665 nChanged 7 SP:Iteration 34Q (451.262845 sec): 3 clusters Score: Raw -50467.077921 + Penalty 399.290079 = -50067.787843 nChanged 4 SP:Iteration 35Q (451.296254 sec): 3 clusters Score: Raw -50469.461789 + Penalty 399.290079 = -50070.171710 nChanged 3 SP:Iteration 36Q (451.326627 sec): 3 clusters Score: Raw -50474.289372 + Penalty 399.290079 = -50074.999294 nChanged 9 SP:Iteration 37Q (451.357010 sec): 3 clusters Score: Raw -50483.735712 + Penalty 399.290079 = -50084.445634 nChanged 10 SP:Iteration 38Q (451.398094 sec): 3 clusters Score: Raw -50493.735055 + Penalty 399.290079 = -50094.444977 nChanged 12 SP:Iteration 39Q (451.428376 sec): 3 clusters Score: Raw -50507.685707 + Penalty 399.290079 = -50108.395629 nChanged 9 SP:Iteration 40F (451.472352 sec): 3 clusters Score: Raw -50520.533938 + Penalty 399.290079 = -50121.243859 nChanged 9 SP:Iteration 41Q (451.508596 sec): 3 clusters Score: Raw -50536.710166 + Penalty 399.290079 = -50137.420087 nChanged 6 SP:Iteration 42Q (451.549209 sec): 3 clusters Score: Raw -50543.071834 + Penalty 399.290079 = -50143.781755 nChanged 4 SP:Iteration 43Q (451.584123 sec): 3 clusters Score: Raw -50544.123155 + Penalty 399.290079 = -50144.833076 nChanged 0 SP:Iteration 44F (451.619390 sec): 3 clusters Score: Raw -50544.123155 + Penalty 399.290079 = -50144.833076 nChanged 0 Trying to split cluster 27 (7033 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (451.642737 sec): 2 clusters Score: Raw -260387.232093 + Penalty 243.605137 = -260143.626956 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (451.677922 sec): 3 clusters Score: Raw -256080.685700 + Penalty 487.210275 = -255593.475425 nChanged 3224 SP:Iteration 1F (451.730431 sec): 3 clusters Score: Raw -257991.968371 + Penalty 487.210275 = -257504.758096 nChanged 465 SP:Iteration 2F (451.789105 sec): 3 clusters Score: Raw -258263.576255 + Penalty 487.210275 = -257776.365980 nChanged 567 SP:Iteration 3F (451.839713 sec): 3 clusters Score: Raw -258699.208209 + Penalty 487.210275 = -258211.997934 nChanged 630 SP:Iteration 4F (451.892309 sec): 3 clusters Score: Raw -259286.622731 + Penalty 487.210275 = -258799.412456 nChanged 553 SP:Iteration 5F (451.928740 sec): 3 clusters Score: Raw -259831.878914 + Penalty 487.210275 = -259344.668639 nChanged 374 SP:Iteration 6F (451.972044 sec): 3 clusters Score: Raw -260252.482221 + Penalty 487.210275 = -259765.271946 nChanged 209 SP:Iteration 7Q (452.017450 sec): 3 clusters Score: Raw -260458.943106 + Penalty 487.210275 = -259971.732831 nChanged 102 SP:Iteration 8Q (452.066319 sec): 3 clusters Score: Raw -260531.621469 + Penalty 487.210275 = -260044.411194 nChanged 76 SP:Iteration 9Q (452.112430 sec): 3 clusters Score: Raw -260573.793032 + Penalty 487.210275 = -260086.582757 nChanged 55 SP:Iteration 10Q (452.154416 sec): 3 clusters Score: Raw -260594.394955 + Penalty 487.210275 = -260107.184680 nChanged 35 SP:Iteration 11Q (452.194863 sec): 3 clusters Score: Raw -260602.485788 + Penalty 487.210275 = -260115.275513 nChanged 21 SP:Iteration 12Q (452.232489 sec): 3 clusters Score: Raw -260607.998079 + Penalty 487.210275 = -260120.787804 nChanged 16 SP:Iteration 13Q (452.276117 sec): 3 clusters Score: Raw -260609.824774 + Penalty 487.210275 = -260122.614499 nChanged 10 SP:Iteration 14Q (452.312223 sec): 3 clusters Score: Raw -260610.987428 + Penalty 487.210275 = -260123.777153 nChanged 4 SP:Iteration 15Q (452.351349 sec): 3 clusters Score: Raw -260611.251700 + Penalty 487.210275 = -260124.041425 nChanged 3 SP:Iteration 16Q (452.385438 sec): 3 clusters Score: Raw -260611.328018 + Penalty 487.210275 = -260124.117743 nChanged 1 SP:Iteration 17Q (452.425366 sec): 3 clusters Score: Raw -260611.429249 + Penalty 487.210275 = -260124.218974 nChanged 1 SP:Iteration 18Q (452.460945 sec): 3 clusters Score: Raw -260611.517331 + Penalty 487.210275 = -260124.307056 nChanged 0 SP:Iteration 19F (452.497924 sec): 3 clusters Score: Raw -260611.517331 + Penalty 487.210275 = -260124.307056 nChanged 0 Trying to split cluster 28 (3320 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (452.513699 sec): 2 clusters Score: Raw -124355.802884 + Penalty 222.962302 = -124132.840582 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (452.564261 sec): 3 clusters Score: Raw -122399.378302 + Penalty 445.924603 = -121953.453698 nChanged 1436 SP:Iteration 1F (452.602976 sec): 3 clusters Score: Raw -123255.058252 + Penalty 445.924603 = -122809.133649 nChanged 268 SP:Iteration 2F (452.636826 sec): 3 clusters Score: Raw -123426.853951 + Penalty 445.924603 = -122980.929347 nChanged 265 SP:Iteration 3F (452.671582 sec): 3 clusters Score: Raw -123655.981421 + Penalty 445.924603 = -123210.056818 nChanged 254 SP:Iteration 4F (452.678588 sec): 3 clusters Score: Raw -123880.601086 + Penalty 445.924603 = -123434.676483 nChanged 189 SP:Iteration 5F (452.685496 sec): 3 clusters Score: Raw -124072.554941 + Penalty 445.924603 = -123626.630338 nChanged 138 SP:Iteration 6Q (452.692657 sec): 3 clusters Score: Raw -124187.738559 + Penalty 445.924603 = -123741.813956 nChanged 85 SP:Iteration 7Q (452.699545 sec): 3 clusters Score: Raw -124231.725940 + Penalty 445.924603 = -123785.801337 nChanged 40 SP:Iteration 8Q (452.706347 sec): 3 clusters Score: Raw -124248.143156 + Penalty 445.924603 = -123802.218553 nChanged 33 SP:Iteration 9Q (452.713152 sec): 3 clusters Score: Raw -124256.730005 + Penalty 445.924603 = -123810.805401 nChanged 28 SP:Iteration 10Q (452.745502 sec): 3 clusters Score: Raw -124266.976175 + Penalty 445.924603 = -123821.051572 nChanged 27 SP:Iteration 11Q (452.752386 sec): 3 clusters Score: Raw -124274.205540 + Penalty 445.924603 = -123828.280936 nChanged 20 SP:Iteration 12Q (452.775207 sec): 3 clusters Score: Raw -124278.557609 + Penalty 445.924603 = -123832.633005 nChanged 11 SP:Iteration 13Q (452.782116 sec): 3 clusters Score: Raw -124280.298566 + Penalty 445.924603 = -123834.373963 nChanged 5 SP:Iteration 14Q (452.788944 sec): 3 clusters Score: Raw -124280.865277 + Penalty 445.924603 = -123834.940673 nChanged 4 SP:Iteration 15Q (452.795799 sec): 3 clusters Score: Raw -124281.266974 + Penalty 445.924603 = -123835.342371 nChanged 4 SP:Iteration 16Q (452.802568 sec): 3 clusters Score: Raw -124281.878791 + Penalty 445.924603 = -123835.954187 nChanged 5 SP:Iteration 17Q (452.809357 sec): 3 clusters Score: Raw -124282.764959 + Penalty 445.924603 = -123836.840355 nChanged 4 SP:Iteration 18Q (452.816106 sec): 3 clusters Score: Raw -124283.360110 + Penalty 445.924603 = -123837.435507 nChanged 5 SP:Iteration 19Q (452.853823 sec): 3 clusters Score: Raw -124284.091271 + Penalty 445.924603 = -123838.166668 nChanged 2 SP:Iteration 20F (452.902634 sec): 3 clusters Score: Raw -124284.521039 + Penalty 445.924603 = -123838.596436 nChanged 1 SP:Iteration 21Q (452.943594 sec): 3 clusters Score: Raw -124284.599749 + Penalty 445.924603 = -123838.675146 nChanged 1 SP:Iteration 22Q (452.977383 sec): 3 clusters Score: Raw -124284.641182 + Penalty 445.924603 = -123838.716579 nChanged 1 SP:Iteration 23Q (453.007455 sec): 3 clusters Score: Raw -124284.653289 + Penalty 445.924603 = -123838.728685 nChanged 0 SP:Iteration 24F (453.057995 sec): 3 clusters Score: Raw -124284.653289 + Penalty 445.924603 = -123838.728685 nChanged 0 Trying to split cluster 29 (4051 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (453.078859 sec): 2 clusters Score: Raw -155399.470684 + Penalty 228.434774 = -155171.035910 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (453.114479 sec): 3 clusters Score: Raw -152907.562712 + Penalty 456.869547 = -152450.693164 nChanged 1866 SP:Iteration 1F (453.159503 sec): 3 clusters Score: Raw -154045.417157 + Penalty 456.869547 = -153588.547610 nChanged 291 SP:Iteration 2F (453.194106 sec): 3 clusters Score: Raw -154201.610496 + Penalty 456.869547 = -153744.740949 nChanged 259 SP:Iteration 3F (453.232341 sec): 3 clusters Score: Raw -154338.251792 + Penalty 456.869547 = -153881.382245 nChanged 240 SP:Iteration 4F (453.268703 sec): 3 clusters Score: Raw -154472.399092 + Penalty 456.869547 = -154015.529544 nChanged 211 SP:Iteration 5F (453.322114 sec): 3 clusters Score: Raw -154587.982756 + Penalty 456.869547 = -154131.113209 nChanged 161 SP:Iteration 6Q (453.369315 sec): 3 clusters Score: Raw -154688.108305 + Penalty 456.869547 = -154231.238758 nChanged 129 SP:Iteration 7Q (453.411753 sec): 3 clusters Score: Raw -154764.039831 + Penalty 456.869547 = -154307.170283 nChanged 123 SP:Iteration 8Q (453.444683 sec): 3 clusters Score: Raw -154833.663366 + Penalty 456.869547 = -154376.793819 nChanged 106 SP:Iteration 9Q (453.488578 sec): 3 clusters Score: Raw -154895.473161 + Penalty 456.869547 = -154438.603614 nChanged 85 SP:Iteration 10Q (453.524154 sec): 3 clusters Score: Raw -154948.917545 + Penalty 456.869547 = -154492.047998 nChanged 86 SP:Iteration 11Q (453.565520 sec): 3 clusters Score: Raw -154989.405469 + Penalty 456.869547 = -154532.535921 nChanged 73 SP:Iteration 12Q (453.616774 sec): 3 clusters Score: Raw -155024.288727 + Penalty 456.869547 = -154567.419180 nChanged 60 SP:Iteration 13Q (453.656893 sec): 3 clusters Score: Raw -155048.011679 + Penalty 456.869547 = -154591.142131 nChanged 60 SP:Iteration 14Q (453.697657 sec): 3 clusters Score: Raw -155071.812553 + Penalty 456.869547 = -154614.943006 nChanged 55 SP:Iteration 15Q (453.732455 sec): 3 clusters Score: Raw -155095.520097 + Penalty 456.869547 = -154638.650550 nChanged 66 SP:Iteration 16Q (453.778607 sec): 3 clusters Score: Raw -155127.705803 + Penalty 456.869547 = -154670.836256 nChanged 57 SP:Iteration 17Q (453.820292 sec): 3 clusters Score: Raw -155150.495835 + Penalty 456.869547 = -154693.626287 nChanged 56 SP:Iteration 18Q (453.859486 sec): 3 clusters Score: Raw -155177.013906 + Penalty 456.869547 = -154720.144359 nChanged 49 SP:Iteration 19Q (453.893241 sec): 3 clusters Score: Raw -155204.666777 + Penalty 456.869547 = -154747.797230 nChanged 45 SP:Iteration 20F (453.938315 sec): 3 clusters Score: Raw -155227.541568 + Penalty 456.869547 = -154770.672021 nChanged 43 SP:Iteration 21Q (453.979545 sec): 3 clusters Score: Raw -155243.755557 + Penalty 456.869547 = -154786.886010 nChanged 33 SP:Iteration 22Q (454.019830 sec): 3 clusters Score: Raw -155257.084428 + Penalty 456.869547 = -154800.214881 nChanged 29 SP:Iteration 23Q (454.061386 sec): 3 clusters Score: Raw -155268.498451 + Penalty 456.869547 = -154811.628904 nChanged 23 SP:Iteration 24Q (454.099501 sec): 3 clusters Score: Raw -155274.450171 + Penalty 456.869547 = -154817.580623 nChanged 17 SP:Iteration 25Q (454.142041 sec): 3 clusters Score: Raw -155277.922501 + Penalty 456.869547 = -154821.052953 nChanged 15 SP:Iteration 26Q (454.179552 sec): 3 clusters Score: Raw -155284.403818 + Penalty 456.869547 = -154827.534271 nChanged 13 SP:Iteration 27Q (454.216747 sec): 3 clusters Score: Raw -155291.426505 + Penalty 456.869547 = -154834.556958 nChanged 11 SP:Iteration 28Q (454.249220 sec): 3 clusters Score: Raw -155295.717941 + Penalty 456.869547 = -154838.848394 nChanged 14 SP:Iteration 29Q (454.290752 sec): 3 clusters Score: Raw -155298.738320 + Penalty 456.869547 = -154841.868773 nChanged 11 SP:Iteration 30Q (454.319378 sec): 3 clusters Score: Raw -155300.894777 + Penalty 456.869547 = -154844.025230 nChanged 13 SP:Iteration 31Q (454.356181 sec): 3 clusters Score: Raw -155305.005398 + Penalty 456.869547 = -154848.135850 nChanged 12 SP:Iteration 32Q (454.391993 sec): 3 clusters Score: Raw -155307.676947 + Penalty 456.869547 = -154850.807400 nChanged 12 SP:Iteration 33Q (454.438845 sec): 3 clusters Score: Raw -155309.785051 + Penalty 456.869547 = -154852.915504 nChanged 10 SP:Iteration 34Q (454.491895 sec): 3 clusters Score: Raw -155312.004199 + Penalty 456.869547 = -154855.134651 nChanged 7 SP:Iteration 35Q (454.534274 sec): 3 clusters Score: Raw -155313.920262 + Penalty 456.869547 = -154857.050715 nChanged 6 SP:Iteration 36Q (454.574167 sec): 3 clusters Score: Raw -155315.027900 + Penalty 456.869547 = -154858.158353 nChanged 6 SP:Iteration 37Q (454.603028 sec): 3 clusters Score: Raw -155316.489835 + Penalty 456.869547 = -154859.620288 nChanged 6 SP:Iteration 38Q (454.611226 sec): 3 clusters Score: Raw -155318.082098 + Penalty 456.869547 = -154861.212551 nChanged 6 SP:Iteration 39Q (454.619399 sec): 3 clusters Score: Raw -155319.049702 + Penalty 456.869547 = -154862.180154 nChanged 7 SP:Iteration 40F (454.627648 sec): 3 clusters Score: Raw -155319.981792 + Penalty 456.869547 = -154863.112245 nChanged 5 SP:Iteration 41Q (454.635731 sec): 3 clusters Score: Raw -155320.743380 + Penalty 456.869547 = -154863.873833 nChanged 5 SP:Iteration 42Q (454.643878 sec): 3 clusters Score: Raw -155321.300261 + Penalty 456.869547 = -154864.430713 nChanged 1 SP:Iteration 43Q (454.652067 sec): 3 clusters Score: Raw -155321.503853 + Penalty 456.869547 = -154864.634305 nChanged 2 SP:Iteration 44Q (454.660204 sec): 3 clusters Score: Raw -155321.887406 + Penalty 456.869547 = -154865.017859 nChanged 5 SP:Iteration 45Q (454.668354 sec): 3 clusters Score: Raw -155322.874027 + Penalty 456.869547 = -154866.004480 nChanged 8 SP:Iteration 46Q (454.676453 sec): 3 clusters Score: Raw -155324.600534 + Penalty 456.869547 = -154867.730987 nChanged 5 SP:Iteration 47Q (454.684609 sec): 3 clusters Score: Raw -155325.039916 + Penalty 456.869547 = -154868.170369 nChanged 2 SP:Iteration 48Q (454.692807 sec): 3 clusters Score: Raw -155325.180789 + Penalty 456.869547 = -154868.311241 nChanged 1 SP:Iteration 49Q (454.700948 sec): 3 clusters Score: Raw -155325.313242 + Penalty 456.869547 = -154868.443695 nChanged 1 SP:Iteration 50Q (454.709112 sec): 3 clusters Score: Raw -155325.358410 + Penalty 456.869547 = -154868.488863 nChanged 0 SP:Iteration 51F (454.747054 sec): 3 clusters Score: Raw -155325.358410 + Penalty 456.869547 = -154868.488863 nChanged 0 Iteration 139Q (455.818851 sec): 30 clusters Score: Raw -4181364.522177 + Penalty 9361.484028 = -4172003.038149 nChanged 19 Iteration 140F (457.074792 sec): 30 clusters Score: Raw -4181365.156476 + Penalty 9361.484028 = -4172003.672449 nChanged 16 Iteration 141Q (458.285875 sec): 30 clusters Score: Raw -4181365.577170 + Penalty 9361.484028 = -4172004.093142 nChanged 12 Iteration 142Q (459.441496 sec): 30 clusters Score: Raw -4181366.228526 + Penalty 9361.484028 = -4172004.744498 nChanged 12 Iteration 143Q (460.567653 sec): 30 clusters Score: Raw -4181366.922428 + Penalty 9361.484028 = -4172005.438400 nChanged 16 Iteration 144Q (461.761765 sec): 30 clusters Score: Raw -4181368.127112 + Penalty 9361.484028 = -4172006.643085 nChanged 18 Iteration 145Q (462.886433 sec): 30 clusters Score: Raw -4181369.326517 + Penalty 9361.484028 = -4172007.842490 nChanged 19 Iteration 146Q (464.018058 sec): 30 clusters Score: Raw -4181370.033471 + Penalty 9361.484028 = -4172008.549443 nChanged 15 Iteration 147Q (465.234795 sec): 30 clusters Score: Raw -4181370.362379 + Penalty 9361.484028 = -4172008.878351 nChanged 9 Iteration 148Q (466.404348 sec): 30 clusters Score: Raw -4181370.577435 + Penalty 9361.484028 = -4172009.093407 nChanged 8 Iteration 149Q (467.580797 sec): 30 clusters Score: Raw -4181370.760902 + Penalty 9361.484028 = -4172009.276874 nChanged 5 Iteration 150Q (468.768857 sec): 30 clusters Score: Raw -4181370.970427 + Penalty 9361.484028 = -4172009.486399 nChanged 6 Iteration 151Q (469.921694 sec): 30 clusters Score: Raw -4181371.119992 + Penalty 9361.484028 = -4172009.635964 nChanged 4 Iteration 152Q (471.082771 sec): 30 clusters Score: Raw -4181371.254178 + Penalty 9361.484028 = -4172009.770150 nChanged 4 Iteration 153Q (472.111274 sec): 30 clusters Score: Raw -4181371.427641 + Penalty 9361.484028 = -4172009.943613 nChanged 8 Iteration 154Q (473.382946 sec): 30 clusters Score: Raw -4181371.916963 + Penalty 9361.484028 = -4172010.432935 nChanged 9 Iteration 155Q (474.624401 sec): 30 clusters Score: Raw -4181372.287230 + Penalty 9361.484028 = -4172010.803202 nChanged 11 Iteration 156Q (475.846665 sec): 30 clusters Score: Raw -4181372.632022 + Penalty 9361.484028 = -4172011.147994 nChanged 6 Iteration 157Q (477.057941 sec): 30 clusters Score: Raw -4181372.702354 + Penalty 9361.484028 = -4172011.218326 nChanged 4 Iteration 158Q (478.289551 sec): 30 clusters Score: Raw -4181372.802101 + Penalty 9361.484028 = -4172011.318073 nChanged 2 Iteration 159Q (479.498105 sec): 30 clusters Score: Raw -4181372.831701 + Penalty 9361.484028 = -4172011.347673 nChanged 2 Iteration 160F (480.860773 sec): 30 clusters Score: Raw -4181372.858353 + Penalty 9361.484028 = -4172011.374326 nChanged 0 Writing temp clu file Because OldScore, -4172011.347673, is greater than current (better) Score,-4172011.374326 Compute initial score before splitting: Score: Raw -4181372.858353 + Penalty 9361.484028 = -4172011.374326 Trying to split cluster 1 (214 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (480.917759 sec): 2 clusters Score: Raw -6573.898917 + Penalty 147.564340 = -6426.334577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (480.953503 sec): 3 clusters Score: Raw -6481.764325 + Penalty 295.128681 = -6186.635645 nChanged 78 SP:Iteration 1F (481.001368 sec): 3 clusters Score: Raw -6534.176934 + Penalty 295.128681 = -6239.048253 nChanged 17 SP:Iteration 2F (481.051901 sec): 3 clusters Score: Raw -6551.879232 + Penalty 295.128681 = -6256.750551 nChanged 14 SP:Iteration 3F (481.089259 sec): 3 clusters Score: Raw -6572.481768 + Penalty 295.128681 = -6277.353088 nChanged 9 SP:Iteration 4Q (481.119710 sec): 3 clusters Score: Raw -6586.095578 + Penalty 295.128681 = -6290.966897 nChanged 12 SP:Iteration 5F (481.158225 sec): 3 clusters Score: Raw -6610.812674 + Penalty 295.128681 = -6315.683993 nChanged 16 SP:Iteration 6F (481.189475 sec): 3 clusters Score: Raw -6644.898884 + Penalty 295.128681 = -6349.770204 nChanged 8 SP:Iteration 7Q (481.227750 sec): 3 clusters Score: Raw -6665.879731 + Penalty 295.128681 = -6370.751051 nChanged 6 SP:Iteration 8Q (481.274758 sec): 3 clusters Score: Raw -6698.484997 + Penalty 295.128681 = -6403.356316 nChanged 7 SP:Iteration 9Q (481.302344 sec): 3 clusters Score: Raw -6718.210944 + Penalty 295.128681 = -6423.082264 nChanged 7 SP:Iteration 10Q (481.346968 sec): 3 clusters Score: Raw -6740.754876 + Penalty 295.128681 = -6445.626196 nChanged 9 SP:Iteration 11Q (481.381807 sec): 3 clusters Score: Raw -6770.397953 + Penalty 295.128681 = -6475.269272 nChanged 7 SP:Iteration 12Q (481.412569 sec): 3 clusters Score: Raw -6783.169933 + Penalty 295.128681 = -6488.041252 nChanged 2 SP:Iteration 13Q (481.454878 sec): 3 clusters Score: Raw -6787.199447 + Penalty 295.128681 = -6492.070767 nChanged 4 SP:Iteration 14Q (481.486682 sec): 3 clusters Score: Raw -6794.473336 + Penalty 295.128681 = -6499.344656 nChanged 4 SP:Iteration 15Q (481.529574 sec): 3 clusters Score: Raw -6803.562089 + Penalty 295.128681 = -6508.433408 nChanged 2 SP:Iteration 16Q (481.570306 sec): 3 clusters Score: Raw -6811.598749 + Penalty 295.128681 = -6516.470068 nChanged 5 SP:Iteration 17Q (481.608091 sec): 3 clusters Score: Raw -6843.649108 + Penalty 295.128681 = -6548.520427 nChanged 4 SP:Iteration 18Q (481.648204 sec): 3 clusters Score: Raw -6882.410430 + Penalty 295.128681 = -6587.281750 nChanged 2 SP:Iteration 19Q (481.684691 sec): 3 clusters Score: Raw -6942.849080 + Penalty 295.128681 = -6647.720399 nChanged 0 SP:Iteration 20F (481.715910 sec): 3 clusters Score: Raw -6942.849080 + Penalty 295.128681 = -6647.720399 nChanged 0 Score: Raw -4181741.808517 + Penalty 9684.293822 = -4172057.514695 Splitting cluster 1 changes total score from -4172011.374326 to -4172057.514695 So it's getting split into cluster 30. Trying to split cluster 2 (471 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (483.159800 sec): 2 clusters Score: Raw -13115.557052 + Penalty 169.258598 = -12946.298454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (483.201791 sec): 3 clusters Score: Raw -12893.906569 + Penalty 338.517195 = -12555.389374 nChanged 190 SP:Iteration 1F (483.238629 sec): 3 clusters Score: Raw -13054.362781 + Penalty 338.517195 = -12715.845586 nChanged 49 SP:Iteration 2F (483.277998 sec): 3 clusters Score: Raw -13125.351735 + Penalty 338.517195 = -12786.834540 nChanged 44 SP:Iteration 3F (483.321557 sec): 3 clusters Score: Raw -13184.225287 + Penalty 338.517195 = -12845.708092 nChanged 40 SP:Iteration 4F (483.362437 sec): 3 clusters Score: Raw -13268.606463 + Penalty 338.517195 = -12930.089268 nChanged 26 SP:Iteration 5F (483.391474 sec): 3 clusters Score: Raw -13329.609550 + Penalty 338.517195 = -12991.092355 nChanged 23 SP:Iteration 6Q (483.428403 sec): 3 clusters Score: Raw -13382.512080 + Penalty 338.517195 = -13043.994884 nChanged 15 SP:Iteration 7Q (483.473394 sec): 3 clusters Score: Raw -13394.452953 + Penalty 338.517195 = -13055.935757 nChanged 6 SP:Iteration 8Q (483.510615 sec): 3 clusters Score: Raw -13398.472810 + Penalty 338.517195 = -13059.955615 nChanged 4 SP:Iteration 9Q (483.552485 sec): 3 clusters Score: Raw -13400.570498 + Penalty 338.517195 = -13062.053303 nChanged 4 SP:Iteration 10Q (483.590881 sec): 3 clusters Score: Raw -13401.408774 + Penalty 338.517195 = -13062.891579 nChanged 0 SP:Iteration 11F (483.638338 sec): 3 clusters Score: Raw -13401.408774 + Penalty 338.517195 = -13062.891579 nChanged 0 Score: Raw -4182027.660239 + Penalty 10007.103616 = -4172020.556623 Splitting cluster 2 changes total score from -4172011.374326 to -4172020.556623 So it's getting split into cluster 31. Trying to split cluster 3 (8571 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (485.112168 sec): 2 clusters Score: Raw -325759.817858 + Penalty 249.043841 = -325510.774016 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (485.163579 sec): 3 clusters Score: Raw -320370.881648 + Penalty 498.087683 = -319872.793965 nChanged 3999 SP:Iteration 1F (485.219203 sec): 3 clusters Score: Raw -323124.006754 + Penalty 498.087683 = -322625.919071 nChanged 589 SP:Iteration 2F (485.256403 sec): 3 clusters Score: Raw -323502.372901 + Penalty 498.087683 = -323004.285218 nChanged 553 SP:Iteration 3F (485.298307 sec): 3 clusters Score: Raw -323880.046559 + Penalty 498.087683 = -323381.958876 nChanged 488 SP:Iteration 4F (485.346580 sec): 3 clusters Score: Raw -324252.004857 + Penalty 498.087683 = -323753.917174 nChanged 438 SP:Iteration 5F (485.378687 sec): 3 clusters Score: Raw -324626.606319 + Penalty 498.087683 = -324128.518636 nChanged 351 SP:Iteration 6Q (485.421703 sec): 3 clusters Score: Raw -324938.395408 + Penalty 498.087683 = -324440.307725 nChanged 253 SP:Iteration 7Q (485.460301 sec): 3 clusters Score: Raw -325122.698711 + Penalty 498.087683 = -324624.611028 nChanged 188 SP:Iteration 8Q (485.503933 sec): 3 clusters Score: Raw -325256.040531 + Penalty 498.087683 = -324757.952848 nChanged 174 SP:Iteration 9Q (485.551909 sec): 3 clusters Score: Raw -325396.911461 + Penalty 498.087683 = -324898.823778 nChanged 136 SP:Iteration 10Q (485.592016 sec): 3 clusters Score: Raw -325497.954016 + Penalty 498.087683 = -324999.866333 nChanged 121 SP:Iteration 11Q (485.622533 sec): 3 clusters Score: Raw -325599.827409 + Penalty 498.087683 = -325101.739726 nChanged 98 SP:Iteration 12Q (485.661876 sec): 3 clusters Score: Raw -325691.753798 + Penalty 498.087683 = -325193.666115 nChanged 59 SP:Iteration 13Q (485.701270 sec): 3 clusters Score: Raw -325746.580327 + Penalty 498.087683 = -325248.492644 nChanged 29 SP:Iteration 14Q (485.741567 sec): 3 clusters Score: Raw -325779.527387 + Penalty 498.087683 = -325281.439704 nChanged 8 SP:Iteration 15Q (485.790488 sec): 3 clusters Score: Raw -325789.313491 + Penalty 498.087683 = -325291.225808 nChanged 1 SP:Iteration 16Q (485.832389 sec): 3 clusters Score: Raw -325790.328926 + Penalty 498.087683 = -325292.241243 nChanged 1 SP:Iteration 17Q (485.878950 sec): 3 clusters Score: Raw -325793.285827 + Penalty 498.087683 = -325295.198144 nChanged 0 SP:Iteration 18F (485.923351 sec): 3 clusters Score: Raw -325793.285827 + Penalty 498.087683 = -325295.198144 nChanged 0 Trying to split cluster 4 (1050 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (485.944842 sec): 2 clusters Score: Raw -31865.400867 + Penalty 191.305000 = -31674.095867 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (485.978692 sec): 3 clusters Score: Raw -31285.377863 + Penalty 382.609999 = -30902.767863 nChanged 431 SP:Iteration 1F (486.023513 sec): 3 clusters Score: Raw -31587.389312 + Penalty 382.609999 = -31204.779312 nChanged 110 SP:Iteration 2F (486.049007 sec): 3 clusters Score: Raw -31675.289651 + Penalty 382.609999 = -31292.679652 nChanged 76 SP:Iteration 3F (486.085632 sec): 3 clusters Score: Raw -31742.830692 + Penalty 382.609999 = -31360.220693 nChanged 53 SP:Iteration 4F (486.125807 sec): 3 clusters Score: Raw -31789.896738 + Penalty 382.609999 = -31407.286738 nChanged 45 SP:Iteration 5Q (486.161539 sec): 3 clusters Score: Raw -31820.294216 + Penalty 382.609999 = -31437.684217 nChanged 43 SP:Iteration 6Q (486.194840 sec): 3 clusters Score: Raw -31841.234321 + Penalty 382.609999 = -31458.624322 nChanged 30 SP:Iteration 7Q (486.204598 sec): 3 clusters Score: Raw -31856.708568 + Penalty 382.609999 = -31474.098568 nChanged 22 SP:Iteration 8Q (486.207206 sec): 3 clusters Score: Raw -31863.967431 + Penalty 382.609999 = -31481.357432 nChanged 12 SP:Iteration 9Q (486.209787 sec): 3 clusters Score: Raw -31866.989141 + Penalty 382.609999 = -31484.379142 nChanged 7 SP:Iteration 10Q (486.212343 sec): 3 clusters Score: Raw -31868.470000 + Penalty 382.609999 = -31485.860001 nChanged 5 SP:Iteration 11Q (486.214908 sec): 3 clusters Score: Raw -31869.870633 + Penalty 382.609999 = -31487.260634 nChanged 5 SP:Iteration 12Q (486.217493 sec): 3 clusters Score: Raw -31871.505423 + Penalty 382.609999 = -31488.895424 nChanged 3 SP:Iteration 13Q (486.220069 sec): 3 clusters Score: Raw -31872.017185 + Penalty 382.609999 = -31489.407186 nChanged 3 SP:Iteration 14Q (486.222634 sec): 3 clusters Score: Raw -31872.487065 + Penalty 382.609999 = -31489.877066 nChanged 3 SP:Iteration 15Q (486.225190 sec): 3 clusters Score: Raw -31872.990743 + Penalty 382.609999 = -31490.380743 nChanged 1 SP:Iteration 16Q (486.227909 sec): 3 clusters Score: Raw -31873.053084 + Penalty 382.609999 = -31490.443085 nChanged 3 SP:Iteration 17Q (486.242299 sec): 3 clusters Score: Raw -31873.625895 + Penalty 382.609999 = -31491.015896 nChanged 3 SP:Iteration 18Q (486.270394 sec): 3 clusters Score: Raw -31874.454700 + Penalty 382.609999 = -31491.844701 nChanged 3 SP:Iteration 19Q (486.309222 sec): 3 clusters Score: Raw -31875.250933 + Penalty 382.609999 = -31492.640934 nChanged 5 SP:Iteration 20F (486.340506 sec): 3 clusters Score: Raw -31875.677216 + Penalty 382.609999 = -31493.067217 nChanged 3 SP:Iteration 21Q (486.382715 sec): 3 clusters Score: Raw -31875.892384 + Penalty 382.609999 = -31493.282384 nChanged 1 SP:Iteration 22Q (486.425840 sec): 3 clusters Score: Raw -31875.935343 + Penalty 382.609999 = -31493.325344 nChanged 1 SP:Iteration 23Q (486.461352 sec): 3 clusters Score: Raw -31876.284017 + Penalty 382.609999 = -31493.674017 nChanged 3 SP:Iteration 24Q (486.511099 sec): 3 clusters Score: Raw -31876.750855 + Penalty 382.609999 = -31494.140856 nChanged 2 SP:Iteration 25Q (486.538656 sec): 3 clusters Score: Raw -31876.971012 + Penalty 382.609999 = -31494.361012 nChanged 3 SP:Iteration 26Q (486.582343 sec): 3 clusters Score: Raw -31877.532226 + Penalty 382.609999 = -31494.922226 nChanged 3 SP:Iteration 27Q (486.634679 sec): 3 clusters Score: Raw -31878.150037 + Penalty 382.609999 = -31495.540038 nChanged 4 SP:Iteration 28Q (486.667479 sec): 3 clusters Score: Raw -31878.767968 + Penalty 382.609999 = -31496.157969 nChanged 1 SP:Iteration 29Q (486.692440 sec): 3 clusters Score: Raw -31878.977973 + Penalty 382.609999 = -31496.367974 nChanged 1 SP:Iteration 30Q (486.741245 sec): 3 clusters Score: Raw -31879.055906 + Penalty 382.609999 = -31496.445907 nChanged 1 SP:Iteration 31Q (486.776177 sec): 3 clusters Score: Raw -31879.107394 + Penalty 382.609999 = -31496.497395 nChanged 1 SP:Iteration 32Q (486.813948 sec): 3 clusters Score: Raw -31879.151242 + Penalty 382.609999 = -31496.541243 nChanged 1 SP:Iteration 33Q (486.851689 sec): 3 clusters Score: Raw -31879.204836 + Penalty 382.609999 = -31496.594836 nChanged 2 SP:Iteration 34Q (486.887137 sec): 3 clusters Score: Raw -31879.398478 + Penalty 382.609999 = -31496.788479 nChanged 1 SP:Iteration 35Q (486.931749 sec): 3 clusters Score: Raw -31879.614250 + Penalty 382.609999 = -31497.004251 nChanged 3 SP:Iteration 36Q (486.980633 sec): 3 clusters Score: Raw -31880.114789 + Penalty 382.609999 = -31497.504790 nChanged 3 SP:Iteration 37Q (487.010020 sec): 3 clusters Score: Raw -31880.983006 + Penalty 382.609999 = -31498.373007 nChanged 5 SP:Iteration 38Q (487.055590 sec): 3 clusters Score: Raw -31884.306400 + Penalty 382.609999 = -31501.696401 nChanged 8 SP:Iteration 39Q (487.104976 sec): 3 clusters Score: Raw -31887.045550 + Penalty 382.609999 = -31504.435551 nChanged 5 SP:Iteration 40F (487.149882 sec): 3 clusters Score: Raw -31887.969397 + Penalty 382.609999 = -31505.359398 nChanged 3 SP:Iteration 41Q (487.197056 sec): 3 clusters Score: Raw -31888.397259 + Penalty 382.609999 = -31505.787260 nChanged 2 SP:Iteration 42Q (487.234097 sec): 3 clusters Score: Raw -31888.570245 + Penalty 382.609999 = -31505.960246 nChanged 1 SP:Iteration 43Q (487.267392 sec): 3 clusters Score: Raw -31889.035738 + Penalty 382.609999 = -31506.425739 nChanged 3 SP:Iteration 44Q (487.301066 sec): 3 clusters Score: Raw -31890.346954 + Penalty 382.609999 = -31507.736955 nChanged 6 SP:Iteration 45Q (487.343446 sec): 3 clusters Score: Raw -31891.794695 + Penalty 382.609999 = -31509.184695 nChanged 5 SP:Iteration 46Q (487.393058 sec): 3 clusters Score: Raw -31893.091306 + Penalty 382.609999 = -31510.481307 nChanged 3 SP:Iteration 47Q (487.439827 sec): 3 clusters Score: Raw -31893.698505 + Penalty 382.609999 = -31511.088505 nChanged 3 SP:Iteration 48Q (487.469294 sec): 3 clusters Score: Raw -31894.391351 + Penalty 382.609999 = -31511.781352 nChanged 4 SP:Iteration 49Q (487.511131 sec): 3 clusters Score: Raw -31896.629592 + Penalty 382.609999 = -31514.019593 nChanged 4 SP:Iteration 50Q (487.556361 sec): 3 clusters Score: Raw -31897.601477 + Penalty 382.609999 = -31514.991477 nChanged 1 SP:Iteration 51Q (487.602976 sec): 3 clusters Score: Raw -31897.882740 + Penalty 382.609999 = -31515.272740 nChanged 3 SP:Iteration 52Q (487.656401 sec): 3 clusters Score: Raw -31900.245970 + Penalty 382.609999 = -31517.635970 nChanged 6 SP:Iteration 53Q (487.692840 sec): 3 clusters Score: Raw -31903.212559 + Penalty 382.609999 = -31520.602559 nChanged 6 SP:Iteration 54Q (487.746562 sec): 3 clusters Score: Raw -31907.079807 + Penalty 382.609999 = -31524.469808 nChanged 7 SP:Iteration 55Q (487.789254 sec): 3 clusters Score: Raw -31908.880102 + Penalty 382.609999 = -31526.270103 nChanged 3 SP:Iteration 56Q (487.795543 sec): 3 clusters Score: Raw -31909.362632 + Penalty 382.609999 = -31526.752633 nChanged 0 SP:Iteration 57F (487.798150 sec): 3 clusters Score: Raw -31909.362632 + Penalty 382.609999 = -31526.752633 nChanged 0 Trying to split cluster 5 (2736 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (487.808542 sec): 2 clusters Score: Raw -103970.748794 + Penalty 217.641938 = -103753.106856 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (487.815238 sec): 3 clusters Score: Raw -102396.189535 + Penalty 435.283875 = -101960.905659 nChanged 1226 SP:Iteration 1F (487.821110 sec): 3 clusters Score: Raw -103185.785888 + Penalty 435.283875 = -102750.502012 nChanged 237 SP:Iteration 2F (487.827019 sec): 3 clusters Score: Raw -103361.815383 + Penalty 435.283875 = -102926.531508 nChanged 210 SP:Iteration 3F (487.832841 sec): 3 clusters Score: Raw -103558.035047 + Penalty 435.283875 = -103122.751172 nChanged 178 SP:Iteration 4F (487.838658 sec): 3 clusters Score: Raw -103715.562984 + Penalty 435.283875 = -103280.279109 nChanged 150 SP:Iteration 5F (487.844489 sec): 3 clusters Score: Raw -103827.593283 + Penalty 435.283875 = -103392.309407 nChanged 88 SP:Iteration 6Q (487.850371 sec): 3 clusters Score: Raw -103871.107132 + Penalty 435.283875 = -103435.823257 nChanged 56 SP:Iteration 7Q (487.856188 sec): 3 clusters Score: Raw -103897.610174 + Penalty 435.283875 = -103462.326299 nChanged 42 SP:Iteration 8Q (487.906003 sec): 3 clusters Score: Raw -103913.671151 + Penalty 435.283875 = -103478.387275 nChanged 29 SP:Iteration 9Q (487.955370 sec): 3 clusters Score: Raw -103923.549784 + Penalty 435.283875 = -103488.265909 nChanged 22 SP:Iteration 10Q (487.992450 sec): 3 clusters Score: Raw -103928.389425 + Penalty 435.283875 = -103493.105550 nChanged 16 SP:Iteration 11Q (488.048140 sec): 3 clusters Score: Raw -103931.842906 + Penalty 435.283875 = -103496.559031 nChanged 12 SP:Iteration 12Q (488.084659 sec): 3 clusters Score: Raw -103934.988035 + Penalty 435.283875 = -103499.704160 nChanged 10 SP:Iteration 13Q (488.134686 sec): 3 clusters Score: Raw -103936.340117 + Penalty 435.283875 = -103501.056242 nChanged 6 SP:Iteration 14Q (488.185937 sec): 3 clusters Score: Raw -103937.443636 + Penalty 435.283875 = -103502.159761 nChanged 7 SP:Iteration 15Q (488.212895 sec): 3 clusters Score: Raw -103939.066192 + Penalty 435.283875 = -103503.782316 nChanged 9 SP:Iteration 16Q (488.260747 sec): 3 clusters Score: Raw -103941.506992 + Penalty 435.283875 = -103506.223116 nChanged 13 SP:Iteration 17Q (488.303460 sec): 3 clusters Score: Raw -103945.855368 + Penalty 435.283875 = -103510.571492 nChanged 15 SP:Iteration 18Q (488.353659 sec): 3 clusters Score: Raw -103950.197459 + Penalty 435.283875 = -103514.913584 nChanged 15 SP:Iteration 19Q (488.402824 sec): 3 clusters Score: Raw -103954.195224 + Penalty 435.283875 = -103518.911349 nChanged 12 SP:Iteration 20F (488.452577 sec): 3 clusters Score: Raw -103959.250392 + Penalty 435.283875 = -103523.966517 nChanged 16 SP:Iteration 21Q (488.498080 sec): 3 clusters Score: Raw -103962.884204 + Penalty 435.283875 = -103527.600328 nChanged 12 SP:Iteration 22Q (488.548284 sec): 3 clusters Score: Raw -103965.096047 + Penalty 435.283875 = -103529.812172 nChanged 14 SP:Iteration 23Q (488.593856 sec): 3 clusters Score: Raw -103968.222512 + Penalty 435.283875 = -103532.938637 nChanged 11 SP:Iteration 24Q (488.643908 sec): 3 clusters Score: Raw -103970.683578 + Penalty 435.283875 = -103535.399703 nChanged 13 SP:Iteration 25Q (488.690335 sec): 3 clusters Score: Raw -103973.959346 + Penalty 435.283875 = -103538.675471 nChanged 12 SP:Iteration 26Q (488.734626 sec): 3 clusters Score: Raw -103976.023562 + Penalty 435.283875 = -103540.739687 nChanged 11 SP:Iteration 27Q (488.783734 sec): 3 clusters Score: Raw -103977.828028 + Penalty 435.283875 = -103542.544153 nChanged 11 SP:Iteration 28Q (488.832351 sec): 3 clusters Score: Raw -103980.576290 + Penalty 435.283875 = -103545.292414 nChanged 11 SP:Iteration 29Q (488.883211 sec): 3 clusters Score: Raw -103982.293833 + Penalty 435.283875 = -103547.009958 nChanged 8 SP:Iteration 30Q (488.931425 sec): 3 clusters Score: Raw -103983.538986 + Penalty 435.283875 = -103548.255111 nChanged 8 SP:Iteration 31Q (488.978153 sec): 3 clusters Score: Raw -103984.745366 + Penalty 435.283875 = -103549.461491 nChanged 9 SP:Iteration 32Q (489.023730 sec): 3 clusters Score: Raw -103986.267105 + Penalty 435.283875 = -103550.983229 nChanged 14 SP:Iteration 33Q (489.075712 sec): 3 clusters Score: Raw -103990.184260 + Penalty 435.283875 = -103554.900385 nChanged 17 SP:Iteration 34Q (489.126315 sec): 3 clusters Score: Raw -103993.763665 + Penalty 435.283875 = -103558.479790 nChanged 14 SP:Iteration 35Q (489.172896 sec): 3 clusters Score: Raw -103997.516674 + Penalty 435.283875 = -103562.232799 nChanged 13 SP:Iteration 36Q (489.219999 sec): 3 clusters Score: Raw -104000.181508 + Penalty 435.283875 = -103564.897632 nChanged 5 SP:Iteration 37Q (489.258602 sec): 3 clusters Score: Raw -104001.682150 + Penalty 435.283875 = -103566.398274 nChanged 8 SP:Iteration 38Q (489.297071 sec): 3 clusters Score: Raw -104003.277614 + Penalty 435.283875 = -103567.993739 nChanged 5 SP:Iteration 39Q (489.353110 sec): 3 clusters Score: Raw -104004.060785 + Penalty 435.283875 = -103568.776910 nChanged 6 SP:Iteration 40F (489.390772 sec): 3 clusters Score: Raw -104005.376666 + Penalty 435.283875 = -103570.092790 nChanged 7 SP:Iteration 41Q (489.435360 sec): 3 clusters Score: Raw -104006.862011 + Penalty 435.283875 = -103571.578136 nChanged 8 SP:Iteration 42Q (489.479255 sec): 3 clusters Score: Raw -104008.211468 + Penalty 435.283875 = -103572.927592 nChanged 8 SP:Iteration 43Q (489.529539 sec): 3 clusters Score: Raw -104010.114923 + Penalty 435.283875 = -103574.831048 nChanged 4 SP:Iteration 44Q (489.582333 sec): 3 clusters Score: Raw -104010.886085 + Penalty 435.283875 = -103575.602209 nChanged 1 SP:Iteration 45Q (489.621307 sec): 3 clusters Score: Raw -104010.939336 + Penalty 435.283875 = -103575.655461 nChanged 0 SP:Iteration 46F (489.664752 sec): 3 clusters Score: Raw -104010.939336 + Penalty 435.283875 = -103575.655461 nChanged 0 Trying to split cluster 6 (831 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (489.684592 sec): 2 clusters Score: Raw -20311.397997 + Penalty 184.872319 = -20126.525677 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (489.697352 sec): 3 clusters Score: Raw -19870.703984 + Penalty 369.744639 = -19500.959345 nChanged 363 SP:Iteration 1F (489.699505 sec): 3 clusters Score: Raw -20228.281754 + Penalty 369.744639 = -19858.537115 nChanged 126 SP:Iteration 2F (489.701619 sec): 3 clusters Score: Raw -20374.476250 + Penalty 369.744639 = -20004.731612 nChanged 64 SP:Iteration 3F (489.703721 sec): 3 clusters Score: Raw -20445.519718 + Penalty 369.744639 = -20075.775080 nChanged 49 SP:Iteration 4F (489.705825 sec): 3 clusters Score: Raw -20499.900532 + Penalty 369.744639 = -20130.155893 nChanged 33 SP:Iteration 5Q (489.707952 sec): 3 clusters Score: Raw -20529.669544 + Penalty 369.744639 = -20159.924906 nChanged 17 SP:Iteration 6Q (489.710036 sec): 3 clusters Score: Raw -20540.185635 + Penalty 369.744639 = -20170.440996 nChanged 7 SP:Iteration 7Q (489.712157 sec): 3 clusters Score: Raw -20543.911776 + Penalty 369.744639 = -20174.167138 nChanged 3 SP:Iteration 8Q (489.714273 sec): 3 clusters Score: Raw -20545.109373 + Penalty 369.744639 = -20175.364735 nChanged 2 SP:Iteration 9Q (489.716384 sec): 3 clusters Score: Raw -20545.618925 + Penalty 369.744639 = -20175.874286 nChanged 1 SP:Iteration 10Q (489.718487 sec): 3 clusters Score: Raw -20545.817614 + Penalty 369.744639 = -20176.072975 nChanged 2 SP:Iteration 11Q (489.720591 sec): 3 clusters Score: Raw -20546.447430 + Penalty 369.744639 = -20176.702792 nChanged 3 SP:Iteration 12Q (489.760798 sec): 3 clusters Score: Raw -20546.956711 + Penalty 369.744639 = -20177.212073 nChanged 0 SP:Iteration 13F (489.802784 sec): 3 clusters Score: Raw -20546.956711 + Penalty 369.744639 = -20177.212073 nChanged 0 Score: Raw -4182263.218953 + Penalty 10329.913410 = -4171933.305543 Splitting cluster 6 changes total score from -4172011.374326 to -4171933.305543 So it's not getting split. Trying to split cluster 7 (2188 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (491.213216 sec): 2 clusters Score: Raw -76579.572925 + Penalty 211.495437 = -76368.077488 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (491.262632 sec): 3 clusters Score: Raw -75316.353403 + Penalty 422.990874 = -74893.362529 nChanged 957 SP:Iteration 1F (491.318064 sec): 3 clusters Score: Raw -75952.427196 + Penalty 422.990874 = -75529.436322 nChanged 186 SP:Iteration 2F (491.353881 sec): 3 clusters Score: Raw -76090.019078 + Penalty 422.990874 = -75667.028204 nChanged 173 SP:Iteration 3F (491.393982 sec): 3 clusters Score: Raw -76247.983687 + Penalty 422.990874 = -75824.992813 nChanged 148 SP:Iteration 4F (491.447542 sec): 3 clusters Score: Raw -76373.660124 + Penalty 422.990874 = -75950.669250 nChanged 119 SP:Iteration 5F (491.489548 sec): 3 clusters Score: Raw -76460.874788 + Penalty 422.990874 = -76037.883914 nChanged 81 SP:Iteration 6Q (491.527807 sec): 3 clusters Score: Raw -76513.302876 + Penalty 422.990874 = -76090.312002 nChanged 61 SP:Iteration 7Q (491.558690 sec): 3 clusters Score: Raw -76543.882978 + Penalty 422.990874 = -76120.892104 nChanged 46 SP:Iteration 8Q (491.601355 sec): 3 clusters Score: Raw -76567.003099 + Penalty 422.990874 = -76144.012225 nChanged 45 SP:Iteration 9Q (491.645360 sec): 3 clusters Score: Raw -76591.637414 + Penalty 422.990874 = -76168.646540 nChanged 38 SP:Iteration 10Q (491.686654 sec): 3 clusters Score: Raw -76613.006220 + Penalty 422.990874 = -76190.015346 nChanged 25 SP:Iteration 11Q (491.742344 sec): 3 clusters Score: Raw -76631.993794 + Penalty 422.990874 = -76209.002920 nChanged 29 SP:Iteration 12Q (491.780537 sec): 3 clusters Score: Raw -76666.490797 + Penalty 422.990874 = -76243.499923 nChanged 21 SP:Iteration 13Q (491.823468 sec): 3 clusters Score: Raw -76677.986084 + Penalty 422.990874 = -76254.995210 nChanged 13 SP:Iteration 14Q (491.873193 sec): 3 clusters Score: Raw -76680.975058 + Penalty 422.990874 = -76257.984184 nChanged 8 SP:Iteration 15Q (491.923159 sec): 3 clusters Score: Raw -76682.520424 + Penalty 422.990874 = -76259.529550 nChanged 5 SP:Iteration 16Q (491.972374 sec): 3 clusters Score: Raw -76682.950497 + Penalty 422.990874 = -76259.959623 nChanged 3 SP:Iteration 17Q (492.013952 sec): 3 clusters Score: Raw -76683.141556 + Penalty 422.990874 = -76260.150682 nChanged 0 SP:Iteration 18F (492.063664 sec): 3 clusters Score: Raw -76683.141556 + Penalty 422.990874 = -76260.150682 nChanged 0 Trying to split cluster 8 (845 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (492.084815 sec): 2 clusters Score: Raw -26647.881712 + Penalty 185.331757 = -26462.549955 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (492.133863 sec): 3 clusters Score: Raw -26253.456382 + Penalty 370.663515 = -25882.792868 nChanged 369 SP:Iteration 1F (492.175289 sec): 3 clusters Score: Raw -26617.287324 + Penalty 370.663515 = -26246.623810 nChanged 78 SP:Iteration 2F (492.215616 sec): 3 clusters Score: Raw -26693.643364 + Penalty 370.663515 = -26322.979850 nChanged 39 SP:Iteration 3Q (492.254412 sec): 3 clusters Score: Raw -26728.395380 + Penalty 370.663515 = -26357.731866 nChanged 21 SP:Iteration 4Q (492.295819 sec): 3 clusters Score: Raw -26739.544465 + Penalty 370.663515 = -26368.880951 nChanged 11 SP:Iteration 5Q (492.326732 sec): 3 clusters Score: Raw -26743.797226 + Penalty 370.663515 = -26373.133711 nChanged 4 SP:Iteration 6Q (492.369707 sec): 3 clusters Score: Raw -26744.927451 + Penalty 370.663515 = -26374.263936 nChanged 0 SP:Iteration 7F (492.418244 sec): 3 clusters Score: Raw -26744.927451 + Penalty 370.663515 = -26374.263936 nChanged 0 Trying to split cluster 9 (20534 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (492.454022 sec): 2 clusters Score: Raw -735097.993456 + Penalty 273.070527 = -734824.922929 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (492.506919 sec): 3 clusters Score: Raw -721597.813235 + Penalty 546.141053 = -721051.672182 nChanged 9992 SP:Iteration 1F (492.573565 sec): 3 clusters Score: Raw -727929.919982 + Penalty 546.141053 = -727383.778929 nChanged 1258 SP:Iteration 2F (492.630571 sec): 3 clusters Score: Raw -728476.426406 + Penalty 546.141053 = -727930.285353 nChanged 1210 SP:Iteration 3F (492.694935 sec): 3 clusters Score: Raw -729039.297852 + Penalty 546.141053 = -728493.156799 nChanged 1146 SP:Iteration 4F (492.752855 sec): 3 clusters Score: Raw -729690.786343 + Penalty 546.141053 = -729144.645290 nChanged 1262 SP:Iteration 5F (492.804292 sec): 3 clusters Score: Raw -730585.455271 + Penalty 546.141053 = -730039.314218 nChanged 1335 SP:Iteration 6F (492.864733 sec): 3 clusters Score: Raw -731690.655028 + Penalty 546.141053 = -731144.513975 nChanged 1242 SP:Iteration 7F (492.912751 sec): 3 clusters Score: Raw -732784.551825 + Penalty 546.141053 = -732238.410772 nChanged 1017 SP:Iteration 8Q (492.977060 sec): 3 clusters Score: Raw -733703.463841 + Penalty 546.141053 = -733157.322788 nChanged 729 SP:Iteration 9Q (493.034671 sec): 3 clusters Score: Raw -734378.696582 + Penalty 546.141053 = -733832.555529 nChanged 436 SP:Iteration 10Q (493.093609 sec): 3 clusters Score: Raw -734787.190284 + Penalty 546.141053 = -734241.049231 nChanged 220 SP:Iteration 11Q (493.151093 sec): 3 clusters Score: Raw -734993.916657 + Penalty 546.141053 = -734447.775604 nChanged 83 SP:Iteration 12Q (493.211370 sec): 3 clusters Score: Raw -735084.033878 + Penalty 546.141053 = -734537.892825 nChanged 24 SP:Iteration 13Q (493.275653 sec): 3 clusters Score: Raw -735111.865427 + Penalty 546.141053 = -734565.724374 nChanged 13 SP:Iteration 14Q (493.323852 sec): 3 clusters Score: Raw -735125.206705 + Penalty 546.141053 = -734579.065652 nChanged 12 SP:Iteration 15Q (493.379814 sec): 3 clusters Score: Raw -735135.982297 + Penalty 546.141053 = -734589.841244 nChanged 7 SP:Iteration 16Q (493.440672 sec): 3 clusters Score: Raw -735140.782676 + Penalty 546.141053 = -734594.641623 nChanged 7 SP:Iteration 17Q (493.502749 sec): 3 clusters Score: Raw -735146.116117 + Penalty 546.141053 = -734599.975064 nChanged 10 SP:Iteration 18Q (493.560222 sec): 3 clusters Score: Raw -735154.194878 + Penalty 546.141053 = -734608.053825 nChanged 5 SP:Iteration 19Q (493.623690 sec): 3 clusters Score: Raw -735156.509247 + Penalty 546.141053 = -734610.368194 nChanged 0 SP:Iteration 20F (493.680461 sec): 3 clusters Score: Raw -735156.509247 + Penalty 546.141053 = -734610.368194 nChanged 0 Trying to split cluster 10 (1893 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (493.701961 sec): 2 clusters Score: Raw -59436.397850 + Penalty 207.512749 = -59228.885101 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (493.749849 sec): 3 clusters Score: Raw -58352.431944 + Penalty 415.025498 = -57937.406445 nChanged 832 SP:Iteration 1F (493.785096 sec): 3 clusters Score: Raw -58968.915491 + Penalty 415.025498 = -58553.889993 nChanged 175 SP:Iteration 2F (493.831384 sec): 3 clusters Score: Raw -59144.079112 + Penalty 415.025498 = -58729.053613 nChanged 164 SP:Iteration 3F (493.873475 sec): 3 clusters Score: Raw -59345.036655 + Penalty 415.025498 = -58930.011157 nChanged 150 SP:Iteration 4F (493.918351 sec): 3 clusters Score: Raw -59496.596791 + Penalty 415.025498 = -59081.571293 nChanged 97 SP:Iteration 5F (493.955093 sec): 3 clusters Score: Raw -59564.614841 + Penalty 415.025498 = -59149.589343 nChanged 73 SP:Iteration 6Q (494.005571 sec): 3 clusters Score: Raw -59605.877339 + Penalty 415.025498 = -59190.851841 nChanged 51 SP:Iteration 7Q (494.046866 sec): 3 clusters Score: Raw -59626.463055 + Penalty 415.025498 = -59211.437557 nChanged 28 SP:Iteration 8Q (494.092521 sec): 3 clusters Score: Raw -59636.302496 + Penalty 415.025498 = -59221.276997 nChanged 21 SP:Iteration 9Q (494.133757 sec): 3 clusters Score: Raw -59641.921038 + Penalty 415.025498 = -59226.895540 nChanged 16 SP:Iteration 10Q (494.172135 sec): 3 clusters Score: Raw -59645.752544 + Penalty 415.025498 = -59230.727046 nChanged 16 SP:Iteration 11Q (494.220441 sec): 3 clusters Score: Raw -59649.211935 + Penalty 415.025498 = -59234.186437 nChanged 14 SP:Iteration 12Q (494.269613 sec): 3 clusters Score: Raw -59651.713491 + Penalty 415.025498 = -59236.687993 nChanged 13 SP:Iteration 13Q (494.330650 sec): 3 clusters Score: Raw -59654.422221 + Penalty 415.025498 = -59239.396723 nChanged 19 SP:Iteration 14Q (494.369367 sec): 3 clusters Score: Raw -59657.746563 + Penalty 415.025498 = -59242.721065 nChanged 9 SP:Iteration 15Q (494.408939 sec): 3 clusters Score: Raw -59659.053127 + Penalty 415.025498 = -59244.027628 nChanged 5 SP:Iteration 16Q (494.431598 sec): 3 clusters Score: Raw -59659.765509 + Penalty 415.025498 = -59244.740010 nChanged 7 SP:Iteration 17Q (494.435875 sec): 3 clusters Score: Raw -59660.628334 + Penalty 415.025498 = -59245.602836 nChanged 5 SP:Iteration 18Q (494.440142 sec): 3 clusters Score: Raw -59661.172568 + Penalty 415.025498 = -59246.147069 nChanged 2 SP:Iteration 19Q (494.444392 sec): 3 clusters Score: Raw -59661.306912 + Penalty 415.025498 = -59246.281413 nChanged 3 SP:Iteration 20F (494.448606 sec): 3 clusters Score: Raw -59661.608239 + Penalty 415.025498 = -59246.582741 nChanged 2 SP:Iteration 21Q (494.460437 sec): 3 clusters Score: Raw -59661.780854 + Penalty 415.025498 = -59246.755355 nChanged 2 SP:Iteration 22Q (494.464723 sec): 3 clusters Score: Raw -59661.891204 + Penalty 415.025498 = -59246.865705 nChanged 1 SP:Iteration 23Q (494.468999 sec): 3 clusters Score: Raw -59661.989513 + Penalty 415.025498 = -59246.964014 nChanged 1 SP:Iteration 24Q (494.473252 sec): 3 clusters Score: Raw -59662.074064 + Penalty 415.025498 = -59247.048565 nChanged 1 SP:Iteration 25Q (494.477482 sec): 3 clusters Score: Raw -59662.132478 + Penalty 415.025498 = -59247.106980 nChanged 1 SP:Iteration 26Q (494.481721 sec): 3 clusters Score: Raw -59662.180761 + Penalty 415.025498 = -59247.155263 nChanged 0 SP:Iteration 27F (494.525450 sec): 3 clusters Score: Raw -59662.180761 + Penalty 415.025498 = -59247.155263 nChanged 0 Score: Raw -4182253.443150 + Penalty 10329.913410 = -4171923.529740 Splitting cluster 10 changes total score from -4172011.374326 to -4171923.529740 So it's not getting split. Trying to split cluster 11 (2832 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (496.081910 sec): 2 clusters Score: Raw -91066.576329 + Penalty 218.590308 = -90847.986022 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (496.123136 sec): 3 clusters Score: Raw -89373.392165 + Penalty 437.180615 = -88936.211550 nChanged 1317 SP:Iteration 1F (496.176555 sec): 3 clusters Score: Raw -90171.602896 + Penalty 437.180615 = -89734.422281 nChanged 216 SP:Iteration 2F (496.207707 sec): 3 clusters Score: Raw -90297.220027 + Penalty 437.180615 = -89860.039412 nChanged 197 SP:Iteration 3F (496.250925 sec): 3 clusters Score: Raw -90406.478351 + Penalty 437.180615 = -89969.297736 nChanged 166 SP:Iteration 4F (496.296987 sec): 3 clusters Score: Raw -90495.535908 + Penalty 437.180615 = -90058.355293 nChanged 139 SP:Iteration 5Q (496.329598 sec): 3 clusters Score: Raw -90579.289850 + Penalty 437.180615 = -90142.109235 nChanged 131 SP:Iteration 6Q (496.373252 sec): 3 clusters Score: Raw -90666.842419 + Penalty 437.180615 = -90229.661804 nChanged 121 SP:Iteration 7Q (496.393438 sec): 3 clusters Score: Raw -90760.782917 + Penalty 437.180615 = -90323.602302 nChanged 107 SP:Iteration 8Q (496.399507 sec): 3 clusters Score: Raw -90826.192091 + Penalty 437.180615 = -90389.011476 nChanged 82 SP:Iteration 9Q (496.405470 sec): 3 clusters Score: Raw -90877.975124 + Penalty 437.180615 = -90440.794509 nChanged 76 SP:Iteration 10Q (496.411403 sec): 3 clusters Score: Raw -90935.750268 + Penalty 437.180615 = -90498.569653 nChanged 53 SP:Iteration 11Q (496.427715 sec): 3 clusters Score: Raw -90971.506427 + Penalty 437.180615 = -90534.325812 nChanged 35 SP:Iteration 12Q (496.433612 sec): 3 clusters Score: Raw -90989.819946 + Penalty 437.180615 = -90552.639331 nChanged 30 SP:Iteration 13Q (496.439469 sec): 3 clusters Score: Raw -91005.448090 + Penalty 437.180615 = -90568.267475 nChanged 35 SP:Iteration 14Q (496.445301 sec): 3 clusters Score: Raw -91022.721867 + Penalty 437.180615 = -90585.541252 nChanged 21 SP:Iteration 15Q (496.452096 sec): 3 clusters Score: Raw -91031.418175 + Penalty 437.180615 = -90594.237560 nChanged 21 SP:Iteration 16Q (496.457899 sec): 3 clusters Score: Raw -91040.595907 + Penalty 437.180615 = -90603.415292 nChanged 20 SP:Iteration 17Q (496.463673 sec): 3 clusters Score: Raw -91049.589840 + Penalty 437.180615 = -90612.409225 nChanged 14 SP:Iteration 18Q (496.469425 sec): 3 clusters Score: Raw -91055.029680 + Penalty 437.180615 = -90617.849065 nChanged 13 SP:Iteration 19Q (496.475115 sec): 3 clusters Score: Raw -91061.109490 + Penalty 437.180615 = -90623.928875 nChanged 8 SP:Iteration 20F (496.481094 sec): 3 clusters Score: Raw -91064.583537 + Penalty 437.180615 = -90627.402921 nChanged 7 SP:Iteration 21Q (496.510802 sec): 3 clusters Score: Raw -91068.101320 + Penalty 437.180615 = -90630.920705 nChanged 6 SP:Iteration 22Q (496.516953 sec): 3 clusters Score: Raw -91070.092350 + Penalty 437.180615 = -90632.911735 nChanged 3 SP:Iteration 23Q (496.522706 sec): 3 clusters Score: Raw -91070.958563 + Penalty 437.180615 = -90633.777948 nChanged 1 SP:Iteration 24Q (496.528462 sec): 3 clusters Score: Raw -91071.025056 + Penalty 437.180615 = -90633.844441 nChanged 1 SP:Iteration 25Q (496.534208 sec): 3 clusters Score: Raw -91071.277795 + Penalty 437.180615 = -90634.097180 nChanged 1 SP:Iteration 26Q (496.539977 sec): 3 clusters Score: Raw -91072.112413 + Penalty 437.180615 = -90634.931798 nChanged 1 SP:Iteration 27Q (496.545751 sec): 3 clusters Score: Raw -91072.221339 + Penalty 437.180615 = -90635.040724 nChanged 2 SP:Iteration 28Q (496.551544 sec): 3 clusters Score: Raw -91072.397106 + Penalty 437.180615 = -90635.216491 nChanged 0 SP:Iteration 29F (496.557515 sec): 3 clusters Score: Raw -91072.397106 + Penalty 437.180615 = -90635.216491 nChanged 0 Trying to split cluster 12 (975 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (496.563059 sec): 2 clusters Score: Raw -36221.501957 + Penalty 189.267030 = -36032.234927 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (496.565867 sec): 3 clusters Score: Raw -35699.381604 + Penalty 378.534061 = -35320.847543 nChanged 389 SP:Iteration 1F (496.568316 sec): 3 clusters Score: Raw -35961.600750 + Penalty 378.534061 = -35583.066690 nChanged 104 SP:Iteration 2F (496.570748 sec): 3 clusters Score: Raw -36055.616768 + Penalty 378.534061 = -35677.082707 nChanged 82 SP:Iteration 3F (496.573175 sec): 3 clusters Score: Raw -36115.440374 + Penalty 378.534061 = -35736.906313 nChanged 56 SP:Iteration 4F (496.575634 sec): 3 clusters Score: Raw -36175.203380 + Penalty 378.534061 = -35796.669319 nChanged 50 SP:Iteration 5F (496.578054 sec): 3 clusters Score: Raw -36219.077246 + Penalty 378.534061 = -35840.543185 nChanged 33 SP:Iteration 6Q (496.597797 sec): 3 clusters Score: Raw -36248.232660 + Penalty 378.534061 = -35869.698599 nChanged 33 SP:Iteration 7Q (496.600596 sec): 3 clusters Score: Raw -36267.610518 + Penalty 378.534061 = -35889.076457 nChanged 19 SP:Iteration 8Q (496.603025 sec): 3 clusters Score: Raw -36277.498919 + Penalty 378.534061 = -35898.964858 nChanged 21 SP:Iteration 9Q (496.605447 sec): 3 clusters Score: Raw -36289.318588 + Penalty 378.534061 = -35910.784527 nChanged 19 SP:Iteration 10Q (496.607888 sec): 3 clusters Score: Raw -36299.888932 + Penalty 378.534061 = -35921.354871 nChanged 14 SP:Iteration 11Q (496.610317 sec): 3 clusters Score: Raw -36305.096790 + Penalty 378.534061 = -35926.562729 nChanged 8 SP:Iteration 12Q (496.612733 sec): 3 clusters Score: Raw -36309.778746 + Penalty 378.534061 = -35931.244685 nChanged 9 SP:Iteration 13Q (496.615153 sec): 3 clusters Score: Raw -36312.283541 + Penalty 378.534061 = -35933.749480 nChanged 5 SP:Iteration 14Q (496.617571 sec): 3 clusters Score: Raw -36313.474023 + Penalty 378.534061 = -35934.939962 nChanged 5 SP:Iteration 15Q (496.620034 sec): 3 clusters Score: Raw -36314.120378 + Penalty 378.534061 = -35935.586317 nChanged 4 SP:Iteration 16Q (496.623039 sec): 3 clusters Score: Raw -36314.760745 + Penalty 378.534061 = -35936.226684 nChanged 1 SP:Iteration 17Q (496.625467 sec): 3 clusters Score: Raw -36314.981780 + Penalty 378.534061 = -35936.447719 nChanged 0 SP:Iteration 18F (496.627880 sec): 3 clusters Score: Raw -36314.981780 + Penalty 378.534061 = -35936.447719 nChanged 0 Trying to split cluster 13 (12634 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (496.648292 sec): 2 clusters Score: Raw -454767.008439 + Penalty 259.714039 = -454507.294400 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (496.670376 sec): 3 clusters Score: Raw -446572.488019 + Penalty 519.428078 = -446053.059941 nChanged 6020 SP:Iteration 1F (496.735609 sec): 3 clusters Score: Raw -450504.748803 + Penalty 519.428078 = -449985.320725 nChanged 776 SP:Iteration 2F (496.780990 sec): 3 clusters Score: Raw -450977.083231 + Penalty 519.428078 = -450457.655153 nChanged 838 SP:Iteration 3F (496.830530 sec): 3 clusters Score: Raw -451494.273022 + Penalty 519.428078 = -450974.844944 nChanged 771 SP:Iteration 4F (496.879465 sec): 3 clusters Score: Raw -452037.060700 + Penalty 519.428078 = -451517.632622 nChanged 744 SP:Iteration 5F (496.934791 sec): 3 clusters Score: Raw -452585.859721 + Penalty 519.428078 = -452066.431643 nChanged 595 SP:Iteration 6Q (496.992674 sec): 3 clusters Score: Raw -453094.263521 + Penalty 519.428078 = -452574.835443 nChanged 513 SP:Iteration 7Q (497.046316 sec): 3 clusters Score: Raw -453411.717233 + Penalty 519.428078 = -452892.289155 nChanged 363 SP:Iteration 8Q (497.102644 sec): 3 clusters Score: Raw -453567.667808 + Penalty 519.428078 = -453048.239730 nChanged 253 SP:Iteration 9Q (497.154680 sec): 3 clusters Score: Raw -453661.978761 + Penalty 519.428078 = -453142.550683 nChanged 223 SP:Iteration 10Q (497.208944 sec): 3 clusters Score: Raw -453733.185000 + Penalty 519.428078 = -453213.756922 nChanged 195 SP:Iteration 11Q (497.249072 sec): 3 clusters Score: Raw -453793.944146 + Penalty 519.428078 = -453274.516068 nChanged 201 SP:Iteration 12Q (497.309538 sec): 3 clusters Score: Raw -453857.086101 + Penalty 519.428078 = -453337.658023 nChanged 183 SP:Iteration 13Q (497.356954 sec): 3 clusters Score: Raw -453911.340237 + Penalty 519.428078 = -453391.912159 nChanged 143 SP:Iteration 14Q (497.417475 sec): 3 clusters Score: Raw -453948.634883 + Penalty 519.428078 = -453429.206805 nChanged 141 SP:Iteration 15Q (497.464535 sec): 3 clusters Score: Raw -453984.956616 + Penalty 519.428078 = -453465.528538 nChanged 135 SP:Iteration 16Q (497.489067 sec): 3 clusters Score: Raw -454017.160950 + Penalty 519.428078 = -453497.732872 nChanged 140 SP:Iteration 17Q (497.545223 sec): 3 clusters Score: Raw -454053.356873 + Penalty 519.428078 = -453533.928795 nChanged 136 SP:Iteration 18Q (497.587259 sec): 3 clusters Score: Raw -454083.349692 + Penalty 519.428078 = -453563.921614 nChanged 116 SP:Iteration 19Q (497.623658 sec): 3 clusters Score: Raw -454103.616064 + Penalty 519.428078 = -453584.187986 nChanged 99 SP:Iteration 20F (497.645084 sec): 3 clusters Score: Raw -454121.094247 + Penalty 519.428078 = -453601.666169 nChanged 102 SP:Iteration 21Q (497.705547 sec): 3 clusters Score: Raw -454140.065266 + Penalty 519.428078 = -453620.637188 nChanged 94 SP:Iteration 22Q (497.751834 sec): 3 clusters Score: Raw -454160.760891 + Penalty 519.428078 = -453641.332813 nChanged 97 SP:Iteration 23Q (497.771226 sec): 3 clusters Score: Raw -454180.065678 + Penalty 519.428078 = -453660.637600 nChanged 96 SP:Iteration 24Q (497.792006 sec): 3 clusters Score: Raw -454200.848079 + Penalty 519.428078 = -453681.420001 nChanged 103 SP:Iteration 25Q (497.838769 sec): 3 clusters Score: Raw -454232.820554 + Penalty 519.428078 = -453713.392476 nChanged 108 SP:Iteration 26Q (497.861096 sec): 3 clusters Score: Raw -454283.341684 + Penalty 519.428078 = -453763.913606 nChanged 115 SP:Iteration 27Q (497.881814 sec): 3 clusters Score: Raw -454361.094835 + Penalty 519.428078 = -453841.666757 nChanged 134 SP:Iteration 28Q (497.902475 sec): 3 clusters Score: Raw -454482.155570 + Penalty 519.428078 = -453962.727492 nChanged 151 SP:Iteration 29Q (497.948861 sec): 3 clusters Score: Raw -454629.022782 + Penalty 519.428078 = -454109.594704 nChanged 147 SP:Iteration 30Q (497.969487 sec): 3 clusters Score: Raw -454731.739363 + Penalty 519.428078 = -454212.311285 nChanged 113 SP:Iteration 31Q (497.989383 sec): 3 clusters Score: Raw -454774.546196 + Penalty 519.428078 = -454255.118118 nChanged 86 SP:Iteration 32Q (498.009969 sec): 3 clusters Score: Raw -454793.293851 + Penalty 519.428078 = -454273.865773 nChanged 58 SP:Iteration 33Q (498.030683 sec): 3 clusters Score: Raw -454802.591460 + Penalty 519.428078 = -454283.163382 nChanged 47 SP:Iteration 34Q (498.051109 sec): 3 clusters Score: Raw -454808.183988 + Penalty 519.428078 = -454288.755910 nChanged 34 SP:Iteration 35Q (498.119904 sec): 3 clusters Score: Raw -454811.215156 + Penalty 519.428078 = -454291.787078 nChanged 19 SP:Iteration 36Q (498.176972 sec): 3 clusters Score: Raw -454812.748917 + Penalty 519.428078 = -454293.320839 nChanged 15 SP:Iteration 37Q (498.227062 sec): 3 clusters Score: Raw -454813.539660 + Penalty 519.428078 = -454294.111583 nChanged 7 SP:Iteration 38Q (498.276961 sec): 3 clusters Score: Raw -454813.839842 + Penalty 519.428078 = -454294.411764 nChanged 6 SP:Iteration 39Q (498.322329 sec): 3 clusters Score: Raw -454814.034741 + Penalty 519.428078 = -454294.606663 nChanged 5 SP:Iteration 40F (498.368431 sec): 3 clusters Score: Raw -454814.201646 + Penalty 519.428078 = -454294.773568 nChanged 9 SP:Iteration 41Q (498.424651 sec): 3 clusters Score: Raw -454814.561312 + Penalty 519.428078 = -454295.133234 nChanged 8 SP:Iteration 42Q (498.464543 sec): 3 clusters Score: Raw -454814.982374 + Penalty 519.428078 = -454295.554296 nChanged 10 SP:Iteration 43Q (498.521175 sec): 3 clusters Score: Raw -454815.465456 + Penalty 519.428078 = -454296.037378 nChanged 7 SP:Iteration 44Q (498.589134 sec): 3 clusters Score: Raw -454815.832737 + Penalty 519.428078 = -454296.404660 nChanged 8 SP:Iteration 45Q (498.637442 sec): 3 clusters Score: Raw -454816.342982 + Penalty 519.428078 = -454296.914904 nChanged 6 SP:Iteration 46Q (498.681408 sec): 3 clusters Score: Raw -454816.680366 + Penalty 519.428078 = -454297.252288 nChanged 6 SP:Iteration 47Q (498.738361 sec): 3 clusters Score: Raw -454817.104344 + Penalty 519.428078 = -454297.676266 nChanged 6 SP:Iteration 48Q (498.794904 sec): 3 clusters Score: Raw -454817.422442 + Penalty 519.428078 = -454297.994364 nChanged 8 SP:Iteration 49Q (498.838755 sec): 3 clusters Score: Raw -454817.779532 + Penalty 519.428078 = -454298.351454 nChanged 8 SP:Iteration 50Q (498.880227 sec): 3 clusters Score: Raw -454818.104461 + Penalty 519.428078 = -454298.676384 nChanged 7 SP:Iteration 51Q (498.909778 sec): 3 clusters Score: Raw -454818.288366 + Penalty 519.428078 = -454298.860288 nChanged 9 SP:Iteration 52Q (498.931369 sec): 3 clusters Score: Raw -454818.649903 + Penalty 519.428078 = -454299.221825 nChanged 9 SP:Iteration 53Q (498.979451 sec): 3 clusters Score: Raw -454819.022460 + Penalty 519.428078 = -454299.594382 nChanged 6 SP:Iteration 54Q (499.025006 sec): 3 clusters Score: Raw -454819.146440 + Penalty 519.428078 = -454299.718362 nChanged 2 SP:Iteration 55Q (499.076341 sec): 3 clusters Score: Raw -454819.189389 + Penalty 519.428078 = -454299.761311 nChanged 2 SP:Iteration 56Q (499.132875 sec): 3 clusters Score: Raw -454819.243586 + Penalty 519.428078 = -454299.815508 nChanged 3 SP:Iteration 57Q (499.181381 sec): 3 clusters Score: Raw -454819.392992 + Penalty 519.428078 = -454299.964914 nChanged 4 SP:Iteration 58Q (499.229699 sec): 3 clusters Score: Raw -454819.619670 + Penalty 519.428078 = -454300.191592 nChanged 5 SP:Iteration 59Q (499.276331 sec): 3 clusters Score: Raw -454820.044786 + Penalty 519.428078 = -454300.616708 nChanged 7 SP:Iteration 60F (499.314237 sec): 3 clusters Score: Raw -454820.457648 + Penalty 519.428078 = -454301.029570 nChanged 9 SP:Iteration 61Q (499.365536 sec): 3 clusters Score: Raw -454820.951671 + Penalty 519.428078 = -454301.523594 nChanged 7 SP:Iteration 62Q (499.423650 sec): 3 clusters Score: Raw -454821.170852 + Penalty 519.428078 = -454301.742774 nChanged 1 SP:Iteration 63Q (499.436681 sec): 3 clusters Score: Raw -454821.181923 + Penalty 519.428078 = -454301.753845 nChanged 2 SP:Iteration 64Q (499.499970 sec): 3 clusters Score: Raw -454821.213722 + Penalty 519.428078 = -454301.785644 nChanged 1 SP:Iteration 65Q (499.547986 sec): 3 clusters Score: Raw -454821.233603 + Penalty 519.428078 = -454301.805525 nChanged 1 SP:Iteration 66Q (499.601098 sec): 3 clusters Score: Raw -454821.259299 + Penalty 519.428078 = -454301.831221 nChanged 2 SP:Iteration 67Q (499.648268 sec): 3 clusters Score: Raw -454821.318557 + Penalty 519.428078 = -454301.890479 nChanged 2 SP:Iteration 68Q (499.698146 sec): 3 clusters Score: Raw -454821.382552 + Penalty 519.428078 = -454301.954475 nChanged 2 SP:Iteration 69Q (499.752026 sec): 3 clusters Score: Raw -454821.529091 + Penalty 519.428078 = -454302.101013 nChanged 2 SP:Iteration 70Q (499.799550 sec): 3 clusters Score: Raw -454821.794720 + Penalty 519.428078 = -454302.366642 nChanged 2 SP:Iteration 71Q (499.852381 sec): 3 clusters Score: Raw -454821.921157 + Penalty 519.428078 = -454302.493079 nChanged 3 SP:Iteration 72Q (499.898950 sec): 3 clusters Score: Raw -454822.089400 + Penalty 519.428078 = -454302.661322 nChanged 3 SP:Iteration 73Q (499.953156 sec): 3 clusters Score: Raw -454822.237030 + Penalty 519.428078 = -454302.808952 nChanged 6 SP:Iteration 74Q (500.003528 sec): 3 clusters Score: Raw -454822.694882 + Penalty 519.428078 = -454303.266804 nChanged 6 SP:Iteration 75Q (500.060757 sec): 3 clusters Score: Raw -454823.111355 + Penalty 519.428078 = -454303.683277 nChanged 8 SP:Iteration 76Q (500.117797 sec): 3 clusters Score: Raw -454823.610361 + Penalty 519.428078 = -454304.182283 nChanged 9 SP:Iteration 77Q (500.167168 sec): 3 clusters Score: Raw -454824.428338 + Penalty 519.428078 = -454305.000260 nChanged 9 SP:Iteration 78Q (500.218810 sec): 3 clusters Score: Raw -454825.133247 + Penalty 519.428078 = -454305.705169 nChanged 8 SP:Iteration 79Q (500.274100 sec): 3 clusters Score: Raw -454825.604320 + Penalty 519.428078 = -454306.176242 nChanged 6 SP:Iteration 80F (500.327920 sec): 3 clusters Score: Raw -454825.769242 + Penalty 519.428078 = -454306.341164 nChanged 1 SP:Iteration 81Q (500.377108 sec): 3 clusters Score: Raw -454825.779209 + Penalty 519.428078 = -454306.351131 nChanged 1 SP:Iteration 82Q (500.421369 sec): 3 clusters Score: Raw -454825.799955 + Penalty 519.428078 = -454306.371877 nChanged 0 SP:Iteration 83F (500.474899 sec): 3 clusters Score: Raw -454825.799955 + Penalty 519.428078 = -454306.371877 nChanged 0 Trying to split cluster 14 (4133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (500.496232 sec): 2 clusters Score: Raw -134349.808016 + Penalty 228.985867 = -134120.822148 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (500.541211 sec): 3 clusters Score: Raw -131839.023347 + Penalty 457.971735 = -131381.051612 nChanged 1878 SP:Iteration 1F (500.585374 sec): 3 clusters Score: Raw -133044.821294 + Penalty 457.971735 = -132586.849559 nChanged 338 SP:Iteration 2F (500.641248 sec): 3 clusters Score: Raw -133270.503229 + Penalty 457.971735 = -132812.531494 nChanged 311 SP:Iteration 3F (500.683479 sec): 3 clusters Score: Raw -133483.985839 + Penalty 457.971735 = -133026.014104 nChanged 254 SP:Iteration 4F (500.730159 sec): 3 clusters Score: Raw -133657.567541 + Penalty 457.971735 = -133199.595806 nChanged 219 SP:Iteration 5F (500.762712 sec): 3 clusters Score: Raw -133811.578239 + Penalty 457.971735 = -133353.606504 nChanged 198 SP:Iteration 6Q (500.807739 sec): 3 clusters Score: Raw -133956.642692 + Penalty 457.971735 = -133498.670957 nChanged 168 SP:Iteration 7Q (500.850811 sec): 3 clusters Score: Raw -134095.825215 + Penalty 457.971735 = -133637.853481 nChanged 139 SP:Iteration 8Q (500.905421 sec): 3 clusters Score: Raw -134236.820529 + Penalty 457.971735 = -133778.848794 nChanged 68 SP:Iteration 9Q (500.950714 sec): 3 clusters Score: Raw -134317.593884 + Penalty 457.971735 = -133859.622149 nChanged 30 SP:Iteration 10Q (500.998099 sec): 3 clusters Score: Raw -134343.040850 + Penalty 457.971735 = -133885.069115 nChanged 16 SP:Iteration 11Q (501.045665 sec): 3 clusters Score: Raw -134356.920402 + Penalty 457.971735 = -133898.948668 nChanged 13 SP:Iteration 12Q (501.083299 sec): 3 clusters Score: Raw -134368.300644 + Penalty 457.971735 = -133910.328909 nChanged 11 SP:Iteration 13Q (501.117314 sec): 3 clusters Score: Raw -134377.363389 + Penalty 457.971735 = -133919.391654 nChanged 5 SP:Iteration 14Q (501.151237 sec): 3 clusters Score: Raw -134386.119634 + Penalty 457.971735 = -133928.147899 nChanged 6 SP:Iteration 15Q (501.181634 sec): 3 clusters Score: Raw -134390.245052 + Penalty 457.971735 = -133932.273317 nChanged 4 SP:Iteration 16Q (501.215388 sec): 3 clusters Score: Raw -134393.526265 + Penalty 457.971735 = -133935.554531 nChanged 3 SP:Iteration 17Q (501.249137 sec): 3 clusters Score: Raw -134396.349707 + Penalty 457.971735 = -133938.377973 nChanged 2 SP:Iteration 18Q (501.279598 sec): 3 clusters Score: Raw -134396.901741 + Penalty 457.971735 = -133938.930006 nChanged 0 SP:Iteration 19F (501.313954 sec): 3 clusters Score: Raw -134396.901741 + Penalty 457.971735 = -133938.930006 nChanged 0 Trying to split cluster 15 (15651 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (501.346245 sec): 2 clusters Score: Raw -596086.026833 + Penalty 265.602978 = -595820.423856 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (501.400299 sec): 3 clusters Score: Raw -585875.187610 + Penalty 531.205955 = -585343.981655 nChanged 7469 SP:Iteration 1F (501.443275 sec): 3 clusters Score: Raw -590358.162117 + Penalty 531.205955 = -589826.956162 nChanged 824 SP:Iteration 2F (501.492553 sec): 3 clusters Score: Raw -590710.870408 + Penalty 531.205955 = -590179.664453 nChanged 819 SP:Iteration 3F (501.547278 sec): 3 clusters Score: Raw -591100.205846 + Penalty 531.205955 = -590568.999891 nChanged 820 SP:Iteration 4F (501.601478 sec): 3 clusters Score: Raw -591535.649718 + Penalty 531.205955 = -591004.443763 nChanged 849 SP:Iteration 5F (501.656000 sec): 3 clusters Score: Raw -592047.754078 + Penalty 531.205955 = -591516.548123 nChanged 807 SP:Iteration 6F (501.712488 sec): 3 clusters Score: Raw -592525.965980 + Penalty 531.205955 = -591994.760025 nChanged 769 SP:Iteration 7Q (501.773335 sec): 3 clusters Score: Raw -592958.291395 + Penalty 531.205955 = -592427.085440 nChanged 719 SP:Iteration 8Q (501.833341 sec): 3 clusters Score: Raw -593358.047495 + Penalty 531.205955 = -592826.841540 nChanged 645 SP:Iteration 9Q (501.875257 sec): 3 clusters Score: Raw -593721.845381 + Penalty 531.205955 = -593190.639426 nChanged 593 SP:Iteration 10Q (501.932635 sec): 3 clusters Score: Raw -594091.029082 + Penalty 531.205955 = -593559.823127 nChanged 530 SP:Iteration 11Q (501.979993 sec): 3 clusters Score: Raw -594434.645347 + Penalty 531.205955 = -593903.439392 nChanged 494 SP:Iteration 12Q (502.030203 sec): 3 clusters Score: Raw -594767.898028 + Penalty 531.205955 = -594236.692073 nChanged 434 SP:Iteration 13Q (502.089646 sec): 3 clusters Score: Raw -595075.828654 + Penalty 531.205955 = -594544.622699 nChanged 390 SP:Iteration 14Q (502.153215 sec): 3 clusters Score: Raw -595354.484217 + Penalty 531.205955 = -594823.278262 nChanged 297 SP:Iteration 15Q (502.200522 sec): 3 clusters Score: Raw -595549.408826 + Penalty 531.205955 = -595018.202871 nChanged 242 SP:Iteration 16Q (502.258333 sec): 3 clusters Score: Raw -595710.565795 + Penalty 531.205955 = -595179.359840 nChanged 195 SP:Iteration 17Q (502.321809 sec): 3 clusters Score: Raw -595848.676777 + Penalty 531.205955 = -595317.470822 nChanged 155 SP:Iteration 18Q (502.372660 sec): 3 clusters Score: Raw -595960.141503 + Penalty 531.205955 = -595428.935548 nChanged 119 SP:Iteration 19Q (502.391996 sec): 3 clusters Score: Raw -596046.318311 + Penalty 531.205955 = -595515.112356 nChanged 69 SP:Iteration 20F (502.415159 sec): 3 clusters Score: Raw -596096.648811 + Penalty 531.205955 = -595565.442856 nChanged 45 SP:Iteration 21Q (502.472011 sec): 3 clusters Score: Raw -596122.921940 + Penalty 531.205955 = -595591.715985 nChanged 24 SP:Iteration 22Q (502.531224 sec): 3 clusters Score: Raw -596134.960303 + Penalty 531.205955 = -595603.754348 nChanged 22 SP:Iteration 23Q (502.585284 sec): 3 clusters Score: Raw -596147.317157 + Penalty 531.205955 = -595616.111202 nChanged 11 SP:Iteration 24Q (502.628528 sec): 3 clusters Score: Raw -596155.664983 + Penalty 531.205955 = -595624.459028 nChanged 7 SP:Iteration 25Q (502.681012 sec): 3 clusters Score: Raw -596163.893844 + Penalty 531.205955 = -595632.687889 nChanged 6 SP:Iteration 26Q (502.738360 sec): 3 clusters Score: Raw -596167.589535 + Penalty 531.205955 = -595636.383580 nChanged 4 SP:Iteration 27Q (502.798556 sec): 3 clusters Score: Raw -596169.030280 + Penalty 531.205955 = -595637.824325 nChanged 3 SP:Iteration 28Q (502.852174 sec): 3 clusters Score: Raw -596170.105484 + Penalty 531.205955 = -595638.899529 nChanged 3 SP:Iteration 29Q (502.901615 sec): 3 clusters Score: Raw -596171.456706 + Penalty 531.205955 = -595640.250751 nChanged 3 SP:Iteration 30Q (502.964081 sec): 3 clusters Score: Raw -596172.063626 + Penalty 531.205955 = -595640.857671 nChanged 0 SP:Iteration 31F (503.025380 sec): 3 clusters Score: Raw -596172.713678 + Penalty 531.205955 = -595641.507723 nChanged 1 SP:Iteration 32Q (503.062762 sec): 3 clusters Score: Raw -596173.922238 + Penalty 531.205955 = -595642.716283 nChanged 2 SP:Iteration 33Q (503.115151 sec): 3 clusters Score: Raw -596174.318887 + Penalty 531.205955 = -595643.112932 nChanged 2 SP:Iteration 34Q (503.170177 sec): 3 clusters Score: Raw -596174.508067 + Penalty 531.205955 = -595643.302112 nChanged 0 SP:Iteration 35F (503.209540 sec): 3 clusters Score: Raw -596174.508067 + Penalty 531.205955 = -595643.302112 nChanged 0 Trying to split cluster 16 (982 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (503.229906 sec): 2 clusters Score: Raw -30397.719121 + Penalty 189.463761 = -30208.255360 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (503.271159 sec): 3 clusters Score: Raw -29890.220655 + Penalty 378.927522 = -29511.293133 nChanged 422 SP:Iteration 1F (503.320242 sec): 3 clusters Score: Raw -30222.128981 + Penalty 378.927522 = -29843.201459 nChanged 84 SP:Iteration 2F (503.368904 sec): 3 clusters Score: Raw -30305.044042 + Penalty 378.927522 = -29926.116520 nChanged 72 SP:Iteration 3F (503.405823 sec): 3 clusters Score: Raw -30413.356849 + Penalty 378.927522 = -30034.429327 nChanged 67 SP:Iteration 4F (503.444677 sec): 3 clusters Score: Raw -30531.611248 + Penalty 378.927522 = -30152.683726 nChanged 57 SP:Iteration 5F (503.496328 sec): 3 clusters Score: Raw -30603.480025 + Penalty 378.927522 = -30224.552503 nChanged 41 SP:Iteration 6Q (503.536028 sec): 3 clusters Score: Raw -30623.420875 + Penalty 378.927522 = -30244.493353 nChanged 17 SP:Iteration 7Q (503.583997 sec): 3 clusters Score: Raw -30630.265016 + Penalty 378.927522 = -30251.337494 nChanged 11 SP:Iteration 8Q (503.620440 sec): 3 clusters Score: Raw -30634.354714 + Penalty 378.927522 = -30255.427192 nChanged 4 SP:Iteration 9Q (503.667152 sec): 3 clusters Score: Raw -30635.501123 + Penalty 378.927522 = -30256.573601 nChanged 3 SP:Iteration 10Q (503.711185 sec): 3 clusters Score: Raw -30636.237906 + Penalty 378.927522 = -30257.310384 nChanged 2 SP:Iteration 11Q (503.743609 sec): 3 clusters Score: Raw -30636.481713 + Penalty 378.927522 = -30257.554191 nChanged 1 SP:Iteration 12Q (503.790293 sec): 3 clusters Score: Raw -30637.059236 + Penalty 378.927522 = -30258.131714 nChanged 3 SP:Iteration 13Q (503.836292 sec): 3 clusters Score: Raw -30637.864289 + Penalty 378.927522 = -30258.936767 nChanged 1 SP:Iteration 14Q (503.883192 sec): 3 clusters Score: Raw -30638.122807 + Penalty 378.927522 = -30259.195286 nChanged 1 SP:Iteration 15Q (503.925720 sec): 3 clusters Score: Raw -30638.235416 + Penalty 378.927522 = -30259.307894 nChanged 0 SP:Iteration 16F (503.964362 sec): 3 clusters Score: Raw -30638.235416 + Penalty 378.927522 = -30259.307894 nChanged 0 Score: Raw -4182268.176534 + Penalty 10329.913410 = -4171938.263124 Splitting cluster 16 changes total score from -4172011.374326 to -4171938.263124 So it's not getting split. Trying to split cluster 17 (1100 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (505.661457 sec): 2 clusters Score: Raw -41430.286137 + Penalty 192.584300 = -41237.701837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (505.693436 sec): 3 clusters Score: Raw -40810.574675 + Penalty 385.168600 = -40425.406075 nChanged 482 SP:Iteration 1F (505.733988 sec): 3 clusters Score: Raw -41071.403189 + Penalty 385.168600 = -40686.234589 nChanged 92 SP:Iteration 2F (505.779054 sec): 3 clusters Score: Raw -41125.123587 + Penalty 385.168600 = -40739.954987 nChanged 75 SP:Iteration 3F (505.826213 sec): 3 clusters Score: Raw -41172.982260 + Penalty 385.168600 = -40787.813660 nChanged 78 SP:Iteration 4F (505.857436 sec): 3 clusters Score: Raw -41216.904074 + Penalty 385.168600 = -40831.735474 nChanged 61 SP:Iteration 5F (505.896487 sec): 3 clusters Score: Raw -41252.975507 + Penalty 385.168600 = -40867.806907 nChanged 51 SP:Iteration 6Q (505.931438 sec): 3 clusters Score: Raw -41289.093104 + Penalty 385.168600 = -40903.924504 nChanged 60 SP:Iteration 7F (505.943323 sec): 3 clusters Score: Raw -41336.176639 + Penalty 385.168600 = -40951.008039 nChanged 47 SP:Iteration 8Q (505.946025 sec): 3 clusters Score: Raw -41368.196306 + Penalty 385.168600 = -40983.027706 nChanged 34 SP:Iteration 9Q (505.948751 sec): 3 clusters Score: Raw -41398.359250 + Penalty 385.168600 = -41013.190650 nChanged 24 SP:Iteration 10Q (505.951444 sec): 3 clusters Score: Raw -41417.190938 + Penalty 385.168600 = -41032.022337 nChanged 15 SP:Iteration 11Q (505.954095 sec): 3 clusters Score: Raw -41435.706920 + Penalty 385.168600 = -41050.538320 nChanged 10 SP:Iteration 12Q (505.956708 sec): 3 clusters Score: Raw -41441.647342 + Penalty 385.168600 = -41056.478742 nChanged 11 SP:Iteration 13Q (505.959339 sec): 3 clusters Score: Raw -41447.133141 + Penalty 385.168600 = -41061.964540 nChanged 6 SP:Iteration 14Q (505.961956 sec): 3 clusters Score: Raw -41450.658112 + Penalty 385.168600 = -41065.489511 nChanged 6 SP:Iteration 15Q (505.964579 sec): 3 clusters Score: Raw -41452.717044 + Penalty 385.168600 = -41067.548443 nChanged 3 SP:Iteration 16Q (505.967198 sec): 3 clusters Score: Raw -41455.001871 + Penalty 385.168600 = -41069.833271 nChanged 3 SP:Iteration 17Q (505.969822 sec): 3 clusters Score: Raw -41455.812783 + Penalty 385.168600 = -41070.644183 nChanged 3 SP:Iteration 18Q (505.972484 sec): 3 clusters Score: Raw -41457.826755 + Penalty 385.168600 = -41072.658155 nChanged 4 SP:Iteration 19Q (505.975095 sec): 3 clusters Score: Raw -41460.421700 + Penalty 385.168600 = -41075.253099 nChanged 4 SP:Iteration 20F (505.977741 sec): 3 clusters Score: Raw -41462.106920 + Penalty 385.168600 = -41076.938319 nChanged 2 SP:Iteration 21Q (505.980346 sec): 3 clusters Score: Raw -41464.029435 + Penalty 385.168600 = -41078.860835 nChanged 3 SP:Iteration 22Q (505.982937 sec): 3 clusters Score: Raw -41465.674183 + Penalty 385.168600 = -41080.505583 nChanged 4 SP:Iteration 23Q (505.985545 sec): 3 clusters Score: Raw -41467.984971 + Penalty 385.168600 = -41082.816371 nChanged 0 SP:Iteration 24F (505.988195 sec): 3 clusters Score: Raw -41467.984971 + Penalty 385.168600 = -41082.816371 nChanged 0 Trying to split cluster 18 (18074 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (506.031975 sec): 2 clusters Score: Raw -662414.964188 + Penalty 269.561317 = -662145.402871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (506.080827 sec): 3 clusters Score: Raw -650620.242382 + Penalty 539.122635 = -650081.119748 nChanged 8733 SP:Iteration 1F (506.138648 sec): 3 clusters Score: Raw -656250.157201 + Penalty 539.122635 = -655711.034567 nChanged 1316 SP:Iteration 2F (506.200893 sec): 3 clusters Score: Raw -656972.576365 + Penalty 539.122635 = -656433.453731 nChanged 1299 SP:Iteration 3F (506.248320 sec): 3 clusters Score: Raw -657765.937932 + Penalty 539.122635 = -657226.815297 nChanged 1146 SP:Iteration 4F (506.319110 sec): 3 clusters Score: Raw -658429.402797 + Penalty 539.122635 = -657890.280162 nChanged 951 SP:Iteration 5F (506.372324 sec): 3 clusters Score: Raw -658916.369965 + Penalty 539.122635 = -658377.247331 nChanged 783 SP:Iteration 6Q (506.427625 sec): 3 clusters Score: Raw -659327.907577 + Penalty 539.122635 = -658788.784942 nChanged 758 SP:Iteration 7Q (506.489352 sec): 3 clusters Score: Raw -659800.192698 + Penalty 539.122635 = -659261.070063 nChanged 774 SP:Iteration 8Q (506.536894 sec): 3 clusters Score: Raw -660329.143621 + Penalty 539.122635 = -659790.020986 nChanged 725 SP:Iteration 9Q (506.598890 sec): 3 clusters Score: Raw -660939.217524 + Penalty 539.122635 = -660400.094890 nChanged 576 SP:Iteration 10Q (506.662045 sec): 3 clusters Score: Raw -661513.491857 + Penalty 539.122635 = -660974.369222 nChanged 373 SP:Iteration 11Q (506.699218 sec): 3 clusters Score: Raw -661852.756817 + Penalty 539.122635 = -661313.634182 nChanged 244 SP:Iteration 12Q (506.768145 sec): 3 clusters Score: Raw -662052.450153 + Penalty 539.122635 = -661513.327518 nChanged 182 SP:Iteration 13Q (506.830291 sec): 3 clusters Score: Raw -662182.901331 + Penalty 539.122635 = -661643.778696 nChanged 135 SP:Iteration 14Q (506.879761 sec): 3 clusters Score: Raw -662269.682128 + Penalty 539.122635 = -661730.559494 nChanged 97 SP:Iteration 15Q (506.941260 sec): 3 clusters Score: Raw -662329.085875 + Penalty 539.122635 = -661789.963241 nChanged 75 SP:Iteration 16Q (506.999924 sec): 3 clusters Score: Raw -662372.401078 + Penalty 539.122635 = -661833.278443 nChanged 53 SP:Iteration 17Q (507.056846 sec): 3 clusters Score: Raw -662406.222729 + Penalty 539.122635 = -661867.100095 nChanged 52 SP:Iteration 18Q (507.102633 sec): 3 clusters Score: Raw -662432.233828 + Penalty 539.122635 = -661893.111193 nChanged 36 SP:Iteration 19Q (507.167856 sec): 3 clusters Score: Raw -662447.984515 + Penalty 539.122635 = -661908.861881 nChanged 29 SP:Iteration 20F (507.220429 sec): 3 clusters Score: Raw -662461.669391 + Penalty 539.122635 = -661922.546756 nChanged 26 SP:Iteration 21Q (507.267991 sec): 3 clusters Score: Raw -662473.112858 + Penalty 539.122635 = -661933.990223 nChanged 19 SP:Iteration 22Q (507.326849 sec): 3 clusters Score: Raw -662480.788696 + Penalty 539.122635 = -661941.666061 nChanged 15 SP:Iteration 23Q (507.381454 sec): 3 clusters Score: Raw -662485.317426 + Penalty 539.122635 = -661946.194791 nChanged 10 SP:Iteration 24Q (507.435641 sec): 3 clusters Score: Raw -662487.557557 + Penalty 539.122635 = -661948.434922 nChanged 10 SP:Iteration 25Q (507.494654 sec): 3 clusters Score: Raw -662489.058460 + Penalty 539.122635 = -661949.935825 nChanged 4 SP:Iteration 26Q (507.533484 sec): 3 clusters Score: Raw -662489.626604 + Penalty 539.122635 = -661950.503970 nChanged 0 SP:Iteration 27F (507.597547 sec): 3 clusters Score: Raw -662489.626604 + Penalty 539.122635 = -661950.503970 nChanged 0 Trying to split cluster 19 (401 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (507.611600 sec): 2 clusters Score: Raw -14864.054790 + Penalty 164.833939 = -14699.220851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (507.661099 sec): 3 clusters Score: Raw -14668.578049 + Penalty 329.667879 = -14338.910171 nChanged 163 SP:Iteration 1F (507.711760 sec): 3 clusters Score: Raw -14754.066241 + Penalty 329.667879 = -14424.398363 nChanged 29 SP:Iteration 2F (507.750850 sec): 3 clusters Score: Raw -14784.277258 + Penalty 329.667879 = -14454.609379 nChanged 22 SP:Iteration 3F (507.794348 sec): 3 clusters Score: Raw -14809.694551 + Penalty 329.667879 = -14480.026673 nChanged 23 SP:Iteration 4F (507.843919 sec): 3 clusters Score: Raw -14831.625821 + Penalty 329.667879 = -14501.957943 nChanged 16 SP:Iteration 5Q (507.893466 sec): 3 clusters Score: Raw -14842.295942 + Penalty 329.667879 = -14512.628063 nChanged 8 SP:Iteration 6Q (507.946823 sec): 3 clusters Score: Raw -14845.720169 + Penalty 329.667879 = -14516.052291 nChanged 9 SP:Iteration 7Q (507.990904 sec): 3 clusters Score: Raw -14850.200191 + Penalty 329.667879 = -14520.532313 nChanged 5 SP:Iteration 8Q (508.029820 sec): 3 clusters Score: Raw -14853.162115 + Penalty 329.667879 = -14523.494236 nChanged 8 SP:Iteration 9Q (508.061706 sec): 3 clusters Score: Raw -14856.259524 + Penalty 329.667879 = -14526.591646 nChanged 4 SP:Iteration 10Q (508.105559 sec): 3 clusters Score: Raw -14857.874385 + Penalty 329.667879 = -14528.206506 nChanged 3 SP:Iteration 11Q (508.148810 sec): 3 clusters Score: Raw -14859.263157 + Penalty 329.667879 = -14529.595278 nChanged 5 SP:Iteration 12Q (508.201528 sec): 3 clusters Score: Raw -14862.587909 + Penalty 329.667879 = -14532.920031 nChanged 8 SP:Iteration 13Q (508.243333 sec): 3 clusters Score: Raw -14868.090464 + Penalty 329.667879 = -14538.422585 nChanged 2 SP:Iteration 14Q (508.279675 sec): 3 clusters Score: Raw -14869.961969 + Penalty 329.667879 = -14540.294091 nChanged 2 SP:Iteration 15Q (508.321657 sec): 3 clusters Score: Raw -14871.447515 + Penalty 329.667879 = -14541.779637 nChanged 2 SP:Iteration 16Q (508.358935 sec): 3 clusters Score: Raw -14871.992150 + Penalty 329.667879 = -14542.324271 nChanged 2 SP:Iteration 17Q (508.407177 sec): 3 clusters Score: Raw -14872.461621 + Penalty 329.667879 = -14542.793743 nChanged 1 SP:Iteration 18Q (508.442761 sec): 3 clusters Score: Raw -14873.022871 + Penalty 329.667879 = -14543.354993 nChanged 0 SP:Iteration 19F (508.480262 sec): 3 clusters Score: Raw -14873.022871 + Penalty 329.667879 = -14543.354993 nChanged 0 Trying to split cluster 20 (611 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (508.502064 sec): 2 clusters Score: Raw -20116.886122 + Penalty 176.415166 = -19940.470956 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (508.559323 sec): 3 clusters Score: Raw -19810.449578 + Penalty 352.830333 = -19457.619245 nChanged 239 SP:Iteration 1F (508.605973 sec): 3 clusters Score: Raw -19976.281865 + Penalty 352.830333 = -19623.451532 nChanged 63 SP:Iteration 2F (508.638512 sec): 3 clusters Score: Raw -20004.717675 + Penalty 352.830333 = -19651.887343 nChanged 25 SP:Iteration 3Q (508.683379 sec): 3 clusters Score: Raw -20020.120695 + Penalty 352.830333 = -19667.290362 nChanged 21 SP:Iteration 4Q (508.735305 sec): 3 clusters Score: Raw -20030.600694 + Penalty 352.830333 = -19677.770362 nChanged 16 SP:Iteration 5Q (508.772326 sec): 3 clusters Score: Raw -20036.334426 + Penalty 352.830333 = -19683.504093 nChanged 9 SP:Iteration 6Q (508.818736 sec): 3 clusters Score: Raw -20039.720059 + Penalty 352.830333 = -19686.889726 nChanged 7 SP:Iteration 7Q (508.858409 sec): 3 clusters Score: Raw -20041.364597 + Penalty 352.830333 = -19688.534264 nChanged 7 SP:Iteration 8Q (508.892753 sec): 3 clusters Score: Raw -20042.560395 + Penalty 352.830333 = -19689.730062 nChanged 4 SP:Iteration 9Q (508.938082 sec): 3 clusters Score: Raw -20043.316300 + Penalty 352.830333 = -19690.485967 nChanged 1 SP:Iteration 10Q (508.972560 sec): 3 clusters Score: Raw -20043.440784 + Penalty 352.830333 = -19690.610451 nChanged 1 SP:Iteration 11Q (509.016202 sec): 3 clusters Score: Raw -20043.598237 + Penalty 352.830333 = -19690.767905 nChanged 0 SP:Iteration 12F (509.065534 sec): 3 clusters Score: Raw -20043.598237 + Penalty 352.830333 = -19690.767905 nChanged 0 Trying to split cluster 21 (5085 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (509.092776 sec): 2 clusters Score: Raw -191904.711511 + Penalty 234.686383 = -191670.025127 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (509.132215 sec): 3 clusters Score: Raw -188748.462208 + Penalty 469.372767 = -188279.089441 nChanged 2360 SP:Iteration 1F (509.183167 sec): 3 clusters Score: Raw -190232.938882 + Penalty 469.372767 = -189763.566115 nChanged 407 SP:Iteration 2F (509.226114 sec): 3 clusters Score: Raw -190482.013478 + Penalty 469.372767 = -190012.640711 nChanged 379 SP:Iteration 3F (509.275572 sec): 3 clusters Score: Raw -190732.133179 + Penalty 469.372767 = -190262.760412 nChanged 349 SP:Iteration 4F (509.319824 sec): 3 clusters Score: Raw -190946.337896 + Penalty 469.372767 = -190476.965129 nChanged 314 SP:Iteration 5F (509.371494 sec): 3 clusters Score: Raw -191139.166352 + Penalty 469.372767 = -190669.793585 nChanged 259 SP:Iteration 6F (509.422019 sec): 3 clusters Score: Raw -191294.384348 + Penalty 469.372767 = -190825.011581 nChanged 207 SP:Iteration 7Q (509.472280 sec): 3 clusters Score: Raw -191437.100411 + Penalty 469.372767 = -190967.727644 nChanged 193 SP:Iteration 8Q (509.518938 sec): 3 clusters Score: Raw -191576.942043 + Penalty 469.372767 = -191107.569276 nChanged 144 SP:Iteration 9Q (509.567296 sec): 3 clusters Score: Raw -191686.538916 + Penalty 469.372767 = -191217.166149 nChanged 105 SP:Iteration 10Q (509.608264 sec): 3 clusters Score: Raw -191759.854927 + Penalty 469.372767 = -191290.482160 nChanged 67 SP:Iteration 11Q (509.663064 sec): 3 clusters Score: Raw -191791.634745 + Penalty 469.372767 = -191322.261978 nChanged 59 SP:Iteration 12Q (509.704552 sec): 3 clusters Score: Raw -191822.757512 + Penalty 469.372767 = -191353.384745 nChanged 58 SP:Iteration 13Q (509.756322 sec): 3 clusters Score: Raw -191850.918822 + Penalty 469.372767 = -191381.546055 nChanged 51 SP:Iteration 14Q (509.803584 sec): 3 clusters Score: Raw -191873.897131 + Penalty 469.372767 = -191404.524364 nChanged 45 SP:Iteration 15Q (509.851670 sec): 3 clusters Score: Raw -191892.913907 + Penalty 469.372767 = -191423.541140 nChanged 32 SP:Iteration 16Q (509.889758 sec): 3 clusters Score: Raw -191907.586743 + Penalty 469.372767 = -191438.213976 nChanged 32 SP:Iteration 17Q (509.940021 sec): 3 clusters Score: Raw -191923.087686 + Penalty 469.372767 = -191453.714919 nChanged 29 SP:Iteration 18Q (509.981156 sec): 3 clusters Score: Raw -191935.575754 + Penalty 469.372767 = -191466.202987 nChanged 20 SP:Iteration 19Q (510.028639 sec): 3 clusters Score: Raw -191943.574370 + Penalty 469.372767 = -191474.201603 nChanged 18 SP:Iteration 20F (510.074508 sec): 3 clusters Score: Raw -191951.717026 + Penalty 469.372767 = -191482.344259 nChanged 15 SP:Iteration 21Q (510.125001 sec): 3 clusters Score: Raw -191958.838202 + Penalty 469.372767 = -191489.465435 nChanged 22 SP:Iteration 22Q (510.171923 sec): 3 clusters Score: Raw -191965.966452 + Penalty 469.372767 = -191496.593685 nChanged 24 SP:Iteration 23Q (510.217770 sec): 3 clusters Score: Raw -191973.089062 + Penalty 469.372767 = -191503.716295 nChanged 12 SP:Iteration 24Q (510.259008 sec): 3 clusters Score: Raw -191977.260886 + Penalty 469.372767 = -191507.888119 nChanged 11 SP:Iteration 25Q (510.306764 sec): 3 clusters Score: Raw -191980.366116 + Penalty 469.372767 = -191510.993349 nChanged 5 SP:Iteration 26Q (510.350105 sec): 3 clusters Score: Raw -191981.738882 + Penalty 469.372767 = -191512.366115 nChanged 5 SP:Iteration 27Q (510.400219 sec): 3 clusters Score: Raw -191982.789813 + Penalty 469.372767 = -191513.417046 nChanged 4 SP:Iteration 28Q (510.443665 sec): 3 clusters Score: Raw -191984.723497 + Penalty 469.372767 = -191515.350730 nChanged 2 SP:Iteration 29Q (510.490311 sec): 3 clusters Score: Raw -191985.829603 + Penalty 469.372767 = -191516.456837 nChanged 4 SP:Iteration 30Q (510.529158 sec): 3 clusters Score: Raw -191987.024872 + Penalty 469.372767 = -191517.652105 nChanged 3 SP:Iteration 31Q (510.571717 sec): 3 clusters Score: Raw -191988.158708 + Penalty 469.372767 = -191518.785941 nChanged 6 SP:Iteration 32Q (510.624137 sec): 3 clusters Score: Raw -191991.209713 + Penalty 469.372767 = -191521.836946 nChanged 8 SP:Iteration 33Q (510.661908 sec): 3 clusters Score: Raw -191994.657193 + Penalty 469.372767 = -191525.284426 nChanged 9 SP:Iteration 34Q (510.708128 sec): 3 clusters Score: Raw -192004.775676 + Penalty 469.372767 = -191535.402909 nChanged 7 SP:Iteration 35Q (510.759450 sec): 3 clusters Score: Raw -192010.243750 + Penalty 469.372767 = -191540.870983 nChanged 6 SP:Iteration 36Q (510.811458 sec): 3 clusters Score: Raw -192013.236097 + Penalty 469.372767 = -191543.863330 nChanged 3 SP:Iteration 37Q (510.856153 sec): 3 clusters Score: Raw -192015.540836 + Penalty 469.372767 = -191546.168069 nChanged 3 SP:Iteration 38Q (510.904716 sec): 3 clusters Score: Raw -192018.254823 + Penalty 469.372767 = -191548.882056 nChanged 4 SP:Iteration 39Q (510.951516 sec): 3 clusters Score: Raw -192019.194382 + Penalty 469.372767 = -191549.821615 nChanged 2 SP:Iteration 40F (511.003981 sec): 3 clusters Score: Raw -192019.769818 + Penalty 469.372767 = -191550.397051 nChanged 2 SP:Iteration 41Q (511.054656 sec): 3 clusters Score: Raw -192020.237750 + Penalty 469.372767 = -191550.864983 nChanged 2 SP:Iteration 42Q (511.101865 sec): 3 clusters Score: Raw -192021.552385 + Penalty 469.372767 = -191552.179618 nChanged 5 SP:Iteration 43Q (511.150670 sec): 3 clusters Score: Raw -192025.024726 + Penalty 469.372767 = -191555.651959 nChanged 6 SP:Iteration 44Q (511.200419 sec): 3 clusters Score: Raw -192026.522144 + Penalty 469.372767 = -191557.149377 nChanged 5 SP:Iteration 45Q (511.249395 sec): 3 clusters Score: Raw -192028.802967 + Penalty 469.372767 = -191559.430200 nChanged 4 SP:Iteration 46Q (511.292327 sec): 3 clusters Score: Raw -192031.153002 + Penalty 469.372767 = -191561.780235 nChanged 5 SP:Iteration 47Q (511.338714 sec): 3 clusters Score: Raw -192032.685923 + Penalty 469.372767 = -191563.313156 nChanged 7 SP:Iteration 48Q (511.368778 sec): 3 clusters Score: Raw -192034.897109 + Penalty 469.372767 = -191565.524342 nChanged 3 SP:Iteration 49Q (511.426838 sec): 3 clusters Score: Raw -192035.680778 + Penalty 469.372767 = -191566.308011 nChanged 3 SP:Iteration 50Q (511.460361 sec): 3 clusters Score: Raw -192037.021086 + Penalty 469.372767 = -191567.648319 nChanged 2 SP:Iteration 51Q (511.512100 sec): 3 clusters Score: Raw -192037.173831 + Penalty 469.372767 = -191567.801064 nChanged 0 SP:Iteration 52F (511.558482 sec): 3 clusters Score: Raw -192037.173831 + Penalty 469.372767 = -191567.801064 nChanged 0 Trying to split cluster 22 (4255 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (511.575749 sec): 2 clusters Score: Raw -150269.509271 + Penalty 229.785876 = -150039.723394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (511.619526 sec): 3 clusters Score: Raw -147695.719475 + Penalty 459.571752 = -147236.147722 nChanged 1983 SP:Iteration 1F (511.664230 sec): 3 clusters Score: Raw -149228.507422 + Penalty 459.571752 = -148768.935670 nChanged 303 SP:Iteration 2F (511.672039 sec): 3 clusters Score: Raw -149440.699322 + Penalty 459.571752 = -148981.127570 nChanged 266 SP:Iteration 3F (511.680766 sec): 3 clusters Score: Raw -149666.175881 + Penalty 459.571752 = -149206.604129 nChanged 264 SP:Iteration 4F (511.689512 sec): 3 clusters Score: Raw -149952.385313 + Penalty 459.571752 = -149492.813560 nChanged 207 SP:Iteration 5Q (511.698316 sec): 3 clusters Score: Raw -150144.419094 + Penalty 459.571752 = -149684.847342 nChanged 132 SP:Iteration 6Q (511.711610 sec): 3 clusters Score: Raw -150256.249566 + Penalty 459.571752 = -149796.677814 nChanged 80 SP:Iteration 7Q (511.720325 sec): 3 clusters Score: Raw -150312.262577 + Penalty 459.571752 = -149852.690824 nChanged 65 SP:Iteration 8Q (511.728998 sec): 3 clusters Score: Raw -150342.889305 + Penalty 459.571752 = -149883.317553 nChanged 41 SP:Iteration 9Q (511.737653 sec): 3 clusters Score: Raw -150360.640621 + Penalty 459.571752 = -149901.068869 nChanged 36 SP:Iteration 10Q (511.746300 sec): 3 clusters Score: Raw -150371.640756 + Penalty 459.571752 = -149912.069003 nChanged 23 SP:Iteration 11Q (511.754916 sec): 3 clusters Score: Raw -150374.980802 + Penalty 459.571752 = -149915.409050 nChanged 18 SP:Iteration 12Q (511.763516 sec): 3 clusters Score: Raw -150378.085062 + Penalty 459.571752 = -149918.513310 nChanged 15 SP:Iteration 13Q (511.814957 sec): 3 clusters Score: Raw -150379.628604 + Penalty 459.571752 = -149920.056852 nChanged 8 SP:Iteration 14Q (511.844325 sec): 3 clusters Score: Raw -150380.605256 + Penalty 459.571752 = -149921.033504 nChanged 5 SP:Iteration 15Q (511.896576 sec): 3 clusters Score: Raw -150380.941898 + Penalty 459.571752 = -149921.370146 nChanged 4 SP:Iteration 16Q (511.933832 sec): 3 clusters Score: Raw -150381.229792 + Penalty 459.571752 = -149921.658039 nChanged 1 SP:Iteration 17Q (511.960681 sec): 3 clusters Score: Raw -150381.275741 + Penalty 459.571752 = -149921.703989 nChanged 0 SP:Iteration 18F (511.972970 sec): 3 clusters Score: Raw -150381.275741 + Penalty 459.571752 = -149921.703989 nChanged 0 Trying to split cluster 23 (1076 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (511.985127 sec): 2 clusters Score: Raw -32673.175250 + Penalty 191.977658 = -32481.197592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (511.988140 sec): 3 clusters Score: Raw -32119.670614 + Penalty 383.955316 = -31735.715299 nChanged 428 SP:Iteration 1F (511.990814 sec): 3 clusters Score: Raw -32411.965947 + Penalty 383.955316 = -32028.010631 nChanged 104 SP:Iteration 2F (511.997637 sec): 3 clusters Score: Raw -32501.753335 + Penalty 383.955316 = -32117.798020 nChanged 67 SP:Iteration 3F (512.000348 sec): 3 clusters Score: Raw -32551.911310 + Penalty 383.955316 = -32167.955995 nChanged 40 SP:Iteration 4Q (512.003023 sec): 3 clusters Score: Raw -32573.495579 + Penalty 383.955316 = -32189.540263 nChanged 26 SP:Iteration 5Q (512.005677 sec): 3 clusters Score: Raw -32585.476876 + Penalty 383.955316 = -32201.521560 nChanged 26 SP:Iteration 6Q (512.008354 sec): 3 clusters Score: Raw -32598.006100 + Penalty 383.955316 = -32214.050784 nChanged 21 SP:Iteration 7Q (512.010984 sec): 3 clusters Score: Raw -32603.904077 + Penalty 383.955316 = -32219.948762 nChanged 13 SP:Iteration 8Q (512.013621 sec): 3 clusters Score: Raw -32606.921718 + Penalty 383.955316 = -32222.966402 nChanged 10 SP:Iteration 9Q (512.016272 sec): 3 clusters Score: Raw -32608.844865 + Penalty 383.955316 = -32224.889549 nChanged 5 SP:Iteration 10Q (512.018898 sec): 3 clusters Score: Raw -32610.049103 + Penalty 383.955316 = -32226.093788 nChanged 7 SP:Iteration 11Q (512.021521 sec): 3 clusters Score: Raw -32611.788962 + Penalty 383.955316 = -32227.833646 nChanged 10 SP:Iteration 12Q (512.024161 sec): 3 clusters Score: Raw -32615.135396 + Penalty 383.955316 = -32231.180081 nChanged 11 SP:Iteration 13Q (512.026794 sec): 3 clusters Score: Raw -32618.256818 + Penalty 383.955316 = -32234.301503 nChanged 12 SP:Iteration 14Q (512.029421 sec): 3 clusters Score: Raw -32622.008303 + Penalty 383.955316 = -32238.052988 nChanged 14 SP:Iteration 15Q (512.032072 sec): 3 clusters Score: Raw -32626.912109 + Penalty 383.955316 = -32242.956794 nChanged 9 SP:Iteration 16Q (512.034718 sec): 3 clusters Score: Raw -32629.505259 + Penalty 383.955316 = -32245.549943 nChanged 14 SP:Iteration 17Q (512.037348 sec): 3 clusters Score: Raw -32634.529671 + Penalty 383.955316 = -32250.574355 nChanged 7 SP:Iteration 18Q (512.056241 sec): 3 clusters Score: Raw -32636.819529 + Penalty 383.955316 = -32252.864213 nChanged 7 SP:Iteration 19Q (512.095873 sec): 3 clusters Score: Raw -32638.419433 + Penalty 383.955316 = -32254.464117 nChanged 8 SP:Iteration 20F (512.145090 sec): 3 clusters Score: Raw -32640.220877 + Penalty 383.955316 = -32256.265562 nChanged 9 SP:Iteration 21Q (512.198901 sec): 3 clusters Score: Raw -32642.838826 + Penalty 383.955316 = -32258.883511 nChanged 6 SP:Iteration 22Q (512.241094 sec): 3 clusters Score: Raw -32645.410149 + Penalty 383.955316 = -32261.454833 nChanged 6 SP:Iteration 23Q (512.273653 sec): 3 clusters Score: Raw -32648.824776 + Penalty 383.955316 = -32264.869461 nChanged 7 SP:Iteration 24Q (512.317261 sec): 3 clusters Score: Raw -32653.061844 + Penalty 383.955316 = -32269.106528 nChanged 10 SP:Iteration 25Q (512.357345 sec): 3 clusters Score: Raw -32659.399117 + Penalty 383.955316 = -32275.443801 nChanged 10 SP:Iteration 26Q (512.408720 sec): 3 clusters Score: Raw -32664.833115 + Penalty 383.955316 = -32280.877799 nChanged 8 SP:Iteration 27Q (512.440582 sec): 3 clusters Score: Raw -32667.771367 + Penalty 383.955316 = -32283.816051 nChanged 3 SP:Iteration 28Q (512.481769 sec): 3 clusters Score: Raw -32669.189971 + Penalty 383.955316 = -32285.234655 nChanged 4 SP:Iteration 29Q (512.531325 sec): 3 clusters Score: Raw -32671.408529 + Penalty 383.955316 = -32287.453213 nChanged 7 SP:Iteration 30Q (512.574506 sec): 3 clusters Score: Raw -32675.687597 + Penalty 383.955316 = -32291.732281 nChanged 5 SP:Iteration 31Q (512.614647 sec): 3 clusters Score: Raw -32679.213466 + Penalty 383.955316 = -32295.258150 nChanged 2 SP:Iteration 32Q (512.661048 sec): 3 clusters Score: Raw -32681.548607 + Penalty 383.955316 = -32297.593291 nChanged 3 SP:Iteration 33Q (512.694450 sec): 3 clusters Score: Raw -32684.638455 + Penalty 383.955316 = -32300.683140 nChanged 1 SP:Iteration 34Q (512.745559 sec): 3 clusters Score: Raw -32685.108966 + Penalty 383.955316 = -32301.153651 nChanged 2 SP:Iteration 35Q (512.790658 sec): 3 clusters Score: Raw -32685.768031 + Penalty 383.955316 = -32301.812715 nChanged 2 SP:Iteration 36Q (512.822275 sec): 3 clusters Score: Raw -32686.982078 + Penalty 383.955316 = -32303.026762 nChanged 3 SP:Iteration 37Q (512.875307 sec): 3 clusters Score: Raw -32689.184789 + Penalty 383.955316 = -32305.229473 nChanged 1 SP:Iteration 38Q (512.911245 sec): 3 clusters Score: Raw -32691.565671 + Penalty 383.955316 = -32307.610355 nChanged 2 SP:Iteration 39Q (512.958199 sec): 3 clusters Score: Raw -32694.167794 + Penalty 383.955316 = -32310.212479 nChanged 1 SP:Iteration 40F (513.009570 sec): 3 clusters Score: Raw -32695.408383 + Penalty 383.955316 = -32311.453068 nChanged 2 SP:Iteration 41Q (513.050020 sec): 3 clusters Score: Raw -32696.682328 + Penalty 383.955316 = -32312.727012 nChanged 1 SP:Iteration 42Q (513.097725 sec): 3 clusters Score: Raw -32697.201491 + Penalty 383.955316 = -32313.246175 nChanged 0 SP:Iteration 43F (513.154864 sec): 3 clusters Score: Raw -32697.201491 + Penalty 383.955316 = -32313.246175 nChanged 0 Trying to split cluster 24 (1025 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (513.169257 sec): 2 clusters Score: Raw -36879.524335 + Penalty 190.642317 = -36688.882018 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (513.217234 sec): 3 clusters Score: Raw -36324.464056 + Penalty 381.284634 = -35943.179422 nChanged 420 SP:Iteration 1F (513.276820 sec): 3 clusters Score: Raw -36566.649536 + Penalty 381.284634 = -36185.364902 nChanged 87 SP:Iteration 2F (513.303540 sec): 3 clusters Score: Raw -36615.136617 + Penalty 381.284634 = -36233.851983 nChanged 68 SP:Iteration 3F (513.348195 sec): 3 clusters Score: Raw -36653.563453 + Penalty 381.284634 = -36272.278819 nChanged 43 SP:Iteration 4Q (513.396314 sec): 3 clusters Score: Raw -36680.980481 + Penalty 381.284634 = -36299.695847 nChanged 41 SP:Iteration 5Q (513.442962 sec): 3 clusters Score: Raw -36713.064388 + Penalty 381.284634 = -36331.779754 nChanged 39 SP:Iteration 6Q (513.478029 sec): 3 clusters Score: Raw -36751.273964 + Penalty 381.284634 = -36369.989330 nChanged 37 SP:Iteration 7Q (513.528367 sec): 3 clusters Score: Raw -36779.338364 + Penalty 381.284634 = -36398.053730 nChanged 39 SP:Iteration 8Q (513.568876 sec): 3 clusters Score: Raw -36806.583541 + Penalty 381.284634 = -36425.298907 nChanged 35 SP:Iteration 9Q (513.602338 sec): 3 clusters Score: Raw -36828.112226 + Penalty 381.284634 = -36446.827592 nChanged 27 SP:Iteration 10Q (513.651165 sec): 3 clusters Score: Raw -36841.167134 + Penalty 381.284634 = -36459.882499 nChanged 20 SP:Iteration 11Q (513.704758 sec): 3 clusters Score: Raw -36849.788269 + Penalty 381.284634 = -36468.503635 nChanged 18 SP:Iteration 12Q (513.749196 sec): 3 clusters Score: Raw -36854.761511 + Penalty 381.284634 = -36473.476877 nChanged 9 SP:Iteration 13Q (513.784724 sec): 3 clusters Score: Raw -36856.983334 + Penalty 381.284634 = -36475.698700 nChanged 5 SP:Iteration 14Q (513.829823 sec): 3 clusters Score: Raw -36858.590387 + Penalty 381.284634 = -36477.305753 nChanged 6 SP:Iteration 15Q (513.879342 sec): 3 clusters Score: Raw -36861.185632 + Penalty 381.284634 = -36479.900998 nChanged 4 SP:Iteration 16Q (513.924889 sec): 3 clusters Score: Raw -36861.912471 + Penalty 381.284634 = -36480.627837 nChanged 3 SP:Iteration 17Q (513.971104 sec): 3 clusters Score: Raw -36862.567254 + Penalty 381.284634 = -36481.282620 nChanged 4 SP:Iteration 18Q (514.024040 sec): 3 clusters Score: Raw -36863.431577 + Penalty 381.284634 = -36482.146943 nChanged 3 SP:Iteration 19Q (514.060107 sec): 3 clusters Score: Raw -36864.320541 + Penalty 381.284634 = -36483.035907 nChanged 3 SP:Iteration 20F (514.101352 sec): 3 clusters Score: Raw -36865.463140 + Penalty 381.284634 = -36484.178506 nChanged 4 SP:Iteration 21Q (514.148264 sec): 3 clusters Score: Raw -36866.011709 + Penalty 381.284634 = -36484.727075 nChanged 1 SP:Iteration 22Q (514.189412 sec): 3 clusters Score: Raw -36866.102244 + Penalty 381.284634 = -36484.817610 nChanged 0 SP:Iteration 23F (514.240081 sec): 3 clusters Score: Raw -36866.102244 + Penalty 381.284634 = -36484.817610 nChanged 0 Trying to split cluster 25 (1293 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (514.265867 sec): 2 clusters Score: Raw -43886.149829 + Penalty 197.029810 = -43689.120019 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (514.314016 sec): 3 clusters Score: Raw -43174.528332 + Penalty 394.059621 = -42780.468711 nChanged 546 SP:Iteration 1F (514.359506 sec): 3 clusters Score: Raw -43456.676535 + Penalty 394.059621 = -43062.616914 nChanged 92 SP:Iteration 2F (514.408256 sec): 3 clusters Score: Raw -43520.876924 + Penalty 394.059621 = -43126.817303 nChanged 78 SP:Iteration 3F (514.441436 sec): 3 clusters Score: Raw -43590.869112 + Penalty 394.059621 = -43196.809491 nChanged 85 SP:Iteration 4F (514.487474 sec): 3 clusters Score: Raw -43667.272617 + Penalty 394.059621 = -43273.212996 nChanged 65 SP:Iteration 5F (514.536378 sec): 3 clusters Score: Raw -43724.959966 + Penalty 394.059621 = -43330.900345 nChanged 45 SP:Iteration 6Q (514.580627 sec): 3 clusters Score: Raw -43762.673967 + Penalty 394.059621 = -43368.614346 nChanged 37 SP:Iteration 7Q (514.616625 sec): 3 clusters Score: Raw -43794.490633 + Penalty 394.059621 = -43400.431012 nChanged 30 SP:Iteration 8Q (514.656803 sec): 3 clusters Score: Raw -43812.442603 + Penalty 394.059621 = -43418.382983 nChanged 27 SP:Iteration 9Q (514.689355 sec): 3 clusters Score: Raw -43828.342514 + Penalty 394.059621 = -43434.282893 nChanged 27 SP:Iteration 10Q (514.721317 sec): 3 clusters Score: Raw -43840.705655 + Penalty 394.059621 = -43446.646034 nChanged 19 SP:Iteration 11Q (514.760541 sec): 3 clusters Score: Raw -43850.527765 + Penalty 394.059621 = -43456.468144 nChanged 15 SP:Iteration 12Q (514.798078 sec): 3 clusters Score: Raw -43855.421061 + Penalty 394.059621 = -43461.361440 nChanged 12 SP:Iteration 13Q (514.843493 sec): 3 clusters Score: Raw -43859.441574 + Penalty 394.059621 = -43465.381953 nChanged 8 SP:Iteration 14Q (514.846906 sec): 3 clusters Score: Raw -43863.606569 + Penalty 394.059621 = -43469.546948 nChanged 6 SP:Iteration 15Q (514.850014 sec): 3 clusters Score: Raw -43867.307233 + Penalty 394.059621 = -43473.247613 nChanged 12 SP:Iteration 16Q (514.853106 sec): 3 clusters Score: Raw -43872.673922 + Penalty 394.059621 = -43478.614301 nChanged 12 SP:Iteration 17Q (514.856160 sec): 3 clusters Score: Raw -43880.630762 + Penalty 394.059621 = -43486.571141 nChanged 10 SP:Iteration 18Q (514.859148 sec): 3 clusters Score: Raw -43884.256075 + Penalty 394.059621 = -43490.196454 nChanged 8 SP:Iteration 19Q (514.862228 sec): 3 clusters Score: Raw -43886.489621 + Penalty 394.059621 = -43492.430000 nChanged 3 SP:Iteration 20F (514.865315 sec): 3 clusters Score: Raw -43887.169578 + Penalty 394.059621 = -43493.109957 nChanged 3 SP:Iteration 21Q (514.868368 sec): 3 clusters Score: Raw -43888.348444 + Penalty 394.059621 = -43494.288823 nChanged 8 SP:Iteration 22Q (514.871395 sec): 3 clusters Score: Raw -43891.708142 + Penalty 394.059621 = -43497.648521 nChanged 8 SP:Iteration 23Q (514.874431 sec): 3 clusters Score: Raw -43895.708315 + Penalty 394.059621 = -43501.648695 nChanged 9 SP:Iteration 24Q (514.877469 sec): 3 clusters Score: Raw -43901.001344 + Penalty 394.059621 = -43506.941723 nChanged 6 SP:Iteration 25Q (514.880503 sec): 3 clusters Score: Raw -43905.932297 + Penalty 394.059621 = -43511.872676 nChanged 5 SP:Iteration 26Q (514.883541 sec): 3 clusters Score: Raw -43908.820942 + Penalty 394.059621 = -43514.761321 nChanged 4 SP:Iteration 27Q (514.886561 sec): 3 clusters Score: Raw -43911.980860 + Penalty 394.059621 = -43517.921239 nChanged 4 SP:Iteration 28Q (514.889586 sec): 3 clusters Score: Raw -43915.768998 + Penalty 394.059621 = -43521.709377 nChanged 5 SP:Iteration 29Q (514.892611 sec): 3 clusters Score: Raw -43917.718257 + Penalty 394.059621 = -43523.658636 nChanged 1 SP:Iteration 30Q (514.895648 sec): 3 clusters Score: Raw -43918.318391 + Penalty 394.059621 = -43524.258770 nChanged 2 SP:Iteration 31Q (514.898670 sec): 3 clusters Score: Raw -43922.403220 + Penalty 394.059621 = -43528.343600 nChanged 4 SP:Iteration 32Q (514.901682 sec): 3 clusters Score: Raw -43925.000109 + Penalty 394.059621 = -43530.940488 nChanged 2 SP:Iteration 33Q (514.904705 sec): 3 clusters Score: Raw -43927.189971 + Penalty 394.059621 = -43533.130350 nChanged 2 SP:Iteration 34Q (514.907726 sec): 3 clusters Score: Raw -43927.549414 + Penalty 394.059621 = -43533.489794 nChanged 0 SP:Iteration 35F (514.910785 sec): 3 clusters Score: Raw -43927.549414 + Penalty 394.059621 = -43533.489794 nChanged 0 Trying to split cluster 26 (1422 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (514.917415 sec): 2 clusters Score: Raw -50373.449763 + Penalty 199.645039 = -50173.804724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (514.921066 sec): 3 clusters Score: Raw -49566.454065 + Penalty 399.290079 = -49167.163986 nChanged 605 SP:Iteration 1F (514.925135 sec): 3 clusters Score: Raw -49890.965637 + Penalty 399.290079 = -49491.675559 nChanged 85 SP:Iteration 2F (514.928546 sec): 3 clusters Score: Raw -49934.610023 + Penalty 399.290079 = -49535.319945 nChanged 81 SP:Iteration 3F (514.931894 sec): 3 clusters Score: Raw -49976.372021 + Penalty 399.290079 = -49577.081942 nChanged 76 SP:Iteration 4F (514.935215 sec): 3 clusters Score: Raw -50017.631149 + Penalty 399.290079 = -49618.341070 nChanged 72 SP:Iteration 5F (514.938526 sec): 3 clusters Score: Raw -50056.855079 + Penalty 399.290079 = -49657.565000 nChanged 55 SP:Iteration 6Q (514.941891 sec): 3 clusters Score: Raw -50083.969715 + Penalty 399.290079 = -49684.679637 nChanged 52 SP:Iteration 7Q (514.945217 sec): 3 clusters Score: Raw -50110.643018 + Penalty 399.290079 = -49711.352940 nChanged 61 SP:Iteration 8Q (514.948620 sec): 3 clusters Score: Raw -50148.672573 + Penalty 399.290079 = -49749.382494 nChanged 64 SP:Iteration 9Q (514.951961 sec): 3 clusters Score: Raw -50185.044474 + Penalty 399.290079 = -49785.754395 nChanged 63 SP:Iteration 10Q (514.955308 sec): 3 clusters Score: Raw -50228.619482 + Penalty 399.290079 = -49829.329404 nChanged 53 SP:Iteration 11Q (514.958664 sec): 3 clusters Score: Raw -50262.188313 + Penalty 399.290079 = -49862.898235 nChanged 42 SP:Iteration 12Q (514.962023 sec): 3 clusters Score: Raw -50283.256876 + Penalty 399.290079 = -49883.966797 nChanged 24 SP:Iteration 13Q (514.965352 sec): 3 clusters Score: Raw -50296.757050 + Penalty 399.290079 = -49897.466971 nChanged 27 SP:Iteration 14Q (514.968668 sec): 3 clusters Score: Raw -50311.292582 + Penalty 399.290079 = -49912.002503 nChanged 24 SP:Iteration 15Q (514.971964 sec): 3 clusters Score: Raw -50324.153890 + Penalty 399.290079 = -49924.863811 nChanged 30 SP:Iteration 16Q (514.975262 sec): 3 clusters Score: Raw -50337.609026 + Penalty 399.290079 = -49938.318947 nChanged 25 SP:Iteration 17Q (514.978577 sec): 3 clusters Score: Raw -50347.251956 + Penalty 399.290079 = -49947.961878 nChanged 16 SP:Iteration 18Q (514.981884 sec): 3 clusters Score: Raw -50352.698726 + Penalty 399.290079 = -49953.408647 nChanged 9 SP:Iteration 19Q (514.985178 sec): 3 clusters Score: Raw -50354.594037 + Penalty 399.290079 = -49955.303959 nChanged 7 SP:Iteration 20F (514.988464 sec): 3 clusters Score: Raw -50355.799012 + Penalty 399.290079 = -49956.508933 nChanged 8 SP:Iteration 21Q (514.991785 sec): 3 clusters Score: Raw -50357.293987 + Penalty 399.290079 = -49958.003909 nChanged 6 SP:Iteration 22Q (514.995062 sec): 3 clusters Score: Raw -50358.605261 + Penalty 399.290079 = -49959.315182 nChanged 7 SP:Iteration 23Q (514.998357 sec): 3 clusters Score: Raw -50360.220577 + Penalty 399.290079 = -49960.930499 nChanged 5 SP:Iteration 24Q (515.001666 sec): 3 clusters Score: Raw -50360.926075 + Penalty 399.290079 = -49961.635997 nChanged 3 SP:Iteration 25Q (515.004957 sec): 3 clusters Score: Raw -50361.241529 + Penalty 399.290079 = -49961.951451 nChanged 6 SP:Iteration 26Q (515.008264 sec): 3 clusters Score: Raw -50362.418454 + Penalty 399.290079 = -49963.128376 nChanged 4 SP:Iteration 27Q (515.011574 sec): 3 clusters Score: Raw -50363.004146 + Penalty 399.290079 = -49963.714067 nChanged 2 SP:Iteration 28Q (515.014860 sec): 3 clusters Score: Raw -50364.099281 + Penalty 399.290079 = -49964.809202 nChanged 7 SP:Iteration 29Q (515.018161 sec): 3 clusters Score: Raw -50366.216825 + Penalty 399.290079 = -49966.926747 nChanged 7 SP:Iteration 30Q (515.021436 sec): 3 clusters Score: Raw -50368.321331 + Penalty 399.290079 = -49969.031252 nChanged 4 SP:Iteration 31Q (515.050078 sec): 3 clusters Score: Raw -50369.237543 + Penalty 399.290079 = -49969.947465 nChanged 2 SP:Iteration 32Q (515.089708 sec): 3 clusters Score: Raw -50369.851272 + Penalty 399.290079 = -49970.561194 nChanged 1 SP:Iteration 33Q (515.148694 sec): 3 clusters Score: Raw -50369.894137 + Penalty 399.290079 = -49970.604059 nChanged 0 SP:Iteration 34F (515.181817 sec): 3 clusters Score: Raw -50369.894137 + Penalty 399.290079 = -49970.604059 nChanged 0 Trying to split cluster 27 (7033 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (515.210197 sec): 2 clusters Score: Raw -260387.232093 + Penalty 243.605137 = -260143.626956 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (515.258380 sec): 3 clusters Score: Raw -255930.553598 + Penalty 487.210275 = -255443.343323 nChanged 3262 SP:Iteration 1F (515.302798 sec): 3 clusters Score: Raw -258049.563347 + Penalty 487.210275 = -257562.353072 nChanged 590 SP:Iteration 2F (515.355386 sec): 3 clusters Score: Raw -258476.536053 + Penalty 487.210275 = -257989.325778 nChanged 650 SP:Iteration 3F (515.403525 sec): 3 clusters Score: Raw -259041.679610 + Penalty 487.210275 = -258554.469335 nChanged 633 SP:Iteration 4F (515.458256 sec): 3 clusters Score: Raw -259668.553945 + Penalty 487.210275 = -259181.343670 nChanged 437 SP:Iteration 5F (515.499125 sec): 3 clusters Score: Raw -260108.371752 + Penalty 487.210275 = -259621.161477 nChanged 219 SP:Iteration 6Q (515.547918 sec): 3 clusters Score: Raw -260319.814962 + Penalty 487.210275 = -259832.604687 nChanged 105 SP:Iteration 7Q (515.585141 sec): 3 clusters Score: Raw -260426.038507 + Penalty 487.210275 = -259938.828232 nChanged 53 SP:Iteration 8Q (515.635963 sec): 3 clusters Score: Raw -260466.160180 + Penalty 487.210275 = -259978.949905 nChanged 30 SP:Iteration 9Q (515.679389 sec): 3 clusters Score: Raw -260509.953769 + Penalty 487.210275 = -260022.743494 nChanged 32 SP:Iteration 10Q (515.737498 sec): 3 clusters Score: Raw -260551.449640 + Penalty 487.210275 = -260064.239365 nChanged 21 SP:Iteration 11Q (515.789508 sec): 3 clusters Score: Raw -260568.572811 + Penalty 487.210275 = -260081.362536 nChanged 13 SP:Iteration 12Q (515.836418 sec): 3 clusters Score: Raw -260576.553269 + Penalty 487.210275 = -260089.342994 nChanged 15 SP:Iteration 13Q (515.879864 sec): 3 clusters Score: Raw -260582.146734 + Penalty 487.210275 = -260094.936459 nChanged 8 SP:Iteration 14Q (515.938216 sec): 3 clusters Score: Raw -260585.117584 + Penalty 487.210275 = -260097.907309 nChanged 5 SP:Iteration 15Q (515.982466 sec): 3 clusters Score: Raw -260586.716078 + Penalty 487.210275 = -260099.505803 nChanged 3 SP:Iteration 16Q (516.031684 sec): 3 clusters Score: Raw -260587.979666 + Penalty 487.210275 = -260100.769391 nChanged 4 SP:Iteration 17Q (516.080501 sec): 3 clusters Score: Raw -260588.538658 + Penalty 487.210275 = -260101.328383 nChanged 1 SP:Iteration 18Q (516.123489 sec): 3 clusters Score: Raw -260588.624343 + Penalty 487.210275 = -260101.414068 nChanged 0 SP:Iteration 19F (516.158916 sec): 3 clusters Score: Raw -260589.089412 + Penalty 487.210275 = -260101.879137 nChanged 2 SP:Iteration 20F (516.202755 sec): 3 clusters Score: Raw -260590.115258 + Penalty 487.210275 = -260102.904983 nChanged 3 SP:Iteration 21Q (516.255954 sec): 3 clusters Score: Raw -260591.328515 + Penalty 487.210275 = -260104.118240 nChanged 2 SP:Iteration 22Q (516.292831 sec): 3 clusters Score: Raw -260592.055734 + Penalty 487.210275 = -260104.845459 nChanged 0 SP:Iteration 23F (516.340243 sec): 3 clusters Score: Raw -260592.055734 + Penalty 487.210275 = -260104.845459 nChanged 0 Trying to split cluster 28 (3320 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (516.363509 sec): 2 clusters Score: Raw -124355.802884 + Penalty 222.962302 = -124132.840582 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (516.407958 sec): 3 clusters Score: Raw -122353.110418 + Penalty 445.924603 = -121907.185815 nChanged 1514 SP:Iteration 1F (516.452237 sec): 3 clusters Score: Raw -123209.841547 + Penalty 445.924603 = -122763.916943 nChanged 222 SP:Iteration 2F (516.491956 sec): 3 clusters Score: Raw -123330.256893 + Penalty 445.924603 = -122884.332290 nChanged 176 SP:Iteration 3F (516.541946 sec): 3 clusters Score: Raw -123458.499257 + Penalty 445.924603 = -123012.574653 nChanged 183 SP:Iteration 4F (516.592733 sec): 3 clusters Score: Raw -123594.379245 + Penalty 445.924603 = -123148.454642 nChanged 167 SP:Iteration 5F (516.642974 sec): 3 clusters Score: Raw -123716.332428 + Penalty 445.924603 = -123270.407824 nChanged 173 SP:Iteration 6F (516.693612 sec): 3 clusters Score: Raw -123835.125652 + Penalty 445.924603 = -123389.201048 nChanged 156 SP:Iteration 7Q (516.735292 sec): 3 clusters Score: Raw -123932.746234 + Penalty 445.924603 = -123486.821631 nChanged 109 SP:Iteration 8Q (516.786313 sec): 3 clusters Score: Raw -123995.088654 + Penalty 445.924603 = -123549.164051 nChanged 88 SP:Iteration 9Q (516.833848 sec): 3 clusters Score: Raw -124052.636035 + Penalty 445.924603 = -123606.711431 nChanged 79 SP:Iteration 10Q (516.889360 sec): 3 clusters Score: Raw -124102.490445 + Penalty 445.924603 = -123656.565842 nChanged 67 SP:Iteration 11Q (516.921761 sec): 3 clusters Score: Raw -124137.047143 + Penalty 445.924603 = -123691.122540 nChanged 55 SP:Iteration 12Q (516.977772 sec): 3 clusters Score: Raw -124162.758600 + Penalty 445.924603 = -123716.833996 nChanged 47 SP:Iteration 13Q (517.024104 sec): 3 clusters Score: Raw -124184.928582 + Penalty 445.924603 = -123739.003978 nChanged 42 SP:Iteration 14Q (517.071683 sec): 3 clusters Score: Raw -124209.987105 + Penalty 445.924603 = -123764.062502 nChanged 57 SP:Iteration 15Q (517.104710 sec): 3 clusters Score: Raw -124246.023999 + Penalty 445.924603 = -123800.099396 nChanged 44 SP:Iteration 16Q (517.150667 sec): 3 clusters Score: Raw -124273.185198 + Penalty 445.924603 = -123827.260594 nChanged 41 SP:Iteration 17Q (517.191012 sec): 3 clusters Score: Raw -124302.365218 + Penalty 445.924603 = -123856.440615 nChanged 42 SP:Iteration 18Q (517.247831 sec): 3 clusters Score: Raw -124331.680926 + Penalty 445.924603 = -123885.756323 nChanged 27 SP:Iteration 19Q (517.275103 sec): 3 clusters Score: Raw -124346.147419 + Penalty 445.924603 = -123900.222815 nChanged 25 SP:Iteration 20F (517.319948 sec): 3 clusters Score: Raw -124359.444309 + Penalty 445.924603 = -123913.519705 nChanged 17 SP:Iteration 21Q (517.375492 sec): 3 clusters Score: Raw -124373.741867 + Penalty 445.924603 = -123927.817264 nChanged 17 SP:Iteration 22Q (517.419683 sec): 3 clusters Score: Raw -124390.832512 + Penalty 445.924603 = -123944.907909 nChanged 13 SP:Iteration 23Q (517.458846 sec): 3 clusters Score: Raw -124402.126083 + Penalty 445.924603 = -123956.201480 nChanged 11 SP:Iteration 24Q (517.513322 sec): 3 clusters Score: Raw -124409.752080 + Penalty 445.924603 = -123963.827477 nChanged 9 SP:Iteration 25Q (517.562712 sec): 3 clusters Score: Raw -124416.032916 + Penalty 445.924603 = -123970.108312 nChanged 6 SP:Iteration 26Q (517.602798 sec): 3 clusters Score: Raw -124420.808424 + Penalty 445.924603 = -123974.883820 nChanged 7 SP:Iteration 27Q (517.649494 sec): 3 clusters Score: Raw -124425.457110 + Penalty 445.924603 = -123979.532507 nChanged 8 SP:Iteration 28Q (517.681033 sec): 3 clusters Score: Raw -124435.087394 + Penalty 445.924603 = -123989.162790 nChanged 6 SP:Iteration 29Q (517.727599 sec): 3 clusters Score: Raw -124440.494476 + Penalty 445.924603 = -123994.569872 nChanged 5 SP:Iteration 30Q (517.778918 sec): 3 clusters Score: Raw -124443.606939 + Penalty 445.924603 = -123997.682336 nChanged 2 SP:Iteration 31Q (517.818639 sec): 3 clusters Score: Raw -124444.618653 + Penalty 445.924603 = -123998.694050 nChanged 0 SP:Iteration 32F (517.862774 sec): 3 clusters Score: Raw -124444.618653 + Penalty 445.924603 = -123998.694050 nChanged 0 Trying to split cluster 29 (4051 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (517.888304 sec): 2 clusters Score: Raw -155399.470684 + Penalty 228.434774 = -155171.035910 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (517.938866 sec): 3 clusters Score: Raw -152956.084985 + Penalty 456.869547 = -152499.215437 nChanged 1815 SP:Iteration 1F (517.983830 sec): 3 clusters Score: Raw -153979.142655 + Penalty 456.869547 = -153522.273107 nChanged 287 SP:Iteration 2F (518.034624 sec): 3 clusters Score: Raw -154137.091248 + Penalty 456.869547 = -153680.221700 nChanged 278 SP:Iteration 3F (518.085317 sec): 3 clusters Score: Raw -154309.061601 + Penalty 456.869547 = -153852.192054 nChanged 260 SP:Iteration 4F (518.137999 sec): 3 clusters Score: Raw -154478.390984 + Penalty 456.869547 = -154021.521437 nChanged 234 SP:Iteration 5F (518.178382 sec): 3 clusters Score: Raw -154627.256375 + Penalty 456.869547 = -154170.386828 nChanged 205 SP:Iteration 6F (518.222722 sec): 3 clusters Score: Raw -154745.123941 + Penalty 456.869547 = -154288.254394 nChanged 164 SP:Iteration 7Q (518.272911 sec): 3 clusters Score: Raw -154844.450459 + Penalty 456.869547 = -154387.580912 nChanged 128 SP:Iteration 8Q (518.310611 sec): 3 clusters Score: Raw -154936.270053 + Penalty 456.869547 = -154479.400506 nChanged 112 SP:Iteration 9Q (518.354147 sec): 3 clusters Score: Raw -155005.536995 + Penalty 456.869547 = -154548.667447 nChanged 72 SP:Iteration 10Q (518.390260 sec): 3 clusters Score: Raw -155034.446409 + Penalty 456.869547 = -154577.576861 nChanged 51 SP:Iteration 11Q (518.435794 sec): 3 clusters Score: Raw -155057.847017 + Penalty 456.869547 = -154600.977469 nChanged 50 SP:Iteration 12Q (518.479451 sec): 3 clusters Score: Raw -155079.023140 + Penalty 456.869547 = -154622.153593 nChanged 52 SP:Iteration 13Q (518.533089 sec): 3 clusters Score: Raw -155100.573844 + Penalty 456.869547 = -154643.704296 nChanged 47 SP:Iteration 14Q (518.566264 sec): 3 clusters Score: Raw -155120.846266 + Penalty 456.869547 = -154663.976719 nChanged 54 SP:Iteration 15Q (518.604981 sec): 3 clusters Score: Raw -155146.594196 + Penalty 456.869547 = -154689.724649 nChanged 53 SP:Iteration 16Q (518.648172 sec): 3 clusters Score: Raw -155167.444838 + Penalty 456.869547 = -154710.575290 nChanged 44 SP:Iteration 17Q (518.692300 sec): 3 clusters Score: Raw -155185.666396 + Penalty 456.869547 = -154728.796848 nChanged 37 SP:Iteration 18Q (518.701006 sec): 3 clusters Score: Raw -155204.971632 + Penalty 456.869547 = -154748.102085 nChanged 32 SP:Iteration 19Q (518.709270 sec): 3 clusters Score: Raw -155218.715914 + Penalty 456.869547 = -154761.846366 nChanged 28 SP:Iteration 20F (518.746636 sec): 3 clusters Score: Raw -155232.561462 + Penalty 456.869547 = -154775.691914 nChanged 33 SP:Iteration 21Q (518.792808 sec): 3 clusters Score: Raw -155248.744969 + Penalty 456.869547 = -154791.875422 nChanged 34 SP:Iteration 22Q (518.837018 sec): 3 clusters Score: Raw -155264.174940 + Penalty 456.869547 = -154807.305393 nChanged 32 SP:Iteration 23Q (518.849161 sec): 3 clusters Score: Raw -155274.727276 + Penalty 456.869547 = -154817.857729 nChanged 22 SP:Iteration 24Q (518.857716 sec): 3 clusters Score: Raw -155279.866771 + Penalty 456.869547 = -154822.997224 nChanged 16 SP:Iteration 25Q (518.865858 sec): 3 clusters Score: Raw -155283.084932 + Penalty 456.869547 = -154826.215384 nChanged 12 SP:Iteration 26Q (518.874050 sec): 3 clusters Score: Raw -155286.103536 + Penalty 456.869547 = -154829.233989 nChanged 15 SP:Iteration 27Q (518.882277 sec): 3 clusters Score: Raw -155290.324034 + Penalty 456.869547 = -154833.454487 nChanged 14 SP:Iteration 28Q (518.890432 sec): 3 clusters Score: Raw -155294.052709 + Penalty 456.869547 = -154837.183162 nChanged 11 SP:Iteration 29Q (518.898594 sec): 3 clusters Score: Raw -155297.262768 + Penalty 456.869547 = -154840.393220 nChanged 13 SP:Iteration 30Q (518.906749 sec): 3 clusters Score: Raw -155301.789674 + Penalty 456.869547 = -154844.920127 nChanged 15 SP:Iteration 31Q (518.946318 sec): 3 clusters Score: Raw -155309.502017 + Penalty 456.869547 = -154852.632470 nChanged 13 SP:Iteration 32Q (518.991388 sec): 3 clusters Score: Raw -155314.413683 + Penalty 456.869547 = -154857.544136 nChanged 10 SP:Iteration 33Q (519.039579 sec): 3 clusters Score: Raw -155317.218887 + Penalty 456.869547 = -154860.349339 nChanged 11 SP:Iteration 34Q (519.091272 sec): 3 clusters Score: Raw -155320.275151 + Penalty 456.869547 = -154863.405604 nChanged 6 SP:Iteration 35Q (519.131333 sec): 3 clusters Score: Raw -155321.321074 + Penalty 456.869547 = -154864.451526 nChanged 6 SP:Iteration 36Q (519.181788 sec): 3 clusters Score: Raw -155323.985424 + Penalty 456.869547 = -154867.115876 nChanged 12 SP:Iteration 37Q (519.232859 sec): 3 clusters Score: Raw -155328.421072 + Penalty 456.869547 = -154871.551525 nChanged 11 SP:Iteration 38Q (519.284008 sec): 3 clusters Score: Raw -155330.718276 + Penalty 456.869547 = -154873.848729 nChanged 11 SP:Iteration 39Q (519.322259 sec): 3 clusters Score: Raw -155333.096395 + Penalty 456.869547 = -154876.226848 nChanged 9 SP:Iteration 40F (519.373529 sec): 3 clusters Score: Raw -155334.590575 + Penalty 456.869547 = -154877.721027 nChanged 7 SP:Iteration 41Q (519.394392 sec): 3 clusters Score: Raw -155336.836599 + Penalty 456.869547 = -154879.967051 nChanged 9 SP:Iteration 42Q (519.402809 sec): 3 clusters Score: Raw -155339.527016 + Penalty 456.869547 = -154882.657468 nChanged 4 SP:Iteration 43Q (519.410968 sec): 3 clusters Score: Raw -155340.625218 + Penalty 456.869547 = -154883.755670 nChanged 2 SP:Iteration 44Q (519.419014 sec): 3 clusters Score: Raw -155341.272293 + Penalty 456.869547 = -154884.402745 nChanged 2 SP:Iteration 45Q (519.427193 sec): 3 clusters Score: Raw -155341.966707 + Penalty 456.869547 = -154885.097159 nChanged 2 SP:Iteration 46Q (519.435352 sec): 3 clusters Score: Raw -155342.721188 + Penalty 456.869547 = -154885.851640 nChanged 2 SP:Iteration 47Q (519.481051 sec): 3 clusters Score: Raw -155343.333823 + Penalty 456.869547 = -154886.464276 nChanged 4 SP:Iteration 48Q (519.531585 sec): 3 clusters Score: Raw -155344.262198 + Penalty 456.869547 = -154887.392651 nChanged 3 SP:Iteration 49Q (519.572893 sec): 3 clusters Score: Raw -155344.790695 + Penalty 456.869547 = -154887.921148 nChanged 1 SP:Iteration 50Q (519.620077 sec): 3 clusters Score: Raw -155344.864621 + Penalty 456.869547 = -154887.995074 nChanged 1 SP:Iteration 51Q (519.666415 sec): 3 clusters Score: Raw -155344.893289 + Penalty 456.869547 = -154888.023742 nChanged 0 SP:Iteration 52F (519.714330 sec): 3 clusters Score: Raw -155344.893289 + Penalty 456.869547 = -154888.023742 nChanged 0 Iteration 161F (521.281935 sec): 32 clusters Score: Raw -4182096.363569 + Penalty 10007.103616 = -4172089.259953 nChanged 103 Iteration 162Q (522.487005 sec): 32 clusters Score: Raw -4182150.516316 + Penalty 10007.103616 = -4172143.412700 nChanged 60 Iteration 163Q (523.780763 sec): 32 clusters Score: Raw -4182167.864036 + Penalty 10007.103616 = -4172160.760420 nChanged 50 Iteration 164Q (524.908927 sec): 32 clusters Score: Raw -4182177.344819 + Penalty 10007.103616 = -4172170.241203 nChanged 36 Iteration 165Q (526.186043 sec): 32 clusters Score: Raw -4182183.936271 + Penalty 10007.103616 = -4172176.832655 nChanged 29 Iteration 166Q (527.495814 sec): 32 clusters Score: Raw -4182189.409917 + Penalty 10007.103616 = -4172182.306301 nChanged 24 Iteration 167Q (528.802667 sec): 32 clusters Score: Raw -4182193.620993 + Penalty 10007.103616 = -4172186.517377 nChanged 22 Iteration 168Q (530.027593 sec): 32 clusters Score: Raw -4182196.449879 + Penalty 10007.103616 = -4172189.346263 nChanged 14 Iteration 169Q (531.380362 sec): 32 clusters Score: Raw -4182198.486439 + Penalty 10007.103616 = -4172191.382823 nChanged 9 Iteration 170Q (532.813168 sec): 32 clusters Score: Raw -4182200.680575 + Penalty 10007.103616 = -4172193.576959 nChanged 12 Iteration 171Q (534.163238 sec): 32 clusters Score: Raw -4182204.280505 + Penalty 10007.103616 = -4172197.176889 nChanged 12 Iteration 172Q (535.515308 sec): 32 clusters Score: Raw -4182206.130689 + Penalty 10007.103616 = -4172199.027073 nChanged 12 Iteration 173Q (536.736908 sec): 32 clusters Score: Raw -4182209.123808 + Penalty 10007.103616 = -4172202.020192 nChanged 16 Iteration 174Q (538.080290 sec): 32 clusters Score: Raw -4182212.959218 + Penalty 10007.103616 = -4172205.855602 nChanged 16 Iteration 175Q (539.348126 sec): 32 clusters Score: Raw -4182215.061016 + Penalty 10007.103616 = -4172207.957400 nChanged 17 Iteration 176Q (540.682548 sec): 32 clusters Score: Raw -4182216.205171 + Penalty 10007.103616 = -4172209.101555 nChanged 18 Iteration 177Q (541.907801 sec): 32 clusters Score: Raw -4182217.346720 + Penalty 10007.103616 = -4172210.243104 nChanged 12 Iteration 178Q (543.241802 sec): 32 clusters Score: Raw -4182218.198583 + Penalty 10007.103616 = -4172211.094967 nChanged 8 Writing temp clu file Because OldScore, -4172210.243104, is greater than current (better) Score,-4172211.094967 Compute initial score before splitting: Score: Raw -4182218.198583 + Penalty 10007.103616 = -4172211.094967 Trying to split cluster 1 (75 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (543.299842 sec): 2 clusters Score: Raw -2839.100399 + Penalty 118.730923 = -2720.369476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (543.341689 sec): 3 clusters Score: Raw -2829.723402 + Penalty 237.461846 = -2592.261555 nChanged 18 SP:Iteration 1F (543.386434 sec): 3 clusters Score: Raw -2848.312008 + Penalty 237.461846 = -2610.850161 nChanged 2 SP:Iteration 2Q (543.425818 sec): 3 clusters Score: Raw -2853.677037 + Penalty 237.461846 = -2616.215191 nChanged 0 SP:Iteration 3F (543.465070 sec): 3 clusters Score: Raw -2853.677037 + Penalty 237.461846 = -2616.215191 nChanged 0 Trying to split cluster 2 (365 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (543.495604 sec): 2 clusters Score: Raw -11214.937159 + Penalty 162.247177 = -11052.689982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (543.539667 sec): 3 clusters Score: Raw -11045.294718 + Penalty 324.494354 = -10720.800363 nChanged 135 SP:Iteration 1F (543.573796 sec): 3 clusters Score: Raw -11155.792406 + Penalty 324.494354 = -10831.298051 nChanged 46 SP:Iteration 2F (543.619273 sec): 3 clusters Score: Raw -11203.999306 + Penalty 324.494354 = -10879.504951 nChanged 24 SP:Iteration 3F (543.663112 sec): 3 clusters Score: Raw -11239.402211 + Penalty 324.494354 = -10914.907856 nChanged 33 SP:Iteration 4F (543.707950 sec): 3 clusters Score: Raw -11305.475966 + Penalty 324.494354 = -10980.981612 nChanged 22 SP:Iteration 5F (543.758383 sec): 3 clusters Score: Raw -11340.344793 + Penalty 324.494354 = -11015.850438 nChanged 12 SP:Iteration 6Q (543.787785 sec): 3 clusters Score: Raw -11352.622335 + Penalty 324.494354 = -11028.127981 nChanged 7 SP:Iteration 7Q (543.832123 sec): 3 clusters Score: Raw -11359.681776 + Penalty 324.494354 = -11035.187421 nChanged 4 SP:Iteration 8Q (543.879667 sec): 3 clusters Score: Raw -11365.131926 + Penalty 324.494354 = -11040.637572 nChanged 8 SP:Iteration 9Q (543.926646 sec): 3 clusters Score: Raw -11381.911356 + Penalty 324.494354 = -11057.417001 nChanged 9 SP:Iteration 10Q (543.971491 sec): 3 clusters Score: Raw -11405.676824 + Penalty 324.494354 = -11081.182469 nChanged 9 SP:Iteration 11Q (544.020442 sec): 3 clusters Score: Raw -11416.263522 + Penalty 324.494354 = -11091.769167 nChanged 1 SP:Iteration 12Q (544.065476 sec): 3 clusters Score: Raw -11416.678150 + Penalty 324.494354 = -11092.183796 nChanged 0 SP:Iteration 13F (544.104204 sec): 3 clusters Score: Raw -11416.678150 + Penalty 324.494354 = -11092.183796 nChanged 0 Score: Raw -4182420.081488 + Penalty 10329.913410 = -4172090.168078 Splitting cluster 2 changes total score from -4172211.094967 to -4172090.168078 So it's not getting split. Trying to split cluster 3 (8581 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (545.650848 sec): 2 clusters Score: Raw -326085.304431 + Penalty 249.075908 = -325836.228523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (545.687922 sec): 3 clusters Score: Raw -320683.559504 + Penalty 498.151815 = -320185.407689 nChanged 4005 SP:Iteration 1F (545.729463 sec): 3 clusters Score: Raw -323142.185309 + Penalty 498.151815 = -322644.033493 nChanged 528 SP:Iteration 2F (545.775018 sec): 3 clusters Score: Raw -323469.006107 + Penalty 498.151815 = -322970.854292 nChanged 550 SP:Iteration 3F (545.819163 sec): 3 clusters Score: Raw -323886.749917 + Penalty 498.151815 = -323388.598102 nChanged 474 SP:Iteration 4F (545.861147 sec): 3 clusters Score: Raw -324247.721780 + Penalty 498.151815 = -323749.569964 nChanged 420 SP:Iteration 5Q (545.907220 sec): 3 clusters Score: Raw -324527.006498 + Penalty 498.151815 = -324028.854682 nChanged 348 SP:Iteration 6Q (545.952422 sec): 3 clusters Score: Raw -324722.269887 + Penalty 498.151815 = -324224.118072 nChanged 258 SP:Iteration 7Q (546.000631 sec): 3 clusters Score: Raw -324836.418872 + Penalty 498.151815 = -324338.267057 nChanged 201 SP:Iteration 8Q (546.052450 sec): 3 clusters Score: Raw -324916.023735 + Penalty 498.151815 = -324417.871920 nChanged 195 SP:Iteration 9Q (546.110285 sec): 3 clusters Score: Raw -324998.754489 + Penalty 498.151815 = -324500.602674 nChanged 189 SP:Iteration 10Q (546.150043 sec): 3 clusters Score: Raw -325082.354954 + Penalty 498.151815 = -324584.203139 nChanged 175 SP:Iteration 11Q (546.201941 sec): 3 clusters Score: Raw -325163.208943 + Penalty 498.151815 = -324665.057127 nChanged 178 SP:Iteration 12Q (546.248895 sec): 3 clusters Score: Raw -325251.747525 + Penalty 498.151815 = -324753.595709 nChanged 192 SP:Iteration 13Q (546.283489 sec): 3 clusters Score: Raw -325360.493748 + Penalty 498.151815 = -324862.341932 nChanged 189 SP:Iteration 14Q (546.327860 sec): 3 clusters Score: Raw -325479.778532 + Penalty 498.151815 = -324981.626716 nChanged 192 SP:Iteration 15Q (546.368431 sec): 3 clusters Score: Raw -325623.052749 + Penalty 498.151815 = -325124.900934 nChanged 168 SP:Iteration 16Q (546.416802 sec): 3 clusters Score: Raw -325751.449450 + Penalty 498.151815 = -325253.297634 nChanged 137 SP:Iteration 17Q (546.466814 sec): 3 clusters Score: Raw -325858.898632 + Penalty 498.151815 = -325360.746816 nChanged 116 SP:Iteration 18Q (546.499643 sec): 3 clusters Score: Raw -325957.863034 + Penalty 498.151815 = -325459.711218 nChanged 75 SP:Iteration 19Q (546.545081 sec): 3 clusters Score: Raw -326023.469712 + Penalty 498.151815 = -325525.317897 nChanged 41 SP:Iteration 20F (546.602481 sec): 3 clusters Score: Raw -326063.242597 + Penalty 498.151815 = -325565.090782 nChanged 15 SP:Iteration 21Q (546.648849 sec): 3 clusters Score: Raw -326080.097444 + Penalty 498.151815 = -325581.945628 nChanged 9 SP:Iteration 22Q (546.668555 sec): 3 clusters Score: Raw -326087.264305 + Penalty 498.151815 = -325589.112489 nChanged 8 SP:Iteration 23Q (546.684860 sec): 3 clusters Score: Raw -326094.402114 + Penalty 498.151815 = -325596.250299 nChanged 4 SP:Iteration 24Q (546.741858 sec): 3 clusters Score: Raw -326106.182764 + Penalty 498.151815 = -325608.030948 nChanged 3 SP:Iteration 25Q (546.788097 sec): 3 clusters Score: Raw -326107.395039 + Penalty 498.151815 = -325609.243224 nChanged 1 SP:Iteration 26Q (546.838306 sec): 3 clusters Score: Raw -326108.535472 + Penalty 498.151815 = -325610.383656 nChanged 2 SP:Iteration 27Q (546.884496 sec): 3 clusters Score: Raw -326111.989262 + Penalty 498.151815 = -325613.837446 nChanged 1 SP:Iteration 28Q (546.926827 sec): 3 clusters Score: Raw -326113.254282 + Penalty 498.151815 = -325615.102466 nChanged 0 SP:Iteration 29F (546.974147 sec): 3 clusters Score: Raw -326113.254282 + Penalty 498.151815 = -325615.102466 nChanged 0 Trying to split cluster 4 (1069 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (546.993325 sec): 2 clusters Score: Raw -32401.477942 + Penalty 191.798170 = -32209.679772 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (547.040025 sec): 3 clusters Score: Raw -31824.614889 + Penalty 383.596340 = -31441.018549 nChanged 456 SP:Iteration 1F (547.089520 sec): 3 clusters Score: Raw -32162.998883 + Penalty 383.596340 = -31779.402543 nChanged 101 SP:Iteration 2F (547.137903 sec): 3 clusters Score: Raw -32246.541563 + Penalty 383.596340 = -31862.945223 nChanged 71 SP:Iteration 3F (547.186166 sec): 3 clusters Score: Raw -32302.867872 + Penalty 383.596340 = -31919.271532 nChanged 51 SP:Iteration 4Q (547.227252 sec): 3 clusters Score: Raw -32339.833378 + Penalty 383.596340 = -31956.237038 nChanged 33 SP:Iteration 5Q (547.267502 sec): 3 clusters Score: Raw -32366.223957 + Penalty 383.596340 = -31982.627617 nChanged 30 SP:Iteration 6Q (547.314227 sec): 3 clusters Score: Raw -32386.013366 + Penalty 383.596340 = -32002.417025 nChanged 29 SP:Iteration 7Q (547.363404 sec): 3 clusters Score: Raw -32404.513932 + Penalty 383.596340 = -32020.917592 nChanged 25 SP:Iteration 8Q (547.410211 sec): 3 clusters Score: Raw -32421.305276 + Penalty 383.596340 = -32037.708936 nChanged 16 SP:Iteration 9Q (547.454758 sec): 3 clusters Score: Raw -32428.087263 + Penalty 383.596340 = -32044.490923 nChanged 7 SP:Iteration 10Q (547.506963 sec): 3 clusters Score: Raw -32430.058947 + Penalty 383.596340 = -32046.462607 nChanged 6 SP:Iteration 11Q (547.533495 sec): 3 clusters Score: Raw -32431.593827 + Penalty 383.596340 = -32047.997486 nChanged 2 SP:Iteration 12Q (547.572945 sec): 3 clusters Score: Raw -32431.815537 + Penalty 383.596340 = -32048.219197 nChanged 2 SP:Iteration 13Q (547.618652 sec): 3 clusters Score: Raw -32432.155347 + Penalty 383.596340 = -32048.559007 nChanged 1 SP:Iteration 14Q (547.651159 sec): 3 clusters Score: Raw -32432.399907 + Penalty 383.596340 = -32048.803567 nChanged 2 SP:Iteration 15Q (547.696073 sec): 3 clusters Score: Raw -32434.104942 + Penalty 383.596340 = -32050.508602 nChanged 1 SP:Iteration 16Q (547.727520 sec): 3 clusters Score: Raw -32434.385020 + Penalty 383.596340 = -32050.788680 nChanged 1 SP:Iteration 17Q (547.773675 sec): 3 clusters Score: Raw -32434.920311 + Penalty 383.596340 = -32051.323970 nChanged 1 SP:Iteration 18Q (547.807155 sec): 3 clusters Score: Raw -32435.067379 + Penalty 383.596340 = -32051.471039 nChanged 1 SP:Iteration 19Q (547.858775 sec): 3 clusters Score: Raw -32435.239644 + Penalty 383.596340 = -32051.643304 nChanged 1 SP:Iteration 20F (547.902491 sec): 3 clusters Score: Raw -32435.313273 + Penalty 383.596340 = -32051.716933 nChanged 0 Trying to split cluster 5 (2742 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (547.927167 sec): 2 clusters Score: Raw -104217.275942 + Penalty 217.702179 = -103999.573763 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (547.969491 sec): 3 clusters Score: Raw -102526.707969 + Penalty 435.404357 = -102091.303612 nChanged 1258 SP:Iteration 1F (548.004396 sec): 3 clusters Score: Raw -103346.796603 + Penalty 435.404357 = -102911.392246 nChanged 160 SP:Iteration 2F (548.055459 sec): 3 clusters Score: Raw -103436.057044 + Penalty 435.404357 = -103000.652687 nChanged 133 SP:Iteration 3Q (548.092615 sec): 3 clusters Score: Raw -103508.479330 + Penalty 435.404357 = -103073.074973 nChanged 126 SP:Iteration 4Q (548.148355 sec): 3 clusters Score: Raw -103597.734373 + Penalty 435.404357 = -103162.330015 nChanged 126 SP:Iteration 5Q (548.188345 sec): 3 clusters Score: Raw -103688.703557 + Penalty 435.404357 = -103253.299200 nChanged 135 SP:Iteration 6Q (548.225791 sec): 3 clusters Score: Raw -103789.402047 + Penalty 435.404357 = -103353.997690 nChanged 114 SP:Iteration 7Q (548.262833 sec): 3 clusters Score: Raw -103877.418629 + Penalty 435.404357 = -103442.014271 nChanged 100 SP:Iteration 8Q (548.311168 sec): 3 clusters Score: Raw -103945.085826 + Penalty 435.404357 = -103509.681469 nChanged 94 SP:Iteration 9Q (548.355543 sec): 3 clusters Score: Raw -103997.825361 + Penalty 435.404357 = -103562.421003 nChanged 72 SP:Iteration 10Q (548.394118 sec): 3 clusters Score: Raw -104038.377437 + Penalty 435.404357 = -103602.973080 nChanged 58 SP:Iteration 11Q (548.442001 sec): 3 clusters Score: Raw -104070.652997 + Penalty 435.404357 = -103635.248639 nChanged 52 SP:Iteration 12Q (548.495842 sec): 3 clusters Score: Raw -104090.023255 + Penalty 435.404357 = -103654.618897 nChanged 39 SP:Iteration 13Q (548.536748 sec): 3 clusters Score: Raw -104103.207531 + Penalty 435.404357 = -103667.803174 nChanged 31 SP:Iteration 14Q (548.585945 sec): 3 clusters Score: Raw -104113.815868 + Penalty 435.404357 = -103678.411511 nChanged 30 SP:Iteration 15Q (548.637282 sec): 3 clusters Score: Raw -104125.054091 + Penalty 435.404357 = -103689.649734 nChanged 34 SP:Iteration 16Q (548.687343 sec): 3 clusters Score: Raw -104141.172538 + Penalty 435.404357 = -103705.768180 nChanged 37 SP:Iteration 17Q (548.738143 sec): 3 clusters Score: Raw -104157.980943 + Penalty 435.404357 = -103722.576585 nChanged 36 SP:Iteration 18Q (548.788955 sec): 3 clusters Score: Raw -104174.855821 + Penalty 435.404357 = -103739.451464 nChanged 32 SP:Iteration 19Q (548.838953 sec): 3 clusters Score: Raw -104184.024607 + Penalty 435.404357 = -103748.620249 nChanged 24 SP:Iteration 20F (548.884264 sec): 3 clusters Score: Raw -104193.741084 + Penalty 435.404357 = -103758.336727 nChanged 21 SP:Iteration 21Q (548.918579 sec): 3 clusters Score: Raw -104200.934910 + Penalty 435.404357 = -103765.530553 nChanged 19 SP:Iteration 22Q (548.972222 sec): 3 clusters Score: Raw -104208.258021 + Penalty 435.404357 = -103772.853663 nChanged 26 SP:Iteration 23Q (549.011305 sec): 3 clusters Score: Raw -104215.520925 + Penalty 435.404357 = -103780.116568 nChanged 21 SP:Iteration 24Q (549.059930 sec): 3 clusters Score: Raw -104223.284450 + Penalty 435.404357 = -103787.880093 nChanged 17 SP:Iteration 25Q (549.094335 sec): 3 clusters Score: Raw -104227.215520 + Penalty 435.404357 = -103791.811163 nChanged 10 SP:Iteration 26Q (549.149564 sec): 3 clusters Score: Raw -104228.972620 + Penalty 435.404357 = -103793.568263 nChanged 11 SP:Iteration 27Q (549.200451 sec): 3 clusters Score: Raw -104233.227611 + Penalty 435.404357 = -103797.823253 nChanged 9 SP:Iteration 28Q (549.247018 sec): 3 clusters Score: Raw -104234.826170 + Penalty 435.404357 = -103799.421812 nChanged 10 SP:Iteration 29Q (549.296434 sec): 3 clusters Score: Raw -104236.547164 + Penalty 435.404357 = -103801.142807 nChanged 8 SP:Iteration 30Q (549.331980 sec): 3 clusters Score: Raw -104237.602453 + Penalty 435.404357 = -103802.198096 nChanged 5 SP:Iteration 31Q (549.389893 sec): 3 clusters Score: Raw -104238.645726 + Penalty 435.404357 = -103803.241369 nChanged 8 SP:Iteration 32Q (549.426140 sec): 3 clusters Score: Raw -104240.233107 + Penalty 435.404357 = -103804.828750 nChanged 3 SP:Iteration 33Q (549.474823 sec): 3 clusters Score: Raw -104240.876984 + Penalty 435.404357 = -103805.472627 nChanged 4 SP:Iteration 34Q (549.510189 sec): 3 clusters Score: Raw -104241.135014 + Penalty 435.404357 = -103805.730657 nChanged 1 SP:Iteration 35Q (549.564543 sec): 3 clusters Score: Raw -104241.430113 + Penalty 435.404357 = -103806.025755 nChanged 1 SP:Iteration 36Q (549.610471 sec): 3 clusters Score: Raw -104241.567060 + Penalty 435.404357 = -103806.162702 nChanged 2 SP:Iteration 37Q (549.650372 sec): 3 clusters Score: Raw -104242.176575 + Penalty 435.404357 = -103806.772218 nChanged 5 SP:Iteration 38Q (549.693281 sec): 3 clusters Score: Raw -104243.042746 + Penalty 435.404357 = -103807.638388 nChanged 4 SP:Iteration 39Q (549.735189 sec): 3 clusters Score: Raw -104243.922026 + Penalty 435.404357 = -103808.517669 nChanged 3 SP:Iteration 40F (549.779405 sec): 3 clusters Score: Raw -104244.640092 + Penalty 435.404357 = -103809.235734 nChanged 1 SP:Iteration 41Q (549.824870 sec): 3 clusters Score: Raw -104244.878029 + Penalty 435.404357 = -103809.473672 nChanged 0 SP:Iteration 42F (549.874188 sec): 3 clusters Score: Raw -104244.878029 + Penalty 435.404357 = -103809.473672 nChanged 0 Trying to split cluster 6 (803 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (549.897496 sec): 2 clusters Score: Raw -19606.096168 + Penalty 183.929755 = -19422.166413 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (549.956048 sec): 3 clusters Score: Raw -19217.982724 + Penalty 367.859509 = -18850.123214 nChanged 357 SP:Iteration 1F (549.994830 sec): 3 clusters Score: Raw -19604.345372 + Penalty 367.859509 = -19236.485863 nChanged 102 SP:Iteration 2F (550.043882 sec): 3 clusters Score: Raw -19741.978285 + Penalty 367.859509 = -19374.118775 nChanged 56 SP:Iteration 3F (550.092917 sec): 3 clusters Score: Raw -19795.975384 + Penalty 367.859509 = -19428.115875 nChanged 27 SP:Iteration 4Q (550.137259 sec): 3 clusters Score: Raw -19814.854081 + Penalty 367.859509 = -19446.994572 nChanged 14 SP:Iteration 5Q (550.181938 sec): 3 clusters Score: Raw -19822.738742 + Penalty 367.859509 = -19454.879233 nChanged 5 SP:Iteration 6Q (550.218907 sec): 3 clusters Score: Raw -19829.699230 + Penalty 367.859509 = -19461.839720 nChanged 3 SP:Iteration 7Q (550.272542 sec): 3 clusters Score: Raw -19830.378643 + Penalty 367.859509 = -19462.519134 nChanged 2 SP:Iteration 8Q (550.305755 sec): 3 clusters Score: Raw -19830.829114 + Penalty 367.859509 = -19462.969605 nChanged 2 SP:Iteration 9Q (550.357618 sec): 3 clusters Score: Raw -19831.310865 + Penalty 367.859509 = -19463.451356 nChanged 4 SP:Iteration 10Q (550.400174 sec): 3 clusters Score: Raw -19832.478046 + Penalty 367.859509 = -19464.618537 nChanged 1 SP:Iteration 11Q (550.432651 sec): 3 clusters Score: Raw -19832.673926 + Penalty 367.859509 = -19464.814417 nChanged 1 SP:Iteration 12Q (550.478239 sec): 3 clusters Score: Raw -19832.825150 + Penalty 367.859509 = -19464.965641 nChanged 0 SP:Iteration 13F (550.480382 sec): 3 clusters Score: Raw -19832.825150 + Penalty 367.859509 = -19464.965641 nChanged 0 Score: Raw -4182445.069479 + Penalty 10329.913410 = -4172115.156069 Splitting cluster 6 changes total score from -4172211.094967 to -4172115.156069 So it's not getting split. Trying to split cluster 7 (2190 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (552.076677 sec): 2 clusters Score: Raw -76630.969349 + Penalty 211.520563 = -76419.448786 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (552.126256 sec): 3 clusters Score: Raw -75353.019480 + Penalty 423.041125 = -74929.978355 nChanged 990 SP:Iteration 1F (552.175728 sec): 3 clusters Score: Raw -75879.314956 + Penalty 423.041125 = -75456.273831 nChanged 149 SP:Iteration 2F (552.221350 sec): 3 clusters Score: Raw -75957.876334 + Penalty 423.041125 = -75534.835209 nChanged 141 SP:Iteration 3F (552.256985 sec): 3 clusters Score: Raw -76036.804357 + Penalty 423.041125 = -75613.763232 nChanged 135 SP:Iteration 4F (552.307788 sec): 3 clusters Score: Raw -76125.819906 + Penalty 423.041125 = -75702.778781 nChanged 161 SP:Iteration 5F (552.353489 sec): 3 clusters Score: Raw -76256.728688 + Penalty 423.041125 = -75833.687562 nChanged 154 SP:Iteration 6F (552.392212 sec): 3 clusters Score: Raw -76399.301554 + Penalty 423.041125 = -75976.260429 nChanged 111 SP:Iteration 7F (552.445528 sec): 3 clusters Score: Raw -76518.191634 + Penalty 423.041125 = -76095.150509 nChanged 80 SP:Iteration 8Q (552.479576 sec): 3 clusters Score: Raw -76605.688955 + Penalty 423.041125 = -76182.647830 nChanged 36 SP:Iteration 9Q (552.509990 sec): 3 clusters Score: Raw -76648.266649 + Penalty 423.041125 = -76225.225524 nChanged 8 SP:Iteration 10Q (552.552021 sec): 3 clusters Score: Raw -76656.338391 + Penalty 423.041125 = -76233.297266 nChanged 4 SP:Iteration 11Q (552.594393 sec): 3 clusters Score: Raw -76660.653394 + Penalty 423.041125 = -76237.612269 nChanged 1 SP:Iteration 12Q (552.632629 sec): 3 clusters Score: Raw -76661.295062 + Penalty 423.041125 = -76238.253937 nChanged 0 SP:Iteration 13F (552.671087 sec): 3 clusters Score: Raw -76661.295062 + Penalty 423.041125 = -76238.253937 nChanged 0 Trying to split cluster 8 (844 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (552.693936 sec): 2 clusters Score: Raw -26622.249205 + Penalty 185.299194 = -26436.950012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (552.736126 sec): 3 clusters Score: Raw -26202.265959 + Penalty 370.598387 = -25831.667572 nChanged 348 SP:Iteration 1F (552.784023 sec): 3 clusters Score: Raw -26460.786956 + Penalty 370.598387 = -26090.188569 nChanged 88 SP:Iteration 2F (552.831928 sec): 3 clusters Score: Raw -26557.680229 + Penalty 370.598387 = -26187.081842 nChanged 75 SP:Iteration 3F (552.864684 sec): 3 clusters Score: Raw -26629.917149 + Penalty 370.598387 = -26259.318762 nChanged 30 SP:Iteration 4Q (552.905830 sec): 3 clusters Score: Raw -26649.982653 + Penalty 370.598387 = -26279.384266 nChanged 17 SP:Iteration 5Q (552.939794 sec): 3 clusters Score: Raw -26661.164259 + Penalty 370.598387 = -26290.565872 nChanged 16 SP:Iteration 6Q (552.984233 sec): 3 clusters Score: Raw -26670.839744 + Penalty 370.598387 = -26300.241357 nChanged 8 SP:Iteration 7Q (553.027337 sec): 3 clusters Score: Raw -26675.439474 + Penalty 370.598387 = -26304.841086 nChanged 6 SP:Iteration 8Q (553.065867 sec): 3 clusters Score: Raw -26680.359649 + Penalty 370.598387 = -26309.761262 nChanged 2 SP:Iteration 9Q (553.101662 sec): 3 clusters Score: Raw -26680.980029 + Penalty 370.598387 = -26310.381642 nChanged 1 SP:Iteration 10Q (553.143459 sec): 3 clusters Score: Raw -26681.562549 + Penalty 370.598387 = -26310.964162 nChanged 2 SP:Iteration 11Q (553.193769 sec): 3 clusters Score: Raw -26683.935788 + Penalty 370.598387 = -26313.337401 nChanged 4 SP:Iteration 12Q (553.231053 sec): 3 clusters Score: Raw -26686.572609 + Penalty 370.598387 = -26315.974222 nChanged 3 SP:Iteration 13Q (553.266110 sec): 3 clusters Score: Raw -26687.708067 + Penalty 370.598387 = -26317.109680 nChanged 2 SP:Iteration 14Q (553.308058 sec): 3 clusters Score: Raw -26688.173290 + Penalty 370.598387 = -26317.574903 nChanged 0 SP:Iteration 15F (553.341600 sec): 3 clusters Score: Raw -26688.173290 + Penalty 370.598387 = -26317.574903 nChanged 0 Trying to split cluster 9 (20544 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (553.377244 sec): 2 clusters Score: Raw -735387.609966 + Penalty 273.083916 = -735114.526051 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (553.448684 sec): 3 clusters Score: Raw -721971.940859 + Penalty 546.167831 = -721425.773028 nChanged 9830 SP:Iteration 1F (553.476244 sec): 3 clusters Score: Raw -727991.445716 + Penalty 546.167831 = -727445.277884 nChanged 1178 SP:Iteration 2F (553.542092 sec): 3 clusters Score: Raw -728609.754067 + Penalty 546.167831 = -728063.586235 nChanged 1238 SP:Iteration 3F (553.585089 sec): 3 clusters Score: Raw -729507.093457 + Penalty 546.167831 = -728960.925625 nChanged 1354 SP:Iteration 4F (553.649089 sec): 3 clusters Score: Raw -730666.106836 + Penalty 546.167831 = -730119.939004 nChanged 1331 SP:Iteration 5F (553.698224 sec): 3 clusters Score: Raw -731644.710443 + Penalty 546.167831 = -731098.542612 nChanged 959 SP:Iteration 6Q (553.744658 sec): 3 clusters Score: Raw -732039.131117 + Penalty 546.167831 = -731492.963285 nChanged 580 SP:Iteration 7Q (553.794010 sec): 3 clusters Score: Raw -732203.773150 + Penalty 546.167831 = -731657.605319 nChanged 370 SP:Iteration 8Q (553.856868 sec): 3 clusters Score: Raw -732303.153268 + Penalty 546.167831 = -731756.985437 nChanged 299 SP:Iteration 9Q (553.918079 sec): 3 clusters Score: Raw -732391.502076 + Penalty 546.167831 = -731845.334244 nChanged 307 SP:Iteration 10Q (553.974428 sec): 3 clusters Score: Raw -732480.616513 + Penalty 546.167831 = -731934.448681 nChanged 294 SP:Iteration 11Q (554.001720 sec): 3 clusters Score: Raw -732566.982030 + Penalty 546.167831 = -732020.814198 nChanged 280 SP:Iteration 12Q (554.067096 sec): 3 clusters Score: Raw -732658.971037 + Penalty 546.167831 = -732112.803205 nChanged 323 SP:Iteration 13Q (554.125294 sec): 3 clusters Score: Raw -732768.929993 + Penalty 546.167831 = -732222.762162 nChanged 324 SP:Iteration 14Q (554.185662 sec): 3 clusters Score: Raw -732875.985080 + Penalty 546.167831 = -732329.817248 nChanged 304 SP:Iteration 15Q (554.241707 sec): 3 clusters Score: Raw -732971.824573 + Penalty 546.167831 = -732425.656742 nChanged 303 SP:Iteration 16Q (554.307824 sec): 3 clusters Score: Raw -733063.875984 + Penalty 546.167831 = -732517.708152 nChanged 280 SP:Iteration 17Q (554.351853 sec): 3 clusters Score: Raw -733149.303667 + Penalty 546.167831 = -732603.135836 nChanged 266 SP:Iteration 18Q (554.415385 sec): 3 clusters Score: Raw -733230.211870 + Penalty 546.167831 = -732684.044038 nChanged 238 SP:Iteration 19Q (554.473373 sec): 3 clusters Score: Raw -733296.956425 + Penalty 546.167831 = -732750.788594 nChanged 241 SP:Iteration 20F (554.524742 sec): 3 clusters Score: Raw -733362.630882 + Penalty 546.167831 = -732816.463051 nChanged 215 SP:Iteration 21Q (554.583717 sec): 3 clusters Score: Raw -733425.914691 + Penalty 546.167831 = -732879.746860 nChanged 223 SP:Iteration 22Q (554.641737 sec): 3 clusters Score: Raw -733479.492163 + Penalty 546.167831 = -732933.324332 nChanged 210 SP:Iteration 23Q (554.702582 sec): 3 clusters Score: Raw -733525.656565 + Penalty 546.167831 = -732979.488734 nChanged 213 SP:Iteration 24Q (554.755022 sec): 3 clusters Score: Raw -733573.314544 + Penalty 546.167831 = -733027.146712 nChanged 208 SP:Iteration 25Q (554.812437 sec): 3 clusters Score: Raw -733618.194905 + Penalty 546.167831 = -733072.027074 nChanged 192 SP:Iteration 26Q (554.869697 sec): 3 clusters Score: Raw -733661.653998 + Penalty 546.167831 = -733115.486167 nChanged 228 SP:Iteration 27Q (554.927962 sec): 3 clusters Score: Raw -733714.742159 + Penalty 546.167831 = -733168.574328 nChanged 223 SP:Iteration 28Q (554.979734 sec): 3 clusters Score: Raw -733762.132159 + Penalty 546.167831 = -733215.964328 nChanged 219 SP:Iteration 29Q (555.044674 sec): 3 clusters Score: Raw -733809.333283 + Penalty 546.167831 = -733263.165451 nChanged 214 SP:Iteration 30Q (555.095415 sec): 3 clusters Score: Raw -733857.420474 + Penalty 546.167831 = -733311.252643 nChanged 241 SP:Iteration 31Q (555.145997 sec): 3 clusters Score: Raw -733918.152567 + Penalty 546.167831 = -733371.984736 nChanged 240 SP:Iteration 32Q (555.207494 sec): 3 clusters Score: Raw -733980.078568 + Penalty 546.167831 = -733433.910736 nChanged 267 SP:Iteration 33Q (555.260479 sec): 3 clusters Score: Raw -734049.001751 + Penalty 546.167831 = -733502.833920 nChanged 240 SP:Iteration 34Q (555.317090 sec): 3 clusters Score: Raw -734098.475987 + Penalty 546.167831 = -733552.308156 nChanged 216 SP:Iteration 35Q (555.376325 sec): 3 clusters Score: Raw -734145.082573 + Penalty 546.167831 = -733598.914742 nChanged 215 SP:Iteration 36Q (555.429154 sec): 3 clusters Score: Raw -734192.451988 + Penalty 546.167831 = -733646.284157 nChanged 203 SP:Iteration 37Q (555.493962 sec): 3 clusters Score: Raw -734237.240359 + Penalty 546.167831 = -733691.072527 nChanged 212 SP:Iteration 38Q (555.544232 sec): 3 clusters Score: Raw -734284.352175 + Penalty 546.167831 = -733738.184343 nChanged 206 SP:Iteration 39Q (555.600089 sec): 3 clusters Score: Raw -734337.234056 + Penalty 546.167831 = -733791.066225 nChanged 216 SP:Iteration 40F (555.654543 sec): 3 clusters Score: Raw -734401.015615 + Penalty 546.167831 = -733854.847784 nChanged 223 SP:Iteration 41Q (555.702291 sec): 3 clusters Score: Raw -734466.458614 + Penalty 546.167831 = -733920.290782 nChanged 204 SP:Iteration 42Q (555.749190 sec): 3 clusters Score: Raw -734533.160152 + Penalty 546.167831 = -733986.992320 nChanged 202 SP:Iteration 43Q (555.803004 sec): 3 clusters Score: Raw -734599.852479 + Penalty 546.167831 = -734053.684647 nChanged 219 SP:Iteration 44Q (555.869853 sec): 3 clusters Score: Raw -734688.678537 + Penalty 546.167831 = -734142.510706 nChanged 209 SP:Iteration 45Q (555.913998 sec): 3 clusters Score: Raw -734781.811562 + Penalty 546.167831 = -734235.643731 nChanged 226 SP:Iteration 46Q (555.962883 sec): 3 clusters Score: Raw -734881.727049 + Penalty 546.167831 = -734335.559218 nChanged 186 SP:Iteration 47Q (556.016482 sec): 3 clusters Score: Raw -734963.192071 + Penalty 546.167831 = -734417.024240 nChanged 170 SP:Iteration 48Q (556.086202 sec): 3 clusters Score: Raw -735038.685747 + Penalty 546.167831 = -734492.517915 nChanged 158 SP:Iteration 49Q (556.131095 sec): 3 clusters Score: Raw -735108.387436 + Penalty 546.167831 = -734562.219605 nChanged 173 SP:Iteration 50Q (556.185544 sec): 3 clusters Score: Raw -735193.453237 + Penalty 546.167831 = -734647.285406 nChanged 121 SP:Iteration 51Q (556.243891 sec): 3 clusters Score: Raw -735247.391653 + Penalty 546.167831 = -734701.223821 nChanged 109 SP:Iteration 52Q (556.296820 sec): 3 clusters Score: Raw -735288.280775 + Penalty 546.167831 = -734742.112944 nChanged 89 SP:Iteration 53Q (556.338773 sec): 3 clusters Score: Raw -735318.393673 + Penalty 546.167831 = -734772.225842 nChanged 83 SP:Iteration 54Q (556.393804 sec): 3 clusters Score: Raw -735349.924250 + Penalty 546.167831 = -734803.756419 nChanged 69 SP:Iteration 55Q (556.463334 sec): 3 clusters Score: Raw -735374.143355 + Penalty 546.167831 = -734827.975524 nChanged 57 SP:Iteration 56Q (556.513277 sec): 3 clusters Score: Raw -735391.980973 + Penalty 546.167831 = -734845.813141 nChanged 50 SP:Iteration 57Q (556.575312 sec): 3 clusters Score: Raw -735404.044370 + Penalty 546.167831 = -734857.876539 nChanged 32 SP:Iteration 58Q (556.599492 sec): 3 clusters Score: Raw -735409.841018 + Penalty 546.167831 = -734863.673187 nChanged 30 SP:Iteration 59Q (556.659011 sec): 3 clusters Score: Raw -735415.801999 + Penalty 546.167831 = -734869.634168 nChanged 24 SP:Iteration 60F (556.717771 sec): 3 clusters Score: Raw -735420.081700 + Penalty 546.167831 = -734873.913869 nChanged 17 SP:Iteration 61Q (556.763786 sec): 3 clusters Score: Raw -735423.100921 + Penalty 546.167831 = -734876.933089 nChanged 20 SP:Iteration 62Q (556.821025 sec): 3 clusters Score: Raw -735427.184077 + Penalty 546.167831 = -734881.016246 nChanged 24 SP:Iteration 63Q (556.876703 sec): 3 clusters Score: Raw -735431.304263 + Penalty 546.167831 = -734885.136432 nChanged 18 SP:Iteration 64Q (556.934576 sec): 3 clusters Score: Raw -735434.011254 + Penalty 546.167831 = -734887.843423 nChanged 16 SP:Iteration 65Q (556.986764 sec): 3 clusters Score: Raw -735436.396535 + Penalty 546.167831 = -734890.228704 nChanged 11 SP:Iteration 66Q (557.038589 sec): 3 clusters Score: Raw -735437.759322 + Penalty 546.167831 = -734891.591490 nChanged 9 SP:Iteration 67Q (557.084958 sec): 3 clusters Score: Raw -735439.117758 + Penalty 546.167831 = -734892.949927 nChanged 8 SP:Iteration 68Q (557.144794 sec): 3 clusters Score: Raw -735440.717789 + Penalty 546.167831 = -734894.549958 nChanged 7 SP:Iteration 69Q (557.195718 sec): 3 clusters Score: Raw -735441.203643 + Penalty 546.167831 = -734895.035812 nChanged 2 SP:Iteration 70Q (557.251004 sec): 3 clusters Score: Raw -735441.352558 + Penalty 546.167831 = -734895.184727 nChanged 0 SP:Iteration 71F (557.312088 sec): 3 clusters Score: Raw -735441.352558 + Penalty 546.167831 = -734895.184727 nChanged 0 Trying to split cluster 10 (1878 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (557.325608 sec): 2 clusters Score: Raw -59053.630409 + Penalty 207.293973 = -58846.336436 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (557.364778 sec): 3 clusters Score: Raw -58025.528270 + Penalty 414.587946 = -57610.940324 nChanged 822 SP:Iteration 1F (557.402102 sec): 3 clusters Score: Raw -58780.267389 + Penalty 414.587946 = -58365.679443 nChanged 187 SP:Iteration 2F (557.438410 sec): 3 clusters Score: Raw -58968.296049 + Penalty 414.587946 = -58553.708103 nChanged 114 SP:Iteration 3F (557.467816 sec): 3 clusters Score: Raw -59048.140025 + Penalty 414.587946 = -58633.552079 nChanged 60 SP:Iteration 4Q (557.501448 sec): 3 clusters Score: Raw -59099.633468 + Penalty 414.587946 = -58685.045522 nChanged 53 SP:Iteration 5Q (557.543414 sec): 3 clusters Score: Raw -59133.998855 + Penalty 414.587946 = -58719.410909 nChanged 35 SP:Iteration 6Q (557.588729 sec): 3 clusters Score: Raw -59153.821277 + Penalty 414.587946 = -58739.233330 nChanged 35 SP:Iteration 7Q (557.633944 sec): 3 clusters Score: Raw -59168.329261 + Penalty 414.587946 = -58753.741315 nChanged 20 SP:Iteration 8Q (557.676501 sec): 3 clusters Score: Raw -59174.022966 + Penalty 414.587946 = -58759.435020 nChanged 21 SP:Iteration 9Q (557.712056 sec): 3 clusters Score: Raw -59181.068978 + Penalty 414.587946 = -58766.481032 nChanged 30 SP:Iteration 10Q (557.753482 sec): 3 clusters Score: Raw -59194.690793 + Penalty 414.587946 = -58780.102847 nChanged 36 SP:Iteration 11Q (557.803139 sec): 3 clusters Score: Raw -59209.347972 + Penalty 414.587946 = -58794.760025 nChanged 27 SP:Iteration 12Q (557.846175 sec): 3 clusters Score: Raw -59217.242517 + Penalty 414.587946 = -58802.654571 nChanged 17 SP:Iteration 13Q (557.889423 sec): 3 clusters Score: Raw -59222.819157 + Penalty 414.587946 = -58808.231211 nChanged 21 SP:Iteration 14Q (557.927893 sec): 3 clusters Score: Raw -59228.940553 + Penalty 414.587946 = -58814.352607 nChanged 23 SP:Iteration 15Q (557.958822 sec): 3 clusters Score: Raw -59235.506120 + Penalty 414.587946 = -58820.918174 nChanged 27 SP:Iteration 16Q (557.994059 sec): 3 clusters Score: Raw -59244.190372 + Penalty 414.587946 = -58829.602425 nChanged 27 SP:Iteration 17Q (558.047309 sec): 3 clusters Score: Raw -59254.080993 + Penalty 414.587946 = -58839.493047 nChanged 19 SP:Iteration 18Q (558.078236 sec): 3 clusters Score: Raw -59262.605882 + Penalty 414.587946 = -58848.017936 nChanged 23 SP:Iteration 19Q (558.127468 sec): 3 clusters Score: Raw -59269.029767 + Penalty 414.587946 = -58854.441821 nChanged 22 SP:Iteration 20F (558.177315 sec): 3 clusters Score: Raw -59273.477035 + Penalty 414.587946 = -58858.889089 nChanged 9 SP:Iteration 21Q (558.210905 sec): 3 clusters Score: Raw -59275.273043 + Penalty 414.587946 = -58860.685097 nChanged 8 SP:Iteration 22Q (558.249725 sec): 3 clusters Score: Raw -59276.284014 + Penalty 414.587946 = -58861.696067 nChanged 9 SP:Iteration 23Q (558.286959 sec): 3 clusters Score: Raw -59277.700218 + Penalty 414.587946 = -58863.112272 nChanged 5 SP:Iteration 24Q (558.321510 sec): 3 clusters Score: Raw -59278.238152 + Penalty 414.587946 = -58863.650206 nChanged 2 SP:Iteration 25Q (558.365917 sec): 3 clusters Score: Raw -59278.371737 + Penalty 414.587946 = -58863.783791 nChanged 1 SP:Iteration 26Q (558.404022 sec): 3 clusters Score: Raw -59278.411001 + Penalty 414.587946 = -58863.823055 nChanged 1 SP:Iteration 27Q (558.432241 sec): 3 clusters Score: Raw -59278.468076 + Penalty 414.587946 = -58863.880129 nChanged 0 SP:Iteration 28F (558.463489 sec): 3 clusters Score: Raw -59278.468076 + Penalty 414.587946 = -58863.880129 nChanged 0 Score: Raw -4182443.178163 + Penalty 10329.913410 = -4172113.264753 Splitting cluster 10 changes total score from -4172211.094967 to -4172113.264753 So it's not getting split. Trying to split cluster 11 (2838 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (560.104582 sec): 2 clusters Score: Raw -91230.137459 + Penalty 218.648509 = -91011.488950 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (560.151752 sec): 3 clusters Score: Raw -89585.627286 + Penalty 437.297017 = -89148.330268 nChanged 1247 SP:Iteration 1F (560.183428 sec): 3 clusters Score: Raw -90435.838748 + Penalty 437.297017 = -89998.541731 nChanged 217 SP:Iteration 2F (560.233221 sec): 3 clusters Score: Raw -90601.790317 + Penalty 437.297017 = -90164.493300 nChanged 195 SP:Iteration 3F (560.271110 sec): 3 clusters Score: Raw -90758.177728 + Penalty 437.297017 = -90320.880710 nChanged 178 SP:Iteration 4F (560.306837 sec): 3 clusters Score: Raw -90916.113203 + Penalty 437.297017 = -90478.816186 nChanged 125 SP:Iteration 5Q (560.348995 sec): 3 clusters Score: Raw -91026.423409 + Penalty 437.297017 = -90589.126392 nChanged 86 SP:Iteration 6Q (560.392208 sec): 3 clusters Score: Raw -91087.240963 + Penalty 437.297017 = -90649.943946 nChanged 60 SP:Iteration 7Q (560.430493 sec): 3 clusters Score: Raw -91131.910591 + Penalty 437.297017 = -90694.613574 nChanged 39 SP:Iteration 8Q (560.473888 sec): 3 clusters Score: Raw -91155.683430 + Penalty 437.297017 = -90718.386412 nChanged 28 SP:Iteration 9Q (560.517753 sec): 3 clusters Score: Raw -91173.558571 + Penalty 437.297017 = -90736.261553 nChanged 23 SP:Iteration 10Q (560.554835 sec): 3 clusters Score: Raw -91185.107970 + Penalty 437.297017 = -90747.810953 nChanged 12 SP:Iteration 11Q (560.583808 sec): 3 clusters Score: Raw -91191.579478 + Penalty 437.297017 = -90754.282461 nChanged 10 SP:Iteration 12Q (560.637074 sec): 3 clusters Score: Raw -91195.828566 + Penalty 437.297017 = -90758.531548 nChanged 9 SP:Iteration 13Q (560.663668 sec): 3 clusters Score: Raw -91198.306166 + Penalty 437.297017 = -90761.009149 nChanged 7 SP:Iteration 14Q (560.704036 sec): 3 clusters Score: Raw -91202.464018 + Penalty 437.297017 = -90765.167001 nChanged 11 SP:Iteration 15Q (560.751778 sec): 3 clusters Score: Raw -91207.675179 + Penalty 437.297017 = -90770.378162 nChanged 9 SP:Iteration 16Q (560.790192 sec): 3 clusters Score: Raw -91210.531138 + Penalty 437.297017 = -90773.234120 nChanged 8 SP:Iteration 17Q (560.823461 sec): 3 clusters Score: Raw -91213.007182 + Penalty 437.297017 = -90775.710165 nChanged 9 SP:Iteration 18Q (560.872834 sec): 3 clusters Score: Raw -91218.050638 + Penalty 437.297017 = -90780.753621 nChanged 8 SP:Iteration 19Q (560.915229 sec): 3 clusters Score: Raw -91222.106557 + Penalty 437.297017 = -90784.809539 nChanged 6 SP:Iteration 20F (560.954818 sec): 3 clusters Score: Raw -91223.316001 + Penalty 437.297017 = -90786.018983 nChanged 5 SP:Iteration 21Q (561.001495 sec): 3 clusters Score: Raw -91225.618027 + Penalty 437.297017 = -90788.321009 nChanged 4 SP:Iteration 22Q (561.037764 sec): 3 clusters Score: Raw -91226.880399 + Penalty 437.297017 = -90789.583382 nChanged 3 SP:Iteration 23Q (561.088625 sec): 3 clusters Score: Raw -91227.510566 + Penalty 437.297017 = -90790.213549 nChanged 1 SP:Iteration 24Q (561.122928 sec): 3 clusters Score: Raw -91228.388221 + Penalty 437.297017 = -90791.091204 nChanged 3 SP:Iteration 25Q (561.171331 sec): 3 clusters Score: Raw -91230.870372 + Penalty 437.297017 = -90793.573355 nChanged 5 SP:Iteration 26Q (561.206785 sec): 3 clusters Score: Raw -91235.704096 + Penalty 437.297017 = -90798.407079 nChanged 5 SP:Iteration 27Q (561.243905 sec): 3 clusters Score: Raw -91237.993504 + Penalty 437.297017 = -90800.696487 nChanged 3 SP:Iteration 28Q (561.292625 sec): 3 clusters Score: Raw -91240.653485 + Penalty 437.297017 = -90803.356468 nChanged 4 SP:Iteration 29Q (561.333948 sec): 3 clusters Score: Raw -91241.766501 + Penalty 437.297017 = -90804.469484 nChanged 4 SP:Iteration 30Q (561.371413 sec): 3 clusters Score: Raw -91243.520645 + Penalty 437.297017 = -90806.223628 nChanged 2 SP:Iteration 31Q (561.419422 sec): 3 clusters Score: Raw -91246.125545 + Penalty 437.297017 = -90808.828527 nChanged 4 SP:Iteration 32Q (561.464198 sec): 3 clusters Score: Raw -91250.813374 + Penalty 437.297017 = -90813.516357 nChanged 3 SP:Iteration 33Q (561.496191 sec): 3 clusters Score: Raw -91252.560053 + Penalty 437.297017 = -90815.263036 nChanged 0 SP:Iteration 34F (561.548104 sec): 3 clusters Score: Raw -91252.560053 + Penalty 437.297017 = -90815.263036 nChanged 0 Trying to split cluster 12 (974 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (561.567474 sec): 2 clusters Score: Raw -36187.066155 + Penalty 189.238811 = -35997.827344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (561.614453 sec): 3 clusters Score: Raw -35685.997718 + Penalty 378.477622 = -35307.520097 nChanged 408 SP:Iteration 1F (561.644296 sec): 3 clusters Score: Raw -36011.105397 + Penalty 378.477622 = -35632.627776 nChanged 100 SP:Iteration 2F (561.678276 sec): 3 clusters Score: Raw -36122.117079 + Penalty 378.477622 = -35743.639457 nChanged 81 SP:Iteration 3F (561.715992 sec): 3 clusters Score: Raw -36196.100702 + Penalty 378.477622 = -35817.623080 nChanged 58 SP:Iteration 4F (561.762549 sec): 3 clusters Score: Raw -36234.061287 + Penalty 378.477622 = -35855.583665 nChanged 35 SP:Iteration 5Q (561.802873 sec): 3 clusters Score: Raw -36252.817714 + Penalty 378.477622 = -35874.340092 nChanged 19 SP:Iteration 6Q (561.841948 sec): 3 clusters Score: Raw -36262.962693 + Penalty 378.477622 = -35884.485071 nChanged 13 SP:Iteration 7Q (561.889903 sec): 3 clusters Score: Raw -36267.506488 + Penalty 378.477622 = -35889.028866 nChanged 11 SP:Iteration 8Q (561.931514 sec): 3 clusters Score: Raw -36271.287599 + Penalty 378.477622 = -35892.809977 nChanged 8 SP:Iteration 9Q (561.966974 sec): 3 clusters Score: Raw -36274.161179 + Penalty 378.477622 = -35895.683557 nChanged 6 SP:Iteration 10Q (562.013930 sec): 3 clusters Score: Raw -36275.949667 + Penalty 378.477622 = -35897.472045 nChanged 2 SP:Iteration 11Q (562.049355 sec): 3 clusters Score: Raw -36276.323143 + Penalty 378.477622 = -35897.845521 nChanged 2 SP:Iteration 12Q (562.086288 sec): 3 clusters Score: Raw -36276.832209 + Penalty 378.477622 = -35898.354588 nChanged 1 SP:Iteration 13Q (562.134199 sec): 3 clusters Score: Raw -36276.917057 + Penalty 378.477622 = -35898.439435 nChanged 1 SP:Iteration 14Q (562.165908 sec): 3 clusters Score: Raw -36277.188645 + Penalty 378.477622 = -35898.711023 nChanged 2 SP:Iteration 15Q (562.206232 sec): 3 clusters Score: Raw -36277.540410 + Penalty 378.477622 = -35899.062788 nChanged 0 SP:Iteration 16F (562.246351 sec): 3 clusters Score: Raw -36277.540410 + Penalty 378.477622 = -35899.062788 nChanged 0 Trying to split cluster 13 (12634 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (562.276287 sec): 2 clusters Score: Raw -454750.745097 + Penalty 259.714039 = -454491.031058 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (562.335419 sec): 3 clusters Score: Raw -446723.548070 + Penalty 519.428078 = -446204.119992 nChanged 5933 SP:Iteration 1F (562.385176 sec): 3 clusters Score: Raw -451066.454733 + Penalty 519.428078 = -450547.026655 nChanged 1078 SP:Iteration 2F (562.432916 sec): 3 clusters Score: Raw -452007.747784 + Penalty 519.428078 = -451488.319706 nChanged 1042 SP:Iteration 3F (562.478819 sec): 3 clusters Score: Raw -453067.667335 + Penalty 519.428078 = -452548.239257 nChanged 830 SP:Iteration 4F (562.523481 sec): 3 clusters Score: Raw -453973.007147 + Penalty 519.428078 = -453453.579069 nChanged 473 SP:Iteration 5Q (562.571071 sec): 3 clusters Score: Raw -454485.638735 + Penalty 519.428078 = -453966.210657 nChanged 201 SP:Iteration 6Q (562.630716 sec): 3 clusters Score: Raw -454702.293394 + Penalty 519.428078 = -454182.865316 nChanged 49 SP:Iteration 7Q (562.674916 sec): 3 clusters Score: Raw -454756.646147 + Penalty 519.428078 = -454237.218069 nChanged 14 SP:Iteration 8Q (562.724327 sec): 3 clusters Score: Raw -454779.281258 + Penalty 519.428078 = -454259.853180 nChanged 6 SP:Iteration 9Q (562.771267 sec): 3 clusters Score: Raw -454786.643239 + Penalty 519.428078 = -454267.215161 nChanged 6 SP:Iteration 10Q (562.829026 sec): 3 clusters Score: Raw -454792.264059 + Penalty 519.428078 = -454272.835981 nChanged 4 SP:Iteration 11Q (562.886498 sec): 3 clusters Score: Raw -454796.781959 + Penalty 519.428078 = -454277.353881 nChanged 3 SP:Iteration 12Q (562.922189 sec): 3 clusters Score: Raw -454802.490980 + Penalty 519.428078 = -454283.062902 nChanged 4 SP:Iteration 13Q (562.968048 sec): 3 clusters Score: Raw -454804.713061 + Penalty 519.428078 = -454285.284983 nChanged 0 SP:Iteration 14F (563.025417 sec): 3 clusters Score: Raw -454804.713061 + Penalty 519.428078 = -454285.284983 nChanged 0 Trying to split cluster 14 (4104 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (563.042109 sec): 2 clusters Score: Raw -133547.455498 + Penalty 228.792228 = -133318.663269 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (563.086015 sec): 3 clusters Score: Raw -131002.657014 + Penalty 457.584456 = -130545.072558 nChanged 1890 SP:Iteration 1F (563.142779 sec): 3 clusters Score: Raw -132130.291069 + Penalty 457.584456 = -131672.706612 nChanged 330 SP:Iteration 2F (563.178345 sec): 3 clusters Score: Raw -132366.851855 + Penalty 457.584456 = -131909.267399 nChanged 365 SP:Iteration 3F (563.212118 sec): 3 clusters Score: Raw -132676.773987 + Penalty 457.584456 = -132219.189531 nChanged 337 SP:Iteration 4F (563.256099 sec): 3 clusters Score: Raw -132944.176117 + Penalty 457.584456 = -132486.591661 nChanged 291 SP:Iteration 5F (563.300051 sec): 3 clusters Score: Raw -133219.304240 + Penalty 457.584456 = -132761.719784 nChanged 202 SP:Iteration 6Q (563.342305 sec): 3 clusters Score: Raw -133413.213932 + Penalty 457.584456 = -132955.629476 nChanged 139 SP:Iteration 7Q (563.397084 sec): 3 clusters Score: Raw -133543.450904 + Penalty 457.584456 = -133085.866448 nChanged 99 SP:Iteration 8Q (563.440810 sec): 3 clusters Score: Raw -133648.893823 + Penalty 457.584456 = -133191.309366 nChanged 98 SP:Iteration 9Q (563.476659 sec): 3 clusters Score: Raw -133740.735731 + Penalty 457.584456 = -133283.151274 nChanged 60 SP:Iteration 10Q (563.514883 sec): 3 clusters Score: Raw -133784.622218 + Penalty 457.584456 = -133327.037762 nChanged 38 SP:Iteration 11Q (563.556658 sec): 3 clusters Score: Raw -133815.722709 + Penalty 457.584456 = -133358.138253 nChanged 25 SP:Iteration 12Q (563.603890 sec): 3 clusters Score: Raw -133828.082066 + Penalty 457.584456 = -133370.497610 nChanged 23 SP:Iteration 13Q (563.636526 sec): 3 clusters Score: Raw -133837.628127 + Penalty 457.584456 = -133380.043671 nChanged 17 SP:Iteration 14Q (563.671610 sec): 3 clusters Score: Raw -133842.043306 + Penalty 457.584456 = -133384.458849 nChanged 11 SP:Iteration 15Q (563.679825 sec): 3 clusters Score: Raw -133843.979236 + Penalty 457.584456 = -133386.394779 nChanged 9 SP:Iteration 16Q (563.687974 sec): 3 clusters Score: Raw -133845.273320 + Penalty 457.584456 = -133387.688863 nChanged 4 SP:Iteration 17Q (563.696544 sec): 3 clusters Score: Raw -133845.677820 + Penalty 457.584456 = -133388.093364 nChanged 3 SP:Iteration 18Q (563.704678 sec): 3 clusters Score: Raw -133845.999231 + Penalty 457.584456 = -133388.414775 nChanged 2 SP:Iteration 19Q (563.712796 sec): 3 clusters Score: Raw -133846.097802 + Penalty 457.584456 = -133388.513346 nChanged 1 SP:Iteration 20F (563.731107 sec): 3 clusters Score: Raw -133846.159607 + Penalty 457.584456 = -133388.575151 nChanged 1 SP:Iteration 21Q (563.769593 sec): 3 clusters Score: Raw -133846.340762 + Penalty 457.584456 = -133388.756306 nChanged 1 SP:Iteration 22Q (563.818699 sec): 3 clusters Score: Raw -133846.555301 + Penalty 457.584456 = -133388.970845 nChanged 0 SP:Iteration 23F (563.852086 sec): 3 clusters Score: Raw -133846.555301 + Penalty 457.584456 = -133388.970845 nChanged 0 Score: Raw -4182517.440300 + Penalty 10329.913410 = -4172187.526890 Splitting cluster 14 changes total score from -4172211.094967 to -4172187.526890 So it's not getting split. Trying to split cluster 15 (15649 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (565.438814 sec): 2 clusters Score: Raw -596020.062673 + Penalty 265.599463 = -595754.463210 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (565.485556 sec): 3 clusters Score: Raw -585819.004745 + Penalty 531.198926 = -585287.805819 nChanged 7500 SP:Iteration 1F (565.535252 sec): 3 clusters Score: Raw -590717.106874 + Penalty 531.198926 = -590185.907948 nChanged 1161 SP:Iteration 2F (565.579606 sec): 3 clusters Score: Raw -591397.596811 + Penalty 531.198926 = -590866.397885 nChanged 1229 SP:Iteration 3F (565.624777 sec): 3 clusters Score: Raw -592157.303771 + Penalty 531.198926 = -591626.104845 nChanged 1198 SP:Iteration 4F (565.685648 sec): 3 clusters Score: Raw -592988.214083 + Penalty 531.198926 = -592457.015157 nChanged 1111 SP:Iteration 5F (565.731698 sec): 3 clusters Score: Raw -593800.432963 + Penalty 531.198926 = -593269.234036 nChanged 929 SP:Iteration 6F (565.784128 sec): 3 clusters Score: Raw -594501.145904 + Penalty 531.198926 = -593969.946978 nChanged 706 SP:Iteration 7Q (565.810875 sec): 3 clusters Score: Raw -595035.302075 + Penalty 531.198926 = -594504.103148 nChanged 497 SP:Iteration 8Q (565.861669 sec): 3 clusters Score: Raw -595383.398697 + Penalty 531.198926 = -594852.199771 nChanged 318 SP:Iteration 9Q (565.921886 sec): 3 clusters Score: Raw -595592.444819 + Penalty 531.198926 = -595061.245893 nChanged 239 SP:Iteration 10Q (565.944379 sec): 3 clusters Score: Raw -595755.466904 + Penalty 531.198926 = -595224.267977 nChanged 163 SP:Iteration 11Q (566.002043 sec): 3 clusters Score: Raw -595874.846074 + Penalty 531.198926 = -595343.647148 nChanged 110 SP:Iteration 12Q (566.048833 sec): 3 clusters Score: Raw -595958.463525 + Penalty 531.198926 = -595427.264599 nChanged 68 SP:Iteration 13Q (566.078953 sec): 3 clusters Score: Raw -596010.461689 + Penalty 531.198926 = -595479.262763 nChanged 41 SP:Iteration 14Q (566.124243 sec): 3 clusters Score: Raw -596047.739009 + Penalty 531.198926 = -595516.540082 nChanged 23 SP:Iteration 15Q (566.146330 sec): 3 clusters Score: Raw -596072.066293 + Penalty 531.198926 = -595540.867367 nChanged 11 SP:Iteration 16Q (566.196793 sec): 3 clusters Score: Raw -596082.561302 + Penalty 531.198926 = -595551.362375 nChanged 9 SP:Iteration 17Q (566.244677 sec): 3 clusters Score: Raw -596089.765752 + Penalty 531.198926 = -595558.566826 nChanged 4 SP:Iteration 18Q (566.287530 sec): 3 clusters Score: Raw -596091.684220 + Penalty 531.198926 = -595560.485294 nChanged 2 SP:Iteration 19Q (566.333943 sec): 3 clusters Score: Raw -596093.496604 + Penalty 531.198926 = -595562.297678 nChanged 2 SP:Iteration 20F (566.384215 sec): 3 clusters Score: Raw -596094.986634 + Penalty 531.198926 = -595563.787707 nChanged 1 SP:Iteration 21Q (566.423143 sec): 3 clusters Score: Raw -596095.835569 + Penalty 531.198926 = -595564.636643 nChanged 1 SP:Iteration 22Q (566.482051 sec): 3 clusters Score: Raw -596096.559345 + Penalty 531.198926 = -595565.360418 nChanged 0 SP:Iteration 23F (566.532211 sec): 3 clusters Score: Raw -596096.559345 + Penalty 531.198926 = -595565.360418 nChanged 0 Trying to split cluster 16 (985 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (566.552964 sec): 2 clusters Score: Raw -30509.447278 + Penalty 189.547645 = -30319.899633 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (566.589101 sec): 3 clusters Score: Raw -29986.926314 + Penalty 379.095290 = -29607.831024 nChanged 418 SP:Iteration 1F (566.630203 sec): 3 clusters Score: Raw -30343.559829 + Penalty 379.095290 = -29964.464539 nChanged 110 SP:Iteration 2F (566.683127 sec): 3 clusters Score: Raw -30422.422998 + Penalty 379.095290 = -30043.327708 nChanged 79 SP:Iteration 3F (566.721027 sec): 3 clusters Score: Raw -30471.364525 + Penalty 379.095290 = -30092.269234 nChanged 52 SP:Iteration 4F (566.756809 sec): 3 clusters Score: Raw -30507.097397 + Penalty 379.095290 = -30128.002107 nChanged 37 SP:Iteration 5Q (566.805270 sec): 3 clusters Score: Raw -30522.948565 + Penalty 379.095290 = -30143.853275 nChanged 24 SP:Iteration 6Q (566.838191 sec): 3 clusters Score: Raw -30535.718371 + Penalty 379.095290 = -30156.623080 nChanged 24 SP:Iteration 7Q (566.873509 sec): 3 clusters Score: Raw -30548.188033 + Penalty 379.095290 = -30169.092743 nChanged 18 SP:Iteration 8Q (566.903581 sec): 3 clusters Score: Raw -30554.533392 + Penalty 379.095290 = -30175.438101 nChanged 6 SP:Iteration 9Q (566.938766 sec): 3 clusters Score: Raw -30556.063415 + Penalty 379.095290 = -30176.968125 nChanged 6 SP:Iteration 10Q (566.970446 sec): 3 clusters Score: Raw -30557.120355 + Penalty 379.095290 = -30178.025065 nChanged 4 SP:Iteration 11Q (567.002159 sec): 3 clusters Score: Raw -30557.764230 + Penalty 379.095290 = -30178.668940 nChanged 5 SP:Iteration 12Q (567.059232 sec): 3 clusters Score: Raw -30558.367900 + Penalty 379.095290 = -30179.272609 nChanged 3 SP:Iteration 13Q (567.090286 sec): 3 clusters Score: Raw -30558.674103 + Penalty 379.095290 = -30179.578813 nChanged 3 SP:Iteration 14Q (567.126738 sec): 3 clusters Score: Raw -30558.847906 + Penalty 379.095290 = -30179.752616 nChanged 1 SP:Iteration 15Q (567.161832 sec): 3 clusters Score: Raw -30559.194822 + Penalty 379.095290 = -30180.099532 nChanged 3 SP:Iteration 16Q (567.197471 sec): 3 clusters Score: Raw -30560.242423 + Penalty 379.095290 = -30181.147133 nChanged 3 SP:Iteration 17Q (567.244446 sec): 3 clusters Score: Raw -30561.200412 + Penalty 379.095290 = -30182.105121 nChanged 9 SP:Iteration 18Q (567.279985 sec): 3 clusters Score: Raw -30562.923922 + Penalty 379.095290 = -30183.828632 nChanged 5 SP:Iteration 19Q (567.322526 sec): 3 clusters Score: Raw -30563.829449 + Penalty 379.095290 = -30184.734159 nChanged 7 SP:Iteration 20F (567.360506 sec): 3 clusters Score: Raw -30565.356161 + Penalty 379.095290 = -30186.260871 nChanged 10 SP:Iteration 21Q (567.407074 sec): 3 clusters Score: Raw -30567.824819 + Penalty 379.095290 = -30188.729529 nChanged 12 SP:Iteration 22Q (567.443348 sec): 3 clusters Score: Raw -30571.581874 + Penalty 379.095290 = -30192.486583 nChanged 6 SP:Iteration 23Q (567.482444 sec): 3 clusters Score: Raw -30573.634433 + Penalty 379.095290 = -30194.539143 nChanged 6 SP:Iteration 24Q (567.521607 sec): 3 clusters Score: Raw -30575.428808 + Penalty 379.095290 = -30196.333517 nChanged 11 SP:Iteration 25Q (567.561651 sec): 3 clusters Score: Raw -30579.641419 + Penalty 379.095290 = -30200.546129 nChanged 9 SP:Iteration 26Q (567.592891 sec): 3 clusters Score: Raw -30583.819169 + Penalty 379.095290 = -30204.723879 nChanged 11 SP:Iteration 27Q (567.640022 sec): 3 clusters Score: Raw -30590.006974 + Penalty 379.095290 = -30210.911683 nChanged 12 SP:Iteration 28Q (567.683544 sec): 3 clusters Score: Raw -30594.729743 + Penalty 379.095290 = -30215.634452 nChanged 10 SP:Iteration 29Q (567.729022 sec): 3 clusters Score: Raw -30596.745170 + Penalty 379.095290 = -30217.649880 nChanged 7 SP:Iteration 30Q (567.770997 sec): 3 clusters Score: Raw -30598.313146 + Penalty 379.095290 = -30219.217856 nChanged 3 SP:Iteration 31Q (567.805699 sec): 3 clusters Score: Raw -30598.825716 + Penalty 379.095290 = -30219.730426 nChanged 2 SP:Iteration 32Q (567.848348 sec): 3 clusters Score: Raw -30599.399058 + Penalty 379.095290 = -30220.303768 nChanged 3 SP:Iteration 33Q (567.889714 sec): 3 clusters Score: Raw -30599.770819 + Penalty 379.095290 = -30220.675529 nChanged 2 SP:Iteration 34Q (567.938163 sec): 3 clusters Score: Raw -30600.332036 + Penalty 379.095290 = -30221.236746 nChanged 5 SP:Iteration 35Q (567.962539 sec): 3 clusters Score: Raw -30602.782872 + Penalty 379.095290 = -30223.687582 nChanged 8 SP:Iteration 36Q (568.004613 sec): 3 clusters Score: Raw -30605.523189 + Penalty 379.095290 = -30226.427899 nChanged 8 SP:Iteration 37Q (568.049287 sec): 3 clusters Score: Raw -30608.014430 + Penalty 379.095290 = -30228.919140 nChanged 6 SP:Iteration 38Q (568.091410 sec): 3 clusters Score: Raw -30610.043509 + Penalty 379.095290 = -30230.948219 nChanged 4 SP:Iteration 39Q (568.133097 sec): 3 clusters Score: Raw -30610.688189 + Penalty 379.095290 = -30231.592898 nChanged 4 SP:Iteration 40F (568.173800 sec): 3 clusters Score: Raw -30611.695456 + Penalty 379.095290 = -30232.600166 nChanged 7 SP:Iteration 41Q (568.207545 sec): 3 clusters Score: Raw -30615.577531 + Penalty 379.095290 = -30236.482240 nChanged 6 SP:Iteration 42Q (568.234442 sec): 3 clusters Score: Raw -30617.680712 + Penalty 379.095290 = -30238.585421 nChanged 1 SP:Iteration 43Q (568.270955 sec): 3 clusters Score: Raw -30618.155943 + Penalty 379.095290 = -30239.060652 nChanged 1 SP:Iteration 44Q (568.312165 sec): 3 clusters Score: Raw -30618.552841 + Penalty 379.095290 = -30239.457551 nChanged 1 SP:Iteration 45Q (568.356464 sec): 3 clusters Score: Raw -30618.678184 + Penalty 379.095290 = -30239.582894 nChanged 3 SP:Iteration 46Q (568.392727 sec): 3 clusters Score: Raw -30619.013908 + Penalty 379.095290 = -30239.918618 nChanged 3 SP:Iteration 47Q (568.442538 sec): 3 clusters Score: Raw -30619.569887 + Penalty 379.095290 = -30240.474596 nChanged 3 SP:Iteration 48Q (568.480015 sec): 3 clusters Score: Raw -30620.346752 + Penalty 379.095290 = -30241.251461 nChanged 3 SP:Iteration 49Q (568.515378 sec): 3 clusters Score: Raw -30621.739654 + Penalty 379.095290 = -30242.644364 nChanged 8 SP:Iteration 50Q (568.549258 sec): 3 clusters Score: Raw -30626.956526 + Penalty 379.095290 = -30247.861236 nChanged 7 SP:Iteration 51Q (568.584965 sec): 3 clusters Score: Raw -30632.182327 + Penalty 379.095290 = -30253.087037 nChanged 6 SP:Iteration 52Q (568.628493 sec): 3 clusters Score: Raw -30635.210512 + Penalty 379.095290 = -30256.115222 nChanged 4 SP:Iteration 53Q (568.655039 sec): 3 clusters Score: Raw -30636.192905 + Penalty 379.095290 = -30257.097615 nChanged 2 SP:Iteration 54Q (568.692968 sec): 3 clusters Score: Raw -30636.491821 + Penalty 379.095290 = -30257.396530 nChanged 2 SP:Iteration 55Q (568.743655 sec): 3 clusters Score: Raw -30637.495356 + Penalty 379.095290 = -30258.400066 nChanged 6 SP:Iteration 56Q (568.769609 sec): 3 clusters Score: Raw -30639.686641 + Penalty 379.095290 = -30260.591351 nChanged 5 SP:Iteration 57Q (568.823658 sec): 3 clusters Score: Raw -30643.705829 + Penalty 379.095290 = -30264.610539 nChanged 8 SP:Iteration 58Q (568.861636 sec): 3 clusters Score: Raw -30650.539404 + Penalty 379.095290 = -30271.444114 nChanged 9 SP:Iteration 59Q (568.889552 sec): 3 clusters Score: Raw -30661.264588 + Penalty 379.095290 = -30282.169298 nChanged 8 SP:Iteration 60F (568.928425 sec): 3 clusters Score: Raw -30664.143553 + Penalty 379.095290 = -30285.048263 nChanged 6 SP:Iteration 61Q (568.984380 sec): 3 clusters Score: Raw -30666.240386 + Penalty 379.095290 = -30287.145096 nChanged 3 SP:Iteration 62Q (569.008710 sec): 3 clusters Score: Raw -30667.340244 + Penalty 379.095290 = -30288.244954 nChanged 4 SP:Iteration 63Q (569.052124 sec): 3 clusters Score: Raw -30669.920186 + Penalty 379.095290 = -30290.824896 nChanged 1 SP:Iteration 64Q (569.102423 sec): 3 clusters Score: Raw -30670.200158 + Penalty 379.095290 = -30291.104868 nChanged 0 SP:Iteration 65F (569.137876 sec): 3 clusters Score: Raw -30670.200158 + Penalty 379.095290 = -30291.104868 nChanged 0 Trying to split cluster 17 (1098 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (569.163004 sec): 2 clusters Score: Raw -41361.177482 + Penalty 192.534255 = -41168.643228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (569.203558 sec): 3 clusters Score: Raw -40765.881536 + Penalty 385.068509 = -40380.813027 nChanged 475 SP:Iteration 1F (569.236526 sec): 3 clusters Score: Raw -41051.419430 + Penalty 385.068509 = -40666.350921 nChanged 87 SP:Iteration 2F (569.270370 sec): 3 clusters Score: Raw -41109.098989 + Penalty 385.068509 = -40724.030480 nChanged 72 SP:Iteration 3F (569.301748 sec): 3 clusters Score: Raw -41156.876830 + Penalty 385.068509 = -40771.808321 nChanged 62 SP:Iteration 4F (569.340685 sec): 3 clusters Score: Raw -41208.040670 + Penalty 385.068509 = -40822.972161 nChanged 64 SP:Iteration 5F (569.365840 sec): 3 clusters Score: Raw -41272.515733 + Penalty 385.068509 = -40887.447224 nChanged 56 SP:Iteration 6F (569.401003 sec): 3 clusters Score: Raw -41334.029796 + Penalty 385.068509 = -40948.961287 nChanged 29 SP:Iteration 7Q (569.446644 sec): 3 clusters Score: Raw -41358.685783 + Penalty 385.068509 = -40973.617273 nChanged 14 SP:Iteration 8Q (569.484352 sec): 3 clusters Score: Raw -41371.559905 + Penalty 385.068509 = -40986.491395 nChanged 12 SP:Iteration 9Q (569.532399 sec): 3 clusters Score: Raw -41380.108020 + Penalty 385.068509 = -40995.039511 nChanged 3 SP:Iteration 10Q (569.570010 sec): 3 clusters Score: Raw -41383.314310 + Penalty 385.068509 = -40998.245800 nChanged 5 SP:Iteration 11Q (569.599394 sec): 3 clusters Score: Raw -41387.315213 + Penalty 385.068509 = -41002.246704 nChanged 4 SP:Iteration 12Q (569.630059 sec): 3 clusters Score: Raw -41389.379032 + Penalty 385.068509 = -41004.310523 nChanged 3 SP:Iteration 13Q (569.664865 sec): 3 clusters Score: Raw -41390.020364 + Penalty 385.068509 = -41004.951855 nChanged 1 SP:Iteration 14Q (569.694542 sec): 3 clusters Score: Raw -41391.908021 + Penalty 385.068509 = -41006.839512 nChanged 3 SP:Iteration 15Q (569.730809 sec): 3 clusters Score: Raw -41394.398311 + Penalty 385.068509 = -41009.329802 nChanged 2 SP:Iteration 16Q (569.774244 sec): 3 clusters Score: Raw -41395.399539 + Penalty 385.068509 = -41010.331030 nChanged 1 SP:Iteration 17Q (569.801926 sec): 3 clusters Score: Raw -41396.175056 + Penalty 385.068509 = -41011.106547 nChanged 1 SP:Iteration 18Q (569.837092 sec): 3 clusters Score: Raw -41396.725512 + Penalty 385.068509 = -41011.657003 nChanged 1 SP:Iteration 19Q (569.874890 sec): 3 clusters Score: Raw -41397.672921 + Penalty 385.068509 = -41012.604412 nChanged 2 SP:Iteration 20F (569.911693 sec): 3 clusters Score: Raw -41398.174611 + Penalty 385.068509 = -41013.106101 nChanged 0 Trying to split cluster 18 (18070 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (569.954274 sec): 2 clusters Score: Raw -662291.086087 + Penalty 269.555231 = -662021.530856 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (570.003140 sec): 3 clusters Score: Raw -650405.516749 + Penalty 539.110461 = -649866.406288 nChanged 8683 SP:Iteration 1F (570.065645 sec): 3 clusters Score: Raw -655652.538506 + Penalty 539.110461 = -655113.428045 nChanged 1006 SP:Iteration 2F (570.111618 sec): 3 clusters Score: Raw -656173.058776 + Penalty 539.110461 = -655633.948315 nChanged 1159 SP:Iteration 3F (570.169506 sec): 3 clusters Score: Raw -656942.873076 + Penalty 539.110461 = -656403.762615 nChanged 1339 SP:Iteration 4F (570.226759 sec): 3 clusters Score: Raw -657968.947625 + Penalty 539.110461 = -657429.837163 nChanged 1209 SP:Iteration 5F (570.278197 sec): 3 clusters Score: Raw -658922.831989 + Penalty 539.110461 = -658383.721528 nChanged 927 SP:Iteration 6F (570.337701 sec): 3 clusters Score: Raw -659526.656934 + Penalty 539.110461 = -658987.546473 nChanged 675 SP:Iteration 7Q (570.391449 sec): 3 clusters Score: Raw -659859.354382 + Penalty 539.110461 = -659320.243921 nChanged 461 SP:Iteration 8Q (570.440810 sec): 3 clusters Score: Raw -660046.676508 + Penalty 539.110461 = -659507.566047 nChanged 391 SP:Iteration 9Q (570.505655 sec): 3 clusters Score: Raw -660199.711673 + Penalty 539.110461 = -659660.601212 nChanged 369 SP:Iteration 10Q (570.553732 sec): 3 clusters Score: Raw -660353.263089 + Penalty 539.110461 = -659814.152627 nChanged 359 SP:Iteration 11Q (570.599153 sec): 3 clusters Score: Raw -660504.947880 + Penalty 539.110461 = -659965.837419 nChanged 350 SP:Iteration 12Q (570.653257 sec): 3 clusters Score: Raw -660660.412587 + Penalty 539.110461 = -660121.302126 nChanged 362 SP:Iteration 13Q (570.711403 sec): 3 clusters Score: Raw -660837.719916 + Penalty 539.110461 = -660298.609455 nChanged 363 SP:Iteration 14Q (570.762168 sec): 3 clusters Score: Raw -661036.205762 + Penalty 539.110461 = -660497.095301 nChanged 347 SP:Iteration 15Q (570.808010 sec): 3 clusters Score: Raw -661240.550639 + Penalty 539.110461 = -660701.440177 nChanged 302 SP:Iteration 16Q (570.857954 sec): 3 clusters Score: Raw -661423.305330 + Penalty 539.110461 = -660884.194869 nChanged 289 SP:Iteration 17Q (570.922478 sec): 3 clusters Score: Raw -661619.313701 + Penalty 539.110461 = -661080.203239 nChanged 282 SP:Iteration 18Q (570.968601 sec): 3 clusters Score: Raw -661824.526570 + Penalty 539.110461 = -661285.416109 nChanged 221 SP:Iteration 19Q (571.026063 sec): 3 clusters Score: Raw -661989.402685 + Penalty 539.110461 = -661450.292224 nChanged 156 SP:Iteration 20F (571.078898 sec): 3 clusters Score: Raw -662105.055236 + Penalty 539.110461 = -661565.944775 nChanged 98 SP:Iteration 21Q (571.129418 sec): 3 clusters Score: Raw -662171.997297 + Penalty 539.110461 = -661632.886836 nChanged 69 SP:Iteration 22Q (571.186425 sec): 3 clusters Score: Raw -662217.835729 + Penalty 539.110461 = -661678.725268 nChanged 48 SP:Iteration 23Q (571.239504 sec): 3 clusters Score: Raw -662252.911361 + Penalty 539.110461 = -661713.800900 nChanged 26 SP:Iteration 24Q (571.298603 sec): 3 clusters Score: Raw -662272.999934 + Penalty 539.110461 = -661733.889473 nChanged 20 SP:Iteration 25Q (571.360333 sec): 3 clusters Score: Raw -662284.736501 + Penalty 539.110461 = -661745.626040 nChanged 13 SP:Iteration 26Q (571.408733 sec): 3 clusters Score: Raw -662294.875939 + Penalty 539.110461 = -661755.765478 nChanged 7 SP:Iteration 27Q (571.468356 sec): 3 clusters Score: Raw -662300.889814 + Penalty 539.110461 = -661761.779353 nChanged 4 SP:Iteration 28Q (571.520593 sec): 3 clusters Score: Raw -662303.750836 + Penalty 539.110461 = -661764.640375 nChanged 4 SP:Iteration 29Q (571.567686 sec): 3 clusters Score: Raw -662307.299356 + Penalty 539.110461 = -661768.188895 nChanged 7 SP:Iteration 30Q (571.623462 sec): 3 clusters Score: Raw -662312.761087 + Penalty 539.110461 = -661773.650626 nChanged 5 SP:Iteration 31Q (571.671874 sec): 3 clusters Score: Raw -662314.400806 + Penalty 539.110461 = -661775.290345 nChanged 2 SP:Iteration 32Q (571.722141 sec): 3 clusters Score: Raw -662315.114309 + Penalty 539.110461 = -661776.003848 nChanged 2 SP:Iteration 33Q (571.776404 sec): 3 clusters Score: Raw -662317.689595 + Penalty 539.110461 = -661778.579134 nChanged 4 SP:Iteration 34Q (571.826150 sec): 3 clusters Score: Raw -662322.777823 + Penalty 539.110461 = -661783.667362 nChanged 3 SP:Iteration 35Q (571.878805 sec): 3 clusters Score: Raw -662324.660398 + Penalty 539.110461 = -661785.549937 nChanged 2 SP:Iteration 36Q (571.924877 sec): 3 clusters Score: Raw -662325.997223 + Penalty 539.110461 = -661786.886762 nChanged 3 SP:Iteration 37Q (571.969702 sec): 3 clusters Score: Raw -662327.530911 + Penalty 539.110461 = -661788.420450 nChanged 1 SP:Iteration 38Q (572.020097 sec): 3 clusters Score: Raw -662328.583615 + Penalty 539.110461 = -661789.473154 nChanged 3 SP:Iteration 39Q (572.067073 sec): 3 clusters Score: Raw -662331.246728 + Penalty 539.110461 = -661792.136267 nChanged 1 SP:Iteration 40F (572.110833 sec): 3 clusters Score: Raw -662331.785451 + Penalty 539.110461 = -661792.674990 nChanged 0 Trying to split cluster 19 (434 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (572.134724 sec): 2 clusters Score: Raw -15995.354636 + Penalty 167.008725 = -15828.345912 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (572.175209 sec): 3 clusters Score: Raw -15778.947650 + Penalty 334.017449 = -15444.930200 nChanged 172 SP:Iteration 1F (572.208609 sec): 3 clusters Score: Raw -15881.881030 + Penalty 334.017449 = -15547.863580 nChanged 44 SP:Iteration 2F (572.247650 sec): 3 clusters Score: Raw -15910.153622 + Penalty 334.017449 = -15576.136172 nChanged 28 SP:Iteration 3F (572.286745 sec): 3 clusters Score: Raw -15930.173294 + Penalty 334.017449 = -15596.155845 nChanged 15 SP:Iteration 4Q (572.317251 sec): 3 clusters Score: Raw -15941.502936 + Penalty 334.017449 = -15607.485486 nChanged 8 SP:Iteration 5Q (572.344174 sec): 3 clusters Score: Raw -15947.209616 + Penalty 334.017449 = -15613.192167 nChanged 7 SP:Iteration 6Q (572.388837 sec): 3 clusters Score: Raw -15950.641666 + Penalty 334.017449 = -15616.624216 nChanged 5 SP:Iteration 7Q (572.422723 sec): 3 clusters Score: Raw -15953.170990 + Penalty 334.017449 = -15619.153541 nChanged 4 SP:Iteration 8Q (572.465925 sec): 3 clusters Score: Raw -15955.139077 + Penalty 334.017449 = -15621.121627 nChanged 5 SP:Iteration 9Q (572.502965 sec): 3 clusters Score: Raw -15956.968164 + Penalty 334.017449 = -15622.950714 nChanged 6 SP:Iteration 10Q (572.540441 sec): 3 clusters Score: Raw -15958.885683 + Penalty 334.017449 = -15624.868234 nChanged 7 SP:Iteration 11Q (572.548188 sec): 3 clusters Score: Raw -15961.383647 + Penalty 334.017449 = -15627.366198 nChanged 4 SP:Iteration 12Q (572.555048 sec): 3 clusters Score: Raw -15963.610507 + Penalty 334.017449 = -15629.593057 nChanged 4 SP:Iteration 13Q (572.556413 sec): 3 clusters Score: Raw -15966.144085 + Penalty 334.017449 = -15632.126636 nChanged 4 SP:Iteration 14Q (572.557761 sec): 3 clusters Score: Raw -15968.723319 + Penalty 334.017449 = -15634.705870 nChanged 4 SP:Iteration 15Q (572.559122 sec): 3 clusters Score: Raw -15971.592386 + Penalty 334.017449 = -15637.574937 nChanged 6 SP:Iteration 16Q (572.560474 sec): 3 clusters Score: Raw -15975.205613 + Penalty 334.017449 = -15641.188164 nChanged 5 SP:Iteration 17Q (572.561815 sec): 3 clusters Score: Raw -15978.860343 + Penalty 334.017449 = -15644.842894 nChanged 5 SP:Iteration 18Q (572.563198 sec): 3 clusters Score: Raw -15983.206761 + Penalty 334.017449 = -15649.189311 nChanged 5 SP:Iteration 19Q (572.564795 sec): 3 clusters Score: Raw -15987.565710 + Penalty 334.017449 = -15653.548261 nChanged 6 SP:Iteration 20F (572.566151 sec): 3 clusters Score: Raw -15991.861066 + Penalty 334.017449 = -15657.843616 nChanged 5 SP:Iteration 21Q (572.567497 sec): 3 clusters Score: Raw -15995.595922 + Penalty 334.017449 = -15661.578473 nChanged 4 SP:Iteration 22Q (572.568845 sec): 3 clusters Score: Raw -15997.999134 + Penalty 334.017449 = -15663.981684 nChanged 3 SP:Iteration 23Q (572.570211 sec): 3 clusters Score: Raw -15999.940668 + Penalty 334.017449 = -15665.923218 nChanged 2 SP:Iteration 24Q (572.571547 sec): 3 clusters Score: Raw -16001.619508 + Penalty 334.017449 = -15667.602059 nChanged 4 SP:Iteration 25Q (572.572883 sec): 3 clusters Score: Raw -16003.372577 + Penalty 334.017449 = -15669.355128 nChanged 2 SP:Iteration 26Q (572.574216 sec): 3 clusters Score: Raw -16003.990874 + Penalty 334.017449 = -15669.973425 nChanged 0 SP:Iteration 27F (572.575540 sec): 3 clusters Score: Raw -16003.990874 + Penalty 334.017449 = -15669.973425 nChanged 0 Trying to split cluster 20 (615 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (572.579815 sec): 2 clusters Score: Raw -20239.641068 + Penalty 176.594612 = -20063.046456 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (572.581794 sec): 3 clusters Score: Raw -19943.289907 + Penalty 353.189225 = -19590.100682 nChanged 260 SP:Iteration 1F (572.583519 sec): 3 clusters Score: Raw -20138.543542 + Penalty 353.189225 = -19785.354318 nChanged 62 SP:Iteration 2F (572.585233 sec): 3 clusters Score: Raw -20198.616349 + Penalty 353.189225 = -19845.427124 nChanged 39 SP:Iteration 3F (572.586940 sec): 3 clusters Score: Raw -20232.078963 + Penalty 353.189225 = -19878.889738 nChanged 29 SP:Iteration 4Q (572.588656 sec): 3 clusters Score: Raw -20260.439799 + Penalty 353.189225 = -19907.250575 nChanged 22 SP:Iteration 5Q (572.590370 sec): 3 clusters Score: Raw -20278.048900 + Penalty 353.189225 = -19924.859675 nChanged 16 SP:Iteration 6Q (572.592073 sec): 3 clusters Score: Raw -20290.319746 + Penalty 353.189225 = -19937.130521 nChanged 14 SP:Iteration 7Q (572.593778 sec): 3 clusters Score: Raw -20304.516307 + Penalty 353.189225 = -19951.327082 nChanged 14 SP:Iteration 8Q (572.595506 sec): 3 clusters Score: Raw -20316.151922 + Penalty 353.189225 = -19962.962698 nChanged 10 SP:Iteration 9Q (572.597223 sec): 3 clusters Score: Raw -20320.287278 + Penalty 353.189225 = -19967.098053 nChanged 6 SP:Iteration 10Q (572.598923 sec): 3 clusters Score: Raw -20323.137729 + Penalty 353.189225 = -19969.948504 nChanged 5 SP:Iteration 11Q (572.600616 sec): 3 clusters Score: Raw -20325.322199 + Penalty 353.189225 = -19972.132974 nChanged 6 SP:Iteration 12Q (572.602315 sec): 3 clusters Score: Raw -20333.122961 + Penalty 353.189225 = -19979.933736 nChanged 10 SP:Iteration 13Q (572.604007 sec): 3 clusters Score: Raw -20339.947106 + Penalty 353.189225 = -19986.757881 nChanged 8 SP:Iteration 14Q (572.605703 sec): 3 clusters Score: Raw -20347.028793 + Penalty 353.189225 = -19993.839568 nChanged 5 SP:Iteration 15Q (572.607390 sec): 3 clusters Score: Raw -20352.293103 + Penalty 353.189225 = -19999.103878 nChanged 4 SP:Iteration 16Q (572.609080 sec): 3 clusters Score: Raw -20354.559191 + Penalty 353.189225 = -20001.369966 nChanged 4 SP:Iteration 17Q (572.610771 sec): 3 clusters Score: Raw -20356.624577 + Penalty 353.189225 = -20003.435353 nChanged 5 SP:Iteration 18Q (572.616090 sec): 3 clusters Score: Raw -20359.440243 + Penalty 353.189225 = -20006.251018 nChanged 4 SP:Iteration 19Q (572.617788 sec): 3 clusters Score: Raw -20361.088626 + Penalty 353.189225 = -20007.899402 nChanged 2 SP:Iteration 20F (572.619482 sec): 3 clusters Score: Raw -20362.610854 + Penalty 353.189225 = -20009.421629 nChanged 2 SP:Iteration 21Q (572.621169 sec): 3 clusters Score: Raw -20363.025161 + Penalty 353.189225 = -20009.835937 nChanged 0 SP:Iteration 22F (572.622853 sec): 3 clusters Score: Raw -20363.025161 + Penalty 353.189225 = -20009.835937 nChanged 0 Trying to split cluster 21 (5086 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (572.648280 sec): 2 clusters Score: Raw -191942.046216 + Penalty 234.691791 = -191707.354425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (572.685568 sec): 3 clusters Score: Raw -188742.317751 + Penalty 469.383582 = -188272.934168 nChanged 2425 SP:Iteration 1F (572.723171 sec): 3 clusters Score: Raw -190343.094864 + Penalty 469.383582 = -189873.711282 nChanged 405 SP:Iteration 2F (572.761307 sec): 3 clusters Score: Raw -190605.522327 + Penalty 469.383582 = -190136.138745 nChanged 344 SP:Iteration 3F (572.798340 sec): 3 clusters Score: Raw -190773.198823 + Penalty 469.383582 = -190303.815241 nChanged 268 SP:Iteration 4F (572.844874 sec): 3 clusters Score: Raw -190883.398797 + Penalty 469.383582 = -190414.015215 nChanged 211 SP:Iteration 5Q (572.876242 sec): 3 clusters Score: Raw -190974.353040 + Penalty 469.383582 = -190504.969458 nChanged 203 SP:Iteration 6Q (572.919536 sec): 3 clusters Score: Raw -191064.370528 + Penalty 469.383582 = -190594.986946 nChanged 183 SP:Iteration 7Q (572.955878 sec): 3 clusters Score: Raw -191145.395825 + Penalty 469.383582 = -190676.012243 nChanged 159 SP:Iteration 8Q (572.992924 sec): 3 clusters Score: Raw -191212.692047 + Penalty 469.383582 = -190743.308465 nChanged 150 SP:Iteration 9Q (573.049159 sec): 3 clusters Score: Raw -191291.487405 + Penalty 469.383582 = -190822.103823 nChanged 172 SP:Iteration 10Q (573.089989 sec): 3 clusters Score: Raw -191396.862076 + Penalty 469.383582 = -190927.478494 nChanged 156 SP:Iteration 11Q (573.121790 sec): 3 clusters Score: Raw -191482.980739 + Penalty 469.383582 = -191013.597157 nChanged 131 SP:Iteration 12Q (573.168063 sec): 3 clusters Score: Raw -191571.258234 + Penalty 469.383582 = -191101.874652 nChanged 119 SP:Iteration 13Q (573.208948 sec): 3 clusters Score: Raw -191659.275338 + Penalty 469.383582 = -191189.891756 nChanged 109 SP:Iteration 14Q (573.250643 sec): 3 clusters Score: Raw -191730.085032 + Penalty 469.383582 = -191260.701450 nChanged 89 SP:Iteration 15Q (573.287892 sec): 3 clusters Score: Raw -191780.246229 + Penalty 469.383582 = -191310.862647 nChanged 78 SP:Iteration 16Q (573.323510 sec): 3 clusters Score: Raw -191823.089841 + Penalty 469.383582 = -191353.706259 nChanged 51 SP:Iteration 17Q (573.370646 sec): 3 clusters Score: Raw -191847.286926 + Penalty 469.383582 = -191377.903344 nChanged 57 SP:Iteration 18Q (573.416770 sec): 3 clusters Score: Raw -191874.639535 + Penalty 469.383582 = -191405.255953 nChanged 46 SP:Iteration 19Q (573.452052 sec): 3 clusters Score: Raw -191896.530793 + Penalty 469.383582 = -191427.147211 nChanged 47 SP:Iteration 20F (573.487057 sec): 3 clusters Score: Raw -191916.747459 + Penalty 469.383582 = -191447.363877 nChanged 44 SP:Iteration 21Q (573.536001 sec): 3 clusters Score: Raw -191933.932832 + Penalty 469.383582 = -191464.549250 nChanged 38 SP:Iteration 22Q (573.573373 sec): 3 clusters Score: Raw -191946.722341 + Penalty 469.383582 = -191477.338759 nChanged 28 SP:Iteration 23Q (573.614864 sec): 3 clusters Score: Raw -191955.889348 + Penalty 469.383582 = -191486.505766 nChanged 21 SP:Iteration 24Q (573.663760 sec): 3 clusters Score: Raw -191963.679052 + Penalty 469.383582 = -191494.295470 nChanged 17 SP:Iteration 25Q (573.704640 sec): 3 clusters Score: Raw -191967.039420 + Penalty 469.383582 = -191497.655838 nChanged 9 SP:Iteration 26Q (573.748607 sec): 3 clusters Score: Raw -191969.240530 + Penalty 469.383582 = -191499.856948 nChanged 9 SP:Iteration 27Q (573.774124 sec): 3 clusters Score: Raw -191971.651329 + Penalty 469.383582 = -191502.267747 nChanged 8 SP:Iteration 28Q (573.784237 sec): 3 clusters Score: Raw -191974.381357 + Penalty 469.383582 = -191504.997775 nChanged 10 SP:Iteration 29Q (573.794194 sec): 3 clusters Score: Raw -191976.812822 + Penalty 469.383582 = -191507.429240 nChanged 8 SP:Iteration 30Q (573.804216 sec): 3 clusters Score: Raw -191977.904688 + Penalty 469.383582 = -191508.521106 nChanged 5 SP:Iteration 31Q (573.812506 sec): 3 clusters Score: Raw -191978.547151 + Penalty 469.383582 = -191509.163569 nChanged 9 SP:Iteration 32Q (573.831160 sec): 3 clusters Score: Raw -191980.968549 + Penalty 469.383582 = -191511.584967 nChanged 14 SP:Iteration 33Q (573.841206 sec): 3 clusters Score: Raw -191984.551946 + Penalty 469.383582 = -191515.168364 nChanged 15 SP:Iteration 34Q (573.851217 sec): 3 clusters Score: Raw -191990.362021 + Penalty 469.383582 = -191520.978439 nChanged 22 SP:Iteration 35Q (573.861256 sec): 3 clusters Score: Raw -192004.683413 + Penalty 469.383582 = -191535.299831 nChanged 18 SP:Iteration 36Q (573.879858 sec): 3 clusters Score: Raw -192011.985382 + Penalty 469.383582 = -191542.601800 nChanged 15 SP:Iteration 37Q (573.890014 sec): 3 clusters Score: Raw -192016.409466 + Penalty 469.383582 = -191547.025884 nChanged 13 SP:Iteration 38Q (573.911684 sec): 3 clusters Score: Raw -192020.042270 + Penalty 469.383582 = -191550.658688 nChanged 10 SP:Iteration 39Q (573.941432 sec): 3 clusters Score: Raw -192022.549348 + Penalty 469.383582 = -191553.165766 nChanged 14 SP:Iteration 40F (573.977852 sec): 3 clusters Score: Raw -192025.452773 + Penalty 469.383582 = -191556.069191 nChanged 13 SP:Iteration 41Q (574.022672 sec): 3 clusters Score: Raw -192028.045271 + Penalty 469.383582 = -191558.661689 nChanged 9 SP:Iteration 42Q (574.064905 sec): 3 clusters Score: Raw -192031.117646 + Penalty 469.383582 = -191561.734064 nChanged 6 SP:Iteration 43Q (574.106656 sec): 3 clusters Score: Raw -192034.392689 + Penalty 469.383582 = -191565.009107 nChanged 7 SP:Iteration 44Q (574.149787 sec): 3 clusters Score: Raw -192037.733075 + Penalty 469.383582 = -191568.349493 nChanged 6 SP:Iteration 45Q (574.179829 sec): 3 clusters Score: Raw -192039.417376 + Penalty 469.383582 = -191570.033794 nChanged 5 SP:Iteration 46Q (574.225296 sec): 3 clusters Score: Raw -192040.805829 + Penalty 469.383582 = -191571.422247 nChanged 4 SP:Iteration 47Q (574.259989 sec): 3 clusters Score: Raw -192041.688111 + Penalty 469.383582 = -191572.304529 nChanged 5 SP:Iteration 48Q (574.300622 sec): 3 clusters Score: Raw -192042.914059 + Penalty 469.383582 = -191573.530477 nChanged 5 SP:Iteration 49Q (574.339403 sec): 3 clusters Score: Raw -192044.560202 + Penalty 469.383582 = -191575.176620 nChanged 3 SP:Iteration 50Q (574.383001 sec): 3 clusters Score: Raw -192045.435859 + Penalty 469.383582 = -191576.052277 nChanged 3 SP:Iteration 51Q (574.431067 sec): 3 clusters Score: Raw -192046.798983 + Penalty 469.383582 = -191577.415401 nChanged 4 SP:Iteration 52Q (574.469199 sec): 3 clusters Score: Raw -192048.844411 + Penalty 469.383582 = -191579.460829 nChanged 6 SP:Iteration 53Q (574.512020 sec): 3 clusters Score: Raw -192051.648022 + Penalty 469.383582 = -191582.264440 nChanged 5 SP:Iteration 54Q (574.563018 sec): 3 clusters Score: Raw -192055.440882 + Penalty 469.383582 = -191586.057300 nChanged 8 SP:Iteration 55Q (574.588382 sec): 3 clusters Score: Raw -192060.284645 + Penalty 469.383582 = -191590.901063 nChanged 8 SP:Iteration 56Q (574.634646 sec): 3 clusters Score: Raw -192063.046190 + Penalty 469.383582 = -191593.662608 nChanged 5 SP:Iteration 57Q (574.667702 sec): 3 clusters Score: Raw -192064.017804 + Penalty 469.383582 = -191594.634222 nChanged 3 SP:Iteration 58Q (574.705474 sec): 3 clusters Score: Raw -192064.246633 + Penalty 469.383582 = -191594.863051 nChanged 0 SP:Iteration 59F (574.743297 sec): 3 clusters Score: Raw -192064.246633 + Penalty 469.383582 = -191594.863051 nChanged 0 Trying to split cluster 22 (4227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (574.758977 sec): 2 clusters Score: Raw -149301.247636 + Penalty 229.604315 = -149071.643322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (574.800701 sec): 3 clusters Score: Raw -146692.430396 + Penalty 459.208629 = -146233.221767 nChanged 1935 SP:Iteration 1F (574.842943 sec): 3 clusters Score: Raw -147862.503057 + Penalty 459.208629 = -147403.294428 nChanged 300 SP:Iteration 2F (574.877763 sec): 3 clusters Score: Raw -148067.278983 + Penalty 459.208629 = -147608.070354 nChanged 279 SP:Iteration 3F (574.923990 sec): 3 clusters Score: Raw -148294.547133 + Penalty 459.208629 = -147835.338504 nChanged 287 SP:Iteration 4F (574.969604 sec): 3 clusters Score: Raw -148557.841078 + Penalty 459.208629 = -148098.632449 nChanged 282 SP:Iteration 5F (575.007280 sec): 3 clusters Score: Raw -148807.033159 + Penalty 459.208629 = -148347.824530 nChanged 258 SP:Iteration 6F (575.049886 sec): 3 clusters Score: Raw -148993.062702 + Penalty 459.208629 = -148533.854073 nChanged 154 SP:Iteration 7Q (575.106744 sec): 3 clusters Score: Raw -149075.235544 + Penalty 459.208629 = -148616.026915 nChanged 115 SP:Iteration 8Q (575.138326 sec): 3 clusters Score: Raw -149144.094273 + Penalty 459.208629 = -148684.885644 nChanged 100 SP:Iteration 9Q (575.186535 sec): 3 clusters Score: Raw -149205.505470 + Penalty 459.208629 = -148746.296841 nChanged 84 SP:Iteration 10Q (575.229391 sec): 3 clusters Score: Raw -149255.812559 + Penalty 459.208629 = -148796.603930 nChanged 86 SP:Iteration 11Q (575.266431 sec): 3 clusters Score: Raw -149300.566724 + Penalty 459.208629 = -148841.358095 nChanged 63 SP:Iteration 12Q (575.314847 sec): 3 clusters Score: Raw -149327.031254 + Penalty 459.208629 = -148867.822625 nChanged 58 SP:Iteration 13Q (575.342835 sec): 3 clusters Score: Raw -149348.852750 + Penalty 459.208629 = -148889.644121 nChanged 49 SP:Iteration 14Q (575.377000 sec): 3 clusters Score: Raw -149360.986831 + Penalty 459.208629 = -148901.778201 nChanged 35 SP:Iteration 15Q (575.410616 sec): 3 clusters Score: Raw -149369.449571 + Penalty 459.208629 = -148910.240942 nChanged 41 SP:Iteration 16Q (575.446197 sec): 3 clusters Score: Raw -149381.786730 + Penalty 459.208629 = -148922.578101 nChanged 41 SP:Iteration 17Q (575.480142 sec): 3 clusters Score: Raw -149393.686541 + Penalty 459.208629 = -148934.477912 nChanged 25 SP:Iteration 18Q (575.517084 sec): 3 clusters Score: Raw -149398.168472 + Penalty 459.208629 = -148938.959843 nChanged 20 SP:Iteration 19Q (575.562976 sec): 3 clusters Score: Raw -149401.245395 + Penalty 459.208629 = -148942.036766 nChanged 12 SP:Iteration 20F (575.597664 sec): 3 clusters Score: Raw -149402.871080 + Penalty 459.208629 = -148943.662451 nChanged 15 SP:Iteration 21Q (575.628928 sec): 3 clusters Score: Raw -149404.712676 + Penalty 459.208629 = -148945.504047 nChanged 7 SP:Iteration 22Q (575.658544 sec): 3 clusters Score: Raw -149405.247608 + Penalty 459.208629 = -148946.038979 nChanged 10 SP:Iteration 23Q (575.694798 sec): 3 clusters Score: Raw -149406.643786 + Penalty 459.208629 = -148947.435157 nChanged 8 SP:Iteration 24Q (575.722508 sec): 3 clusters Score: Raw -149407.457981 + Penalty 459.208629 = -148948.249352 nChanged 6 SP:Iteration 25Q (575.758392 sec): 3 clusters Score: Raw -149408.073016 + Penalty 459.208629 = -148948.864387 nChanged 4 SP:Iteration 26Q (575.804429 sec): 3 clusters Score: Raw -149408.302718 + Penalty 459.208629 = -148949.094089 nChanged 2 SP:Iteration 27Q (575.841488 sec): 3 clusters Score: Raw -149408.414254 + Penalty 459.208629 = -148949.205625 nChanged 2 SP:Iteration 28Q (575.895569 sec): 3 clusters Score: Raw -149408.450102 + Penalty 459.208629 = -148949.241473 nChanged 0 SP:Iteration 29F (575.933955 sec): 3 clusters Score: Raw -149408.450102 + Penalty 459.208629 = -148949.241473 nChanged 0 Trying to split cluster 23 (1067 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (575.950755 sec): 2 clusters Score: Raw -32423.303316 + Penalty 191.746672 = -32231.556644 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (575.988816 sec): 3 clusters Score: Raw -31831.136248 + Penalty 383.493344 = -31447.642904 nChanged 466 SP:Iteration 1F (576.023522 sec): 3 clusters Score: Raw -32153.155340 + Penalty 383.493344 = -31769.661996 nChanged 97 SP:Iteration 2F (576.073795 sec): 3 clusters Score: Raw -32240.492114 + Penalty 383.493344 = -31856.998770 nChanged 76 SP:Iteration 3F (576.112055 sec): 3 clusters Score: Raw -32301.285747 + Penalty 383.493344 = -31917.792403 nChanged 47 SP:Iteration 4Q (576.148182 sec): 3 clusters Score: Raw -32333.914700 + Penalty 383.493344 = -31950.421357 nChanged 35 SP:Iteration 5Q (576.194292 sec): 3 clusters Score: Raw -32363.645897 + Penalty 383.493344 = -31980.152553 nChanged 30 SP:Iteration 6Q (576.244340 sec): 3 clusters Score: Raw -32387.353665 + Penalty 383.493344 = -32003.860322 nChanged 20 SP:Iteration 7Q (576.294851 sec): 3 clusters Score: Raw -32399.475286 + Penalty 383.493344 = -32015.981942 nChanged 15 SP:Iteration 8Q (576.342583 sec): 3 clusters Score: Raw -32411.140845 + Penalty 383.493344 = -32027.647501 nChanged 15 SP:Iteration 9Q (576.385131 sec): 3 clusters Score: Raw -32428.470193 + Penalty 383.493344 = -32044.976850 nChanged 10 SP:Iteration 10Q (576.422068 sec): 3 clusters Score: Raw -32437.627386 + Penalty 383.493344 = -32054.134042 nChanged 10 SP:Iteration 11Q (576.455380 sec): 3 clusters Score: Raw -32445.130166 + Penalty 383.493344 = -32061.636822 nChanged 8 SP:Iteration 12Q (576.488000 sec): 3 clusters Score: Raw -32450.038784 + Penalty 383.493344 = -32066.545440 nChanged 4 SP:Iteration 13Q (576.523468 sec): 3 clusters Score: Raw -32451.022379 + Penalty 383.493344 = -32067.529035 nChanged 0 SP:Iteration 14F (576.567897 sec): 3 clusters Score: Raw -32451.022379 + Penalty 383.493344 = -32067.529035 nChanged 0 Trying to split cluster 24 (1020 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (576.589731 sec): 2 clusters Score: Raw -36723.975111 + Penalty 190.507842 = -36533.467269 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (576.625054 sec): 3 clusters Score: Raw -36213.896449 + Penalty 381.015685 = -35832.880765 nChanged 418 SP:Iteration 1F (576.676710 sec): 3 clusters Score: Raw -36499.614535 + Penalty 381.015685 = -36118.598850 nChanged 86 SP:Iteration 2F (576.711280 sec): 3 clusters Score: Raw -36570.591113 + Penalty 381.015685 = -36189.575428 nChanged 52 SP:Iteration 3F (576.757896 sec): 3 clusters Score: Raw -36611.042988 + Penalty 381.015685 = -36230.027303 nChanged 41 SP:Iteration 4Q (576.787932 sec): 3 clusters Score: Raw -36642.514564 + Penalty 381.015685 = -36261.498880 nChanged 32 SP:Iteration 5Q (576.831984 sec): 3 clusters Score: Raw -36669.312545 + Penalty 381.015685 = -36288.296860 nChanged 28 SP:Iteration 6Q (576.857979 sec): 3 clusters Score: Raw -36691.692148 + Penalty 381.015685 = -36310.676463 nChanged 18 SP:Iteration 7Q (576.911704 sec): 3 clusters Score: Raw -36707.323854 + Penalty 381.015685 = -36326.308170 nChanged 22 SP:Iteration 8Q (576.954162 sec): 3 clusters Score: Raw -36722.702139 + Penalty 381.015685 = -36341.686454 nChanged 16 SP:Iteration 9Q (576.992452 sec): 3 clusters Score: Raw -36733.351291 + Penalty 381.015685 = -36352.335606 nChanged 12 SP:Iteration 10Q (577.030870 sec): 3 clusters Score: Raw -36748.181598 + Penalty 381.015685 = -36367.165913 nChanged 6 SP:Iteration 11Q (577.071440 sec): 3 clusters Score: Raw -36752.076144 + Penalty 381.015685 = -36371.060460 nChanged 3 SP:Iteration 12Q (577.104786 sec): 3 clusters Score: Raw -36754.200782 + Penalty 381.015685 = -36373.185098 nChanged 2 SP:Iteration 13Q (577.147570 sec): 3 clusters Score: Raw -36756.368953 + Penalty 381.015685 = -36375.353268 nChanged 1 SP:Iteration 14Q (577.182814 sec): 3 clusters Score: Raw -36757.551153 + Penalty 381.015685 = -36376.535468 nChanged 1 SP:Iteration 15Q (577.227138 sec): 3 clusters Score: Raw -36758.827134 + Penalty 381.015685 = -36377.811449 nChanged 1 SP:Iteration 16Q (577.273133 sec): 3 clusters Score: Raw -36758.960772 + Penalty 381.015685 = -36377.945087 nChanged 0 SP:Iteration 17F (577.308700 sec): 3 clusters Score: Raw -36758.960772 + Penalty 381.015685 = -36377.945087 nChanged 0 Trying to split cluster 25 (1285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (577.334286 sec): 2 clusters Score: Raw -43553.214168 + Penalty 196.859135 = -43356.355033 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (577.382526 sec): 3 clusters Score: Raw -42831.731282 + Penalty 393.718270 = -42438.013012 nChanged 547 SP:Iteration 1F (577.416722 sec): 3 clusters Score: Raw -43188.512254 + Penalty 393.718270 = -42794.793984 nChanged 113 SP:Iteration 2F (577.462809 sec): 3 clusters Score: Raw -43260.754165 + Penalty 393.718270 = -42867.035895 nChanged 104 SP:Iteration 3F (577.498759 sec): 3 clusters Score: Raw -43325.144676 + Penalty 393.718270 = -42931.426406 nChanged 68 SP:Iteration 4F (577.543379 sec): 3 clusters Score: Raw -43359.515882 + Penalty 393.718270 = -42965.797612 nChanged 58 SP:Iteration 5Q (577.584196 sec): 3 clusters Score: Raw -43386.227556 + Penalty 393.718270 = -42992.509286 nChanged 52 SP:Iteration 6Q (577.624023 sec): 3 clusters Score: Raw -43422.046755 + Penalty 393.718270 = -43028.328485 nChanged 39 SP:Iteration 7Q (577.671755 sec): 3 clusters Score: Raw -43463.344044 + Penalty 393.718270 = -43069.625774 nChanged 38 SP:Iteration 8Q (577.713936 sec): 3 clusters Score: Raw -43519.377379 + Penalty 393.718270 = -43125.659109 nChanged 28 SP:Iteration 9Q (577.758003 sec): 3 clusters Score: Raw -43552.008821 + Penalty 393.718270 = -43158.290552 nChanged 26 SP:Iteration 10Q (577.804913 sec): 3 clusters Score: Raw -43574.261443 + Penalty 393.718270 = -43180.543173 nChanged 23 SP:Iteration 11Q (577.831114 sec): 3 clusters Score: Raw -43589.191576 + Penalty 393.718270 = -43195.473306 nChanged 15 SP:Iteration 12Q (577.856612 sec): 3 clusters Score: Raw -43594.795841 + Penalty 393.718270 = -43201.077571 nChanged 7 SP:Iteration 13Q (577.906093 sec): 3 clusters Score: Raw -43598.077235 + Penalty 393.718270 = -43204.358966 nChanged 5 SP:Iteration 14Q (577.952279 sec): 3 clusters Score: Raw -43601.422374 + Penalty 393.718270 = -43207.704104 nChanged 7 SP:Iteration 15Q (577.985658 sec): 3 clusters Score: Raw -43605.687932 + Penalty 393.718270 = -43211.969663 nChanged 10 SP:Iteration 16Q (578.016367 sec): 3 clusters Score: Raw -43610.568029 + Penalty 393.718270 = -43216.849759 nChanged 4 SP:Iteration 17Q (578.047920 sec): 3 clusters Score: Raw -43612.568037 + Penalty 393.718270 = -43218.849767 nChanged 5 SP:Iteration 18Q (578.082365 sec): 3 clusters Score: Raw -43613.496878 + Penalty 393.718270 = -43219.778608 nChanged 2 SP:Iteration 19Q (578.119348 sec): 3 clusters Score: Raw -43613.964834 + Penalty 393.718270 = -43220.246564 nChanged 3 SP:Iteration 20F (578.153165 sec): 3 clusters Score: Raw -43615.125939 + Penalty 393.718270 = -43221.407669 nChanged 4 SP:Iteration 21Q (578.194144 sec): 3 clusters Score: Raw -43617.706646 + Penalty 393.718270 = -43223.988376 nChanged 9 SP:Iteration 22Q (578.247527 sec): 3 clusters Score: Raw -43623.082865 + Penalty 393.718270 = -43229.364595 nChanged 2 SP:Iteration 23Q (578.277444 sec): 3 clusters Score: Raw -43623.520836 + Penalty 393.718270 = -43229.802566 nChanged 1 SP:Iteration 24Q (578.325303 sec): 3 clusters Score: Raw -43623.908474 + Penalty 393.718270 = -43230.190204 nChanged 0 SP:Iteration 25F (578.341829 sec): 3 clusters Score: Raw -43623.908474 + Penalty 393.718270 = -43230.190204 nChanged 0 Trying to split cluster 26 (1421 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (578.348524 sec): 2 clusters Score: Raw -50352.750914 + Penalty 199.625694 = -50153.125220 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (578.352306 sec): 3 clusters Score: Raw -49551.100706 + Penalty 399.251387 = -49151.849318 nChanged 606 SP:Iteration 1F (578.355664 sec): 3 clusters Score: Raw -49975.528536 + Penalty 399.251387 = -49576.277149 nChanged 115 SP:Iteration 2F (578.358952 sec): 3 clusters Score: Raw -50050.447915 + Penalty 399.251387 = -49651.196528 nChanged 73 SP:Iteration 3F (578.362237 sec): 3 clusters Score: Raw -50090.411133 + Penalty 399.251387 = -49691.159746 nChanged 59 SP:Iteration 4Q (578.404373 sec): 3 clusters Score: Raw -50120.191031 + Penalty 399.251387 = -49720.939644 nChanged 49 SP:Iteration 5Q (578.413026 sec): 3 clusters Score: Raw -50150.347933 + Penalty 399.251387 = -49751.096546 nChanged 38 SP:Iteration 6Q (578.416394 sec): 3 clusters Score: Raw -50173.313654 + Penalty 399.251387 = -49774.062267 nChanged 32 SP:Iteration 7Q (578.419709 sec): 3 clusters Score: Raw -50190.208516 + Penalty 399.251387 = -49790.957129 nChanged 41 SP:Iteration 8Q (578.423050 sec): 3 clusters Score: Raw -50212.190775 + Penalty 399.251387 = -49812.939388 nChanged 32 SP:Iteration 9Q (578.426372 sec): 3 clusters Score: Raw -50225.677818 + Penalty 399.251387 = -49826.426431 nChanged 23 SP:Iteration 10Q (578.429660 sec): 3 clusters Score: Raw -50232.596957 + Penalty 399.251387 = -49833.345570 nChanged 12 SP:Iteration 11Q (578.432946 sec): 3 clusters Score: Raw -50235.504445 + Penalty 399.251387 = -49836.253057 nChanged 15 SP:Iteration 12Q (578.436241 sec): 3 clusters Score: Raw -50240.006522 + Penalty 399.251387 = -49840.755135 nChanged 10 SP:Iteration 13Q (578.439559 sec): 3 clusters Score: Raw -50243.565847 + Penalty 399.251387 = -49844.314460 nChanged 10 SP:Iteration 14Q (578.442871 sec): 3 clusters Score: Raw -50247.671673 + Penalty 399.251387 = -49848.420286 nChanged 12 SP:Iteration 15Q (578.446169 sec): 3 clusters Score: Raw -50253.463456 + Penalty 399.251387 = -49854.212069 nChanged 19 SP:Iteration 16Q (578.449462 sec): 3 clusters Score: Raw -50260.817768 + Penalty 399.251387 = -49861.566381 nChanged 11 SP:Iteration 17Q (578.452741 sec): 3 clusters Score: Raw -50264.745522 + Penalty 399.251387 = -49865.494135 nChanged 13 SP:Iteration 18Q (578.456039 sec): 3 clusters Score: Raw -50271.014610 + Penalty 399.251387 = -49871.763223 nChanged 19 SP:Iteration 19Q (578.481121 sec): 3 clusters Score: Raw -50276.740292 + Penalty 399.251387 = -49877.488905 nChanged 17 SP:Iteration 20F (578.484493 sec): 3 clusters Score: Raw -50284.007130 + Penalty 399.251387 = -49884.755743 nChanged 18 SP:Iteration 21Q (578.487793 sec): 3 clusters Score: Raw -50287.134027 + Penalty 399.251387 = -49887.882640 nChanged 12 SP:Iteration 22Q (578.491074 sec): 3 clusters Score: Raw -50289.099341 + Penalty 399.251387 = -49889.847954 nChanged 5 SP:Iteration 23Q (578.494357 sec): 3 clusters Score: Raw -50290.183943 + Penalty 399.251387 = -49890.932556 nChanged 7 SP:Iteration 24Q (578.497647 sec): 3 clusters Score: Raw -50291.041465 + Penalty 399.251387 = -49891.790078 nChanged 5 SP:Iteration 25Q (578.500929 sec): 3 clusters Score: Raw -50292.180112 + Penalty 399.251387 = -49892.928725 nChanged 8 SP:Iteration 26Q (578.504220 sec): 3 clusters Score: Raw -50293.822462 + Penalty 399.251387 = -49894.571075 nChanged 8 SP:Iteration 27Q (578.507987 sec): 3 clusters Score: Raw -50295.489495 + Penalty 399.251387 = -49896.238108 nChanged 5 SP:Iteration 28Q (578.511274 sec): 3 clusters Score: Raw -50297.999745 + Penalty 399.251387 = -49898.748358 nChanged 7 SP:Iteration 29Q (578.514554 sec): 3 clusters Score: Raw -50299.564825 + Penalty 399.251387 = -49900.313438 nChanged 6 SP:Iteration 30Q (578.517851 sec): 3 clusters Score: Raw -50300.916010 + Penalty 399.251387 = -49901.664623 nChanged 5 SP:Iteration 31Q (578.521162 sec): 3 clusters Score: Raw -50301.905428 + Penalty 399.251387 = -49902.654041 nChanged 8 SP:Iteration 32Q (578.557040 sec): 3 clusters Score: Raw -50303.442357 + Penalty 399.251387 = -49904.190970 nChanged 8 SP:Iteration 33Q (578.602138 sec): 3 clusters Score: Raw -50304.731047 + Penalty 399.251387 = -49905.479660 nChanged 6 SP:Iteration 34Q (578.641598 sec): 3 clusters Score: Raw -50305.536663 + Penalty 399.251387 = -49906.285276 nChanged 5 SP:Iteration 35Q (578.672177 sec): 3 clusters Score: Raw -50305.897554 + Penalty 399.251387 = -49906.646167 nChanged 2 SP:Iteration 36Q (578.707200 sec): 3 clusters Score: Raw -50305.988974 + Penalty 399.251387 = -49906.737587 nChanged 0 SP:Iteration 37F (578.739550 sec): 3 clusters Score: Raw -50305.988974 + Penalty 399.251387 = -49906.737587 nChanged 0 Trying to split cluster 27 (6951 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (578.770377 sec): 2 clusters Score: Raw -258064.874039 + Penalty 243.282622 = -257821.591417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (578.808874 sec): 3 clusters Score: Raw -253719.269986 + Penalty 486.565245 = -253232.704742 nChanged 3238 SP:Iteration 1F (578.851893 sec): 3 clusters Score: Raw -256088.059784 + Penalty 486.565245 = -255601.494539 nChanged 727 SP:Iteration 2F (578.909179 sec): 3 clusters Score: Raw -256780.373908 + Penalty 486.565245 = -256293.808663 nChanged 607 SP:Iteration 3F (578.957987 sec): 3 clusters Score: Raw -257359.557395 + Penalty 486.565245 = -256872.992151 nChanged 416 SP:Iteration 4F (579.002735 sec): 3 clusters Score: Raw -257707.525347 + Penalty 486.565245 = -257220.960102 nChanged 231 SP:Iteration 5Q (579.052006 sec): 3 clusters Score: Raw -257886.102548 + Penalty 486.565245 = -257399.537303 nChanged 148 SP:Iteration 6Q (579.093671 sec): 3 clusters Score: Raw -258008.634854 + Penalty 486.565245 = -257522.069609 nChanged 99 SP:Iteration 7Q (579.132511 sec): 3 clusters Score: Raw -258102.279692 + Penalty 486.565245 = -257615.714447 nChanged 76 SP:Iteration 8Q (579.184928 sec): 3 clusters Score: Raw -258154.720287 + Penalty 486.565245 = -257668.155042 nChanged 63 SP:Iteration 9Q (579.228228 sec): 3 clusters Score: Raw -258184.777979 + Penalty 486.565245 = -257698.212734 nChanged 38 SP:Iteration 10Q (579.268485 sec): 3 clusters Score: Raw -258196.138855 + Penalty 486.565245 = -257709.573611 nChanged 35 SP:Iteration 11Q (579.305189 sec): 3 clusters Score: Raw -258204.416931 + Penalty 486.565245 = -257717.851686 nChanged 30 SP:Iteration 12Q (579.358062 sec): 3 clusters Score: Raw -258209.673100 + Penalty 486.565245 = -257723.107856 nChanged 22 SP:Iteration 13Q (579.404897 sec): 3 clusters Score: Raw -258212.114698 + Penalty 486.565245 = -257725.549453 nChanged 22 SP:Iteration 14Q (579.437985 sec): 3 clusters Score: Raw -258215.231078 + Penalty 486.565245 = -257728.665834 nChanged 19 SP:Iteration 15Q (579.484710 sec): 3 clusters Score: Raw -258218.140440 + Penalty 486.565245 = -257731.575195 nChanged 13 SP:Iteration 16Q (579.535266 sec): 3 clusters Score: Raw -258219.351805 + Penalty 486.565245 = -257732.786561 nChanged 9 SP:Iteration 17Q (579.579259 sec): 3 clusters Score: Raw -258220.333091 + Penalty 486.565245 = -257733.767847 nChanged 7 SP:Iteration 18Q (579.619407 sec): 3 clusters Score: Raw -258221.726258 + Penalty 486.565245 = -257735.161013 nChanged 2 SP:Iteration 19Q (579.664613 sec): 3 clusters Score: Raw -258221.922082 + Penalty 486.565245 = -257735.356838 nChanged 2 SP:Iteration 20F (579.712542 sec): 3 clusters Score: Raw -258222.018010 + Penalty 486.565245 = -257735.452765 nChanged 1 SP:Iteration 21Q (579.721888 sec): 3 clusters Score: Raw -258222.056251 + Penalty 486.565245 = -257735.491006 nChanged 2 SP:Iteration 22Q (579.746652 sec): 3 clusters Score: Raw -258222.601281 + Penalty 486.565245 = -257736.036036 nChanged 5 SP:Iteration 23Q (579.784874 sec): 3 clusters Score: Raw -258223.237777 + Penalty 486.565245 = -257736.672532 nChanged 5 SP:Iteration 24Q (579.823579 sec): 3 clusters Score: Raw -258223.530670 + Penalty 486.565245 = -257736.965425 nChanged 4 SP:Iteration 25Q (579.869508 sec): 3 clusters Score: Raw -258223.719614 + Penalty 486.565245 = -257737.154369 nChanged 1 SP:Iteration 26Q (579.906491 sec): 3 clusters Score: Raw -258223.781445 + Penalty 486.565245 = -257737.216200 nChanged 2 SP:Iteration 27Q (579.950957 sec): 3 clusters Score: Raw -258224.095928 + Penalty 486.565245 = -257737.530684 nChanged 3 SP:Iteration 28Q (579.996118 sec): 3 clusters Score: Raw -258224.216593 + Penalty 486.565245 = -257737.651348 nChanged 3 SP:Iteration 29Q (580.026106 sec): 3 clusters Score: Raw -258224.459342 + Penalty 486.565245 = -257737.894097 nChanged 3 SP:Iteration 30Q (580.069066 sec): 3 clusters Score: Raw -258224.756093 + Penalty 486.565245 = -257738.190849 nChanged 6 SP:Iteration 31Q (580.121325 sec): 3 clusters Score: Raw -258225.121612 + Penalty 486.565245 = -257738.556368 nChanged 5 SP:Iteration 32Q (580.174122 sec): 3 clusters Score: Raw -258225.405559 + Penalty 486.565245 = -257738.840315 nChanged 4 SP:Iteration 33Q (580.215627 sec): 3 clusters Score: Raw -258225.530865 + Penalty 486.565245 = -257738.965620 nChanged 3 SP:Iteration 34Q (580.263425 sec): 3 clusters Score: Raw -258225.861463 + Penalty 486.565245 = -257739.296219 nChanged 4 SP:Iteration 35Q (580.314272 sec): 3 clusters Score: Raw -258226.113264 + Penalty 486.565245 = -257739.548019 nChanged 4 SP:Iteration 36Q (580.361490 sec): 3 clusters Score: Raw -258226.329111 + Penalty 486.565245 = -257739.763866 nChanged 2 SP:Iteration 37Q (580.408804 sec): 3 clusters Score: Raw -258226.447675 + Penalty 486.565245 = -257739.882431 nChanged 1 SP:Iteration 38Q (580.447527 sec): 3 clusters Score: Raw -258226.527586 + Penalty 486.565245 = -257739.962342 nChanged 0 SP:Iteration 39F (580.487992 sec): 3 clusters Score: Raw -258226.527586 + Penalty 486.565245 = -257739.962342 nChanged 0 Trying to split cluster 28 (3319 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (580.515244 sec): 2 clusters Score: Raw -124323.457636 + Penalty 222.954017 = -124100.503619 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (580.550482 sec): 3 clusters Score: Raw -122314.498017 + Penalty 445.908035 = -121868.589983 nChanged 1492 SP:Iteration 1F (580.589794 sec): 3 clusters Score: Raw -123226.422703 + Penalty 445.908035 = -122780.514668 nChanged 231 SP:Iteration 2F (580.622808 sec): 3 clusters Score: Raw -123381.279151 + Penalty 445.908035 = -122935.371116 nChanged 229 SP:Iteration 3F (580.672758 sec): 3 clusters Score: Raw -123542.759630 + Penalty 445.908035 = -123096.851596 nChanged 221 SP:Iteration 4F (580.720950 sec): 3 clusters Score: Raw -123703.396556 + Penalty 445.908035 = -123257.488522 nChanged 196 SP:Iteration 5F (580.753969 sec): 3 clusters Score: Raw -123842.670204 + Penalty 445.908035 = -123396.762170 nChanged 163 SP:Iteration 6Q (580.785962 sec): 3 clusters Score: Raw -123959.912202 + Penalty 445.908035 = -123514.004167 nChanged 112 SP:Iteration 7Q (580.825978 sec): 3 clusters Score: Raw -124043.466036 + Penalty 445.908035 = -123597.558001 nChanged 86 SP:Iteration 8Q (580.861234 sec): 3 clusters Score: Raw -124113.810868 + Penalty 445.908035 = -123667.902833 nChanged 83 SP:Iteration 9Q (580.898901 sec): 3 clusters Score: Raw -124169.207193 + Penalty 445.908035 = -123723.299158 nChanged 66 SP:Iteration 10Q (580.927848 sec): 3 clusters Score: Raw -124206.614923 + Penalty 445.908035 = -123760.706888 nChanged 55 SP:Iteration 11Q (580.968519 sec): 3 clusters Score: Raw -124233.466061 + Penalty 445.908035 = -123787.558026 nChanged 44 SP:Iteration 12Q (580.975472 sec): 3 clusters Score: Raw -124252.427251 + Penalty 445.908035 = -123806.519217 nChanged 36 SP:Iteration 13Q (580.982338 sec): 3 clusters Score: Raw -124263.256087 + Penalty 445.908035 = -123817.348052 nChanged 22 SP:Iteration 14Q (580.989223 sec): 3 clusters Score: Raw -124270.659271 + Penalty 445.908035 = -123824.751236 nChanged 23 SP:Iteration 15Q (581.027237 sec): 3 clusters Score: Raw -124278.811614 + Penalty 445.908035 = -123832.903580 nChanged 18 SP:Iteration 16Q (581.057853 sec): 3 clusters Score: Raw -124284.708439 + Penalty 445.908035 = -123838.800404 nChanged 16 SP:Iteration 17Q (581.101929 sec): 3 clusters Score: Raw -124289.330643 + Penalty 445.908035 = -123843.422609 nChanged 11 SP:Iteration 18Q (581.147102 sec): 3 clusters Score: Raw -124293.803483 + Penalty 445.908035 = -123847.895449 nChanged 13 SP:Iteration 19Q (581.185396 sec): 3 clusters Score: Raw -124298.003590 + Penalty 445.908035 = -123852.095555 nChanged 12 SP:Iteration 20F (581.218827 sec): 3 clusters Score: Raw -124299.959881 + Penalty 445.908035 = -123854.051847 nChanged 8 SP:Iteration 21Q (581.256436 sec): 3 clusters Score: Raw -124300.906407 + Penalty 445.908035 = -123854.998372 nChanged 7 SP:Iteration 22Q (581.292989 sec): 3 clusters Score: Raw -124301.907946 + Penalty 445.908035 = -123855.999911 nChanged 3 SP:Iteration 23Q (581.331675 sec): 3 clusters Score: Raw -124302.278598 + Penalty 445.908035 = -123856.370563 nChanged 1 SP:Iteration 24Q (581.360864 sec): 3 clusters Score: Raw -124302.365210 + Penalty 445.908035 = -123856.457176 nChanged 1 SP:Iteration 25Q (581.367956 sec): 3 clusters Score: Raw -124302.463846 + Penalty 445.908035 = -123856.555811 nChanged 2 SP:Iteration 26Q (581.374897 sec): 3 clusters Score: Raw -124302.672843 + Penalty 445.908035 = -123856.764809 nChanged 4 SP:Iteration 27Q (581.381796 sec): 3 clusters Score: Raw -124303.432298 + Penalty 445.908035 = -123857.524264 nChanged 4 SP:Iteration 28Q (581.395080 sec): 3 clusters Score: Raw -124304.230491 + Penalty 445.908035 = -123858.322456 nChanged 5 SP:Iteration 29Q (581.402031 sec): 3 clusters Score: Raw -124305.111158 + Penalty 445.908035 = -123859.203124 nChanged 5 SP:Iteration 30Q (581.409007 sec): 3 clusters Score: Raw -124306.301509 + Penalty 445.908035 = -123860.393474 nChanged 8 SP:Iteration 31Q (581.415874 sec): 3 clusters Score: Raw -124308.465421 + Penalty 445.908035 = -123862.557386 nChanged 7 SP:Iteration 32Q (581.422741 sec): 3 clusters Score: Raw -124310.315319 + Penalty 445.908035 = -123864.407284 nChanged 6 SP:Iteration 33Q (581.429583 sec): 3 clusters Score: Raw -124312.102239 + Penalty 445.908035 = -123866.194205 nChanged 10 SP:Iteration 34Q (581.471564 sec): 3 clusters Score: Raw -124314.615118 + Penalty 445.908035 = -123868.707083 nChanged 9 SP:Iteration 35Q (581.520255 sec): 3 clusters Score: Raw -124317.382581 + Penalty 445.908035 = -123871.474546 nChanged 9 SP:Iteration 36Q (581.549116 sec): 3 clusters Score: Raw -124319.019198 + Penalty 445.908035 = -123873.111163 nChanged 3 SP:Iteration 37Q (581.591768 sec): 3 clusters Score: Raw -124319.231877 + Penalty 445.908035 = -123873.323842 nChanged 2 SP:Iteration 38Q (581.630578 sec): 3 clusters Score: Raw -124319.365944 + Penalty 445.908035 = -123873.457910 nChanged 4 SP:Iteration 39Q (581.674692 sec): 3 clusters Score: Raw -124319.552993 + Penalty 445.908035 = -123873.644959 nChanged 4 SP:Iteration 40F (581.717612 sec): 3 clusters Score: Raw -124320.174359 + Penalty 445.908035 = -123874.266324 nChanged 6 SP:Iteration 41Q (581.749366 sec): 3 clusters Score: Raw -124321.198669 + Penalty 445.908035 = -123875.290634 nChanged 6 SP:Iteration 42Q (581.787204 sec): 3 clusters Score: Raw -124322.781508 + Penalty 445.908035 = -123876.873473 nChanged 7 SP:Iteration 43Q (581.819581 sec): 3 clusters Score: Raw -124323.743981 + Penalty 445.908035 = -123877.835946 nChanged 2 SP:Iteration 44Q (581.862945 sec): 3 clusters Score: Raw -124323.937429 + Penalty 445.908035 = -123878.029394 nChanged 0 SP:Iteration 45F (581.908372 sec): 3 clusters Score: Raw -124323.937429 + Penalty 445.908035 = -123878.029394 nChanged 0 Trying to split cluster 29 (4050 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (581.941016 sec): 2 clusters Score: Raw -155374.085266 + Penalty 228.427984 = -155145.657282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (581.985032 sec): 3 clusters Score: Raw -152938.870726 + Penalty 456.855969 = -152482.014757 nChanged 1841 SP:Iteration 1F (582.014815 sec): 3 clusters Score: Raw -153929.907124 + Penalty 456.855969 = -153473.051155 nChanged 293 SP:Iteration 2F (582.049569 sec): 3 clusters Score: Raw -154097.955504 + Penalty 456.855969 = -153641.099535 nChanged 313 SP:Iteration 3F (582.081640 sec): 3 clusters Score: Raw -154319.764027 + Penalty 456.855969 = -153862.908058 nChanged 287 SP:Iteration 4F (582.123644 sec): 3 clusters Score: Raw -154517.380764 + Penalty 456.855969 = -154060.524795 nChanged 236 SP:Iteration 5F (582.167579 sec): 3 clusters Score: Raw -154688.042674 + Penalty 456.855969 = -154231.186705 nChanged 174 SP:Iteration 6Q (582.212436 sec): 3 clusters Score: Raw -154797.836318 + Penalty 456.855969 = -154340.980349 nChanged 140 SP:Iteration 7Q (582.257979 sec): 3 clusters Score: Raw -154873.608004 + Penalty 456.855969 = -154416.752035 nChanged 98 SP:Iteration 8Q (582.292340 sec): 3 clusters Score: Raw -154926.472153 + Penalty 456.855969 = -154469.616184 nChanged 90 SP:Iteration 9Q (582.337527 sec): 3 clusters Score: Raw -154975.518211 + Penalty 456.855969 = -154518.662242 nChanged 86 SP:Iteration 10Q (582.376772 sec): 3 clusters Score: Raw -155019.446658 + Penalty 456.855969 = -154562.590689 nChanged 82 SP:Iteration 11Q (582.419287 sec): 3 clusters Score: Raw -155060.385809 + Penalty 456.855969 = -154603.529841 nChanged 85 SP:Iteration 12Q (582.459598 sec): 3 clusters Score: Raw -155103.484094 + Penalty 456.855969 = -154646.628125 nChanged 73 SP:Iteration 13Q (582.512072 sec): 3 clusters Score: Raw -155138.302614 + Penalty 456.855969 = -154681.446645 nChanged 64 SP:Iteration 14Q (582.542321 sec): 3 clusters Score: Raw -155171.429621 + Penalty 456.855969 = -154714.573652 nChanged 69 SP:Iteration 15Q (582.584278 sec): 3 clusters Score: Raw -155210.821622 + Penalty 456.855969 = -154753.965654 nChanged 63 SP:Iteration 16Q (582.627670 sec): 3 clusters Score: Raw -155242.488909 + Penalty 456.855969 = -154785.632941 nChanged 46 SP:Iteration 17Q (582.670875 sec): 3 clusters Score: Raw -155264.207589 + Penalty 456.855969 = -154807.351620 nChanged 44 SP:Iteration 18Q (582.705064 sec): 3 clusters Score: Raw -155288.284457 + Penalty 456.855969 = -154831.428488 nChanged 48 SP:Iteration 19Q (582.737514 sec): 3 clusters Score: Raw -155319.535965 + Penalty 456.855969 = -154862.679997 nChanged 46 SP:Iteration 20F (582.775257 sec): 3 clusters Score: Raw -155352.094364 + Penalty 456.855969 = -154895.238395 nChanged 34 SP:Iteration 21Q (582.801118 sec): 3 clusters Score: Raw -155377.519628 + Penalty 456.855969 = -154920.663659 nChanged 23 SP:Iteration 22Q (582.843139 sec): 3 clusters Score: Raw -155391.531049 + Penalty 456.855969 = -154934.675080 nChanged 16 SP:Iteration 23Q (582.882323 sec): 3 clusters Score: Raw -155402.469328 + Penalty 456.855969 = -154945.613359 nChanged 10 SP:Iteration 24Q (582.912552 sec): 3 clusters Score: Raw -155407.976041 + Penalty 456.855969 = -154951.120073 nChanged 7 SP:Iteration 25Q (582.947165 sec): 3 clusters Score: Raw -155410.726217 + Penalty 456.855969 = -154953.870248 nChanged 5 SP:Iteration 26Q (582.987563 sec): 3 clusters Score: Raw -155413.166616 + Penalty 456.855969 = -154956.310647 nChanged 4 SP:Iteration 27Q (583.024157 sec): 3 clusters Score: Raw -155415.270425 + Penalty 456.855969 = -154958.414456 nChanged 4 SP:Iteration 28Q (583.058252 sec): 3 clusters Score: Raw -155417.198150 + Penalty 456.855969 = -154960.342181 nChanged 7 SP:Iteration 29Q (583.093332 sec): 3 clusters Score: Raw -155420.177175 + Penalty 456.855969 = -154963.321206 nChanged 3 SP:Iteration 30Q (583.129004 sec): 3 clusters Score: Raw -155421.642373 + Penalty 456.855969 = -154964.786404 nChanged 1 SP:Iteration 31Q (583.176057 sec): 3 clusters Score: Raw -155421.752624 + Penalty 456.855969 = -154964.896656 nChanged 0 SP:Iteration 32F (583.206799 sec): 3 clusters Score: Raw -155421.752624 + Penalty 456.855969 = -154964.896656 nChanged 0 Trying to split cluster 30 (165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (583.228711 sec): 2 clusters Score: Raw -4993.528283 + Penalty 140.413501 = -4853.114782 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (583.274317 sec): 3 clusters Score: Raw -4931.995065 + Penalty 280.827001 = -4651.168064 nChanged 46 SP:Iteration 1F (583.307032 sec): 3 clusters Score: Raw -4972.597448 + Penalty 280.827001 = -4691.770447 nChanged 10 SP:Iteration 2F (583.356624 sec): 3 clusters Score: Raw -4980.771285 + Penalty 280.827001 = -4699.944284 nChanged 3 SP:Iteration 3Q (583.396363 sec): 3 clusters Score: Raw -4983.091491 + Penalty 280.827001 = -4702.264490 nChanged 3 SP:Iteration 4Q (583.435863 sec): 3 clusters Score: Raw -4986.171679 + Penalty 280.827001 = -4705.344678 nChanged 3 SP:Iteration 5Q (583.488805 sec): 3 clusters Score: Raw -4988.759392 + Penalty 280.827001 = -4707.932391 nChanged 0 SP:Iteration 6F (583.520155 sec): 3 clusters Score: Raw -4988.759392 + Penalty 280.827001 = -4707.932391 nChanged 0 Trying to split cluster 31 (205 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (583.538204 sec): 2 clusters Score: Raw -5649.983352 + Penalty 146.382774 = -5503.600578 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (583.582605 sec): 3 clusters Score: Raw -5596.485796 + Penalty 292.765549 = -5303.720247 nChanged 74 SP:Iteration 1F (583.631728 sec): 3 clusters Score: Raw -5697.908618 + Penalty 292.765549 = -5405.143069 nChanged 16 SP:Iteration 2F (583.667569 sec): 3 clusters Score: Raw -5721.288890 + Penalty 292.765549 = -5428.523341 nChanged 8 SP:Iteration 3Q (583.705456 sec): 3 clusters Score: Raw -5733.260121 + Penalty 292.765549 = -5440.494572 nChanged 3 SP:Iteration 4Q (583.739354 sec): 3 clusters Score: Raw -5735.641797 + Penalty 292.765549 = -5442.876248 nChanged 2 SP:Iteration 5Q (583.776717 sec): 3 clusters Score: Raw -5736.770831 + Penalty 292.765549 = -5444.005282 nChanged 0 SP:Iteration 6F (583.813430 sec): 3 clusters Score: Raw -5736.770831 + Penalty 292.765549 = -5444.005282 nChanged 0 Iteration 179Q (585.089243 sec): 32 clusters Score: Raw -4182218.376428 + Penalty 10007.103616 = -4172211.272813 nChanged 6 Iteration 180F (586.492096 sec): 32 clusters Score: Raw -4182218.783882 + Penalty 10007.103616 = -4172211.680266 nChanged 5 Iteration 181Q (587.740060 sec): 32 clusters Score: Raw -4182219.193793 + Penalty 10007.103616 = -4172212.090177 nChanged 7 Iteration 182Q (588.956623 sec): 32 clusters Score: Raw -4182220.316582 + Penalty 10007.103616 = -4172213.212966 nChanged 15 Iteration 183Q (590.157199 sec): 32 clusters Score: Raw -4182222.771872 + Penalty 10007.103616 = -4172215.668256 nChanged 14 Iteration 184Q (591.368288 sec): 32 clusters Score: Raw -4182225.856021 + Penalty 10007.103616 = -4172218.752405 nChanged 16 Iteration 185Q (592.671418 sec): 32 clusters Score: Raw -4182228.231527 + Penalty 10007.103616 = -4172221.127911 nChanged 22 Iteration 186Q (593.972259 sec): 32 clusters Score: Raw -4182230.412428 + Penalty 10007.103616 = -4172223.308812 nChanged 20 Iteration 187Q (595.281770 sec): 32 clusters Score: Raw -4182232.093297 + Penalty 10007.103616 = -4172224.989681 nChanged 19 Iteration 188Q (596.549004 sec): 32 clusters Score: Raw -4182233.166372 + Penalty 10007.103616 = -4172226.062756 nChanged 14 Iteration 189Q (597.892009 sec): 32 clusters Score: Raw -4182233.691255 + Penalty 10007.103616 = -4172226.587639 nChanged 11 Iteration 190Q (599.072874 sec): 32 clusters Score: Raw -4182234.163552 + Penalty 10007.103616 = -4172227.059936 nChanged 11 Iteration 191Q (600.241421 sec): 32 clusters Score: Raw -4182234.441118 + Penalty 10007.103616 = -4172227.337502 nChanged 16 Iteration 192Q (601.594616 sec): 32 clusters Score: Raw -4182234.858829 + Penalty 10007.103616 = -4172227.755213 nChanged 16 Iteration 193Q (602.816264 sec): 32 clusters Score: Raw -4182235.403173 + Penalty 10007.103616 = -4172228.299557 nChanged 9 Iteration 194Q (604.113060 sec): 32 clusters Score: Raw -4182235.710115 + Penalty 10007.103616 = -4172228.606499 nChanged 12 Iteration 195Q (605.487017 sec): 32 clusters Score: Raw -4182235.954157 + Penalty 10007.103616 = -4172228.850541 nChanged 9 Iteration 196Q (606.749964 sec): 32 clusters Score: Raw -4182236.147436 + Penalty 10007.103616 = -4172229.043820 nChanged 9 Iteration 197Q (607.994888 sec): 32 clusters Score: Raw -4182236.313498 + Penalty 10007.103616 = -4172229.209882 nChanged 8 Iteration 198Q (609.295421 sec): 32 clusters Score: Raw -4182236.459622 + Penalty 10007.103616 = -4172229.356006 nChanged 7 Iteration 199Q (610.595788 sec): 32 clusters Score: Raw -4182236.544194 + Penalty 10007.103616 = -4172229.440578 nChanged 4 Iteration 200F (612.043098 sec): 32 clusters Score: Raw -4182236.588413 + Penalty 10007.103616 = -4172229.484797 nChanged 2 Iteration 201Q (613.181708 sec): 32 clusters Score: Raw -4182236.610796 + Penalty 10007.103616 = -4172229.507180 nChanged 1 Iteration 202Q (614.345031 sec): 32 clusters Score: Raw -4182236.619169 + Penalty 10007.103616 = -4172229.515553 nChanged 1 Iteration 203Q (615.610825 sec): 32 clusters Score: Raw -4182236.628474 + Penalty 10007.103616 = -4172229.524858 nChanged 1 Iteration 204Q (616.925030 sec): 32 clusters Score: Raw -4182236.656054 + Penalty 10007.103616 = -4172229.552438 nChanged 2 Iteration 205Q (618.238333 sec): 32 clusters Score: Raw -4182236.675569 + Penalty 10007.103616 = -4172229.571953 nChanged 2 Iteration 206Q (619.547351 sec): 32 clusters Score: Raw -4182236.690492 + Penalty 10007.103616 = -4172229.586876 nChanged 2 Iteration 207Q (620.841263 sec): 32 clusters Score: Raw -4182236.705506 + Penalty 10007.103616 = -4172229.601890 nChanged 1 Iteration 208Q (622.155830 sec): 32 clusters Score: Raw -4182236.720291 + Penalty 10007.103616 = -4172229.616675 nChanged 0 Iteration 209F (623.691547 sec): 32 clusters Score: Raw -4182236.720291 + Penalty 10007.103616 = -4172229.616675 nChanged 0 Compute initial score before splitting: Score: Raw -4182236.720291 + Penalty 10007.103616 = -4172229.616675 Trying to split cluster 1 (75 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (623.728701 sec): 2 clusters Score: Raw -2839.100399 + Penalty 118.730923 = -2720.369476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (623.771565 sec): 3 clusters Score: Raw -2831.383790 + Penalty 237.461846 = -2593.921944 nChanged 17 SP:Iteration 1F (623.796321 sec): 3 clusters Score: Raw -2850.494555 + Penalty 237.461846 = -2613.032709 nChanged 1 SP:Iteration 2Q (623.836361 sec): 3 clusters Score: Raw -2852.972514 + Penalty 237.461846 = -2615.510668 nChanged 1 SP:Iteration 3Q (623.876449 sec): 3 clusters Score: Raw -2855.693078 + Penalty 237.461846 = -2618.231232 nChanged 1 SP:Iteration 4Q (623.922723 sec): 3 clusters Score: Raw -2857.119996 + Penalty 237.461846 = -2619.658150 nChanged 1 SP:Iteration 5Q (623.960794 sec): 3 clusters Score: Raw -2858.386569 + Penalty 237.461846 = -2620.924722 nChanged 1 SP:Iteration 6Q (623.996017 sec): 3 clusters Score: Raw -2860.317085 + Penalty 237.461846 = -2622.855239 nChanged 0 SP:Iteration 7F (624.027862 sec): 3 clusters Score: Raw -2860.317085 + Penalty 237.461846 = -2622.855239 nChanged 0 Trying to split cluster 2 (365 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (624.055830 sec): 2 clusters Score: Raw -11214.937159 + Penalty 162.247177 = -11052.689982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (624.087557 sec): 3 clusters Score: Raw -11071.598276 + Penalty 324.494354 = -10747.103922 nChanged 128 SP:Iteration 1F (624.119183 sec): 3 clusters Score: Raw -11202.482156 + Penalty 324.494354 = -10877.987802 nChanged 35 SP:Iteration 2F (624.154712 sec): 3 clusters Score: Raw -11237.202926 + Penalty 324.494354 = -10912.708571 nChanged 19 SP:Iteration 3F (624.187522 sec): 3 clusters Score: Raw -11253.272537 + Penalty 324.494354 = -10928.778182 nChanged 7 SP:Iteration 4Q (624.227890 sec): 3 clusters Score: Raw -11260.024143 + Penalty 324.494354 = -10935.529789 nChanged 8 SP:Iteration 5Q (624.262823 sec): 3 clusters Score: Raw -11264.708911 + Penalty 324.494354 = -10940.214557 nChanged 6 SP:Iteration 6Q (624.312149 sec): 3 clusters Score: Raw -11269.492283 + Penalty 324.494354 = -10944.997928 nChanged 4 SP:Iteration 7Q (624.342131 sec): 3 clusters Score: Raw -11273.616357 + Penalty 324.494354 = -10949.122003 nChanged 6 SP:Iteration 8Q (624.373804 sec): 3 clusters Score: Raw -11285.142490 + Penalty 324.494354 = -10960.648136 nChanged 11 SP:Iteration 9Q (624.401937 sec): 3 clusters Score: Raw -11300.506443 + Penalty 324.494354 = -10976.012088 nChanged 10 SP:Iteration 10Q (624.447442 sec): 3 clusters Score: Raw -11307.527793 + Penalty 324.494354 = -10983.033438 nChanged 7 SP:Iteration 11Q (624.479374 sec): 3 clusters Score: Raw -11315.402267 + Penalty 324.494354 = -10990.907913 nChanged 7 SP:Iteration 12Q (624.512452 sec): 3 clusters Score: Raw -11320.709051 + Penalty 324.494354 = -10996.214697 nChanged 3 SP:Iteration 13Q (624.551257 sec): 3 clusters Score: Raw -11322.009465 + Penalty 324.494354 = -10997.515111 nChanged 4 SP:Iteration 14Q (624.587379 sec): 3 clusters Score: Raw -11326.753586 + Penalty 324.494354 = -11002.259232 nChanged 8 SP:Iteration 15Q (624.628681 sec): 3 clusters Score: Raw -11337.790009 + Penalty 324.494354 = -11013.295655 nChanged 7 SP:Iteration 16Q (624.661222 sec): 3 clusters Score: Raw -11352.858400 + Penalty 324.494354 = -11028.364046 nChanged 7 SP:Iteration 17Q (624.697009 sec): 3 clusters Score: Raw -11365.020307 + Penalty 324.494354 = -11040.525953 nChanged 6 SP:Iteration 18Q (624.729073 sec): 3 clusters Score: Raw -11369.395427 + Penalty 324.494354 = -11044.901072 nChanged 6 SP:Iteration 19Q (624.776886 sec): 3 clusters Score: Raw -11373.873294 + Penalty 324.494354 = -11049.378940 nChanged 6 SP:Iteration 20F (624.819034 sec): 3 clusters Score: Raw -11383.193398 + Penalty 324.494354 = -11058.699043 nChanged 4 SP:Iteration 21Q (624.858862 sec): 3 clusters Score: Raw -11396.584406 + Penalty 324.494354 = -11072.090052 nChanged 4 SP:Iteration 22Q (624.909520 sec): 3 clusters Score: Raw -11406.249699 + Penalty 324.494354 = -11081.755345 nChanged 4 SP:Iteration 23Q (624.947709 sec): 3 clusters Score: Raw -11410.631082 + Penalty 324.494354 = -11086.136727 nChanged 4 SP:Iteration 24Q (624.985737 sec): 3 clusters Score: Raw -11418.143392 + Penalty 324.494354 = -11093.649038 nChanged 6 SP:Iteration 25Q (625.032275 sec): 3 clusters Score: Raw -11428.517973 + Penalty 324.494354 = -11104.023618 nChanged 5 SP:Iteration 26Q (625.081856 sec): 3 clusters Score: Raw -11445.765814 + Penalty 324.494354 = -11121.271459 nChanged 4 SP:Iteration 27Q (625.121029 sec): 3 clusters Score: Raw -11450.570173 + Penalty 324.494354 = -11126.075819 nChanged 1 SP:Iteration 28Q (625.162726 sec): 3 clusters Score: Raw -11451.008571 + Penalty 324.494354 = -11126.514216 nChanged 0 SP:Iteration 29F (625.206403 sec): 3 clusters Score: Raw -11451.008571 + Penalty 324.494354 = -11126.514216 nChanged 0 Score: Raw -4182472.791702 + Penalty 10329.913410 = -4172142.878292 Splitting cluster 2 changes total score from -4172229.616675 to -4172142.878292 So it's not getting split. Trying to split cluster 3 (8586 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (626.878655 sec): 2 clusters Score: Raw -326255.663736 + Penalty 249.091927 = -326006.571809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (626.924220 sec): 3 clusters Score: Raw -320792.553877 + Penalty 498.183854 = -320294.370023 nChanged 4015 SP:Iteration 1F (626.984105 sec): 3 clusters Score: Raw -323083.575734 + Penalty 498.183854 = -322585.391880 nChanged 495 SP:Iteration 2F (627.028196 sec): 3 clusters Score: Raw -323351.135235 + Penalty 498.183854 = -322852.951381 nChanged 598 SP:Iteration 3F (627.076055 sec): 3 clusters Score: Raw -323779.965870 + Penalty 498.183854 = -323281.782016 nChanged 714 SP:Iteration 4F (627.125701 sec): 3 clusters Score: Raw -324408.772990 + Penalty 498.183854 = -323910.589136 nChanged 726 SP:Iteration 5F (627.183394 sec): 3 clusters Score: Raw -325124.141526 + Penalty 498.183854 = -324625.957672 nChanged 538 SP:Iteration 6F (627.224162 sec): 3 clusters Score: Raw -325690.361838 + Penalty 498.183854 = -325192.177984 nChanged 311 SP:Iteration 7Q (627.270272 sec): 3 clusters Score: Raw -325998.399687 + Penalty 498.183854 = -325500.215834 nChanged 175 SP:Iteration 8Q (627.308900 sec): 3 clusters Score: Raw -326157.349994 + Penalty 498.183854 = -325659.166141 nChanged 82 SP:Iteration 9Q (627.361370 sec): 3 clusters Score: Raw -326234.511965 + Penalty 498.183854 = -325736.328112 nChanged 38 SP:Iteration 10Q (627.408235 sec): 3 clusters Score: Raw -326274.465678 + Penalty 498.183854 = -325776.281824 nChanged 22 SP:Iteration 11Q (627.448742 sec): 3 clusters Score: Raw -326290.051173 + Penalty 498.183854 = -325791.867319 nChanged 8 SP:Iteration 12Q (627.506699 sec): 3 clusters Score: Raw -326297.563457 + Penalty 498.183854 = -325799.379603 nChanged 10 SP:Iteration 13Q (627.560338 sec): 3 clusters Score: Raw -326310.167277 + Penalty 498.183854 = -325811.983423 nChanged 5 SP:Iteration 14Q (627.617477 sec): 3 clusters Score: Raw -326315.759755 + Penalty 498.183854 = -325817.575901 nChanged 2 SP:Iteration 15Q (627.658548 sec): 3 clusters Score: Raw -326319.953082 + Penalty 498.183854 = -325821.769229 nChanged 0 SP:Iteration 16F (627.711397 sec): 3 clusters Score: Raw -326319.953082 + Penalty 498.183854 = -325821.769229 nChanged 0 Trying to split cluster 4 (1068 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (627.731680 sec): 2 clusters Score: Raw -32373.751599 + Penalty 191.772433 = -32181.979166 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (627.779732 sec): 3 clusters Score: Raw -31785.295049 + Penalty 383.544866 = -31401.750183 nChanged 467 SP:Iteration 1F (627.824485 sec): 3 clusters Score: Raw -32170.314304 + Penalty 383.544866 = -31786.769438 nChanged 115 SP:Iteration 2F (627.869964 sec): 3 clusters Score: Raw -32262.098531 + Penalty 383.544866 = -31878.553665 nChanged 73 SP:Iteration 3F (627.902871 sec): 3 clusters Score: Raw -32312.540174 + Penalty 383.544866 = -31928.995308 nChanged 51 SP:Iteration 4Q (627.951291 sec): 3 clusters Score: Raw -32342.672666 + Penalty 383.544866 = -31959.127800 nChanged 33 SP:Iteration 5Q (627.989689 sec): 3 clusters Score: Raw -32361.203214 + Penalty 383.544866 = -31977.658348 nChanged 27 SP:Iteration 6Q (628.036282 sec): 3 clusters Score: Raw -32375.537657 + Penalty 383.544866 = -31991.992791 nChanged 21 SP:Iteration 7Q (628.085701 sec): 3 clusters Score: Raw -32388.194727 + Penalty 383.544866 = -32004.649861 nChanged 23 SP:Iteration 8Q (628.135327 sec): 3 clusters Score: Raw -32402.629210 + Penalty 383.544866 = -32019.084344 nChanged 22 SP:Iteration 9Q (628.179878 sec): 3 clusters Score: Raw -32425.931887 + Penalty 383.544866 = -32042.387021 nChanged 18 SP:Iteration 10Q (628.239024 sec): 3 clusters Score: Raw -32439.995664 + Penalty 383.544866 = -32056.450798 nChanged 17 SP:Iteration 11Q (628.276518 sec): 3 clusters Score: Raw -32455.902962 + Penalty 383.544866 = -32072.358096 nChanged 12 SP:Iteration 12Q (628.330426 sec): 3 clusters Score: Raw -32462.975965 + Penalty 383.544866 = -32079.431099 nChanged 8 SP:Iteration 13Q (628.367950 sec): 3 clusters Score: Raw -32466.393447 + Penalty 383.544866 = -32082.848581 nChanged 5 SP:Iteration 14Q (628.399946 sec): 3 clusters Score: Raw -32469.288405 + Penalty 383.544866 = -32085.743539 nChanged 4 SP:Iteration 15Q (628.443394 sec): 3 clusters Score: Raw -32472.196382 + Penalty 383.544866 = -32088.651516 nChanged 4 SP:Iteration 16Q (628.487054 sec): 3 clusters Score: Raw -32474.789737 + Penalty 383.544866 = -32091.244871 nChanged 4 SP:Iteration 17Q (628.528291 sec): 3 clusters Score: Raw -32476.472740 + Penalty 383.544866 = -32092.927874 nChanged 3 SP:Iteration 18Q (628.580281 sec): 3 clusters Score: Raw -32477.062536 + Penalty 383.544866 = -32093.517670 nChanged 1 SP:Iteration 19Q (628.619385 sec): 3 clusters Score: Raw -32477.253636 + Penalty 383.544866 = -32093.708770 nChanged 1 SP:Iteration 20F (628.675578 sec): 3 clusters Score: Raw -32477.788558 + Penalty 383.544866 = -32094.243691 nChanged 2 SP:Iteration 21Q (628.710395 sec): 3 clusters Score: Raw -32478.531780 + Penalty 383.544866 = -32094.986914 nChanged 0 SP:Iteration 22F (628.754679 sec): 3 clusters Score: Raw -32478.531780 + Penalty 383.544866 = -32094.986914 nChanged 0 Trying to split cluster 5 (2815 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (628.779951 sec): 2 clusters Score: Raw -106894.350255 + Penalty 218.424732 = -106675.925523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (628.839916 sec): 3 clusters Score: Raw -105207.071456 + Penalty 436.849465 = -104770.221991 nChanged 1241 SP:Iteration 1F (628.881632 sec): 3 clusters Score: Raw -105968.043357 + Penalty 436.849465 = -105531.193892 nChanged 216 SP:Iteration 2F (628.925027 sec): 3 clusters Score: Raw -106122.561157 + Penalty 436.849465 = -105685.711692 nChanged 231 SP:Iteration 3F (628.959814 sec): 3 clusters Score: Raw -106311.109461 + Penalty 436.849465 = -105874.259996 nChanged 219 SP:Iteration 4F (629.012409 sec): 3 clusters Score: Raw -106529.206818 + Penalty 436.849465 = -106092.357353 nChanged 180 SP:Iteration 5F (629.056747 sec): 3 clusters Score: Raw -106706.218256 + Penalty 436.849465 = -106269.368791 nChanged 119 SP:Iteration 6Q (629.088436 sec): 3 clusters Score: Raw -106830.161480 + Penalty 436.849465 = -106393.312015 nChanged 54 SP:Iteration 7Q (629.132562 sec): 3 clusters Score: Raw -106883.778669 + Penalty 436.849465 = -106446.929205 nChanged 20 SP:Iteration 8Q (629.170550 sec): 3 clusters Score: Raw -106903.173665 + Penalty 436.849465 = -106466.324200 nChanged 6 SP:Iteration 9Q (629.207137 sec): 3 clusters Score: Raw -106911.152761 + Penalty 436.849465 = -106474.303297 nChanged 2 SP:Iteration 10Q (629.249186 sec): 3 clusters Score: Raw -106912.571172 + Penalty 436.849465 = -106475.721707 nChanged 2 SP:Iteration 11Q (629.287983 sec): 3 clusters Score: Raw -106913.985137 + Penalty 436.849465 = -106477.135672 nChanged 1 SP:Iteration 12Q (629.331807 sec): 3 clusters Score: Raw -106914.415721 + Penalty 436.849465 = -106477.566256 nChanged 0 SP:Iteration 13F (629.377286 sec): 3 clusters Score: Raw -106914.415721 + Penalty 436.849465 = -106477.566256 nChanged 0 Trying to split cluster 6 (803 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (629.391503 sec): 2 clusters Score: Raw -19606.096168 + Penalty 183.929755 = -19422.166413 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (629.440863 sec): 3 clusters Score: Raw -19187.702841 + Penalty 367.859509 = -18819.843332 nChanged 327 SP:Iteration 1F (629.486274 sec): 3 clusters Score: Raw -19502.220061 + Penalty 367.859509 = -19134.360552 nChanged 102 SP:Iteration 2F (629.535583 sec): 3 clusters Score: Raw -19630.646320 + Penalty 367.859509 = -19262.786811 nChanged 62 SP:Iteration 3F (629.573620 sec): 3 clusters Score: Raw -19691.735295 + Penalty 367.859509 = -19323.875785 nChanged 38 SP:Iteration 4Q (629.622708 sec): 3 clusters Score: Raw -19726.225749 + Penalty 367.859509 = -19358.366240 nChanged 20 SP:Iteration 5Q (629.668453 sec): 3 clusters Score: Raw -19751.031283 + Penalty 367.859509 = -19383.171774 nChanged 15 SP:Iteration 6Q (629.703233 sec): 3 clusters Score: Raw -19768.047004 + Penalty 367.859509 = -19400.187494 nChanged 13 SP:Iteration 7Q (629.740782 sec): 3 clusters Score: Raw -19778.705627 + Penalty 367.859509 = -19410.846117 nChanged 9 SP:Iteration 8Q (629.787349 sec): 3 clusters Score: Raw -19786.300082 + Penalty 367.859509 = -19418.440573 nChanged 9 SP:Iteration 9Q (629.830003 sec): 3 clusters Score: Raw -19792.509282 + Penalty 367.859509 = -19424.649773 nChanged 6 SP:Iteration 10Q (629.875491 sec): 3 clusters Score: Raw -19796.030732 + Penalty 367.859509 = -19428.171222 nChanged 4 SP:Iteration 11Q (629.918509 sec): 3 clusters Score: Raw -19799.400097 + Penalty 367.859509 = -19431.540588 nChanged 4 SP:Iteration 12Q (629.958284 sec): 3 clusters Score: Raw -19802.169516 + Penalty 367.859509 = -19434.310007 nChanged 2 SP:Iteration 13Q (629.996043 sec): 3 clusters Score: Raw -19803.962595 + Penalty 367.859509 = -19436.103086 nChanged 3 SP:Iteration 14Q (630.030128 sec): 3 clusters Score: Raw -19805.221924 + Penalty 367.859509 = -19437.362414 nChanged 1 SP:Iteration 15Q (630.086195 sec): 3 clusters Score: Raw -19805.621849 + Penalty 367.859509 = -19437.762340 nChanged 0 SP:Iteration 16F (630.118579 sec): 3 clusters Score: Raw -19805.621849 + Penalty 367.859509 = -19437.762340 nChanged 0 Score: Raw -4182436.245972 + Penalty 10329.913410 = -4172106.332562 Splitting cluster 6 changes total score from -4172229.616675 to -4172106.332562 So it's not getting split. Trying to split cluster 7 (2190 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (631.690516 sec): 2 clusters Score: Raw -76630.969349 + Penalty 211.520563 = -76419.448786 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (631.735025 sec): 3 clusters Score: Raw -75332.380791 + Penalty 423.041125 = -74909.339665 nChanged 983 SP:Iteration 1F (631.774434 sec): 3 clusters Score: Raw -75877.535563 + Penalty 423.041125 = -75454.494438 nChanged 161 SP:Iteration 2F (631.813571 sec): 3 clusters Score: Raw -75962.833949 + Penalty 423.041125 = -75539.792823 nChanged 153 SP:Iteration 3F (631.857732 sec): 3 clusters Score: Raw -76054.702460 + Penalty 423.041125 = -75631.661334 nChanged 148 SP:Iteration 4F (631.902813 sec): 3 clusters Score: Raw -76151.999700 + Penalty 423.041125 = -75728.958575 nChanged 143 SP:Iteration 5F (631.942969 sec): 3 clusters Score: Raw -76269.397824 + Penalty 423.041125 = -75846.356699 nChanged 145 SP:Iteration 6F (631.995249 sec): 3 clusters Score: Raw -76395.386420 + Penalty 423.041125 = -75972.345295 nChanged 115 SP:Iteration 7F (632.040669 sec): 3 clusters Score: Raw -76500.450038 + Penalty 423.041125 = -76077.408913 nChanged 84 SP:Iteration 8Q (632.074993 sec): 3 clusters Score: Raw -76571.100053 + Penalty 423.041125 = -76148.058927 nChanged 75 SP:Iteration 9Q (632.131013 sec): 3 clusters Score: Raw -76619.826480 + Penalty 423.041125 = -76196.785355 nChanged 44 SP:Iteration 10Q (632.174022 sec): 3 clusters Score: Raw -76650.486920 + Penalty 423.041125 = -76227.445795 nChanged 34 SP:Iteration 11Q (632.216787 sec): 3 clusters Score: Raw -76682.089836 + Penalty 423.041125 = -76259.048710 nChanged 28 SP:Iteration 12Q (632.257968 sec): 3 clusters Score: Raw -76711.735971 + Penalty 423.041125 = -76288.694846 nChanged 21 SP:Iteration 13Q (632.313723 sec): 3 clusters Score: Raw -76725.195572 + Penalty 423.041125 = -76302.154446 nChanged 14 SP:Iteration 14Q (632.354267 sec): 3 clusters Score: Raw -76730.354737 + Penalty 423.041125 = -76307.313612 nChanged 8 SP:Iteration 15Q (632.390184 sec): 3 clusters Score: Raw -76733.011682 + Penalty 423.041125 = -76309.970557 nChanged 9 SP:Iteration 16Q (632.444884 sec): 3 clusters Score: Raw -76734.617901 + Penalty 423.041125 = -76311.576775 nChanged 3 SP:Iteration 17Q (632.475368 sec): 3 clusters Score: Raw -76735.060399 + Penalty 423.041125 = -76312.019274 nChanged 2 SP:Iteration 18Q (632.515674 sec): 3 clusters Score: Raw -76735.293447 + Penalty 423.041125 = -76312.252322 nChanged 1 SP:Iteration 19Q (632.564707 sec): 3 clusters Score: Raw -76735.331296 + Penalty 423.041125 = -76312.290171 nChanged 0 SP:Iteration 20F (632.614388 sec): 3 clusters Score: Raw -76735.331296 + Penalty 423.041125 = -76312.290171 nChanged 0 Trying to split cluster 8 (844 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (632.637890 sec): 2 clusters Score: Raw -26622.249205 + Penalty 185.299194 = -26436.950012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (632.686412 sec): 3 clusters Score: Raw -26171.451846 + Penalty 370.598387 = -25800.853458 nChanged 338 SP:Iteration 1F (632.723479 sec): 3 clusters Score: Raw -26389.632570 + Penalty 370.598387 = -26019.034182 nChanged 58 SP:Iteration 2F (632.767373 sec): 3 clusters Score: Raw -26437.044163 + Penalty 370.598387 = -26066.445775 nChanged 64 SP:Iteration 3F (632.817886 sec): 3 clusters Score: Raw -26499.057303 + Penalty 370.598387 = -26128.458916 nChanged 63 SP:Iteration 4F (632.859922 sec): 3 clusters Score: Raw -26559.682026 + Penalty 370.598387 = -26189.083639 nChanged 59 SP:Iteration 5F (632.908137 sec): 3 clusters Score: Raw -26616.589110 + Penalty 370.598387 = -26245.990723 nChanged 41 SP:Iteration 6Q (632.956297 sec): 3 clusters Score: Raw -26658.212575 + Penalty 370.598387 = -26287.614188 nChanged 25 SP:Iteration 7Q (633.005091 sec): 3 clusters Score: Raw -26672.601214 + Penalty 370.598387 = -26302.002827 nChanged 11 SP:Iteration 8Q (633.043670 sec): 3 clusters Score: Raw -26681.821974 + Penalty 370.598387 = -26311.223587 nChanged 9 SP:Iteration 9Q (633.090919 sec): 3 clusters Score: Raw -26686.510077 + Penalty 370.598387 = -26315.911690 nChanged 6 SP:Iteration 10Q (633.135992 sec): 3 clusters Score: Raw -26688.602464 + Penalty 370.598387 = -26318.004077 nChanged 3 SP:Iteration 11Q (633.175370 sec): 3 clusters Score: Raw -26692.856682 + Penalty 370.598387 = -26322.258295 nChanged 2 SP:Iteration 12Q (633.213459 sec): 3 clusters Score: Raw -26694.847443 + Penalty 370.598387 = -26324.249056 nChanged 1 SP:Iteration 13Q (633.257869 sec): 3 clusters Score: Raw -26695.697054 + Penalty 370.598387 = -26325.098667 nChanged 0 SP:Iteration 14F (633.303164 sec): 3 clusters Score: Raw -26695.697054 + Penalty 370.598387 = -26325.098667 nChanged 0 Trying to split cluster 9 (20588 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (633.333845 sec): 2 clusters Score: Raw -736820.625097 + Penalty 273.142751 = -736547.482346 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (633.393545 sec): 3 clusters Score: Raw -723151.373400 + Penalty 546.285501 = -722605.087899 nChanged 9953 SP:Iteration 1F (633.441655 sec): 3 clusters Score: Raw -729404.386855 + Penalty 546.285501 = -728858.101354 nChanged 1513 SP:Iteration 2F (633.503195 sec): 3 clusters Score: Raw -730427.837576 + Penalty 546.285501 = -729881.552075 nChanged 1794 SP:Iteration 3F (633.549554 sec): 3 clusters Score: Raw -732051.378251 + Penalty 546.285501 = -731505.092750 nChanged 1726 SP:Iteration 4F (633.617448 sec): 3 clusters Score: Raw -733789.297899 + Penalty 546.285501 = -733243.012398 nChanged 1154 SP:Iteration 5F (633.679894 sec): 3 clusters Score: Raw -734932.529557 + Penalty 546.285501 = -734386.244055 nChanged 796 SP:Iteration 6Q (633.740437 sec): 3 clusters Score: Raw -735706.006487 + Penalty 546.285501 = -735159.720985 nChanged 466 SP:Iteration 7Q (633.801342 sec): 3 clusters Score: Raw -736117.118592 + Penalty 546.285501 = -735570.833091 nChanged 317 SP:Iteration 8Q (633.865375 sec): 3 clusters Score: Raw -736408.783123 + Penalty 546.285501 = -735862.497622 nChanged 231 SP:Iteration 9Q (633.913116 sec): 3 clusters Score: Raw -736631.131988 + Penalty 546.285501 = -736084.846487 nChanged 140 SP:Iteration 10Q (633.984479 sec): 3 clusters Score: Raw -736736.984592 + Penalty 546.285501 = -736190.699091 nChanged 80 SP:Iteration 11Q (634.037825 sec): 3 clusters Score: Raw -736787.602379 + Penalty 546.285501 = -736241.316877 nChanged 64 SP:Iteration 12Q (634.100723 sec): 3 clusters Score: Raw -736829.671305 + Penalty 546.285501 = -736283.385803 nChanged 43 SP:Iteration 13Q (634.163314 sec): 3 clusters Score: Raw -736852.040605 + Penalty 546.285501 = -736305.755104 nChanged 25 SP:Iteration 14Q (634.225359 sec): 3 clusters Score: Raw -736862.260468 + Penalty 546.285501 = -736315.974966 nChanged 15 SP:Iteration 15Q (634.276762 sec): 3 clusters Score: Raw -736866.985946 + Penalty 546.285501 = -736320.700445 nChanged 9 SP:Iteration 16Q (634.320591 sec): 3 clusters Score: Raw -736869.484935 + Penalty 546.285501 = -736323.199434 nChanged 5 SP:Iteration 17Q (634.376025 sec): 3 clusters Score: Raw -736871.248510 + Penalty 546.285501 = -736324.963008 nChanged 9 SP:Iteration 18Q (634.426381 sec): 3 clusters Score: Raw -736875.326210 + Penalty 546.285501 = -736329.040709 nChanged 7 SP:Iteration 19Q (634.493061 sec): 3 clusters Score: Raw -736877.382778 + Penalty 546.285501 = -736331.097277 nChanged 9 SP:Iteration 20F (634.541972 sec): 3 clusters Score: Raw -736880.826183 + Penalty 546.285501 = -736334.540682 nChanged 12 SP:Iteration 21Q (634.599113 sec): 3 clusters Score: Raw -736884.255255 + Penalty 546.285501 = -736337.969754 nChanged 8 SP:Iteration 22Q (634.654182 sec): 3 clusters Score: Raw -736886.244084 + Penalty 546.285501 = -736339.958583 nChanged 7 SP:Iteration 23Q (634.715741 sec): 3 clusters Score: Raw -736889.215251 + Penalty 546.285501 = -736342.929749 nChanged 7 SP:Iteration 24Q (634.770859 sec): 3 clusters Score: Raw -736891.342376 + Penalty 546.285501 = -736345.056875 nChanged 7 SP:Iteration 25Q (634.832971 sec): 3 clusters Score: Raw -736895.532781 + Penalty 546.285501 = -736349.247279 nChanged 10 SP:Iteration 26Q (634.889110 sec): 3 clusters Score: Raw -736900.680483 + Penalty 546.285501 = -736354.394981 nChanged 8 SP:Iteration 27Q (634.936438 sec): 3 clusters Score: Raw -736904.212341 + Penalty 546.285501 = -736357.926840 nChanged 4 SP:Iteration 28Q (634.992513 sec): 3 clusters Score: Raw -736905.529187 + Penalty 546.285501 = -736359.243685 nChanged 3 SP:Iteration 29Q (635.051111 sec): 3 clusters Score: Raw -736906.093394 + Penalty 546.285501 = -736359.807893 nChanged 3 SP:Iteration 30Q (635.105027 sec): 3 clusters Score: Raw -736906.724359 + Penalty 546.285501 = -736360.438857 nChanged 3 SP:Iteration 31Q (635.158291 sec): 3 clusters Score: Raw -736907.328828 + Penalty 546.285501 = -736361.043327 nChanged 2 SP:Iteration 32Q (635.226547 sec): 3 clusters Score: Raw -736907.537347 + Penalty 546.285501 = -736361.251846 nChanged 2 SP:Iteration 33Q (635.271496 sec): 3 clusters Score: Raw -736907.761081 + Penalty 546.285501 = -736361.475580 nChanged 0 SP:Iteration 34F (635.331659 sec): 3 clusters Score: Raw -736907.761081 + Penalty 546.285501 = -736361.475580 nChanged 0 Trying to split cluster 10 (1878 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (635.355191 sec): 2 clusters Score: Raw -59053.630409 + Penalty 207.293973 = -58846.336436 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (635.398949 sec): 3 clusters Score: Raw -58003.663340 + Penalty 414.587946 = -57589.075394 nChanged 837 SP:Iteration 1F (635.435639 sec): 3 clusters Score: Raw -58501.926314 + Penalty 414.587946 = -58087.338367 nChanged 154 SP:Iteration 2F (635.481521 sec): 3 clusters Score: Raw -58628.669671 + Penalty 414.587946 = -58214.081725 nChanged 171 SP:Iteration 3F (635.539402 sec): 3 clusters Score: Raw -58778.235268 + Penalty 414.587946 = -58363.647322 nChanged 151 SP:Iteration 4F (635.573126 sec): 3 clusters Score: Raw -58930.335019 + Penalty 414.587946 = -58515.747072 nChanged 137 SP:Iteration 5F (635.606220 sec): 3 clusters Score: Raw -59067.955222 + Penalty 414.587946 = -58653.367276 nChanged 101 SP:Iteration 6F (635.632289 sec): 3 clusters Score: Raw -59171.109311 + Penalty 414.587946 = -58756.521365 nChanged 84 SP:Iteration 7Q (635.688567 sec): 3 clusters Score: Raw -59234.955621 + Penalty 414.587946 = -58820.367675 nChanged 52 SP:Iteration 8Q (635.721279 sec): 3 clusters Score: Raw -59258.209819 + Penalty 414.587946 = -58843.621872 nChanged 34 SP:Iteration 9Q (635.747543 sec): 3 clusters Score: Raw -59269.760272 + Penalty 414.587946 = -58855.172325 nChanged 20 SP:Iteration 10Q (635.791616 sec): 3 clusters Score: Raw -59274.319529 + Penalty 414.587946 = -58859.731582 nChanged 10 SP:Iteration 11Q (635.841150 sec): 3 clusters Score: Raw -59275.589837 + Penalty 414.587946 = -58861.001891 nChanged 7 SP:Iteration 12Q (635.886039 sec): 3 clusters Score: Raw -59276.567065 + Penalty 414.587946 = -58861.979119 nChanged 3 SP:Iteration 13Q (635.920937 sec): 3 clusters Score: Raw -59276.926105 + Penalty 414.587946 = -58862.338158 nChanged 1 SP:Iteration 14Q (635.967792 sec): 3 clusters Score: Raw -59277.017707 + Penalty 414.587946 = -58862.429761 nChanged 2 SP:Iteration 15Q (636.020018 sec): 3 clusters Score: Raw -59277.372039 + Penalty 414.587946 = -58862.784093 nChanged 1 SP:Iteration 16Q (636.055808 sec): 3 clusters Score: Raw -59277.528252 + Penalty 414.587946 = -58862.940306 nChanged 3 SP:Iteration 17Q (636.106858 sec): 3 clusters Score: Raw -59278.454983 + Penalty 414.587946 = -58863.867037 nChanged 2 SP:Iteration 18Q (636.149849 sec): 3 clusters Score: Raw -59278.615769 + Penalty 414.587946 = -58864.027823 nChanged 0 SP:Iteration 19F (636.182710 sec): 3 clusters Score: Raw -59278.615769 + Penalty 414.587946 = -58864.027823 nChanged 0 Score: Raw -4182461.705650 + Penalty 10329.913410 = -4172131.792240 Splitting cluster 10 changes total score from -4172229.616675 to -4172131.792240 So it's not getting split. Trying to split cluster 11 (2834 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (637.789678 sec): 2 clusters Score: Raw -91108.573445 + Penalty 218.609722 = -90889.963724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (637.830682 sec): 3 clusters Score: Raw -89411.486637 + Penalty 437.219443 = -88974.267194 nChanged 1289 SP:Iteration 1F (637.875011 sec): 3 clusters Score: Raw -90159.213544 + Penalty 437.219443 = -89721.994101 nChanged 189 SP:Iteration 2F (637.924378 sec): 3 clusters Score: Raw -90268.177784 + Penalty 437.219443 = -89830.958341 nChanged 171 SP:Iteration 3F (637.967345 sec): 3 clusters Score: Raw -90381.342242 + Penalty 437.219443 = -89944.122799 nChanged 168 SP:Iteration 4F (638.009777 sec): 3 clusters Score: Raw -90486.067190 + Penalty 437.219443 = -90048.847747 nChanged 147 SP:Iteration 5F (638.041518 sec): 3 clusters Score: Raw -90580.939734 + Penalty 437.219443 = -90143.720291 nChanged 152 SP:Iteration 6F (638.090376 sec): 3 clusters Score: Raw -90678.730276 + Penalty 437.219443 = -90241.510833 nChanged 115 SP:Iteration 7Q (638.141838 sec): 3 clusters Score: Raw -90731.707798 + Penalty 437.219443 = -90294.488355 nChanged 74 SP:Iteration 8Q (638.176212 sec): 3 clusters Score: Raw -90767.929248 + Penalty 437.219443 = -90330.709805 nChanged 56 SP:Iteration 9Q (638.221146 sec): 3 clusters Score: Raw -90788.810072 + Penalty 437.219443 = -90351.590629 nChanged 40 SP:Iteration 10Q (638.266857 sec): 3 clusters Score: Raw -90805.181073 + Penalty 437.219443 = -90367.961630 nChanged 40 SP:Iteration 11Q (638.318627 sec): 3 clusters Score: Raw -90818.862038 + Penalty 437.219443 = -90381.642595 nChanged 38 SP:Iteration 12Q (638.358020 sec): 3 clusters Score: Raw -90830.555906 + Penalty 437.219443 = -90393.336463 nChanged 31 SP:Iteration 13Q (638.405829 sec): 3 clusters Score: Raw -90842.349157 + Penalty 437.219443 = -90405.129714 nChanged 43 SP:Iteration 14Q (638.446463 sec): 3 clusters Score: Raw -90861.665991 + Penalty 437.219443 = -90424.446548 nChanged 45 SP:Iteration 15Q (638.488853 sec): 3 clusters Score: Raw -90892.659018 + Penalty 437.219443 = -90455.439575 nChanged 59 SP:Iteration 16Q (638.538824 sec): 3 clusters Score: Raw -90928.986110 + Penalty 437.219443 = -90491.766667 nChanged 54 SP:Iteration 17Q (638.601004 sec): 3 clusters Score: Raw -90952.861743 + Penalty 437.219443 = -90515.642300 nChanged 44 SP:Iteration 18Q (638.640672 sec): 3 clusters Score: Raw -90970.288066 + Penalty 437.219443 = -90533.068623 nChanged 33 SP:Iteration 19Q (638.688665 sec): 3 clusters Score: Raw -90986.944100 + Penalty 437.219443 = -90549.724657 nChanged 39 SP:Iteration 20F (638.737356 sec): 3 clusters Score: Raw -91004.167186 + Penalty 437.219443 = -90566.947743 nChanged 38 SP:Iteration 21Q (638.786659 sec): 3 clusters Score: Raw -91014.751619 + Penalty 437.219443 = -90577.532176 nChanged 22 SP:Iteration 22Q (638.830761 sec): 3 clusters Score: Raw -91021.633642 + Penalty 437.219443 = -90584.414199 nChanged 23 SP:Iteration 23Q (638.883250 sec): 3 clusters Score: Raw -91030.862972 + Penalty 437.219443 = -90593.643529 nChanged 20 SP:Iteration 24Q (638.921871 sec): 3 clusters Score: Raw -91035.678751 + Penalty 437.219443 = -90598.459308 nChanged 17 SP:Iteration 25Q (638.963657 sec): 3 clusters Score: Raw -91039.977747 + Penalty 437.219443 = -90602.758304 nChanged 17 SP:Iteration 26Q (638.996431 sec): 3 clusters Score: Raw -91041.811255 + Penalty 437.219443 = -90604.591812 nChanged 5 SP:Iteration 27Q (639.036577 sec): 3 clusters Score: Raw -91042.340574 + Penalty 437.219443 = -90605.121131 nChanged 5 SP:Iteration 28Q (639.081961 sec): 3 clusters Score: Raw -91043.247200 + Penalty 437.219443 = -90606.027757 nChanged 4 SP:Iteration 29Q (639.125959 sec): 3 clusters Score: Raw -91043.829752 + Penalty 437.219443 = -90606.610308 nChanged 5 SP:Iteration 30Q (639.170021 sec): 3 clusters Score: Raw -91044.648344 + Penalty 437.219443 = -90607.428900 nChanged 4 SP:Iteration 31Q (639.218050 sec): 3 clusters Score: Raw -91044.834601 + Penalty 437.219443 = -90607.615158 nChanged 2 SP:Iteration 32Q (639.268481 sec): 3 clusters Score: Raw -91045.067676 + Penalty 437.219443 = -90607.848233 nChanged 4 SP:Iteration 33Q (639.312865 sec): 3 clusters Score: Raw -91045.295763 + Penalty 437.219443 = -90608.076320 nChanged 1 SP:Iteration 34Q (639.348103 sec): 3 clusters Score: Raw -91045.510221 + Penalty 437.219443 = -90608.290778 nChanged 0 SP:Iteration 35F (639.404217 sec): 3 clusters Score: Raw -91045.510221 + Penalty 437.219443 = -90608.290778 nChanged 0 Trying to split cluster 12 (975 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (639.425273 sec): 2 clusters Score: Raw -36221.501957 + Penalty 189.267030 = -36032.234927 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (639.457880 sec): 3 clusters Score: Raw -35727.255334 + Penalty 378.534061 = -35348.721273 nChanged 397 SP:Iteration 1F (639.501138 sec): 3 clusters Score: Raw -36039.551074 + Penalty 378.534061 = -35661.017013 nChanged 111 SP:Iteration 2F (639.541605 sec): 3 clusters Score: Raw -36140.822624 + Penalty 378.534061 = -35762.288563 nChanged 76 SP:Iteration 3F (639.588733 sec): 3 clusters Score: Raw -36214.496238 + Penalty 378.534061 = -35835.962177 nChanged 64 SP:Iteration 4F (639.649302 sec): 3 clusters Score: Raw -36264.340434 + Penalty 378.534061 = -35885.806373 nChanged 33 SP:Iteration 5Q (639.686202 sec): 3 clusters Score: Raw -36288.802419 + Penalty 378.534061 = -35910.268358 nChanged 23 SP:Iteration 6Q (639.744064 sec): 3 clusters Score: Raw -36301.474903 + Penalty 378.534061 = -35922.940842 nChanged 15 SP:Iteration 7Q (639.780015 sec): 3 clusters Score: Raw -36308.642810 + Penalty 378.534061 = -35930.108749 nChanged 9 SP:Iteration 8Q (639.830656 sec): 3 clusters Score: Raw -36310.708060 + Penalty 378.534061 = -35932.173999 nChanged 4 SP:Iteration 9Q (639.878005 sec): 3 clusters Score: Raw -36311.407602 + Penalty 378.534061 = -35932.873541 nChanged 2 SP:Iteration 10Q (639.916275 sec): 3 clusters Score: Raw -36311.630612 + Penalty 378.534061 = -35933.096551 nChanged 0 SP:Iteration 11F (639.949172 sec): 3 clusters Score: Raw -36311.630612 + Penalty 378.534061 = -35933.096551 nChanged 0 Trying to split cluster 13 (12634 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (639.980687 sec): 2 clusters Score: Raw -454750.745097 + Penalty 259.714039 = -454491.031058 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (640.036313 sec): 3 clusters Score: Raw -446568.595822 + Penalty 519.428078 = -446049.167744 nChanged 6021 SP:Iteration 1F (640.084710 sec): 3 clusters Score: Raw -450857.544032 + Penalty 519.428078 = -450338.115955 nChanged 896 SP:Iteration 2F (640.142924 sec): 3 clusters Score: Raw -451559.838919 + Penalty 519.428078 = -451040.410841 nChanged 834 SP:Iteration 3F (640.193855 sec): 3 clusters Score: Raw -452146.756527 + Penalty 519.428078 = -451627.328449 nChanged 713 SP:Iteration 4F (640.241453 sec): 3 clusters Score: Raw -452523.493532 + Penalty 519.428078 = -452004.065454 nChanged 498 SP:Iteration 5Q (640.288982 sec): 3 clusters Score: Raw -452707.226852 + Penalty 519.428078 = -452187.798774 nChanged 317 SP:Iteration 6Q (640.327845 sec): 3 clusters Score: Raw -452804.547465 + Penalty 519.428078 = -452285.119387 nChanged 225 SP:Iteration 7Q (640.347901 sec): 3 clusters Score: Raw -452869.304726 + Penalty 519.428078 = -452349.876648 nChanged 197 SP:Iteration 8Q (640.406553 sec): 3 clusters Score: Raw -452928.042446 + Penalty 519.428078 = -452408.614368 nChanged 217 SP:Iteration 9Q (640.461755 sec): 3 clusters Score: Raw -453002.503493 + Penalty 519.428078 = -452483.075415 nChanged 252 SP:Iteration 10Q (640.508148 sec): 3 clusters Score: Raw -453105.403948 + Penalty 519.428078 = -452585.975870 nChanged 265 SP:Iteration 11Q (640.558228 sec): 3 clusters Score: Raw -453215.526651 + Penalty 519.428078 = -452696.098573 nChanged 264 SP:Iteration 12Q (640.617927 sec): 3 clusters Score: Raw -453335.329829 + Penalty 519.428078 = -452815.901751 nChanged 271 SP:Iteration 13Q (640.663360 sec): 3 clusters Score: Raw -453464.787721 + Penalty 519.428078 = -452945.359643 nChanged 275 SP:Iteration 14Q (640.703401 sec): 3 clusters Score: Raw -453606.288989 + Penalty 519.428078 = -453086.860911 nChanged 272 SP:Iteration 15Q (640.754863 sec): 3 clusters Score: Raw -453729.565573 + Penalty 519.428078 = -453210.137495 nChanged 228 SP:Iteration 16Q (640.798035 sec): 3 clusters Score: Raw -453844.064968 + Penalty 519.428078 = -453324.636890 nChanged 249 SP:Iteration 17Q (640.852578 sec): 3 clusters Score: Raw -453982.502163 + Penalty 519.428078 = -453463.074085 nChanged 249 SP:Iteration 18Q (640.913102 sec): 3 clusters Score: Raw -454146.017643 + Penalty 519.428078 = -453626.589565 nChanged 209 SP:Iteration 19Q (640.957329 sec): 3 clusters Score: Raw -454314.313473 + Penalty 519.428078 = -453794.885395 nChanged 183 SP:Iteration 20F (641.007972 sec): 3 clusters Score: Raw -454510.092544 + Penalty 519.428078 = -453990.664467 nChanged 149 SP:Iteration 21Q (641.053511 sec): 3 clusters Score: Raw -454680.078966 + Penalty 519.428078 = -454160.650888 nChanged 124 SP:Iteration 22Q (641.107018 sec): 3 clusters Score: Raw -454774.803878 + Penalty 519.428078 = -454255.375800 nChanged 105 SP:Iteration 23Q (641.164099 sec): 3 clusters Score: Raw -454825.381183 + Penalty 519.428078 = -454305.953105 nChanged 69 SP:Iteration 24Q (641.215042 sec): 3 clusters Score: Raw -454848.950375 + Penalty 519.428078 = -454329.522297 nChanged 63 SP:Iteration 25Q (641.265823 sec): 3 clusters Score: Raw -454867.589272 + Penalty 519.428078 = -454348.161194 nChanged 54 SP:Iteration 26Q (641.314743 sec): 3 clusters Score: Raw -454881.528027 + Penalty 519.428078 = -454362.099949 nChanged 25 SP:Iteration 27Q (641.361846 sec): 3 clusters Score: Raw -454885.062458 + Penalty 519.428078 = -454365.634380 nChanged 20 SP:Iteration 28Q (641.422415 sec): 3 clusters Score: Raw -454887.962989 + Penalty 519.428078 = -454368.534911 nChanged 16 SP:Iteration 29Q (641.466482 sec): 3 clusters Score: Raw -454891.231637 + Penalty 519.428078 = -454371.803559 nChanged 16 SP:Iteration 30Q (641.516591 sec): 3 clusters Score: Raw -454894.032796 + Penalty 519.428078 = -454374.604718 nChanged 19 SP:Iteration 31Q (641.574528 sec): 3 clusters Score: Raw -454897.075107 + Penalty 519.428078 = -454377.647029 nChanged 16 SP:Iteration 32Q (641.629967 sec): 3 clusters Score: Raw -454900.151135 + Penalty 519.428078 = -454380.723057 nChanged 13 SP:Iteration 33Q (641.682251 sec): 3 clusters Score: Raw -454902.228963 + Penalty 519.428078 = -454382.800885 nChanged 13 SP:Iteration 34Q (641.726366 sec): 3 clusters Score: Raw -454905.723348 + Penalty 519.428078 = -454386.295270 nChanged 15 SP:Iteration 35Q (641.772107 sec): 3 clusters Score: Raw -454908.417456 + Penalty 519.428078 = -454388.989378 nChanged 13 SP:Iteration 36Q (641.823561 sec): 3 clusters Score: Raw -454911.818726 + Penalty 519.428078 = -454392.390648 nChanged 16 SP:Iteration 37Q (641.871380 sec): 3 clusters Score: Raw -454915.018784 + Penalty 519.428078 = -454395.590706 nChanged 12 SP:Iteration 38Q (641.933703 sec): 3 clusters Score: Raw -454916.258436 + Penalty 519.428078 = -454396.830358 nChanged 10 SP:Iteration 39Q (641.984427 sec): 3 clusters Score: Raw -454917.412364 + Penalty 519.428078 = -454397.984286 nChanged 11 SP:Iteration 40F (642.026738 sec): 3 clusters Score: Raw -454918.289796 + Penalty 519.428078 = -454398.861718 nChanged 7 SP:Iteration 41Q (642.073533 sec): 3 clusters Score: Raw -454918.898179 + Penalty 519.428078 = -454399.470101 nChanged 5 SP:Iteration 42Q (642.121993 sec): 3 clusters Score: Raw -454919.257166 + Penalty 519.428078 = -454399.829088 nChanged 2 SP:Iteration 43Q (642.142405 sec): 3 clusters Score: Raw -454919.416809 + Penalty 519.428078 = -454399.988731 nChanged 3 SP:Iteration 44Q (642.205865 sec): 3 clusters Score: Raw -454919.645189 + Penalty 519.428078 = -454400.217111 nChanged 3 SP:Iteration 45Q (642.253397 sec): 3 clusters Score: Raw -454919.831547 + Penalty 519.428078 = -454400.403469 nChanged 1 SP:Iteration 46Q (642.301749 sec): 3 clusters Score: Raw -454919.890820 + Penalty 519.428078 = -454400.462742 nChanged 2 SP:Iteration 47Q (642.341147 sec): 3 clusters Score: Raw -454919.953663 + Penalty 519.428078 = -454400.525585 nChanged 2 SP:Iteration 48Q (642.389727 sec): 3 clusters Score: Raw -454920.060306 + Penalty 519.428078 = -454400.632228 nChanged 2 SP:Iteration 49Q (642.441740 sec): 3 clusters Score: Raw -454920.161643 + Penalty 519.428078 = -454400.733565 nChanged 2 SP:Iteration 50Q (642.489683 sec): 3 clusters Score: Raw -454920.272573 + Penalty 519.428078 = -454400.844495 nChanged 1 SP:Iteration 51Q (642.543491 sec): 3 clusters Score: Raw -454920.347639 + Penalty 519.428078 = -454400.919561 nChanged 2 SP:Iteration 52Q (642.584438 sec): 3 clusters Score: Raw -454920.499066 + Penalty 519.428078 = -454401.070988 nChanged 2 SP:Iteration 53Q (642.646686 sec): 3 clusters Score: Raw -454920.702008 + Penalty 519.428078 = -454401.273930 nChanged 4 SP:Iteration 54Q (642.700947 sec): 3 clusters Score: Raw -454921.141101 + Penalty 519.428078 = -454401.713023 nChanged 2 SP:Iteration 55Q (642.743935 sec): 3 clusters Score: Raw -454921.329507 + Penalty 519.428078 = -454401.901430 nChanged 3 SP:Iteration 56Q (642.803453 sec): 3 clusters Score: Raw -454921.674519 + Penalty 519.428078 = -454402.246442 nChanged 1 SP:Iteration 57Q (642.853088 sec): 3 clusters Score: Raw -454921.701606 + Penalty 519.428078 = -454402.273528 nChanged 2 SP:Iteration 58Q (642.902375 sec): 3 clusters Score: Raw -454921.912214 + Penalty 519.428078 = -454402.484136 nChanged 2 SP:Iteration 59Q (642.958818 sec): 3 clusters Score: Raw -454922.259274 + Penalty 519.428078 = -454402.831196 nChanged 2 SP:Iteration 60F (643.017785 sec): 3 clusters Score: Raw -454922.382164 + Penalty 519.428078 = -454402.954086 nChanged 3 SP:Iteration 61Q (643.066139 sec): 3 clusters Score: Raw -454922.727994 + Penalty 519.428078 = -454403.299916 nChanged 2 SP:Iteration 62Q (643.106680 sec): 3 clusters Score: Raw -454922.996172 + Penalty 519.428078 = -454403.568094 nChanged 4 SP:Iteration 63Q (643.163661 sec): 3 clusters Score: Raw -454923.330425 + Penalty 519.428078 = -454403.902347 nChanged 3 SP:Iteration 64Q (643.212379 sec): 3 clusters Score: Raw -454923.849500 + Penalty 519.428078 = -454404.421422 nChanged 2 SP:Iteration 65Q (643.264024 sec): 3 clusters Score: Raw -454924.085076 + Penalty 519.428078 = -454404.656999 nChanged 3 SP:Iteration 66Q (643.308180 sec): 3 clusters Score: Raw -454924.425946 + Penalty 519.428078 = -454404.997869 nChanged 3 SP:Iteration 67Q (643.367364 sec): 3 clusters Score: Raw -454924.627682 + Penalty 519.428078 = -454405.199605 nChanged 1 SP:Iteration 68Q (643.411902 sec): 3 clusters Score: Raw -454924.706476 + Penalty 519.428078 = -454405.278398 nChanged 0 SP:Iteration 69F (643.461131 sec): 3 clusters Score: Raw -454924.706476 + Penalty 519.428078 = -454405.278398 nChanged 0 Trying to split cluster 14 (4119 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (643.490488 sec): 2 clusters Score: Raw -134057.338122 + Penalty 228.892557 = -133828.445566 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (643.534179 sec): 3 clusters Score: Raw -131484.174540 + Penalty 457.785113 = -131026.389427 nChanged 1977 SP:Iteration 1F (643.577901 sec): 3 clusters Score: Raw -132787.803104 + Penalty 457.785113 = -132330.017991 nChanged 361 SP:Iteration 2F (643.623487 sec): 3 clusters Score: Raw -133007.533399 + Penalty 457.785113 = -132549.748286 nChanged 282 SP:Iteration 3F (643.669099 sec): 3 clusters Score: Raw -133183.621747 + Penalty 457.785113 = -132725.836634 nChanged 249 SP:Iteration 4F (643.706693 sec): 3 clusters Score: Raw -133349.745877 + Penalty 457.785113 = -132891.960764 nChanged 228 SP:Iteration 5F (643.750022 sec): 3 clusters Score: Raw -133515.594527 + Penalty 457.785113 = -133057.809413 nChanged 185 SP:Iteration 6Q (643.794311 sec): 3 clusters Score: Raw -133663.780466 + Penalty 457.785113 = -133205.995353 nChanged 165 SP:Iteration 7Q (643.811536 sec): 3 clusters Score: Raw -133843.368521 + Penalty 457.785113 = -133385.583407 nChanged 142 SP:Iteration 8Q (643.820394 sec): 3 clusters Score: Raw -134021.838036 + Penalty 457.785113 = -133564.052923 nChanged 109 SP:Iteration 9Q (643.828727 sec): 3 clusters Score: Raw -134139.136079 + Penalty 457.785113 = -133681.350966 nChanged 79 SP:Iteration 10Q (643.837029 sec): 3 clusters Score: Raw -134215.560108 + Penalty 457.785113 = -133757.774995 nChanged 46 SP:Iteration 11Q (643.845340 sec): 3 clusters Score: Raw -134275.272267 + Penalty 457.785113 = -133817.487154 nChanged 36 SP:Iteration 12Q (643.853535 sec): 3 clusters Score: Raw -134302.317526 + Penalty 457.785113 = -133844.532413 nChanged 27 SP:Iteration 13Q (643.861695 sec): 3 clusters Score: Raw -134316.653488 + Penalty 457.785113 = -133858.868375 nChanged 24 SP:Iteration 14Q (643.869877 sec): 3 clusters Score: Raw -134333.477692 + Penalty 457.785113 = -133875.692579 nChanged 23 SP:Iteration 15Q (643.878029 sec): 3 clusters Score: Raw -134347.730638 + Penalty 457.785113 = -133889.945525 nChanged 19 SP:Iteration 16Q (643.886194 sec): 3 clusters Score: Raw -134355.034551 + Penalty 457.785113 = -133897.249438 nChanged 10 SP:Iteration 17Q (643.894370 sec): 3 clusters Score: Raw -134356.685505 + Penalty 457.785113 = -133898.900392 nChanged 6 SP:Iteration 18Q (643.902550 sec): 3 clusters Score: Raw -134357.341268 + Penalty 457.785113 = -133899.556155 nChanged 4 SP:Iteration 19Q (643.910740 sec): 3 clusters Score: Raw -134357.760423 + Penalty 457.785113 = -133899.975310 nChanged 3 SP:Iteration 20F (643.919135 sec): 3 clusters Score: Raw -134357.973075 + Penalty 457.785113 = -133900.187962 nChanged 0 Score: Raw -4182537.355244 + Penalty 10329.913410 = -4172207.441834 Splitting cluster 14 changes total score from -4172229.616675 to -4172207.441834 So it's not getting split. Trying to split cluster 15 (15649 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (645.510650 sec): 2 clusters Score: Raw -596020.589019 + Penalty 265.599463 = -595754.989555 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (645.574916 sec): 3 clusters Score: Raw -585883.149080 + Penalty 531.198926 = -585351.950154 nChanged 7537 SP:Iteration 1F (645.632288 sec): 3 clusters Score: Raw -590467.643441 + Penalty 531.198926 = -589936.444515 nChanged 807 SP:Iteration 2F (645.686820 sec): 3 clusters Score: Raw -590918.311756 + Penalty 531.198926 = -590387.112830 nChanged 931 SP:Iteration 3F (645.740354 sec): 3 clusters Score: Raw -591576.605700 + Penalty 531.198926 = -591045.406774 nChanged 1026 SP:Iteration 4F (645.784666 sec): 3 clusters Score: Raw -592407.043290 + Penalty 531.198926 = -591875.844364 nChanged 991 SP:Iteration 5F (645.843381 sec): 3 clusters Score: Raw -593061.436205 + Penalty 531.198926 = -592530.237279 nChanged 724 SP:Iteration 6Q (645.888101 sec): 3 clusters Score: Raw -593385.292544 + Penalty 531.198926 = -592854.093618 nChanged 458 SP:Iteration 7Q (645.943910 sec): 3 clusters Score: Raw -593519.510240 + Penalty 531.198926 = -592988.311314 nChanged 281 SP:Iteration 8Q (645.999908 sec): 3 clusters Score: Raw -593578.230679 + Penalty 531.198926 = -593047.031752 nChanged 209 SP:Iteration 9Q (646.063811 sec): 3 clusters Score: Raw -593620.512952 + Penalty 531.198926 = -593089.314025 nChanged 185 SP:Iteration 10Q (646.121524 sec): 3 clusters Score: Raw -593656.216121 + Penalty 531.198926 = -593125.017195 nChanged 168 SP:Iteration 11Q (646.168421 sec): 3 clusters Score: Raw -593690.553411 + Penalty 531.198926 = -593159.354485 nChanged 172 SP:Iteration 12Q (646.217918 sec): 3 clusters Score: Raw -593723.229250 + Penalty 531.198926 = -593192.030324 nChanged 162 SP:Iteration 13Q (646.279110 sec): 3 clusters Score: Raw -593752.258530 + Penalty 531.198926 = -593221.059604 nChanged 153 SP:Iteration 14Q (646.340779 sec): 3 clusters Score: Raw -593781.516934 + Penalty 531.198926 = -593250.318008 nChanged 154 SP:Iteration 15Q (646.395373 sec): 3 clusters Score: Raw -593808.115280 + Penalty 531.198926 = -593276.916354 nChanged 137 SP:Iteration 16Q (646.450171 sec): 3 clusters Score: Raw -593831.065112 + Penalty 531.198926 = -593299.866186 nChanged 136 SP:Iteration 17Q (646.512485 sec): 3 clusters Score: Raw -593853.839435 + Penalty 531.198926 = -593322.640509 nChanged 144 SP:Iteration 18Q (646.554022 sec): 3 clusters Score: Raw -593877.198752 + Penalty 531.198926 = -593345.999825 nChanged 141 SP:Iteration 19Q (646.609655 sec): 3 clusters Score: Raw -593899.627804 + Penalty 531.198926 = -593368.428878 nChanged 162 SP:Iteration 20F (646.668610 sec): 3 clusters Score: Raw -593931.298934 + Penalty 531.198926 = -593400.100007 nChanged 186 SP:Iteration 21Q (646.718829 sec): 3 clusters Score: Raw -593973.218709 + Penalty 531.198926 = -593442.019783 nChanged 178 SP:Iteration 22Q (646.778961 sec): 3 clusters Score: Raw -594016.209632 + Penalty 531.198926 = -593485.010706 nChanged 183 SP:Iteration 23Q (646.826154 sec): 3 clusters Score: Raw -594062.341828 + Penalty 531.198926 = -593531.142902 nChanged 212 SP:Iteration 24Q (646.877844 sec): 3 clusters Score: Raw -594122.633910 + Penalty 531.198926 = -593591.434984 nChanged 230 SP:Iteration 25Q (646.918749 sec): 3 clusters Score: Raw -594187.217563 + Penalty 531.198926 = -593656.018637 nChanged 257 SP:Iteration 26Q (646.968346 sec): 3 clusters Score: Raw -594271.991831 + Penalty 531.198926 = -593740.792905 nChanged 294 SP:Iteration 27Q (647.032044 sec): 3 clusters Score: Raw -594379.223310 + Penalty 531.198926 = -593848.024384 nChanged 294 SP:Iteration 28Q (647.080339 sec): 3 clusters Score: Raw -594486.735548 + Penalty 531.198926 = -593955.536621 nChanged 274 SP:Iteration 29Q (647.148255 sec): 3 clusters Score: Raw -594577.642840 + Penalty 531.198926 = -594046.443913 nChanged 262 SP:Iteration 30Q (647.198052 sec): 3 clusters Score: Raw -594661.995634 + Penalty 531.198926 = -594130.796707 nChanged 241 SP:Iteration 31Q (647.248271 sec): 3 clusters Score: Raw -594740.917846 + Penalty 531.198926 = -594209.718920 nChanged 237 SP:Iteration 32Q (647.302337 sec): 3 clusters Score: Raw -594828.927185 + Penalty 531.198926 = -594297.728259 nChanged 255 SP:Iteration 33Q (647.358341 sec): 3 clusters Score: Raw -594928.294924 + Penalty 531.198926 = -594397.095997 nChanged 235 SP:Iteration 34Q (647.417848 sec): 3 clusters Score: Raw -595021.370310 + Penalty 531.198926 = -594490.171384 nChanged 225 SP:Iteration 35Q (647.475634 sec): 3 clusters Score: Raw -595110.478460 + Penalty 531.198926 = -594579.279534 nChanged 221 SP:Iteration 36Q (647.533448 sec): 3 clusters Score: Raw -595206.138785 + Penalty 531.198926 = -594674.939858 nChanged 231 SP:Iteration 37Q (647.578689 sec): 3 clusters Score: Raw -595319.716311 + Penalty 531.198926 = -594788.517384 nChanged 230 SP:Iteration 38Q (647.626678 sec): 3 clusters Score: Raw -595440.015616 + Penalty 531.198926 = -594908.816690 nChanged 197 SP:Iteration 39Q (647.679479 sec): 3 clusters Score: Raw -595545.073328 + Penalty 531.198926 = -595013.874402 nChanged 159 SP:Iteration 40F (647.735900 sec): 3 clusters Score: Raw -595633.967622 + Penalty 531.198926 = -595102.768696 nChanged 155 SP:Iteration 41Q (647.790237 sec): 3 clusters Score: Raw -595725.452949 + Penalty 531.198926 = -595194.254023 nChanged 125 SP:Iteration 42Q (647.847873 sec): 3 clusters Score: Raw -595796.672118 + Penalty 531.198926 = -595265.473191 nChanged 104 SP:Iteration 43Q (647.901994 sec): 3 clusters Score: Raw -595859.131440 + Penalty 531.198926 = -595327.932513 nChanged 84 SP:Iteration 44Q (647.956188 sec): 3 clusters Score: Raw -595906.869244 + Penalty 531.198926 = -595375.670317 nChanged 50 SP:Iteration 45Q (648.007168 sec): 3 clusters Score: Raw -595933.035077 + Penalty 531.198926 = -595401.836151 nChanged 52 SP:Iteration 46Q (648.066761 sec): 3 clusters Score: Raw -595957.593122 + Penalty 531.198926 = -595426.394195 nChanged 34 SP:Iteration 47Q (648.112830 sec): 3 clusters Score: Raw -595976.550773 + Penalty 531.198926 = -595445.351847 nChanged 29 SP:Iteration 48Q (648.167598 sec): 3 clusters Score: Raw -595990.027738 + Penalty 531.198926 = -595458.828811 nChanged 33 SP:Iteration 49Q (648.225935 sec): 3 clusters Score: Raw -596008.976100 + Penalty 531.198926 = -595477.777173 nChanged 25 SP:Iteration 50Q (648.272297 sec): 3 clusters Score: Raw -596024.376707 + Penalty 531.198926 = -595493.177781 nChanged 20 SP:Iteration 51Q (648.327217 sec): 3 clusters Score: Raw -596036.389568 + Penalty 531.198926 = -595505.190642 nChanged 15 SP:Iteration 52Q (648.379869 sec): 3 clusters Score: Raw -596045.841603 + Penalty 531.198926 = -595514.642677 nChanged 9 SP:Iteration 53Q (648.432947 sec): 3 clusters Score: Raw -596048.893465 + Penalty 531.198926 = -595517.694539 nChanged 5 SP:Iteration 54Q (648.481243 sec): 3 clusters Score: Raw -596051.218525 + Penalty 531.198926 = -595520.019599 nChanged 5 SP:Iteration 55Q (648.533929 sec): 3 clusters Score: Raw -596053.320618 + Penalty 531.198926 = -595522.121692 nChanged 5 SP:Iteration 56Q (648.585519 sec): 3 clusters Score: Raw -596054.740841 + Penalty 531.198926 = -595523.541915 nChanged 3 SP:Iteration 57Q (648.641633 sec): 3 clusters Score: Raw -596057.210378 + Penalty 531.198926 = -595526.011452 nChanged 5 SP:Iteration 58Q (648.690855 sec): 3 clusters Score: Raw -596058.766455 + Penalty 531.198926 = -595527.567529 nChanged 3 SP:Iteration 59Q (648.757981 sec): 3 clusters Score: Raw -596059.697317 + Penalty 531.198926 = -595528.498391 nChanged 1 SP:Iteration 60F (648.813659 sec): 3 clusters Score: Raw -596059.802317 + Penalty 531.198926 = -595528.603391 nChanged 1 SP:Iteration 61Q (648.866888 sec): 3 clusters Score: Raw -596059.890405 + Penalty 531.198926 = -595528.691479 nChanged 0 SP:Iteration 62F (648.917943 sec): 3 clusters Score: Raw -596059.890405 + Penalty 531.198926 = -595528.691479 nChanged 0 Trying to split cluster 16 (984 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (648.935982 sec): 2 clusters Score: Raw -30481.211009 + Penalty 189.519712 = -30291.691297 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (648.967203 sec): 3 clusters Score: Raw -29953.842489 + Penalty 379.039424 = -29574.803064 nChanged 415 SP:Iteration 1F (649.012900 sec): 3 clusters Score: Raw -30213.268122 + Penalty 379.039424 = -29834.228698 nChanged 91 SP:Iteration 2F (649.060764 sec): 3 clusters Score: Raw -30288.963112 + Penalty 379.039424 = -29909.923688 nChanged 80 SP:Iteration 3F (649.110819 sec): 3 clusters Score: Raw -30388.922116 + Penalty 379.039424 = -30009.882692 nChanged 72 SP:Iteration 4F (649.155693 sec): 3 clusters Score: Raw -30494.195476 + Penalty 379.039424 = -30115.156051 nChanged 62 SP:Iteration 5F (649.206116 sec): 3 clusters Score: Raw -30616.094527 + Penalty 379.039424 = -30237.055103 nChanged 45 SP:Iteration 6Q (649.264476 sec): 3 clusters Score: Raw -30661.682873 + Penalty 379.039424 = -30282.643448 nChanged 27 SP:Iteration 7Q (649.300665 sec): 3 clusters Score: Raw -30681.725199 + Penalty 379.039424 = -30302.685775 nChanged 25 SP:Iteration 8Q (649.343453 sec): 3 clusters Score: Raw -30696.882862 + Penalty 379.039424 = -30317.843438 nChanged 22 SP:Iteration 9Q (649.392650 sec): 3 clusters Score: Raw -30708.334872 + Penalty 379.039424 = -30329.295448 nChanged 13 SP:Iteration 10Q (649.441825 sec): 3 clusters Score: Raw -30713.203136 + Penalty 379.039424 = -30334.163712 nChanged 4 SP:Iteration 11Q (649.487488 sec): 3 clusters Score: Raw -30714.536742 + Penalty 379.039424 = -30335.497317 nChanged 2 SP:Iteration 12Q (649.529866 sec): 3 clusters Score: Raw -30714.866509 + Penalty 379.039424 = -30335.827085 nChanged 0 SP:Iteration 13F (649.570520 sec): 3 clusters Score: Raw -30714.866509 + Penalty 379.039424 = -30335.827085 nChanged 0 Score: Raw -4182470.375791 + Penalty 10329.913410 = -4172140.462381 Splitting cluster 16 changes total score from -4172229.616675 to -4172140.462381 So it's not getting split. Trying to split cluster 17 (1098 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (651.058103 sec): 2 clusters Score: Raw -41361.177482 + Penalty 192.534255 = -41168.643228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (651.106043 sec): 3 clusters Score: Raw -40765.166824 + Penalty 385.068509 = -40380.098315 nChanged 469 SP:Iteration 1F (651.152230 sec): 3 clusters Score: Raw -41035.671278 + Penalty 385.068509 = -40650.602769 nChanged 114 SP:Iteration 2F (651.197008 sec): 3 clusters Score: Raw -41137.168401 + Penalty 385.068509 = -40752.099892 nChanged 94 SP:Iteration 3F (651.242047 sec): 3 clusters Score: Raw -41221.225183 + Penalty 385.068509 = -40836.156674 nChanged 73 SP:Iteration 4F (651.276145 sec): 3 clusters Score: Raw -41279.784961 + Penalty 385.068509 = -40894.716451 nChanged 42 SP:Iteration 5Q (651.324475 sec): 3 clusters Score: Raw -41315.650489 + Penalty 385.068509 = -40930.581980 nChanged 34 SP:Iteration 6Q (651.372286 sec): 3 clusters Score: Raw -41349.930411 + Penalty 385.068509 = -40964.861902 nChanged 17 SP:Iteration 7Q (651.411969 sec): 3 clusters Score: Raw -41365.313241 + Penalty 385.068509 = -40980.244732 nChanged 11 SP:Iteration 8Q (651.442372 sec): 3 clusters Score: Raw -41377.451299 + Penalty 385.068509 = -40992.382790 nChanged 11 SP:Iteration 9Q (651.486326 sec): 3 clusters Score: Raw -41386.570224 + Penalty 385.068509 = -41001.501715 nChanged 5 SP:Iteration 10Q (651.537323 sec): 3 clusters Score: Raw -41390.423098 + Penalty 385.068509 = -41005.354588 nChanged 3 SP:Iteration 11Q (651.577334 sec): 3 clusters Score: Raw -41392.148337 + Penalty 385.068509 = -41007.079828 nChanged 3 SP:Iteration 12Q (651.614838 sec): 3 clusters Score: Raw -41393.016751 + Penalty 385.068509 = -41007.948241 nChanged 0 SP:Iteration 13F (651.658490 sec): 3 clusters Score: Raw -41393.016751 + Penalty 385.068509 = -41007.948241 nChanged 0 Trying to split cluster 18 (18070 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (651.698271 sec): 2 clusters Score: Raw -662291.086087 + Penalty 269.555231 = -662021.530856 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (651.760679 sec): 3 clusters Score: Raw -650425.279222 + Penalty 539.110461 = -649886.168761 nChanged 8711 SP:Iteration 1F (651.806010 sec): 3 clusters Score: Raw -655739.586993 + Penalty 539.110461 = -655200.476532 nChanged 1004 SP:Iteration 2F (651.866748 sec): 3 clusters Score: Raw -656232.696413 + Penalty 539.110461 = -655693.585952 nChanged 1011 SP:Iteration 3F (651.914222 sec): 3 clusters Score: Raw -656813.551982 + Penalty 539.110461 = -656274.441521 nChanged 999 SP:Iteration 4F (651.976122 sec): 3 clusters Score: Raw -657444.242724 + Penalty 539.110461 = -656905.132263 nChanged 1051 SP:Iteration 5F (652.005461 sec): 3 clusters Score: Raw -658114.971393 + Penalty 539.110461 = -657575.860932 nChanged 926 SP:Iteration 6F (652.072684 sec): 3 clusters Score: Raw -658661.653648 + Penalty 539.110461 = -658122.543187 nChanged 886 SP:Iteration 7Q (652.119811 sec): 3 clusters Score: Raw -659170.061642 + Penalty 539.110461 = -658630.951181 nChanged 820 SP:Iteration 8Q (652.178581 sec): 3 clusters Score: Raw -659630.856437 + Penalty 539.110461 = -659091.745976 nChanged 761 SP:Iteration 9Q (652.234094 sec): 3 clusters Score: Raw -660059.509726 + Penalty 539.110461 = -659520.399265 nChanged 677 SP:Iteration 10Q (652.286255 sec): 3 clusters Score: Raw -660455.561227 + Penalty 539.110461 = -659916.450766 nChanged 635 SP:Iteration 11Q (652.338391 sec): 3 clusters Score: Raw -660851.215666 + Penalty 539.110461 = -660312.105205 nChanged 572 SP:Iteration 12Q (652.399319 sec): 3 clusters Score: Raw -661225.138175 + Penalty 539.110461 = -660686.027714 nChanged 443 SP:Iteration 13Q (652.449698 sec): 3 clusters Score: Raw -661518.235559 + Penalty 539.110461 = -660979.125097 nChanged 348 SP:Iteration 14Q (652.516109 sec): 3 clusters Score: Raw -661732.369655 + Penalty 539.110461 = -661193.259194 nChanged 248 SP:Iteration 15Q (652.565408 sec): 3 clusters Score: Raw -661891.680032 + Penalty 539.110461 = -661352.569571 nChanged 187 SP:Iteration 16Q (652.627190 sec): 3 clusters Score: Raw -662009.437832 + Penalty 539.110461 = -661470.327371 nChanged 152 SP:Iteration 17Q (652.668955 sec): 3 clusters Score: Raw -662098.705009 + Penalty 539.110461 = -661559.594548 nChanged 119 SP:Iteration 18Q (652.728026 sec): 3 clusters Score: Raw -662159.626885 + Penalty 539.110461 = -661620.516424 nChanged 79 SP:Iteration 19Q (652.780471 sec): 3 clusters Score: Raw -662203.816441 + Penalty 539.110461 = -661664.705980 nChanged 63 SP:Iteration 20F (652.835568 sec): 3 clusters Score: Raw -662241.881961 + Penalty 539.110461 = -661702.771500 nChanged 38 SP:Iteration 21Q (652.886842 sec): 3 clusters Score: Raw -662257.551186 + Penalty 539.110461 = -661718.440725 nChanged 28 SP:Iteration 22Q (652.932423 sec): 3 clusters Score: Raw -662267.188303 + Penalty 539.110461 = -661728.077841 nChanged 30 SP:Iteration 23Q (652.987926 sec): 3 clusters Score: Raw -662281.602828 + Penalty 539.110461 = -661742.492367 nChanged 20 SP:Iteration 24Q (653.049207 sec): 3 clusters Score: Raw -662293.286450 + Penalty 539.110461 = -661754.175989 nChanged 17 SP:Iteration 25Q (653.086698 sec): 3 clusters Score: Raw -662300.980368 + Penalty 539.110461 = -661761.869907 nChanged 16 SP:Iteration 26Q (653.148760 sec): 3 clusters Score: Raw -662305.924861 + Penalty 539.110461 = -661766.814400 nChanged 18 SP:Iteration 27Q (653.207776 sec): 3 clusters Score: Raw -662312.391561 + Penalty 539.110461 = -661773.281100 nChanged 14 SP:Iteration 28Q (653.260332 sec): 3 clusters Score: Raw -662320.092055 + Penalty 539.110461 = -661780.981594 nChanged 10 SP:Iteration 29Q (653.313071 sec): 3 clusters Score: Raw -662324.091363 + Penalty 539.110461 = -661784.980902 nChanged 11 SP:Iteration 30Q (653.334364 sec): 3 clusters Score: Raw -662328.931975 + Penalty 539.110461 = -661789.821514 nChanged 9 SP:Iteration 31Q (653.357530 sec): 3 clusters Score: Raw -662331.926516 + Penalty 539.110461 = -661792.816055 nChanged 7 SP:Iteration 32Q (653.428269 sec): 3 clusters Score: Raw -662334.184975 + Penalty 539.110461 = -661795.074514 nChanged 3 SP:Iteration 33Q (653.476756 sec): 3 clusters Score: Raw -662335.470647 + Penalty 539.110461 = -661796.360186 nChanged 1 SP:Iteration 34Q (653.540696 sec): 3 clusters Score: Raw -662335.753269 + Penalty 539.110461 = -661796.642808 nChanged 1 SP:Iteration 35Q (653.602736 sec): 3 clusters Score: Raw -662336.103135 + Penalty 539.110461 = -661796.992674 nChanged 0 SP:Iteration 36F (653.654739 sec): 3 clusters Score: Raw -662336.103135 + Penalty 539.110461 = -661796.992674 nChanged 0 Trying to split cluster 19 (406 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (653.665932 sec): 2 clusters Score: Raw -14971.383144 + Penalty 165.174712 = -14806.208432 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (653.714153 sec): 3 clusters Score: Raw -14775.381018 + Penalty 330.349424 = -14445.031594 nChanged 149 SP:Iteration 1F (653.761198 sec): 3 clusters Score: Raw -14880.868611 + Penalty 330.349424 = -14550.519187 nChanged 37 SP:Iteration 2F (653.806074 sec): 3 clusters Score: Raw -14919.541997 + Penalty 330.349424 = -14589.192573 nChanged 23 SP:Iteration 3F (653.862233 sec): 3 clusters Score: Raw -14940.469685 + Penalty 330.349424 = -14610.120261 nChanged 14 SP:Iteration 4Q (653.901404 sec): 3 clusters Score: Raw -14947.712735 + Penalty 330.349424 = -14617.363311 nChanged 12 SP:Iteration 5Q (653.943077 sec): 3 clusters Score: Raw -14956.397848 + Penalty 330.349424 = -14626.048425 nChanged 7 SP:Iteration 6Q (653.991568 sec): 3 clusters Score: Raw -14960.722576 + Penalty 330.349424 = -14630.373153 nChanged 3 SP:Iteration 7Q (654.029760 sec): 3 clusters Score: Raw -14962.712312 + Penalty 330.349424 = -14632.362889 nChanged 1 SP:Iteration 8Q (654.071157 sec): 3 clusters Score: Raw -14962.918521 + Penalty 330.349424 = -14632.569097 nChanged 1 SP:Iteration 9Q (654.114580 sec): 3 clusters Score: Raw -14964.449184 + Penalty 330.349424 = -14634.099760 nChanged 3 SP:Iteration 10Q (654.159246 sec): 3 clusters Score: Raw -14967.576607 + Penalty 330.349424 = -14637.227183 nChanged 3 SP:Iteration 11Q (654.198521 sec): 3 clusters Score: Raw -14970.253361 + Penalty 330.349424 = -14639.903938 nChanged 5 SP:Iteration 12Q (654.234025 sec): 3 clusters Score: Raw -14972.939228 + Penalty 330.349424 = -14642.589804 nChanged 3 SP:Iteration 13Q (654.277245 sec): 3 clusters Score: Raw -14973.691812 + Penalty 330.349424 = -14643.342388 nChanged 1 SP:Iteration 14Q (654.320889 sec): 3 clusters Score: Raw -14974.208035 + Penalty 330.349424 = -14643.858611 nChanged 3 SP:Iteration 15Q (654.361805 sec): 3 clusters Score: Raw -14975.795547 + Penalty 330.349424 = -14645.446123 nChanged 1 SP:Iteration 16Q (654.402713 sec): 3 clusters Score: Raw -14976.062104 + Penalty 330.349424 = -14645.712681 nChanged 1 SP:Iteration 17Q (654.452252 sec): 3 clusters Score: Raw -14976.293350 + Penalty 330.349424 = -14645.943926 nChanged 2 SP:Iteration 18Q (654.486919 sec): 3 clusters Score: Raw -14976.642449 + Penalty 330.349424 = -14646.293025 nChanged 1 SP:Iteration 19Q (654.540214 sec): 3 clusters Score: Raw -14976.857745 + Penalty 330.349424 = -14646.508321 nChanged 1 SP:Iteration 20F (654.586181 sec): 3 clusters Score: Raw -14977.085966 + Penalty 330.349424 = -14646.736542 nChanged 0 Trying to split cluster 20 (615 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (654.611050 sec): 2 clusters Score: Raw -20239.641068 + Penalty 176.594612 = -20063.046456 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (654.649930 sec): 3 clusters Score: Raw -19942.792817 + Penalty 353.189225 = -19589.603593 nChanged 252 SP:Iteration 1F (654.695820 sec): 3 clusters Score: Raw -20121.522109 + Penalty 353.189225 = -19768.332884 nChanged 64 SP:Iteration 2F (654.731995 sec): 3 clusters Score: Raw -20179.763907 + Penalty 353.189225 = -19826.574682 nChanged 37 SP:Iteration 3F (654.734142 sec): 3 clusters Score: Raw -20199.477938 + Penalty 353.189225 = -19846.288714 nChanged 24 SP:Iteration 4Q (654.736233 sec): 3 clusters Score: Raw -20218.376969 + Penalty 353.189225 = -19865.187744 nChanged 25 SP:Iteration 5Q (654.737974 sec): 3 clusters Score: Raw -20237.666606 + Penalty 353.189225 = -19884.477381 nChanged 25 SP:Iteration 6Q (654.739698 sec): 3 clusters Score: Raw -20264.142280 + Penalty 353.189225 = -19910.953056 nChanged 22 SP:Iteration 7Q (654.741406 sec): 3 clusters Score: Raw -20282.039382 + Penalty 353.189225 = -19928.850157 nChanged 17 SP:Iteration 8Q (654.743103 sec): 3 clusters Score: Raw -20302.406787 + Penalty 353.189225 = -19949.217563 nChanged 20 SP:Iteration 9Q (654.744803 sec): 3 clusters Score: Raw -20329.850551 + Penalty 353.189225 = -19976.661326 nChanged 20 SP:Iteration 10Q (654.746495 sec): 3 clusters Score: Raw -20364.681298 + Penalty 353.189225 = -20011.492073 nChanged 12 SP:Iteration 11Q (654.748174 sec): 3 clusters Score: Raw -20375.351409 + Penalty 353.189225 = -20022.162184 nChanged 11 SP:Iteration 12Q (654.749854 sec): 3 clusters Score: Raw -20384.545081 + Penalty 353.189225 = -20031.355856 nChanged 7 SP:Iteration 13Q (654.751535 sec): 3 clusters Score: Raw -20392.317548 + Penalty 353.189225 = -20039.128324 nChanged 9 SP:Iteration 14Q (654.753218 sec): 3 clusters Score: Raw -20401.155001 + Penalty 353.189225 = -20047.965776 nChanged 7 SP:Iteration 15Q (654.754893 sec): 3 clusters Score: Raw -20404.908525 + Penalty 353.189225 = -20051.719301 nChanged 0 SP:Iteration 16F (654.756567 sec): 3 clusters Score: Raw -20404.908525 + Penalty 353.189225 = -20051.719301 nChanged 0 Trying to split cluster 21 (5083 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (654.785409 sec): 2 clusters Score: Raw -191853.472553 + Penalty 234.675565 = -191618.796988 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (654.834550 sec): 3 clusters Score: Raw -188671.271585 + Penalty 469.351130 = -188201.920455 nChanged 2325 SP:Iteration 1F (654.878185 sec): 3 clusters Score: Raw -190247.138662 + Penalty 469.351130 = -189777.787531 nChanged 426 SP:Iteration 2F (654.930553 sec): 3 clusters Score: Raw -190557.026068 + Penalty 469.351130 = -190087.674938 nChanged 330 SP:Iteration 3F (654.989692 sec): 3 clusters Score: Raw -190790.049709 + Penalty 469.351130 = -190320.698578 nChanged 258 SP:Iteration 4F (655.038409 sec): 3 clusters Score: Raw -190912.800856 + Penalty 469.351130 = -190443.449726 nChanged 207 SP:Iteration 5Q (655.078831 sec): 3 clusters Score: Raw -190993.467413 + Penalty 469.351130 = -190524.116283 nChanged 177 SP:Iteration 6Q (655.130184 sec): 3 clusters Score: Raw -191060.226559 + Penalty 469.351130 = -190590.875429 nChanged 150 SP:Iteration 7Q (655.170316 sec): 3 clusters Score: Raw -191113.020471 + Penalty 469.351130 = -190643.669341 nChanged 132 SP:Iteration 8Q (655.221811 sec): 3 clusters Score: Raw -191153.598637 + Penalty 469.351130 = -190684.247507 nChanged 117 SP:Iteration 9Q (655.269643 sec): 3 clusters Score: Raw -191192.901678 + Penalty 469.351130 = -190723.550547 nChanged 104 SP:Iteration 10Q (655.311351 sec): 3 clusters Score: Raw -191222.754359 + Penalty 469.351130 = -190753.403228 nChanged 93 SP:Iteration 11Q (655.353754 sec): 3 clusters Score: Raw -191245.486594 + Penalty 469.351130 = -190776.135463 nChanged 76 SP:Iteration 12Q (655.406742 sec): 3 clusters Score: Raw -191259.217721 + Penalty 469.351130 = -190789.866590 nChanged 59 SP:Iteration 13Q (655.443951 sec): 3 clusters Score: Raw -191269.352208 + Penalty 469.351130 = -190800.001078 nChanged 52 SP:Iteration 14Q (655.497821 sec): 3 clusters Score: Raw -191277.055247 + Penalty 469.351130 = -190807.704117 nChanged 46 SP:Iteration 15Q (655.531421 sec): 3 clusters Score: Raw -191285.918959 + Penalty 469.351130 = -190816.567829 nChanged 43 SP:Iteration 16Q (655.582223 sec): 3 clusters Score: Raw -191294.989323 + Penalty 469.351130 = -190825.638192 nChanged 47 SP:Iteration 17Q (655.635704 sec): 3 clusters Score: Raw -191301.265222 + Penalty 469.351130 = -190831.914091 nChanged 35 SP:Iteration 18Q (655.679176 sec): 3 clusters Score: Raw -191306.160300 + Penalty 469.351130 = -190836.809169 nChanged 33 SP:Iteration 19Q (655.730474 sec): 3 clusters Score: Raw -191310.363925 + Penalty 469.351130 = -190841.012794 nChanged 28 SP:Iteration 20F (655.769664 sec): 3 clusters Score: Raw -191314.304638 + Penalty 469.351130 = -190844.953508 nChanged 28 SP:Iteration 21Q (655.816837 sec): 3 clusters Score: Raw -191317.839057 + Penalty 469.351130 = -190848.487926 nChanged 20 SP:Iteration 22Q (655.855682 sec): 3 clusters Score: Raw -191319.859075 + Penalty 469.351130 = -190850.507944 nChanged 21 SP:Iteration 23Q (655.908961 sec): 3 clusters Score: Raw -191321.797897 + Penalty 469.351130 = -190852.446766 nChanged 21 SP:Iteration 24Q (655.959721 sec): 3 clusters Score: Raw -191323.873827 + Penalty 469.351130 = -190854.522697 nChanged 18 SP:Iteration 25Q (656.013726 sec): 3 clusters Score: Raw -191325.383953 + Penalty 469.351130 = -190856.032822 nChanged 16 SP:Iteration 26Q (656.050093 sec): 3 clusters Score: Raw -191326.826448 + Penalty 469.351130 = -190857.475318 nChanged 21 SP:Iteration 27Q (656.060466 sec): 3 clusters Score: Raw -191329.505193 + Penalty 469.351130 = -190860.154062 nChanged 23 SP:Iteration 28Q (656.070838 sec): 3 clusters Score: Raw -191332.189287 + Penalty 469.351130 = -190862.838157 nChanged 29 SP:Iteration 29Q (656.081160 sec): 3 clusters Score: Raw -191336.426775 + Penalty 469.351130 = -190867.075645 nChanged 29 SP:Iteration 30Q (656.095197 sec): 3 clusters Score: Raw -191340.625375 + Penalty 469.351130 = -190871.274245 nChanged 33 SP:Iteration 31Q (656.110641 sec): 3 clusters Score: Raw -191345.258748 + Penalty 469.351130 = -190875.907618 nChanged 36 SP:Iteration 32Q (656.120958 sec): 3 clusters Score: Raw -191351.388717 + Penalty 469.351130 = -190882.037587 nChanged 42 SP:Iteration 33Q (656.131257 sec): 3 clusters Score: Raw -191359.975227 + Penalty 469.351130 = -190890.624096 nChanged 51 SP:Iteration 34Q (656.154190 sec): 3 clusters Score: Raw -191371.466525 + Penalty 469.351130 = -190902.115394 nChanged 43 SP:Iteration 35Q (656.205412 sec): 3 clusters Score: Raw -191383.544552 + Penalty 469.351130 = -190914.193421 nChanged 51 SP:Iteration 36Q (656.256120 sec): 3 clusters Score: Raw -191397.858811 + Penalty 469.351130 = -190928.507680 nChanged 48 SP:Iteration 37Q (656.293734 sec): 3 clusters Score: Raw -191409.942950 + Penalty 469.351130 = -190940.591819 nChanged 45 SP:Iteration 38Q (656.341689 sec): 3 clusters Score: Raw -191422.518733 + Penalty 469.351130 = -190953.167602 nChanged 50 SP:Iteration 39Q (656.398735 sec): 3 clusters Score: Raw -191438.298999 + Penalty 469.351130 = -190968.947869 nChanged 58 SP:Iteration 40F (656.440603 sec): 3 clusters Score: Raw -191458.910229 + Penalty 469.351130 = -190989.559099 nChanged 57 SP:Iteration 41Q (656.489111 sec): 3 clusters Score: Raw -191478.667425 + Penalty 469.351130 = -191009.316295 nChanged 70 SP:Iteration 42Q (656.528824 sec): 3 clusters Score: Raw -191503.195853 + Penalty 469.351130 = -191033.844722 nChanged 71 SP:Iteration 43Q (656.580339 sec): 3 clusters Score: Raw -191531.752378 + Penalty 469.351130 = -191062.401248 nChanged 70 SP:Iteration 44Q (656.631217 sec): 3 clusters Score: Raw -191558.553203 + Penalty 469.351130 = -191089.202073 nChanged 68 SP:Iteration 45Q (656.685064 sec): 3 clusters Score: Raw -191582.677980 + Penalty 469.351130 = -191113.326849 nChanged 61 SP:Iteration 46Q (656.727647 sec): 3 clusters Score: Raw -191604.263752 + Penalty 469.351130 = -191134.912621 nChanged 62 SP:Iteration 47Q (656.779725 sec): 3 clusters Score: Raw -191626.804118 + Penalty 469.351130 = -191157.452987 nChanged 55 SP:Iteration 48Q (656.827343 sec): 3 clusters Score: Raw -191647.766081 + Penalty 469.351130 = -191178.414950 nChanged 60 SP:Iteration 49Q (656.868913 sec): 3 clusters Score: Raw -191684.054624 + Penalty 469.351130 = -191214.703494 nChanged 61 SP:Iteration 50Q (656.925492 sec): 3 clusters Score: Raw -191719.433583 + Penalty 469.351130 = -191250.082452 nChanged 51 SP:Iteration 51Q (656.969891 sec): 3 clusters Score: Raw -191745.710418 + Penalty 469.351130 = -191276.359287 nChanged 50 SP:Iteration 52Q (657.016069 sec): 3 clusters Score: Raw -191770.639160 + Penalty 469.351130 = -191301.288030 nChanged 41 SP:Iteration 53Q (657.067747 sec): 3 clusters Score: Raw -191794.821021 + Penalty 469.351130 = -191325.469891 nChanged 31 SP:Iteration 54Q (657.108616 sec): 3 clusters Score: Raw -191812.739955 + Penalty 469.351130 = -191343.388825 nChanged 29 SP:Iteration 55Q (657.156292 sec): 3 clusters Score: Raw -191831.628746 + Penalty 469.351130 = -191362.277615 nChanged 21 SP:Iteration 56Q (657.205415 sec): 3 clusters Score: Raw -191840.921876 + Penalty 469.351130 = -191371.570745 nChanged 12 SP:Iteration 57Q (657.249046 sec): 3 clusters Score: Raw -191846.532423 + Penalty 469.351130 = -191377.181292 nChanged 9 SP:Iteration 58Q (657.312916 sec): 3 clusters Score: Raw -191850.466507 + Penalty 469.351130 = -191381.115376 nChanged 10 SP:Iteration 59Q (657.354636 sec): 3 clusters Score: Raw -191855.626806 + Penalty 469.351130 = -191386.275675 nChanged 3 SP:Iteration 60F (657.394547 sec): 3 clusters Score: Raw -191856.778914 + Penalty 469.351130 = -191387.427784 nChanged 4 SP:Iteration 61Q (657.445205 sec): 3 clusters Score: Raw -191859.134609 + Penalty 469.351130 = -191389.783479 nChanged 3 SP:Iteration 62Q (657.494702 sec): 3 clusters Score: Raw -191864.133867 + Penalty 469.351130 = -191394.782737 nChanged 3 SP:Iteration 63Q (657.545078 sec): 3 clusters Score: Raw -191866.994804 + Penalty 469.351130 = -191397.643673 nChanged 3 SP:Iteration 64Q (657.592267 sec): 3 clusters Score: Raw -191869.248150 + Penalty 469.351130 = -191399.897019 nChanged 3 SP:Iteration 65Q (657.653633 sec): 3 clusters Score: Raw -191870.179053 + Penalty 469.351130 = -191400.827923 nChanged 2 SP:Iteration 66Q (657.685651 sec): 3 clusters Score: Raw -191873.994678 + Penalty 469.351130 = -191404.643547 nChanged 5 SP:Iteration 67Q (657.731246 sec): 3 clusters Score: Raw -191878.913351 + Penalty 469.351130 = -191409.562221 nChanged 7 SP:Iteration 68Q (657.780971 sec): 3 clusters Score: Raw -191889.129133 + Penalty 469.351130 = -191419.778002 nChanged 5 SP:Iteration 69Q (657.831511 sec): 3 clusters Score: Raw -191893.547020 + Penalty 469.351130 = -191424.195889 nChanged 6 SP:Iteration 70Q (657.872234 sec): 3 clusters Score: Raw -191896.523941 + Penalty 469.351130 = -191427.172811 nChanged 4 SP:Iteration 71Q (657.923045 sec): 3 clusters Score: Raw -191898.256965 + Penalty 469.351130 = -191428.905835 nChanged 1 SP:Iteration 72Q (657.963546 sec): 3 clusters Score: Raw -191898.824518 + Penalty 469.351130 = -191429.473388 nChanged 1 SP:Iteration 73Q (658.015122 sec): 3 clusters Score: Raw -191899.865449 + Penalty 469.351130 = -191430.514318 nChanged 2 SP:Iteration 74Q (658.067050 sec): 3 clusters Score: Raw -191900.841635 + Penalty 469.351130 = -191431.490504 nChanged 2 SP:Iteration 75Q (658.108756 sec): 3 clusters Score: Raw -191901.523587 + Penalty 469.351130 = -191432.172457 nChanged 0 SP:Iteration 76F (658.150103 sec): 3 clusters Score: Raw -191901.523587 + Penalty 469.351130 = -191432.172457 nChanged 0 Trying to split cluster 22 (4120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (658.179542 sec): 2 clusters Score: Raw -145517.434420 + Penalty 228.899232 = -145288.535188 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (658.216916 sec): 3 clusters Score: Raw -143005.577249 + Penalty 457.798464 = -142547.778785 nChanged 1888 SP:Iteration 1F (658.264397 sec): 3 clusters Score: Raw -144458.653360 + Penalty 457.798464 = -144000.854896 nChanged 342 SP:Iteration 2F (658.304524 sec): 3 clusters Score: Raw -144730.136677 + Penalty 457.798464 = -144272.338213 nChanged 298 SP:Iteration 3F (658.351656 sec): 3 clusters Score: Raw -144992.882022 + Penalty 457.798464 = -144535.083558 nChanged 253 SP:Iteration 4F (658.393691 sec): 3 clusters Score: Raw -145255.565146 + Penalty 457.798464 = -144797.766682 nChanged 194 SP:Iteration 5Q (658.436378 sec): 3 clusters Score: Raw -145452.786560 + Penalty 457.798464 = -144994.988096 nChanged 124 SP:Iteration 6Q (658.479848 sec): 3 clusters Score: Raw -145536.548216 + Penalty 457.798464 = -145078.749752 nChanged 74 SP:Iteration 7Q (658.520702 sec): 3 clusters Score: Raw -145573.637631 + Penalty 457.798464 = -145115.839166 nChanged 55 SP:Iteration 8Q (658.572809 sec): 3 clusters Score: Raw -145594.638072 + Penalty 457.798464 = -145136.839608 nChanged 29 SP:Iteration 9Q (658.608422 sec): 3 clusters Score: Raw -145602.300556 + Penalty 457.798464 = -145144.502092 nChanged 25 SP:Iteration 10Q (658.664003 sec): 3 clusters Score: Raw -145606.799296 + Penalty 457.798464 = -145149.000831 nChanged 19 SP:Iteration 11Q (658.674603 sec): 3 clusters Score: Raw -145609.951962 + Penalty 457.798464 = -145152.153497 nChanged 13 SP:Iteration 12Q (658.683048 sec): 3 clusters Score: Raw -145612.220743 + Penalty 457.798464 = -145154.422279 nChanged 16 SP:Iteration 13Q (658.691768 sec): 3 clusters Score: Raw -145614.283317 + Penalty 457.798464 = -145156.484852 nChanged 9 SP:Iteration 14Q (658.700167 sec): 3 clusters Score: Raw -145615.295416 + Penalty 457.798464 = -145157.496951 nChanged 7 SP:Iteration 15Q (658.708527 sec): 3 clusters Score: Raw -145615.941917 + Penalty 457.798464 = -145158.143452 nChanged 6 SP:Iteration 16Q (658.716906 sec): 3 clusters Score: Raw -145616.567559 + Penalty 457.798464 = -145158.769094 nChanged 2 SP:Iteration 17Q (658.725263 sec): 3 clusters Score: Raw -145616.692158 + Penalty 457.798464 = -145158.893694 nChanged 1 SP:Iteration 18Q (658.733590 sec): 3 clusters Score: Raw -145616.737766 + Penalty 457.798464 = -145158.939302 nChanged 1 SP:Iteration 19Q (658.747887 sec): 3 clusters Score: Raw -145616.774135 + Penalty 457.798464 = -145158.975670 nChanged 2 SP:Iteration 20F (658.756341 sec): 3 clusters Score: Raw -145616.920176 + Penalty 457.798464 = -145159.121712 nChanged 3 SP:Iteration 21Q (658.764704 sec): 3 clusters Score: Raw -145617.175736 + Penalty 457.798464 = -145159.377271 nChanged 2 SP:Iteration 22Q (658.786052 sec): 3 clusters Score: Raw -145617.307390 + Penalty 457.798464 = -145159.508925 nChanged 0 SP:Iteration 23F (658.794903 sec): 3 clusters Score: Raw -145617.307390 + Penalty 457.798464 = -145159.508925 nChanged 0 Trying to split cluster 23 (1074 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (658.800936 sec): 2 clusters Score: Raw -32634.366781 + Penalty 191.926495 = -32442.440286 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (658.804033 sec): 3 clusters Score: Raw -32042.882227 + Penalty 383.852990 = -31659.029237 nChanged 455 SP:Iteration 1F (658.819123 sec): 3 clusters Score: Raw -32291.588714 + Penalty 383.852990 = -31907.735724 nChanged 70 SP:Iteration 2F (658.822247 sec): 3 clusters Score: Raw -32331.420653 + Penalty 383.852990 = -31947.567663 nChanged 62 SP:Iteration 3F (658.824972 sec): 3 clusters Score: Raw -32367.942834 + Penalty 383.852990 = -31984.089843 nChanged 64 SP:Iteration 4F (658.827690 sec): 3 clusters Score: Raw -32422.371542 + Penalty 383.852990 = -32038.518551 nChanged 58 SP:Iteration 5F (658.830379 sec): 3 clusters Score: Raw -32480.904657 + Penalty 383.852990 = -32097.051667 nChanged 54 SP:Iteration 6F (658.833033 sec): 3 clusters Score: Raw -32535.460482 + Penalty 383.852990 = -32151.607491 nChanged 36 SP:Iteration 7Q (658.835716 sec): 3 clusters Score: Raw -32578.354340 + Penalty 383.852990 = -32194.501350 nChanged 27 SP:Iteration 8Q (658.838716 sec): 3 clusters Score: Raw -32597.312321 + Penalty 383.852990 = -32213.459331 nChanged 13 SP:Iteration 9Q (658.841326 sec): 3 clusters Score: Raw -32604.734504 + Penalty 383.852990 = -32220.881514 nChanged 13 SP:Iteration 10Q (658.844012 sec): 3 clusters Score: Raw -32610.207358 + Penalty 383.852990 = -32226.354368 nChanged 10 SP:Iteration 11Q (658.846656 sec): 3 clusters Score: Raw -32614.921988 + Penalty 383.852990 = -32231.068998 nChanged 12 SP:Iteration 12Q (658.849286 sec): 3 clusters Score: Raw -32620.863378 + Penalty 383.852990 = -32237.010388 nChanged 9 SP:Iteration 13Q (658.851927 sec): 3 clusters Score: Raw -32625.017622 + Penalty 383.852990 = -32241.164632 nChanged 9 SP:Iteration 14Q (658.854598 sec): 3 clusters Score: Raw -32630.469824 + Penalty 383.852990 = -32246.616833 nChanged 5 SP:Iteration 15Q (658.857266 sec): 3 clusters Score: Raw -32633.224837 + Penalty 383.852990 = -32249.371847 nChanged 5 SP:Iteration 16Q (658.859896 sec): 3 clusters Score: Raw -32634.612042 + Penalty 383.852990 = -32250.759051 nChanged 1 SP:Iteration 17Q (658.862533 sec): 3 clusters Score: Raw -32635.374031 + Penalty 383.852990 = -32251.521041 nChanged 2 SP:Iteration 18Q (658.865143 sec): 3 clusters Score: Raw -32635.980836 + Penalty 383.852990 = -32252.127846 nChanged 1 SP:Iteration 19Q (658.867805 sec): 3 clusters Score: Raw -32636.565312 + Penalty 383.852990 = -32252.712322 nChanged 1 SP:Iteration 20F (658.870487 sec): 3 clusters Score: Raw -32636.941384 + Penalty 383.852990 = -32253.088394 nChanged 1 SP:Iteration 21Q (658.873137 sec): 3 clusters Score: Raw -32637.439135 + Penalty 383.852990 = -32253.586145 nChanged 1 SP:Iteration 22Q (658.875788 sec): 3 clusters Score: Raw -32637.770091 + Penalty 383.852990 = -32253.917101 nChanged 2 SP:Iteration 23Q (658.878427 sec): 3 clusters Score: Raw -32638.566720 + Penalty 383.852990 = -32254.713729 nChanged 1 SP:Iteration 24Q (658.881076 sec): 3 clusters Score: Raw -32639.119310 + Penalty 383.852990 = -32255.266319 nChanged 0 SP:Iteration 25F (658.883714 sec): 3 clusters Score: Raw -32639.119310 + Penalty 383.852990 = -32255.266319 nChanged 0 Trying to split cluster 24 (1020 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (658.889216 sec): 2 clusters Score: Raw -36723.975111 + Penalty 190.507842 = -36533.467269 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (658.892109 sec): 3 clusters Score: Raw -36206.797327 + Penalty 381.015685 = -35825.781642 nChanged 432 SP:Iteration 1F (658.894633 sec): 3 clusters Score: Raw -36468.509101 + Penalty 381.015685 = -36087.493417 nChanged 88 SP:Iteration 2F (658.897159 sec): 3 clusters Score: Raw -36511.278219 + Penalty 381.015685 = -36130.262534 nChanged 59 SP:Iteration 3F (658.899663 sec): 3 clusters Score: Raw -36540.835167 + Penalty 381.015685 = -36159.819482 nChanged 45 SP:Iteration 4Q (658.902207 sec): 3 clusters Score: Raw -36560.445677 + Penalty 381.015685 = -36179.429992 nChanged 24 SP:Iteration 5Q (658.904737 sec): 3 clusters Score: Raw -36574.513365 + Penalty 381.015685 = -36193.497681 nChanged 28 SP:Iteration 6Q (658.907294 sec): 3 clusters Score: Raw -36589.264151 + Penalty 381.015685 = -36208.248467 nChanged 30 SP:Iteration 7Q (658.909811 sec): 3 clusters Score: Raw -36601.728584 + Penalty 381.015685 = -36220.712900 nChanged 26 SP:Iteration 8Q (658.912317 sec): 3 clusters Score: Raw -36614.818174 + Penalty 381.015685 = -36233.802489 nChanged 29 SP:Iteration 9Q (658.914845 sec): 3 clusters Score: Raw -36630.034332 + Penalty 381.015685 = -36249.018647 nChanged 20 SP:Iteration 10Q (658.933942 sec): 3 clusters Score: Raw -36639.772239 + Penalty 381.015685 = -36258.756554 nChanged 17 SP:Iteration 11Q (658.936814 sec): 3 clusters Score: Raw -36650.544908 + Penalty 381.015685 = -36269.529223 nChanged 20 SP:Iteration 12Q (658.939347 sec): 3 clusters Score: Raw -36664.073132 + Penalty 381.015685 = -36283.057448 nChanged 16 SP:Iteration 13Q (658.941881 sec): 3 clusters Score: Raw -36670.066789 + Penalty 381.015685 = -36289.051104 nChanged 11 SP:Iteration 14Q (658.944395 sec): 3 clusters Score: Raw -36672.959680 + Penalty 381.015685 = -36291.943995 nChanged 6 SP:Iteration 15Q (658.946945 sec): 3 clusters Score: Raw -36674.275727 + Penalty 381.015685 = -36293.260042 nChanged 5 SP:Iteration 16Q (658.949449 sec): 3 clusters Score: Raw -36675.161306 + Penalty 381.015685 = -36294.145621 nChanged 1 SP:Iteration 17Q (658.951951 sec): 3 clusters Score: Raw -36675.384128 + Penalty 381.015685 = -36294.368443 nChanged 2 SP:Iteration 18Q (658.954436 sec): 3 clusters Score: Raw -36675.523303 + Penalty 381.015685 = -36294.507619 nChanged 0 SP:Iteration 19F (658.956952 sec): 3 clusters Score: Raw -36675.523303 + Penalty 381.015685 = -36294.507619 nChanged 0 Trying to split cluster 25 (1284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (658.963285 sec): 2 clusters Score: Raw -43507.005277 + Penalty 196.837726 = -43310.167551 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (658.966787 sec): 3 clusters Score: Raw -42814.607262 + Penalty 393.675452 = -42420.931811 nChanged 566 SP:Iteration 1F (658.969860 sec): 3 clusters Score: Raw -43188.803131 + Penalty 393.675452 = -42795.127679 nChanged 116 SP:Iteration 2F (658.972930 sec): 3 clusters Score: Raw -43255.352523 + Penalty 393.675452 = -42861.677071 nChanged 64 SP:Iteration 3Q (658.976032 sec): 3 clusters Score: Raw -43284.555313 + Penalty 393.675452 = -42890.879861 nChanged 44 SP:Iteration 4Q (658.984431 sec): 3 clusters Score: Raw -43298.929011 + Penalty 393.675452 = -42905.253560 nChanged 32 SP:Iteration 5Q (658.987923 sec): 3 clusters Score: Raw -43308.804080 + Penalty 393.675452 = -42915.128628 nChanged 21 SP:Iteration 6Q (658.990997 sec): 3 clusters Score: Raw -43317.372893 + Penalty 393.675452 = -42923.697442 nChanged 21 SP:Iteration 7Q (658.994061 sec): 3 clusters Score: Raw -43321.915552 + Penalty 393.675452 = -42928.240100 nChanged 14 SP:Iteration 8Q (658.997154 sec): 3 clusters Score: Raw -43325.589883 + Penalty 393.675452 = -42931.914431 nChanged 9 SP:Iteration 9Q (659.000233 sec): 3 clusters Score: Raw -43329.829302 + Penalty 393.675452 = -42936.153850 nChanged 15 SP:Iteration 10Q (659.003551 sec): 3 clusters Score: Raw -43338.973206 + Penalty 393.675452 = -42945.297754 nChanged 25 SP:Iteration 11Q (659.006627 sec): 3 clusters Score: Raw -43350.185985 + Penalty 393.675452 = -42956.510534 nChanged 22 SP:Iteration 12Q (659.009696 sec): 3 clusters Score: Raw -43364.464681 + Penalty 393.675452 = -42970.789230 nChanged 24 SP:Iteration 13Q (659.012770 sec): 3 clusters Score: Raw -43380.160241 + Penalty 393.675452 = -42986.484790 nChanged 31 SP:Iteration 14Q (659.015845 sec): 3 clusters Score: Raw -43396.724601 + Penalty 393.675452 = -43003.049150 nChanged 23 SP:Iteration 15Q (659.018899 sec): 3 clusters Score: Raw -43408.843801 + Penalty 393.675452 = -43015.168349 nChanged 25 SP:Iteration 16Q (659.021954 sec): 3 clusters Score: Raw -43423.935339 + Penalty 393.675452 = -43030.259887 nChanged 25 SP:Iteration 17Q (659.024996 sec): 3 clusters Score: Raw -43435.655199 + Penalty 393.675452 = -43041.979748 nChanged 13 SP:Iteration 18Q (659.028055 sec): 3 clusters Score: Raw -43443.998626 + Penalty 393.675452 = -43050.323175 nChanged 17 SP:Iteration 19Q (659.031114 sec): 3 clusters Score: Raw -43458.924501 + Penalty 393.675452 = -43065.249049 nChanged 23 SP:Iteration 20F (659.034154 sec): 3 clusters Score: Raw -43479.179094 + Penalty 393.675452 = -43085.503642 nChanged 27 SP:Iteration 21Q (659.037213 sec): 3 clusters Score: Raw -43504.565493 + Penalty 393.675452 = -43110.890041 nChanged 22 SP:Iteration 22Q (659.040230 sec): 3 clusters Score: Raw -43522.776891 + Penalty 393.675452 = -43129.101439 nChanged 16 SP:Iteration 23Q (659.043247 sec): 3 clusters Score: Raw -43529.737648 + Penalty 393.675452 = -43136.062197 nChanged 10 SP:Iteration 24Q (659.046256 sec): 3 clusters Score: Raw -43533.279137 + Penalty 393.675452 = -43139.603685 nChanged 5 SP:Iteration 25Q (659.049304 sec): 3 clusters Score: Raw -43535.310571 + Penalty 393.675452 = -43141.635120 nChanged 6 SP:Iteration 26Q (659.052312 sec): 3 clusters Score: Raw -43538.544321 + Penalty 393.675452 = -43144.868869 nChanged 8 SP:Iteration 27Q (659.055340 sec): 3 clusters Score: Raw -43542.295480 + Penalty 393.675452 = -43148.620028 nChanged 9 SP:Iteration 28Q (659.058361 sec): 3 clusters Score: Raw -43546.770943 + Penalty 393.675452 = -43153.095491 nChanged 6 SP:Iteration 29Q (659.061383 sec): 3 clusters Score: Raw -43548.664692 + Penalty 393.675452 = -43154.989241 nChanged 6 SP:Iteration 30Q (659.064394 sec): 3 clusters Score: Raw -43551.259470 + Penalty 393.675452 = -43157.584019 nChanged 4 SP:Iteration 31Q (659.079001 sec): 3 clusters Score: Raw -43552.352457 + Penalty 393.675452 = -43158.677005 nChanged 1 SP:Iteration 32Q (659.082403 sec): 3 clusters Score: Raw -43552.549824 + Penalty 393.675452 = -43158.874373 nChanged 1 SP:Iteration 33Q (659.086143 sec): 3 clusters Score: Raw -43553.094545 + Penalty 393.675452 = -43159.419094 nChanged 2 SP:Iteration 34Q (659.089154 sec): 3 clusters Score: Raw -43553.440397 + Penalty 393.675452 = -43159.764946 nChanged 1 SP:Iteration 35Q (659.092148 sec): 3 clusters Score: Raw -43553.587438 + Penalty 393.675452 = -43159.911986 nChanged 2 SP:Iteration 36Q (659.095136 sec): 3 clusters Score: Raw -43554.140758 + Penalty 393.675452 = -43160.465306 nChanged 2 SP:Iteration 37Q (659.098118 sec): 3 clusters Score: Raw -43554.993482 + Penalty 393.675452 = -43161.318030 nChanged 4 SP:Iteration 38Q (659.101120 sec): 3 clusters Score: Raw -43556.942171 + Penalty 393.675452 = -43163.266719 nChanged 4 SP:Iteration 39Q (659.104097 sec): 3 clusters Score: Raw -43559.615444 + Penalty 393.675452 = -43165.939993 nChanged 3 SP:Iteration 40F (659.107127 sec): 3 clusters Score: Raw -43560.633135 + Penalty 393.675452 = -43166.957683 nChanged 4 SP:Iteration 41Q (659.110139 sec): 3 clusters Score: Raw -43562.190788 + Penalty 393.675452 = -43168.515336 nChanged 3 SP:Iteration 42Q (659.113157 sec): 3 clusters Score: Raw -43563.372899 + Penalty 393.675452 = -43169.697447 nChanged 2 SP:Iteration 43Q (659.116162 sec): 3 clusters Score: Raw -43563.646388 + Penalty 393.675452 = -43169.970936 nChanged 1 SP:Iteration 44Q (659.119166 sec): 3 clusters Score: Raw -43563.783881 + Penalty 393.675452 = -43170.108429 nChanged 0 SP:Iteration 45F (659.122184 sec): 3 clusters Score: Raw -43563.783881 + Penalty 393.675452 = -43170.108429 nChanged 0 Trying to split cluster 26 (1421 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (659.128813 sec): 2 clusters Score: Raw -50352.750914 + Penalty 199.625694 = -50153.125220 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (659.132588 sec): 3 clusters Score: Raw -49562.097296 + Penalty 399.251387 = -49162.845909 nChanged 611 SP:Iteration 1F (659.135901 sec): 3 clusters Score: Raw -49917.959726 + Penalty 399.251387 = -49518.708339 nChanged 122 SP:Iteration 2F (659.139169 sec): 3 clusters Score: Raw -50001.619026 + Penalty 399.251387 = -49602.367639 nChanged 100 SP:Iteration 3F (659.142436 sec): 3 clusters Score: Raw -50062.312445 + Penalty 399.251387 = -49663.061058 nChanged 83 SP:Iteration 4F (659.163289 sec): 3 clusters Score: Raw -50118.426662 + Penalty 399.251387 = -49719.175275 nChanged 76 SP:Iteration 5F (659.166949 sec): 3 clusters Score: Raw -50172.933894 + Penalty 399.251387 = -49773.682507 nChanged 66 SP:Iteration 6Q (659.170229 sec): 3 clusters Score: Raw -50231.638787 + Penalty 399.251387 = -49832.387400 nChanged 53 SP:Iteration 7Q (659.173514 sec): 3 clusters Score: Raw -50278.742720 + Penalty 399.251387 = -49879.491333 nChanged 40 SP:Iteration 8Q (659.176776 sec): 3 clusters Score: Raw -50309.090453 + Penalty 399.251387 = -49909.839066 nChanged 26 SP:Iteration 9Q (659.180037 sec): 3 clusters Score: Raw -50326.563150 + Penalty 399.251387 = -49927.311763 nChanged 17 SP:Iteration 10Q (659.183250 sec): 3 clusters Score: Raw -50340.924821 + Penalty 399.251387 = -49941.673434 nChanged 19 SP:Iteration 11Q (659.186449 sec): 3 clusters Score: Raw -50353.862519 + Penalty 399.251387 = -49954.611132 nChanged 10 SP:Iteration 12Q (659.189659 sec): 3 clusters Score: Raw -50359.827392 + Penalty 399.251387 = -49960.576004 nChanged 5 SP:Iteration 13Q (659.192876 sec): 3 clusters Score: Raw -50362.946797 + Penalty 399.251387 = -49963.695410 nChanged 4 SP:Iteration 14Q (659.196099 sec): 3 clusters Score: Raw -50364.605681 + Penalty 399.251387 = -49965.354294 nChanged 1 SP:Iteration 15Q (659.199293 sec): 3 clusters Score: Raw -50365.167377 + Penalty 399.251387 = -49965.915990 nChanged 0 SP:Iteration 16F (659.202844 sec): 3 clusters Score: Raw -50365.167377 + Penalty 399.251387 = -49965.915990 nChanged 0 Trying to split cluster 27 (6951 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (659.219536 sec): 2 clusters Score: Raw -258064.874039 + Penalty 243.282622 = -257821.591417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (659.235505 sec): 3 clusters Score: Raw -253668.317429 + Penalty 486.565245 = -253181.752184 nChanged 3283 SP:Iteration 1F (659.249211 sec): 3 clusters Score: Raw -255942.143819 + Penalty 486.565245 = -255455.578574 nChanged 502 SP:Iteration 2F (659.302566 sec): 3 clusters Score: Raw -256286.125529 + Penalty 486.565245 = -255799.560284 nChanged 510 SP:Iteration 3F (659.356149 sec): 3 clusters Score: Raw -256663.260988 + Penalty 486.565245 = -256176.695744 nChanged 467 SP:Iteration 4F (659.404074 sec): 3 clusters Score: Raw -256979.519171 + Penalty 486.565245 = -256492.953926 nChanged 379 SP:Iteration 5F (659.452917 sec): 3 clusters Score: Raw -257214.721598 + Penalty 486.565245 = -256728.156354 nChanged 307 SP:Iteration 6Q (659.497296 sec): 3 clusters Score: Raw -257398.647737 + Penalty 486.565245 = -256912.082493 nChanged 246 SP:Iteration 7Q (659.547744 sec): 3 clusters Score: Raw -257534.967075 + Penalty 486.565245 = -257048.401830 nChanged 182 SP:Iteration 8Q (659.600748 sec): 3 clusters Score: Raw -257637.715932 + Penalty 486.565245 = -257151.150688 nChanged 179 SP:Iteration 9Q (659.653376 sec): 3 clusters Score: Raw -257735.969286 + Penalty 486.565245 = -257249.404041 nChanged 146 SP:Iteration 10Q (659.705976 sec): 3 clusters Score: Raw -257814.572333 + Penalty 486.565245 = -257328.007088 nChanged 147 SP:Iteration 11Q (659.749753 sec): 3 clusters Score: Raw -257895.418180 + Penalty 486.565245 = -257408.852935 nChanged 118 SP:Iteration 12Q (659.802192 sec): 3 clusters Score: Raw -257955.704176 + Penalty 486.565245 = -257469.138932 nChanged 104 SP:Iteration 13Q (659.846589 sec): 3 clusters Score: Raw -258001.761319 + Penalty 486.565245 = -257515.196074 nChanged 101 SP:Iteration 14Q (659.896605 sec): 3 clusters Score: Raw -258046.751126 + Penalty 486.565245 = -257560.185881 nChanged 95 SP:Iteration 15Q (659.945370 sec): 3 clusters Score: Raw -258086.680978 + Penalty 486.565245 = -257600.115734 nChanged 90 SP:Iteration 16Q (659.986509 sec): 3 clusters Score: Raw -258126.081187 + Penalty 486.565245 = -257639.515942 nChanged 71 SP:Iteration 17Q (660.039097 sec): 3 clusters Score: Raw -258154.276717 + Penalty 486.565245 = -257667.711472 nChanged 70 SP:Iteration 18Q (660.097575 sec): 3 clusters Score: Raw -258179.070714 + Penalty 486.565245 = -257692.505469 nChanged 63 SP:Iteration 19Q (660.140709 sec): 3 clusters Score: Raw -258196.167234 + Penalty 486.565245 = -257709.601990 nChanged 39 SP:Iteration 20F (660.196449 sec): 3 clusters Score: Raw -258203.798165 + Penalty 486.565245 = -257717.232920 nChanged 25 SP:Iteration 21Q (660.238085 sec): 3 clusters Score: Raw -258207.369510 + Penalty 486.565245 = -257720.804265 nChanged 21 SP:Iteration 22Q (660.286037 sec): 3 clusters Score: Raw -258210.062735 + Penalty 486.565245 = -257723.497491 nChanged 18 SP:Iteration 23Q (660.328464 sec): 3 clusters Score: Raw -258212.499242 + Penalty 486.565245 = -257725.933997 nChanged 29 SP:Iteration 24Q (660.376354 sec): 3 clusters Score: Raw -258216.503774 + Penalty 486.565245 = -257729.938529 nChanged 20 SP:Iteration 25Q (660.421115 sec): 3 clusters Score: Raw -258218.453758 + Penalty 486.565245 = -257731.888513 nChanged 13 SP:Iteration 26Q (660.461008 sec): 3 clusters Score: Raw -258220.305425 + Penalty 486.565245 = -257733.740180 nChanged 10 SP:Iteration 27Q (660.505434 sec): 3 clusters Score: Raw -258221.735831 + Penalty 486.565245 = -257735.170586 nChanged 10 SP:Iteration 28Q (660.559648 sec): 3 clusters Score: Raw -258222.857458 + Penalty 486.565245 = -257736.292214 nChanged 6 SP:Iteration 29Q (660.601465 sec): 3 clusters Score: Raw -258223.214814 + Penalty 486.565245 = -257736.649570 nChanged 5 SP:Iteration 30Q (660.638371 sec): 3 clusters Score: Raw -258223.378949 + Penalty 486.565245 = -257736.813704 nChanged 4 SP:Iteration 31Q (660.687673 sec): 3 clusters Score: Raw -258223.552150 + Penalty 486.565245 = -257736.986905 nChanged 2 SP:Iteration 32Q (660.739959 sec): 3 clusters Score: Raw -258223.763218 + Penalty 486.565245 = -257737.197973 nChanged 3 SP:Iteration 33Q (660.792239 sec): 3 clusters Score: Raw -258223.945113 + Penalty 486.565245 = -257737.379868 nChanged 1 SP:Iteration 34Q (660.836144 sec): 3 clusters Score: Raw -258224.038346 + Penalty 486.565245 = -257737.473101 nChanged 1 SP:Iteration 35Q (660.889661 sec): 3 clusters Score: Raw -258224.048520 + Penalty 486.565245 = -257737.483275 nChanged 1 SP:Iteration 36Q (660.940367 sec): 3 clusters Score: Raw -258224.187582 + Penalty 486.565245 = -257737.622337 nChanged 3 SP:Iteration 37Q (660.993263 sec): 3 clusters Score: Raw -258224.403845 + Penalty 486.565245 = -257737.838600 nChanged 5 SP:Iteration 38Q (661.033456 sec): 3 clusters Score: Raw -258224.794127 + Penalty 486.565245 = -257738.228882 nChanged 5 SP:Iteration 39Q (661.074409 sec): 3 clusters Score: Raw -258225.104934 + Penalty 486.565245 = -257738.539689 nChanged 4 SP:Iteration 40F (661.126517 sec): 3 clusters Score: Raw -258225.370284 + Penalty 486.565245 = -257738.805040 nChanged 3 SP:Iteration 41Q (661.176038 sec): 3 clusters Score: Raw -258225.670440 + Penalty 486.565245 = -257739.105195 nChanged 1 SP:Iteration 42Q (661.230078 sec): 3 clusters Score: Raw -258225.720101 + Penalty 486.565245 = -257739.154856 nChanged 2 SP:Iteration 43Q (661.281717 sec): 3 clusters Score: Raw -258225.924734 + Penalty 486.565245 = -257739.359489 nChanged 3 SP:Iteration 44Q (661.325503 sec): 3 clusters Score: Raw -258226.089412 + Penalty 486.565245 = -257739.524167 nChanged 4 SP:Iteration 45Q (661.372723 sec): 3 clusters Score: Raw -258226.310090 + Penalty 486.565245 = -257739.744845 nChanged 3 SP:Iteration 46Q (661.413604 sec): 3 clusters Score: Raw -258226.447675 + Penalty 486.565245 = -257739.882431 nChanged 1 SP:Iteration 47Q (661.459022 sec): 3 clusters Score: Raw -258226.527586 + Penalty 486.565245 = -257739.962342 nChanged 0 SP:Iteration 48F (661.487420 sec): 3 clusters Score: Raw -258226.527586 + Penalty 486.565245 = -257739.962342 nChanged 0 Trying to split cluster 28 (3319 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (661.516010 sec): 2 clusters Score: Raw -124323.457636 + Penalty 222.954017 = -124100.503619 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (661.553532 sec): 3 clusters Score: Raw -122374.879809 + Penalty 445.908035 = -121928.971774 nChanged 1505 SP:Iteration 1F (661.584978 sec): 3 clusters Score: Raw -123381.796950 + Penalty 445.908035 = -122935.888915 nChanged 236 SP:Iteration 2F (661.634643 sec): 3 clusters Score: Raw -123546.810679 + Penalty 445.908035 = -123100.902645 nChanged 184 SP:Iteration 3F (661.671466 sec): 3 clusters Score: Raw -123692.431645 + Penalty 445.908035 = -123246.523610 nChanged 163 SP:Iteration 4Q (661.728271 sec): 3 clusters Score: Raw -123845.684599 + Penalty 445.908035 = -123399.776565 nChanged 122 SP:Iteration 5Q (661.767898 sec): 3 clusters Score: Raw -123973.566762 + Penalty 445.908035 = -123527.658728 nChanged 96 SP:Iteration 6Q (661.813162 sec): 3 clusters Score: Raw -124066.034425 + Penalty 445.908035 = -123620.126391 nChanged 74 SP:Iteration 7Q (661.853850 sec): 3 clusters Score: Raw -124117.072572 + Penalty 445.908035 = -123671.164538 nChanged 56 SP:Iteration 8Q (661.903497 sec): 3 clusters Score: Raw -124161.178698 + Penalty 445.908035 = -123715.270664 nChanged 54 SP:Iteration 9Q (661.952626 sec): 3 clusters Score: Raw -124199.986824 + Penalty 445.908035 = -123754.078789 nChanged 36 SP:Iteration 10Q (662.001922 sec): 3 clusters Score: Raw -124220.321797 + Penalty 445.908035 = -123774.413763 nChanged 25 SP:Iteration 11Q (662.051429 sec): 3 clusters Score: Raw -124234.681996 + Penalty 445.908035 = -123788.773962 nChanged 24 SP:Iteration 12Q (662.100401 sec): 3 clusters Score: Raw -124254.895471 + Penalty 445.908035 = -123808.987436 nChanged 22 SP:Iteration 13Q (662.136890 sec): 3 clusters Score: Raw -124270.309526 + Penalty 445.908035 = -123824.401491 nChanged 17 SP:Iteration 14Q (662.179089 sec): 3 clusters Score: Raw -124283.208505 + Penalty 445.908035 = -123837.300471 nChanged 19 SP:Iteration 15Q (662.225307 sec): 3 clusters Score: Raw -124296.480703 + Penalty 445.908035 = -123850.572669 nChanged 12 SP:Iteration 16Q (662.274823 sec): 3 clusters Score: Raw -124303.374960 + Penalty 445.908035 = -123857.466925 nChanged 13 SP:Iteration 17Q (662.325504 sec): 3 clusters Score: Raw -124312.783132 + Penalty 445.908035 = -123866.875097 nChanged 7 SP:Iteration 18Q (662.375611 sec): 3 clusters Score: Raw -124317.374702 + Penalty 445.908035 = -123871.466667 nChanged 7 SP:Iteration 19Q (662.418565 sec): 3 clusters Score: Raw -124323.887318 + Penalty 445.908035 = -123877.979283 nChanged 5 SP:Iteration 20F (662.460888 sec): 3 clusters Score: Raw -124326.466175 + Penalty 445.908035 = -123880.558140 nChanged 3 SP:Iteration 21Q (662.510969 sec): 3 clusters Score: Raw -124327.590407 + Penalty 445.908035 = -123881.682372 nChanged 3 SP:Iteration 22Q (662.558318 sec): 3 clusters Score: Raw -124328.600419 + Penalty 445.908035 = -123882.692384 nChanged 5 SP:Iteration 23Q (662.608247 sec): 3 clusters Score: Raw -124330.261027 + Penalty 445.908035 = -123884.352992 nChanged 3 SP:Iteration 24Q (662.658938 sec): 3 clusters Score: Raw -124330.812045 + Penalty 445.908035 = -123884.904010 nChanged 1 SP:Iteration 25Q (662.708477 sec): 3 clusters Score: Raw -124330.933506 + Penalty 445.908035 = -123885.025471 nChanged 1 SP:Iteration 26Q (662.762702 sec): 3 clusters Score: Raw -124331.246360 + Penalty 445.908035 = -123885.338325 nChanged 0 SP:Iteration 27F (662.801560 sec): 3 clusters Score: Raw -124331.246360 + Penalty 445.908035 = -123885.338325 nChanged 0 Trying to split cluster 29 (4050 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (662.834539 sec): 2 clusters Score: Raw -155374.085266 + Penalty 228.427984 = -155145.657282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (662.882137 sec): 3 clusters Score: Raw -152854.769706 + Penalty 456.855969 = -152397.913737 nChanged 1874 SP:Iteration 1F (662.926712 sec): 3 clusters Score: Raw -153872.916695 + Penalty 456.855969 = -153416.060726 nChanged 287 SP:Iteration 2F (662.973724 sec): 3 clusters Score: Raw -154009.436671 + Penalty 456.855969 = -153552.580702 nChanged 274 SP:Iteration 3F (663.025028 sec): 3 clusters Score: Raw -154152.134393 + Penalty 456.855969 = -153695.278424 nChanged 268 SP:Iteration 4F (663.072381 sec): 3 clusters Score: Raw -154310.431731 + Penalty 456.855969 = -153853.575762 nChanged 245 SP:Iteration 5F (663.114086 sec): 3 clusters Score: Raw -154496.959766 + Penalty 456.855969 = -154040.103797 nChanged 222 SP:Iteration 6F (663.166768 sec): 3 clusters Score: Raw -154668.078142 + Penalty 456.855969 = -154211.222173 nChanged 206 SP:Iteration 7F (663.208011 sec): 3 clusters Score: Raw -154831.396043 + Penalty 456.855969 = -154374.540074 nChanged 170 SP:Iteration 8Q (663.248517 sec): 3 clusters Score: Raw -154956.397798 + Penalty 456.855969 = -154499.541829 nChanged 133 SP:Iteration 9Q (663.291271 sec): 3 clusters Score: Raw -155048.021258 + Penalty 456.855969 = -154591.165289 nChanged 114 SP:Iteration 10Q (663.337236 sec): 3 clusters Score: Raw -155125.499180 + Penalty 456.855969 = -154668.643211 nChanged 94 SP:Iteration 11Q (663.385162 sec): 3 clusters Score: Raw -155186.266747 + Penalty 456.855969 = -154729.410778 nChanged 79 SP:Iteration 12Q (663.429247 sec): 3 clusters Score: Raw -155241.751818 + Penalty 456.855969 = -154784.895850 nChanged 61 SP:Iteration 13Q (663.473322 sec): 3 clusters Score: Raw -155280.380345 + Penalty 456.855969 = -154823.524376 nChanged 47 SP:Iteration 14Q (663.519171 sec): 3 clusters Score: Raw -155311.759693 + Penalty 456.855969 = -154854.903724 nChanged 35 SP:Iteration 15Q (663.564547 sec): 3 clusters Score: Raw -155337.361604 + Penalty 456.855969 = -154880.505636 nChanged 28 SP:Iteration 16Q (663.614742 sec): 3 clusters Score: Raw -155354.231734 + Penalty 456.855969 = -154897.375766 nChanged 20 SP:Iteration 17Q (663.660202 sec): 3 clusters Score: Raw -155365.780796 + Penalty 456.855969 = -154908.924827 nChanged 21 SP:Iteration 18Q (663.711158 sec): 3 clusters Score: Raw -155383.595268 + Penalty 456.855969 = -154926.739299 nChanged 17 SP:Iteration 19Q (663.755378 sec): 3 clusters Score: Raw -155395.385260 + Penalty 456.855969 = -154938.529292 nChanged 7 SP:Iteration 20F (663.803826 sec): 3 clusters Score: Raw -155401.917029 + Penalty 456.855969 = -154945.061060 nChanged 6 SP:Iteration 21Q (663.851949 sec): 3 clusters Score: Raw -155408.107679 + Penalty 456.855969 = -154951.251710 nChanged 3 SP:Iteration 22Q (663.900321 sec): 3 clusters Score: Raw -155413.002949 + Penalty 456.855969 = -154956.146981 nChanged 3 SP:Iteration 23Q (663.945562 sec): 3 clusters Score: Raw -155414.194171 + Penalty 456.855969 = -154957.338202 nChanged 1 SP:Iteration 24Q (663.986481 sec): 3 clusters Score: Raw -155414.252423 + Penalty 456.855969 = -154957.396454 nChanged 1 SP:Iteration 25Q (664.036372 sec): 3 clusters Score: Raw -155414.269869 + Penalty 456.855969 = -154957.413900 nChanged 0 SP:Iteration 26F (664.083189 sec): 3 clusters Score: Raw -155414.269869 + Penalty 456.855969 = -154957.413900 nChanged 0 Trying to split cluster 30 (165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (664.103759 sec): 2 clusters Score: Raw -4993.528283 + Penalty 140.413501 = -4853.114782 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (664.138111 sec): 3 clusters Score: Raw -4939.486284 + Penalty 280.827001 = -4658.659283 nChanged 45 SP:Iteration 1F (664.183460 sec): 3 clusters Score: Raw -4980.256889 + Penalty 280.827001 = -4699.429888 nChanged 5 SP:Iteration 2Q (664.224150 sec): 3 clusters Score: Raw -4983.506908 + Penalty 280.827001 = -4702.679907 nChanged 5 SP:Iteration 3Q (664.259123 sec): 3 clusters Score: Raw -4988.748354 + Penalty 280.827001 = -4707.921353 nChanged 3 SP:Iteration 4Q (664.281796 sec): 3 clusters Score: Raw -4994.312635 + Penalty 280.827001 = -4713.485634 nChanged 4 SP:Iteration 5Q (664.282657 sec): 3 clusters Score: Raw -4998.138050 + Penalty 280.827001 = -4717.311049 nChanged 4 SP:Iteration 6Q (664.283484 sec): 3 clusters Score: Raw -5000.137647 + Penalty 280.827001 = -4719.310646 nChanged 1 SP:Iteration 7Q (664.284304 sec): 3 clusters Score: Raw -5001.780467 + Penalty 280.827001 = -4720.953466 nChanged 2 SP:Iteration 8Q (664.285120 sec): 3 clusters Score: Raw -5006.630244 + Penalty 280.827001 = -4725.803242 nChanged 1 SP:Iteration 9Q (664.285933 sec): 3 clusters Score: Raw -5006.922187 + Penalty 280.827001 = -4726.095186 nChanged 0 SP:Iteration 10F (664.286741 sec): 3 clusters Score: Raw -5006.922187 + Penalty 280.827001 = -4726.095186 nChanged 0 Trying to split cluster 31 (205 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (664.289606 sec): 2 clusters Score: Raw -5649.983352 + Penalty 146.382774 = -5503.600578 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (664.290649 sec): 3 clusters Score: Raw -5594.225315 + Penalty 292.765549 = -5301.459766 nChanged 67 SP:Iteration 1F (664.291548 sec): 3 clusters Score: Raw -5638.101215 + Penalty 292.765549 = -5345.335666 nChanged 15 SP:Iteration 2F (664.332143 sec): 3 clusters Score: Raw -5651.012626 + Penalty 292.765549 = -5358.247077 nChanged 12 SP:Iteration 3F (664.333421 sec): 3 clusters Score: Raw -5661.137750 + Penalty 292.765549 = -5368.372202 nChanged 7 SP:Iteration 4Q (664.334323 sec): 3 clusters Score: Raw -5672.083786 + Penalty 292.765549 = -5379.318237 nChanged 6 SP:Iteration 5Q (664.335219 sec): 3 clusters Score: Raw -5680.861414 + Penalty 292.765549 = -5388.095866 nChanged 2 SP:Iteration 6Q (664.336116 sec): 3 clusters Score: Raw -5681.849577 + Penalty 292.765549 = -5389.084028 nChanged 2 SP:Iteration 7Q (664.337000 sec): 3 clusters Score: Raw -5683.291922 + Penalty 292.765549 = -5390.526374 nChanged 1 SP:Iteration 8Q (664.337887 sec): 3 clusters Score: Raw -5684.031783 + Penalty 292.765549 = -5391.266234 nChanged 2 SP:Iteration 9Q (664.338767 sec): 3 clusters Score: Raw -5686.444305 + Penalty 292.765549 = -5393.678756 nChanged 1 SP:Iteration 10Q (664.339648 sec): 3 clusters Score: Raw -5691.480344 + Penalty 292.765549 = -5398.714795 nChanged 2 SP:Iteration 11Q (664.340521 sec): 3 clusters Score: Raw -5692.776147 + Penalty 292.765549 = -5400.010599 nChanged 1 SP:Iteration 12Q (664.341398 sec): 3 clusters Score: Raw -5693.162023 + Penalty 292.765549 = -5400.396474 nChanged 0 SP:Iteration 13F (664.342268 sec): 3 clusters Score: Raw -5693.162023 + Penalty 292.765549 = -5400.396474 nChanged 0 Time taken for this iteration:507.112428 seconds. 21->32 Clusters: Score -4172229.616675, best is -4172149.222546 THE BEST YET! Main iterations: 338 (time per iteration =465.120754 ms) Total iterations: 10120 (time per iteration =15.534666 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 8240947857.000000 (time per metric unit =19.076788ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 74168530713.000000 (time per metric unit=2119.643108ps) That took 157.210815 seconds.