FileBase 20160505--50--12.12.2016-16.02 ElecNo 3 UseFeatures 11111111111111111100001 DropLastNFeatures 0 UseDistributional 0 MaskStarts 500 MinClusters 2 MaxClusters 12 MaxPossibleClusters 1000 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.rc3-3-geed5 Setting RAM limit to total physical memory, 62.82 GB. Expected memory usage by array (largest first): Array LogP will use between 1.16 and 1.74 GB. - 8 bytes per element (scalar), 77963000 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), 1481297 elements when full. - Memory usage scales as nPoints*nDims. Array Data will use between 0.01 and 0.01 GB. - 2 bytes per element (data_int), 1481297 elements when full. - Memory usage scales as nPoints*nDims. Array Cov will use between 0.01 and 0.01 GB. - 8 bytes per element (scalar), 361000 elements when full. - Memory usage scales as MaxPossibleClusters*nDims*nDims. Array Masks will use between 0.00 and 0.00 GB. - 1 bytes per element (char), 1481297 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), 1481297 elements when full. - Memory usage scales as nPoints*nDims. Note that nPoints=77963, nDims=19, MaxPossibleClusters=1000 Total memory usage will be between 1.20 and 1.80 GB. RAM limit is set at 62.82 GB. ---------------------------------------------------------- Loaded 77963 data points of dimension 19. MEMO: A lower score indicates a better clustering Starting from 2 clusters... ------ Clustering full data set of 77963 points ------ SP: Assigned 2 initial classes randomly. Iteration 0F (0.746741 sec): 2 clusters Score: Raw -3978076.034538 + Penalty 1182.718912 = -3976893.315627 nChanged 343 Iteration 1Q (0.872866 sec): 2 clusters Score: Raw -3994146.563980 + Penalty 1182.718912 = -3992963.845068 nChanged 239 Iteration 2Q (0.990765 sec): 2 clusters Score: Raw -3994722.372588 + Penalty 1182.718912 = -3993539.653676 nChanged 55 Iteration 3Q (1.105186 sec): 2 clusters Score: Raw -3994764.920912 + Penalty 1182.718912 = -3993582.202001 nChanged 18 Iteration 4Q (1.211687 sec): 2 clusters Score: Raw -3994769.433600 + Penalty 1182.718912 = -3993586.714689 nChanged 5 Iteration 5Q (1.331192 sec): 2 clusters Score: Raw -3994769.870884 + Penalty 1182.718912 = -3993587.151972 nChanged 1 Iteration 6Q (1.440522 sec): 2 clusters Score: Raw -3994769.927341 + Penalty 1182.718912 = -3993587.208429 nChanged 0 Iteration 7F (1.565019 sec): 2 clusters Score: Raw -3994769.927341 + Penalty 1182.718912 = -3993587.208429 nChanged 0 Compute initial score before splitting: Score: Raw -3994769.927341 + Penalty 1182.718912 = -3993587.208429 Trying to split cluster 1 (77302 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.975957 sec): 2 clusters Score: Raw -3998580.243856 + Penalty 1181.824886 = -3997398.418969 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.166933 sec): 3 clusters Score: Raw -3949081.007767 + Penalty 2363.649773 = -3946717.357995 nChanged 37509 SP:Iteration 1F (2.345231 sec): 3 clusters Score: Raw -4024135.732659 + Penalty 2363.649773 = -4021772.082886 nChanged 14769 SP:Iteration 2F (2.524342 sec): 3 clusters Score: Raw -4073361.999984 + Penalty 2363.649773 = -4070998.350212 nChanged 6802 SP:Iteration 3F (2.707253 sec): 3 clusters Score: Raw -4085530.395011 + Penalty 2363.649773 = -4083166.745238 nChanged 2938 SP:Iteration 4Q (2.894882 sec): 3 clusters Score: Raw -4087791.696150 + Penalty 2363.649773 = -4085428.046378 nChanged 1310 SP:Iteration 5Q (3.081548 sec): 3 clusters Score: Raw -4088651.967060 + Penalty 2363.649773 = -4086288.317288 nChanged 747 SP:Iteration 6Q (3.285226 sec): 3 clusters Score: Raw -4088954.363633 + Penalty 2363.649773 = -4086590.713860 nChanged 411 SP:Iteration 7Q (3.482445 sec): 3 clusters Score: Raw -4089041.696104 + Penalty 2363.649773 = -4086678.046331 nChanged 254 SP:Iteration 8Q (3.680747 sec): 3 clusters Score: Raw -4089072.472512 + Penalty 2363.649773 = -4086708.822739 nChanged 164 SP:Iteration 9Q (3.946495 sec): 3 clusters Score: Raw -4089084.329924 + Penalty 2363.649773 = -4086720.680152 nChanged 108 SP:Iteration 10Q (4.160089 sec): 3 clusters Score: Raw -4089089.458317 + Penalty 2363.649773 = -4086725.808545 nChanged 75 SP:Iteration 11Q (4.345413 sec): 3 clusters Score: Raw -4089092.049452 + Penalty 2363.649773 = -4086728.399680 nChanged 45 SP:Iteration 12Q (4.570786 sec): 3 clusters Score: Raw -4089093.078738 + Penalty 2363.649773 = -4086729.428966 nChanged 26 SP:Iteration 13Q (4.774861 sec): 3 clusters Score: Raw -4089093.524423 + Penalty 2363.649773 = -4086729.874650 nChanged 14 SP:Iteration 14Q (5.011954 sec): 3 clusters Score: Raw -4089093.754212 + Penalty 2363.649773 = -4086730.104439 nChanged 10 SP:Iteration 15Q (5.227980 sec): 3 clusters Score: Raw -4089093.911982 + Penalty 2363.649773 = -4086730.262209 nChanged 8 SP:Iteration 16Q (5.420315 sec): 3 clusters Score: Raw -4089094.003474 + Penalty 2363.649773 = -4086730.353702 nChanged 9 SP:Iteration 17Q (5.618694 sec): 3 clusters Score: Raw -4089094.168068 + Penalty 2363.649773 = -4086730.518295 nChanged 12 SP:Iteration 18Q (5.814933 sec): 3 clusters Score: Raw -4089094.372106 + Penalty 2363.649773 = -4086730.722334 nChanged 6 SP:Iteration 19Q (6.010689 sec): 3 clusters Score: Raw -4089094.446073 + Penalty 2363.649773 = -4086730.796300 nChanged 7 SP:Iteration 20F (6.183619 sec): 3 clusters Score: Raw -4089094.528202 + Penalty 2363.649773 = -4086730.878429 nChanged 6 SP:Iteration 21Q (6.373912 sec): 3 clusters Score: Raw -4089094.597842 + Penalty 2363.649773 = -4086730.948069 nChanged 3 SP:Iteration 22Q (6.584900 sec): 3 clusters Score: Raw -4089094.620065 + Penalty 2363.649773 = -4086730.970292 nChanged 2 SP:Iteration 23Q (6.764070 sec): 3 clusters Score: Raw -4089094.643876 + Penalty 2363.649773 = -4086730.994104 nChanged 1 SP:Iteration 24Q (6.966621 sec): 3 clusters Score: Raw -4089094.654571 + Penalty 2363.649773 = -4086731.004798 nChanged 1 SP:Iteration 25Q (7.165421 sec): 3 clusters Score: Raw -4089094.665627 + Penalty 2363.649773 = -4086731.015855 nChanged 1 SP:Iteration 26Q (7.353918 sec): 3 clusters Score: Raw -4089094.674344 + Penalty 2363.649773 = -4086731.024571 nChanged 1 SP:Iteration 27Q (7.532407 sec): 3 clusters Score: Raw -4089094.680744 + Penalty 2363.649773 = -4086731.030971 nChanged 0 SP:Iteration 28F (7.721419 sec): 3 clusters Score: Raw -4089094.680744 + Penalty 2363.649773 = -4086731.030971 nChanged 0 Score: Raw -4085284.364229 + Penalty 2365.437823 = -4082918.926406 Splitting cluster 1 changes total score from -3993587.208429 to -4082918.926406 So it's getting split into cluster 2. Iteration 8F (8.086342 sec): 3 clusters Score: Raw -4097149.834721 + Penalty 2365.437823 = -4094784.396897 nChanged 563 Iteration 9Q (8.262992 sec): 3 clusters Score: Raw -4099444.473522 + Penalty 2365.437823 = -4097079.035699 nChanged 758 Iteration 10Q (8.454331 sec): 3 clusters Score: Raw -4099699.577444 + Penalty 2365.437823 = -4097334.139621 nChanged 503 Iteration 11Q (8.638246 sec): 3 clusters Score: Raw -4099825.549387 + Penalty 2365.437823 = -4097460.111564 nChanged 359 Iteration 12Q (8.806091 sec): 3 clusters Score: Raw -4099886.574360 + Penalty 2365.437823 = -4097521.136537 nChanged 232 Iteration 13Q (8.999928 sec): 3 clusters Score: Raw -4099915.825423 + Penalty 2365.437823 = -4097550.387600 nChanged 182 Iteration 14Q (9.172233 sec): 3 clusters Score: Raw -4099934.120153 + Penalty 2365.437823 = -4097568.682330 nChanged 137 Iteration 15Q (9.349127 sec): 3 clusters Score: Raw -4099943.883074 + Penalty 2365.437823 = -4097578.445251 nChanged 94 Iteration 16Q (9.583496 sec): 3 clusters Score: Raw -4099948.483240 + Penalty 2365.437823 = -4097583.045417 nChanged 64 Iteration 17Q (9.791656 sec): 3 clusters Score: Raw -4099951.067046 + Penalty 2365.437823 = -4097585.629223 nChanged 39 Iteration 18Q (10.004857 sec): 3 clusters Score: Raw -4099952.471199 + Penalty 2365.437823 = -4097587.033375 nChanged 38 Iteration 19Q (10.249333 sec): 3 clusters Score: Raw -4099953.810298 + Penalty 2365.437823 = -4097588.372475 nChanged 28 Writing temp clu file Because OldScore, -4097587.033375, is greater than current (better) Score,-4097588.372475 Compute initial score before splitting: Score: Raw -4099953.810298 + Penalty 2365.437823 = -4097588.372475 Trying to split cluster 1 (14028 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.415688 sec): 2 clusters Score: Raw -609696.813743 + Penalty 1002.625114 = -608694.188628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.545801 sec): 3 clusters Score: Raw -601543.689412 + Penalty 2005.250228 = -599538.439184 nChanged 6432 SP:Iteration 1F (10.643340 sec): 3 clusters Score: Raw -609433.203546 + Penalty 2005.250228 = -607427.953318 nChanged 2087 SP:Iteration 2F (10.745994 sec): 3 clusters Score: Raw -612515.704233 + Penalty 2005.250228 = -610510.454005 nChanged 1421 SP:Iteration 3F (10.842097 sec): 3 clusters Score: Raw -614004.095160 + Penalty 2005.250228 = -611998.844932 nChanged 898 SP:Iteration 4F (10.961263 sec): 3 clusters Score: Raw -614905.892341 + Penalty 2005.250228 = -612900.642113 nChanged 643 SP:Iteration 5Q (11.057119 sec): 3 clusters Score: Raw -615482.333015 + Penalty 2005.250228 = -613477.082787 nChanged 494 SP:Iteration 6Q (11.171249 sec): 3 clusters Score: Raw -615830.143491 + Penalty 2005.250228 = -613824.893263 nChanged 374 SP:Iteration 7Q (11.275745 sec): 3 clusters Score: Raw -616062.108785 + Penalty 2005.250228 = -614056.858557 nChanged 283 SP:Iteration 8Q (11.397366 sec): 3 clusters Score: Raw -616175.326135 + Penalty 2005.250228 = -614170.075907 nChanged 212 SP:Iteration 9Q (11.493058 sec): 3 clusters Score: Raw -616240.940217 + Penalty 2005.250228 = -614235.689988 nChanged 128 SP:Iteration 10Q (11.593366 sec): 3 clusters Score: Raw -616272.130659 + Penalty 2005.250228 = -614266.880430 nChanged 81 SP:Iteration 11Q (11.714733 sec): 3 clusters Score: Raw -616295.796441 + Penalty 2005.250228 = -614290.546212 nChanged 93 SP:Iteration 12Q (11.818757 sec): 3 clusters Score: Raw -616329.123693 + Penalty 2005.250228 = -614323.873464 nChanged 84 SP:Iteration 13Q (11.938544 sec): 3 clusters Score: Raw -616357.695723 + Penalty 2005.250228 = -614352.445494 nChanged 82 SP:Iteration 14Q (12.045505 sec): 3 clusters Score: Raw -616417.047639 + Penalty 2005.250228 = -614411.797410 nChanged 131 SP:Iteration 15Q (12.145720 sec): 3 clusters Score: Raw -616543.951462 + Penalty 2005.250228 = -614538.701233 nChanged 151 SP:Iteration 16Q (12.237929 sec): 3 clusters Score: Raw -616691.726667 + Penalty 2005.250228 = -614686.476439 nChanged 156 SP:Iteration 17Q (12.354418 sec): 3 clusters Score: Raw -616796.479761 + Penalty 2005.250228 = -614791.229532 nChanged 118 SP:Iteration 18Q (12.439214 sec): 3 clusters Score: Raw -616840.033466 + Penalty 2005.250228 = -614834.783238 nChanged 68 SP:Iteration 19Q (12.556418 sec): 3 clusters Score: Raw -616854.117366 + Penalty 2005.250228 = -614848.867137 nChanged 36 SP:Iteration 20F (12.663872 sec): 3 clusters Score: Raw -616862.263354 + Penalty 2005.250228 = -614857.013125 nChanged 23 SP:Iteration 21Q (12.763728 sec): 3 clusters Score: Raw -616865.600790 + Penalty 2005.250228 = -614860.350562 nChanged 17 SP:Iteration 22Q (12.865258 sec): 3 clusters Score: Raw -616866.780587 + Penalty 2005.250228 = -614861.530359 nChanged 8 SP:Iteration 23Q (12.959818 sec): 3 clusters Score: Raw -616867.014937 + Penalty 2005.250228 = -614861.764708 nChanged 0 SP:Iteration 24F (13.066431 sec): 3 clusters Score: Raw -616867.014937 + Penalty 2005.250228 = -614861.764708 nChanged 0 Score: Raw -4107124.595151 + Penalty 3548.156735 = -4103576.438416 Splitting cluster 1 changes total score from -4097588.372475 to -4103576.438416 So it's getting split into cluster 3. Trying to split cluster 2 (63856 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.492363 sec): 2 clusters Score: Raw -3527606.687339 + Penalty 1161.760512 = -3526444.926827 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.681028 sec): 3 clusters Score: Raw -3486228.452046 + Penalty 2323.521024 = -3483904.931022 nChanged 30711 SP:Iteration 1F (13.837033 sec): 3 clusters Score: Raw -3518853.047246 + Penalty 2323.521024 = -3516529.526223 nChanged 7291 SP:Iteration 2F (14.016337 sec): 3 clusters Score: Raw -3535163.866444 + Penalty 2323.521024 = -3532840.345420 nChanged 8427 SP:Iteration 3F (14.184683 sec): 3 clusters Score: Raw -3546125.582056 + Penalty 2323.521024 = -3543802.061032 nChanged 6772 SP:Iteration 4F (14.353240 sec): 3 clusters Score: Raw -3553304.998309 + Penalty 2323.521024 = -3550981.477285 nChanged 4229 SP:Iteration 5F (14.513033 sec): 3 clusters Score: Raw -3557303.167486 + Penalty 2323.521024 = -3554979.646463 nChanged 2584 SP:Iteration 6Q (14.691614 sec): 3 clusters Score: Raw -3559918.326699 + Penalty 2323.521024 = -3557594.805675 nChanged 1721 SP:Iteration 7Q (14.857661 sec): 3 clusters Score: Raw -3562016.745063 + Penalty 2323.521024 = -3559693.224039 nChanged 1077 SP:Iteration 8Q (15.081392 sec): 3 clusters Score: Raw -3563252.743583 + Penalty 2323.521024 = -3560929.222560 nChanged 603 SP:Iteration 9Q (15.263029 sec): 3 clusters Score: Raw -3563725.921311 + Penalty 2323.521024 = -3561402.400288 nChanged 349 SP:Iteration 10Q (15.447684 sec): 3 clusters Score: Raw -3563995.697486 + Penalty 2323.521024 = -3561672.176462 nChanged 286 SP:Iteration 11Q (15.621898 sec): 3 clusters Score: Raw -3564245.812901 + Penalty 2323.521024 = -3561922.291877 nChanged 229 SP:Iteration 12Q (15.808001 sec): 3 clusters Score: Raw -3564426.310467 + Penalty 2323.521024 = -3562102.789443 nChanged 221 SP:Iteration 13Q (15.996044 sec): 3 clusters Score: Raw -3564562.163843 + Penalty 2323.521024 = -3562238.642819 nChanged 194 SP:Iteration 14Q (16.192518 sec): 3 clusters Score: Raw -3564687.757693 + Penalty 2323.521024 = -3562364.236669 nChanged 171 SP:Iteration 15Q (16.375976 sec): 3 clusters Score: Raw -3564802.264345 + Penalty 2323.521024 = -3562478.743321 nChanged 149 SP:Iteration 16Q (16.589164 sec): 3 clusters Score: Raw -3564907.341500 + Penalty 2323.521024 = -3562583.820476 nChanged 123 SP:Iteration 17Q (16.782737 sec): 3 clusters Score: Raw -3564993.335338 + Penalty 2323.521024 = -3562669.814315 nChanged 96 SP:Iteration 18Q (16.965672 sec): 3 clusters Score: Raw -3565036.876539 + Penalty 2323.521024 = -3562713.355516 nChanged 53 SP:Iteration 19Q (17.124478 sec): 3 clusters Score: Raw -3565049.332171 + Penalty 2323.521024 = -3562725.811147 nChanged 31 SP:Iteration 20F (17.304606 sec): 3 clusters Score: Raw -3565053.661488 + Penalty 2323.521024 = -3562730.140464 nChanged 14 SP:Iteration 21Q (17.460233 sec): 3 clusters Score: Raw -3565054.856979 + Penalty 2323.521024 = -3562731.335955 nChanged 8 SP:Iteration 22Q (17.614858 sec): 3 clusters Score: Raw -3565055.223020 + Penalty 2323.521024 = -3562731.701997 nChanged 0 SP:Iteration 23F (17.776533 sec): 3 clusters Score: Raw -3565055.223020 + Penalty 2323.521024 = -3562731.701997 nChanged 0 Score: Raw -4144573.130832 + Penalty 4730.875646 = -4139842.255186 Splitting cluster 2 changes total score from -4097588.372475 to -4139842.255186 So it's getting split into cluster 4. Iteration 20F (18.520892 sec): 5 clusters Score: Raw -4147137.167434 + Penalty 4730.875646 = -4142406.291787 nChanged 1458 Iteration 21Q (18.842764 sec): 5 clusters Score: Raw -4147526.906015 + Penalty 4730.875646 = -4142796.030368 nChanged 336 Iteration 22Q (19.126418 sec): 5 clusters Score: Raw -4147579.081632 + Penalty 4730.875646 = -4142848.205986 nChanged 208 Iteration 23Q (19.423043 sec): 5 clusters Score: Raw -4147609.357680 + Penalty 4730.875646 = -4142878.482034 nChanged 188 Iteration 24Q (19.715417 sec): 5 clusters Score: Raw -4147636.149304 + Penalty 4730.875646 = -4142905.273657 nChanged 149 Iteration 25Q (20.025205 sec): 5 clusters Score: Raw -4147657.814550 + Penalty 4730.875646 = -4142926.938903 nChanged 135 Iteration 26Q (20.328609 sec): 5 clusters Score: Raw -4147674.055611 + Penalty 4730.875646 = -4142943.179964 nChanged 117 Iteration 27Q (20.632933 sec): 5 clusters Score: Raw -4147690.147872 + Penalty 4730.875646 = -4142959.272226 nChanged 130 Iteration 28Q (20.956528 sec): 5 clusters Score: Raw -4147706.614787 + Penalty 4730.875646 = -4142975.739141 nChanged 124 Iteration 29Q (21.252359 sec): 5 clusters Score: Raw -4147721.062981 + Penalty 4730.875646 = -4142990.187335 nChanged 99 Iteration 30Q (21.564830 sec): 5 clusters Score: Raw -4147732.653183 + Penalty 4730.875646 = -4143001.777536 nChanged 89 Iteration 31Q (21.884158 sec): 5 clusters Score: Raw -4147739.432196 + Penalty 4730.875646 = -4143008.556550 nChanged 63 Iteration 32Q (22.284202 sec): 5 clusters Score: Raw -4147748.192008 + Penalty 4730.875646 = -4143017.316362 nChanged 91 Iteration 33Q (22.627988 sec): 5 clusters Score: Raw -4147758.427377 + Penalty 4730.875646 = -4143027.551731 nChanged 84 Iteration 34Q (23.015162 sec): 5 clusters Score: Raw -4147766.113807 + Penalty 4730.875646 = -4143035.238161 nChanged 71 Iteration 35Q (23.394069 sec): 5 clusters Score: Raw -4147772.153053 + Penalty 4730.875646 = -4143041.277407 nChanged 63 Iteration 36Q (23.769499 sec): 5 clusters Score: Raw -4147777.498285 + Penalty 4730.875646 = -4143046.622639 nChanged 59 Iteration 37Q (24.155916 sec): 5 clusters Score: Raw -4147780.800256 + Penalty 4730.875646 = -4143049.924610 nChanged 46 Iteration 38Q (24.500864 sec): 5 clusters Score: Raw -4147784.362284 + Penalty 4730.875646 = -4143053.486638 nChanged 50 Iteration 39Q (24.846206 sec): 5 clusters Score: Raw -4147788.860052 + Penalty 4730.875646 = -4143057.984405 nChanged 45 Iteration 40F (25.211713 sec): 5 clusters Score: Raw -4147792.756162 + Penalty 4730.875646 = -4143061.880515 nChanged 33 Iteration 41Q (25.547626 sec): 5 clusters Score: Raw -4147796.669501 + Penalty 4730.875646 = -4143065.793855 nChanged 44 Iteration 42Q (25.859661 sec): 5 clusters Score: Raw -4147800.562344 + Penalty 4730.875646 = -4143069.686698 nChanged 47 Iteration 43Q (26.190928 sec): 5 clusters Score: Raw -4147803.993140 + Penalty 4730.875646 = -4143073.117493 nChanged 38 Iteration 44Q (26.504019 sec): 5 clusters Score: Raw -4147805.678216 + Penalty 4730.875646 = -4143074.802570 nChanged 31 Iteration 45Q (26.797467 sec): 5 clusters Score: Raw -4147807.152701 + Penalty 4730.875646 = -4143076.277055 nChanged 25 Iteration 46Q (27.117858 sec): 5 clusters Score: Raw -4147809.098992 + Penalty 4730.875646 = -4143078.223345 nChanged 26 Iteration 47Q (27.432042 sec): 5 clusters Score: Raw -4147811.157988 + Penalty 4730.875646 = -4143080.282342 nChanged 20 Iteration 48Q (27.741889 sec): 5 clusters Score: Raw -4147812.701694 + Penalty 4730.875646 = -4143081.826048 nChanged 29 Iteration 49Q (28.042454 sec): 5 clusters Score: Raw -4147814.119002 + Penalty 4730.875646 = -4143083.243356 nChanged 23 Iteration 50Q (28.351745 sec): 5 clusters Score: Raw -4147815.302755 + Penalty 4730.875646 = -4143084.427109 nChanged 16 Iteration 51Q (28.663087 sec): 5 clusters Score: Raw -4147816.370884 + Penalty 4730.875646 = -4143085.495238 nChanged 15 Iteration 52Q (28.985156 sec): 5 clusters Score: Raw -4147816.708213 + Penalty 4730.875646 = -4143085.832567 nChanged 9 Iteration 53Q (29.354698 sec): 5 clusters Score: Raw -4147817.465584 + Penalty 4730.875646 = -4143086.589938 nChanged 14 Iteration 54Q (29.738648 sec): 5 clusters Score: Raw -4147818.989147 + Penalty 4730.875646 = -4143088.113501 nChanged 21 Iteration 55Q (30.157094 sec): 5 clusters Score: Raw -4147819.747343 + Penalty 4730.875646 = -4143088.871697 nChanged 10 Iteration 56Q (30.574825 sec): 5 clusters Score: Raw -4147820.020924 + Penalty 4730.875646 = -4143089.145278 nChanged 8 Iteration 57Q (30.948853 sec): 5 clusters Score: Raw -4147820.239985 + Penalty 4730.875646 = -4143089.364338 nChanged 9 Iteration 58Q (31.275081 sec): 5 clusters Score: Raw -4147820.419260 + Penalty 4730.875646 = -4143089.543614 nChanged 4 Writing temp clu file Because OldScore, -4143089.364338, is greater than current (better) Score,-4143089.543614 Compute initial score before splitting: Score: Raw -4147820.419260 + Penalty 4730.875646 = -4143089.543614 Trying to split cluster 1 (5722 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.441137 sec): 2 clusters Score: Raw -247746.038527 + Penalty 908.467736 = -246837.570791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.531741 sec): 3 clusters Score: Raw -244775.856813 + Penalty 1816.935471 = -242958.921342 nChanged 2541 SP:Iteration 1F (31.611287 sec): 3 clusters Score: Raw -248807.400549 + Penalty 1816.935471 = -246990.465078 nChanged 983 SP:Iteration 2F (31.707840 sec): 3 clusters Score: Raw -250924.797973 + Penalty 1816.935471 = -249107.862501 nChanged 574 SP:Iteration 3F (31.785807 sec): 3 clusters Score: Raw -251978.021451 + Penalty 1816.935471 = -250161.085980 nChanged 305 SP:Iteration 4F (31.884645 sec): 3 clusters Score: Raw -252442.940612 + Penalty 1816.935471 = -250626.005140 nChanged 198 SP:Iteration 5Q (31.954640 sec): 3 clusters Score: Raw -252727.940602 + Penalty 1816.935471 = -250911.005131 nChanged 168 SP:Iteration 6Q (32.043975 sec): 3 clusters Score: Raw -252960.241118 + Penalty 1816.935471 = -251143.305646 nChanged 137 SP:Iteration 7Q (32.133280 sec): 3 clusters Score: Raw -253131.175562 + Penalty 1816.935471 = -251314.240091 nChanged 111 SP:Iteration 8Q (32.222581 sec): 3 clusters Score: Raw -253241.279672 + Penalty 1816.935471 = -251424.344200 nChanged 110 SP:Iteration 9Q (32.306868 sec): 3 clusters Score: Raw -253388.785304 + Penalty 1816.935471 = -251571.849833 nChanged 117 SP:Iteration 10Q (32.399497 sec): 3 clusters Score: Raw -253588.478035 + Penalty 1816.935471 = -251771.542564 nChanged 140 SP:Iteration 11Q (32.473268 sec): 3 clusters Score: Raw -253829.999028 + Penalty 1816.935471 = -252013.063556 nChanged 148 SP:Iteration 12Q (32.561770 sec): 3 clusters Score: Raw -254127.523683 + Penalty 1816.935471 = -252310.588212 nChanged 152 SP:Iteration 13Q (32.652792 sec): 3 clusters Score: Raw -254443.369080 + Penalty 1816.935471 = -252626.433609 nChanged 123 SP:Iteration 14Q (32.733361 sec): 3 clusters Score: Raw -254583.047324 + Penalty 1816.935471 = -252766.111853 nChanged 90 SP:Iteration 15Q (32.825552 sec): 3 clusters Score: Raw -254635.706584 + Penalty 1816.935471 = -252818.771113 nChanged 49 SP:Iteration 16Q (32.905506 sec): 3 clusters Score: Raw -254656.029365 + Penalty 1816.935471 = -252839.093894 nChanged 45 SP:Iteration 17Q (33.003320 sec): 3 clusters Score: Raw -254673.145345 + Penalty 1816.935471 = -252856.209874 nChanged 33 SP:Iteration 18Q (33.092226 sec): 3 clusters Score: Raw -254683.069491 + Penalty 1816.935471 = -252866.134019 nChanged 24 SP:Iteration 19Q (33.174448 sec): 3 clusters Score: Raw -254690.298480 + Penalty 1816.935471 = -252873.363008 nChanged 18 SP:Iteration 20F (33.263105 sec): 3 clusters Score: Raw -254694.019866 + Penalty 1816.935471 = -252877.084395 nChanged 14 SP:Iteration 21Q (33.351720 sec): 3 clusters Score: Raw -254696.025786 + Penalty 1816.935471 = -252879.090314 nChanged 10 SP:Iteration 22Q (33.429528 sec): 3 clusters Score: Raw -254697.270296 + Penalty 1816.935471 = -252880.334825 nChanged 8 SP:Iteration 23Q (33.503850 sec): 3 clusters Score: Raw -254698.289153 + Penalty 1816.935471 = -252881.353682 nChanged 6 SP:Iteration 24Q (33.591306 sec): 3 clusters Score: Raw -254699.453458 + Penalty 1816.935471 = -252882.517987 nChanged 6 SP:Iteration 25Q (33.696024 sec): 3 clusters Score: Raw -254700.315311 + Penalty 1816.935471 = -252883.379839 nChanged 5 SP:Iteration 26Q (33.784347 sec): 3 clusters Score: Raw -254700.977601 + Penalty 1816.935471 = -252884.042130 nChanged 3 SP:Iteration 27Q (33.852997 sec): 3 clusters Score: Raw -254701.358872 + Penalty 1816.935471 = -252884.423401 nChanged 2 SP:Iteration 28Q (33.967524 sec): 3 clusters Score: Raw -254701.667052 + Penalty 1816.935471 = -252884.731581 nChanged 2 SP:Iteration 29Q (34.035812 sec): 3 clusters Score: Raw -254701.980252 + Penalty 1816.935471 = -252885.044780 nChanged 1 SP:Iteration 30Q (34.128920 sec): 3 clusters Score: Raw -254702.101503 + Penalty 1816.935471 = -252885.166032 nChanged 2 SP:Iteration 31Q (34.229896 sec): 3 clusters Score: Raw -254703.042171 + Penalty 1816.935471 = -252886.106700 nChanged 1 SP:Iteration 32Q (34.289107 sec): 3 clusters Score: Raw -254703.254976 + Penalty 1816.935471 = -252886.319505 nChanged 0 SP:Iteration 33F (34.383303 sec): 3 clusters Score: Raw -254703.254976 + Penalty 1816.935471 = -252886.319505 nChanged 0 Score: Raw -4154777.725552 + Penalty 5913.594558 = -4148864.130994 Splitting cluster 1 changes total score from -4143089.543614 to -4148864.130994 So it's getting split into cluster 5. Trying to split cluster 2 (9404 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.879002 sec): 2 clusters Score: Raw -524027.386518 + Penalty 960.633493 = -523066.753025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.970171 sec): 3 clusters Score: Raw -518649.508320 + Penalty 1921.266986 = -516728.241334 nChanged 4186 SP:Iteration 1F (35.063910 sec): 3 clusters Score: Raw -521801.968933 + Penalty 1921.266986 = -519880.701947 nChanged 984 SP:Iteration 2F (35.137897 sec): 3 clusters Score: Raw -522891.308753 + Penalty 1921.266986 = -520970.041767 nChanged 876 SP:Iteration 3F (35.229499 sec): 3 clusters Score: Raw -523685.150080 + Penalty 1921.266986 = -521763.883094 nChanged 643 SP:Iteration 4F (35.326664 sec): 3 clusters Score: Raw -524138.540302 + Penalty 1921.266986 = -522217.273316 nChanged 447 SP:Iteration 5Q (35.426945 sec): 3 clusters Score: Raw -524366.545979 + Penalty 1921.266986 = -522445.278993 nChanged 285 SP:Iteration 6Q (35.503033 sec): 3 clusters Score: Raw -524486.396269 + Penalty 1921.266986 = -522565.129283 nChanged 209 SP:Iteration 7Q (35.619505 sec): 3 clusters Score: Raw -524547.803022 + Penalty 1921.266986 = -522626.536036 nChanged 153 SP:Iteration 8Q (35.708606 sec): 3 clusters Score: Raw -524590.924156 + Penalty 1921.266986 = -522669.657170 nChanged 114 SP:Iteration 9Q (35.794427 sec): 3 clusters Score: Raw -524617.160222 + Penalty 1921.266986 = -522695.893236 nChanged 97 SP:Iteration 10Q (35.877002 sec): 3 clusters Score: Raw -524634.276607 + Penalty 1921.266986 = -522713.009621 nChanged 81 SP:Iteration 11Q (35.980622 sec): 3 clusters Score: Raw -524646.477759 + Penalty 1921.266986 = -522725.210773 nChanged 62 SP:Iteration 12Q (36.065906 sec): 3 clusters Score: Raw -524655.248159 + Penalty 1921.266986 = -522733.981173 nChanged 68 SP:Iteration 13Q (36.168484 sec): 3 clusters Score: Raw -524664.958294 + Penalty 1921.266986 = -522743.691308 nChanged 55 SP:Iteration 14Q (36.248325 sec): 3 clusters Score: Raw -524673.667057 + Penalty 1921.266986 = -522752.400071 nChanged 49 SP:Iteration 15Q (36.363736 sec): 3 clusters Score: Raw -524681.434246 + Penalty 1921.266986 = -522760.167260 nChanged 56 SP:Iteration 16Q (36.471469 sec): 3 clusters Score: Raw -524690.849693 + Penalty 1921.266986 = -522769.582707 nChanged 66 SP:Iteration 17Q (36.611973 sec): 3 clusters Score: Raw -524701.939621 + Penalty 1921.266986 = -522780.672635 nChanged 67 SP:Iteration 18Q (36.731388 sec): 3 clusters Score: Raw -524712.708952 + Penalty 1921.266986 = -522791.441966 nChanged 62 SP:Iteration 19Q (36.831433 sec): 3 clusters Score: Raw -524721.362915 + Penalty 1921.266986 = -522800.095929 nChanged 51 SP:Iteration 20F (36.945852 sec): 3 clusters Score: Raw -524728.957224 + Penalty 1921.266986 = -522807.690238 nChanged 52 SP:Iteration 21Q (37.066280 sec): 3 clusters Score: Raw -524736.225481 + Penalty 1921.266986 = -522814.958495 nChanged 54 SP:Iteration 22Q (37.171175 sec): 3 clusters Score: Raw -524743.394692 + Penalty 1921.266986 = -522822.127706 nChanged 46 SP:Iteration 23Q (37.257430 sec): 3 clusters Score: Raw -524749.324386 + Penalty 1921.266986 = -522828.057400 nChanged 42 SP:Iteration 24Q (37.373725 sec): 3 clusters Score: Raw -524754.334843 + Penalty 1921.266986 = -522833.067857 nChanged 48 SP:Iteration 25Q (37.493002 sec): 3 clusters Score: Raw -524759.844182 + Penalty 1921.266986 = -522838.577196 nChanged 37 SP:Iteration 26Q (37.607169 sec): 3 clusters Score: Raw -524764.958687 + Penalty 1921.266986 = -522843.691701 nChanged 43 SP:Iteration 27Q (37.726165 sec): 3 clusters Score: Raw -524771.585208 + Penalty 1921.266986 = -522850.318222 nChanged 43 SP:Iteration 28Q (37.831558 sec): 3 clusters Score: Raw -524778.653766 + Penalty 1921.266986 = -522857.386780 nChanged 40 SP:Iteration 29Q (37.955490 sec): 3 clusters Score: Raw -524784.649043 + Penalty 1921.266986 = -522863.382057 nChanged 49 SP:Iteration 30Q (38.084034 sec): 3 clusters Score: Raw -524793.208639 + Penalty 1921.266986 = -522871.941653 nChanged 59 SP:Iteration 31Q (38.168004 sec): 3 clusters Score: Raw -524803.038153 + Penalty 1921.266986 = -522881.771167 nChanged 51 SP:Iteration 32Q (38.324487 sec): 3 clusters Score: Raw -524811.450285 + Penalty 1921.266986 = -522890.183299 nChanged 47 SP:Iteration 33Q (38.417215 sec): 3 clusters Score: Raw -524819.303568 + Penalty 1921.266986 = -522898.036582 nChanged 58 SP:Iteration 34Q (38.526007 sec): 3 clusters Score: Raw -524830.706180 + Penalty 1921.266986 = -522909.439194 nChanged 47 SP:Iteration 35Q (38.635117 sec): 3 clusters Score: Raw -524841.129061 + Penalty 1921.266986 = -522919.862074 nChanged 57 SP:Iteration 36Q (38.781859 sec): 3 clusters Score: Raw -524854.045433 + Penalty 1921.266986 = -522932.778447 nChanged 52 SP:Iteration 37Q (38.881745 sec): 3 clusters Score: Raw -524866.555152 + Penalty 1921.266986 = -522945.288166 nChanged 52 SP:Iteration 38Q (38.974034 sec): 3 clusters Score: Raw -524877.568386 + Penalty 1921.266986 = -522956.301400 nChanged 48 SP:Iteration 39Q (39.103522 sec): 3 clusters Score: Raw -524888.007697 + Penalty 1921.266986 = -522966.740711 nChanged 43 SP:Iteration 40F (39.220074 sec): 3 clusters Score: Raw -524898.591769 + Penalty 1921.266986 = -522977.324783 nChanged 48 SP:Iteration 41Q (39.332407 sec): 3 clusters Score: Raw -524909.928963 + Penalty 1921.266986 = -522988.661977 nChanged 59 SP:Iteration 42Q (39.436114 sec): 3 clusters Score: Raw -524925.801222 + Penalty 1921.266986 = -523004.534235 nChanged 54 SP:Iteration 43Q (39.533338 sec): 3 clusters Score: Raw -524946.777889 + Penalty 1921.266986 = -523025.510902 nChanged 68 SP:Iteration 44Q (39.631544 sec): 3 clusters Score: Raw -524972.117454 + Penalty 1921.266986 = -523050.850468 nChanged 76 SP:Iteration 45Q (39.720615 sec): 3 clusters Score: Raw -524996.327332 + Penalty 1921.266986 = -523075.060346 nChanged 68 SP:Iteration 46Q (39.805412 sec): 3 clusters Score: Raw -525019.045842 + Penalty 1921.266986 = -523097.778856 nChanged 54 SP:Iteration 47Q (39.922429 sec): 3 clusters Score: Raw -525038.007345 + Penalty 1921.266986 = -523116.740359 nChanged 61 SP:Iteration 48Q (40.010113 sec): 3 clusters Score: Raw -525077.567126 + Penalty 1921.266986 = -523156.300140 nChanged 62 SP:Iteration 49Q (40.099519 sec): 3 clusters Score: Raw -525100.626209 + Penalty 1921.266986 = -523179.359223 nChanged 48 SP:Iteration 50Q (40.198128 sec): 3 clusters Score: Raw -525113.166184 + Penalty 1921.266986 = -523191.899198 nChanged 41 SP:Iteration 51Q (40.292631 sec): 3 clusters Score: Raw -525120.571558 + Penalty 1921.266986 = -523199.304572 nChanged 30 SP:Iteration 52Q (40.377354 sec): 3 clusters Score: Raw -525125.868562 + Penalty 1921.266986 = -523204.601576 nChanged 25 SP:Iteration 53Q (40.483226 sec): 3 clusters Score: Raw -525129.884661 + Penalty 1921.266986 = -523208.617675 nChanged 29 SP:Iteration 54Q (40.566531 sec): 3 clusters Score: Raw -525133.967306 + Penalty 1921.266986 = -523212.700320 nChanged 20 SP:Iteration 55Q (40.674798 sec): 3 clusters Score: Raw -525137.229389 + Penalty 1921.266986 = -523215.962403 nChanged 17 SP:Iteration 56Q (40.758441 sec): 3 clusters Score: Raw -525139.712077 + Penalty 1921.266986 = -523218.445091 nChanged 9 SP:Iteration 57Q (40.868167 sec): 3 clusters Score: Raw -525140.928810 + Penalty 1921.266986 = -523219.661824 nChanged 7 SP:Iteration 58Q (40.975565 sec): 3 clusters Score: Raw -525141.650139 + Penalty 1921.266986 = -523220.383153 nChanged 3 SP:Iteration 59Q (41.055866 sec): 3 clusters Score: Raw -525141.987979 + Penalty 1921.266986 = -523220.720993 nChanged 4 SP:Iteration 60F (41.159262 sec): 3 clusters Score: Raw -525142.574455 + Penalty 1921.266986 = -523221.307469 nChanged 6 SP:Iteration 61Q (41.260913 sec): 3 clusters Score: Raw -525142.984205 + Penalty 1921.266986 = -523221.717219 nChanged 5 SP:Iteration 62Q (41.351031 sec): 3 clusters Score: Raw -525143.529099 + Penalty 1921.266986 = -523222.262113 nChanged 5 SP:Iteration 63Q (41.455182 sec): 3 clusters Score: Raw -525144.026076 + Penalty 1921.266986 = -523222.759090 nChanged 6 SP:Iteration 64Q (41.560109 sec): 3 clusters Score: Raw -525144.689497 + Penalty 1921.266986 = -523223.422511 nChanged 7 SP:Iteration 65Q (41.649672 sec): 3 clusters Score: Raw -525145.577010 + Penalty 1921.266986 = -523224.310024 nChanged 4 SP:Iteration 66Q (41.743183 sec): 3 clusters Score: Raw -525146.493533 + Penalty 1921.266986 = -523225.226547 nChanged 8 SP:Iteration 67Q (41.850346 sec): 3 clusters Score: Raw -525147.204972 + Penalty 1921.266986 = -523225.937986 nChanged 9 SP:Iteration 68Q (41.939341 sec): 3 clusters Score: Raw -525148.239628 + Penalty 1921.266986 = -523226.972642 nChanged 13 SP:Iteration 69Q (42.027992 sec): 3 clusters Score: Raw -525149.835536 + Penalty 1921.266986 = -523228.568550 nChanged 12 SP:Iteration 70Q (42.125045 sec): 3 clusters Score: Raw -525151.128271 + Penalty 1921.266986 = -523229.861285 nChanged 8 SP:Iteration 71Q (42.208792 sec): 3 clusters Score: Raw -525151.838703 + Penalty 1921.266986 = -523230.571717 nChanged 7 SP:Iteration 72Q (42.316452 sec): 3 clusters Score: Raw -525152.732304 + Penalty 1921.266986 = -523231.465318 nChanged 10 SP:Iteration 73Q (42.409369 sec): 3 clusters Score: Raw -525154.752495 + Penalty 1921.266986 = -523233.485509 nChanged 10 SP:Iteration 74Q (42.502264 sec): 3 clusters Score: Raw -525156.352897 + Penalty 1921.266986 = -523235.085911 nChanged 10 SP:Iteration 75Q (42.593889 sec): 3 clusters Score: Raw -525158.122151 + Penalty 1921.266986 = -523236.855165 nChanged 8 SP:Iteration 76Q (42.671955 sec): 3 clusters Score: Raw -525158.870656 + Penalty 1921.266986 = -523237.603670 nChanged 2 SP:Iteration 77Q (42.766827 sec): 3 clusters Score: Raw -525159.404376 + Penalty 1921.266986 = -523238.137390 nChanged 7 SP:Iteration 78Q (42.851861 sec): 3 clusters Score: Raw -525160.109149 + Penalty 1921.266986 = -523238.842163 nChanged 4 SP:Iteration 79Q (42.939912 sec): 3 clusters Score: Raw -525160.537578 + Penalty 1921.266986 = -523239.270592 nChanged 3 SP:Iteration 80F (43.051127 sec): 3 clusters Score: Raw -525160.845422 + Penalty 1921.266986 = -523239.578436 nChanged 5 SP:Iteration 81Q (43.132589 sec): 3 clusters Score: Raw -525161.030687 + Penalty 1921.266986 = -523239.763701 nChanged 0 SP:Iteration 82F (43.217960 sec): 3 clusters Score: Raw -525161.030687 + Penalty 1921.266986 = -523239.763701 nChanged 0 Score: Raw -4155911.369720 + Penalty 7096.313470 = -4148815.056251 Splitting cluster 2 changes total score from -4143089.543614 to -4148815.056251 So it's getting split into cluster 6. Trying to split cluster 3 (8615 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.814185 sec): 2 clusters Score: Raw -394624.093378 + Penalty 951.432316 = -393672.661062 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.928293 sec): 3 clusters Score: Raw -389855.177069 + Penalty 1902.864631 = -387952.312438 nChanged 3826 SP:Iteration 1F (44.066534 sec): 3 clusters Score: Raw -394188.447839 + Penalty 1902.864631 = -392285.583208 nChanged 1219 SP:Iteration 2F (44.166406 sec): 3 clusters Score: Raw -396128.597409 + Penalty 1902.864631 = -394225.732777 nChanged 860 SP:Iteration 3F (44.256061 sec): 3 clusters Score: Raw -397085.984252 + Penalty 1902.864631 = -395183.119620 nChanged 481 SP:Iteration 4F (44.379515 sec): 3 clusters Score: Raw -397453.445274 + Penalty 1902.864631 = -395550.580643 nChanged 325 SP:Iteration 5Q (44.489765 sec): 3 clusters Score: Raw -397639.831545 + Penalty 1902.864631 = -395736.966914 nChanged 202 SP:Iteration 6Q (44.604409 sec): 3 clusters Score: Raw -397760.245565 + Penalty 1902.864631 = -395857.380934 nChanged 166 SP:Iteration 7Q (44.733862 sec): 3 clusters Score: Raw -397873.550859 + Penalty 1902.864631 = -395970.686228 nChanged 168 SP:Iteration 8Q (44.851833 sec): 3 clusters Score: Raw -397985.078920 + Penalty 1902.864631 = -396082.214289 nChanged 162 SP:Iteration 9Q (44.953358 sec): 3 clusters Score: Raw -398066.015951 + Penalty 1902.864631 = -396163.151320 nChanged 151 SP:Iteration 10Q (45.055809 sec): 3 clusters Score: Raw -398123.527571 + Penalty 1902.864631 = -396220.662940 nChanged 102 SP:Iteration 11Q (45.184668 sec): 3 clusters Score: Raw -398153.475296 + Penalty 1902.864631 = -396250.610665 nChanged 70 SP:Iteration 12Q (45.275933 sec): 3 clusters Score: Raw -398176.812215 + Penalty 1902.864631 = -396273.947583 nChanged 71 SP:Iteration 13Q (45.386343 sec): 3 clusters Score: Raw -398199.633170 + Penalty 1902.864631 = -396296.768539 nChanged 76 SP:Iteration 14Q (45.472443 sec): 3 clusters Score: Raw -398219.355164 + Penalty 1902.864631 = -396316.490532 nChanged 49 SP:Iteration 15Q (45.560073 sec): 3 clusters Score: Raw -398226.862649 + Penalty 1902.864631 = -396323.998018 nChanged 36 SP:Iteration 16Q (45.653452 sec): 3 clusters Score: Raw -398232.928654 + Penalty 1902.864631 = -396330.064023 nChanged 29 SP:Iteration 17Q (45.765650 sec): 3 clusters Score: Raw -398237.714667 + Penalty 1902.864631 = -396334.850036 nChanged 33 SP:Iteration 18Q (45.884947 sec): 3 clusters Score: Raw -398243.833131 + Penalty 1902.864631 = -396340.968500 nChanged 33 SP:Iteration 19Q (45.968377 sec): 3 clusters Score: Raw -398250.253818 + Penalty 1902.864631 = -396347.389187 nChanged 33 SP:Iteration 20F (46.096596 sec): 3 clusters Score: Raw -398257.623196 + Penalty 1902.864631 = -396354.758565 nChanged 44 SP:Iteration 21Q (46.221511 sec): 3 clusters Score: Raw -398267.721324 + Penalty 1902.864631 = -396364.856692 nChanged 32 SP:Iteration 22Q (46.315266 sec): 3 clusters Score: Raw -398274.969699 + Penalty 1902.864631 = -396372.105067 nChanged 34 SP:Iteration 23Q (46.461872 sec): 3 clusters Score: Raw -398284.184858 + Penalty 1902.864631 = -396381.320227 nChanged 36 SP:Iteration 24Q (46.562624 sec): 3 clusters Score: Raw -398291.111356 + Penalty 1902.864631 = -396388.246725 nChanged 25 SP:Iteration 25Q (46.680578 sec): 3 clusters Score: Raw -398297.745655 + Penalty 1902.864631 = -396394.881023 nChanged 32 SP:Iteration 26Q (46.808162 sec): 3 clusters Score: Raw -398303.127481 + Penalty 1902.864631 = -396400.262850 nChanged 24 SP:Iteration 27Q (46.952278 sec): 3 clusters Score: Raw -398309.506333 + Penalty 1902.864631 = -396406.641702 nChanged 26 SP:Iteration 28Q (47.047710 sec): 3 clusters Score: Raw -398315.229388 + Penalty 1902.864631 = -396412.364756 nChanged 31 SP:Iteration 29Q (47.170167 sec): 3 clusters Score: Raw -398320.784856 + Penalty 1902.864631 = -396417.920225 nChanged 25 SP:Iteration 30Q (47.262898 sec): 3 clusters Score: Raw -398326.895199 + Penalty 1902.864631 = -396424.030568 nChanged 15 SP:Iteration 31Q (47.365670 sec): 3 clusters Score: Raw -398331.930933 + Penalty 1902.864631 = -396429.066302 nChanged 17 SP:Iteration 32Q (47.482457 sec): 3 clusters Score: Raw -398334.541043 + Penalty 1902.864631 = -396431.676412 nChanged 11 SP:Iteration 33Q (47.572871 sec): 3 clusters Score: Raw -398335.280426 + Penalty 1902.864631 = -396432.415795 nChanged 6 SP:Iteration 34Q (47.672787 sec): 3 clusters Score: Raw -398335.676645 + Penalty 1902.864631 = -396432.812013 nChanged 4 SP:Iteration 35Q (47.771956 sec): 3 clusters Score: Raw -398335.954769 + Penalty 1902.864631 = -396433.090138 nChanged 3 SP:Iteration 36Q (47.879815 sec): 3 clusters Score: Raw -398336.275363 + Penalty 1902.864631 = -396433.410731 nChanged 1 SP:Iteration 37Q (47.985232 sec): 3 clusters Score: Raw -398336.294040 + Penalty 1902.864631 = -396433.429409 nChanged 1 SP:Iteration 38Q (48.094080 sec): 3 clusters Score: Raw -398336.325017 + Penalty 1902.864631 = -396433.460385 nChanged 1 SP:Iteration 39Q (48.190246 sec): 3 clusters Score: Raw -398336.374680 + Penalty 1902.864631 = -396433.510049 nChanged 1 SP:Iteration 40F (48.307625 sec): 3 clusters Score: Raw -398336.408474 + Penalty 1902.864631 = -396433.543843 nChanged 1 SP:Iteration 41Q (48.389155 sec): 3 clusters Score: Raw -398336.483849 + Penalty 1902.864631 = -396433.619218 nChanged 0 SP:Iteration 42F (48.495723 sec): 3 clusters Score: Raw -398336.483849 + Penalty 1902.864631 = -396433.619218 nChanged 0 Score: Raw -4159623.760191 + Penalty 8279.032381 = -4151344.727810 Splitting cluster 3 changes total score from -4143089.543614 to -4151344.727810 So it's getting split into cluster 7. Trying to split cluster 4 (54183 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.332668 sec): 2 clusters Score: Raw -3055243.124657 + Penalty 1144.512861 = -3054098.611796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.506899 sec): 3 clusters Score: Raw -3020236.379658 + Penalty 2289.025722 = -3017947.353936 nChanged 25831 SP:Iteration 1F (49.680926 sec): 3 clusters Score: Raw -3044012.553355 + Penalty 2289.025722 = -3041723.527633 nChanged 7320 SP:Iteration 2F (49.829125 sec): 3 clusters Score: Raw -3057278.161095 + Penalty 2289.025722 = -3054989.135373 nChanged 7425 SP:Iteration 3F (50.007142 sec): 3 clusters Score: Raw -3065555.784141 + Penalty 2289.025722 = -3063266.758419 nChanged 4120 SP:Iteration 4F (50.163846 sec): 3 clusters Score: Raw -3068747.122233 + Penalty 2289.025722 = -3066458.096511 nChanged 2120 SP:Iteration 5Q (50.331178 sec): 3 clusters Score: Raw -3070127.257294 + Penalty 2289.025722 = -3067838.231572 nChanged 1305 SP:Iteration 6Q (50.495314 sec): 3 clusters Score: Raw -3070895.712484 + Penalty 2289.025722 = -3068606.686762 nChanged 954 SP:Iteration 7Q (50.653367 sec): 3 clusters Score: Raw -3071346.993534 + Penalty 2289.025722 = -3069057.967812 nChanged 697 SP:Iteration 8Q (50.805912 sec): 3 clusters Score: Raw -3071597.789540 + Penalty 2289.025722 = -3069308.763819 nChanged 577 SP:Iteration 9Q (50.954487 sec): 3 clusters Score: Raw -3071773.250170 + Penalty 2289.025722 = -3069484.224448 nChanged 473 SP:Iteration 10Q (51.108442 sec): 3 clusters Score: Raw -3071892.447956 + Penalty 2289.025722 = -3069603.422234 nChanged 393 SP:Iteration 11Q (51.269810 sec): 3 clusters Score: Raw -3071977.518165 + Penalty 2289.025722 = -3069688.492443 nChanged 315 SP:Iteration 12Q (51.417740 sec): 3 clusters Score: Raw -3072034.549767 + Penalty 2289.025722 = -3069745.524045 nChanged 263 SP:Iteration 13Q (51.604504 sec): 3 clusters Score: Raw -3072071.603725 + Penalty 2289.025722 = -3069782.578003 nChanged 229 SP:Iteration 14Q (51.823218 sec): 3 clusters Score: Raw -3072102.282469 + Penalty 2289.025722 = -3069813.256747 nChanged 191 SP:Iteration 15Q (52.025444 sec): 3 clusters Score: Raw -3072123.464432 + Penalty 2289.025722 = -3069834.438710 nChanged 143 SP:Iteration 16Q (52.239750 sec): 3 clusters Score: Raw -3072135.761225 + Penalty 2289.025722 = -3069846.735503 nChanged 105 SP:Iteration 17Q (52.439309 sec): 3 clusters Score: Raw -3072145.164592 + Penalty 2289.025722 = -3069856.138870 nChanged 80 SP:Iteration 18Q (52.648209 sec): 3 clusters Score: Raw -3072151.257796 + Penalty 2289.025722 = -3069862.232074 nChanged 65 SP:Iteration 19Q (52.836251 sec): 3 clusters Score: Raw -3072155.397270 + Penalty 2289.025722 = -3069866.371548 nChanged 52 SP:Iteration 20F (53.024931 sec): 3 clusters Score: Raw -3072157.998919 + Penalty 2289.025722 = -3069868.973197 nChanged 40 SP:Iteration 21Q (53.183201 sec): 3 clusters Score: Raw -3072159.799062 + Penalty 2289.025722 = -3069870.773340 nChanged 36 SP:Iteration 22Q (53.372001 sec): 3 clusters Score: Raw -3072161.384077 + Penalty 2289.025722 = -3069872.358355 nChanged 30 SP:Iteration 23Q (53.555528 sec): 3 clusters Score: Raw -3072162.682484 + Penalty 2289.025722 = -3069873.656762 nChanged 29 SP:Iteration 24Q (53.708283 sec): 3 clusters Score: Raw -3072164.048113 + Penalty 2289.025722 = -3069875.022391 nChanged 24 SP:Iteration 25Q (53.871285 sec): 3 clusters Score: Raw -3072164.932630 + Penalty 2289.025722 = -3069875.906908 nChanged 14 SP:Iteration 26Q (54.037700 sec): 3 clusters Score: Raw -3072165.259300 + Penalty 2289.025722 = -3069876.233578 nChanged 7 SP:Iteration 27Q (54.197105 sec): 3 clusters Score: Raw -3072165.378911 + Penalty 2289.025722 = -3069876.353189 nChanged 7 SP:Iteration 28Q (54.362593 sec): 3 clusters Score: Raw -3072165.579746 + Penalty 2289.025722 = -3069876.554024 nChanged 6 SP:Iteration 29Q (54.519289 sec): 3 clusters Score: Raw -3072165.817463 + Penalty 2289.025722 = -3069876.791741 nChanged 9 SP:Iteration 30Q (54.689509 sec): 3 clusters Score: Raw -3072166.041117 + Penalty 2289.025722 = -3069877.015395 nChanged 7 SP:Iteration 31Q (54.861930 sec): 3 clusters Score: Raw -3072166.375026 + Penalty 2289.025722 = -3069877.349304 nChanged 13 SP:Iteration 32Q (55.022176 sec): 3 clusters Score: Raw -3072166.864479 + Penalty 2289.025722 = -3069877.838757 nChanged 11 SP:Iteration 33Q (55.182852 sec): 3 clusters Score: Raw -3072167.167318 + Penalty 2289.025722 = -3069878.141596 nChanged 10 SP:Iteration 34Q (55.361643 sec): 3 clusters Score: Raw -3072167.457104 + Penalty 2289.025722 = -3069878.431382 nChanged 8 SP:Iteration 35Q (55.520203 sec): 3 clusters Score: Raw -3072167.631205 + Penalty 2289.025722 = -3069878.605483 nChanged 6 SP:Iteration 36Q (55.673877 sec): 3 clusters Score: Raw -3072167.757514 + Penalty 2289.025722 = -3069878.731792 nChanged 4 SP:Iteration 37Q (55.830873 sec): 3 clusters Score: Raw -3072167.933769 + Penalty 2289.025722 = -3069878.908047 nChanged 3 SP:Iteration 38Q (55.990359 sec): 3 clusters Score: Raw -3072168.038210 + Penalty 2289.025722 = -3069879.012488 nChanged 5 SP:Iteration 39Q (56.154176 sec): 3 clusters Score: Raw -3072168.211901 + Penalty 2289.025722 = -3069879.186179 nChanged 4 SP:Iteration 40F (56.309190 sec): 3 clusters Score: Raw -3072168.349274 + Penalty 2289.025722 = -3069879.323552 nChanged 4 SP:Iteration 41Q (56.465472 sec): 3 clusters Score: Raw -3072168.436402 + Penalty 2289.025722 = -3069879.410680 nChanged 0 SP:Iteration 42F (56.629291 sec): 3 clusters Score: Raw -3072168.436402 + Penalty 2289.025722 = -3069879.410680 nChanged 0 Score: Raw -4176549.071937 + Penalty 9461.751293 = -4167087.320644 Splitting cluster 4 changes total score from -4143089.543614 to -4167087.320644 So it's getting split into cluster 8. Iteration 59Q (57.949246 sec): 9 clusters Score: Raw -4180334.008517 + Penalty 9461.751293 = -4170872.257225 nChanged 2727 Iteration 60F (58.681142 sec): 9 clusters Score: Raw -4182441.660642 + Penalty 9461.751293 = -4172979.909349 nChanged 1677 Iteration 61Q (59.398712 sec): 9 clusters Score: Raw -4183283.038793 + Penalty 9461.751293 = -4173821.287500 nChanged 1043 Iteration 62Q (60.126416 sec): 9 clusters Score: Raw -4183836.012369 + Penalty 9461.751293 = -4174374.261077 nChanged 889 Iteration 63Q (60.760528 sec): 9 clusters Score: Raw -4184357.299975 + Penalty 9461.751293 = -4174895.548683 nChanged 825 Iteration 64Q (61.433123 sec): 9 clusters Score: Raw -4184774.081435 + Penalty 9461.751293 = -4175312.330142 nChanged 796 Iteration 65Q (62.110086 sec): 9 clusters Score: Raw -4185168.317541 + Penalty 9461.751293 = -4175706.566248 nChanged 731 Iteration 66Q (62.687544 sec): 9 clusters Score: Raw -4185450.719375 + Penalty 9461.751293 = -4175988.968082 nChanged 634 Iteration 67Q (63.242874 sec): 9 clusters Score: Raw -4185666.807262 + Penalty 9461.751293 = -4176205.055969 nChanged 584 Iteration 68Q (63.807045 sec): 9 clusters Score: Raw -4185865.270271 + Penalty 9461.751293 = -4176403.518978 nChanged 548 Iteration 69Q (64.383835 sec): 9 clusters Score: Raw -4186073.060678 + Penalty 9461.751293 = -4176611.309386 nChanged 563 Iteration 70Q (64.936492 sec): 9 clusters Score: Raw -4186290.722553 + Penalty 9461.751293 = -4176828.971261 nChanged 533 Iteration 71Q (65.509387 sec): 9 clusters Score: Raw -4186492.459847 + Penalty 9461.751293 = -4177030.708554 nChanged 509 Iteration 72Q (66.100132 sec): 9 clusters Score: Raw -4186676.243568 + Penalty 9461.751293 = -4177214.492276 nChanged 492 Iteration 73Q (66.651826 sec): 9 clusters Score: Raw -4186864.182395 + Penalty 9461.751293 = -4177402.431102 nChanged 461 Iteration 74Q (67.312761 sec): 9 clusters Score: Raw -4187022.656379 + Penalty 9461.751293 = -4177560.905086 nChanged 422 Iteration 75Q (67.965491 sec): 9 clusters Score: Raw -4187178.900437 + Penalty 9461.751293 = -4177717.149144 nChanged 368 Iteration 76Q (68.644929 sec): 9 clusters Score: Raw -4187286.343652 + Penalty 9461.751293 = -4177824.592359 nChanged 341 Iteration 77Q (69.320531 sec): 9 clusters Score: Raw -4187389.325836 + Penalty 9461.751293 = -4177927.574543 nChanged 301 Iteration 78Q (70.025938 sec): 9 clusters Score: Raw -4187486.158633 + Penalty 9461.751293 = -4178024.407340 nChanged 279 Iteration 79Q (70.669249 sec): 9 clusters Score: Raw -4187589.305386 + Penalty 9461.751293 = -4178127.554093 nChanged 239 Iteration 80F (71.356545 sec): 9 clusters Score: Raw -4188125.538044 + Penalty 9461.751293 = -4178663.786751 nChanged 504 Iteration 81Q (71.927239 sec): 9 clusters Score: Raw -4188559.890019 + Penalty 9461.751293 = -4179098.138726 nChanged 612 Iteration 82Q (72.484984 sec): 9 clusters Score: Raw -4188852.614656 + Penalty 9461.751293 = -4179390.863363 nChanged 523 Iteration 83Q (73.075919 sec): 9 clusters Score: Raw -4189037.519461 + Penalty 9461.751293 = -4179575.768168 nChanged 430 Iteration 84Q (73.639255 sec): 9 clusters Score: Raw -4189154.464351 + Penalty 9461.751293 = -4179692.713059 nChanged 334 Iteration 85Q (74.218662 sec): 9 clusters Score: Raw -4189225.507404 + Penalty 9461.751293 = -4179763.756111 nChanged 249 Iteration 86Q (74.818865 sec): 9 clusters Score: Raw -4189266.401943 + Penalty 9461.751293 = -4179804.650650 nChanged 205 Iteration 87Q (75.411069 sec): 9 clusters Score: Raw -4189289.872244 + Penalty 9461.751293 = -4179828.120952 nChanged 154 Iteration 88Q (75.979658 sec): 9 clusters Score: Raw -4189304.592752 + Penalty 9461.751293 = -4179842.841459 nChanged 135 Iteration 89Q (76.730496 sec): 9 clusters Score: Raw -4189315.760614 + Penalty 9461.751293 = -4179854.009322 nChanged 108 Iteration 90Q (77.460115 sec): 9 clusters Score: Raw -4189324.923018 + Penalty 9461.751293 = -4179863.171725 nChanged 104 Iteration 91Q (78.138518 sec): 9 clusters Score: Raw -4189334.237931 + Penalty 9461.751293 = -4179872.486638 nChanged 90 Iteration 92Q (78.873584 sec): 9 clusters Score: Raw -4189342.381628 + Penalty 9461.751293 = -4179880.630335 nChanged 61 Iteration 93Q (79.508007 sec): 9 clusters Score: Raw -4189349.915128 + Penalty 9461.751293 = -4179888.163835 nChanged 63 Iteration 94Q (80.091763 sec): 9 clusters Score: Raw -4189354.563402 + Penalty 9461.751293 = -4179892.812109 nChanged 49 Iteration 95Q (80.707869 sec): 9 clusters Score: Raw -4189357.804036 + Penalty 9461.751293 = -4179896.052743 nChanged 47 Iteration 96Q (81.302062 sec): 9 clusters Score: Raw -4189361.384193 + Penalty 9461.751293 = -4179899.632900 nChanged 48 Iteration 97Q (81.889907 sec): 9 clusters Score: Raw -4189364.963727 + Penalty 9461.751293 = -4179903.212435 nChanged 58 Iteration 98Q (82.448737 sec): 9 clusters Score: Raw -4189370.095342 + Penalty 9461.751293 = -4179908.344049 nChanged 45 Writing temp clu file Because OldScore, -4179903.212435, is greater than current (better) Score,-4179908.344049 Compute initial score before splitting: Score: Raw -4189370.095342 + Penalty 9461.751293 = -4179908.344049 Trying to split cluster 1 (2836 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.600435 sec): 2 clusters Score: Raw -134681.365641 + Penalty 834.765738 = -133846.599902 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.665844 sec): 3 clusters Score: Raw -133207.753995 + Penalty 1669.531476 = -131538.222518 nChanged 1160 SP:Iteration 1F (82.763985 sec): 3 clusters Score: Raw -134110.542606 + Penalty 1669.531476 = -132441.011130 nChanged 316 SP:Iteration 2F (82.825740 sec): 3 clusters Score: Raw -134625.233111 + Penalty 1669.531476 = -132955.701634 nChanged 305 SP:Iteration 3F (82.915058 sec): 3 clusters Score: Raw -135181.436446 + Penalty 1669.531476 = -133511.904970 nChanged 240 SP:Iteration 4F (83.004799 sec): 3 clusters Score: Raw -135508.702867 + Penalty 1669.531476 = -133839.171391 nChanged 149 SP:Iteration 5F (83.072643 sec): 3 clusters Score: Raw -135643.642973 + Penalty 1669.531476 = -133974.111496 nChanged 81 SP:Iteration 6Q (83.155470 sec): 3 clusters Score: Raw -135721.732529 + Penalty 1669.531476 = -134052.201053 nChanged 60 SP:Iteration 7Q (83.244946 sec): 3 clusters Score: Raw -135770.698754 + Penalty 1669.531476 = -134101.167277 nChanged 45 SP:Iteration 8Q (83.325889 sec): 3 clusters Score: Raw -135799.998604 + Penalty 1669.531476 = -134130.467128 nChanged 37 SP:Iteration 9Q (83.404745 sec): 3 clusters Score: Raw -135822.034884 + Penalty 1669.531476 = -134152.503407 nChanged 18 SP:Iteration 10Q (83.483880 sec): 3 clusters Score: Raw -135832.581070 + Penalty 1669.531476 = -134163.049594 nChanged 15 SP:Iteration 11Q (83.589989 sec): 3 clusters Score: Raw -135839.139981 + Penalty 1669.531476 = -134169.608505 nChanged 11 SP:Iteration 12Q (83.659391 sec): 3 clusters Score: Raw -135844.534544 + Penalty 1669.531476 = -134175.003068 nChanged 8 SP:Iteration 13Q (83.745342 sec): 3 clusters Score: Raw -135847.575845 + Penalty 1669.531476 = -134178.044368 nChanged 8 SP:Iteration 14Q (83.830277 sec): 3 clusters Score: Raw -135849.717522 + Penalty 1669.531476 = -134180.186046 nChanged 3 SP:Iteration 15Q (83.924964 sec): 3 clusters Score: Raw -135850.343922 + Penalty 1669.531476 = -134180.812446 nChanged 2 SP:Iteration 16Q (83.998028 sec): 3 clusters Score: Raw -135850.635597 + Penalty 1669.531476 = -134181.104121 nChanged 1 SP:Iteration 17Q (84.095479 sec): 3 clusters Score: Raw -135850.881438 + Penalty 1669.531476 = -134181.349961 nChanged 0 SP:Iteration 18F (84.191754 sec): 3 clusters Score: Raw -135850.881438 + Penalty 1669.531476 = -134181.349961 nChanged 0 Score: Raw -4190542.951866 + Penalty 10644.470204 = -4179898.481662 Splitting cluster 1 changes total score from -4179908.344049 to -4179898.481662 So it's not getting split. Trying to split cluster 2 (8500 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.196723 sec): 2 clusters Score: Raw -477582.700009 + Penalty 950.021251 = -476632.678758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.308866 sec): 3 clusters Score: Raw -472638.394635 + Penalty 1900.042503 = -470738.352132 nChanged 3733 SP:Iteration 1F (85.388727 sec): 3 clusters Score: Raw -474833.443611 + Penalty 1900.042503 = -472933.401108 nChanged 644 SP:Iteration 2F (85.509675 sec): 3 clusters Score: Raw -475190.725608 + Penalty 1900.042503 = -473290.683105 nChanged 571 SP:Iteration 3F (85.606559 sec): 3 clusters Score: Raw -475567.610503 + Penalty 1900.042503 = -473667.568000 nChanged 601 SP:Iteration 4F (85.709311 sec): 3 clusters Score: Raw -476013.996651 + Penalty 1900.042503 = -474113.954148 nChanged 589 SP:Iteration 5F (85.815369 sec): 3 clusters Score: Raw -476489.075097 + Penalty 1900.042503 = -474589.032594 nChanged 544 SP:Iteration 6F (85.921718 sec): 3 clusters Score: Raw -476887.011829 + Penalty 1900.042503 = -474986.969326 nChanged 388 SP:Iteration 7Q (86.029823 sec): 3 clusters Score: Raw -477122.465736 + Penalty 1900.042503 = -475222.423233 nChanged 295 SP:Iteration 8Q (86.129118 sec): 3 clusters Score: Raw -477282.194999 + Penalty 1900.042503 = -475382.152496 nChanged 227 SP:Iteration 9Q (86.235951 sec): 3 clusters Score: Raw -477417.041871 + Penalty 1900.042503 = -475516.999368 nChanged 186 SP:Iteration 10Q (86.351539 sec): 3 clusters Score: Raw -477516.819113 + Penalty 1900.042503 = -475616.776610 nChanged 151 SP:Iteration 11Q (86.464737 sec): 3 clusters Score: Raw -477583.600500 + Penalty 1900.042503 = -475683.557997 nChanged 121 SP:Iteration 12Q (86.575298 sec): 3 clusters Score: Raw -477635.762814 + Penalty 1900.042503 = -475735.720311 nChanged 96 SP:Iteration 13Q (86.701939 sec): 3 clusters Score: Raw -477677.374770 + Penalty 1900.042503 = -475777.332267 nChanged 96 SP:Iteration 14Q (86.794097 sec): 3 clusters Score: Raw -477728.451386 + Penalty 1900.042503 = -475828.408883 nChanged 85 SP:Iteration 15Q (86.909431 sec): 3 clusters Score: Raw -477778.086885 + Penalty 1900.042503 = -475878.044382 nChanged 81 SP:Iteration 16Q (87.058905 sec): 3 clusters Score: Raw -477820.942670 + Penalty 1900.042503 = -475920.900167 nChanged 80 SP:Iteration 17Q (87.169117 sec): 3 clusters Score: Raw -477861.821219 + Penalty 1900.042503 = -475961.778716 nChanged 67 SP:Iteration 18Q (87.285139 sec): 3 clusters Score: Raw -477907.032319 + Penalty 1900.042503 = -476006.989817 nChanged 61 SP:Iteration 19Q (87.376338 sec): 3 clusters Score: Raw -477954.475642 + Penalty 1900.042503 = -476054.433139 nChanged 79 SP:Iteration 20F (87.488003 sec): 3 clusters Score: Raw -478022.482197 + Penalty 1900.042503 = -476122.439694 nChanged 81 SP:Iteration 21Q (87.614873 sec): 3 clusters Score: Raw -478102.040085 + Penalty 1900.042503 = -476201.997583 nChanged 84 SP:Iteration 22Q (87.700038 sec): 3 clusters Score: Raw -478189.125257 + Penalty 1900.042503 = -476289.082754 nChanged 90 SP:Iteration 23Q (87.804212 sec): 3 clusters Score: Raw -478256.214274 + Penalty 1900.042503 = -476356.171771 nChanged 64 SP:Iteration 24Q (87.938090 sec): 3 clusters Score: Raw -478306.614977 + Penalty 1900.042503 = -476406.572474 nChanged 57 SP:Iteration 25Q (88.031183 sec): 3 clusters Score: Raw -478344.024691 + Penalty 1900.042503 = -476443.982188 nChanged 45 SP:Iteration 26Q (88.149142 sec): 3 clusters Score: Raw -478364.538016 + Penalty 1900.042503 = -476464.495513 nChanged 30 SP:Iteration 27Q (88.247073 sec): 3 clusters Score: Raw -478373.993955 + Penalty 1900.042503 = -476473.951452 nChanged 20 SP:Iteration 28Q (88.346251 sec): 3 clusters Score: Raw -478380.434846 + Penalty 1900.042503 = -476480.392343 nChanged 14 SP:Iteration 29Q (88.439536 sec): 3 clusters Score: Raw -478384.479607 + Penalty 1900.042503 = -476484.437104 nChanged 8 SP:Iteration 30Q (88.550128 sec): 3 clusters Score: Raw -478385.888254 + Penalty 1900.042503 = -476485.845752 nChanged 6 SP:Iteration 31Q (88.669550 sec): 3 clusters Score: Raw -478387.119891 + Penalty 1900.042503 = -476487.077388 nChanged 5 SP:Iteration 32Q (88.786010 sec): 3 clusters Score: Raw -478387.828790 + Penalty 1900.042503 = -476487.786287 nChanged 2 SP:Iteration 33Q (88.898652 sec): 3 clusters Score: Raw -478388.458913 + Penalty 1900.042503 = -476488.416411 nChanged 1 SP:Iteration 34Q (88.986302 sec): 3 clusters Score: Raw -478388.625718 + Penalty 1900.042503 = -476488.583215 nChanged 1 SP:Iteration 35Q (89.089121 sec): 3 clusters Score: Raw -478388.774558 + Penalty 1900.042503 = -476488.732055 nChanged 4 SP:Iteration 36Q (89.169874 sec): 3 clusters Score: Raw -478389.562661 + Penalty 1900.042503 = -476489.520158 nChanged 2 SP:Iteration 37Q (89.272341 sec): 3 clusters Score: Raw -478389.805399 + Penalty 1900.042503 = -476489.762896 nChanged 2 SP:Iteration 38Q (89.358926 sec): 3 clusters Score: Raw -478390.066987 + Penalty 1900.042503 = -476490.024484 nChanged 2 SP:Iteration 39Q (89.443866 sec): 3 clusters Score: Raw -478390.674110 + Penalty 1900.042503 = -476490.631607 nChanged 3 SP:Iteration 40F (89.543815 sec): 3 clusters Score: Raw -478391.000305 + Penalty 1900.042503 = -476490.957802 nChanged 3 SP:Iteration 41Q (89.621311 sec): 3 clusters Score: Raw -478391.704703 + Penalty 1900.042503 = -476491.662201 nChanged 3 SP:Iteration 42Q (89.721455 sec): 3 clusters Score: Raw -478392.300646 + Penalty 1900.042503 = -476492.258143 nChanged 2 SP:Iteration 43Q (89.810719 sec): 3 clusters Score: Raw -478392.616322 + Penalty 1900.042503 = -476492.573819 nChanged 3 SP:Iteration 44Q (89.907283 sec): 3 clusters Score: Raw -478393.008222 + Penalty 1900.042503 = -476492.965719 nChanged 2 SP:Iteration 45Q (90.001462 sec): 3 clusters Score: Raw -478393.276528 + Penalty 1900.042503 = -476493.234025 nChanged 1 SP:Iteration 46Q (90.090569 sec): 3 clusters Score: Raw -478393.538367 + Penalty 1900.042503 = -476493.495864 nChanged 3 SP:Iteration 47Q (90.172959 sec): 3 clusters Score: Raw -478394.246681 + Penalty 1900.042503 = -476494.204178 nChanged 2 SP:Iteration 48Q (90.261565 sec): 3 clusters Score: Raw -478394.516761 + Penalty 1900.042503 = -476494.474259 nChanged 0 SP:Iteration 49F (90.358465 sec): 3 clusters Score: Raw -478394.516761 + Penalty 1900.042503 = -476494.474259 nChanged 0 Trying to split cluster 3 (6615 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.405720 sec): 2 clusters Score: Raw -330493.476214 + Penalty 923.694983 = -329569.781231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.500277 sec): 3 clusters Score: Raw -326850.086756 + Penalty 1847.389966 = -325002.696790 nChanged 2904 SP:Iteration 1F (90.589217 sec): 3 clusters Score: Raw -329205.764822 + Penalty 1847.389966 = -327358.374856 nChanged 706 SP:Iteration 2F (90.675110 sec): 3 clusters Score: Raw -330007.729673 + Penalty 1847.389966 = -328160.339707 nChanged 602 SP:Iteration 3F (90.755043 sec): 3 clusters Score: Raw -330610.959605 + Penalty 1847.389966 = -328763.569639 nChanged 479 SP:Iteration 4F (90.865439 sec): 3 clusters Score: Raw -331066.038790 + Penalty 1847.389966 = -329218.648824 nChanged 363 SP:Iteration 5F (90.953496 sec): 3 clusters Score: Raw -331349.276716 + Penalty 1847.389966 = -329501.886750 nChanged 270 SP:Iteration 6Q (91.031374 sec): 3 clusters Score: Raw -331550.916872 + Penalty 1847.389966 = -329703.526906 nChanged 223 SP:Iteration 7Q (91.133420 sec): 3 clusters Score: Raw -331692.438320 + Penalty 1847.389966 = -329845.048354 nChanged 159 SP:Iteration 8Q (91.224367 sec): 3 clusters Score: Raw -331775.301590 + Penalty 1847.389966 = -329927.911624 nChanged 131 SP:Iteration 9Q (91.306065 sec): 3 clusters Score: Raw -331840.587495 + Penalty 1847.389966 = -329993.197529 nChanged 105 SP:Iteration 10Q (91.390101 sec): 3 clusters Score: Raw -331881.041893 + Penalty 1847.389966 = -330033.651926 nChanged 76 SP:Iteration 11Q (91.461362 sec): 3 clusters Score: Raw -331904.463006 + Penalty 1847.389966 = -330057.073040 nChanged 66 SP:Iteration 12Q (91.557244 sec): 3 clusters Score: Raw -331925.321677 + Penalty 1847.389966 = -330077.931711 nChanged 58 SP:Iteration 13Q (91.650475 sec): 3 clusters Score: Raw -331946.317526 + Penalty 1847.389966 = -330098.927560 nChanged 62 SP:Iteration 14Q (91.749734 sec): 3 clusters Score: Raw -331969.951349 + Penalty 1847.389966 = -330122.561383 nChanged 60 SP:Iteration 15Q (91.840986 sec): 3 clusters Score: Raw -331992.287610 + Penalty 1847.389966 = -330144.897644 nChanged 64 SP:Iteration 16Q (91.941675 sec): 3 clusters Score: Raw -332008.745057 + Penalty 1847.389966 = -330161.355091 nChanged 43 SP:Iteration 17Q (92.016351 sec): 3 clusters Score: Raw -332015.744574 + Penalty 1847.389966 = -330168.354608 nChanged 32 SP:Iteration 18Q (92.124313 sec): 3 clusters Score: Raw -332021.839459 + Penalty 1847.389966 = -330174.449492 nChanged 33 SP:Iteration 19Q (92.238037 sec): 3 clusters Score: Raw -332028.429611 + Penalty 1847.389966 = -330181.039645 nChanged 30 SP:Iteration 20F (92.343692 sec): 3 clusters Score: Raw -332035.035553 + Penalty 1847.389966 = -330187.645587 nChanged 32 SP:Iteration 21Q (92.442382 sec): 3 clusters Score: Raw -332041.527465 + Penalty 1847.389966 = -330194.137499 nChanged 39 SP:Iteration 22Q (92.522786 sec): 3 clusters Score: Raw -332050.022111 + Penalty 1847.389966 = -330202.632145 nChanged 34 SP:Iteration 23Q (92.621661 sec): 3 clusters Score: Raw -332060.421194 + Penalty 1847.389966 = -330213.031228 nChanged 37 SP:Iteration 24Q (92.712249 sec): 3 clusters Score: Raw -332071.354699 + Penalty 1847.389966 = -330223.964732 nChanged 27 SP:Iteration 25Q (92.801996 sec): 3 clusters Score: Raw -332078.537112 + Penalty 1847.389966 = -330231.147146 nChanged 35 SP:Iteration 26Q (92.915130 sec): 3 clusters Score: Raw -332085.925180 + Penalty 1847.389966 = -330238.535214 nChanged 32 SP:Iteration 27Q (93.009531 sec): 3 clusters Score: Raw -332094.089803 + Penalty 1847.389966 = -330246.699836 nChanged 39 SP:Iteration 28Q (93.091769 sec): 3 clusters Score: Raw -332104.877015 + Penalty 1847.389966 = -330257.487049 nChanged 31 SP:Iteration 29Q (93.188920 sec): 3 clusters Score: Raw -332113.687857 + Penalty 1847.389966 = -330266.297891 nChanged 40 SP:Iteration 30Q (93.308345 sec): 3 clusters Score: Raw -332124.179168 + Penalty 1847.389966 = -330276.789202 nChanged 32 SP:Iteration 31Q (93.406091 sec): 3 clusters Score: Raw -332130.191738 + Penalty 1847.389966 = -330282.801772 nChanged 25 SP:Iteration 32Q (93.500185 sec): 3 clusters Score: Raw -332134.203596 + Penalty 1847.389966 = -330286.813630 nChanged 15 SP:Iteration 33Q (93.590012 sec): 3 clusters Score: Raw -332137.581977 + Penalty 1847.389966 = -330290.192011 nChanged 18 SP:Iteration 34Q (93.698528 sec): 3 clusters Score: Raw -332142.280000 + Penalty 1847.389966 = -330294.890034 nChanged 24 SP:Iteration 35Q (93.823562 sec): 3 clusters Score: Raw -332148.158298 + Penalty 1847.389966 = -330300.768332 nChanged 26 SP:Iteration 36Q (93.909584 sec): 3 clusters Score: Raw -332154.839478 + Penalty 1847.389966 = -330307.449512 nChanged 33 SP:Iteration 37Q (93.983059 sec): 3 clusters Score: Raw -332162.138421 + Penalty 1847.389966 = -330314.748455 nChanged 31 SP:Iteration 38Q (94.095946 sec): 3 clusters Score: Raw -332169.346361 + Penalty 1847.389966 = -330321.956395 nChanged 33 SP:Iteration 39Q (94.251198 sec): 3 clusters Score: Raw -332176.187519 + Penalty 1847.389966 = -330328.797553 nChanged 35 SP:Iteration 40F (94.329176 sec): 3 clusters Score: Raw -332184.994830 + Penalty 1847.389966 = -330337.604864 nChanged 38 SP:Iteration 41Q (94.431802 sec): 3 clusters Score: Raw -332194.857177 + Penalty 1847.389966 = -330347.467211 nChanged 42 SP:Iteration 42Q (94.539172 sec): 3 clusters Score: Raw -332205.925261 + Penalty 1847.389966 = -330358.535295 nChanged 38 SP:Iteration 43Q (94.633909 sec): 3 clusters Score: Raw -332219.148021 + Penalty 1847.389966 = -330371.758055 nChanged 48 SP:Iteration 44Q (94.727484 sec): 3 clusters Score: Raw -332237.616827 + Penalty 1847.389966 = -330390.226861 nChanged 49 SP:Iteration 45Q (94.833201 sec): 3 clusters Score: Raw -332252.690350 + Penalty 1847.389966 = -330405.300384 nChanged 33 SP:Iteration 46Q (94.965805 sec): 3 clusters Score: Raw -332267.118721 + Penalty 1847.389966 = -330419.728755 nChanged 43 SP:Iteration 47Q (95.050923 sec): 3 clusters Score: Raw -332290.930119 + Penalty 1847.389966 = -330443.540153 nChanged 61 SP:Iteration 48Q (95.145664 sec): 3 clusters Score: Raw -332333.468824 + Penalty 1847.389966 = -330486.078857 nChanged 81 SP:Iteration 49Q (95.253097 sec): 3 clusters Score: Raw -332409.999351 + Penalty 1847.389966 = -330562.609385 nChanged 104 SP:Iteration 50Q (95.370269 sec): 3 clusters Score: Raw -332519.304605 + Penalty 1847.389966 = -330671.914639 nChanged 120 SP:Iteration 51Q (95.480334 sec): 3 clusters Score: Raw -332674.497933 + Penalty 1847.389966 = -330827.107967 nChanged 107 SP:Iteration 52Q (95.582883 sec): 3 clusters Score: Raw -332801.768525 + Penalty 1847.389966 = -330954.378559 nChanged 85 SP:Iteration 53Q (95.690319 sec): 3 clusters Score: Raw -332879.322392 + Penalty 1847.389966 = -331031.932426 nChanged 59 SP:Iteration 54Q (95.788247 sec): 3 clusters Score: Raw -332922.130374 + Penalty 1847.389966 = -331074.740408 nChanged 44 SP:Iteration 55Q (95.895677 sec): 3 clusters Score: Raw -332950.486521 + Penalty 1847.389966 = -331103.096555 nChanged 36 SP:Iteration 56Q (95.968798 sec): 3 clusters Score: Raw -332964.114792 + Penalty 1847.389966 = -331116.724826 nChanged 27 SP:Iteration 57Q (96.082873 sec): 3 clusters Score: Raw -332972.587224 + Penalty 1847.389966 = -331125.197258 nChanged 15 SP:Iteration 58Q (96.172708 sec): 3 clusters Score: Raw -332976.388622 + Penalty 1847.389966 = -331128.998656 nChanged 8 SP:Iteration 59Q (96.255741 sec): 3 clusters Score: Raw -332977.760180 + Penalty 1847.389966 = -331130.370214 nChanged 5 SP:Iteration 60F (96.365317 sec): 3 clusters Score: Raw -332978.305843 + Penalty 1847.389966 = -331130.915876 nChanged 3 SP:Iteration 61Q (96.456871 sec): 3 clusters Score: Raw -332978.810956 + Penalty 1847.389966 = -331131.420990 nChanged 5 SP:Iteration 62Q (96.554676 sec): 3 clusters Score: Raw -332980.747992 + Penalty 1847.389966 = -331133.358026 nChanged 7 SP:Iteration 63Q (96.646094 sec): 3 clusters Score: Raw -332983.480301 + Penalty 1847.389966 = -331136.090335 nChanged 3 SP:Iteration 64Q (96.732005 sec): 3 clusters Score: Raw -332984.122632 + Penalty 1847.389966 = -331136.732666 nChanged 3 SP:Iteration 65Q (96.815364 sec): 3 clusters Score: Raw -332984.606084 + Penalty 1847.389966 = -331137.216118 nChanged 2 SP:Iteration 66Q (96.898062 sec): 3 clusters Score: Raw -332985.094978 + Penalty 1847.389966 = -331137.705012 nChanged 1 SP:Iteration 67Q (97.018078 sec): 3 clusters Score: Raw -332985.369218 + Penalty 1847.389966 = -331137.979252 nChanged 1 SP:Iteration 68Q (97.111045 sec): 3 clusters Score: Raw -332985.564035 + Penalty 1847.389966 = -331138.174069 nChanged 1 SP:Iteration 69Q (97.191115 sec): 3 clusters Score: Raw -332986.010380 + Penalty 1847.389966 = -331138.620414 nChanged 3 SP:Iteration 70Q (97.267679 sec): 3 clusters Score: Raw -332987.468773 + Penalty 1847.389966 = -331140.078807 nChanged 6 SP:Iteration 71Q (97.364786 sec): 3 clusters Score: Raw -332988.989551 + Penalty 1847.389966 = -331141.599585 nChanged 4 SP:Iteration 72Q (97.459335 sec): 3 clusters Score: Raw -332989.568219 + Penalty 1847.389966 = -331142.178253 nChanged 2 SP:Iteration 73Q (97.554901 sec): 3 clusters Score: Raw -332989.720830 + Penalty 1847.389966 = -331142.330864 nChanged 1 SP:Iteration 74Q (97.660757 sec): 3 clusters Score: Raw -332989.814056 + Penalty 1847.389966 = -331142.424090 nChanged 0 SP:Iteration 75F (97.751964 sec): 3 clusters Score: Raw -332989.814056 + Penalty 1847.389966 = -331142.424090 nChanged 0 Score: Raw -4191869.773911 + Penalty 10644.470204 = -4181225.303707 Splitting cluster 3 changes total score from -4179908.344049 to -4181225.303707 So it's getting split into cluster 9. Trying to split cluster 4 (10645 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98.614582 sec): 2 clusters Score: Raw -604775.241953 + Penalty 973.648786 = -603801.593168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98.711365 sec): 3 clusters Score: Raw -598389.066241 + Penalty 1947.297571 = -596441.768670 nChanged 4722 SP:Iteration 1F (98.798128 sec): 3 clusters Score: Raw -601082.008196 + Penalty 1947.297571 = -599134.710624 nChanged 775 SP:Iteration 2F (98.892112 sec): 3 clusters Score: Raw -601609.578393 + Penalty 1947.297571 = -599662.280822 nChanged 863 SP:Iteration 3F (98.991039 sec): 3 clusters Score: Raw -602327.720592 + Penalty 1947.297571 = -600380.423020 nChanged 878 SP:Iteration 4F (99.076751 sec): 3 clusters Score: Raw -603060.045125 + Penalty 1947.297571 = -601112.747553 nChanged 808 SP:Iteration 5F (99.170712 sec): 3 clusters Score: Raw -603740.005647 + Penalty 1947.297571 = -601792.708075 nChanged 615 SP:Iteration 6F (99.266096 sec): 3 clusters Score: Raw -604270.170642 + Penalty 1947.297571 = -602322.873071 nChanged 446 SP:Iteration 7Q (99.364495 sec): 3 clusters Score: Raw -604686.394422 + Penalty 1947.297571 = -602739.096850 nChanged 303 SP:Iteration 8Q (99.449936 sec): 3 clusters Score: Raw -604959.121215 + Penalty 1947.297571 = -603011.823644 nChanged 221 SP:Iteration 9Q (99.546481 sec): 3 clusters Score: Raw -605116.644322 + Penalty 1947.297571 = -603169.346751 nChanged 166 SP:Iteration 10Q (99.642423 sec): 3 clusters Score: Raw -605205.581490 + Penalty 1947.297571 = -603258.283919 nChanged 115 SP:Iteration 11Q (99.736175 sec): 3 clusters Score: Raw -605264.078037 + Penalty 1947.297571 = -603316.780466 nChanged 91 SP:Iteration 12Q (99.814767 sec): 3 clusters Score: Raw -605303.460363 + Penalty 1947.297571 = -603356.162792 nChanged 70 SP:Iteration 13Q (99.922332 sec): 3 clusters Score: Raw -605332.676963 + Penalty 1947.297571 = -603385.379392 nChanged 74 SP:Iteration 14Q (100.009113 sec): 3 clusters Score: Raw -605360.273851 + Penalty 1947.297571 = -603412.976279 nChanged 59 SP:Iteration 15Q (100.096202 sec): 3 clusters Score: Raw -605380.606871 + Penalty 1947.297571 = -603433.309299 nChanged 58 SP:Iteration 16Q (100.189495 sec): 3 clusters Score: Raw -605399.598934 + Penalty 1947.297571 = -603452.301363 nChanged 63 SP:Iteration 17Q (100.281924 sec): 3 clusters Score: Raw -605422.227953 + Penalty 1947.297571 = -603474.930382 nChanged 48 SP:Iteration 18Q (100.375550 sec): 3 clusters Score: Raw -605439.023665 + Penalty 1947.297571 = -603491.726093 nChanged 58 SP:Iteration 19Q (100.491382 sec): 3 clusters Score: Raw -605459.057790 + Penalty 1947.297571 = -603511.760219 nChanged 54 SP:Iteration 20F (100.596325 sec): 3 clusters Score: Raw -605480.333973 + Penalty 1947.297571 = -603533.036402 nChanged 62 SP:Iteration 21Q (100.700729 sec): 3 clusters Score: Raw -605507.964278 + Penalty 1947.297571 = -603560.666707 nChanged 59 SP:Iteration 22Q (100.823800 sec): 3 clusters Score: Raw -605529.965549 + Penalty 1947.297571 = -603582.667978 nChanged 46 SP:Iteration 23Q (100.928044 sec): 3 clusters Score: Raw -605546.685836 + Penalty 1947.297571 = -603599.388265 nChanged 51 SP:Iteration 24Q (101.042999 sec): 3 clusters Score: Raw -605563.877804 + Penalty 1947.297571 = -603616.580233 nChanged 45 SP:Iteration 25Q (101.171935 sec): 3 clusters Score: Raw -605575.423122 + Penalty 1947.297571 = -603628.125551 nChanged 44 SP:Iteration 26Q (101.290002 sec): 3 clusters Score: Raw -605587.585925 + Penalty 1947.297571 = -603640.288354 nChanged 42 SP:Iteration 27Q (101.416702 sec): 3 clusters Score: Raw -605597.638146 + Penalty 1947.297571 = -603650.340575 nChanged 38 SP:Iteration 28Q (101.516778 sec): 3 clusters Score: Raw -605606.138965 + Penalty 1947.297571 = -603658.841393 nChanged 32 SP:Iteration 29Q (101.662412 sec): 3 clusters Score: Raw -605615.568462 + Penalty 1947.297571 = -603668.270891 nChanged 32 SP:Iteration 30Q (101.785365 sec): 3 clusters Score: Raw -605623.470392 + Penalty 1947.297571 = -603676.172821 nChanged 33 SP:Iteration 31Q (101.881410 sec): 3 clusters Score: Raw -605631.058071 + Penalty 1947.297571 = -603683.760500 nChanged 31 SP:Iteration 32Q (101.991439 sec): 3 clusters Score: Raw -605636.524956 + Penalty 1947.297571 = -603689.227385 nChanged 26 SP:Iteration 33Q (102.098711 sec): 3 clusters Score: Raw -605641.737349 + Penalty 1947.297571 = -603694.439778 nChanged 25 SP:Iteration 34Q (102.220467 sec): 3 clusters Score: Raw -605646.073758 + Penalty 1947.297571 = -603698.776187 nChanged 24 SP:Iteration 35Q (102.306732 sec): 3 clusters Score: Raw -605652.073491 + Penalty 1947.297571 = -603704.775920 nChanged 26 SP:Iteration 36Q (102.413293 sec): 3 clusters Score: Raw -605658.112039 + Penalty 1947.297571 = -603710.814467 nChanged 27 SP:Iteration 37Q (102.518193 sec): 3 clusters Score: Raw -605662.190945 + Penalty 1947.297571 = -603714.893374 nChanged 19 SP:Iteration 38Q (102.646131 sec): 3 clusters Score: Raw -605665.619598 + Penalty 1947.297571 = -603718.322027 nChanged 22 SP:Iteration 39Q (102.742377 sec): 3 clusters Score: Raw -605669.566190 + Penalty 1947.297571 = -603722.268619 nChanged 28 SP:Iteration 40F (102.859263 sec): 3 clusters Score: Raw -605673.791742 + Penalty 1947.297571 = -603726.494171 nChanged 24 SP:Iteration 41Q (102.967480 sec): 3 clusters Score: Raw -605678.118623 + Penalty 1947.297571 = -603730.821052 nChanged 21 SP:Iteration 42Q (103.064676 sec): 3 clusters Score: Raw -605682.307657 + Penalty 1947.297571 = -603735.010085 nChanged 21 SP:Iteration 43Q (103.158762 sec): 3 clusters Score: Raw -605687.291848 + Penalty 1947.297571 = -603739.994276 nChanged 22 SP:Iteration 44Q (103.256430 sec): 3 clusters Score: Raw -605692.558576 + Penalty 1947.297571 = -603745.261004 nChanged 30 SP:Iteration 45Q (103.350577 sec): 3 clusters Score: Raw -605698.852345 + Penalty 1947.297571 = -603751.554774 nChanged 34 SP:Iteration 46Q (103.442742 sec): 3 clusters Score: Raw -605705.223354 + Penalty 1947.297571 = -603757.925783 nChanged 39 SP:Iteration 47Q (103.534558 sec): 3 clusters Score: Raw -605715.918752 + Penalty 1947.297571 = -603768.621181 nChanged 41 SP:Iteration 48Q (103.615918 sec): 3 clusters Score: Raw -605725.856268 + Penalty 1947.297571 = -603778.558697 nChanged 43 SP:Iteration 49Q (103.718915 sec): 3 clusters Score: Raw -605737.942300 + Penalty 1947.297571 = -603790.644729 nChanged 31 SP:Iteration 50Q (103.819675 sec): 3 clusters Score: Raw -605748.591007 + Penalty 1947.297571 = -603801.293435 nChanged 42 SP:Iteration 51Q (103.898087 sec): 3 clusters Score: Raw -605765.056813 + Penalty 1947.297571 = -603817.759242 nChanged 50 SP:Iteration 52Q (104.001213 sec): 3 clusters Score: Raw -605781.697710 + Penalty 1947.297571 = -603834.400139 nChanged 34 SP:Iteration 53Q (104.111297 sec): 3 clusters Score: Raw -605789.642788 + Penalty 1947.297571 = -603842.345217 nChanged 31 SP:Iteration 54Q (104.204835 sec): 3 clusters Score: Raw -605797.668644 + Penalty 1947.297571 = -603850.371073 nChanged 19 SP:Iteration 55Q (104.298761 sec): 3 clusters Score: Raw -605801.570234 + Penalty 1947.297571 = -603854.272663 nChanged 13 SP:Iteration 56Q (104.394587 sec): 3 clusters Score: Raw -605803.376275 + Penalty 1947.297571 = -603856.078704 nChanged 11 SP:Iteration 57Q (104.492265 sec): 3 clusters Score: Raw -605804.573178 + Penalty 1947.297571 = -603857.275607 nChanged 9 SP:Iteration 58Q (104.583138 sec): 3 clusters Score: Raw -605805.742694 + Penalty 1947.297571 = -603858.445123 nChanged 12 SP:Iteration 59Q (104.683477 sec): 3 clusters Score: Raw -605808.504504 + Penalty 1947.297571 = -603861.206933 nChanged 11 SP:Iteration 60F (104.764639 sec): 3 clusters Score: Raw -605811.293263 + Penalty 1947.297571 = -603863.995692 nChanged 17 SP:Iteration 61Q (104.860466 sec): 3 clusters Score: Raw -605814.443701 + Penalty 1947.297571 = -603867.146130 nChanged 14 SP:Iteration 62Q (104.956332 sec): 3 clusters Score: Raw -605816.958073 + Penalty 1947.297571 = -603869.660502 nChanged 13 SP:Iteration 63Q (105.063641 sec): 3 clusters Score: Raw -605820.349500 + Penalty 1947.297571 = -603873.051929 nChanged 19 SP:Iteration 64Q (105.143784 sec): 3 clusters Score: Raw -605823.622293 + Penalty 1947.297571 = -603876.324721 nChanged 22 SP:Iteration 65Q (105.245263 sec): 3 clusters Score: Raw -605828.755830 + Penalty 1947.297571 = -603881.458259 nChanged 19 SP:Iteration 66Q (105.347151 sec): 3 clusters Score: Raw -605833.456801 + Penalty 1947.297571 = -603886.159230 nChanged 23 SP:Iteration 67Q (105.441046 sec): 3 clusters Score: Raw -605840.164698 + Penalty 1947.297571 = -603892.867127 nChanged 21 SP:Iteration 68Q (105.536708 sec): 3 clusters Score: Raw -605846.749937 + Penalty 1947.297571 = -603899.452366 nChanged 24 SP:Iteration 69Q (105.635884 sec): 3 clusters Score: Raw -605852.627466 + Penalty 1947.297571 = -603905.329895 nChanged 16 SP:Iteration 70Q (105.735860 sec): 3 clusters Score: Raw -605855.201048 + Penalty 1947.297571 = -603907.903476 nChanged 15 SP:Iteration 71Q (105.831997 sec): 3 clusters Score: Raw -605857.887208 + Penalty 1947.297571 = -603910.589637 nChanged 14 SP:Iteration 72Q (105.926911 sec): 3 clusters Score: Raw -605860.532135 + Penalty 1947.297571 = -603913.234563 nChanged 13 SP:Iteration 73Q (106.024759 sec): 3 clusters Score: Raw -605863.013381 + Penalty 1947.297571 = -603915.715810 nChanged 9 SP:Iteration 74Q (106.120462 sec): 3 clusters Score: Raw -605864.178814 + Penalty 1947.297571 = -603916.881243 nChanged 5 SP:Iteration 75Q (106.209004 sec): 3 clusters Score: Raw -605864.632775 + Penalty 1947.297571 = -603917.335204 nChanged 4 SP:Iteration 76Q (106.306634 sec): 3 clusters Score: Raw -605865.330361 + Penalty 1947.297571 = -603918.032789 nChanged 5 SP:Iteration 77Q (106.400349 sec): 3 clusters Score: Raw -605866.262580 + Penalty 1947.297571 = -603918.965009 nChanged 5 SP:Iteration 78Q (106.500963 sec): 3 clusters Score: Raw -605867.145044 + Penalty 1947.297571 = -603919.847473 nChanged 3 SP:Iteration 79Q (106.596251 sec): 3 clusters Score: Raw -605867.492194 + Penalty 1947.297571 = -603920.194622 nChanged 0 SP:Iteration 80F (106.680099 sec): 3 clusters Score: Raw -605867.492194 + Penalty 1947.297571 = -603920.194622 nChanged 0 Score: Raw -4192962.024151 + Penalty 11827.189116 = -4181134.835036 Splitting cluster 4 changes total score from -4179908.344049 to -4181134.835036 So it's getting split into cluster 10. Trying to split cluster 5 (2877 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (107.562393 sec): 2 clusters Score: Raw -112158.146047 + Penalty 836.272853 = -111321.873194 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (107.635347 sec): 3 clusters Score: Raw -110758.989514 + Penalty 1672.545706 = -109086.443807 nChanged 1180 SP:Iteration 1F (107.730395 sec): 3 clusters Score: Raw -112456.105224 + Penalty 1672.545706 = -110783.559517 nChanged 404 SP:Iteration 2F (107.825265 sec): 3 clusters Score: Raw -113077.723707 + Penalty 1672.545706 = -111405.178000 nChanged 230 SP:Iteration 3F (107.912259 sec): 3 clusters Score: Raw -113358.087113 + Penalty 1672.545706 = -111685.541407 nChanged 143 SP:Iteration 4Q (107.983194 sec): 3 clusters Score: Raw -113608.394631 + Penalty 1672.545706 = -111935.848924 nChanged 137 SP:Iteration 5Q (108.090191 sec): 3 clusters Score: Raw -113775.507322 + Penalty 1672.545706 = -112102.961615 nChanged 100 SP:Iteration 6Q (108.164572 sec): 3 clusters Score: Raw -113898.796712 + Penalty 1672.545706 = -112226.251006 nChanged 91 SP:Iteration 7Q (108.247739 sec): 3 clusters Score: Raw -114028.033334 + Penalty 1672.545706 = -112355.487627 nChanged 92 SP:Iteration 8Q (108.334942 sec): 3 clusters Score: Raw -114117.977372 + Penalty 1672.545706 = -112445.431666 nChanged 60 SP:Iteration 9Q (108.429099 sec): 3 clusters Score: Raw -114172.679034 + Penalty 1672.545706 = -112500.133328 nChanged 56 SP:Iteration 10Q (108.508751 sec): 3 clusters Score: Raw -114213.331271 + Penalty 1672.545706 = -112540.785564 nChanged 42 SP:Iteration 11Q (108.598955 sec): 3 clusters Score: Raw -114238.244249 + Penalty 1672.545706 = -112565.698542 nChanged 28 SP:Iteration 12Q (108.696565 sec): 3 clusters Score: Raw -114254.855092 + Penalty 1672.545706 = -112582.309386 nChanged 20 SP:Iteration 13Q (108.790004 sec): 3 clusters Score: Raw -114263.060682 + Penalty 1672.545706 = -112590.514976 nChanged 10 SP:Iteration 14Q (108.864287 sec): 3 clusters Score: Raw -114268.923636 + Penalty 1672.545706 = -112596.377930 nChanged 8 SP:Iteration 15Q (108.959650 sec): 3 clusters Score: Raw -114271.448393 + Penalty 1672.545706 = -112598.902686 nChanged 6 SP:Iteration 16Q (109.038203 sec): 3 clusters Score: Raw -114273.671199 + Penalty 1672.545706 = -112601.125493 nChanged 4 SP:Iteration 17Q (109.121216 sec): 3 clusters Score: Raw -114275.924312 + Penalty 1672.545706 = -112603.378606 nChanged 5 SP:Iteration 18Q (109.206555 sec): 3 clusters Score: Raw -114278.539975 + Penalty 1672.545706 = -112605.994269 nChanged 5 SP:Iteration 19Q (109.296634 sec): 3 clusters Score: Raw -114280.448574 + Penalty 1672.545706 = -112607.902867 nChanged 9 SP:Iteration 20F (109.397999 sec): 3 clusters Score: Raw -114288.608326 + Penalty 1672.545706 = -112616.062620 nChanged 14 SP:Iteration 21Q (109.484009 sec): 3 clusters Score: Raw -114297.382826 + Penalty 1672.545706 = -112624.837120 nChanged 9 SP:Iteration 22Q (109.553856 sec): 3 clusters Score: Raw -114301.364568 + Penalty 1672.545706 = -112628.818861 nChanged 9 SP:Iteration 23Q (109.636319 sec): 3 clusters Score: Raw -114304.439471 + Penalty 1672.545706 = -112631.893764 nChanged 2 SP:Iteration 24Q (109.719888 sec): 3 clusters Score: Raw -114304.753074 + Penalty 1672.545706 = -112632.207368 nChanged 0 SP:Iteration 25F (109.819418 sec): 3 clusters Score: Raw -114304.753074 + Penalty 1672.545706 = -112632.207368 nChanged 0 Score: Raw -4195108.631178 + Penalty 13009.908027 = -4182098.723151 Splitting cluster 5 changes total score from -4179908.344049 to -4182098.723151 So it's getting split into cluster 11. Trying to split cluster 6 (4186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.820976 sec): 2 clusters Score: Raw -239794.383830 + Penalty 875.647595 = -238918.736235 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.897607 sec): 3 clusters Score: Raw -237512.779010 + Penalty 1751.295190 = -235761.483820 nChanged 1769 SP:Iteration 1F (110.982095 sec): 3 clusters Score: Raw -238602.745667 + Penalty 1751.295190 = -236851.450477 nChanged 369 SP:Iteration 2F (111.066879 sec): 3 clusters Score: Raw -238875.288382 + Penalty 1751.295190 = -237123.993193 nChanged 298 SP:Iteration 3F (111.156051 sec): 3 clusters Score: Raw -239120.285548 + Penalty 1751.295190 = -237368.990358 nChanged 287 SP:Iteration 4F (111.243716 sec): 3 clusters Score: Raw -239350.851390 + Penalty 1751.295190 = -237599.556201 nChanged 222 SP:Iteration 5F (111.314963 sec): 3 clusters Score: Raw -239530.622539 + Penalty 1751.295190 = -237779.327349 nChanged 193 SP:Iteration 6Q (111.420454 sec): 3 clusters Score: Raw -239660.799230 + Penalty 1751.295190 = -237909.504041 nChanged 137 SP:Iteration 7Q (111.508730 sec): 3 clusters Score: Raw -239757.467477 + Penalty 1751.295190 = -238006.172287 nChanged 115 SP:Iteration 8Q (111.580311 sec): 3 clusters Score: Raw -239822.791680 + Penalty 1751.295190 = -238071.496490 nChanged 97 SP:Iteration 9Q (111.686812 sec): 3 clusters Score: Raw -239875.757332 + Penalty 1751.295190 = -238124.462142 nChanged 93 SP:Iteration 10Q (111.772291 sec): 3 clusters Score: Raw -239924.228513 + Penalty 1751.295190 = -238172.933323 nChanged 71 SP:Iteration 11Q (111.846348 sec): 3 clusters Score: Raw -239956.465304 + Penalty 1751.295190 = -238205.170115 nChanged 64 SP:Iteration 12Q (111.951272 sec): 3 clusters Score: Raw -239981.746843 + Penalty 1751.295190 = -238230.451653 nChanged 47 SP:Iteration 13Q (112.014781 sec): 3 clusters Score: Raw -240003.199110 + Penalty 1751.295190 = -238251.903921 nChanged 39 SP:Iteration 14Q (112.110769 sec): 3 clusters Score: Raw -240021.485595 + Penalty 1751.295190 = -238270.190405 nChanged 43 SP:Iteration 15Q (112.201145 sec): 3 clusters Score: Raw -240042.840983 + Penalty 1751.295190 = -238291.545794 nChanged 43 SP:Iteration 16Q (112.309752 sec): 3 clusters Score: Raw -240060.826757 + Penalty 1751.295190 = -238309.531567 nChanged 37 SP:Iteration 17Q (112.415663 sec): 3 clusters Score: Raw -240076.583204 + Penalty 1751.295190 = -238325.288014 nChanged 39 SP:Iteration 18Q (112.535429 sec): 3 clusters Score: Raw -240093.643728 + Penalty 1751.295190 = -238342.348539 nChanged 42 SP:Iteration 19Q (112.638824 sec): 3 clusters Score: Raw -240109.725264 + Penalty 1751.295190 = -238358.430074 nChanged 36 SP:Iteration 20F (112.730513 sec): 3 clusters Score: Raw -240127.256250 + Penalty 1751.295190 = -238375.961061 nChanged 36 SP:Iteration 21Q (112.837332 sec): 3 clusters Score: Raw -240143.387697 + Penalty 1751.295190 = -238392.092507 nChanged 37 SP:Iteration 22Q (112.929452 sec): 3 clusters Score: Raw -240163.683453 + Penalty 1751.295190 = -238412.388263 nChanged 42 SP:Iteration 23Q (113.023078 sec): 3 clusters Score: Raw -240191.195772 + Penalty 1751.295190 = -238439.900583 nChanged 52 SP:Iteration 24Q (113.105236 sec): 3 clusters Score: Raw -240223.174185 + Penalty 1751.295190 = -238471.878995 nChanged 54 SP:Iteration 25Q (113.201712 sec): 3 clusters Score: Raw -240281.075260 + Penalty 1751.295190 = -238529.780071 nChanged 76 SP:Iteration 26Q (113.302815 sec): 3 clusters Score: Raw -240397.863224 + Penalty 1751.295190 = -238646.568035 nChanged 118 SP:Iteration 27Q (113.400015 sec): 3 clusters Score: Raw -240647.104229 + Penalty 1751.295190 = -238895.809039 nChanged 130 SP:Iteration 28Q (113.473198 sec): 3 clusters Score: Raw -241006.085834 + Penalty 1751.295190 = -239254.790644 nChanged 133 SP:Iteration 29Q (113.564459 sec): 3 clusters Score: Raw -241300.916002 + Penalty 1751.295190 = -239549.620812 nChanged 96 SP:Iteration 30Q (113.662956 sec): 3 clusters Score: Raw -241385.321249 + Penalty 1751.295190 = -239634.026059 nChanged 72 SP:Iteration 31Q (113.756542 sec): 3 clusters Score: Raw -241430.026144 + Penalty 1751.295190 = -239678.730954 nChanged 44 SP:Iteration 32Q (113.834170 sec): 3 clusters Score: Raw -241455.081534 + Penalty 1751.295190 = -239703.786344 nChanged 43 SP:Iteration 33Q (113.904869 sec): 3 clusters Score: Raw -241477.859734 + Penalty 1751.295190 = -239726.564545 nChanged 29 SP:Iteration 34Q (113.995490 sec): 3 clusters Score: Raw -241493.096938 + Penalty 1751.295190 = -239741.801749 nChanged 30 SP:Iteration 35Q (114.101933 sec): 3 clusters Score: Raw -241513.867596 + Penalty 1751.295190 = -239762.572407 nChanged 26 SP:Iteration 36Q (114.197576 sec): 3 clusters Score: Raw -241529.745522 + Penalty 1751.295190 = -239778.450332 nChanged 23 SP:Iteration 37Q (114.294063 sec): 3 clusters Score: Raw -241543.754645 + Penalty 1751.295190 = -239792.459456 nChanged 29 SP:Iteration 38Q (114.365968 sec): 3 clusters Score: Raw -241560.012554 + Penalty 1751.295190 = -239808.717364 nChanged 15 SP:Iteration 39Q (114.482989 sec): 3 clusters Score: Raw -241565.106167 + Penalty 1751.295190 = -239813.810977 nChanged 14 SP:Iteration 40F (114.562637 sec): 3 clusters Score: Raw -241570.689464 + Penalty 1751.295190 = -239819.394275 nChanged 16 SP:Iteration 41Q (114.673262 sec): 3 clusters Score: Raw -241578.223286 + Penalty 1751.295190 = -239826.928096 nChanged 20 SP:Iteration 42Q (114.783657 sec): 3 clusters Score: Raw -241587.635970 + Penalty 1751.295190 = -239836.340780 nChanged 17 SP:Iteration 43Q (114.860975 sec): 3 clusters Score: Raw -241594.346441 + Penalty 1751.295190 = -239843.051251 nChanged 14 SP:Iteration 44Q (114.952607 sec): 3 clusters Score: Raw -241600.234474 + Penalty 1751.295190 = -239848.939284 nChanged 12 SP:Iteration 45Q (115.038665 sec): 3 clusters Score: Raw -241605.528553 + Penalty 1751.295190 = -239854.233364 nChanged 14 SP:Iteration 46Q (115.129301 sec): 3 clusters Score: Raw -241613.574730 + Penalty 1751.295190 = -239862.279541 nChanged 15 SP:Iteration 47Q (115.218301 sec): 3 clusters Score: Raw -241619.603032 + Penalty 1751.295190 = -239868.307842 nChanged 11 SP:Iteration 48Q (115.300193 sec): 3 clusters Score: Raw -241622.937612 + Penalty 1751.295190 = -239871.642422 nChanged 8 SP:Iteration 49Q (115.390216 sec): 3 clusters Score: Raw -241625.136251 + Penalty 1751.295190 = -239873.841061 nChanged 13 SP:Iteration 50Q (115.458401 sec): 3 clusters Score: Raw -241629.468020 + Penalty 1751.295190 = -239878.172831 nChanged 10 SP:Iteration 51Q (115.550644 sec): 3 clusters Score: Raw -241632.213400 + Penalty 1751.295190 = -239880.918210 nChanged 8 SP:Iteration 52Q (115.625557 sec): 3 clusters Score: Raw -241634.257928 + Penalty 1751.295190 = -239882.962738 nChanged 6 SP:Iteration 53Q (115.713881 sec): 3 clusters Score: Raw -241635.897134 + Penalty 1751.295190 = -239884.601944 nChanged 6 SP:Iteration 54Q (115.803578 sec): 3 clusters Score: Raw -241637.080628 + Penalty 1751.295190 = -239885.785439 nChanged 2 SP:Iteration 55Q (115.900423 sec): 3 clusters Score: Raw -241637.396920 + Penalty 1751.295190 = -239886.101731 nChanged 1 SP:Iteration 56Q (115.971259 sec): 3 clusters Score: Raw -241637.573870 + Penalty 1751.295190 = -239886.278680 nChanged 0 SP:Iteration 57F (116.054995 sec): 3 clusters Score: Raw -241637.573870 + Penalty 1751.295190 = -239886.278680 nChanged 0 Score: Raw -4196951.821218 + Penalty 14192.626939 = -4182759.194279 Splitting cluster 6 changes total score from -4179908.344049 to -4182759.194279 So it's getting split into cluster 12. Trying to split cluster 7 (4736 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (117.091735 sec): 2 clusters Score: Raw -231132.505355 + Penalty 888.609559 = -230243.895796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (117.185656 sec): 3 clusters Score: Raw -228570.432241 + Penalty 1777.219117 = -226793.213123 nChanged 1990 SP:Iteration 1F (117.266621 sec): 3 clusters Score: Raw -229777.396959 + Penalty 1777.219117 = -228000.177842 nChanged 372 SP:Iteration 2F (117.355945 sec): 3 clusters Score: Raw -230060.994540 + Penalty 1777.219117 = -228283.775423 nChanged 332 SP:Iteration 3F (117.449154 sec): 3 clusters Score: Raw -230364.702587 + Penalty 1777.219117 = -228587.483470 nChanged 337 SP:Iteration 4F (117.537227 sec): 3 clusters Score: Raw -230712.403468 + Penalty 1777.219117 = -228935.184351 nChanged 337 SP:Iteration 5F (117.636802 sec): 3 clusters Score: Raw -231091.099129 + Penalty 1777.219117 = -229313.880012 nChanged 299 SP:Iteration 6F (117.717037 sec): 3 clusters Score: Raw -231400.813743 + Penalty 1777.219117 = -229623.594626 nChanged 236 SP:Iteration 7Q (117.793974 sec): 3 clusters Score: Raw -231579.770478 + Penalty 1777.219117 = -229802.551361 nChanged 178 SP:Iteration 8Q (117.875564 sec): 3 clusters Score: Raw -231671.593065 + Penalty 1777.219117 = -229894.373947 nChanged 106 SP:Iteration 9Q (117.967127 sec): 3 clusters Score: Raw -231718.871139 + Penalty 1777.219117 = -229941.652022 nChanged 72 SP:Iteration 10Q (118.060254 sec): 3 clusters Score: Raw -231745.136989 + Penalty 1777.219117 = -229967.917872 nChanged 46 SP:Iteration 11Q (118.151094 sec): 3 clusters Score: Raw -231760.389398 + Penalty 1777.219117 = -229983.170281 nChanged 27 SP:Iteration 12Q (118.235779 sec): 3 clusters Score: Raw -231766.805511 + Penalty 1777.219117 = -229989.586394 nChanged 24 SP:Iteration 13Q (118.324264 sec): 3 clusters Score: Raw -231772.887723 + Penalty 1777.219117 = -229995.668606 nChanged 18 SP:Iteration 14Q (118.405166 sec): 3 clusters Score: Raw -231781.325512 + Penalty 1777.219117 = -230004.106395 nChanged 29 SP:Iteration 15Q (118.472573 sec): 3 clusters Score: Raw -231789.613014 + Penalty 1777.219117 = -230012.393897 nChanged 29 SP:Iteration 16Q (118.555119 sec): 3 clusters Score: Raw -231796.735058 + Penalty 1777.219117 = -230019.515941 nChanged 20 SP:Iteration 17Q (118.642841 sec): 3 clusters Score: Raw -231801.277724 + Penalty 1777.219117 = -230024.058607 nChanged 24 SP:Iteration 18Q (118.742725 sec): 3 clusters Score: Raw -231806.090868 + Penalty 1777.219117 = -230028.871751 nChanged 21 SP:Iteration 19Q (118.832735 sec): 3 clusters Score: Raw -231813.042583 + Penalty 1777.219117 = -230035.823466 nChanged 28 SP:Iteration 20F (118.919334 sec): 3 clusters Score: Raw -231823.103679 + Penalty 1777.219117 = -230045.884562 nChanged 25 SP:Iteration 21Q (119.016534 sec): 3 clusters Score: Raw -231830.175395 + Penalty 1777.219117 = -230052.956278 nChanged 27 SP:Iteration 22Q (119.105768 sec): 3 clusters Score: Raw -231837.549577 + Penalty 1777.219117 = -230060.330460 nChanged 27 SP:Iteration 23Q (119.179548 sec): 3 clusters Score: Raw -231846.530166 + Penalty 1777.219117 = -230069.311049 nChanged 22 SP:Iteration 24Q (119.264631 sec): 3 clusters Score: Raw -231855.749075 + Penalty 1777.219117 = -230078.529958 nChanged 26 SP:Iteration 25Q (119.351981 sec): 3 clusters Score: Raw -231864.188111 + Penalty 1777.219117 = -230086.968994 nChanged 21 SP:Iteration 26Q (119.453219 sec): 3 clusters Score: Raw -231871.230980 + Penalty 1777.219117 = -230094.011863 nChanged 21 SP:Iteration 27Q (119.515171 sec): 3 clusters Score: Raw -231877.362076 + Penalty 1777.219117 = -230100.142959 nChanged 17 SP:Iteration 28Q (119.618273 sec): 3 clusters Score: Raw -231883.644017 + Penalty 1777.219117 = -230106.424900 nChanged 21 SP:Iteration 29Q (119.717495 sec): 3 clusters Score: Raw -231891.059637 + Penalty 1777.219117 = -230113.840520 nChanged 27 SP:Iteration 30Q (119.792248 sec): 3 clusters Score: Raw -231900.592196 + Penalty 1777.219117 = -230123.373079 nChanged 31 SP:Iteration 31Q (119.884235 sec): 3 clusters Score: Raw -231910.750808 + Penalty 1777.219117 = -230133.531691 nChanged 31 SP:Iteration 32Q (120.008821 sec): 3 clusters Score: Raw -231921.284894 + Penalty 1777.219117 = -230144.065777 nChanged 41 SP:Iteration 33Q (120.092350 sec): 3 clusters Score: Raw -231933.796906 + Penalty 1777.219117 = -230156.577789 nChanged 32 SP:Iteration 34Q (120.179120 sec): 3 clusters Score: Raw -231944.094418 + Penalty 1777.219117 = -230166.875301 nChanged 36 SP:Iteration 35Q (120.257032 sec): 3 clusters Score: Raw -231958.179002 + Penalty 1777.219117 = -230180.959885 nChanged 35 SP:Iteration 36Q (120.346055 sec): 3 clusters Score: Raw -231969.927586 + Penalty 1777.219117 = -230192.708469 nChanged 37 SP:Iteration 37Q (120.419988 sec): 3 clusters Score: Raw -231982.651579 + Penalty 1777.219117 = -230205.432462 nChanged 38 SP:Iteration 38Q (120.526574 sec): 3 clusters Score: Raw -231997.312522 + Penalty 1777.219117 = -230220.093405 nChanged 37 SP:Iteration 39Q (120.643552 sec): 3 clusters Score: Raw -232011.638774 + Penalty 1777.219117 = -230234.419657 nChanged 29 SP:Iteration 40F (120.760986 sec): 3 clusters Score: Raw -232021.750640 + Penalty 1777.219117 = -230244.531523 nChanged 20 SP:Iteration 41Q (120.855879 sec): 3 clusters Score: Raw -232027.419411 + Penalty 1777.219117 = -230250.200294 nChanged 14 SP:Iteration 42Q (120.954319 sec): 3 clusters Score: Raw -232029.942880 + Penalty 1777.219117 = -230252.723763 nChanged 11 SP:Iteration 43Q (121.045787 sec): 3 clusters Score: Raw -232031.189886 + Penalty 1777.219117 = -230253.970769 nChanged 4 SP:Iteration 44Q (121.177794 sec): 3 clusters Score: Raw -232031.577452 + Penalty 1777.219117 = -230254.358335 nChanged 6 SP:Iteration 45Q (121.281063 sec): 3 clusters Score: Raw -232032.592163 + Penalty 1777.219117 = -230255.373046 nChanged 6 SP:Iteration 46Q (121.356827 sec): 3 clusters Score: Raw -232033.813689 + Penalty 1777.219117 = -230256.594572 nChanged 9 SP:Iteration 47Q (121.470417 sec): 3 clusters Score: Raw -232035.444528 + Penalty 1777.219117 = -230258.225411 nChanged 9 SP:Iteration 48Q (121.561604 sec): 3 clusters Score: Raw -232037.753806 + Penalty 1777.219117 = -230260.534689 nChanged 9 SP:Iteration 49Q (121.641795 sec): 3 clusters Score: Raw -232039.971951 + Penalty 1777.219117 = -230262.752834 nChanged 5 SP:Iteration 50Q (121.748418 sec): 3 clusters Score: Raw -232040.737452 + Penalty 1777.219117 = -230263.518335 nChanged 2 SP:Iteration 51Q (121.817885 sec): 3 clusters Score: Raw -232040.931097 + Penalty 1777.219117 = -230263.711980 nChanged 2 SP:Iteration 52Q (121.902519 sec): 3 clusters Score: Raw -232041.088040 + Penalty 1777.219117 = -230263.868923 nChanged 0 SP:Iteration 53F (121.990753 sec): 3 clusters Score: Raw -232041.088040 + Penalty 1777.219117 = -230263.868923 nChanged 0 Score: Raw -4197860.403903 + Penalty 15375.345851 = -4182485.058052 Splitting cluster 7 changes total score from -4179908.344049 to -4182485.058052 So it's getting split into cluster 13. Trying to split cluster 8 (37542 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (123.222402 sec): 2 clusters Score: Raw -2187140.488400 + Penalty 1105.987636 = -2186034.500764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (123.358231 sec): 3 clusters Score: Raw -2163253.485855 + Penalty 2211.975273 = -2161041.510583 nChanged 17720 SP:Iteration 1F (123.475188 sec): 3 clusters Score: Raw -2174765.989117 + Penalty 2211.975273 = -2172554.013844 nChanged 2621 SP:Iteration 2F (123.618136 sec): 3 clusters Score: Raw -2176537.511881 + Penalty 2211.975273 = -2174325.536608 nChanged 2944 SP:Iteration 3F (123.758332 sec): 3 clusters Score: Raw -2178815.202491 + Penalty 2211.975273 = -2176603.227218 nChanged 2987 SP:Iteration 4F (123.874716 sec): 3 clusters Score: Raw -2181358.011870 + Penalty 2211.975273 = -2179146.036597 nChanged 2764 SP:Iteration 5F (124.013341 sec): 3 clusters Score: Raw -2183613.152474 + Penalty 2211.975273 = -2181401.177201 nChanged 2344 SP:Iteration 6F (124.143130 sec): 3 clusters Score: Raw -2185389.028245 + Penalty 2211.975273 = -2183177.052972 nChanged 1766 SP:Iteration 7Q (124.273753 sec): 3 clusters Score: Raw -2186478.733645 + Penalty 2211.975273 = -2184266.758373 nChanged 1240 SP:Iteration 8Q (124.412742 sec): 3 clusters Score: Raw -2187111.996600 + Penalty 2211.975273 = -2184900.021327 nChanged 878 SP:Iteration 9Q (124.555560 sec): 3 clusters Score: Raw -2187464.164026 + Penalty 2211.975273 = -2185252.188753 nChanged 651 SP:Iteration 10Q (124.689782 sec): 3 clusters Score: Raw -2187673.296532 + Penalty 2211.975273 = -2185461.321259 nChanged 486 SP:Iteration 11Q (124.817344 sec): 3 clusters Score: Raw -2187805.137058 + Penalty 2211.975273 = -2185593.161785 nChanged 393 SP:Iteration 12Q (124.947222 sec): 3 clusters Score: Raw -2187915.158190 + Penalty 2211.975273 = -2185703.182917 nChanged 385 SP:Iteration 13Q (125.059529 sec): 3 clusters Score: Raw -2188011.150768 + Penalty 2211.975273 = -2185799.175495 nChanged 351 SP:Iteration 14Q (125.198843 sec): 3 clusters Score: Raw -2188102.435166 + Penalty 2211.975273 = -2185890.459893 nChanged 350 SP:Iteration 15Q (125.330435 sec): 3 clusters Score: Raw -2188195.844239 + Penalty 2211.975273 = -2185983.868966 nChanged 324 SP:Iteration 16Q (125.464066 sec): 3 clusters Score: Raw -2188272.714315 + Penalty 2211.975273 = -2186060.739042 nChanged 284 SP:Iteration 17Q (125.599932 sec): 3 clusters Score: Raw -2188334.697155 + Penalty 2211.975273 = -2186122.721882 nChanged 264 SP:Iteration 18Q (125.723920 sec): 3 clusters Score: Raw -2188394.799524 + Penalty 2211.975273 = -2186182.824251 nChanged 249 SP:Iteration 19Q (125.854517 sec): 3 clusters Score: Raw -2188454.560914 + Penalty 2211.975273 = -2186242.585641 nChanged 263 SP:Iteration 20F (125.985200 sec): 3 clusters Score: Raw -2188529.790141 + Penalty 2211.975273 = -2186317.814868 nChanged 270 SP:Iteration 21Q (126.153124 sec): 3 clusters Score: Raw -2188613.991611 + Penalty 2211.975273 = -2186402.016338 nChanged 264 SP:Iteration 22Q (126.298610 sec): 3 clusters Score: Raw -2188700.953495 + Penalty 2211.975273 = -2186488.978222 nChanged 263 SP:Iteration 23Q (126.455332 sec): 3 clusters Score: Raw -2188796.974062 + Penalty 2211.975273 = -2186584.998789 nChanged 259 SP:Iteration 24Q (126.605728 sec): 3 clusters Score: Raw -2188894.318723 + Penalty 2211.975273 = -2186682.343450 nChanged 256 SP:Iteration 25Q (126.770517 sec): 3 clusters Score: Raw -2189005.776408 + Penalty 2211.975273 = -2186793.801135 nChanged 256 SP:Iteration 26Q (126.916390 sec): 3 clusters Score: Raw -2189151.328091 + Penalty 2211.975273 = -2186939.352818 nChanged 309 SP:Iteration 27Q (127.076916 sec): 3 clusters Score: Raw -2189360.520756 + Penalty 2211.975273 = -2187148.545483 nChanged 327 SP:Iteration 28Q (127.220973 sec): 3 clusters Score: Raw -2189563.479560 + Penalty 2211.975273 = -2187351.504288 nChanged 321 SP:Iteration 29Q (127.391508 sec): 3 clusters Score: Raw -2189726.730301 + Penalty 2211.975273 = -2187514.755028 nChanged 280 SP:Iteration 30Q (127.546837 sec): 3 clusters Score: Raw -2189866.610393 + Penalty 2211.975273 = -2187654.635120 nChanged 283 SP:Iteration 31Q (127.674716 sec): 3 clusters Score: Raw -2190016.153239 + Penalty 2211.975273 = -2187804.177966 nChanged 264 SP:Iteration 32Q (127.817856 sec): 3 clusters Score: Raw -2190176.446873 + Penalty 2211.975273 = -2187964.471600 nChanged 237 SP:Iteration 33Q (127.967935 sec): 3 clusters Score: Raw -2190300.587015 + Penalty 2211.975273 = -2188088.611742 nChanged 206 SP:Iteration 34Q (128.137319 sec): 3 clusters Score: Raw -2190402.371074 + Penalty 2211.975273 = -2188190.395801 nChanged 193 SP:Iteration 35Q (128.266728 sec): 3 clusters Score: Raw -2190490.040592 + Penalty 2211.975273 = -2188278.065319 nChanged 172 SP:Iteration 36Q (128.397533 sec): 3 clusters Score: Raw -2190557.916504 + Penalty 2211.975273 = -2188345.941231 nChanged 157 SP:Iteration 37Q (128.547503 sec): 3 clusters Score: Raw -2190609.644126 + Penalty 2211.975273 = -2188397.668853 nChanged 136 SP:Iteration 38Q (128.673015 sec): 3 clusters Score: Raw -2190648.963802 + Penalty 2211.975273 = -2188436.988529 nChanged 120 SP:Iteration 39Q (128.803377 sec): 3 clusters Score: Raw -2190680.163783 + Penalty 2211.975273 = -2188468.188510 nChanged 95 SP:Iteration 40F (128.934796 sec): 3 clusters Score: Raw -2190703.902505 + Penalty 2211.975273 = -2188491.927232 nChanged 82 SP:Iteration 41Q (129.073513 sec): 3 clusters Score: Raw -2190722.124710 + Penalty 2211.975273 = -2188510.149437 nChanged 76 SP:Iteration 42Q (129.209562 sec): 3 clusters Score: Raw -2190739.965125 + Penalty 2211.975273 = -2188527.989852 nChanged 81 SP:Iteration 43Q (129.376122 sec): 3 clusters Score: Raw -2190760.212043 + Penalty 2211.975273 = -2188548.236770 nChanged 75 SP:Iteration 44Q (129.514515 sec): 3 clusters Score: Raw -2190780.177549 + Penalty 2211.975273 = -2188568.202276 nChanged 58 SP:Iteration 45Q (129.651864 sec): 3 clusters Score: Raw -2190794.845791 + Penalty 2211.975273 = -2188582.870518 nChanged 52 SP:Iteration 46Q (129.776203 sec): 3 clusters Score: Raw -2190809.741469 + Penalty 2211.975273 = -2188597.766197 nChanged 55 SP:Iteration 47Q (129.918656 sec): 3 clusters Score: Raw -2190825.833717 + Penalty 2211.975273 = -2188613.858445 nChanged 54 SP:Iteration 48Q (130.044064 sec): 3 clusters Score: Raw -2190837.479403 + Penalty 2211.975273 = -2188625.504130 nChanged 46 SP:Iteration 49Q (130.178159 sec): 3 clusters Score: Raw -2190847.383234 + Penalty 2211.975273 = -2188635.407961 nChanged 41 SP:Iteration 50Q (130.315806 sec): 3 clusters Score: Raw -2190855.086781 + Penalty 2211.975273 = -2188643.111508 nChanged 48 SP:Iteration 51Q (130.429897 sec): 3 clusters Score: Raw -2190865.849596 + Penalty 2211.975273 = -2188653.874323 nChanged 44 SP:Iteration 52Q (130.574759 sec): 3 clusters Score: Raw -2190875.366676 + Penalty 2211.975273 = -2188663.391403 nChanged 33 SP:Iteration 53Q (130.699627 sec): 3 clusters Score: Raw -2190881.064978 + Penalty 2211.975273 = -2188669.089705 nChanged 35 SP:Iteration 54Q (130.821296 sec): 3 clusters Score: Raw -2190886.755930 + Penalty 2211.975273 = -2188674.780657 nChanged 37 SP:Iteration 55Q (130.942817 sec): 3 clusters Score: Raw -2190892.823749 + Penalty 2211.975273 = -2188680.848476 nChanged 36 SP:Iteration 56Q (131.076468 sec): 3 clusters Score: Raw -2190897.963073 + Penalty 2211.975273 = -2188685.987800 nChanged 21 SP:Iteration 57Q (131.204292 sec): 3 clusters Score: Raw -2190899.863062 + Penalty 2211.975273 = -2188687.887789 nChanged 17 SP:Iteration 58Q (131.325432 sec): 3 clusters Score: Raw -2190901.070098 + Penalty 2211.975273 = -2188689.094825 nChanged 10 SP:Iteration 59Q (131.437788 sec): 3 clusters Score: Raw -2190901.738615 + Penalty 2211.975273 = -2188689.763342 nChanged 5 SP:Iteration 60F (131.567273 sec): 3 clusters Score: Raw -2190902.019395 + Penalty 2211.975273 = -2188690.044122 nChanged 2 SP:Iteration 61Q (131.713347 sec): 3 clusters Score: Raw -2190902.082579 + Penalty 2211.975273 = -2188690.107306 nChanged 1 SP:Iteration 62Q (131.839514 sec): 3 clusters Score: Raw -2190902.102243 + Penalty 2211.975273 = -2188690.126970 nChanged 0 SP:Iteration 63F (131.970669 sec): 3 clusters Score: Raw -2190902.102243 + Penalty 2211.975273 = -2188690.126970 nChanged 0 Score: Raw -4201622.017745 + Penalty 16558.064762 = -4185063.952983 Splitting cluster 8 changes total score from -4179908.344049 to -4185063.952983 So it's getting split into cluster 14. Iteration 99Q (134.113024 sec): 15 clusters Score: Raw -4203044.097775 + Penalty 16558.064762 = -4186486.033013 nChanged 2146 Iteration 100F (135.262293 sec): 15 clusters Score: Raw -4204871.066814 + Penalty 16558.064762 = -4188313.002052 nChanged 1982 Iteration 101Q (136.160086 sec): 15 clusters Score: Raw -4205717.904626 + Penalty 16558.064762 = -4189159.839864 nChanged 1047 Iteration 102Q (137.080032 sec): 15 clusters Score: Raw -4206112.584634 + Penalty 16558.064762 = -4189554.519872 nChanged 798 Iteration 103Q (138.080025 sec): 15 clusters Score: Raw -4206378.400972 + Penalty 16558.064762 = -4189820.336210 nChanged 621 Iteration 104Q (139.146453 sec): 15 clusters Score: Raw -4206560.395469 + Penalty 16558.064762 = -4190002.330707 nChanged 505 Iteration 105Q (140.203080 sec): 15 clusters Score: Raw -4206706.396435 + Penalty 16558.064762 = -4190148.331673 nChanged 428 Iteration 106Q (141.292844 sec): 15 clusters Score: Raw -4206828.235571 + Penalty 16558.064762 = -4190270.170809 nChanged 382 Iteration 107Q (142.399903 sec): 15 clusters Score: Raw -4206916.986079 + Penalty 16558.064762 = -4190358.921316 nChanged 292 Iteration 108Q (143.413688 sec): 15 clusters Score: Raw -4206975.446890 + Penalty 16558.064762 = -4190417.382128 nChanged 251 Iteration 109Q (144.442583 sec): 15 clusters Score: Raw -4207027.876595 + Penalty 16558.064762 = -4190469.811832 nChanged 242 Iteration 110Q (145.454059 sec): 15 clusters Score: Raw -4207070.402176 + Penalty 16558.064762 = -4190512.337414 nChanged 191 Iteration 111Q (146.446367 sec): 15 clusters Score: Raw -4207104.315237 + Penalty 16558.064762 = -4190546.250474 nChanged 154 Iteration 112Q (147.432728 sec): 15 clusters Score: Raw -4207128.855873 + Penalty 16558.064762 = -4190570.791111 nChanged 130 Iteration 113Q (148.441260 sec): 15 clusters Score: Raw -4207147.848200 + Penalty 16558.064762 = -4190589.783437 nChanged 106 Iteration 114Q (149.366022 sec): 15 clusters Score: Raw -4207162.773143 + Penalty 16558.064762 = -4190604.708381 nChanged 93 Iteration 115Q (150.313128 sec): 15 clusters Score: Raw -4207175.813374 + Penalty 16558.064762 = -4190617.748612 nChanged 84 Iteration 116Q (151.297025 sec): 15 clusters Score: Raw -4207187.092615 + Penalty 16558.064762 = -4190629.027852 nChanged 91 Iteration 117Q (152.285434 sec): 15 clusters Score: Raw -4207200.115077 + Penalty 16558.064762 = -4190642.050314 nChanged 93 Iteration 118Q (153.264423 sec): 15 clusters Score: Raw -4207215.421887 + Penalty 16558.064762 = -4190657.357125 nChanged 92 Iteration 119Q (154.281108 sec): 15 clusters Score: Raw -4207232.459134 + Penalty 16558.064762 = -4190674.394372 nChanged 96 Iteration 120F (155.558574 sec): 15 clusters Score: Raw -4207256.991288 + Penalty 16558.064762 = -4190698.926525 nChanged 88 Iteration 121Q (156.537745 sec): 15 clusters Score: Raw -4207275.623996 + Penalty 16558.064762 = -4190717.559233 nChanged 96 Iteration 122Q (157.506664 sec): 15 clusters Score: Raw -4207293.267666 + Penalty 16558.064762 = -4190735.202903 nChanged 88 Iteration 123Q (158.498118 sec): 15 clusters Score: Raw -4207307.016121 + Penalty 16558.064762 = -4190748.951359 nChanged 88 Iteration 124Q (159.516765 sec): 15 clusters Score: Raw -4207321.224381 + Penalty 16558.064762 = -4190763.159619 nChanged 82 Iteration 125Q (160.488043 sec): 15 clusters Score: Raw -4207331.882078 + Penalty 16558.064762 = -4190773.817316 nChanged 74 Iteration 126Q (161.492125 sec): 15 clusters Score: Raw -4207341.825348 + Penalty 16558.064762 = -4190783.760586 nChanged 68 Iteration 127Q (162.513243 sec): 15 clusters Score: Raw -4207352.805717 + Penalty 16558.064762 = -4190794.740954 nChanged 73 Iteration 128Q (163.510787 sec): 15 clusters Score: Raw -4207363.729274 + Penalty 16558.064762 = -4190805.664512 nChanged 62 Iteration 129Q (164.513889 sec): 15 clusters Score: Raw -4207373.261386 + Penalty 16558.064762 = -4190815.196624 nChanged 61 Iteration 130Q (165.584675 sec): 15 clusters Score: Raw -4207382.689076 + Penalty 16558.064762 = -4190824.624314 nChanged 69 Iteration 131Q (166.616873 sec): 15 clusters Score: Raw -4207391.246081 + Penalty 16558.064762 = -4190833.181319 nChanged 49 Iteration 132Q (167.672325 sec): 15 clusters Score: Raw -4207398.192121 + Penalty 16558.064762 = -4190840.127358 nChanged 40 Iteration 133Q (168.661295 sec): 15 clusters Score: Raw -4207402.697180 + Penalty 16558.064762 = -4190844.632418 nChanged 48 Iteration 134Q (169.672596 sec): 15 clusters Score: Raw -4207408.657398 + Penalty 16558.064762 = -4190850.592636 nChanged 43 Iteration 135Q (170.725349 sec): 15 clusters Score: Raw -4207414.277507 + Penalty 16558.064762 = -4190856.212745 nChanged 45 Iteration 136Q (171.731008 sec): 15 clusters Score: Raw -4207419.328430 + Penalty 16558.064762 = -4190861.263668 nChanged 34 Iteration 137Q (172.785634 sec): 15 clusters Score: Raw -4207423.033395 + Penalty 16558.064762 = -4190864.968633 nChanged 27 Iteration 138Q (173.766924 sec): 15 clusters Score: Raw -4207426.668416 + Penalty 16558.064762 = -4190868.603654 nChanged 25 Writing temp clu file Because OldScore, -4190864.968633, is greater than current (better) Score,-4190868.603654 Compute initial score before splitting: Score: Raw -4207426.668416 + Penalty 16558.064762 = -4190868.603654 Trying to split cluster 1 (2360 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (173.908914 sec): 2 clusters Score: Raw -112934.025515 + Penalty 815.473774 = -112118.551741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (173.995909 sec): 3 clusters Score: Raw -111820.155817 + Penalty 1630.947549 = -110189.208268 nChanged 913 SP:Iteration 1F (174.091978 sec): 3 clusters Score: Raw -112611.829728 + Penalty 1630.947549 = -110980.882180 nChanged 229 SP:Iteration 2F (174.175364 sec): 3 clusters Score: Raw -112843.014078 + Penalty 1630.947549 = -111212.066530 nChanged 167 SP:Iteration 3F (174.274369 sec): 3 clusters Score: Raw -112997.506012 + Penalty 1630.947549 = -111366.558463 nChanged 123 SP:Iteration 4F (174.370437 sec): 3 clusters Score: Raw -113122.332181 + Penalty 1630.947549 = -111491.384632 nChanged 106 SP:Iteration 5Q (174.449562 sec): 3 clusters Score: Raw -113215.456293 + Penalty 1630.947549 = -111584.508744 nChanged 76 SP:Iteration 6Q (174.542190 sec): 3 clusters Score: Raw -113280.083849 + Penalty 1630.947549 = -111649.136300 nChanged 63 SP:Iteration 7Q (174.621336 sec): 3 clusters Score: Raw -113337.958707 + Penalty 1630.947549 = -111707.011158 nChanged 45 SP:Iteration 8Q (174.708886 sec): 3 clusters Score: Raw -113366.983318 + Penalty 1630.947549 = -111736.035769 nChanged 34 SP:Iteration 9Q (174.797879 sec): 3 clusters Score: Raw -113385.808889 + Penalty 1630.947549 = -111754.861341 nChanged 24 SP:Iteration 10Q (174.908015 sec): 3 clusters Score: Raw -113399.840406 + Penalty 1630.947549 = -111768.892857 nChanged 22 SP:Iteration 11Q (174.997153 sec): 3 clusters Score: Raw -113413.032278 + Penalty 1630.947549 = -111782.084730 nChanged 19 SP:Iteration 12Q (175.092659 sec): 3 clusters Score: Raw -113422.776111 + Penalty 1630.947549 = -111791.828563 nChanged 13 SP:Iteration 13Q (175.163971 sec): 3 clusters Score: Raw -113428.554326 + Penalty 1630.947549 = -111797.606777 nChanged 8 SP:Iteration 14Q (175.253094 sec): 3 clusters Score: Raw -113432.022669 + Penalty 1630.947549 = -111801.075121 nChanged 4 SP:Iteration 15Q (175.348044 sec): 3 clusters Score: Raw -113432.929064 + Penalty 1630.947549 = -111801.981515 nChanged 1 SP:Iteration 16Q (175.428049 sec): 3 clusters Score: Raw -113433.396459 + Penalty 1630.947549 = -111802.448911 nChanged 1 SP:Iteration 17Q (175.537092 sec): 3 clusters Score: Raw -113433.587207 + Penalty 1630.947549 = -111802.639658 nChanged 0 SP:Iteration 18F (175.616742 sec): 3 clusters Score: Raw -113433.587207 + Penalty 1630.947549 = -111802.639658 nChanged 0 Trying to split cluster 2 (8440 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (175.694438 sec): 2 clusters Score: Raw -474683.104512 + Penalty 949.277447 = -473733.827066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (175.768538 sec): 3 clusters Score: Raw -469801.775347 + Penalty 1898.554893 = -467903.220453 nChanged 3763 SP:Iteration 1F (175.883073 sec): 3 clusters Score: Raw -472111.852669 + Penalty 1898.554893 = -470213.297776 nChanged 751 SP:Iteration 2F (175.985383 sec): 3 clusters Score: Raw -472651.945472 + Penalty 1898.554893 = -470753.390578 nChanged 642 SP:Iteration 3F (176.066616 sec): 3 clusters Score: Raw -473115.577963 + Penalty 1898.554893 = -471217.023070 nChanged 558 SP:Iteration 4F (176.155523 sec): 3 clusters Score: Raw -473503.842889 + Penalty 1898.554893 = -471605.287996 nChanged 454 SP:Iteration 5F (176.277871 sec): 3 clusters Score: Raw -473774.834507 + Penalty 1898.554893 = -471876.279614 nChanged 334 SP:Iteration 6Q (176.355167 sec): 3 clusters Score: Raw -473939.986272 + Penalty 1898.554893 = -472041.431379 nChanged 244 SP:Iteration 7Q (176.452873 sec): 3 clusters Score: Raw -474047.498475 + Penalty 1898.554893 = -472148.943582 nChanged 191 SP:Iteration 8Q (176.544851 sec): 3 clusters Score: Raw -474144.142355 + Penalty 1898.554893 = -472245.587461 nChanged 190 SP:Iteration 9Q (176.639056 sec): 3 clusters Score: Raw -474234.883251 + Penalty 1898.554893 = -472336.328358 nChanged 175 SP:Iteration 10Q (176.729670 sec): 3 clusters Score: Raw -474313.766267 + Penalty 1898.554893 = -472415.211374 nChanged 163 SP:Iteration 11Q (176.824084 sec): 3 clusters Score: Raw -474391.598053 + Penalty 1898.554893 = -472493.043160 nChanged 156 SP:Iteration 12Q (176.924895 sec): 3 clusters Score: Raw -474466.114666 + Penalty 1898.554893 = -472567.559773 nChanged 139 SP:Iteration 13Q (177.037067 sec): 3 clusters Score: Raw -474530.825152 + Penalty 1898.554893 = -472632.270258 nChanged 126 SP:Iteration 14Q (177.120167 sec): 3 clusters Score: Raw -474600.415396 + Penalty 1898.554893 = -472701.860503 nChanged 146 SP:Iteration 15Q (177.230402 sec): 3 clusters Score: Raw -474668.189886 + Penalty 1898.554893 = -472769.634993 nChanged 124 SP:Iteration 16Q (177.333840 sec): 3 clusters Score: Raw -474726.025892 + Penalty 1898.554893 = -472827.470999 nChanged 92 SP:Iteration 17Q (177.436055 sec): 3 clusters Score: Raw -474762.761969 + Penalty 1898.554893 = -472864.207076 nChanged 81 SP:Iteration 18Q (177.521103 sec): 3 clusters Score: Raw -474791.815447 + Penalty 1898.554893 = -472893.260554 nChanged 74 SP:Iteration 19Q (177.627865 sec): 3 clusters Score: Raw -474826.077028 + Penalty 1898.554893 = -472927.522134 nChanged 81 SP:Iteration 20F (177.735717 sec): 3 clusters Score: Raw -474868.256515 + Penalty 1898.554893 = -472969.701621 nChanged 87 SP:Iteration 21Q (177.826654 sec): 3 clusters Score: Raw -474902.600142 + Penalty 1898.554893 = -473004.045249 nChanged 96 SP:Iteration 22Q (177.953529 sec): 3 clusters Score: Raw -474942.490777 + Penalty 1898.554893 = -473043.935884 nChanged 93 SP:Iteration 23Q (178.072706 sec): 3 clusters Score: Raw -474989.878030 + Penalty 1898.554893 = -473091.323137 nChanged 91 SP:Iteration 24Q (178.149090 sec): 3 clusters Score: Raw -475048.467765 + Penalty 1898.554893 = -473149.912872 nChanged 98 SP:Iteration 25Q (178.243657 sec): 3 clusters Score: Raw -475090.700045 + Penalty 1898.554893 = -473192.145152 nChanged 79 SP:Iteration 26Q (178.335566 sec): 3 clusters Score: Raw -475117.051326 + Penalty 1898.554893 = -473218.496433 nChanged 64 SP:Iteration 27Q (178.432822 sec): 3 clusters Score: Raw -475136.921438 + Penalty 1898.554893 = -473238.366544 nChanged 57 SP:Iteration 28Q (178.547796 sec): 3 clusters Score: Raw -475159.580018 + Penalty 1898.554893 = -473261.025124 nChanged 68 SP:Iteration 29Q (178.631039 sec): 3 clusters Score: Raw -475182.580160 + Penalty 1898.554893 = -473284.025267 nChanged 68 SP:Iteration 30Q (178.741495 sec): 3 clusters Score: Raw -475204.047356 + Penalty 1898.554893 = -473305.492463 nChanged 55 SP:Iteration 31Q (178.823321 sec): 3 clusters Score: Raw -475217.775255 + Penalty 1898.554893 = -473319.220362 nChanged 39 SP:Iteration 32Q (178.922468 sec): 3 clusters Score: Raw -475226.644976 + Penalty 1898.554893 = -473328.090083 nChanged 37 SP:Iteration 33Q (179.025283 sec): 3 clusters Score: Raw -475235.725562 + Penalty 1898.554893 = -473337.170668 nChanged 40 SP:Iteration 34Q (179.112395 sec): 3 clusters Score: Raw -475243.473395 + Penalty 1898.554893 = -473344.918502 nChanged 28 SP:Iteration 35Q (179.214379 sec): 3 clusters Score: Raw -475248.876231 + Penalty 1898.554893 = -473350.321338 nChanged 29 SP:Iteration 36Q (179.314858 sec): 3 clusters Score: Raw -475256.478166 + Penalty 1898.554893 = -473357.923273 nChanged 31 SP:Iteration 37Q (179.416117 sec): 3 clusters Score: Raw -475266.989796 + Penalty 1898.554893 = -473368.434903 nChanged 37 SP:Iteration 38Q (179.524900 sec): 3 clusters Score: Raw -475276.632223 + Penalty 1898.554893 = -473378.077330 nChanged 23 SP:Iteration 39Q (179.619863 sec): 3 clusters Score: Raw -475281.386696 + Penalty 1898.554893 = -473382.831802 nChanged 17 SP:Iteration 40F (179.725044 sec): 3 clusters Score: Raw -475284.775724 + Penalty 1898.554893 = -473386.220830 nChanged 21 SP:Iteration 41Q (179.801094 sec): 3 clusters Score: Raw -475288.570830 + Penalty 1898.554893 = -473390.015936 nChanged 17 SP:Iteration 42Q (179.915638 sec): 3 clusters Score: Raw -475291.625599 + Penalty 1898.554893 = -473393.070705 nChanged 23 SP:Iteration 43Q (180.010343 sec): 3 clusters Score: Raw -475296.106051 + Penalty 1898.554893 = -473397.551158 nChanged 34 SP:Iteration 44Q (180.109038 sec): 3 clusters Score: Raw -475303.844778 + Penalty 1898.554893 = -473405.289885 nChanged 37 SP:Iteration 45Q (180.234012 sec): 3 clusters Score: Raw -475311.782909 + Penalty 1898.554893 = -473413.228016 nChanged 30 SP:Iteration 46Q (180.314370 sec): 3 clusters Score: Raw -475317.269337 + Penalty 1898.554893 = -473418.714444 nChanged 25 SP:Iteration 47Q (180.425611 sec): 3 clusters Score: Raw -475322.296391 + Penalty 1898.554893 = -473423.741497 nChanged 25 SP:Iteration 48Q (180.531506 sec): 3 clusters Score: Raw -475327.254092 + Penalty 1898.554893 = -473428.699199 nChanged 24 SP:Iteration 49Q (180.609810 sec): 3 clusters Score: Raw -475331.099015 + Penalty 1898.554893 = -473432.544121 nChanged 21 SP:Iteration 50Q (180.687469 sec): 3 clusters Score: Raw -475334.599875 + Penalty 1898.554893 = -473436.044981 nChanged 19 SP:Iteration 51Q (180.807372 sec): 3 clusters Score: Raw -475338.604155 + Penalty 1898.554893 = -473440.049261 nChanged 24 SP:Iteration 52Q (180.898270 sec): 3 clusters Score: Raw -475342.540497 + Penalty 1898.554893 = -473443.985603 nChanged 22 SP:Iteration 53Q (180.996182 sec): 3 clusters Score: Raw -475346.330785 + Penalty 1898.554893 = -473447.775892 nChanged 20 SP:Iteration 54Q (181.096698 sec): 3 clusters Score: Raw -475349.052587 + Penalty 1898.554893 = -473450.497694 nChanged 13 SP:Iteration 55Q (181.169942 sec): 3 clusters Score: Raw -475351.058623 + Penalty 1898.554893 = -473452.503730 nChanged 14 SP:Iteration 56Q (181.269268 sec): 3 clusters Score: Raw -475352.747501 + Penalty 1898.554893 = -473454.192607 nChanged 14 SP:Iteration 57Q (181.393182 sec): 3 clusters Score: Raw -475355.714019 + Penalty 1898.554893 = -473457.159126 nChanged 24 SP:Iteration 58Q (181.485522 sec): 3 clusters Score: Raw -475361.674194 + Penalty 1898.554893 = -473463.119301 nChanged 30 SP:Iteration 59Q (181.591758 sec): 3 clusters Score: Raw -475367.326436 + Penalty 1898.554893 = -473468.771543 nChanged 30 SP:Iteration 60F (181.678367 sec): 3 clusters Score: Raw -475373.895144 + Penalty 1898.554893 = -473475.340251 nChanged 28 SP:Iteration 61Q (181.783519 sec): 3 clusters Score: Raw -475379.956096 + Penalty 1898.554893 = -473481.401202 nChanged 22 SP:Iteration 62Q (181.887876 sec): 3 clusters Score: Raw -475384.234836 + Penalty 1898.554893 = -473485.679943 nChanged 21 SP:Iteration 63Q (182.009916 sec): 3 clusters Score: Raw -475387.397077 + Penalty 1898.554893 = -473488.842184 nChanged 24 SP:Iteration 64Q (182.108550 sec): 3 clusters Score: Raw -475392.793170 + Penalty 1898.554893 = -473494.238277 nChanged 37 SP:Iteration 65Q (182.242035 sec): 3 clusters Score: Raw -475400.123363 + Penalty 1898.554893 = -473501.568469 nChanged 26 SP:Iteration 66Q (182.349686 sec): 3 clusters Score: Raw -475404.745944 + Penalty 1898.554893 = -473506.191051 nChanged 21 SP:Iteration 67Q (182.439226 sec): 3 clusters Score: Raw -475408.261927 + Penalty 1898.554893 = -473509.707034 nChanged 19 SP:Iteration 68Q (182.546402 sec): 3 clusters Score: Raw -475411.219302 + Penalty 1898.554893 = -473512.664409 nChanged 16 SP:Iteration 69Q (182.651355 sec): 3 clusters Score: Raw -475413.049548 + Penalty 1898.554893 = -473514.494655 nChanged 5 SP:Iteration 70Q (182.744759 sec): 3 clusters Score: Raw -475413.907197 + Penalty 1898.554893 = -473515.352304 nChanged 7 SP:Iteration 71Q (182.841947 sec): 3 clusters Score: Raw -475414.883081 + Penalty 1898.554893 = -473516.328187 nChanged 9 SP:Iteration 72Q (182.930469 sec): 3 clusters Score: Raw -475416.023665 + Penalty 1898.554893 = -473517.468771 nChanged 6 SP:Iteration 73Q (183.042221 sec): 3 clusters Score: Raw -475416.677457 + Penalty 1898.554893 = -473518.122564 nChanged 5 SP:Iteration 74Q (183.144630 sec): 3 clusters Score: Raw -475417.216995 + Penalty 1898.554893 = -473518.662102 nChanged 5 SP:Iteration 75Q (183.258160 sec): 3 clusters Score: Raw -475417.725345 + Penalty 1898.554893 = -473519.170452 nChanged 5 SP:Iteration 76Q (183.344452 sec): 3 clusters Score: Raw -475418.223434 + Penalty 1898.554893 = -473519.668541 nChanged 7 SP:Iteration 77Q (183.433291 sec): 3 clusters Score: Raw -475419.410761 + Penalty 1898.554893 = -473520.855867 nChanged 11 SP:Iteration 78Q (183.525663 sec): 3 clusters Score: Raw -475420.930673 + Penalty 1898.554893 = -473522.375780 nChanged 10 SP:Iteration 79Q (183.619904 sec): 3 clusters Score: Raw -475422.227908 + Penalty 1898.554893 = -473523.673015 nChanged 12 SP:Iteration 80F (183.708271 sec): 3 clusters Score: Raw -475423.616881 + Penalty 1898.554893 = -473525.061988 nChanged 9 SP:Iteration 81Q (183.825113 sec): 3 clusters Score: Raw -475424.369965 + Penalty 1898.554893 = -473525.815072 nChanged 7 SP:Iteration 82Q (183.917366 sec): 3 clusters Score: Raw -475425.002454 + Penalty 1898.554893 = -473526.447561 nChanged 4 SP:Iteration 83Q (184.023777 sec): 3 clusters Score: Raw -475425.444200 + Penalty 1898.554893 = -473526.889306 nChanged 8 SP:Iteration 84Q (184.111004 sec): 3 clusters Score: Raw -475426.352707 + Penalty 1898.554893 = -473527.797813 nChanged 5 SP:Iteration 85Q (184.194865 sec): 3 clusters Score: Raw -475426.742648 + Penalty 1898.554893 = -473528.187754 nChanged 7 SP:Iteration 86Q (184.300250 sec): 3 clusters Score: Raw -475427.653372 + Penalty 1898.554893 = -473529.098479 nChanged 10 SP:Iteration 87Q (184.421644 sec): 3 clusters Score: Raw -475428.532825 + Penalty 1898.554893 = -473529.977932 nChanged 6 SP:Iteration 88Q (184.519280 sec): 3 clusters Score: Raw -475428.985244 + Penalty 1898.554893 = -473530.430351 nChanged 8 SP:Iteration 89Q (184.617093 sec): 3 clusters Score: Raw -475429.501252 + Penalty 1898.554893 = -473530.946358 nChanged 7 SP:Iteration 90Q (184.703535 sec): 3 clusters Score: Raw -475429.934258 + Penalty 1898.554893 = -473531.379365 nChanged 3 SP:Iteration 91Q (184.810571 sec): 3 clusters Score: Raw -475430.162137 + Penalty 1898.554893 = -473531.607244 nChanged 6 SP:Iteration 92Q (184.896050 sec): 3 clusters Score: Raw -475431.178260 + Penalty 1898.554893 = -473532.623367 nChanged 8 SP:Iteration 93Q (185.030152 sec): 3 clusters Score: Raw -475432.167672 + Penalty 1898.554893 = -473533.612778 nChanged 4 SP:Iteration 94Q (185.120804 sec): 3 clusters Score: Raw -475432.761285 + Penalty 1898.554893 = -473534.206392 nChanged 7 SP:Iteration 95Q (185.212509 sec): 3 clusters Score: Raw -475433.477044 + Penalty 1898.554893 = -473534.922150 nChanged 2 SP:Iteration 96Q (185.323919 sec): 3 clusters Score: Raw -475433.709567 + Penalty 1898.554893 = -473535.154674 nChanged 1 SP:Iteration 97Q (185.434208 sec): 3 clusters Score: Raw -475433.858562 + Penalty 1898.554893 = -473535.303669 nChanged 3 SP:Iteration 98Q (185.538596 sec): 3 clusters Score: Raw -475434.025227 + Penalty 1898.554893 = -473535.470333 nChanged 0 SP:Iteration 99F (185.643618 sec): 3 clusters Score: Raw -475434.025227 + Penalty 1898.554893 = -473535.470333 nChanged 0 Trying to split cluster 3 (5194 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (185.717782 sec): 2 clusters Score: Raw -260231.221189 + Penalty 898.302236 = -259332.918952 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (185.805260 sec): 3 clusters Score: Raw -257366.954600 + Penalty 1796.604472 = -255570.350128 nChanged 2197 SP:Iteration 1F (185.906228 sec): 3 clusters Score: Raw -258748.255853 + Penalty 1796.604472 = -256951.651380 nChanged 507 SP:Iteration 2F (186.014402 sec): 3 clusters Score: Raw -259153.176066 + Penalty 1796.604472 = -257356.571594 nChanged 433 SP:Iteration 3F (186.115264 sec): 3 clusters Score: Raw -259462.002848 + Penalty 1796.604472 = -257665.398375 nChanged 340 SP:Iteration 4F (186.217461 sec): 3 clusters Score: Raw -259721.389033 + Penalty 1796.604472 = -257924.784561 nChanged 295 SP:Iteration 5F (186.311099 sec): 3 clusters Score: Raw -259956.313107 + Penalty 1796.604472 = -258159.708635 nChanged 248 SP:Iteration 6Q (186.401745 sec): 3 clusters Score: Raw -260113.816103 + Penalty 1796.604472 = -258317.211631 nChanged 199 SP:Iteration 7Q (186.514530 sec): 3 clusters Score: Raw -260227.323548 + Penalty 1796.604472 = -258430.719075 nChanged 177 SP:Iteration 8Q (186.627180 sec): 3 clusters Score: Raw -260318.010093 + Penalty 1796.604472 = -258521.405621 nChanged 130 SP:Iteration 9Q (186.720212 sec): 3 clusters Score: Raw -260380.456756 + Penalty 1796.604472 = -258583.852284 nChanged 116 SP:Iteration 10Q (186.796993 sec): 3 clusters Score: Raw -260425.921078 + Penalty 1796.604472 = -258629.316606 nChanged 100 SP:Iteration 11Q (186.894243 sec): 3 clusters Score: Raw -260465.896001 + Penalty 1796.604472 = -258669.291529 nChanged 75 SP:Iteration 12Q (187.001429 sec): 3 clusters Score: Raw -260489.663007 + Penalty 1796.604472 = -258693.058535 nChanged 55 SP:Iteration 13Q (187.112501 sec): 3 clusters Score: Raw -260503.211121 + Penalty 1796.604472 = -258706.606648 nChanged 45 SP:Iteration 14Q (187.198739 sec): 3 clusters Score: Raw -260513.690063 + Penalty 1796.604472 = -258717.085591 nChanged 33 SP:Iteration 15Q (187.309789 sec): 3 clusters Score: Raw -260520.780042 + Penalty 1796.604472 = -258724.175570 nChanged 35 SP:Iteration 16Q (187.405753 sec): 3 clusters Score: Raw -260528.436147 + Penalty 1796.604472 = -258731.831674 nChanged 30 SP:Iteration 17Q (187.494245 sec): 3 clusters Score: Raw -260535.922984 + Penalty 1796.604472 = -258739.318511 nChanged 28 SP:Iteration 18Q (187.588205 sec): 3 clusters Score: Raw -260543.342542 + Penalty 1796.604472 = -258746.738070 nChanged 42 SP:Iteration 19Q (187.703655 sec): 3 clusters Score: Raw -260552.037115 + Penalty 1796.604472 = -258755.432642 nChanged 29 SP:Iteration 20F (187.793135 sec): 3 clusters Score: Raw -260559.479319 + Penalty 1796.604472 = -258762.874847 nChanged 28 SP:Iteration 21Q (187.888487 sec): 3 clusters Score: Raw -260566.617562 + Penalty 1796.604472 = -258770.013090 nChanged 27 SP:Iteration 22Q (187.984542 sec): 3 clusters Score: Raw -260572.376334 + Penalty 1796.604472 = -258775.771862 nChanged 22 SP:Iteration 23Q (188.087068 sec): 3 clusters Score: Raw -260578.409079 + Penalty 1796.604472 = -258781.804607 nChanged 17 SP:Iteration 24Q (188.180255 sec): 3 clusters Score: Raw -260581.531635 + Penalty 1796.604472 = -258784.927163 nChanged 16 SP:Iteration 25Q (188.279026 sec): 3 clusters Score: Raw -260584.907993 + Penalty 1796.604472 = -258788.303521 nChanged 13 SP:Iteration 26Q (188.404507 sec): 3 clusters Score: Raw -260586.625451 + Penalty 1796.604472 = -258790.020979 nChanged 8 SP:Iteration 27Q (188.483953 sec): 3 clusters Score: Raw -260588.107076 + Penalty 1796.604472 = -258791.502604 nChanged 6 SP:Iteration 28Q (188.565566 sec): 3 clusters Score: Raw -260588.752837 + Penalty 1796.604472 = -258792.148364 nChanged 4 SP:Iteration 29Q (188.676324 sec): 3 clusters Score: Raw -260589.099990 + Penalty 1796.604472 = -258792.495518 nChanged 2 SP:Iteration 30Q (188.762239 sec): 3 clusters Score: Raw -260589.354854 + Penalty 1796.604472 = -258792.750382 nChanged 1 SP:Iteration 31Q (188.844246 sec): 3 clusters Score: Raw -260589.564342 + Penalty 1796.604472 = -258792.959869 nChanged 0 SP:Iteration 32F (188.940122 sec): 3 clusters Score: Raw -260589.564342 + Penalty 1796.604472 = -258792.959869 nChanged 0 Trying to split cluster 4 (9350 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (189.026559 sec): 2 clusters Score: Raw -538248.409052 + Penalty 960.028820 = -537288.380232 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (189.135842 sec): 3 clusters Score: Raw -532786.347256 + Penalty 1920.057641 = -530866.289615 nChanged 4164 SP:Iteration 1F (189.228690 sec): 3 clusters Score: Raw -535208.768212 + Penalty 1920.057641 = -533288.710572 nChanged 643 SP:Iteration 2F (189.370153 sec): 3 clusters Score: Raw -535574.242657 + Penalty 1920.057641 = -533654.185016 nChanged 648 SP:Iteration 3F (189.483853 sec): 3 clusters Score: Raw -535993.486768 + Penalty 1920.057641 = -534073.429128 nChanged 644 SP:Iteration 4F (189.608709 sec): 3 clusters Score: Raw -536459.392648 + Penalty 1920.057641 = -534539.335007 nChanged 643 SP:Iteration 5F (189.736459 sec): 3 clusters Score: Raw -536968.104499 + Penalty 1920.057641 = -535048.046859 nChanged 580 SP:Iteration 6F (189.836372 sec): 3 clusters Score: Raw -537419.458044 + Penalty 1920.057641 = -535499.400403 nChanged 505 SP:Iteration 7F (189.975586 sec): 3 clusters Score: Raw -537795.459086 + Penalty 1920.057641 = -535875.401446 nChanged 396 SP:Iteration 8Q (190.119290 sec): 3 clusters Score: Raw -538100.474356 + Penalty 1920.057641 = -536180.416716 nChanged 350 SP:Iteration 9Q (190.219046 sec): 3 clusters Score: Raw -538425.462150 + Penalty 1920.057641 = -536505.404510 nChanged 330 SP:Iteration 10Q (190.353192 sec): 3 clusters Score: Raw -538786.593593 + Penalty 1920.057641 = -536866.535952 nChanged 326 SP:Iteration 11Q (190.448504 sec): 3 clusters Score: Raw -539168.087130 + Penalty 1920.057641 = -537248.029489 nChanged 277 SP:Iteration 12Q (190.536529 sec): 3 clusters Score: Raw -539441.329550 + Penalty 1920.057641 = -537521.271910 nChanged 222 SP:Iteration 13Q (190.642263 sec): 3 clusters Score: Raw -539636.169705 + Penalty 1920.057641 = -537716.112064 nChanged 195 SP:Iteration 14Q (190.737147 sec): 3 clusters Score: Raw -539766.930410 + Penalty 1920.057641 = -537846.872769 nChanged 142 SP:Iteration 15Q (190.846485 sec): 3 clusters Score: Raw -539848.171767 + Penalty 1920.057641 = -537928.114126 nChanged 93 SP:Iteration 16Q (190.932556 sec): 3 clusters Score: Raw -539882.220540 + Penalty 1920.057641 = -537962.162899 nChanged 60 SP:Iteration 17Q (191.047971 sec): 3 clusters Score: Raw -539894.678823 + Penalty 1920.057641 = -537974.621182 nChanged 35 SP:Iteration 18Q (191.131945 sec): 3 clusters Score: Raw -539901.018902 + Penalty 1920.057641 = -537980.961262 nChanged 27 SP:Iteration 19Q (191.225013 sec): 3 clusters Score: Raw -539905.935977 + Penalty 1920.057641 = -537985.878337 nChanged 23 SP:Iteration 20F (191.340999 sec): 3 clusters Score: Raw -539911.033266 + Penalty 1920.057641 = -537990.975625 nChanged 14 SP:Iteration 21Q (191.428907 sec): 3 clusters Score: Raw -539912.920957 + Penalty 1920.057641 = -537992.863316 nChanged 14 SP:Iteration 22Q (191.545845 sec): 3 clusters Score: Raw -539915.339536 + Penalty 1920.057641 = -537995.281896 nChanged 14 SP:Iteration 23Q (191.625504 sec): 3 clusters Score: Raw -539918.247981 + Penalty 1920.057641 = -537998.190340 nChanged 16 SP:Iteration 24Q (191.733542 sec): 3 clusters Score: Raw -539920.625327 + Penalty 1920.057641 = -538000.567686 nChanged 14 SP:Iteration 25Q (191.847737 sec): 3 clusters Score: Raw -539923.084422 + Penalty 1920.057641 = -538003.026781 nChanged 14 SP:Iteration 26Q (191.943243 sec): 3 clusters Score: Raw -539924.809420 + Penalty 1920.057641 = -538004.751779 nChanged 12 SP:Iteration 27Q (192.031075 sec): 3 clusters Score: Raw -539925.964053 + Penalty 1920.057641 = -538005.906412 nChanged 10 SP:Iteration 28Q (192.140581 sec): 3 clusters Score: Raw -539927.262972 + Penalty 1920.057641 = -538007.205331 nChanged 13 SP:Iteration 29Q (192.226920 sec): 3 clusters Score: Raw -539928.751276 + Penalty 1920.057641 = -538008.693635 nChanged 13 SP:Iteration 30Q (192.320249 sec): 3 clusters Score: Raw -539930.256559 + Penalty 1920.057641 = -538010.198919 nChanged 8 SP:Iteration 31Q (192.417023 sec): 3 clusters Score: Raw -539931.000874 + Penalty 1920.057641 = -538010.943233 nChanged 8 SP:Iteration 32Q (192.514542 sec): 3 clusters Score: Raw -539931.875249 + Penalty 1920.057641 = -538011.817608 nChanged 8 SP:Iteration 33Q (192.599752 sec): 3 clusters Score: Raw -539932.530777 + Penalty 1920.057641 = -538012.473137 nChanged 6 SP:Iteration 34Q (192.683772 sec): 3 clusters Score: Raw -539932.958811 + Penalty 1920.057641 = -538012.901171 nChanged 6 SP:Iteration 35Q (192.797945 sec): 3 clusters Score: Raw -539933.299107 + Penalty 1920.057641 = -538013.241467 nChanged 0 SP:Iteration 36F (192.894366 sec): 3 clusters Score: Raw -539933.299107 + Penalty 1920.057641 = -538013.241467 nChanged 0 Score: Raw -4209113.386458 + Penalty 17740.783674 = -4191372.602785 Splitting cluster 4 changes total score from -4190868.603654 to -4191372.602785 So it's getting split into cluster 15. Trying to split cluster 5 (1921 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (194.140030 sec): 2 clusters Score: Raw -75197.307655 + Penalty 793.863122 = -74403.444533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (194.225238 sec): 3 clusters Score: Raw -74346.419241 + Penalty 1587.726244 = -72758.692997 nChanged 722 SP:Iteration 1F (194.296161 sec): 3 clusters Score: Raw -75089.318241 + Penalty 1587.726244 = -73501.591997 nChanged 228 SP:Iteration 2F (194.401327 sec): 3 clusters Score: Raw -75388.062340 + Penalty 1587.726244 = -73800.336095 nChanged 146 SP:Iteration 3F (194.471857 sec): 3 clusters Score: Raw -75573.299743 + Penalty 1587.726244 = -73985.573499 nChanged 119 SP:Iteration 4F (194.565230 sec): 3 clusters Score: Raw -75723.570551 + Penalty 1587.726244 = -74135.844307 nChanged 103 SP:Iteration 5F (194.664727 sec): 3 clusters Score: Raw -75872.567771 + Penalty 1587.726244 = -74284.841527 nChanged 78 SP:Iteration 6Q (194.743390 sec): 3 clusters Score: Raw -75961.646648 + Penalty 1587.726244 = -74373.920404 nChanged 67 SP:Iteration 7Q (194.830937 sec): 3 clusters Score: Raw -76016.974965 + Penalty 1587.726244 = -74429.248721 nChanged 45 SP:Iteration 8Q (194.903317 sec): 3 clusters Score: Raw -76048.295293 + Penalty 1587.726244 = -74460.569049 nChanged 34 SP:Iteration 9Q (195.004743 sec): 3 clusters Score: Raw -76078.954928 + Penalty 1587.726244 = -74491.228683 nChanged 31 SP:Iteration 10Q (195.080798 sec): 3 clusters Score: Raw -76101.464680 + Penalty 1587.726244 = -74513.738436 nChanged 25 SP:Iteration 11Q (195.174765 sec): 3 clusters Score: Raw -76114.561105 + Penalty 1587.726244 = -74526.834861 nChanged 18 SP:Iteration 12Q (195.267040 sec): 3 clusters Score: Raw -76120.724712 + Penalty 1587.726244 = -74532.998468 nChanged 10 SP:Iteration 13Q (195.351180 sec): 3 clusters Score: Raw -76124.667317 + Penalty 1587.726244 = -74536.941073 nChanged 5 SP:Iteration 14Q (195.417558 sec): 3 clusters Score: Raw -76126.186543 + Penalty 1587.726244 = -74538.460298 nChanged 3 SP:Iteration 15Q (195.516331 sec): 3 clusters Score: Raw -76127.702425 + Penalty 1587.726244 = -74539.976181 nChanged 0 SP:Iteration 16F (195.604367 sec): 3 clusters Score: Raw -76127.702425 + Penalty 1587.726244 = -74539.976181 nChanged 0 Score: Raw -4210043.781229 + Penalty 18923.502585 = -4191120.278644 Splitting cluster 5 changes total score from -4190868.603654 to -4191120.278644 So it's getting split into cluster 16. Trying to split cluster 6 (1643 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (196.954823 sec): 2 clusters Score: Raw -92618.277258 + Penalty 777.449307 = -91840.827951 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (197.031369 sec): 3 clusters Score: Raw -91848.161108 + Penalty 1554.898615 = -90293.262493 nChanged 635 SP:Iteration 1F (197.106321 sec): 3 clusters Score: Raw -92265.308474 + Penalty 1554.898615 = -90710.409859 nChanged 146 SP:Iteration 2F (197.182194 sec): 3 clusters Score: Raw -92375.812461 + Penalty 1554.898615 = -90820.913846 nChanged 106 SP:Iteration 3F (197.275620 sec): 3 clusters Score: Raw -92461.046536 + Penalty 1554.898615 = -90906.147921 nChanged 90 SP:Iteration 4F (197.348934 sec): 3 clusters Score: Raw -92534.656242 + Penalty 1554.898615 = -90979.757627 nChanged 92 SP:Iteration 5F (197.442347 sec): 3 clusters Score: Raw -92606.569573 + Penalty 1554.898615 = -91051.670959 nChanged 59 SP:Iteration 6Q (197.533821 sec): 3 clusters Score: Raw -92654.035634 + Penalty 1554.898615 = -91099.137019 nChanged 51 SP:Iteration 7Q (197.623911 sec): 3 clusters Score: Raw -92693.745865 + Penalty 1554.898615 = -91138.847250 nChanged 43 SP:Iteration 8Q (197.691820 sec): 3 clusters Score: Raw -92720.917428 + Penalty 1554.898615 = -91166.018814 nChanged 40 SP:Iteration 9Q (197.790177 sec): 3 clusters Score: Raw -92752.106585 + Penalty 1554.898615 = -91197.207970 nChanged 39 SP:Iteration 10Q (197.863175 sec): 3 clusters Score: Raw -92786.840963 + Penalty 1554.898615 = -91231.942348 nChanged 32 SP:Iteration 11Q (197.948533 sec): 3 clusters Score: Raw -92812.642423 + Penalty 1554.898615 = -91257.743809 nChanged 29 SP:Iteration 12Q (198.057686 sec): 3 clusters Score: Raw -92831.448266 + Penalty 1554.898615 = -91276.549651 nChanged 16 SP:Iteration 13Q (198.141789 sec): 3 clusters Score: Raw -92839.071722 + Penalty 1554.898615 = -91284.173107 nChanged 10 SP:Iteration 14Q (198.213630 sec): 3 clusters Score: Raw -92845.049328 + Penalty 1554.898615 = -91290.150713 nChanged 9 SP:Iteration 15Q (198.295702 sec): 3 clusters Score: Raw -92851.459704 + Penalty 1554.898615 = -91296.561090 nChanged 8 SP:Iteration 16Q (198.402891 sec): 3 clusters Score: Raw -92854.761085 + Penalty 1554.898615 = -91299.862470 nChanged 8 SP:Iteration 17Q (198.469957 sec): 3 clusters Score: Raw -92859.143214 + Penalty 1554.898615 = -91304.244599 nChanged 5 SP:Iteration 18Q (198.558167 sec): 3 clusters Score: Raw -92862.492048 + Penalty 1554.898615 = -91307.593433 nChanged 6 SP:Iteration 19Q (198.643784 sec): 3 clusters Score: Raw -92865.914263 + Penalty 1554.898615 = -91311.015649 nChanged 6 SP:Iteration 20F (198.730877 sec): 3 clusters Score: Raw -92869.232428 + Penalty 1554.898615 = -91314.333814 nChanged 3 SP:Iteration 21Q (198.825064 sec): 3 clusters Score: Raw -92870.043060 + Penalty 1554.898615 = -91315.144446 nChanged 1 SP:Iteration 22Q (198.926642 sec): 3 clusters Score: Raw -92870.481054 + Penalty 1554.898615 = -91315.582439 nChanged 1 SP:Iteration 23Q (198.988905 sec): 3 clusters Score: Raw -92870.665073 + Penalty 1554.898615 = -91315.766458 nChanged 0 SP:Iteration 24F (199.092317 sec): 3 clusters Score: Raw -92870.665073 + Penalty 1554.898615 = -91315.766458 nChanged 0 Trying to split cluster 7 (2125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (199.139665 sec): 2 clusters Score: Raw -103971.122097 + Penalty 804.460344 = -103166.661753 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (199.225112 sec): 3 clusters Score: Raw -102985.811551 + Penalty 1608.920687 = -101376.890864 nChanged 837 SP:Iteration 1F (199.321842 sec): 3 clusters Score: Raw -103559.825269 + Penalty 1608.920687 = -101950.904582 nChanged 162 SP:Iteration 2F (199.414814 sec): 3 clusters Score: Raw -103662.326035 + Penalty 1608.920687 = -102053.405348 nChanged 109 SP:Iteration 3F (199.478925 sec): 3 clusters Score: Raw -103733.004993 + Penalty 1608.920687 = -102124.084305 nChanged 81 SP:Iteration 4Q (199.583135 sec): 3 clusters Score: Raw -103789.542235 + Penalty 1608.920687 = -102180.621548 nChanged 71 SP:Iteration 5Q (199.662695 sec): 3 clusters Score: Raw -103837.354717 + Penalty 1608.920687 = -102228.434030 nChanged 61 SP:Iteration 6Q (199.751457 sec): 3 clusters Score: Raw -103871.627494 + Penalty 1608.920687 = -102262.706807 nChanged 42 SP:Iteration 7Q (199.842984 sec): 3 clusters Score: Raw -103898.522035 + Penalty 1608.920687 = -102289.601348 nChanged 49 SP:Iteration 8Q (199.917279 sec): 3 clusters Score: Raw -103925.120571 + Penalty 1608.920687 = -102316.199884 nChanged 47 SP:Iteration 9Q (200.020479 sec): 3 clusters Score: Raw -103955.110499 + Penalty 1608.920687 = -102346.189812 nChanged 44 SP:Iteration 10Q (200.091830 sec): 3 clusters Score: Raw -103976.460106 + Penalty 1608.920687 = -102367.539419 nChanged 35 SP:Iteration 11Q (200.180295 sec): 3 clusters Score: Raw -103994.711064 + Penalty 1608.920687 = -102385.790377 nChanged 33 SP:Iteration 12Q (200.269083 sec): 3 clusters Score: Raw -104009.462501 + Penalty 1608.920687 = -102400.541814 nChanged 23 SP:Iteration 13Q (200.346905 sec): 3 clusters Score: Raw -104018.387084 + Penalty 1608.920687 = -102409.466397 nChanged 22 SP:Iteration 14Q (200.436431 sec): 3 clusters Score: Raw -104028.552034 + Penalty 1608.920687 = -102419.631347 nChanged 25 SP:Iteration 15Q (200.543130 sec): 3 clusters Score: Raw -104044.246526 + Penalty 1608.920687 = -102435.325839 nChanged 31 SP:Iteration 16Q (200.615148 sec): 3 clusters Score: Raw -104064.450618 + Penalty 1608.920687 = -102455.529931 nChanged 24 SP:Iteration 17Q (200.714625 sec): 3 clusters Score: Raw -104080.674393 + Penalty 1608.920687 = -102471.753706 nChanged 30 SP:Iteration 18Q (200.794195 sec): 3 clusters Score: Raw -104099.013502 + Penalty 1608.920687 = -102490.092814 nChanged 33 SP:Iteration 19Q (200.871542 sec): 3 clusters Score: Raw -104121.934231 + Penalty 1608.920687 = -102513.013544 nChanged 36 SP:Iteration 20F (200.984034 sec): 3 clusters Score: Raw -104151.788000 + Penalty 1608.920687 = -102542.867313 nChanged 37 SP:Iteration 21Q (201.068179 sec): 3 clusters Score: Raw -104177.305415 + Penalty 1608.920687 = -102568.384727 nChanged 32 SP:Iteration 22Q (201.137975 sec): 3 clusters Score: Raw -104196.381482 + Penalty 1608.920687 = -102587.460795 nChanged 38 SP:Iteration 23Q (201.229740 sec): 3 clusters Score: Raw -104217.151746 + Penalty 1608.920687 = -102608.231059 nChanged 29 SP:Iteration 24Q (201.316686 sec): 3 clusters Score: Raw -104231.719072 + Penalty 1608.920687 = -102622.798385 nChanged 26 SP:Iteration 25Q (201.417604 sec): 3 clusters Score: Raw -104246.001988 + Penalty 1608.920687 = -102637.081301 nChanged 19 SP:Iteration 26Q (201.504430 sec): 3 clusters Score: Raw -104253.168967 + Penalty 1608.920687 = -102644.248280 nChanged 15 SP:Iteration 27Q (201.583081 sec): 3 clusters Score: Raw -104259.839068 + Penalty 1608.920687 = -102650.918381 nChanged 11 SP:Iteration 28Q (201.657339 sec): 3 clusters Score: Raw -104263.648290 + Penalty 1608.920687 = -102654.727603 nChanged 6 SP:Iteration 29Q (201.753319 sec): 3 clusters Score: Raw -104266.225153 + Penalty 1608.920687 = -102657.304466 nChanged 11 SP:Iteration 30Q (201.845535 sec): 3 clusters Score: Raw -104271.858994 + Penalty 1608.920687 = -102662.938307 nChanged 14 SP:Iteration 31Q (201.914616 sec): 3 clusters Score: Raw -104275.924577 + Penalty 1608.920687 = -102667.003890 nChanged 5 SP:Iteration 32Q (202.012568 sec): 3 clusters Score: Raw -104278.212280 + Penalty 1608.920687 = -102669.291593 nChanged 7 SP:Iteration 33Q (202.086090 sec): 3 clusters Score: Raw -104281.172721 + Penalty 1608.920687 = -102672.252034 nChanged 8 SP:Iteration 34Q (202.175203 sec): 3 clusters Score: Raw -104283.049094 + Penalty 1608.920687 = -102674.128407 nChanged 3 SP:Iteration 35Q (202.250564 sec): 3 clusters Score: Raw -104283.953318 + Penalty 1608.920687 = -102675.032631 nChanged 1 SP:Iteration 36Q (202.344009 sec): 3 clusters Score: Raw -104284.481739 + Penalty 1608.920687 = -102675.561052 nChanged 1 SP:Iteration 37Q (202.436024 sec): 3 clusters Score: Raw -104285.009720 + Penalty 1608.920687 = -102676.089033 nChanged 0 SP:Iteration 38F (202.531092 sec): 3 clusters Score: Raw -104285.009720 + Penalty 1608.920687 = -102676.089033 nChanged 0 Trying to split cluster 8 (30386 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (202.644456 sec): 2 clusters Score: Raw -1788619.244221 + Penalty 1083.782412 = -1787535.461809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (202.773610 sec): 3 clusters Score: Raw -1769330.899055 + Penalty 2167.564824 = -1767163.334231 nChanged 14337 SP:Iteration 1F (202.900626 sec): 3 clusters Score: Raw -1778170.880646 + Penalty 2167.564824 = -1776003.315823 nChanged 1872 SP:Iteration 2F (203.018677 sec): 3 clusters Score: Raw -1779221.824029 + Penalty 2167.564824 = -1777054.259206 nChanged 1920 SP:Iteration 3F (203.137558 sec): 3 clusters Score: Raw -1780341.488889 + Penalty 2167.564824 = -1778173.924065 nChanged 1835 SP:Iteration 4F (203.272661 sec): 3 clusters Score: Raw -1781322.012318 + Penalty 2167.564824 = -1779154.447494 nChanged 1625 SP:Iteration 5F (203.403194 sec): 3 clusters Score: Raw -1782154.345242 + Penalty 2167.564824 = -1779986.780419 nChanged 1451 SP:Iteration 6Q (203.533605 sec): 3 clusters Score: Raw -1782844.805703 + Penalty 2167.564824 = -1780677.240879 nChanged 1313 SP:Iteration 7Q (203.663697 sec): 3 clusters Score: Raw -1783436.501863 + Penalty 2167.564824 = -1781268.937040 nChanged 1109 SP:Iteration 8Q (203.782445 sec): 3 clusters Score: Raw -1783915.811405 + Penalty 2167.564824 = -1781748.246581 nChanged 978 SP:Iteration 9Q (203.914267 sec): 3 clusters Score: Raw -1784302.057052 + Penalty 2167.564824 = -1782134.492228 nChanged 768 SP:Iteration 10Q (204.041648 sec): 3 clusters Score: Raw -1784549.788935 + Penalty 2167.564824 = -1782382.224112 nChanged 583 SP:Iteration 11Q (204.162097 sec): 3 clusters Score: Raw -1784697.130877 + Penalty 2167.564824 = -1782529.566053 nChanged 425 SP:Iteration 12Q (204.299336 sec): 3 clusters Score: Raw -1784779.543463 + Penalty 2167.564824 = -1782611.978639 nChanged 324 SP:Iteration 13Q (204.428922 sec): 3 clusters Score: Raw -1784838.405747 + Penalty 2167.564824 = -1782670.840923 nChanged 302 SP:Iteration 14Q (204.560310 sec): 3 clusters Score: Raw -1784902.066088 + Penalty 2167.564824 = -1782734.501264 nChanged 350 SP:Iteration 15Q (204.681049 sec): 3 clusters Score: Raw -1784985.942599 + Penalty 2167.564824 = -1782818.377775 nChanged 365 SP:Iteration 16Q (204.814118 sec): 3 clusters Score: Raw -1785073.424352 + Penalty 2167.564824 = -1782905.859528 nChanged 375 SP:Iteration 17Q (204.948356 sec): 3 clusters Score: Raw -1785168.719320 + Penalty 2167.564824 = -1783001.154497 nChanged 413 SP:Iteration 18Q (205.092667 sec): 3 clusters Score: Raw -1785281.128050 + Penalty 2167.564824 = -1783113.563227 nChanged 496 SP:Iteration 19Q (205.204872 sec): 3 clusters Score: Raw -1785433.921233 + Penalty 2167.564824 = -1783266.356409 nChanged 543 SP:Iteration 20F (205.352013 sec): 3 clusters Score: Raw -1785618.495631 + Penalty 2167.564824 = -1783450.930808 nChanged 568 SP:Iteration 21Q (205.465644 sec): 3 clusters Score: Raw -1785827.548705 + Penalty 2167.564824 = -1783659.983881 nChanged 555 SP:Iteration 22Q (205.606481 sec): 3 clusters Score: Raw -1786041.777140 + Penalty 2167.564824 = -1783874.212317 nChanged 567 SP:Iteration 23Q (205.739368 sec): 3 clusters Score: Raw -1786286.929017 + Penalty 2167.564824 = -1784119.364193 nChanged 592 SP:Iteration 24Q (205.875670 sec): 3 clusters Score: Raw -1786594.983846 + Penalty 2167.564824 = -1784427.419023 nChanged 610 SP:Iteration 25Q (205.995084 sec): 3 clusters Score: Raw -1786961.606323 + Penalty 2167.564824 = -1784794.041499 nChanged 639 SP:Iteration 26Q (206.151043 sec): 3 clusters Score: Raw -1787447.086020 + Penalty 2167.564824 = -1785279.521197 nChanged 601 SP:Iteration 27Q (206.273893 sec): 3 clusters Score: Raw -1787954.247156 + Penalty 2167.564824 = -1785786.682333 nChanged 543 SP:Iteration 28Q (206.422479 sec): 3 clusters Score: Raw -1788415.018644 + Penalty 2167.564824 = -1786247.453821 nChanged 482 SP:Iteration 29Q (206.565664 sec): 3 clusters Score: Raw -1788781.968156 + Penalty 2167.564824 = -1786614.403333 nChanged 410 SP:Iteration 30Q (206.709374 sec): 3 clusters Score: Raw -1789025.523956 + Penalty 2167.564824 = -1786857.959132 nChanged 332 SP:Iteration 31Q (206.848761 sec): 3 clusters Score: Raw -1789174.486046 + Penalty 2167.564824 = -1787006.921222 nChanged 283 SP:Iteration 32Q (206.955855 sec): 3 clusters Score: Raw -1789272.306064 + Penalty 2167.564824 = -1787104.741240 nChanged 242 SP:Iteration 33Q (207.082131 sec): 3 clusters Score: Raw -1789347.111712 + Penalty 2167.564824 = -1787179.546889 nChanged 217 SP:Iteration 34Q (207.204439 sec): 3 clusters Score: Raw -1789402.123380 + Penalty 2167.564824 = -1787234.558556 nChanged 183 SP:Iteration 35Q (207.326851 sec): 3 clusters Score: Raw -1789442.534858 + Penalty 2167.564824 = -1787274.970034 nChanged 165 SP:Iteration 36Q (207.443278 sec): 3 clusters Score: Raw -1789481.771089 + Penalty 2167.564824 = -1787314.206266 nChanged 174 SP:Iteration 37Q (207.565522 sec): 3 clusters Score: Raw -1789525.382786 + Penalty 2167.564824 = -1787357.817962 nChanged 171 SP:Iteration 38Q (207.683955 sec): 3 clusters Score: Raw -1789566.793374 + Penalty 2167.564824 = -1787399.228550 nChanged 124 SP:Iteration 39Q (207.807150 sec): 3 clusters Score: Raw -1789592.361402 + Penalty 2167.564824 = -1787424.796578 nChanged 140 SP:Iteration 40F (207.935207 sec): 3 clusters Score: Raw -1789636.845103 + Penalty 2167.564824 = -1787469.280279 nChanged 167 SP:Iteration 41Q (208.058265 sec): 3 clusters Score: Raw -1789686.175445 + Penalty 2167.564824 = -1787518.610622 nChanged 197 SP:Iteration 42Q (208.179065 sec): 3 clusters Score: Raw -1789747.522444 + Penalty 2167.564824 = -1787579.957620 nChanged 234 SP:Iteration 43Q (208.286443 sec): 3 clusters Score: Raw -1789814.388913 + Penalty 2167.564824 = -1787646.824090 nChanged 219 SP:Iteration 44Q (208.427916 sec): 3 clusters Score: Raw -1789885.607762 + Penalty 2167.564824 = -1787718.042939 nChanged 246 SP:Iteration 45Q (208.534874 sec): 3 clusters Score: Raw -1789973.141937 + Penalty 2167.564824 = -1787805.577114 nChanged 260 SP:Iteration 46Q (208.677439 sec): 3 clusters Score: Raw -1790074.209515 + Penalty 2167.564824 = -1787906.644691 nChanged 285 SP:Iteration 47Q (208.799602 sec): 3 clusters Score: Raw -1790206.722491 + Penalty 2167.564824 = -1788039.157668 nChanged 352 SP:Iteration 48Q (208.912408 sec): 3 clusters Score: Raw -1790384.086948 + Penalty 2167.564824 = -1788216.522124 nChanged 335 SP:Iteration 49Q (209.032149 sec): 3 clusters Score: Raw -1790568.112842 + Penalty 2167.564824 = -1788400.548019 nChanged 367 SP:Iteration 50Q (209.156523 sec): 3 clusters Score: Raw -1790760.720837 + Penalty 2167.564824 = -1788593.156013 nChanged 349 SP:Iteration 51Q (209.262456 sec): 3 clusters Score: Raw -1790937.672954 + Penalty 2167.564824 = -1788770.108130 nChanged 365 SP:Iteration 52Q (209.369199 sec): 3 clusters Score: Raw -1791123.304907 + Penalty 2167.564824 = -1788955.740083 nChanged 331 SP:Iteration 53Q (209.498619 sec): 3 clusters Score: Raw -1791306.805780 + Penalty 2167.564824 = -1789139.240956 nChanged 339 SP:Iteration 54Q (209.618977 sec): 3 clusters Score: Raw -1791543.059997 + Penalty 2167.564824 = -1789375.495173 nChanged 417 SP:Iteration 55Q (209.737876 sec): 3 clusters Score: Raw -1791850.574084 + Penalty 2167.564824 = -1789683.009261 nChanged 438 SP:Iteration 56Q (209.857988 sec): 3 clusters Score: Raw -1792195.760916 + Penalty 2167.564824 = -1790028.196092 nChanged 398 SP:Iteration 57Q (209.976078 sec): 3 clusters Score: Raw -1792453.732061 + Penalty 2167.564824 = -1790286.167238 nChanged 300 SP:Iteration 58Q (210.099396 sec): 3 clusters Score: Raw -1792592.599882 + Penalty 2167.564824 = -1790425.035059 nChanged 191 SP:Iteration 59Q (210.215016 sec): 3 clusters Score: Raw -1792667.748916 + Penalty 2167.564824 = -1790500.184093 nChanged 106 SP:Iteration 60F (210.342761 sec): 3 clusters Score: Raw -1793255.248069 + Penalty 2167.564824 = -1791087.683245 nChanged 394 SP:Iteration 61Q (210.461728 sec): 3 clusters Score: Raw -1793632.824129 + Penalty 2167.564824 = -1791465.259305 nChanged 277 SP:Iteration 62Q (210.586305 sec): 3 clusters Score: Raw -1793723.297069 + Penalty 2167.564824 = -1791555.732245 nChanged 166 SP:Iteration 63Q (210.683270 sec): 3 clusters Score: Raw -1793754.367924 + Penalty 2167.564824 = -1791586.803101 nChanged 100 SP:Iteration 64Q (210.803364 sec): 3 clusters Score: Raw -1793768.787299 + Penalty 2167.564824 = -1791601.222475 nChanged 64 SP:Iteration 65Q (210.942508 sec): 3 clusters Score: Raw -1793778.135433 + Penalty 2167.564824 = -1791610.570610 nChanged 47 SP:Iteration 66Q (211.056495 sec): 3 clusters Score: Raw -1793784.783982 + Penalty 2167.564824 = -1791617.219159 nChanged 38 SP:Iteration 67Q (211.186080 sec): 3 clusters Score: Raw -1793788.907352 + Penalty 2167.564824 = -1791621.342528 nChanged 30 SP:Iteration 68Q (211.302250 sec): 3 clusters Score: Raw -1793791.384554 + Penalty 2167.564824 = -1791623.819730 nChanged 18 SP:Iteration 69Q (211.431082 sec): 3 clusters Score: Raw -1793792.426072 + Penalty 2167.564824 = -1791624.861248 nChanged 13 SP:Iteration 70Q (211.545241 sec): 3 clusters Score: Raw -1793793.027470 + Penalty 2167.564824 = -1791625.462646 nChanged 6 SP:Iteration 71Q (211.671067 sec): 3 clusters Score: Raw -1793793.363789 + Penalty 2167.564824 = -1791625.798965 nChanged 12 SP:Iteration 72Q (211.783332 sec): 3 clusters Score: Raw -1793793.775622 + Penalty 2167.564824 = -1791626.210799 nChanged 2 SP:Iteration 73Q (211.898975 sec): 3 clusters Score: Raw -1793793.798312 + Penalty 2167.564824 = -1791626.233488 nChanged 0 SP:Iteration 74F (212.040361 sec): 3 clusters Score: Raw -1793793.798312 + Penalty 2167.564824 = -1791626.233488 nChanged 0 Score: Raw -4215218.335320 + Penalty 20106.221497 = -4195112.113823 Splitting cluster 8 changes total score from -4190868.603654 to -4195112.113823 So it's getting split into cluster 17. Trying to split cluster 9 (3032 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (213.480213 sec): 2 clusters Score: Raw -173919.379925 + Penalty 841.782663 = -173077.597262 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (213.541167 sec): 3 clusters Score: Raw -172434.494788 + Penalty 1683.565327 = -170750.929461 nChanged 1173 SP:Iteration 1F (213.626773 sec): 3 clusters Score: Raw -173177.653601 + Penalty 1683.565327 = -171494.088274 nChanged 233 SP:Iteration 2F (213.713646 sec): 3 clusters Score: Raw -173336.757600 + Penalty 1683.565327 = -171653.192273 nChanged 190 SP:Iteration 3F (213.798258 sec): 3 clusters Score: Raw -173464.417456 + Penalty 1683.565327 = -171780.852129 nChanged 183 SP:Iteration 4F (213.900527 sec): 3 clusters Score: Raw -173604.501330 + Penalty 1683.565327 = -171920.936003 nChanged 168 SP:Iteration 5F (213.974288 sec): 3 clusters Score: Raw -173737.288534 + Penalty 1683.565327 = -172053.723207 nChanged 137 SP:Iteration 6Q (214.084824 sec): 3 clusters Score: Raw -173837.279776 + Penalty 1683.565327 = -172153.714450 nChanged 122 SP:Iteration 7Q (214.168670 sec): 3 clusters Score: Raw -173932.642480 + Penalty 1683.565327 = -172249.077153 nChanged 103 SP:Iteration 8Q (214.262188 sec): 3 clusters Score: Raw -174016.280415 + Penalty 1683.565327 = -172332.715088 nChanged 109 SP:Iteration 9Q (214.359381 sec): 3 clusters Score: Raw -174121.328959 + Penalty 1683.565327 = -172437.763632 nChanged 104 SP:Iteration 10Q (214.446057 sec): 3 clusters Score: Raw -174203.467583 + Penalty 1683.565327 = -172519.902256 nChanged 90 SP:Iteration 11Q (214.514932 sec): 3 clusters Score: Raw -174257.803731 + Penalty 1683.565327 = -172574.238404 nChanged 60 SP:Iteration 12Q (214.635205 sec): 3 clusters Score: Raw -174289.352664 + Penalty 1683.565327 = -172605.787337 nChanged 45 SP:Iteration 13Q (214.719392 sec): 3 clusters Score: Raw -174313.678500 + Penalty 1683.565327 = -172630.113174 nChanged 44 SP:Iteration 14Q (214.804457 sec): 3 clusters Score: Raw -174339.046724 + Penalty 1683.565327 = -172655.481397 nChanged 48 SP:Iteration 15Q (214.881762 sec): 3 clusters Score: Raw -174368.062257 + Penalty 1683.565327 = -172684.496930 nChanged 43 SP:Iteration 16Q (214.985110 sec): 3 clusters Score: Raw -174391.812881 + Penalty 1683.565327 = -172708.247554 nChanged 38 SP:Iteration 17Q (215.078521 sec): 3 clusters Score: Raw -174410.286812 + Penalty 1683.565327 = -172726.721485 nChanged 31 SP:Iteration 18Q (215.157842 sec): 3 clusters Score: Raw -174426.036761 + Penalty 1683.565327 = -172742.471435 nChanged 34 SP:Iteration 19Q (215.238443 sec): 3 clusters Score: Raw -174441.302861 + Penalty 1683.565327 = -172757.737534 nChanged 28 SP:Iteration 20F (215.325732 sec): 3 clusters Score: Raw -174452.481502 + Penalty 1683.565327 = -172768.916176 nChanged 22 SP:Iteration 21Q (215.413389 sec): 3 clusters Score: Raw -174461.343512 + Penalty 1683.565327 = -172777.778185 nChanged 16 SP:Iteration 22Q (215.515418 sec): 3 clusters Score: Raw -174470.543974 + Penalty 1683.565327 = -172786.978647 nChanged 16 SP:Iteration 23Q (215.578442 sec): 3 clusters Score: Raw -174478.016181 + Penalty 1683.565327 = -172794.450854 nChanged 20 SP:Iteration 24Q (215.682069 sec): 3 clusters Score: Raw -174486.409570 + Penalty 1683.565327 = -172802.844243 nChanged 16 SP:Iteration 25Q (215.770700 sec): 3 clusters Score: Raw -174494.059987 + Penalty 1683.565327 = -172810.494661 nChanged 14 SP:Iteration 26Q (215.852248 sec): 3 clusters Score: Raw -174499.511605 + Penalty 1683.565327 = -172815.946278 nChanged 9 SP:Iteration 27Q (215.936171 sec): 3 clusters Score: Raw -174502.120818 + Penalty 1683.565327 = -172818.555491 nChanged 4 SP:Iteration 28Q (216.021861 sec): 3 clusters Score: Raw -174503.958720 + Penalty 1683.565327 = -172820.393393 nChanged 4 SP:Iteration 29Q (216.132131 sec): 3 clusters Score: Raw -174505.993289 + Penalty 1683.565327 = -172822.427962 nChanged 2 SP:Iteration 30Q (216.209513 sec): 3 clusters Score: Raw -174506.500524 + Penalty 1683.565327 = -172822.935197 nChanged 2 SP:Iteration 31Q (216.298384 sec): 3 clusters Score: Raw -174506.918615 + Penalty 1683.565327 = -172823.353288 nChanged 0 SP:Iteration 32F (216.382262 sec): 3 clusters Score: Raw -174506.918615 + Penalty 1683.565327 = -172823.353288 nChanged 0 Trying to split cluster 10 (2138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (216.448067 sec): 2 clusters Score: Raw -121701.709884 + Penalty 805.100740 = -120896.609144 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (216.512919 sec): 3 clusters Score: Raw -120681.916686 + Penalty 1610.201479 = -119071.715207 nChanged 778 SP:Iteration 1F (216.618582 sec): 3 clusters Score: Raw -121185.679388 + Penalty 1610.201479 = -119575.477909 nChanged 207 SP:Iteration 2F (216.695974 sec): 3 clusters Score: Raw -121357.139785 + Penalty 1610.201479 = -119746.938306 nChanged 159 SP:Iteration 3F (216.769015 sec): 3 clusters Score: Raw -121478.812797 + Penalty 1610.201479 = -119868.611318 nChanged 115 SP:Iteration 4F (216.852063 sec): 3 clusters Score: Raw -121576.540101 + Penalty 1610.201479 = -119966.338622 nChanged 114 SP:Iteration 5F (216.929220 sec): 3 clusters Score: Raw -121668.742431 + Penalty 1610.201479 = -120058.540952 nChanged 97 SP:Iteration 6Q (217.015185 sec): 3 clusters Score: Raw -121757.644648 + Penalty 1610.201479 = -120147.443169 nChanged 69 SP:Iteration 7Q (217.096228 sec): 3 clusters Score: Raw -121819.462455 + Penalty 1610.201479 = -120209.260976 nChanged 62 SP:Iteration 8Q (217.189498 sec): 3 clusters Score: Raw -121877.459768 + Penalty 1610.201479 = -120267.258288 nChanged 39 SP:Iteration 9Q (217.273312 sec): 3 clusters Score: Raw -121903.609780 + Penalty 1610.201479 = -120293.408301 nChanged 37 SP:Iteration 10Q (217.360141 sec): 3 clusters Score: Raw -121929.421558 + Penalty 1610.201479 = -120319.220079 nChanged 28 SP:Iteration 11Q (217.448251 sec): 3 clusters Score: Raw -121950.991507 + Penalty 1610.201479 = -120340.790027 nChanged 25 SP:Iteration 12Q (217.522121 sec): 3 clusters Score: Raw -121967.190720 + Penalty 1610.201479 = -120356.989241 nChanged 12 SP:Iteration 13Q (217.614908 sec): 3 clusters Score: Raw -121974.739823 + Penalty 1610.201479 = -120364.538343 nChanged 12 SP:Iteration 14Q (217.697692 sec): 3 clusters Score: Raw -121981.049380 + Penalty 1610.201479 = -120370.847901 nChanged 13 SP:Iteration 15Q (217.788875 sec): 3 clusters Score: Raw -121986.836606 + Penalty 1610.201479 = -120376.635127 nChanged 9 SP:Iteration 16Q (217.863404 sec): 3 clusters Score: Raw -121989.873203 + Penalty 1610.201479 = -120379.671724 nChanged 3 SP:Iteration 17Q (217.930694 sec): 3 clusters Score: Raw -121991.971748 + Penalty 1610.201479 = -120381.770269 nChanged 4 SP:Iteration 18Q (218.020641 sec): 3 clusters Score: Raw -121994.325623 + Penalty 1610.201479 = -120384.124144 nChanged 7 SP:Iteration 19Q (218.124043 sec): 3 clusters Score: Raw -121997.673423 + Penalty 1610.201479 = -120387.471944 nChanged 6 SP:Iteration 20F (218.215786 sec): 3 clusters Score: Raw -122002.286240 + Penalty 1610.201479 = -120392.084761 nChanged 11 SP:Iteration 21Q (218.297833 sec): 3 clusters Score: Raw -122008.690781 + Penalty 1610.201479 = -120398.489302 nChanged 6 SP:Iteration 22Q (218.372749 sec): 3 clusters Score: Raw -122010.261895 + Penalty 1610.201479 = -120400.060416 nChanged 5 SP:Iteration 23Q (218.452266 sec): 3 clusters Score: Raw -122012.103614 + Penalty 1610.201479 = -120401.902135 nChanged 3 SP:Iteration 24Q (218.531057 sec): 3 clusters Score: Raw -122014.112670 + Penalty 1610.201479 = -120403.911190 nChanged 2 SP:Iteration 25Q (218.618182 sec): 3 clusters Score: Raw -122016.692964 + Penalty 1610.201479 = -120406.491485 nChanged 7 SP:Iteration 26Q (218.695046 sec): 3 clusters Score: Raw -122018.609126 + Penalty 1610.201479 = -120408.407647 nChanged 2 SP:Iteration 27Q (218.768204 sec): 3 clusters Score: Raw -122019.026180 + Penalty 1610.201479 = -120408.824701 nChanged 2 SP:Iteration 28Q (218.863190 sec): 3 clusters Score: Raw -122019.643841 + Penalty 1610.201479 = -120409.442362 nChanged 1 SP:Iteration 29Q (218.957319 sec): 3 clusters Score: Raw -122019.859286 + Penalty 1610.201479 = -120409.657807 nChanged 2 SP:Iteration 30Q (219.050681 sec): 3 clusters Score: Raw -122021.293806 + Penalty 1610.201479 = -120411.092327 nChanged 3 SP:Iteration 31Q (219.113397 sec): 3 clusters Score: Raw -122023.469830 + Penalty 1610.201479 = -120413.268351 nChanged 1 SP:Iteration 32Q (219.218678 sec): 3 clusters Score: Raw -122023.557575 + Penalty 1610.201479 = -120413.356096 nChanged 0 SP:Iteration 33F (219.311218 sec): 3 clusters Score: Raw -122023.557575 + Penalty 1610.201479 = -120413.356096 nChanged 0 Trying to split cluster 11 (1485 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (219.364310 sec): 2 clusters Score: Raw -63826.091208 + Penalty 766.832855 = -63059.258352 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (219.445705 sec): 3 clusters Score: Raw -63196.473726 + Penalty 1533.665711 = -61662.808015 nChanged 568 SP:Iteration 1F (219.513079 sec): 3 clusters Score: Raw -63810.473039 + Penalty 1533.665711 = -62276.807328 nChanged 210 SP:Iteration 2F (219.610820 sec): 3 clusters Score: Raw -64193.123077 + Penalty 1533.665711 = -62659.457366 nChanged 137 SP:Iteration 3F (219.684834 sec): 3 clusters Score: Raw -64461.657425 + Penalty 1533.665711 = -62927.991714 nChanged 78 SP:Iteration 4F (219.767918 sec): 3 clusters Score: Raw -64659.224093 + Penalty 1533.665711 = -63125.558382 nChanged 70 SP:Iteration 5Q (219.858889 sec): 3 clusters Score: Raw -64821.265654 + Penalty 1533.665711 = -63287.599943 nChanged 57 SP:Iteration 6Q (219.941996 sec): 3 clusters Score: Raw -64917.836128 + Penalty 1533.665711 = -63384.170418 nChanged 43 SP:Iteration 7Q (220.056929 sec): 3 clusters Score: Raw -64982.861169 + Penalty 1533.665711 = -63449.195458 nChanged 33 SP:Iteration 8Q (220.129586 sec): 3 clusters Score: Raw -65019.502243 + Penalty 1533.665711 = -63485.836532 nChanged 22 SP:Iteration 9Q (220.200115 sec): 3 clusters Score: Raw -65045.636371 + Penalty 1533.665711 = -63511.970660 nChanged 19 SP:Iteration 10Q (220.292291 sec): 3 clusters Score: Raw -65067.425223 + Penalty 1533.665711 = -63533.759512 nChanged 19 SP:Iteration 11Q (220.379612 sec): 3 clusters Score: Raw -65084.340249 + Penalty 1533.665711 = -63550.674538 nChanged 8 SP:Iteration 12Q (220.444472 sec): 3 clusters Score: Raw -65090.251555 + Penalty 1533.665711 = -63556.585844 nChanged 7 SP:Iteration 13Q (220.530585 sec): 3 clusters Score: Raw -65093.919421 + Penalty 1533.665711 = -63560.253710 nChanged 4 SP:Iteration 14Q (220.634365 sec): 3 clusters Score: Raw -65096.091214 + Penalty 1533.665711 = -63562.425503 nChanged 2 SP:Iteration 15Q (220.714448 sec): 3 clusters Score: Raw -65097.403982 + Penalty 1533.665711 = -63563.738271 nChanged 4 SP:Iteration 16Q (220.793644 sec): 3 clusters Score: Raw -65100.265075 + Penalty 1533.665711 = -63566.599364 nChanged 4 SP:Iteration 17Q (220.882129 sec): 3 clusters Score: Raw -65102.436691 + Penalty 1533.665711 = -63568.770981 nChanged 2 SP:Iteration 18Q (220.978102 sec): 3 clusters Score: Raw -65103.204156 + Penalty 1533.665711 = -63569.538445 nChanged 1 SP:Iteration 19Q (221.043560 sec): 3 clusters Score: Raw -65103.597272 + Penalty 1533.665711 = -63569.931561 nChanged 1 SP:Iteration 20F (221.150112 sec): 3 clusters Score: Raw -65105.984873 + Penalty 1533.665711 = -63572.319163 nChanged 1 SP:Iteration 21Q (221.224291 sec): 3 clusters Score: Raw -65106.512390 + Penalty 1533.665711 = -63572.846679 nChanged 1 SP:Iteration 22Q (221.310005 sec): 3 clusters Score: Raw -65107.073454 + Penalty 1533.665711 = -63573.407743 nChanged 2 SP:Iteration 23Q (221.394639 sec): 3 clusters Score: Raw -65108.484080 + Penalty 1533.665711 = -63574.818370 nChanged 2 SP:Iteration 24Q (221.465326 sec): 3 clusters Score: Raw -65109.316069 + Penalty 1533.665711 = -63575.650359 nChanged 0 SP:Iteration 25F (221.564535 sec): 3 clusters Score: Raw -65109.316069 + Penalty 1533.665711 = -63575.650359 nChanged 0 Score: Raw -4216501.560182 + Penalty 21288.940409 = -4195212.619773 Splitting cluster 11 changes total score from -4190868.603654 to -4195212.619773 So it's getting split into cluster 18. Trying to split cluster 12 (3039 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (223.156377 sec): 2 clusters Score: Raw -179160.011524 + Penalty 842.024798 = -178317.986726 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (223.236892 sec): 3 clusters Score: Raw -177592.667105 + Penalty 1684.049597 = -175908.617509 nChanged 1253 SP:Iteration 1F (223.321403 sec): 3 clusters Score: Raw -178346.340181 + Penalty 1684.049597 = -176662.290585 nChanged 250 SP:Iteration 2F (223.405983 sec): 3 clusters Score: Raw -178526.425289 + Penalty 1684.049597 = -176842.375692 nChanged 222 SP:Iteration 3F (223.489907 sec): 3 clusters Score: Raw -178671.242951 + Penalty 1684.049597 = -176987.193354 nChanged 165 SP:Iteration 4F (223.568650 sec): 3 clusters Score: Raw -178763.817580 + Penalty 1684.049597 = -177079.767983 nChanged 129 SP:Iteration 5Q (223.674375 sec): 3 clusters Score: Raw -178842.805056 + Penalty 1684.049597 = -177158.755459 nChanged 110 SP:Iteration 6Q (223.762843 sec): 3 clusters Score: Raw -178899.712036 + Penalty 1684.049597 = -177215.662439 nChanged 90 SP:Iteration 7Q (223.845913 sec): 3 clusters Score: Raw -178942.221625 + Penalty 1684.049597 = -177258.172028 nChanged 76 SP:Iteration 8Q (223.931277 sec): 3 clusters Score: Raw -178975.996705 + Penalty 1684.049597 = -177291.947108 nChanged 70 SP:Iteration 9Q (224.033797 sec): 3 clusters Score: Raw -179009.701002 + Penalty 1684.049597 = -177325.651406 nChanged 57 SP:Iteration 10Q (224.115727 sec): 3 clusters Score: Raw -179037.565077 + Penalty 1684.049597 = -177353.515481 nChanged 58 SP:Iteration 11Q (224.206653 sec): 3 clusters Score: Raw -179064.732082 + Penalty 1684.049597 = -177380.682486 nChanged 54 SP:Iteration 12Q (224.308847 sec): 3 clusters Score: Raw -179094.104157 + Penalty 1684.049597 = -177410.054561 nChanged 57 SP:Iteration 13Q (224.403544 sec): 3 clusters Score: Raw -179118.416662 + Penalty 1684.049597 = -177434.367065 nChanged 56 SP:Iteration 14Q (224.477431 sec): 3 clusters Score: Raw -179147.459770 + Penalty 1684.049597 = -177463.410174 nChanged 58 SP:Iteration 15Q (224.578469 sec): 3 clusters Score: Raw -179185.265871 + Penalty 1684.049597 = -177501.216275 nChanged 48 SP:Iteration 16Q (224.664300 sec): 3 clusters Score: Raw -179220.071286 + Penalty 1684.049597 = -177536.021689 nChanged 36 SP:Iteration 17Q (224.748016 sec): 3 clusters Score: Raw -179239.380099 + Penalty 1684.049597 = -177555.330502 nChanged 25 SP:Iteration 18Q (224.851214 sec): 3 clusters Score: Raw -179250.505675 + Penalty 1684.049597 = -177566.456078 nChanged 15 SP:Iteration 19Q (224.940893 sec): 3 clusters Score: Raw -179256.028483 + Penalty 1684.049597 = -177571.978887 nChanged 18 SP:Iteration 20F (225.070532 sec): 3 clusters Score: Raw -179261.169502 + Penalty 1684.049597 = -177577.119906 nChanged 14 SP:Iteration 21Q (225.176632 sec): 3 clusters Score: Raw -179266.030649 + Penalty 1684.049597 = -177581.981052 nChanged 11 SP:Iteration 22Q (225.296611 sec): 3 clusters Score: Raw -179271.885066 + Penalty 1684.049597 = -177587.835470 nChanged 12 SP:Iteration 23Q (225.386040 sec): 3 clusters Score: Raw -179277.229409 + Penalty 1684.049597 = -177593.179813 nChanged 14 SP:Iteration 24Q (225.445077 sec): 3 clusters Score: Raw -179282.635188 + Penalty 1684.049597 = -177598.585591 nChanged 16 SP:Iteration 25Q (225.519308 sec): 3 clusters Score: Raw -179292.790296 + Penalty 1684.049597 = -177608.740700 nChanged 27 SP:Iteration 26Q (225.602901 sec): 3 clusters Score: Raw -179311.115233 + Penalty 1684.049597 = -177627.065636 nChanged 24 SP:Iteration 27Q (225.683867 sec): 3 clusters Score: Raw -179325.507367 + Penalty 1684.049597 = -177641.457771 nChanged 21 SP:Iteration 28Q (225.755590 sec): 3 clusters Score: Raw -179335.762139 + Penalty 1684.049597 = -177651.712542 nChanged 26 SP:Iteration 29Q (225.838838 sec): 3 clusters Score: Raw -179355.043468 + Penalty 1684.049597 = -177670.993872 nChanged 32 SP:Iteration 30Q (225.915716 sec): 3 clusters Score: Raw -179376.998478 + Penalty 1684.049597 = -177692.948882 nChanged 25 SP:Iteration 31Q (226.011294 sec): 3 clusters Score: Raw -179392.598316 + Penalty 1684.049597 = -177708.548719 nChanged 26 SP:Iteration 32Q (226.100993 sec): 3 clusters Score: Raw -179405.633091 + Penalty 1684.049597 = -177721.583494 nChanged 24 SP:Iteration 33Q (226.194483 sec): 3 clusters Score: Raw -179422.119698 + Penalty 1684.049597 = -177738.070102 nChanged 21 SP:Iteration 34Q (226.260104 sec): 3 clusters Score: Raw -179431.659027 + Penalty 1684.049597 = -177747.609431 nChanged 18 SP:Iteration 35Q (226.354704 sec): 3 clusters Score: Raw -179438.399322 + Penalty 1684.049597 = -177754.349726 nChanged 13 SP:Iteration 36Q (226.442609 sec): 3 clusters Score: Raw -179443.447350 + Penalty 1684.049597 = -177759.397753 nChanged 8 SP:Iteration 37Q (226.529061 sec): 3 clusters Score: Raw -179448.181684 + Penalty 1684.049597 = -177764.132087 nChanged 10 SP:Iteration 38Q (226.619990 sec): 3 clusters Score: Raw -179453.938174 + Penalty 1684.049597 = -177769.888578 nChanged 10 SP:Iteration 39Q (226.706121 sec): 3 clusters Score: Raw -179457.155754 + Penalty 1684.049597 = -177773.106158 nChanged 6 SP:Iteration 40F (226.802165 sec): 3 clusters Score: Raw -179464.878195 + Penalty 1684.049597 = -177780.828598 nChanged 15 SP:Iteration 41Q (226.886172 sec): 3 clusters Score: Raw -179476.609842 + Penalty 1684.049597 = -177792.560245 nChanged 15 SP:Iteration 42Q (226.972170 sec): 3 clusters Score: Raw -179485.669891 + Penalty 1684.049597 = -177801.620295 nChanged 17 SP:Iteration 43Q (227.040604 sec): 3 clusters Score: Raw -179495.966962 + Penalty 1684.049597 = -177811.917366 nChanged 16 SP:Iteration 44Q (227.122876 sec): 3 clusters Score: Raw -179503.185307 + Penalty 1684.049597 = -177819.135710 nChanged 5 SP:Iteration 45Q (227.208712 sec): 3 clusters Score: Raw -179506.693293 + Penalty 1684.049597 = -177822.643696 nChanged 7 SP:Iteration 46Q (227.293490 sec): 3 clusters Score: Raw -179508.750918 + Penalty 1684.049597 = -177824.701322 nChanged 4 SP:Iteration 47Q (227.393361 sec): 3 clusters Score: Raw -179510.317149 + Penalty 1684.049597 = -177826.267552 nChanged 6 SP:Iteration 48Q (227.484170 sec): 3 clusters Score: Raw -179512.614732 + Penalty 1684.049597 = -177828.565135 nChanged 5 SP:Iteration 49Q (227.570344 sec): 3 clusters Score: Raw -179514.660367 + Penalty 1684.049597 = -177830.610770 nChanged 4 SP:Iteration 50Q (227.654551 sec): 3 clusters Score: Raw -179518.211621 + Penalty 1684.049597 = -177834.162025 nChanged 5 SP:Iteration 51Q (227.745598 sec): 3 clusters Score: Raw -179521.032141 + Penalty 1684.049597 = -177836.982545 nChanged 3 SP:Iteration 52Q (227.822417 sec): 3 clusters Score: Raw -179523.032769 + Penalty 1684.049597 = -177838.983172 nChanged 2 SP:Iteration 53Q (227.928486 sec): 3 clusters Score: Raw -179523.891135 + Penalty 1684.049597 = -177839.841538 nChanged 5 SP:Iteration 54Q (228.005373 sec): 3 clusters Score: Raw -179528.239239 + Penalty 1684.049597 = -177844.189643 nChanged 8 SP:Iteration 55Q (228.099699 sec): 3 clusters Score: Raw -179534.520435 + Penalty 1684.049597 = -177850.470838 nChanged 7 SP:Iteration 56Q (228.187401 sec): 3 clusters Score: Raw -179538.654226 + Penalty 1684.049597 = -177854.604630 nChanged 9 SP:Iteration 57Q (228.268030 sec): 3 clusters Score: Raw -179546.433440 + Penalty 1684.049597 = -177862.383843 nChanged 7 SP:Iteration 58Q (228.349625 sec): 3 clusters Score: Raw -179556.396738 + Penalty 1684.049597 = -177872.347141 nChanged 14 SP:Iteration 59Q (228.433442 sec): 3 clusters Score: Raw -179571.347063 + Penalty 1684.049597 = -177887.297467 nChanged 14 SP:Iteration 60F (228.537819 sec): 3 clusters Score: Raw -179580.051805 + Penalty 1684.049597 = -177896.002208 nChanged 14 SP:Iteration 61Q (228.632388 sec): 3 clusters Score: Raw -179587.590696 + Penalty 1684.049597 = -177903.541100 nChanged 8 SP:Iteration 62Q (228.712642 sec): 3 clusters Score: Raw -179591.213336 + Penalty 1684.049597 = -177907.163740 nChanged 3 SP:Iteration 63Q (228.815139 sec): 3 clusters Score: Raw -179592.148518 + Penalty 1684.049597 = -177908.098921 nChanged 2 SP:Iteration 64Q (228.877805 sec): 3 clusters Score: Raw -179592.674402 + Penalty 1684.049597 = -177908.624806 nChanged 0 SP:Iteration 65F (228.964849 sec): 3 clusters Score: Raw -179592.674402 + Penalty 1684.049597 = -177908.624806 nChanged 0 Trying to split cluster 13 (2448 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (229.013790 sec): 2 clusters Score: Raw -125350.844772 + Penalty 819.317798 = -124531.526975 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (229.098861 sec): 3 clusters Score: Raw -124133.624213 + Penalty 1638.635595 = -122494.988618 nChanged 971 SP:Iteration 1F (229.175791 sec): 3 clusters Score: Raw -124755.632198 + Penalty 1638.635595 = -123116.996603 nChanged 197 SP:Iteration 2F (229.280215 sec): 3 clusters Score: Raw -124895.768846 + Penalty 1638.635595 = -123257.133251 nChanged 149 SP:Iteration 3F (229.371868 sec): 3 clusters Score: Raw -124987.511414 + Penalty 1638.635595 = -123348.875818 nChanged 95 SP:Iteration 4Q (229.433975 sec): 3 clusters Score: Raw -125034.736043 + Penalty 1638.635595 = -123396.100448 nChanged 80 SP:Iteration 5Q (229.515879 sec): 3 clusters Score: Raw -125084.218529 + Penalty 1638.635595 = -123445.582934 nChanged 81 SP:Iteration 6Q (229.613301 sec): 3 clusters Score: Raw -125131.173556 + Penalty 1638.635595 = -123492.537961 nChanged 66 SP:Iteration 7Q (229.698647 sec): 3 clusters Score: Raw -125170.708196 + Penalty 1638.635595 = -123532.072601 nChanged 62 SP:Iteration 8Q (229.805838 sec): 3 clusters Score: Raw -125211.100885 + Penalty 1638.635595 = -123572.465290 nChanged 69 SP:Iteration 9Q (229.892742 sec): 3 clusters Score: Raw -125265.098177 + Penalty 1638.635595 = -123626.462582 nChanged 79 SP:Iteration 10Q (229.983394 sec): 3 clusters Score: Raw -125323.681527 + Penalty 1638.635595 = -123685.045932 nChanged 71 SP:Iteration 11Q (230.059640 sec): 3 clusters Score: Raw -125361.985225 + Penalty 1638.635595 = -123723.349629 nChanged 62 SP:Iteration 12Q (230.160510 sec): 3 clusters Score: Raw -125395.712864 + Penalty 1638.635595 = -123757.077269 nChanged 43 SP:Iteration 13Q (230.240499 sec): 3 clusters Score: Raw -125426.097303 + Penalty 1638.635595 = -123787.461708 nChanged 46 SP:Iteration 14Q (230.327855 sec): 3 clusters Score: Raw -125448.722050 + Penalty 1638.635595 = -123810.086455 nChanged 35 SP:Iteration 15Q (230.418408 sec): 3 clusters Score: Raw -125463.691027 + Penalty 1638.635595 = -123825.055432 nChanged 22 SP:Iteration 16Q (230.514371 sec): 3 clusters Score: Raw -125472.799269 + Penalty 1638.635595 = -123834.163674 nChanged 27 SP:Iteration 17Q (230.604357 sec): 3 clusters Score: Raw -125483.285360 + Penalty 1638.635595 = -123844.649765 nChanged 19 SP:Iteration 18Q (230.688260 sec): 3 clusters Score: Raw -125490.718201 + Penalty 1638.635595 = -123852.082606 nChanged 23 SP:Iteration 19Q (230.803285 sec): 3 clusters Score: Raw -125500.133146 + Penalty 1638.635595 = -123861.497551 nChanged 17 SP:Iteration 20F (230.896323 sec): 3 clusters Score: Raw -125508.452184 + Penalty 1638.635595 = -123869.816589 nChanged 20 SP:Iteration 21Q (230.965663 sec): 3 clusters Score: Raw -125518.342246 + Penalty 1638.635595 = -123879.706651 nChanged 28 SP:Iteration 22Q (231.060166 sec): 3 clusters Score: Raw -125535.048890 + Penalty 1638.635595 = -123896.413295 nChanged 40 SP:Iteration 23Q (231.138879 sec): 3 clusters Score: Raw -125563.164883 + Penalty 1638.635595 = -123924.529288 nChanged 33 SP:Iteration 24Q (231.227660 sec): 3 clusters Score: Raw -125580.120107 + Penalty 1638.635595 = -123941.484512 nChanged 31 SP:Iteration 25Q (231.327912 sec): 3 clusters Score: Raw -125598.440854 + Penalty 1638.635595 = -123959.805259 nChanged 26 SP:Iteration 26Q (231.426174 sec): 3 clusters Score: Raw -125612.050733 + Penalty 1638.635595 = -123973.415138 nChanged 28 SP:Iteration 27Q (231.490946 sec): 3 clusters Score: Raw -125628.281068 + Penalty 1638.635595 = -123989.645473 nChanged 33 SP:Iteration 28Q (231.573282 sec): 3 clusters Score: Raw -125651.103742 + Penalty 1638.635595 = -124012.468146 nChanged 33 SP:Iteration 29Q (231.640260 sec): 3 clusters Score: Raw -125671.304875 + Penalty 1638.635595 = -124032.669280 nChanged 27 SP:Iteration 30Q (231.708846 sec): 3 clusters Score: Raw -125683.355408 + Penalty 1638.635595 = -124044.719813 nChanged 18 SP:Iteration 31Q (231.791576 sec): 3 clusters Score: Raw -125691.075591 + Penalty 1638.635595 = -124052.439996 nChanged 9 SP:Iteration 32Q (231.892534 sec): 3 clusters Score: Raw -125693.951270 + Penalty 1638.635595 = -124055.315675 nChanged 6 SP:Iteration 33Q (231.965236 sec): 3 clusters Score: Raw -125694.949585 + Penalty 1638.635595 = -124056.313990 nChanged 5 SP:Iteration 34Q (232.049368 sec): 3 clusters Score: Raw -125695.994561 + Penalty 1638.635595 = -124057.358966 nChanged 4 SP:Iteration 35Q (232.139195 sec): 3 clusters Score: Raw -125696.718067 + Penalty 1638.635595 = -124058.082472 nChanged 2 SP:Iteration 36Q (232.239131 sec): 3 clusters Score: Raw -125697.048582 + Penalty 1638.635595 = -124058.412987 nChanged 4 SP:Iteration 37Q (232.327174 sec): 3 clusters Score: Raw -125697.960913 + Penalty 1638.635595 = -124059.325318 nChanged 3 SP:Iteration 38Q (232.392970 sec): 3 clusters Score: Raw -125698.836752 + Penalty 1638.635595 = -124060.201157 nChanged 2 SP:Iteration 39Q (232.476261 sec): 3 clusters Score: Raw -125699.225509 + Penalty 1638.635595 = -124060.589914 nChanged 2 SP:Iteration 40F (232.571647 sec): 3 clusters Score: Raw -125699.924661 + Penalty 1638.635595 = -124061.289065 nChanged 2 SP:Iteration 41Q (232.653696 sec): 3 clusters Score: Raw -125700.686773 + Penalty 1638.635595 = -124062.051178 nChanged 2 SP:Iteration 42Q (232.739777 sec): 3 clusters Score: Raw -125700.951168 + Penalty 1638.635595 = -124062.315572 nChanged 1 SP:Iteration 43Q (232.817949 sec): 3 clusters Score: Raw -125701.110628 + Penalty 1638.635595 = -124062.475033 nChanged 0 SP:Iteration 44F (232.906343 sec): 3 clusters Score: Raw -125701.110628 + Penalty 1638.635595 = -124062.475033 nChanged 0 Trying to split cluster 14 (4377 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (232.970102 sec): 2 clusters Score: Raw -262168.886246 + Penalty 880.332478 = -261288.553768 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (233.106672 sec): 3 clusters Score: Raw -259832.855231 + Penalty 1760.664956 = -258072.190276 nChanged 1847 SP:Iteration 1F (233.196491 sec): 3 clusters Score: Raw -261143.073400 + Penalty 1760.664956 = -259382.408445 nChanged 439 SP:Iteration 2F (233.268252 sec): 3 clusters Score: Raw -261713.288214 + Penalty 1760.664956 = -259952.623259 nChanged 421 SP:Iteration 3F (233.375744 sec): 3 clusters Score: Raw -262340.907453 + Penalty 1760.664956 = -260580.242497 nChanged 374 SP:Iteration 4F (233.470368 sec): 3 clusters Score: Raw -262809.880599 + Penalty 1760.664956 = -261049.215643 nChanged 278 SP:Iteration 5F (233.555944 sec): 3 clusters Score: Raw -263138.612281 + Penalty 1760.664956 = -261377.947325 nChanged 208 SP:Iteration 6Q (233.638329 sec): 3 clusters Score: Raw -263392.514036 + Penalty 1760.664956 = -261631.849080 nChanged 153 SP:Iteration 7Q (233.731472 sec): 3 clusters Score: Raw -263530.593868 + Penalty 1760.664956 = -261769.928912 nChanged 100 SP:Iteration 8Q (233.818230 sec): 3 clusters Score: Raw -263611.624498 + Penalty 1760.664956 = -261850.959543 nChanged 71 SP:Iteration 9Q (233.917717 sec): 3 clusters Score: Raw -263675.902352 + Penalty 1760.664956 = -261915.237396 nChanged 64 SP:Iteration 10Q (234.005964 sec): 3 clusters Score: Raw -263737.135040 + Penalty 1760.664956 = -261976.470084 nChanged 42 SP:Iteration 11Q (234.108720 sec): 3 clusters Score: Raw -263762.422258 + Penalty 1760.664956 = -262001.757303 nChanged 21 SP:Iteration 12Q (234.197781 sec): 3 clusters Score: Raw -263772.251822 + Penalty 1760.664956 = -262011.586867 nChanged 15 SP:Iteration 13Q (234.299958 sec): 3 clusters Score: Raw -263776.905027 + Penalty 1760.664956 = -262016.240072 nChanged 11 SP:Iteration 14Q (234.373723 sec): 3 clusters Score: Raw -263781.873888 + Penalty 1760.664956 = -262021.208932 nChanged 7 SP:Iteration 15Q (234.481659 sec): 3 clusters Score: Raw -263782.838517 + Penalty 1760.664956 = -262022.173561 nChanged 6 SP:Iteration 16Q (234.575470 sec): 3 clusters Score: Raw -263783.762563 + Penalty 1760.664956 = -262023.097607 nChanged 3 SP:Iteration 17Q (234.682301 sec): 3 clusters Score: Raw -263784.581469 + Penalty 1760.664956 = -262023.916513 nChanged 2 SP:Iteration 18Q (234.791993 sec): 3 clusters Score: Raw -263785.162081 + Penalty 1760.664956 = -262024.497125 nChanged 2 SP:Iteration 19Q (234.893519 sec): 3 clusters Score: Raw -263786.406577 + Penalty 1760.664956 = -262025.741621 nChanged 6 SP:Iteration 20F (234.995888 sec): 3 clusters Score: Raw -263788.757467 + Penalty 1760.664956 = -262028.092512 nChanged 4 SP:Iteration 21Q (235.065164 sec): 3 clusters Score: Raw -263790.170654 + Penalty 1760.664956 = -262029.505698 nChanged 2 SP:Iteration 22Q (235.170105 sec): 3 clusters Score: Raw -263790.520450 + Penalty 1760.664956 = -262029.855494 nChanged 2 SP:Iteration 23Q (235.243475 sec): 3 clusters Score: Raw -263791.019559 + Penalty 1760.664956 = -262030.354603 nChanged 2 SP:Iteration 24Q (235.342547 sec): 3 clusters Score: Raw -263791.297416 + Penalty 1760.664956 = -262030.632460 nChanged 0 SP:Iteration 25F (235.429106 sec): 3 clusters Score: Raw -263791.297416 + Penalty 1760.664956 = -262030.632460 nChanged 0 Score: Raw -4218123.971352 + Penalty 22471.659320 = -4195652.312032 Splitting cluster 14 changes total score from -4190868.603654 to -4195652.312032 So it's getting split into cluster 19. Iteration 139Q (238.597204 sec): 20 clusters Score: Raw -4219419.126617 + Penalty 22471.659320 = -4196947.467297 nChanged 2045 Iteration 140F (240.432792 sec): 20 clusters Score: Raw -4220800.584466 + Penalty 22471.659320 = -4198328.925146 nChanged 1711 Iteration 141Q (241.790578 sec): 20 clusters Score: Raw -4221600.840371 + Penalty 22471.659320 = -4199129.181051 nChanged 934 Iteration 142Q (243.145418 sec): 20 clusters Score: Raw -4222131.368940 + Penalty 22471.659320 = -4199659.709620 nChanged 680 Iteration 143Q (244.451235 sec): 20 clusters Score: Raw -4222503.987733 + Penalty 22471.659320 = -4200032.328413 nChanged 577 Iteration 144Q (245.698819 sec): 20 clusters Score: Raw -4222772.248097 + Penalty 22471.659320 = -4200300.588777 nChanged 473 Iteration 145Q (247.038299 sec): 20 clusters Score: Raw -4222934.963302 + Penalty 22471.659320 = -4200463.303982 nChanged 385 Iteration 146Q (248.350912 sec): 20 clusters Score: Raw -4223047.627176 + Penalty 22471.659320 = -4200575.967856 nChanged 260 Iteration 147Q (249.655589 sec): 20 clusters Score: Raw -4223115.778969 + Penalty 22471.659320 = -4200644.119649 nChanged 218 Iteration 148Q (250.956923 sec): 20 clusters Score: Raw -4223165.465296 + Penalty 22471.659320 = -4200693.805976 nChanged 196 Iteration 149Q (252.222749 sec): 20 clusters Score: Raw -4223205.022301 + Penalty 22471.659320 = -4200733.362981 nChanged 167 Iteration 150Q (253.490022 sec): 20 clusters Score: Raw -4223245.068833 + Penalty 22471.659320 = -4200773.409513 nChanged 155 Iteration 151Q (254.759832 sec): 20 clusters Score: Raw -4223276.700132 + Penalty 22471.659320 = -4200805.040812 nChanged 143 Iteration 152Q (256.039666 sec): 20 clusters Score: Raw -4223300.371256 + Penalty 22471.659320 = -4200828.711936 nChanged 119 Iteration 153Q (257.301248 sec): 20 clusters Score: Raw -4223320.635116 + Penalty 22471.659320 = -4200848.975795 nChanged 106 Iteration 154Q (258.653900 sec): 20 clusters Score: Raw -4223334.928946 + Penalty 22471.659320 = -4200863.269626 nChanged 85 Iteration 155Q (259.951648 sec): 20 clusters Score: Raw -4223350.265982 + Penalty 22471.659320 = -4200878.606661 nChanged 94 Iteration 156Q (261.212991 sec): 20 clusters Score: Raw -4223369.069051 + Penalty 22471.659320 = -4200897.409731 nChanged 91 Iteration 157Q (262.482484 sec): 20 clusters Score: Raw -4223381.382866 + Penalty 22471.659320 = -4200909.723546 nChanged 72 Iteration 158Q (263.732610 sec): 20 clusters Score: Raw -4223390.597513 + Penalty 22471.659320 = -4200918.938193 nChanged 71 Iteration 159Q (264.993800 sec): 20 clusters Score: Raw -4223406.375016 + Penalty 22471.659320 = -4200934.715696 nChanged 67 Iteration 160F (266.597778 sec): 20 clusters Score: Raw -4223685.761480 + Penalty 22471.659320 = -4201214.102160 nChanged 216 Iteration 161Q (267.859239 sec): 20 clusters Score: Raw -4223913.251512 + Penalty 22471.659320 = -4201441.592192 nChanged 273 Iteration 162Q (269.140876 sec): 20 clusters Score: Raw -4224094.226267 + Penalty 22471.659320 = -4201622.566947 nChanged 293 Iteration 163Q (270.430638 sec): 20 clusters Score: Raw -4224267.963699 + Penalty 22471.659320 = -4201796.304379 nChanged 296 Iteration 164Q (271.724301 sec): 20 clusters Score: Raw -4224395.467353 + Penalty 22471.659320 = -4201923.808033 nChanged 256 Iteration 165Q (273.011911 sec): 20 clusters Score: Raw -4224478.754802 + Penalty 22471.659320 = -4202007.095481 nChanged 231 Iteration 166Q (274.301478 sec): 20 clusters Score: Raw -4224542.766675 + Penalty 22471.659320 = -4202071.107355 nChanged 194 Iteration 167Q (275.599571 sec): 20 clusters Score: Raw -4224584.811307 + Penalty 22471.659320 = -4202113.151987 nChanged 164 Iteration 168Q (276.887074 sec): 20 clusters Score: Raw -4224613.045981 + Penalty 22471.659320 = -4202141.386661 nChanged 147 Iteration 169Q (278.141823 sec): 20 clusters Score: Raw -4224632.448072 + Penalty 22471.659320 = -4202160.788751 nChanged 114 Iteration 170Q (279.442392 sec): 20 clusters Score: Raw -4224653.058923 + Penalty 22471.659320 = -4202181.399602 nChanged 115 Iteration 171Q (280.710309 sec): 20 clusters Score: Raw -4224665.220478 + Penalty 22471.659320 = -4202193.561158 nChanged 89 Iteration 172Q (281.961678 sec): 20 clusters Score: Raw -4224675.782569 + Penalty 22471.659320 = -4202204.123248 nChanged 74 Iteration 173Q (283.201097 sec): 20 clusters Score: Raw -4224682.048040 + Penalty 22471.659320 = -4202210.388719 nChanged 71 Iteration 174Q (284.444111 sec): 20 clusters Score: Raw -4224690.384172 + Penalty 22471.659320 = -4202218.724852 nChanged 64 Iteration 175Q (285.682151 sec): 20 clusters Score: Raw -4224696.335976 + Penalty 22471.659320 = -4202224.676656 nChanged 60 Iteration 176Q (286.998521 sec): 20 clusters Score: Raw -4224703.013436 + Penalty 22471.659320 = -4202231.354116 nChanged 68 Iteration 177Q (288.280428 sec): 20 clusters Score: Raw -4224710.998505 + Penalty 22471.659320 = -4202239.339185 nChanged 57 Iteration 178Q (289.582799 sec): 20 clusters Score: Raw -4224718.116183 + Penalty 22471.659320 = -4202246.456863 nChanged 52 Writing temp clu file Because OldScore, -4202239.339185, is greater than current (better) Score,-4202246.456863 Compute initial score before splitting: Score: Raw -4224718.116183 + Penalty 22471.659320 = -4202246.456863 Trying to split cluster 1 (2372 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (289.700917 sec): 2 clusters Score: Raw -115800.226644 + Penalty 816.006320 = -114984.220324 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (289.770979 sec): 3 clusters Score: Raw -114663.126239 + Penalty 1632.012640 = -113031.113600 nChanged 922 SP:Iteration 1F (289.873041 sec): 3 clusters Score: Raw -115335.697244 + Penalty 1632.012640 = -113703.684604 nChanged 207 SP:Iteration 2F (289.933417 sec): 3 clusters Score: Raw -115514.306040 + Penalty 1632.012640 = -113882.293400 nChanged 151 SP:Iteration 3F (290.018689 sec): 3 clusters Score: Raw -115647.501567 + Penalty 1632.012640 = -114015.488927 nChanged 134 SP:Iteration 4F (290.117934 sec): 3 clusters Score: Raw -115796.791430 + Penalty 1632.012640 = -114164.778791 nChanged 137 SP:Iteration 5F (290.207357 sec): 3 clusters Score: Raw -115954.744041 + Penalty 1632.012640 = -114322.731401 nChanged 99 SP:Iteration 6Q (290.299538 sec): 3 clusters Score: Raw -116049.422733 + Penalty 1632.012640 = -114417.410093 nChanged 89 SP:Iteration 7Q (290.384579 sec): 3 clusters Score: Raw -116124.348016 + Penalty 1632.012640 = -114492.335377 nChanged 73 SP:Iteration 8Q (290.464154 sec): 3 clusters Score: Raw -116191.007854 + Penalty 1632.012640 = -114558.995214 nChanged 59 SP:Iteration 9Q (290.562472 sec): 3 clusters Score: Raw -116237.699690 + Penalty 1632.012640 = -114605.687050 nChanged 52 SP:Iteration 10Q (290.620429 sec): 3 clusters Score: Raw -116275.205192 + Penalty 1632.012640 = -114643.192552 nChanged 38 SP:Iteration 11Q (290.712001 sec): 3 clusters Score: Raw -116294.972158 + Penalty 1632.012640 = -114662.959518 nChanged 28 SP:Iteration 12Q (290.801879 sec): 3 clusters Score: Raw -116307.981510 + Penalty 1632.012640 = -114675.968871 nChanged 15 SP:Iteration 13Q (290.872280 sec): 3 clusters Score: Raw -116314.911129 + Penalty 1632.012640 = -114682.898489 nChanged 12 SP:Iteration 14Q (290.965986 sec): 3 clusters Score: Raw -116320.119060 + Penalty 1632.012640 = -114688.106421 nChanged 11 SP:Iteration 15Q (291.048094 sec): 3 clusters Score: Raw -116324.261968 + Penalty 1632.012640 = -114692.249328 nChanged 8 SP:Iteration 16Q (291.128635 sec): 3 clusters Score: Raw -116326.657800 + Penalty 1632.012640 = -114694.645161 nChanged 4 SP:Iteration 17Q (291.219885 sec): 3 clusters Score: Raw -116328.144503 + Penalty 1632.012640 = -114696.131863 nChanged 5 SP:Iteration 18Q (291.294162 sec): 3 clusters Score: Raw -116329.813014 + Penalty 1632.012640 = -114697.800374 nChanged 5 SP:Iteration 19Q (291.362303 sec): 3 clusters Score: Raw -116331.700055 + Penalty 1632.012640 = -114699.687416 nChanged 8 SP:Iteration 20F (291.443917 sec): 3 clusters Score: Raw -116334.766388 + Penalty 1632.012640 = -114702.753749 nChanged 6 SP:Iteration 21Q (291.525142 sec): 3 clusters Score: Raw -116338.101406 + Penalty 1632.012640 = -114706.088767 nChanged 11 SP:Iteration 22Q (291.605187 sec): 3 clusters Score: Raw -116343.663468 + Penalty 1632.012640 = -114711.650828 nChanged 13 SP:Iteration 23Q (291.707535 sec): 3 clusters Score: Raw -116349.816210 + Penalty 1632.012640 = -114717.803570 nChanged 7 SP:Iteration 24Q (291.785118 sec): 3 clusters Score: Raw -116354.212433 + Penalty 1632.012640 = -114722.199793 nChanged 10 SP:Iteration 25Q (291.863496 sec): 3 clusters Score: Raw -116358.160624 + Penalty 1632.012640 = -114726.147984 nChanged 10 SP:Iteration 26Q (291.931588 sec): 3 clusters Score: Raw -116362.243568 + Penalty 1632.012640 = -114730.230928 nChanged 5 SP:Iteration 27Q (292.023397 sec): 3 clusters Score: Raw -116363.046940 + Penalty 1632.012640 = -114731.034301 nChanged 3 SP:Iteration 28Q (292.092824 sec): 3 clusters Score: Raw -116363.432995 + Penalty 1632.012640 = -114731.420356 nChanged 0 SP:Iteration 29F (292.180004 sec): 3 clusters Score: Raw -116363.432995 + Penalty 1632.012640 = -114731.420356 nChanged 0 Trying to split cluster 2 (8380 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (292.240393 sec): 2 clusters Score: Raw -471591.989231 + Penalty 948.528335 = -470643.460896 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (292.335512 sec): 3 clusters Score: Raw -466787.761025 + Penalty 1897.056671 = -464890.704354 nChanged 3651 SP:Iteration 1F (292.449060 sec): 3 clusters Score: Raw -469059.388376 + Penalty 1897.056671 = -467162.331705 nChanged 686 SP:Iteration 2F (292.537968 sec): 3 clusters Score: Raw -469556.778795 + Penalty 1897.056671 = -467659.722125 nChanged 633 SP:Iteration 3F (292.648834 sec): 3 clusters Score: Raw -470043.613611 + Penalty 1897.056671 = -468146.556940 nChanged 600 SP:Iteration 4F (292.730955 sec): 3 clusters Score: Raw -470501.346317 + Penalty 1897.056671 = -468604.289647 nChanged 520 SP:Iteration 5F (292.827133 sec): 3 clusters Score: Raw -470828.832328 + Penalty 1897.056671 = -468931.775658 nChanged 376 SP:Iteration 6Q (292.924871 sec): 3 clusters Score: Raw -471010.172671 + Penalty 1897.056671 = -469113.116001 nChanged 269 SP:Iteration 7Q (293.030489 sec): 3 clusters Score: Raw -471120.022327 + Penalty 1897.056671 = -469222.965657 nChanged 235 SP:Iteration 8Q (293.129299 sec): 3 clusters Score: Raw -471232.913982 + Penalty 1897.056671 = -469335.857311 nChanged 226 SP:Iteration 9Q (293.239959 sec): 3 clusters Score: Raw -471334.633239 + Penalty 1897.056671 = -469437.576568 nChanged 189 SP:Iteration 10Q (293.326670 sec): 3 clusters Score: Raw -471421.137751 + Penalty 1897.056671 = -469524.081081 nChanged 174 SP:Iteration 11Q (293.423034 sec): 3 clusters Score: Raw -471502.793190 + Penalty 1897.056671 = -469605.736519 nChanged 161 SP:Iteration 12Q (293.532675 sec): 3 clusters Score: Raw -471582.158572 + Penalty 1897.056671 = -469685.101902 nChanged 158 SP:Iteration 13Q (293.627430 sec): 3 clusters Score: Raw -471654.459065 + Penalty 1897.056671 = -469757.402395 nChanged 146 SP:Iteration 14Q (293.726415 sec): 3 clusters Score: Raw -471729.033331 + Penalty 1897.056671 = -469831.976661 nChanged 134 SP:Iteration 15Q (293.815531 sec): 3 clusters Score: Raw -471808.616947 + Penalty 1897.056671 = -469911.560276 nChanged 165 SP:Iteration 16Q (293.893252 sec): 3 clusters Score: Raw -471922.124445 + Penalty 1897.056671 = -470025.067774 nChanged 185 SP:Iteration 17Q (293.994058 sec): 3 clusters Score: Raw -472079.008977 + Penalty 1897.056671 = -470181.952307 nChanged 185 SP:Iteration 18Q (294.085715 sec): 3 clusters Score: Raw -472237.645295 + Penalty 1897.056671 = -470340.588624 nChanged 155 SP:Iteration 19Q (294.182505 sec): 3 clusters Score: Raw -472361.953270 + Penalty 1897.056671 = -470464.896600 nChanged 118 SP:Iteration 20F (294.255815 sec): 3 clusters Score: Raw -472454.026651 + Penalty 1897.056671 = -470556.969980 nChanged 97 SP:Iteration 21Q (294.365825 sec): 3 clusters Score: Raw -472521.370762 + Penalty 1897.056671 = -470624.314091 nChanged 84 SP:Iteration 22Q (294.460482 sec): 3 clusters Score: Raw -472554.995475 + Penalty 1897.056671 = -470657.938804 nChanged 55 SP:Iteration 23Q (294.543517 sec): 3 clusters Score: Raw -472569.121712 + Penalty 1897.056671 = -470672.065041 nChanged 38 SP:Iteration 24Q (294.642967 sec): 3 clusters Score: Raw -472579.118230 + Penalty 1897.056671 = -470682.061559 nChanged 33 SP:Iteration 25Q (294.730914 sec): 3 clusters Score: Raw -472586.814465 + Penalty 1897.056671 = -470689.757795 nChanged 21 SP:Iteration 26Q (294.836724 sec): 3 clusters Score: Raw -472592.049868 + Penalty 1897.056671 = -470694.993197 nChanged 22 SP:Iteration 27Q (294.923125 sec): 3 clusters Score: Raw -472595.370988 + Penalty 1897.056671 = -470698.314318 nChanged 16 SP:Iteration 28Q (295.025220 sec): 3 clusters Score: Raw -472596.832410 + Penalty 1897.056671 = -470699.775740 nChanged 15 SP:Iteration 29Q (295.111545 sec): 3 clusters Score: Raw -472599.308088 + Penalty 1897.056671 = -470702.251418 nChanged 15 SP:Iteration 30Q (295.212454 sec): 3 clusters Score: Raw -472600.632304 + Penalty 1897.056671 = -470703.575634 nChanged 5 SP:Iteration 31Q (295.306791 sec): 3 clusters Score: Raw -472601.441800 + Penalty 1897.056671 = -470704.385129 nChanged 8 SP:Iteration 32Q (295.416526 sec): 3 clusters Score: Raw -472602.491633 + Penalty 1897.056671 = -470705.434962 nChanged 6 SP:Iteration 33Q (295.497552 sec): 3 clusters Score: Raw -472603.139654 + Penalty 1897.056671 = -470706.082983 nChanged 4 SP:Iteration 34Q (295.583905 sec): 3 clusters Score: Raw -472603.414413 + Penalty 1897.056671 = -470706.357742 nChanged 1 SP:Iteration 35Q (295.683216 sec): 3 clusters Score: Raw -472603.445965 + Penalty 1897.056671 = -470706.389294 nChanged 0 SP:Iteration 36F (295.765405 sec): 3 clusters Score: Raw -472603.445965 + Penalty 1897.056671 = -470706.389294 nChanged 0 Score: Raw -4225732.962892 + Penalty 23654.378232 = -4202078.584661 Splitting cluster 2 changes total score from -4202246.456863 to -4202078.584661 So it's not getting split. Trying to split cluster 3 (4761 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (297.471832 sec): 2 clusters Score: Raw -240419.182380 + Penalty 889.162366 = -239530.020014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (297.564053 sec): 3 clusters Score: Raw -237807.938358 + Penalty 1778.324732 = -236029.613626 nChanged 2035 SP:Iteration 1F (297.666477 sec): 3 clusters Score: Raw -239021.245475 + Penalty 1778.324732 = -237242.920743 nChanged 357 SP:Iteration 2F (297.759229 sec): 3 clusters Score: Raw -239300.581204 + Penalty 1778.324732 = -237522.256472 nChanged 364 SP:Iteration 3F (297.835577 sec): 3 clusters Score: Raw -239639.661812 + Penalty 1778.324732 = -237861.337080 nChanged 314 SP:Iteration 4F (297.936988 sec): 3 clusters Score: Raw -239918.549958 + Penalty 1778.324732 = -238140.225226 nChanged 297 SP:Iteration 5F (298.026027 sec): 3 clusters Score: Raw -240171.917184 + Penalty 1778.324732 = -238393.592452 nChanged 256 SP:Iteration 6F (298.111414 sec): 3 clusters Score: Raw -240362.054926 + Penalty 1778.324732 = -238583.730194 nChanged 187 SP:Iteration 7Q (298.206232 sec): 3 clusters Score: Raw -240472.651300 + Penalty 1778.324732 = -238694.326568 nChanged 159 SP:Iteration 8Q (298.288783 sec): 3 clusters Score: Raw -240564.527744 + Penalty 1778.324732 = -238786.203012 nChanged 131 SP:Iteration 9Q (298.385921 sec): 3 clusters Score: Raw -240629.551357 + Penalty 1778.324732 = -238851.226625 nChanged 103 SP:Iteration 10Q (298.489188 sec): 3 clusters Score: Raw -240679.862019 + Penalty 1778.324732 = -238901.537287 nChanged 100 SP:Iteration 11Q (298.582755 sec): 3 clusters Score: Raw -240728.560994 + Penalty 1778.324732 = -238950.236262 nChanged 89 SP:Iteration 12Q (298.657242 sec): 3 clusters Score: Raw -240772.366777 + Penalty 1778.324732 = -238994.042045 nChanged 83 SP:Iteration 13Q (298.743673 sec): 3 clusters Score: Raw -240814.282084 + Penalty 1778.324732 = -239035.957352 nChanged 89 SP:Iteration 14Q (298.842573 sec): 3 clusters Score: Raw -240858.646029 + Penalty 1778.324732 = -239080.321298 nChanged 87 SP:Iteration 15Q (298.926690 sec): 3 clusters Score: Raw -240902.170827 + Penalty 1778.324732 = -239123.846095 nChanged 77 SP:Iteration 16Q (299.017723 sec): 3 clusters Score: Raw -240936.486541 + Penalty 1778.324732 = -239158.161809 nChanged 67 SP:Iteration 17Q (299.115956 sec): 3 clusters Score: Raw -240964.241351 + Penalty 1778.324732 = -239185.916619 nChanged 67 SP:Iteration 18Q (299.224486 sec): 3 clusters Score: Raw -240996.002507 + Penalty 1778.324732 = -239217.677775 nChanged 77 SP:Iteration 19Q (299.321702 sec): 3 clusters Score: Raw -241028.893994 + Penalty 1778.324732 = -239250.569262 nChanged 70 SP:Iteration 20F (299.395304 sec): 3 clusters Score: Raw -241056.920442 + Penalty 1778.324732 = -239278.595710 nChanged 59 SP:Iteration 21Q (299.506334 sec): 3 clusters Score: Raw -241074.863335 + Penalty 1778.324732 = -239296.538603 nChanged 42 SP:Iteration 22Q (299.583732 sec): 3 clusters Score: Raw -241087.567541 + Penalty 1778.324732 = -239309.242809 nChanged 39 SP:Iteration 23Q (299.687357 sec): 3 clusters Score: Raw -241098.140906 + Penalty 1778.324732 = -239319.816174 nChanged 26 SP:Iteration 24Q (299.772989 sec): 3 clusters Score: Raw -241103.766165 + Penalty 1778.324732 = -239325.441433 nChanged 24 SP:Iteration 25Q (299.867887 sec): 3 clusters Score: Raw -241108.684838 + Penalty 1778.324732 = -239330.360106 nChanged 17 SP:Iteration 26Q (299.937602 sec): 3 clusters Score: Raw -241112.777749 + Penalty 1778.324732 = -239334.453017 nChanged 13 SP:Iteration 27Q (300.043316 sec): 3 clusters Score: Raw -241115.023424 + Penalty 1778.324732 = -239336.698693 nChanged 12 SP:Iteration 28Q (300.136990 sec): 3 clusters Score: Raw -241118.123496 + Penalty 1778.324732 = -239339.798765 nChanged 14 SP:Iteration 29Q (300.210318 sec): 3 clusters Score: Raw -241121.081994 + Penalty 1778.324732 = -239342.757262 nChanged 9 SP:Iteration 30Q (300.286833 sec): 3 clusters Score: Raw -241122.639339 + Penalty 1778.324732 = -239344.314607 nChanged 9 SP:Iteration 31Q (300.388911 sec): 3 clusters Score: Raw -241123.888054 + Penalty 1778.324732 = -239345.563322 nChanged 4 SP:Iteration 32Q (300.455156 sec): 3 clusters Score: Raw -241124.604387 + Penalty 1778.324732 = -239346.279655 nChanged 3 SP:Iteration 33Q (300.541532 sec): 3 clusters Score: Raw -241124.998095 + Penalty 1778.324732 = -239346.673363 nChanged 2 SP:Iteration 34Q (300.640948 sec): 3 clusters Score: Raw -241125.163363 + Penalty 1778.324732 = -239346.838631 nChanged 1 SP:Iteration 35Q (300.725940 sec): 3 clusters Score: Raw -241125.291889 + Penalty 1778.324732 = -239346.967157 nChanged 1 SP:Iteration 36Q (300.823309 sec): 3 clusters Score: Raw -241125.380896 + Penalty 1778.324732 = -239347.056165 nChanged 0 SP:Iteration 37F (300.918185 sec): 3 clusters Score: Raw -241125.380896 + Penalty 1778.324732 = -239347.056165 nChanged 0 Trying to split cluster 4 (4395 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (300.982718 sec): 2 clusters Score: Raw -258655.900462 + Penalty 880.763395 = -257775.137067 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (301.064760 sec): 3 clusters Score: Raw -256269.883274 + Penalty 1761.526790 = -254508.356484 nChanged 1823 SP:Iteration 1F (301.158350 sec): 3 clusters Score: Raw -257346.060569 + Penalty 1761.526790 = -255584.533779 nChanged 333 SP:Iteration 2F (301.240119 sec): 3 clusters Score: Raw -257533.485221 + Penalty 1761.526790 = -255771.958431 nChanged 244 SP:Iteration 3F (301.339157 sec): 3 clusters Score: Raw -257664.441445 + Penalty 1761.526790 = -255902.914655 nChanged 210 SP:Iteration 4Q (301.415175 sec): 3 clusters Score: Raw -257792.275615 + Penalty 1761.526790 = -256030.748825 nChanged 206 SP:Iteration 5Q (301.507075 sec): 3 clusters Score: Raw -257913.487544 + Penalty 1761.526790 = -256151.960754 nChanged 206 SP:Iteration 6Q (301.582433 sec): 3 clusters Score: Raw -258047.077193 + Penalty 1761.526790 = -256285.550402 nChanged 219 SP:Iteration 7Q (301.677370 sec): 3 clusters Score: Raw -258192.185435 + Penalty 1761.526790 = -256430.658645 nChanged 203 SP:Iteration 8Q (301.767761 sec): 3 clusters Score: Raw -258318.326580 + Penalty 1761.526790 = -256556.799790 nChanged 152 SP:Iteration 9Q (301.852739 sec): 3 clusters Score: Raw -258413.100013 + Penalty 1761.526790 = -256651.573223 nChanged 119 SP:Iteration 10Q (301.943760 sec): 3 clusters Score: Raw -258485.147013 + Penalty 1761.526790 = -256723.620223 nChanged 94 SP:Iteration 11Q (302.013287 sec): 3 clusters Score: Raw -258540.096510 + Penalty 1761.526790 = -256778.569720 nChanged 86 SP:Iteration 12Q (302.115166 sec): 3 clusters Score: Raw -258601.322435 + Penalty 1761.526790 = -256839.795645 nChanged 90 SP:Iteration 13Q (302.186552 sec): 3 clusters Score: Raw -258661.887641 + Penalty 1761.526790 = -256900.360851 nChanged 72 SP:Iteration 14Q (302.277442 sec): 3 clusters Score: Raw -258701.180436 + Penalty 1761.526790 = -256939.653645 nChanged 59 SP:Iteration 15Q (302.361477 sec): 3 clusters Score: Raw -258733.968478 + Penalty 1761.526790 = -256972.441688 nChanged 50 SP:Iteration 16Q (302.454543 sec): 3 clusters Score: Raw -258753.707559 + Penalty 1761.526790 = -256992.180769 nChanged 43 SP:Iteration 17Q (302.544146 sec): 3 clusters Score: Raw -258770.512029 + Penalty 1761.526790 = -257008.985239 nChanged 34 SP:Iteration 18Q (302.645301 sec): 3 clusters Score: Raw -258781.370913 + Penalty 1761.526790 = -257019.844122 nChanged 33 SP:Iteration 19Q (302.716031 sec): 3 clusters Score: Raw -258794.645074 + Penalty 1761.526790 = -257033.118284 nChanged 28 SP:Iteration 20F (302.817777 sec): 3 clusters Score: Raw -258805.802968 + Penalty 1761.526790 = -257044.276178 nChanged 31 SP:Iteration 21Q (302.910208 sec): 3 clusters Score: Raw -258817.420395 + Penalty 1761.526790 = -257055.893605 nChanged 25 SP:Iteration 22Q (302.989496 sec): 3 clusters Score: Raw -258825.382411 + Penalty 1761.526790 = -257063.855621 nChanged 19 SP:Iteration 23Q (303.091128 sec): 3 clusters Score: Raw -258832.224978 + Penalty 1761.526790 = -257070.698188 nChanged 23 SP:Iteration 24Q (303.187559 sec): 3 clusters Score: Raw -258839.049358 + Penalty 1761.526790 = -257077.522568 nChanged 24 SP:Iteration 25Q (303.270742 sec): 3 clusters Score: Raw -258847.974012 + Penalty 1761.526790 = -257086.447222 nChanged 20 SP:Iteration 26Q (303.351657 sec): 3 clusters Score: Raw -258855.649423 + Penalty 1761.526790 = -257094.122633 nChanged 20 SP:Iteration 27Q (303.463748 sec): 3 clusters Score: Raw -258863.257284 + Penalty 1761.526790 = -257101.730494 nChanged 15 SP:Iteration 28Q (303.560009 sec): 3 clusters Score: Raw -258870.647139 + Penalty 1761.526790 = -257109.120349 nChanged 21 SP:Iteration 29Q (303.652763 sec): 3 clusters Score: Raw -258878.255438 + Penalty 1761.526790 = -257116.728648 nChanged 11 SP:Iteration 30Q (303.752015 sec): 3 clusters Score: Raw -258882.302869 + Penalty 1761.526790 = -257120.776079 nChanged 9 SP:Iteration 31Q (303.815543 sec): 3 clusters Score: Raw -258884.644084 + Penalty 1761.526790 = -257123.117294 nChanged 4 SP:Iteration 32Q (303.910098 sec): 3 clusters Score: Raw -258885.379966 + Penalty 1761.526790 = -257123.853176 nChanged 3 SP:Iteration 33Q (304.003368 sec): 3 clusters Score: Raw -258886.477392 + Penalty 1761.526790 = -257124.950602 nChanged 4 SP:Iteration 34Q (304.093096 sec): 3 clusters Score: Raw -258887.226212 + Penalty 1761.526790 = -257125.699422 nChanged 1 SP:Iteration 35Q (304.187564 sec): 3 clusters Score: Raw -258887.247304 + Penalty 1761.526790 = -257125.720514 nChanged 0 SP:Iteration 36F (304.255629 sec): 3 clusters Score: Raw -258887.247304 + Penalty 1761.526790 = -257125.720514 nChanged 0 Trying to split cluster 5 (1206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (304.310976 sec): 2 clusters Score: Raw -51856.476062 + Penalty 744.981760 = -51111.494302 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (304.388404 sec): 3 clusters Score: Raw -51414.916635 + Penalty 1489.963519 = -49924.953115 nChanged 446 SP:Iteration 1F (304.483802 sec): 3 clusters Score: Raw -52007.112487 + Penalty 1489.963519 = -50517.148968 nChanged 154 SP:Iteration 2F (304.553001 sec): 3 clusters Score: Raw -52235.549871 + Penalty 1489.963519 = -50745.586352 nChanged 83 SP:Iteration 3F (304.641434 sec): 3 clusters Score: Raw -52333.150590 + Penalty 1489.963519 = -50843.187071 nChanged 45 SP:Iteration 4Q (304.715633 sec): 3 clusters Score: Raw -52380.430722 + Penalty 1489.963519 = -50890.467203 nChanged 28 SP:Iteration 5Q (304.799079 sec): 3 clusters Score: Raw -52420.255017 + Penalty 1489.963519 = -50930.291498 nChanged 24 SP:Iteration 6Q (304.883405 sec): 3 clusters Score: Raw -52466.125547 + Penalty 1489.963519 = -50976.162028 nChanged 28 SP:Iteration 7Q (304.978554 sec): 3 clusters Score: Raw -52507.312200 + Penalty 1489.963519 = -51017.348681 nChanged 28 SP:Iteration 8Q (305.076235 sec): 3 clusters Score: Raw -52546.773651 + Penalty 1489.963519 = -51056.810131 nChanged 23 SP:Iteration 9Q (305.158776 sec): 3 clusters Score: Raw -52588.325797 + Penalty 1489.963519 = -51098.362278 nChanged 18 SP:Iteration 10Q (305.241486 sec): 3 clusters Score: Raw -52607.898020 + Penalty 1489.963519 = -51117.934501 nChanged 14 SP:Iteration 11Q (305.315944 sec): 3 clusters Score: Raw -52621.460390 + Penalty 1489.963519 = -51131.496871 nChanged 19 SP:Iteration 12Q (305.395442 sec): 3 clusters Score: Raw -52636.972618 + Penalty 1489.963519 = -51147.009099 nChanged 11 SP:Iteration 13Q (305.478455 sec): 3 clusters Score: Raw -52645.610379 + Penalty 1489.963519 = -51155.646860 nChanged 9 SP:Iteration 14Q (305.573236 sec): 3 clusters Score: Raw -52658.920752 + Penalty 1489.963519 = -51168.957233 nChanged 10 SP:Iteration 15Q (305.655411 sec): 3 clusters Score: Raw -52673.376086 + Penalty 1489.963519 = -51183.412567 nChanged 6 SP:Iteration 16Q (305.753778 sec): 3 clusters Score: Raw -52678.873303 + Penalty 1489.963519 = -51188.909784 nChanged 6 SP:Iteration 17Q (305.824331 sec): 3 clusters Score: Raw -52682.381169 + Penalty 1489.963519 = -51192.417649 nChanged 4 SP:Iteration 18Q (305.917690 sec): 3 clusters Score: Raw -52684.635247 + Penalty 1489.963519 = -51194.671727 nChanged 4 SP:Iteration 19Q (305.989292 sec): 3 clusters Score: Raw -52686.406222 + Penalty 1489.963519 = -51196.442703 nChanged 1 SP:Iteration 20F (306.092388 sec): 3 clusters Score: Raw -52686.936380 + Penalty 1489.963519 = -51196.972861 nChanged 1 SP:Iteration 21Q (306.163629 sec): 3 clusters Score: Raw -52687.646248 + Penalty 1489.963519 = -51197.682728 nChanged 0 SP:Iteration 22F (306.249382 sec): 3 clusters Score: Raw -52687.646248 + Penalty 1489.963519 = -51197.682728 nChanged 0 Score: Raw -4225552.676344 + Penalty 23654.378232 = -4201898.298113 Splitting cluster 5 changes total score from -4202246.456863 to -4201898.298113 So it's not getting split. Trying to split cluster 6 (1761 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (307.989198 sec): 2 clusters Score: Raw -99158.021916 + Penalty 784.731896 = -98373.290020 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (308.056139 sec): 3 clusters Score: Raw -98374.144300 + Penalty 1569.463793 = -96804.680507 nChanged 634 SP:Iteration 1F (308.144046 sec): 3 clusters Score: Raw -98817.560583 + Penalty 1569.463793 = -97248.096790 nChanged 139 SP:Iteration 2F (308.241993 sec): 3 clusters Score: Raw -98931.554109 + Penalty 1569.463793 = -97362.090317 nChanged 106 SP:Iteration 3F (308.334867 sec): 3 clusters Score: Raw -99006.282409 + Penalty 1569.463793 = -97436.818616 nChanged 78 SP:Iteration 4Q (308.403877 sec): 3 clusters Score: Raw -99053.992146 + Penalty 1569.463793 = -97484.528354 nChanged 53 SP:Iteration 5Q (308.490997 sec): 3 clusters Score: Raw -99089.543461 + Penalty 1569.463793 = -97520.079668 nChanged 58 SP:Iteration 6Q (308.595003 sec): 3 clusters Score: Raw -99137.606672 + Penalty 1569.463793 = -97568.142879 nChanged 52 SP:Iteration 7Q (308.673593 sec): 3 clusters Score: Raw -99172.170767 + Penalty 1569.463793 = -97602.706974 nChanged 29 SP:Iteration 8Q (308.748618 sec): 3 clusters Score: Raw -99193.239244 + Penalty 1569.463793 = -97623.775451 nChanged 35 SP:Iteration 9Q (308.849091 sec): 3 clusters Score: Raw -99215.672843 + Penalty 1569.463793 = -97646.209050 nChanged 26 SP:Iteration 10Q (308.915364 sec): 3 clusters Score: Raw -99232.942789 + Penalty 1569.463793 = -97663.478996 nChanged 24 SP:Iteration 11Q (309.003394 sec): 3 clusters Score: Raw -99246.307908 + Penalty 1569.463793 = -97676.844115 nChanged 15 SP:Iteration 12Q (309.095024 sec): 3 clusters Score: Raw -99253.373530 + Penalty 1569.463793 = -97683.909737 nChanged 19 SP:Iteration 13Q (309.170202 sec): 3 clusters Score: Raw -99259.955128 + Penalty 1569.463793 = -97690.491335 nChanged 12 SP:Iteration 14Q (309.265892 sec): 3 clusters Score: Raw -99265.869372 + Penalty 1569.463793 = -97696.405579 nChanged 8 SP:Iteration 15Q (309.363537 sec): 3 clusters Score: Raw -99270.269193 + Penalty 1569.463793 = -97700.805400 nChanged 6 SP:Iteration 16Q (309.440562 sec): 3 clusters Score: Raw -99274.982759 + Penalty 1569.463793 = -97705.518966 nChanged 5 SP:Iteration 17Q (309.527794 sec): 3 clusters Score: Raw -99277.242763 + Penalty 1569.463793 = -97707.778971 nChanged 7 SP:Iteration 18Q (309.619634 sec): 3 clusters Score: Raw -99279.981393 + Penalty 1569.463793 = -97710.517601 nChanged 4 SP:Iteration 19Q (309.714555 sec): 3 clusters Score: Raw -99280.372054 + Penalty 1569.463793 = -97710.908262 nChanged 1 SP:Iteration 20F (309.788208 sec): 3 clusters Score: Raw -99280.530054 + Penalty 1569.463793 = -97711.066262 nChanged 0 Trying to split cluster 7 (1915 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (309.836651 sec): 2 clusters Score: Raw -94889.836687 + Penalty 793.534655 = -94096.302032 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (309.941090 sec): 3 clusters Score: Raw -94011.676138 + Penalty 1587.069309 = -92424.606829 nChanged 731 SP:Iteration 1F (310.005379 sec): 3 clusters Score: Raw -94462.360332 + Penalty 1587.069309 = -92875.291022 nChanged 125 SP:Iteration 2F (310.097958 sec): 3 clusters Score: Raw -94538.954940 + Penalty 1587.069309 = -92951.885631 nChanged 95 SP:Iteration 3Q (310.186633 sec): 3 clusters Score: Raw -94594.829761 + Penalty 1587.069309 = -93007.760451 nChanged 79 SP:Iteration 4Q (310.263837 sec): 3 clusters Score: Raw -94636.266233 + Penalty 1587.069309 = -93049.196924 nChanged 62 SP:Iteration 5Q (310.360632 sec): 3 clusters Score: Raw -94681.657458 + Penalty 1587.069309 = -93094.588149 nChanged 65 SP:Iteration 6Q (310.449411 sec): 3 clusters Score: Raw -94734.858401 + Penalty 1587.069309 = -93147.789091 nChanged 58 SP:Iteration 7Q (310.514943 sec): 3 clusters Score: Raw -94776.628936 + Penalty 1587.069309 = -93189.559626 nChanged 61 SP:Iteration 8Q (310.607278 sec): 3 clusters Score: Raw -94825.063317 + Penalty 1587.069309 = -93237.994008 nChanged 49 SP:Iteration 9Q (310.695767 sec): 3 clusters Score: Raw -94862.770367 + Penalty 1587.069309 = -93275.701058 nChanged 43 SP:Iteration 10Q (310.787959 sec): 3 clusters Score: Raw -94904.016017 + Penalty 1587.069309 = -93316.946707 nChanged 37 SP:Iteration 11Q (310.897053 sec): 3 clusters Score: Raw -94944.759332 + Penalty 1587.069309 = -93357.690023 nChanged 52 SP:Iteration 12Q (310.973620 sec): 3 clusters Score: Raw -94997.799590 + Penalty 1587.069309 = -93410.730281 nChanged 47 SP:Iteration 13Q (311.055964 sec): 3 clusters Score: Raw -95053.609998 + Penalty 1587.069309 = -93466.540689 nChanged 47 SP:Iteration 14Q (311.161699 sec): 3 clusters Score: Raw -95104.864875 + Penalty 1587.069309 = -93517.795566 nChanged 46 SP:Iteration 15Q (311.229128 sec): 3 clusters Score: Raw -95157.190252 + Penalty 1587.069309 = -93570.120942 nChanged 46 SP:Iteration 16Q (311.316442 sec): 3 clusters Score: Raw -95206.138902 + Penalty 1587.069309 = -93619.069593 nChanged 41 SP:Iteration 17Q (311.415665 sec): 3 clusters Score: Raw -95240.080229 + Penalty 1587.069309 = -93653.010920 nChanged 37 SP:Iteration 18Q (311.497651 sec): 3 clusters Score: Raw -95264.868440 + Penalty 1587.069309 = -93677.799130 nChanged 26 SP:Iteration 19Q (311.583809 sec): 3 clusters Score: Raw -95283.796461 + Penalty 1587.069309 = -93696.727151 nChanged 18 SP:Iteration 20F (311.683590 sec): 3 clusters Score: Raw -95291.773848 + Penalty 1587.069309 = -93704.704538 nChanged 12 SP:Iteration 21Q (311.762393 sec): 3 clusters Score: Raw -95297.641996 + Penalty 1587.069309 = -93710.572687 nChanged 10 SP:Iteration 22Q (311.852587 sec): 3 clusters Score: Raw -95302.009294 + Penalty 1587.069309 = -93714.939985 nChanged 10 SP:Iteration 23Q (311.944744 sec): 3 clusters Score: Raw -95305.978972 + Penalty 1587.069309 = -93718.909663 nChanged 7 SP:Iteration 24Q (312.009623 sec): 3 clusters Score: Raw -95310.400081 + Penalty 1587.069309 = -93723.330771 nChanged 8 SP:Iteration 25Q (312.111161 sec): 3 clusters Score: Raw -95315.972536 + Penalty 1587.069309 = -93728.903226 nChanged 11 SP:Iteration 26Q (312.175287 sec): 3 clusters Score: Raw -95324.554806 + Penalty 1587.069309 = -93737.485497 nChanged 12 SP:Iteration 27Q (312.248239 sec): 3 clusters Score: Raw -95329.621285 + Penalty 1587.069309 = -93742.551976 nChanged 8 SP:Iteration 28Q (312.347009 sec): 3 clusters Score: Raw -95333.059139 + Penalty 1587.069309 = -93745.989829 nChanged 7 SP:Iteration 29Q (312.434054 sec): 3 clusters Score: Raw -95335.305582 + Penalty 1587.069309 = -93748.236272 nChanged 4 SP:Iteration 30Q (312.519907 sec): 3 clusters Score: Raw -95337.630501 + Penalty 1587.069309 = -93750.561192 nChanged 5 SP:Iteration 31Q (312.602352 sec): 3 clusters Score: Raw -95340.069520 + Penalty 1587.069309 = -93753.000210 nChanged 6 SP:Iteration 32Q (312.693214 sec): 3 clusters Score: Raw -95343.456427 + Penalty 1587.069309 = -93756.387118 nChanged 6 SP:Iteration 33Q (312.782305 sec): 3 clusters Score: Raw -95345.228443 + Penalty 1587.069309 = -93758.159133 nChanged 2 SP:Iteration 34Q (312.855906 sec): 3 clusters Score: Raw -95345.709740 + Penalty 1587.069309 = -93758.640431 nChanged 2 SP:Iteration 35Q (312.942999 sec): 3 clusters Score: Raw -95346.266328 + Penalty 1587.069309 = -93759.197019 nChanged 2 SP:Iteration 36Q (313.038127 sec): 3 clusters Score: Raw -95346.758936 + Penalty 1587.069309 = -93759.689627 nChanged 1 SP:Iteration 37Q (313.130492 sec): 3 clusters Score: Raw -95347.102531 + Penalty 1587.069309 = -93760.033221 nChanged 3 SP:Iteration 38Q (313.216660 sec): 3 clusters Score: Raw -95348.248752 + Penalty 1587.069309 = -93761.179443 nChanged 4 SP:Iteration 39Q (313.305598 sec): 3 clusters Score: Raw -95349.398784 + Penalty 1587.069309 = -93762.329475 nChanged 2 SP:Iteration 40F (313.386140 sec): 3 clusters Score: Raw -95350.427624 + Penalty 1587.069309 = -93763.358314 nChanged 4 SP:Iteration 41Q (313.475244 sec): 3 clusters Score: Raw -95352.912867 + Penalty 1587.069309 = -93765.843558 nChanged 4 SP:Iteration 42Q (313.556526 sec): 3 clusters Score: Raw -95354.483249 + Penalty 1587.069309 = -93767.413940 nChanged 4 SP:Iteration 43Q (313.628691 sec): 3 clusters Score: Raw -95356.828171 + Penalty 1587.069309 = -93769.758862 nChanged 7 SP:Iteration 44Q (313.706717 sec): 3 clusters Score: Raw -95360.962741 + Penalty 1587.069309 = -93773.893431 nChanged 4 SP:Iteration 45Q (313.805998 sec): 3 clusters Score: Raw -95363.189649 + Penalty 1587.069309 = -93776.120339 nChanged 2 SP:Iteration 46Q (313.889526 sec): 3 clusters Score: Raw -95364.022010 + Penalty 1587.069309 = -93776.952700 nChanged 3 SP:Iteration 47Q (313.979524 sec): 3 clusters Score: Raw -95364.756546 + Penalty 1587.069309 = -93777.687236 nChanged 2 SP:Iteration 48Q (314.074861 sec): 3 clusters Score: Raw -95365.691941 + Penalty 1587.069309 = -93778.622631 nChanged 3 SP:Iteration 49Q (314.164122 sec): 3 clusters Score: Raw -95367.180359 + Penalty 1587.069309 = -93780.111049 nChanged 2 SP:Iteration 50Q (314.255888 sec): 3 clusters Score: Raw -95367.478957 + Penalty 1587.069309 = -93780.409648 nChanged 1 SP:Iteration 51Q (314.342116 sec): 3 clusters Score: Raw -95367.604589 + Penalty 1587.069309 = -93780.535280 nChanged 1 SP:Iteration 52Q (314.418687 sec): 3 clusters Score: Raw -95367.809129 + Penalty 1587.069309 = -93780.739820 nChanged 0 SP:Iteration 53F (314.492415 sec): 3 clusters Score: Raw -95367.809129 + Penalty 1587.069309 = -93780.739820 nChanged 0 Trying to split cluster 8 (18770 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (314.601256 sec): 2 clusters Score: Raw -1117808.092044 + Penalty 1033.201589 = -1116774.890455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (314.703442 sec): 3 clusters Score: Raw -1106237.366651 + Penalty 2066.403177 = -1104170.963474 nChanged 8594 SP:Iteration 1F (314.816429 sec): 3 clusters Score: Raw -1111282.328280 + Penalty 2066.403177 = -1109215.925102 nChanged 1239 SP:Iteration 2F (314.922822 sec): 3 clusters Score: Raw -1111963.443820 + Penalty 2066.403177 = -1109897.040643 nChanged 1334 SP:Iteration 3F (315.047908 sec): 3 clusters Score: Raw -1112812.805657 + Penalty 2066.403177 = -1110746.402480 nChanged 1337 SP:Iteration 4F (315.139125 sec): 3 clusters Score: Raw -1113677.632582 + Penalty 2066.403177 = -1111611.229405 nChanged 1194 SP:Iteration 5F (315.267168 sec): 3 clusters Score: Raw -1114449.426654 + Penalty 2066.403177 = -1112383.023477 nChanged 999 SP:Iteration 6F (315.370616 sec): 3 clusters Score: Raw -1115179.529153 + Penalty 2066.403177 = -1113113.125976 nChanged 804 SP:Iteration 7Q (315.472785 sec): 3 clusters Score: Raw -1115827.697071 + Penalty 2066.403177 = -1113761.293893 nChanged 630 SP:Iteration 8Q (315.586171 sec): 3 clusters Score: Raw -1116376.496748 + Penalty 2066.403177 = -1114310.093571 nChanged 502 SP:Iteration 9Q (315.691353 sec): 3 clusters Score: Raw -1116867.169271 + Penalty 2066.403177 = -1114800.766094 nChanged 429 SP:Iteration 10Q (315.796274 sec): 3 clusters Score: Raw -1117403.681752 + Penalty 2066.403177 = -1115337.278575 nChanged 386 SP:Iteration 11Q (315.892544 sec): 3 clusters Score: Raw -1118079.213937 + Penalty 2066.403177 = -1116012.810760 nChanged 359 SP:Iteration 12Q (316.002420 sec): 3 clusters Score: Raw -1118602.903084 + Penalty 2066.403177 = -1116536.499907 nChanged 346 SP:Iteration 13Q (316.122906 sec): 3 clusters Score: Raw -1118950.194119 + Penalty 2066.403177 = -1116883.790942 nChanged 303 SP:Iteration 14Q (316.216848 sec): 3 clusters Score: Raw -1119161.474376 + Penalty 2066.403177 = -1117095.071198 nChanged 244 SP:Iteration 15Q (316.321508 sec): 3 clusters Score: Raw -1119300.504380 + Penalty 2066.403177 = -1117234.101202 nChanged 197 SP:Iteration 16Q (316.419417 sec): 3 clusters Score: Raw -1119410.849175 + Penalty 2066.403177 = -1117344.445997 nChanged 168 SP:Iteration 17Q (316.523027 sec): 3 clusters Score: Raw -1119490.566472 + Penalty 2066.403177 = -1117424.163295 nChanged 152 SP:Iteration 18Q (316.626096 sec): 3 clusters Score: Raw -1119552.742514 + Penalty 2066.403177 = -1117486.339337 nChanged 125 SP:Iteration 19Q (316.730787 sec): 3 clusters Score: Raw -1119601.386351 + Penalty 2066.403177 = -1117534.983174 nChanged 131 SP:Iteration 20F (316.849469 sec): 3 clusters Score: Raw -1119660.998397 + Penalty 2066.403177 = -1117594.595219 nChanged 115 SP:Iteration 21Q (316.961688 sec): 3 clusters Score: Raw -1119708.170064 + Penalty 2066.403177 = -1117641.766887 nChanged 116 SP:Iteration 22Q (317.056090 sec): 3 clusters Score: Raw -1119755.778769 + Penalty 2066.403177 = -1117689.375592 nChanged 96 SP:Iteration 23Q (317.147237 sec): 3 clusters Score: Raw -1119787.392163 + Penalty 2066.403177 = -1117720.988986 nChanged 80 SP:Iteration 24Q (317.274743 sec): 3 clusters Score: Raw -1119808.547596 + Penalty 2066.403177 = -1117742.144419 nChanged 67 SP:Iteration 25Q (317.382176 sec): 3 clusters Score: Raw -1119824.593126 + Penalty 2066.403177 = -1117758.189949 nChanged 56 SP:Iteration 26Q (317.500981 sec): 3 clusters Score: Raw -1119835.053080 + Penalty 2066.403177 = -1117768.649903 nChanged 53 SP:Iteration 27Q (317.599106 sec): 3 clusters Score: Raw -1119844.792975 + Penalty 2066.403177 = -1117778.389798 nChanged 40 SP:Iteration 28Q (317.710649 sec): 3 clusters Score: Raw -1119850.880604 + Penalty 2066.403177 = -1117784.477427 nChanged 32 SP:Iteration 29Q (317.824161 sec): 3 clusters Score: Raw -1119855.733935 + Penalty 2066.403177 = -1117789.330758 nChanged 20 SP:Iteration 30Q (317.921473 sec): 3 clusters Score: Raw -1119857.977759 + Penalty 2066.403177 = -1117791.574581 nChanged 12 SP:Iteration 31Q (318.040955 sec): 3 clusters Score: Raw -1119859.143407 + Penalty 2066.403177 = -1117792.740229 nChanged 12 SP:Iteration 32Q (318.149084 sec): 3 clusters Score: Raw -1119860.749033 + Penalty 2066.403177 = -1117794.345856 nChanged 14 SP:Iteration 33Q (318.240227 sec): 3 clusters Score: Raw -1119861.986061 + Penalty 2066.403177 = -1117795.582884 nChanged 12 SP:Iteration 34Q (318.348107 sec): 3 clusters Score: Raw -1119863.389512 + Penalty 2066.403177 = -1117796.986335 nChanged 12 SP:Iteration 35Q (318.471784 sec): 3 clusters Score: Raw -1119864.571672 + Penalty 2066.403177 = -1117798.168495 nChanged 7 SP:Iteration 36Q (318.563171 sec): 3 clusters Score: Raw -1119865.306547 + Penalty 2066.403177 = -1117798.903370 nChanged 9 SP:Iteration 37Q (318.658763 sec): 3 clusters Score: Raw -1119866.047078 + Penalty 2066.403177 = -1117799.643901 nChanged 4 SP:Iteration 38Q (318.766792 sec): 3 clusters Score: Raw -1119866.322474 + Penalty 2066.403177 = -1117799.919297 nChanged 5 SP:Iteration 39Q (318.879937 sec): 3 clusters Score: Raw -1119866.659001 + Penalty 2066.403177 = -1117800.255824 nChanged 1 SP:Iteration 40F (318.990408 sec): 3 clusters Score: Raw -1119866.701899 + Penalty 2066.403177 = -1117800.298721 nChanged 2 SP:Iteration 41Q (319.083913 sec): 3 clusters Score: Raw -1119866.810200 + Penalty 2066.403177 = -1117800.407023 nChanged 1 SP:Iteration 42Q (319.186115 sec): 3 clusters Score: Raw -1119866.868393 + Penalty 2066.403177 = -1117800.465216 nChanged 2 SP:Iteration 43Q (319.287182 sec): 3 clusters Score: Raw -1119866.971472 + Penalty 2066.403177 = -1117800.568294 nChanged 4 SP:Iteration 44Q (319.399290 sec): 3 clusters Score: Raw -1119867.217307 + Penalty 2066.403177 = -1117800.814130 nChanged 2 SP:Iteration 45Q (319.495185 sec): 3 clusters Score: Raw -1119867.271593 + Penalty 2066.403177 = -1117800.868415 nChanged 0 SP:Iteration 46F (319.622489 sec): 3 clusters Score: Raw -1119867.271593 + Penalty 2066.403177 = -1117800.868415 nChanged 0 Score: Raw -4226780.685708 + Penalty 23654.378232 = -4203126.307476 Splitting cluster 8 changes total score from -4202246.456863 to -4203126.307476 So it's getting split into cluster 20. Trying to split cluster 9 (2881 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (321.369850 sec): 2 clusters Score: Raw -165483.015740 + Penalty 836.418737 = -164646.597002 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (321.456975 sec): 3 clusters Score: Raw -164049.021523 + Penalty 1672.837474 = -162376.184048 nChanged 1152 SP:Iteration 1F (321.542126 sec): 3 clusters Score: Raw -164732.005849 + Penalty 1672.837474 = -163059.168375 nChanged 254 SP:Iteration 2F (321.631382 sec): 3 clusters Score: Raw -164964.354162 + Penalty 1672.837474 = -163291.516688 nChanged 257 SP:Iteration 3F (321.725035 sec): 3 clusters Score: Raw -165232.269820 + Penalty 1672.837474 = -163559.432346 nChanged 210 SP:Iteration 4F (321.829176 sec): 3 clusters Score: Raw -165433.461205 + Penalty 1672.837474 = -163760.623731 nChanged 166 SP:Iteration 5F (321.913509 sec): 3 clusters Score: Raw -165600.026415 + Penalty 1672.837474 = -163927.188940 nChanged 135 SP:Iteration 6Q (321.989532 sec): 3 clusters Score: Raw -165706.884566 + Penalty 1672.837474 = -164034.047092 nChanged 78 SP:Iteration 7Q (322.092100 sec): 3 clusters Score: Raw -165763.899800 + Penalty 1672.837474 = -164091.062325 nChanged 71 SP:Iteration 8Q (322.183070 sec): 3 clusters Score: Raw -165805.728444 + Penalty 1672.837474 = -164132.890970 nChanged 49 SP:Iteration 9Q (322.270580 sec): 3 clusters Score: Raw -165831.917830 + Penalty 1672.837474 = -164159.080355 nChanged 32 SP:Iteration 10Q (322.358041 sec): 3 clusters Score: Raw -165851.769666 + Penalty 1672.837474 = -164178.932192 nChanged 26 SP:Iteration 11Q (322.449443 sec): 3 clusters Score: Raw -165867.246990 + Penalty 1672.837474 = -164194.409515 nChanged 19 SP:Iteration 12Q (322.543969 sec): 3 clusters Score: Raw -165883.182807 + Penalty 1672.837474 = -164210.345332 nChanged 27 SP:Iteration 13Q (322.614441 sec): 3 clusters Score: Raw -165904.580436 + Penalty 1672.837474 = -164231.742962 nChanged 27 SP:Iteration 14Q (322.702097 sec): 3 clusters Score: Raw -165921.273073 + Penalty 1672.837474 = -164248.435599 nChanged 16 SP:Iteration 15Q (322.780254 sec): 3 clusters Score: Raw -165931.828701 + Penalty 1672.837474 = -164258.991226 nChanged 15 SP:Iteration 16Q (322.879910 sec): 3 clusters Score: Raw -165942.173789 + Penalty 1672.837474 = -164269.336315 nChanged 13 SP:Iteration 17Q (322.970044 sec): 3 clusters Score: Raw -165950.161211 + Penalty 1672.837474 = -164277.323736 nChanged 11 SP:Iteration 18Q (323.046490 sec): 3 clusters Score: Raw -165956.746941 + Penalty 1672.837474 = -164283.909467 nChanged 10 SP:Iteration 19Q (323.130617 sec): 3 clusters Score: Raw -165962.605856 + Penalty 1672.837474 = -164289.768382 nChanged 12 SP:Iteration 20F (323.233583 sec): 3 clusters Score: Raw -165969.573252 + Penalty 1672.837474 = -164296.735778 nChanged 9 SP:Iteration 21Q (323.308070 sec): 3 clusters Score: Raw -165973.983404 + Penalty 1672.837474 = -164301.145930 nChanged 11 SP:Iteration 22Q (323.393231 sec): 3 clusters Score: Raw -165979.445896 + Penalty 1672.837474 = -164306.608422 nChanged 10 SP:Iteration 23Q (323.478674 sec): 3 clusters Score: Raw -165985.849921 + Penalty 1672.837474 = -164313.012447 nChanged 12 SP:Iteration 24Q (323.566796 sec): 3 clusters Score: Raw -165995.274530 + Penalty 1672.837474 = -164322.437056 nChanged 6 SP:Iteration 25Q (323.671254 sec): 3 clusters Score: Raw -165997.486779 + Penalty 1672.837474 = -164324.649305 nChanged 3 SP:Iteration 26Q (323.748619 sec): 3 clusters Score: Raw -165999.205498 + Penalty 1672.837474 = -164326.368023 nChanged 3 SP:Iteration 27Q (323.836009 sec): 3 clusters Score: Raw -165999.952248 + Penalty 1672.837474 = -164327.114774 nChanged 0 SP:Iteration 28F (323.913074 sec): 3 clusters Score: Raw -165999.952248 + Penalty 1672.837474 = -164327.114774 nChanged 0 Trying to split cluster 10 (1889 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (323.974514 sec): 2 clusters Score: Raw -106219.834678 + Penalty 792.099301 = -105427.735377 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (324.053703 sec): 3 clusters Score: Raw -105361.168196 + Penalty 1584.198602 = -103776.969594 nChanged 725 SP:Iteration 1F (324.131239 sec): 3 clusters Score: Raw -105815.472709 + Penalty 1584.198602 = -104231.274107 nChanged 158 SP:Iteration 2F (324.203422 sec): 3 clusters Score: Raw -105935.970647 + Penalty 1584.198602 = -104351.772045 nChanged 114 SP:Iteration 3F (324.291479 sec): 3 clusters Score: Raw -106036.418292 + Penalty 1584.198602 = -104452.219690 nChanged 88 SP:Iteration 4Q (324.386467 sec): 3 clusters Score: Raw -106124.206880 + Penalty 1584.198602 = -104540.008278 nChanged 97 SP:Iteration 5F (324.483608 sec): 3 clusters Score: Raw -106217.203728 + Penalty 1584.198602 = -104633.005125 nChanged 80 SP:Iteration 6Q (324.561792 sec): 3 clusters Score: Raw -106283.700055 + Penalty 1584.198602 = -104699.501453 nChanged 71 SP:Iteration 7Q (324.655834 sec): 3 clusters Score: Raw -106329.208234 + Penalty 1584.198602 = -104745.009632 nChanged 53 SP:Iteration 8Q (324.725191 sec): 3 clusters Score: Raw -106371.379821 + Penalty 1584.198602 = -104787.181219 nChanged 34 SP:Iteration 9Q (324.824311 sec): 3 clusters Score: Raw -106397.007171 + Penalty 1584.198602 = -104812.808569 nChanged 32 SP:Iteration 10Q (324.898948 sec): 3 clusters Score: Raw -106421.276208 + Penalty 1584.198602 = -104837.077606 nChanged 20 SP:Iteration 11Q (324.981075 sec): 3 clusters Score: Raw -106434.193105 + Penalty 1584.198602 = -104849.994503 nChanged 21 SP:Iteration 12Q (325.070824 sec): 3 clusters Score: Raw -106444.756100 + Penalty 1584.198602 = -104860.557498 nChanged 17 SP:Iteration 13Q (325.150143 sec): 3 clusters Score: Raw -106454.190728 + Penalty 1584.198602 = -104869.992126 nChanged 15 SP:Iteration 14Q (325.230438 sec): 3 clusters Score: Raw -106460.075197 + Penalty 1584.198602 = -104875.876595 nChanged 11 SP:Iteration 15Q (325.333495 sec): 3 clusters Score: Raw -106464.255630 + Penalty 1584.198602 = -104880.057027 nChanged 5 SP:Iteration 16Q (325.412827 sec): 3 clusters Score: Raw -106466.419068 + Penalty 1584.198602 = -104882.220466 nChanged 5 SP:Iteration 17Q (325.510949 sec): 3 clusters Score: Raw -106468.201925 + Penalty 1584.198602 = -104884.003323 nChanged 7 SP:Iteration 18Q (325.599453 sec): 3 clusters Score: Raw -106470.727572 + Penalty 1584.198602 = -104886.528970 nChanged 5 SP:Iteration 19Q (325.666764 sec): 3 clusters Score: Raw -106472.038161 + Penalty 1584.198602 = -104887.839559 nChanged 6 SP:Iteration 20F (325.743211 sec): 3 clusters Score: Raw -106474.562207 + Penalty 1584.198602 = -104890.363605 nChanged 4 SP:Iteration 21Q (325.827286 sec): 3 clusters Score: Raw -106476.834306 + Penalty 1584.198602 = -104892.635703 nChanged 7 SP:Iteration 22Q (325.918522 sec): 3 clusters Score: Raw -106480.428581 + Penalty 1584.198602 = -104896.229979 nChanged 10 SP:Iteration 23Q (326.014109 sec): 3 clusters Score: Raw -106485.026175 + Penalty 1584.198602 = -104900.827573 nChanged 10 SP:Iteration 24Q (326.096941 sec): 3 clusters Score: Raw -106489.531518 + Penalty 1584.198602 = -104905.332916 nChanged 7 SP:Iteration 25Q (326.183169 sec): 3 clusters Score: Raw -106493.724395 + Penalty 1584.198602 = -104909.525792 nChanged 6 SP:Iteration 26Q (326.286331 sec): 3 clusters Score: Raw -106499.313447 + Penalty 1584.198602 = -104915.114845 nChanged 6 SP:Iteration 27Q (326.371839 sec): 3 clusters Score: Raw -106503.130325 + Penalty 1584.198602 = -104918.931723 nChanged 3 SP:Iteration 28Q (326.453552 sec): 3 clusters Score: Raw -106504.027368 + Penalty 1584.198602 = -104919.828766 nChanged 4 SP:Iteration 29Q (326.534615 sec): 3 clusters Score: Raw -106505.200759 + Penalty 1584.198602 = -104921.002157 nChanged 4 SP:Iteration 30Q (326.642093 sec): 3 clusters Score: Raw -106506.809015 + Penalty 1584.198602 = -104922.610413 nChanged 4 SP:Iteration 31Q (326.707812 sec): 3 clusters Score: Raw -106508.173624 + Penalty 1584.198602 = -104923.975022 nChanged 4 SP:Iteration 32Q (326.810580 sec): 3 clusters Score: Raw -106509.552839 + Penalty 1584.198602 = -104925.354237 nChanged 3 SP:Iteration 33Q (326.889130 sec): 3 clusters Score: Raw -106512.011705 + Penalty 1584.198602 = -104927.813103 nChanged 6 SP:Iteration 34Q (326.979051 sec): 3 clusters Score: Raw -106515.299785 + Penalty 1584.198602 = -104931.101183 nChanged 4 SP:Iteration 35Q (327.057610 sec): 3 clusters Score: Raw -106517.018254 + Penalty 1584.198602 = -104932.819652 nChanged 3 SP:Iteration 36Q (327.131841 sec): 3 clusters Score: Raw -106518.982688 + Penalty 1584.198602 = -104934.784085 nChanged 3 SP:Iteration 37Q (327.216632 sec): 3 clusters Score: Raw -106520.307806 + Penalty 1584.198602 = -104936.109203 nChanged 2 SP:Iteration 38Q (327.315665 sec): 3 clusters Score: Raw -106522.766329 + Penalty 1584.198602 = -104938.567726 nChanged 2 SP:Iteration 39Q (327.406844 sec): 3 clusters Score: Raw -106524.720928 + Penalty 1584.198602 = -104940.522326 nChanged 2 SP:Iteration 40F (327.472410 sec): 3 clusters Score: Raw -106525.590652 + Penalty 1584.198602 = -104941.392049 nChanged 0 Trying to split cluster 11 (766 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (327.512396 sec): 2 clusters Score: Raw -32041.645740 + Penalty 697.324128 = -31344.321612 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (327.606389 sec): 3 clusters Score: Raw -31794.242793 + Penalty 1394.648256 = -30399.594537 nChanged 252 SP:Iteration 1F (327.701708 sec): 3 clusters Score: Raw -32074.980107 + Penalty 1394.648256 = -30680.331852 nChanged 80 SP:Iteration 2F (327.790945 sec): 3 clusters Score: Raw -32186.198899 + Penalty 1394.648256 = -30791.550643 nChanged 50 SP:Iteration 3F (327.866860 sec): 3 clusters Score: Raw -32247.924900 + Penalty 1394.648256 = -30853.276645 nChanged 23 SP:Iteration 4Q (327.938704 sec): 3 clusters Score: Raw -32284.856341 + Penalty 1394.648256 = -30890.208085 nChanged 22 SP:Iteration 5Q (328.033279 sec): 3 clusters Score: Raw -32332.030178 + Penalty 1394.648256 = -30937.381923 nChanged 19 SP:Iteration 6Q (328.120353 sec): 3 clusters Score: Raw -32347.912805 + Penalty 1394.648256 = -30953.264550 nChanged 18 SP:Iteration 7Q (328.196753 sec): 3 clusters Score: Raw -32361.560961 + Penalty 1394.648256 = -30966.912705 nChanged 13 SP:Iteration 8Q (328.283839 sec): 3 clusters Score: Raw -32369.746169 + Penalty 1394.648256 = -30975.097913 nChanged 9 SP:Iteration 9Q (328.359606 sec): 3 clusters Score: Raw -32374.035764 + Penalty 1394.648256 = -30979.387508 nChanged 8 SP:Iteration 10Q (328.432184 sec): 3 clusters Score: Raw -32377.682694 + Penalty 1394.648256 = -30983.034438 nChanged 9 SP:Iteration 11Q (328.537368 sec): 3 clusters Score: Raw -32386.515231 + Penalty 1394.648256 = -30991.866976 nChanged 5 SP:Iteration 12Q (328.614587 sec): 3 clusters Score: Raw -32394.690258 + Penalty 1394.648256 = -31000.042002 nChanged 7 SP:Iteration 13Q (328.688372 sec): 3 clusters Score: Raw -32403.032728 + Penalty 1394.648256 = -31008.384472 nChanged 7 SP:Iteration 14Q (328.792837 sec): 3 clusters Score: Raw -32409.230354 + Penalty 1394.648256 = -31014.582098 nChanged 7 SP:Iteration 15Q (328.881262 sec): 3 clusters Score: Raw -32414.244073 + Penalty 1394.648256 = -31019.595817 nChanged 5 SP:Iteration 16Q (328.962651 sec): 3 clusters Score: Raw -32417.496387 + Penalty 1394.648256 = -31022.848131 nChanged 5 SP:Iteration 17Q (329.048065 sec): 3 clusters Score: Raw -32421.826738 + Penalty 1394.648256 = -31027.178482 nChanged 4 SP:Iteration 18Q (329.126681 sec): 3 clusters Score: Raw -32427.247441 + Penalty 1394.648256 = -31032.599185 nChanged 5 SP:Iteration 19Q (329.208384 sec): 3 clusters Score: Raw -32434.601145 + Penalty 1394.648256 = -31039.952890 nChanged 6 SP:Iteration 20F (329.280638 sec): 3 clusters Score: Raw -32439.603706 + Penalty 1394.648256 = -31044.955450 nChanged 0 Trying to split cluster 12 (3204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (329.341866 sec): 2 clusters Score: Raw -188838.052599 + Penalty 847.576307 = -187990.476291 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (329.412021 sec): 3 clusters Score: Raw -187197.871743 + Penalty 1695.152615 = -185502.719128 nChanged 1265 SP:Iteration 1F (329.510141 sec): 3 clusters Score: Raw -187947.201020 + Penalty 1695.152615 = -186252.048406 nChanged 236 SP:Iteration 2F (329.593676 sec): 3 clusters Score: Raw -188092.245097 + Penalty 1695.152615 = -186397.092482 nChanged 176 SP:Iteration 3F (329.684136 sec): 3 clusters Score: Raw -188200.342766 + Penalty 1695.152615 = -186505.190151 nChanged 147 SP:Iteration 4Q (329.752400 sec): 3 clusters Score: Raw -188281.078373 + Penalty 1695.152615 = -186585.925758 nChanged 116 SP:Iteration 5Q (329.838129 sec): 3 clusters Score: Raw -188347.567218 + Penalty 1695.152615 = -186652.414603 nChanged 131 SP:Iteration 6Q (329.921500 sec): 3 clusters Score: Raw -188430.557535 + Penalty 1695.152615 = -186735.404921 nChanged 115 SP:Iteration 7Q (330.002540 sec): 3 clusters Score: Raw -188504.779898 + Penalty 1695.152615 = -186809.627283 nChanged 89 SP:Iteration 8Q (330.110529 sec): 3 clusters Score: Raw -188559.200982 + Penalty 1695.152615 = -186864.048367 nChanged 89 SP:Iteration 9Q (330.196389 sec): 3 clusters Score: Raw -188607.558338 + Penalty 1695.152615 = -186912.405723 nChanged 68 SP:Iteration 10Q (330.283937 sec): 3 clusters Score: Raw -188640.715163 + Penalty 1695.152615 = -186945.562548 nChanged 52 SP:Iteration 11Q (330.357074 sec): 3 clusters Score: Raw -188660.046874 + Penalty 1695.152615 = -186964.894259 nChanged 37 SP:Iteration 12Q (330.451338 sec): 3 clusters Score: Raw -188673.915008 + Penalty 1695.152615 = -186978.762393 nChanged 30 SP:Iteration 13Q (330.528852 sec): 3 clusters Score: Raw -188685.214264 + Penalty 1695.152615 = -186990.061649 nChanged 26 SP:Iteration 14Q (330.631118 sec): 3 clusters Score: Raw -188693.706808 + Penalty 1695.152615 = -186998.554193 nChanged 24 SP:Iteration 15Q (330.723355 sec): 3 clusters Score: Raw -188701.790421 + Penalty 1695.152615 = -187006.637807 nChanged 22 SP:Iteration 16Q (330.801425 sec): 3 clusters Score: Raw -188708.949496 + Penalty 1695.152615 = -187013.796882 nChanged 14 SP:Iteration 17Q (330.886957 sec): 3 clusters Score: Raw -188713.075543 + Penalty 1695.152615 = -187017.922929 nChanged 10 SP:Iteration 18Q (330.978262 sec): 3 clusters Score: Raw -188715.667158 + Penalty 1695.152615 = -187020.514543 nChanged 5 SP:Iteration 19Q (331.068037 sec): 3 clusters Score: Raw -188717.838930 + Penalty 1695.152615 = -187022.686315 nChanged 7 SP:Iteration 20F (331.152551 sec): 3 clusters Score: Raw -188719.735103 + Penalty 1695.152615 = -187024.582488 nChanged 11 SP:Iteration 21Q (331.242999 sec): 3 clusters Score: Raw -188723.618894 + Penalty 1695.152615 = -187028.466279 nChanged 17 SP:Iteration 22Q (331.330470 sec): 3 clusters Score: Raw -188729.159568 + Penalty 1695.152615 = -187034.006954 nChanged 12 SP:Iteration 23Q (331.419203 sec): 3 clusters Score: Raw -188732.044893 + Penalty 1695.152615 = -187036.892278 nChanged 6 SP:Iteration 24Q (331.516049 sec): 3 clusters Score: Raw -188733.854723 + Penalty 1695.152615 = -187038.702108 nChanged 11 SP:Iteration 25Q (331.603685 sec): 3 clusters Score: Raw -188736.144338 + Penalty 1695.152615 = -187040.991723 nChanged 9 SP:Iteration 26Q (331.701280 sec): 3 clusters Score: Raw -188738.541789 + Penalty 1695.152615 = -187043.389174 nChanged 9 SP:Iteration 27Q (331.789760 sec): 3 clusters Score: Raw -188740.316032 + Penalty 1695.152615 = -187045.163418 nChanged 6 SP:Iteration 28Q (331.850033 sec): 3 clusters Score: Raw -188741.211472 + Penalty 1695.152615 = -187046.058858 nChanged 5 SP:Iteration 29Q (331.934932 sec): 3 clusters Score: Raw -188742.435009 + Penalty 1695.152615 = -187047.282394 nChanged 7 SP:Iteration 30Q (332.025565 sec): 3 clusters Score: Raw -188745.100032 + Penalty 1695.152615 = -187049.947418 nChanged 7 SP:Iteration 31Q (332.111419 sec): 3 clusters Score: Raw -188747.999597 + Penalty 1695.152615 = -187052.846983 nChanged 10 SP:Iteration 32Q (332.184123 sec): 3 clusters Score: Raw -188749.975696 + Penalty 1695.152615 = -187054.823081 nChanged 8 SP:Iteration 33Q (332.274612 sec): 3 clusters Score: Raw -188751.866121 + Penalty 1695.152615 = -187056.713506 nChanged 10 SP:Iteration 34Q (332.352616 sec): 3 clusters Score: Raw -188754.168876 + Penalty 1695.152615 = -187059.016262 nChanged 9 SP:Iteration 35Q (332.438510 sec): 3 clusters Score: Raw -188756.769336 + Penalty 1695.152615 = -187061.616721 nChanged 10 SP:Iteration 36Q (332.527720 sec): 3 clusters Score: Raw -188758.682753 + Penalty 1695.152615 = -187063.530138 nChanged 5 SP:Iteration 37Q (332.627839 sec): 3 clusters Score: Raw -188759.780330 + Penalty 1695.152615 = -187064.627716 nChanged 7 SP:Iteration 38Q (332.719243 sec): 3 clusters Score: Raw -188761.175362 + Penalty 1695.152615 = -187066.022747 nChanged 7 SP:Iteration 39Q (332.803214 sec): 3 clusters Score: Raw -188762.917785 + Penalty 1695.152615 = -187067.765170 nChanged 6 SP:Iteration 40F (332.890735 sec): 3 clusters Score: Raw -188764.747418 + Penalty 1695.152615 = -187069.594803 nChanged 7 SP:Iteration 41Q (332.979012 sec): 3 clusters Score: Raw -188766.594144 + Penalty 1695.152615 = -187071.441529 nChanged 6 SP:Iteration 42Q (333.046528 sec): 3 clusters Score: Raw -188767.740345 + Penalty 1695.152615 = -187072.587730 nChanged 9 SP:Iteration 43Q (333.149842 sec): 3 clusters Score: Raw -188770.013786 + Penalty 1695.152615 = -187074.861171 nChanged 7 SP:Iteration 44Q (333.230482 sec): 3 clusters Score: Raw -188771.392318 + Penalty 1695.152615 = -187076.239703 nChanged 9 SP:Iteration 45Q (333.307394 sec): 3 clusters Score: Raw -188774.105738 + Penalty 1695.152615 = -187078.953123 nChanged 8 SP:Iteration 46Q (333.394756 sec): 3 clusters Score: Raw -188778.167762 + Penalty 1695.152615 = -187083.015147 nChanged 13 SP:Iteration 47Q (333.482007 sec): 3 clusters Score: Raw -188783.662589 + Penalty 1695.152615 = -187088.509974 nChanged 20 SP:Iteration 48Q (333.566298 sec): 3 clusters Score: Raw -188790.311498 + Penalty 1695.152615 = -187095.158883 nChanged 18 SP:Iteration 49Q (333.639862 sec): 3 clusters Score: Raw -188794.802325 + Penalty 1695.152615 = -187099.649710 nChanged 14 SP:Iteration 50Q (333.721242 sec): 3 clusters Score: Raw -188799.879256 + Penalty 1695.152615 = -187104.726641 nChanged 18 SP:Iteration 51Q (333.804966 sec): 3 clusters Score: Raw -188805.588429 + Penalty 1695.152615 = -187110.435815 nChanged 11 SP:Iteration 52Q (333.893536 sec): 3 clusters Score: Raw -188809.934304 + Penalty 1695.152615 = -187114.781690 nChanged 8 SP:Iteration 53Q (333.986595 sec): 3 clusters Score: Raw -188811.915531 + Penalty 1695.152615 = -187116.762916 nChanged 13 SP:Iteration 54Q (334.063343 sec): 3 clusters Score: Raw -188816.224410 + Penalty 1695.152615 = -187121.071796 nChanged 8 SP:Iteration 55Q (334.150559 sec): 3 clusters Score: Raw -188817.764050 + Penalty 1695.152615 = -187122.611435 nChanged 9 SP:Iteration 56Q (334.245260 sec): 3 clusters Score: Raw -188820.453209 + Penalty 1695.152615 = -187125.300594 nChanged 9 SP:Iteration 57Q (334.333866 sec): 3 clusters Score: Raw -188823.431891 + Penalty 1695.152615 = -187128.279276 nChanged 11 SP:Iteration 58Q (334.405582 sec): 3 clusters Score: Raw -188826.001742 + Penalty 1695.152615 = -187130.849127 nChanged 8 SP:Iteration 59Q (334.498023 sec): 3 clusters Score: Raw -188828.733261 + Penalty 1695.152615 = -187133.580646 nChanged 10 SP:Iteration 60F (334.603208 sec): 3 clusters Score: Raw -188832.014517 + Penalty 1695.152615 = -187136.861903 nChanged 6 SP:Iteration 61Q (334.686544 sec): 3 clusters Score: Raw -188833.192987 + Penalty 1695.152615 = -187138.040373 nChanged 8 SP:Iteration 62Q (334.771825 sec): 3 clusters Score: Raw -188835.172244 + Penalty 1695.152615 = -187140.019629 nChanged 6 SP:Iteration 63Q (334.877014 sec): 3 clusters Score: Raw -188837.692323 + Penalty 1695.152615 = -187142.539709 nChanged 5 SP:Iteration 64Q (334.959612 sec): 3 clusters Score: Raw -188840.010749 + Penalty 1695.152615 = -187144.858134 nChanged 6 SP:Iteration 65Q (335.031051 sec): 3 clusters Score: Raw -188841.643382 + Penalty 1695.152615 = -187146.490767 nChanged 8 SP:Iteration 66Q (335.112943 sec): 3 clusters Score: Raw -188843.798840 + Penalty 1695.152615 = -187148.646225 nChanged 10 SP:Iteration 67Q (335.194175 sec): 3 clusters Score: Raw -188846.507830 + Penalty 1695.152615 = -187151.355215 nChanged 5 SP:Iteration 68Q (335.288280 sec): 3 clusters Score: Raw -188847.929954 + Penalty 1695.152615 = -187152.777339 nChanged 1 SP:Iteration 69Q (335.362557 sec): 3 clusters Score: Raw -188848.027995 + Penalty 1695.152615 = -187152.875381 nChanged 0 SP:Iteration 70F (335.435952 sec): 3 clusters Score: Raw -188848.027995 + Penalty 1695.152615 = -187152.875381 nChanged 0 Trying to split cluster 13 (2524 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (335.484718 sec): 2 clusters Score: Raw -129607.329871 + Penalty 822.528023 = -128784.801848 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (335.559650 sec): 3 clusters Score: Raw -128335.617028 + Penalty 1645.056047 = -126690.560981 nChanged 999 SP:Iteration 1F (335.640685 sec): 3 clusters Score: Raw -128956.984884 + Penalty 1645.056047 = -127311.928837 nChanged 229 SP:Iteration 2F (335.744406 sec): 3 clusters Score: Raw -129148.748143 + Penalty 1645.056047 = -127503.692096 nChanged 173 SP:Iteration 3F (335.809413 sec): 3 clusters Score: Raw -129272.506373 + Penalty 1645.056047 = -127627.450326 nChanged 129 SP:Iteration 4F (335.905448 sec): 3 clusters Score: Raw -129359.787955 + Penalty 1645.056047 = -127714.731908 nChanged 113 SP:Iteration 5Q (335.978420 sec): 3 clusters Score: Raw -129432.994126 + Penalty 1645.056047 = -127787.938079 nChanged 93 SP:Iteration 6Q (336.069187 sec): 3 clusters Score: Raw -129491.115799 + Penalty 1645.056047 = -127846.059752 nChanged 64 SP:Iteration 7Q (336.167416 sec): 3 clusters Score: Raw -129535.507874 + Penalty 1645.056047 = -127890.451827 nChanged 81 SP:Iteration 8Q (336.250770 sec): 3 clusters Score: Raw -129601.036136 + Penalty 1645.056047 = -127955.980089 nChanged 73 SP:Iteration 9Q (336.330351 sec): 3 clusters Score: Raw -129655.140781 + Penalty 1645.056047 = -128010.084734 nChanged 63 SP:Iteration 10Q (336.436493 sec): 3 clusters Score: Raw -129697.871113 + Penalty 1645.056047 = -128052.815066 nChanged 51 SP:Iteration 11Q (336.517835 sec): 3 clusters Score: Raw -129728.055531 + Penalty 1645.056047 = -128082.999484 nChanged 44 SP:Iteration 12Q (336.608932 sec): 3 clusters Score: Raw -129755.914418 + Penalty 1645.056047 = -128110.858372 nChanged 37 SP:Iteration 13Q (336.688302 sec): 3 clusters Score: Raw -129774.615944 + Penalty 1645.056047 = -128129.559898 nChanged 20 SP:Iteration 14Q (336.788983 sec): 3 clusters Score: Raw -129783.510284 + Penalty 1645.056047 = -128138.454237 nChanged 14 SP:Iteration 15Q (336.885698 sec): 3 clusters Score: Raw -129790.769293 + Penalty 1645.056047 = -128145.713246 nChanged 14 SP:Iteration 16Q (336.970816 sec): 3 clusters Score: Raw -129798.071988 + Penalty 1645.056047 = -128153.015941 nChanged 21 SP:Iteration 17Q (337.069913 sec): 3 clusters Score: Raw -129810.226463 + Penalty 1645.056047 = -128165.170416 nChanged 20 SP:Iteration 18Q (337.136964 sec): 3 clusters Score: Raw -129819.748704 + Penalty 1645.056047 = -128174.692657 nChanged 12 SP:Iteration 19Q (337.223395 sec): 3 clusters Score: Raw -129825.609358 + Penalty 1645.056047 = -128180.553311 nChanged 11 SP:Iteration 20F (337.323527 sec): 3 clusters Score: Raw -129830.977212 + Penalty 1645.056047 = -128185.921165 nChanged 6 SP:Iteration 21Q (337.397417 sec): 3 clusters Score: Raw -129833.018721 + Penalty 1645.056047 = -128187.962674 nChanged 2 SP:Iteration 22Q (337.488520 sec): 3 clusters Score: Raw -129833.653492 + Penalty 1645.056047 = -128188.597445 nChanged 4 SP:Iteration 23Q (337.572770 sec): 3 clusters Score: Raw -129835.379372 + Penalty 1645.056047 = -128190.323325 nChanged 4 SP:Iteration 24Q (337.665198 sec): 3 clusters Score: Raw -129836.519211 + Penalty 1645.056047 = -128191.463164 nChanged 2 SP:Iteration 25Q (337.745691 sec): 3 clusters Score: Raw -129836.707706 + Penalty 1645.056047 = -128191.651659 nChanged 0 SP:Iteration 26F (337.825129 sec): 3 clusters Score: Raw -129836.707706 + Penalty 1645.056047 = -128191.651659 nChanged 0 Trying to split cluster 14 (2379 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (337.875827 sec): 2 clusters Score: Raw -145561.123433 + Penalty 816.315729 = -144744.807705 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (337.955725 sec): 3 clusters Score: Raw -144404.194039 + Penalty 1632.631457 = -142771.562582 nChanged 894 SP:Iteration 1F (338.048314 sec): 3 clusters Score: Raw -144943.652403 + Penalty 1632.631457 = -143311.020946 nChanged 189 SP:Iteration 2F (338.128654 sec): 3 clusters Score: Raw -145073.151160 + Penalty 1632.631457 = -143440.519703 nChanged 147 SP:Iteration 3F (338.208676 sec): 3 clusters Score: Raw -145182.238660 + Penalty 1632.631457 = -143549.607202 nChanged 121 SP:Iteration 4F (338.272137 sec): 3 clusters Score: Raw -145260.955454 + Penalty 1632.631457 = -143628.323997 nChanged 77 SP:Iteration 5Q (338.375573 sec): 3 clusters Score: Raw -145311.545750 + Penalty 1632.631457 = -143678.914293 nChanged 69 SP:Iteration 6Q (338.462415 sec): 3 clusters Score: Raw -145356.701863 + Penalty 1632.631457 = -143724.070406 nChanged 61 SP:Iteration 7Q (338.544752 sec): 3 clusters Score: Raw -145387.565469 + Penalty 1632.631457 = -143754.934012 nChanged 47 SP:Iteration 8Q (338.634747 sec): 3 clusters Score: Raw -145410.368333 + Penalty 1632.631457 = -143777.736876 nChanged 49 SP:Iteration 9Q (338.699157 sec): 3 clusters Score: Raw -145439.528124 + Penalty 1632.631457 = -143806.896667 nChanged 44 SP:Iteration 10Q (338.796539 sec): 3 clusters Score: Raw -145464.181027 + Penalty 1632.631457 = -143831.549570 nChanged 45 SP:Iteration 11Q (338.885691 sec): 3 clusters Score: Raw -145489.823159 + Penalty 1632.631457 = -143857.191701 nChanged 43 SP:Iteration 12Q (338.966618 sec): 3 clusters Score: Raw -145514.012780 + Penalty 1632.631457 = -143881.381323 nChanged 42 SP:Iteration 13Q (339.054653 sec): 3 clusters Score: Raw -145537.220905 + Penalty 1632.631457 = -143904.589448 nChanged 32 SP:Iteration 14Q (339.147977 sec): 3 clusters Score: Raw -145554.395194 + Penalty 1632.631457 = -143921.763737 nChanged 43 SP:Iteration 15Q (339.229834 sec): 3 clusters Score: Raw -145569.200862 + Penalty 1632.631457 = -143936.569405 nChanged 24 SP:Iteration 16Q (339.320424 sec): 3 clusters Score: Raw -145574.964093 + Penalty 1632.631457 = -143942.332636 nChanged 19 SP:Iteration 17Q (339.420307 sec): 3 clusters Score: Raw -145579.641214 + Penalty 1632.631457 = -143947.009757 nChanged 14 SP:Iteration 18Q (339.513358 sec): 3 clusters Score: Raw -145583.628180 + Penalty 1632.631457 = -143950.996723 nChanged 19 SP:Iteration 19Q (339.582620 sec): 3 clusters Score: Raw -145590.051661 + Penalty 1632.631457 = -143957.420204 nChanged 17 SP:Iteration 20F (339.660164 sec): 3 clusters Score: Raw -145593.735003 + Penalty 1632.631457 = -143961.103546 nChanged 8 SP:Iteration 21Q (339.749026 sec): 3 clusters Score: Raw -145596.792459 + Penalty 1632.631457 = -143964.161002 nChanged 7 SP:Iteration 22Q (339.846204 sec): 3 clusters Score: Raw -145598.550087 + Penalty 1632.631457 = -143965.918630 nChanged 9 SP:Iteration 23Q (339.918552 sec): 3 clusters Score: Raw -145601.092399 + Penalty 1632.631457 = -143968.460942 nChanged 6 SP:Iteration 24Q (340.017717 sec): 3 clusters Score: Raw -145602.802046 + Penalty 1632.631457 = -143970.170589 nChanged 5 SP:Iteration 25Q (340.091158 sec): 3 clusters Score: Raw -145604.109834 + Penalty 1632.631457 = -143971.478376 nChanged 5 SP:Iteration 26Q (340.180901 sec): 3 clusters Score: Raw -145605.929599 + Penalty 1632.631457 = -143973.298142 nChanged 3 SP:Iteration 27Q (340.257307 sec): 3 clusters Score: Raw -145606.699616 + Penalty 1632.631457 = -143974.068159 nChanged 6 SP:Iteration 28Q (340.339955 sec): 3 clusters Score: Raw -145610.223094 + Penalty 1632.631457 = -143977.591637 nChanged 9 SP:Iteration 29Q (340.416905 sec): 3 clusters Score: Raw -145612.698363 + Penalty 1632.631457 = -143980.066906 nChanged 10 SP:Iteration 30Q (340.498274 sec): 3 clusters Score: Raw -145614.406459 + Penalty 1632.631457 = -143981.775001 nChanged 6 SP:Iteration 31Q (340.588753 sec): 3 clusters Score: Raw -145616.726482 + Penalty 1632.631457 = -143984.095025 nChanged 3 SP:Iteration 32Q (340.676490 sec): 3 clusters Score: Raw -145617.527302 + Penalty 1632.631457 = -143984.895845 nChanged 4 SP:Iteration 33Q (340.765342 sec): 3 clusters Score: Raw -145619.126716 + Penalty 1632.631457 = -143986.495258 nChanged 6 SP:Iteration 34Q (340.859858 sec): 3 clusters Score: Raw -145621.236600 + Penalty 1632.631457 = -143988.605143 nChanged 8 SP:Iteration 35Q (340.937205 sec): 3 clusters Score: Raw -145623.710402 + Penalty 1632.631457 = -143991.078945 nChanged 5 SP:Iteration 36Q (341.036138 sec): 3 clusters Score: Raw -145624.398528 + Penalty 1632.631457 = -143991.767071 nChanged 4 SP:Iteration 37Q (341.105714 sec): 3 clusters Score: Raw -145625.024997 + Penalty 1632.631457 = -143992.393540 nChanged 2 SP:Iteration 38Q (341.205448 sec): 3 clusters Score: Raw -145625.569982 + Penalty 1632.631457 = -143992.938525 nChanged 2 SP:Iteration 39Q (341.280836 sec): 3 clusters Score: Raw -145625.859553 + Penalty 1632.631457 = -143993.228096 nChanged 1 SP:Iteration 40F (341.375138 sec): 3 clusters Score: Raw -145625.939026 + Penalty 1632.631457 = -143993.307569 nChanged 1 SP:Iteration 41Q (341.450587 sec): 3 clusters Score: Raw -145626.115555 + Penalty 1632.631457 = -143993.484098 nChanged 3 SP:Iteration 42Q (341.538118 sec): 3 clusters Score: Raw -145626.574838 + Penalty 1632.631457 = -143993.943381 nChanged 2 SP:Iteration 43Q (341.624441 sec): 3 clusters Score: Raw -145626.920847 + Penalty 1632.631457 = -143994.289390 nChanged 3 SP:Iteration 44Q (341.707762 sec): 3 clusters Score: Raw -145627.807209 + Penalty 1632.631457 = -143995.175752 nChanged 2 SP:Iteration 45Q (341.806158 sec): 3 clusters Score: Raw -145628.638735 + Penalty 1632.631457 = -143996.007278 nChanged 2 SP:Iteration 46Q (341.896305 sec): 3 clusters Score: Raw -145628.798723 + Penalty 1632.631457 = -143996.167265 nChanged 1 SP:Iteration 47Q (341.973454 sec): 3 clusters Score: Raw -145629.014514 + Penalty 1632.631457 = -143996.383056 nChanged 0 SP:Iteration 48F (342.071880 sec): 3 clusters Score: Raw -145629.014514 + Penalty 1632.631457 = -143996.383056 nChanged 0 Trying to split cluster 15 (5358 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (342.109115 sec): 2 clusters Score: Raw -311927.175802 + Penalty 901.566335 = -311025.609467 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (342.211735 sec): 3 clusters Score: Raw -308900.430293 + Penalty 1803.132671 = -307097.297622 nChanged 2326 SP:Iteration 1F (342.314007 sec): 3 clusters Score: Raw -310258.852698 + Penalty 1803.132671 = -308455.720028 nChanged 377 SP:Iteration 2F (342.385787 sec): 3 clusters Score: Raw -310488.746620 + Penalty 1803.132671 = -308685.613950 nChanged 350 SP:Iteration 3F (342.473786 sec): 3 clusters Score: Raw -310716.173572 + Penalty 1803.132671 = -308913.040902 nChanged 305 SP:Iteration 4F (342.562773 sec): 3 clusters Score: Raw -310914.489865 + Penalty 1803.132671 = -309111.357194 nChanged 296 SP:Iteration 5F (342.651246 sec): 3 clusters Score: Raw -311100.398313 + Penalty 1803.132671 = -309297.265643 nChanged 254 SP:Iteration 6Q (342.746987 sec): 3 clusters Score: Raw -311279.857056 + Penalty 1803.132671 = -309476.724386 nChanged 253 SP:Iteration 7Q (342.853733 sec): 3 clusters Score: Raw -311469.498903 + Penalty 1803.132671 = -309666.366232 nChanged 231 SP:Iteration 8Q (342.927135 sec): 3 clusters Score: Raw -311657.124372 + Penalty 1803.132671 = -309853.991702 nChanged 204 SP:Iteration 9Q (343.032034 sec): 3 clusters Score: Raw -311799.781704 + Penalty 1803.132671 = -309996.649033 nChanged 146 SP:Iteration 10Q (343.108240 sec): 3 clusters Score: Raw -311889.329066 + Penalty 1803.132671 = -310086.196396 nChanged 109 SP:Iteration 11Q (343.198487 sec): 3 clusters Score: Raw -311947.013123 + Penalty 1803.132671 = -310143.880452 nChanged 103 SP:Iteration 12Q (343.277580 sec): 3 clusters Score: Raw -312005.128899 + Penalty 1803.132671 = -310201.996228 nChanged 85 SP:Iteration 13Q (343.383706 sec): 3 clusters Score: Raw -312050.394314 + Penalty 1803.132671 = -310247.261643 nChanged 62 SP:Iteration 14Q (343.462082 sec): 3 clusters Score: Raw -312082.889813 + Penalty 1803.132671 = -310279.757143 nChanged 54 SP:Iteration 15Q (343.560528 sec): 3 clusters Score: Raw -312102.260259 + Penalty 1803.132671 = -310299.127588 nChanged 44 SP:Iteration 16Q (343.663222 sec): 3 clusters Score: Raw -312116.472589 + Penalty 1803.132671 = -310313.339918 nChanged 31 SP:Iteration 17Q (343.757981 sec): 3 clusters Score: Raw -312129.519222 + Penalty 1803.132671 = -310326.386551 nChanged 32 SP:Iteration 18Q (343.832823 sec): 3 clusters Score: Raw -312141.725065 + Penalty 1803.132671 = -310338.592395 nChanged 25 SP:Iteration 19Q (343.932545 sec): 3 clusters Score: Raw -312151.633818 + Penalty 1803.132671 = -310348.501147 nChanged 27 SP:Iteration 20F (344.041992 sec): 3 clusters Score: Raw -312162.714407 + Penalty 1803.132671 = -310359.581736 nChanged 29 SP:Iteration 21Q (344.142504 sec): 3 clusters Score: Raw -312176.331033 + Penalty 1803.132671 = -310373.198362 nChanged 29 SP:Iteration 22Q (344.222093 sec): 3 clusters Score: Raw -312187.825006 + Penalty 1803.132671 = -310384.692335 nChanged 26 SP:Iteration 23Q (344.314596 sec): 3 clusters Score: Raw -312194.187522 + Penalty 1803.132671 = -310391.054852 nChanged 14 SP:Iteration 24Q (344.403361 sec): 3 clusters Score: Raw -312198.552202 + Penalty 1803.132671 = -310395.419532 nChanged 13 SP:Iteration 25Q (344.489581 sec): 3 clusters Score: Raw -312201.779479 + Penalty 1803.132671 = -310398.646809 nChanged 10 SP:Iteration 26Q (344.569644 sec): 3 clusters Score: Raw -312203.419392 + Penalty 1803.132671 = -310400.286722 nChanged 6 SP:Iteration 27Q (344.653990 sec): 3 clusters Score: Raw -312204.397026 + Penalty 1803.132671 = -310401.264356 nChanged 6 SP:Iteration 28Q (344.742098 sec): 3 clusters Score: Raw -312206.444898 + Penalty 1803.132671 = -310403.312227 nChanged 11 SP:Iteration 29Q (344.829392 sec): 3 clusters Score: Raw -312208.607608 + Penalty 1803.132671 = -310405.474937 nChanged 9 SP:Iteration 30Q (344.925838 sec): 3 clusters Score: Raw -312210.859825 + Penalty 1803.132671 = -310407.727155 nChanged 8 SP:Iteration 31Q (345.029448 sec): 3 clusters Score: Raw -312212.834638 + Penalty 1803.132671 = -310409.701968 nChanged 7 SP:Iteration 32Q (345.105472 sec): 3 clusters Score: Raw -312214.247923 + Penalty 1803.132671 = -310411.115253 nChanged 5 SP:Iteration 33Q (345.203093 sec): 3 clusters Score: Raw -312216.111203 + Penalty 1803.132671 = -310412.978533 nChanged 8 SP:Iteration 34Q (345.310289 sec): 3 clusters Score: Raw -312217.854356 + Penalty 1803.132671 = -310414.721686 nChanged 4 SP:Iteration 35Q (345.398833 sec): 3 clusters Score: Raw -312218.728711 + Penalty 1803.132671 = -310415.596040 nChanged 3 SP:Iteration 36Q (345.480700 sec): 3 clusters Score: Raw -312219.617366 + Penalty 1803.132671 = -310416.484695 nChanged 2 SP:Iteration 37Q (345.563331 sec): 3 clusters Score: Raw -312220.169744 + Penalty 1803.132671 = -310417.037073 nChanged 3 SP:Iteration 38Q (345.657196 sec): 3 clusters Score: Raw -312220.830960 + Penalty 1803.132671 = -310417.698289 nChanged 4 SP:Iteration 39Q (345.745607 sec): 3 clusters Score: Raw -312221.456705 + Penalty 1803.132671 = -310418.324034 nChanged 2 SP:Iteration 40F (345.860961 sec): 3 clusters Score: Raw -312222.028286 + Penalty 1803.132671 = -310418.895615 nChanged 4 SP:Iteration 41Q (345.945540 sec): 3 clusters Score: Raw -312222.957914 + Penalty 1803.132671 = -310419.825243 nChanged 2 SP:Iteration 42Q (346.046048 sec): 3 clusters Score: Raw -312223.560455 + Penalty 1803.132671 = -310420.427785 nChanged 1 SP:Iteration 43Q (346.142809 sec): 3 clusters Score: Raw -312223.609629 + Penalty 1803.132671 = -310420.476958 nChanged 1 SP:Iteration 44Q (346.228649 sec): 3 clusters Score: Raw -312223.851265 + Penalty 1803.132671 = -310420.718595 nChanged 2 SP:Iteration 45Q (346.306950 sec): 3 clusters Score: Raw -312224.756268 + Penalty 1803.132671 = -310421.623597 nChanged 3 SP:Iteration 46Q (346.412707 sec): 3 clusters Score: Raw -312226.075096 + Penalty 1803.132671 = -310422.942425 nChanged 4 SP:Iteration 47Q (346.491657 sec): 3 clusters Score: Raw -312227.153096 + Penalty 1803.132671 = -310424.020425 nChanged 4 SP:Iteration 48Q (346.585647 sec): 3 clusters Score: Raw -312228.150704 + Penalty 1803.132671 = -310425.018033 nChanged 3 SP:Iteration 49Q (346.690264 sec): 3 clusters Score: Raw -312229.020589 + Penalty 1803.132671 = -310425.887919 nChanged 7 SP:Iteration 50Q (346.771833 sec): 3 clusters Score: Raw -312231.341519 + Penalty 1803.132671 = -310428.208849 nChanged 9 SP:Iteration 51Q (346.888851 sec): 3 clusters Score: Raw -312233.639112 + Penalty 1803.132671 = -310430.506441 nChanged 8 SP:Iteration 52Q (346.955542 sec): 3 clusters Score: Raw -312236.283812 + Penalty 1803.132671 = -310433.151141 nChanged 10 SP:Iteration 53Q (347.061092 sec): 3 clusters Score: Raw -312238.961196 + Penalty 1803.132671 = -310435.828526 nChanged 6 SP:Iteration 54Q (347.138875 sec): 3 clusters Score: Raw -312241.181241 + Penalty 1803.132671 = -310438.048570 nChanged 5 SP:Iteration 55Q (347.233458 sec): 3 clusters Score: Raw -312242.647650 + Penalty 1803.132671 = -310439.514980 nChanged 7 SP:Iteration 56Q (347.309461 sec): 3 clusters Score: Raw -312244.993121 + Penalty 1803.132671 = -310441.860450 nChanged 7 SP:Iteration 57Q (347.415601 sec): 3 clusters Score: Raw -312247.537419 + Penalty 1803.132671 = -310444.404748 nChanged 4 SP:Iteration 58Q (347.493209 sec): 3 clusters Score: Raw -312249.303157 + Penalty 1803.132671 = -310446.170486 nChanged 10 SP:Iteration 59Q (347.596082 sec): 3 clusters Score: Raw -312252.775253 + Penalty 1803.132671 = -310449.642583 nChanged 8 SP:Iteration 60F (347.677200 sec): 3 clusters Score: Raw -312255.257226 + Penalty 1803.132671 = -310452.124555 nChanged 3 SP:Iteration 61Q (347.761277 sec): 3 clusters Score: Raw -312256.576317 + Penalty 1803.132671 = -310453.443646 nChanged 5 SP:Iteration 62Q (347.850389 sec): 3 clusters Score: Raw -312257.839455 + Penalty 1803.132671 = -310454.706784 nChanged 6 SP:Iteration 63Q (347.960493 sec): 3 clusters Score: Raw -312259.134803 + Penalty 1803.132671 = -310456.002133 nChanged 7 SP:Iteration 64Q (348.047965 sec): 3 clusters Score: Raw -312260.572857 + Penalty 1803.132671 = -310457.440187 nChanged 6 SP:Iteration 65Q (348.123312 sec): 3 clusters Score: Raw -312262.051748 + Penalty 1803.132671 = -310458.919078 nChanged 4 SP:Iteration 66Q (348.205401 sec): 3 clusters Score: Raw -312263.141727 + Penalty 1803.132671 = -310460.009056 nChanged 4 SP:Iteration 67Q (348.306981 sec): 3 clusters Score: Raw -312263.844201 + Penalty 1803.132671 = -310460.711531 nChanged 3 SP:Iteration 68Q (348.381636 sec): 3 clusters Score: Raw -312264.308007 + Penalty 1803.132671 = -310461.175336 nChanged 2 SP:Iteration 69Q (348.465424 sec): 3 clusters Score: Raw -312264.444969 + Penalty 1803.132671 = -310461.312298 nChanged 0 SP:Iteration 70F (348.524304 sec): 3 clusters Score: Raw -312264.444969 + Penalty 1803.132671 = -310461.312298 nChanged 0 Trying to split cluster 16 (1197 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (348.589805 sec): 2 clusters Score: Raw -47282.687887 + Penalty 744.195239 = -46538.492648 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (348.673282 sec): 3 clusters Score: Raw -46782.467962 + Penalty 1488.390478 = -45294.077484 nChanged 442 SP:Iteration 1F (348.739465 sec): 3 clusters Score: Raw -47183.606524 + Penalty 1488.390478 = -45695.216046 nChanged 128 SP:Iteration 2F (348.817008 sec): 3 clusters Score: Raw -47341.396737 + Penalty 1488.390478 = -45853.006258 nChanged 83 SP:Iteration 3F (348.912592 sec): 3 clusters Score: Raw -47441.248512 + Penalty 1488.390478 = -45952.858034 nChanged 59 SP:Iteration 4Q (349.002430 sec): 3 clusters Score: Raw -47505.972066 + Penalty 1488.390478 = -46017.581587 nChanged 38 SP:Iteration 5Q (349.068428 sec): 3 clusters Score: Raw -47541.556378 + Penalty 1488.390478 = -46053.165900 nChanged 22 SP:Iteration 6Q (349.175929 sec): 3 clusters Score: Raw -47553.362677 + Penalty 1488.390478 = -46064.972199 nChanged 12 SP:Iteration 7Q (349.249099 sec): 3 clusters Score: Raw -47560.669665 + Penalty 1488.390478 = -46072.279187 nChanged 11 SP:Iteration 8Q (349.332030 sec): 3 clusters Score: Raw -47570.956063 + Penalty 1488.390478 = -46082.565585 nChanged 16 SP:Iteration 9Q (349.430335 sec): 3 clusters Score: Raw -47586.240943 + Penalty 1488.390478 = -46097.850464 nChanged 14 SP:Iteration 10Q (349.524147 sec): 3 clusters Score: Raw -47596.733356 + Penalty 1488.390478 = -46108.342878 nChanged 7 SP:Iteration 11Q (349.605645 sec): 3 clusters Score: Raw -47600.474267 + Penalty 1488.390478 = -46112.083789 nChanged 9 SP:Iteration 12Q (349.682175 sec): 3 clusters Score: Raw -47605.177399 + Penalty 1488.390478 = -46116.786921 nChanged 14 SP:Iteration 13Q (349.763953 sec): 3 clusters Score: Raw -47614.043966 + Penalty 1488.390478 = -46125.653488 nChanged 13 SP:Iteration 14Q (349.850134 sec): 3 clusters Score: Raw -47620.239913 + Penalty 1488.390478 = -46131.849434 nChanged 5 SP:Iteration 15Q (349.941690 sec): 3 clusters Score: Raw -47624.219946 + Penalty 1488.390478 = -46135.829467 nChanged 7 SP:Iteration 16Q (350.025135 sec): 3 clusters Score: Raw -47628.620300 + Penalty 1488.390478 = -46140.229822 nChanged 3 SP:Iteration 17Q (350.102174 sec): 3 clusters Score: Raw -47632.402081 + Penalty 1488.390478 = -46144.011603 nChanged 4 SP:Iteration 18Q (350.192495 sec): 3 clusters Score: Raw -47635.388877 + Penalty 1488.390478 = -46146.998399 nChanged 4 SP:Iteration 19Q (350.274088 sec): 3 clusters Score: Raw -47637.614166 + Penalty 1488.390478 = -46149.223688 nChanged 3 SP:Iteration 20F (350.374917 sec): 3 clusters Score: Raw -47641.238154 + Penalty 1488.390478 = -46152.847675 nChanged 9 SP:Iteration 21Q (350.471274 sec): 3 clusters Score: Raw -47651.370758 + Penalty 1488.390478 = -46162.980280 nChanged 11 SP:Iteration 22Q (350.559000 sec): 3 clusters Score: Raw -47660.962139 + Penalty 1488.390478 = -46172.571661 nChanged 14 SP:Iteration 23Q (350.639343 sec): 3 clusters Score: Raw -47667.838532 + Penalty 1488.390478 = -46179.448054 nChanged 11 SP:Iteration 24Q (350.720153 sec): 3 clusters Score: Raw -47673.971052 + Penalty 1488.390478 = -46185.580573 nChanged 7 SP:Iteration 25Q (350.801518 sec): 3 clusters Score: Raw -47677.584511 + Penalty 1488.390478 = -46189.194033 nChanged 8 SP:Iteration 26Q (350.903249 sec): 3 clusters Score: Raw -47681.688187 + Penalty 1488.390478 = -46193.297709 nChanged 8 SP:Iteration 27Q (350.986218 sec): 3 clusters Score: Raw -47690.291226 + Penalty 1488.390478 = -46201.900748 nChanged 9 SP:Iteration 28Q (351.065918 sec): 3 clusters Score: Raw -47699.825924 + Penalty 1488.390478 = -46211.435446 nChanged 17 SP:Iteration 29Q (351.165474 sec): 3 clusters Score: Raw -47715.491943 + Penalty 1488.390478 = -46227.101465 nChanged 16 SP:Iteration 30Q (351.252154 sec): 3 clusters Score: Raw -47731.303628 + Penalty 1488.390478 = -46242.913150 nChanged 19 SP:Iteration 31Q (351.325878 sec): 3 clusters Score: Raw -47744.876870 + Penalty 1488.390478 = -46256.486391 nChanged 17 SP:Iteration 32Q (351.413750 sec): 3 clusters Score: Raw -47764.707834 + Penalty 1488.390478 = -46276.317356 nChanged 19 SP:Iteration 33Q (351.491439 sec): 3 clusters Score: Raw -47777.270524 + Penalty 1488.390478 = -46288.880046 nChanged 10 SP:Iteration 34Q (351.580072 sec): 3 clusters Score: Raw -47783.534144 + Penalty 1488.390478 = -46295.143666 nChanged 6 SP:Iteration 35Q (351.668876 sec): 3 clusters Score: Raw -47786.106294 + Penalty 1488.390478 = -46297.715815 nChanged 4 SP:Iteration 36Q (351.757080 sec): 3 clusters Score: Raw -47787.160995 + Penalty 1488.390478 = -46298.770517 nChanged 2 SP:Iteration 37Q (351.831006 sec): 3 clusters Score: Raw -47787.640691 + Penalty 1488.390478 = -46299.250213 nChanged 3 SP:Iteration 38Q (351.917004 sec): 3 clusters Score: Raw -47788.639767 + Penalty 1488.390478 = -46300.249289 nChanged 1 SP:Iteration 39Q (352.007537 sec): 3 clusters Score: Raw -47788.783227 + Penalty 1488.390478 = -46300.392749 nChanged 0 SP:Iteration 40F (352.090290 sec): 3 clusters Score: Raw -47788.783227 + Penalty 1488.390478 = -46300.392749 nChanged 0 Trying to split cluster 17 (10757 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (352.156651 sec): 2 clusters Score: Raw -648584.185701 + Penalty 974.747758 = -647609.437943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (352.253159 sec): 3 clusters Score: Raw -642240.810336 + Penalty 1949.495517 = -640291.314819 nChanged 4842 SP:Iteration 1F (352.332091 sec): 3 clusters Score: Raw -645083.075848 + Penalty 1949.495517 = -643133.580331 nChanged 751 SP:Iteration 2F (352.452155 sec): 3 clusters Score: Raw -645434.476699 + Penalty 1949.495517 = -643484.981182 nChanged 629 SP:Iteration 3F (352.535004 sec): 3 clusters Score: Raw -645737.037262 + Penalty 1949.495517 = -643787.541745 nChanged 563 SP:Iteration 4F (352.649477 sec): 3 clusters Score: Raw -646008.996969 + Penalty 1949.495517 = -644059.501452 nChanged 519 SP:Iteration 5Q (352.734945 sec): 3 clusters Score: Raw -646262.112594 + Penalty 1949.495517 = -644312.617077 nChanged 473 SP:Iteration 6Q (352.844868 sec): 3 clusters Score: Raw -646476.581124 + Penalty 1949.495517 = -644527.085607 nChanged 434 SP:Iteration 7Q (352.930629 sec): 3 clusters Score: Raw -646651.161240 + Penalty 1949.495517 = -644701.665723 nChanged 379 SP:Iteration 8Q (353.024337 sec): 3 clusters Score: Raw -646791.829169 + Penalty 1949.495517 = -644842.333652 nChanged 324 SP:Iteration 9Q (353.116955 sec): 3 clusters Score: Raw -646899.119100 + Penalty 1949.495517 = -644949.623584 nChanged 269 SP:Iteration 10Q (353.223397 sec): 3 clusters Score: Raw -646982.303631 + Penalty 1949.495517 = -645032.808114 nChanged 215 SP:Iteration 11Q (353.325251 sec): 3 clusters Score: Raw -647047.189570 + Penalty 1949.495517 = -645097.694053 nChanged 205 SP:Iteration 12Q (353.418582 sec): 3 clusters Score: Raw -647120.905338 + Penalty 1949.495517 = -645171.409822 nChanged 223 SP:Iteration 13Q (353.498585 sec): 3 clusters Score: Raw -647208.082867 + Penalty 1949.495517 = -645258.587351 nChanged 245 SP:Iteration 14Q (353.603335 sec): 3 clusters Score: Raw -647314.385561 + Penalty 1949.495517 = -645364.890044 nChanged 266 SP:Iteration 15Q (353.689959 sec): 3 clusters Score: Raw -647431.952798 + Penalty 1949.495517 = -645482.457281 nChanged 245 SP:Iteration 16Q (353.802005 sec): 3 clusters Score: Raw -647547.952241 + Penalty 1949.495517 = -645598.456725 nChanged 242 SP:Iteration 17Q (353.893950 sec): 3 clusters Score: Raw -647681.864638 + Penalty 1949.495517 = -645732.369122 nChanged 244 SP:Iteration 18Q (353.994581 sec): 3 clusters Score: Raw -647811.825009 + Penalty 1949.495517 = -645862.329492 nChanged 226 SP:Iteration 19Q (354.089204 sec): 3 clusters Score: Raw -647937.685448 + Penalty 1949.495517 = -645988.189931 nChanged 227 SP:Iteration 20F (354.169659 sec): 3 clusters Score: Raw -648049.972002 + Penalty 1949.495517 = -646100.476485 nChanged 166 SP:Iteration 21Q (354.264739 sec): 3 clusters Score: Raw -648127.162394 + Penalty 1949.495517 = -646177.666878 nChanged 164 SP:Iteration 22Q (354.370269 sec): 3 clusters Score: Raw -648198.055638 + Penalty 1949.495517 = -646248.560121 nChanged 134 SP:Iteration 23Q (354.472231 sec): 3 clusters Score: Raw -648260.799655 + Penalty 1949.495517 = -646311.304138 nChanged 141 SP:Iteration 24Q (354.570847 sec): 3 clusters Score: Raw -648321.920534 + Penalty 1949.495517 = -646372.425017 nChanged 133 SP:Iteration 25Q (354.674131 sec): 3 clusters Score: Raw -648378.944064 + Penalty 1949.495517 = -646429.448547 nChanged 126 SP:Iteration 26Q (354.776937 sec): 3 clusters Score: Raw -648425.713390 + Penalty 1949.495517 = -646476.217873 nChanged 106 SP:Iteration 27Q (354.867834 sec): 3 clusters Score: Raw -648457.497345 + Penalty 1949.495517 = -646508.001829 nChanged 85 SP:Iteration 28Q (354.976608 sec): 3 clusters Score: Raw -648488.270546 + Penalty 1949.495517 = -646538.775030 nChanged 90 SP:Iteration 29Q (355.070302 sec): 3 clusters Score: Raw -648519.591655 + Penalty 1949.495517 = -646570.096138 nChanged 80 SP:Iteration 30Q (355.154537 sec): 3 clusters Score: Raw -648549.570175 + Penalty 1949.495517 = -646600.074658 nChanged 69 SP:Iteration 31Q (355.269113 sec): 3 clusters Score: Raw -648577.711217 + Penalty 1949.495517 = -646628.215701 nChanged 60 SP:Iteration 32Q (355.346810 sec): 3 clusters Score: Raw -648601.359194 + Penalty 1949.495517 = -646651.863678 nChanged 58 SP:Iteration 33Q (355.457965 sec): 3 clusters Score: Raw -648628.825671 + Penalty 1949.495517 = -646679.330154 nChanged 47 SP:Iteration 34Q (355.554249 sec): 3 clusters Score: Raw -648645.947360 + Penalty 1949.495517 = -646696.451843 nChanged 35 SP:Iteration 35Q (355.651098 sec): 3 clusters Score: Raw -648658.959465 + Penalty 1949.495517 = -646709.463948 nChanged 38 SP:Iteration 36Q (355.741799 sec): 3 clusters Score: Raw -648670.363969 + Penalty 1949.495517 = -646720.868452 nChanged 24 SP:Iteration 37Q (355.843386 sec): 3 clusters Score: Raw -648678.141469 + Penalty 1949.495517 = -646728.645953 nChanged 28 SP:Iteration 38Q (355.952875 sec): 3 clusters Score: Raw -648687.739571 + Penalty 1949.495517 = -646738.244054 nChanged 28 SP:Iteration 39Q (356.035255 sec): 3 clusters Score: Raw -648698.907478 + Penalty 1949.495517 = -646749.411961 nChanged 27 SP:Iteration 40F (356.133177 sec): 3 clusters Score: Raw -648707.766553 + Penalty 1949.495517 = -646758.271036 nChanged 22 SP:Iteration 41Q (356.231824 sec): 3 clusters Score: Raw -648715.933627 + Penalty 1949.495517 = -646766.438111 nChanged 19 SP:Iteration 42Q (356.329065 sec): 3 clusters Score: Raw -648722.050461 + Penalty 1949.495517 = -646772.554945 nChanged 17 SP:Iteration 43Q (356.418155 sec): 3 clusters Score: Raw -648727.610335 + Penalty 1949.495517 = -646778.114819 nChanged 18 SP:Iteration 44Q (356.513078 sec): 3 clusters Score: Raw -648734.437734 + Penalty 1949.495517 = -646784.942217 nChanged 12 SP:Iteration 45Q (356.610790 sec): 3 clusters Score: Raw -648740.199692 + Penalty 1949.495517 = -646790.704175 nChanged 13 SP:Iteration 46Q (356.721032 sec): 3 clusters Score: Raw -648744.296855 + Penalty 1949.495517 = -646794.801338 nChanged 11 SP:Iteration 47Q (356.815577 sec): 3 clusters Score: Raw -648747.143934 + Penalty 1949.495517 = -646797.648417 nChanged 7 SP:Iteration 48Q (356.917239 sec): 3 clusters Score: Raw -648747.997367 + Penalty 1949.495517 = -646798.501850 nChanged 2 SP:Iteration 49Q (357.003956 sec): 3 clusters Score: Raw -648748.526908 + Penalty 1949.495517 = -646799.031391 nChanged 0 SP:Iteration 50F (357.110124 sec): 3 clusters Score: Raw -648748.526908 + Penalty 1949.495517 = -646799.031391 nChanged 0 Trying to split cluster 18 (829 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (357.156587 sec): 2 clusters Score: Raw -39267.003980 + Penalty 705.623116 = -38561.380863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (357.235946 sec): 3 clusters Score: Raw -38979.244830 + Penalty 1411.246233 = -37567.998597 nChanged 270 SP:Iteration 1F (357.320942 sec): 3 clusters Score: Raw -39220.362146 + Penalty 1411.246233 = -37809.115913 nChanged 79 SP:Iteration 2F (357.386607 sec): 3 clusters Score: Raw -39327.339029 + Penalty 1411.246233 = -37916.092797 nChanged 58 SP:Iteration 3F (357.472960 sec): 3 clusters Score: Raw -39412.775346 + Penalty 1411.246233 = -38001.529114 nChanged 45 SP:Iteration 4F (357.579411 sec): 3 clusters Score: Raw -39466.713064 + Penalty 1411.246233 = -38055.466832 nChanged 20 SP:Iteration 5Q (357.658827 sec): 3 clusters Score: Raw -39483.727798 + Penalty 1411.246233 = -38072.481565 nChanged 11 SP:Iteration 6Q (357.726849 sec): 3 clusters Score: Raw -39490.734021 + Penalty 1411.246233 = -38079.487788 nChanged 3 SP:Iteration 7Q (357.820829 sec): 3 clusters Score: Raw -39493.824551 + Penalty 1411.246233 = -38082.578318 nChanged 4 SP:Iteration 8Q (357.918620 sec): 3 clusters Score: Raw -39496.589713 + Penalty 1411.246233 = -38085.343480 nChanged 1 SP:Iteration 9Q (357.994811 sec): 3 clusters Score: Raw -39497.079427 + Penalty 1411.246233 = -38085.833194 nChanged 0 SP:Iteration 10F (358.060340 sec): 3 clusters Score: Raw -39497.079427 + Penalty 1411.246233 = -38085.833194 nChanged 0 Trying to split cluster 19 (2594 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (358.116353 sec): 2 clusters Score: Raw -158868.227576 + Penalty 825.400418 = -158042.827157 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (358.199851 sec): 3 clusters Score: Raw -157570.113334 + Penalty 1650.800837 = -155919.312498 nChanged 1030 SP:Iteration 1F (358.291987 sec): 3 clusters Score: Raw -158222.283829 + Penalty 1650.800837 = -156571.482992 nChanged 218 SP:Iteration 2F (358.354952 sec): 3 clusters Score: Raw -158379.452689 + Penalty 1650.800837 = -156728.651853 nChanged 163 SP:Iteration 3F (358.451465 sec): 3 clusters Score: Raw -158511.602995 + Penalty 1650.800837 = -156860.802158 nChanged 129 SP:Iteration 4Q (358.542991 sec): 3 clusters Score: Raw -158578.907981 + Penalty 1650.800837 = -156928.107144 nChanged 82 SP:Iteration 5Q (358.631507 sec): 3 clusters Score: Raw -158621.570626 + Penalty 1650.800837 = -156970.769789 nChanged 78 SP:Iteration 6Q (358.695435 sec): 3 clusters Score: Raw -158659.682448 + Penalty 1650.800837 = -157008.881611 nChanged 60 SP:Iteration 7Q (358.796036 sec): 3 clusters Score: Raw -158691.308344 + Penalty 1650.800837 = -157040.507508 nChanged 39 SP:Iteration 8Q (358.873977 sec): 3 clusters Score: Raw -158707.501918 + Penalty 1650.800837 = -157056.701082 nChanged 40 SP:Iteration 9Q (358.951863 sec): 3 clusters Score: Raw -158729.087084 + Penalty 1650.800837 = -157078.286248 nChanged 39 SP:Iteration 10Q (359.034473 sec): 3 clusters Score: Raw -158746.190276 + Penalty 1650.800837 = -157095.389440 nChanged 35 SP:Iteration 11Q (359.129292 sec): 3 clusters Score: Raw -158766.986158 + Penalty 1650.800837 = -157116.185322 nChanged 45 SP:Iteration 12Q (359.219662 sec): 3 clusters Score: Raw -158790.115112 + Penalty 1650.800837 = -157139.314275 nChanged 41 SP:Iteration 13Q (359.316855 sec): 3 clusters Score: Raw -158809.888029 + Penalty 1650.800837 = -157159.087193 nChanged 43 SP:Iteration 14Q (359.387579 sec): 3 clusters Score: Raw -158833.197273 + Penalty 1650.800837 = -157182.396436 nChanged 34 SP:Iteration 15Q (359.467598 sec): 3 clusters Score: Raw -158856.783930 + Penalty 1650.800837 = -157205.983093 nChanged 32 SP:Iteration 16Q (359.569729 sec): 3 clusters Score: Raw -158870.011427 + Penalty 1650.800837 = -157219.210591 nChanged 32 SP:Iteration 17Q (359.669204 sec): 3 clusters Score: Raw -158881.537476 + Penalty 1650.800837 = -157230.736640 nChanged 29 SP:Iteration 18Q (359.746811 sec): 3 clusters Score: Raw -158890.419418 + Penalty 1650.800837 = -157239.618581 nChanged 18 SP:Iteration 19Q (359.831108 sec): 3 clusters Score: Raw -158895.588699 + Penalty 1650.800837 = -157244.787862 nChanged 14 SP:Iteration 20F (359.920297 sec): 3 clusters Score: Raw -158902.940852 + Penalty 1650.800837 = -157252.140015 nChanged 17 SP:Iteration 21Q (360.024450 sec): 3 clusters Score: Raw -158911.690157 + Penalty 1650.800837 = -157260.889321 nChanged 22 SP:Iteration 22Q (360.110334 sec): 3 clusters Score: Raw -158920.893620 + Penalty 1650.800837 = -157270.092784 nChanged 20 SP:Iteration 23Q (360.199112 sec): 3 clusters Score: Raw -158927.462598 + Penalty 1650.800837 = -157276.661761 nChanged 16 SP:Iteration 24Q (360.272930 sec): 3 clusters Score: Raw -158935.284875 + Penalty 1650.800837 = -157284.484038 nChanged 18 SP:Iteration 25Q (360.361918 sec): 3 clusters Score: Raw -158940.996552 + Penalty 1650.800837 = -157290.195716 nChanged 13 SP:Iteration 26Q (360.451546 sec): 3 clusters Score: Raw -158945.246687 + Penalty 1650.800837 = -157294.445850 nChanged 13 SP:Iteration 27Q (360.529897 sec): 3 clusters Score: Raw -158949.191488 + Penalty 1650.800837 = -157298.390651 nChanged 12 SP:Iteration 28Q (360.623065 sec): 3 clusters Score: Raw -158954.403055 + Penalty 1650.800837 = -157303.602219 nChanged 13 SP:Iteration 29Q (360.714185 sec): 3 clusters Score: Raw -158960.824380 + Penalty 1650.800837 = -157310.023543 nChanged 13 SP:Iteration 30Q (360.800714 sec): 3 clusters Score: Raw -158968.491977 + Penalty 1650.800837 = -157317.691140 nChanged 22 SP:Iteration 31Q (360.885054 sec): 3 clusters Score: Raw -158978.808299 + Penalty 1650.800837 = -157328.007462 nChanged 18 SP:Iteration 32Q (360.973910 sec): 3 clusters Score: Raw -158987.204076 + Penalty 1650.800837 = -157336.403239 nChanged 19 SP:Iteration 33Q (361.049211 sec): 3 clusters Score: Raw -158994.432972 + Penalty 1650.800837 = -157343.632135 nChanged 12 SP:Iteration 34Q (361.150447 sec): 3 clusters Score: Raw -159001.202969 + Penalty 1650.800837 = -157350.402133 nChanged 18 SP:Iteration 35Q (361.226762 sec): 3 clusters Score: Raw -159009.958988 + Penalty 1650.800837 = -157359.158151 nChanged 21 SP:Iteration 36Q (361.326118 sec): 3 clusters Score: Raw -159020.960116 + Penalty 1650.800837 = -157370.159280 nChanged 29 SP:Iteration 37Q (361.400512 sec): 3 clusters Score: Raw -159034.638986 + Penalty 1650.800837 = -157383.838150 nChanged 23 SP:Iteration 38Q (361.494163 sec): 3 clusters Score: Raw -159048.822496 + Penalty 1650.800837 = -157398.021660 nChanged 18 SP:Iteration 39Q (361.570752 sec): 3 clusters Score: Raw -159061.644216 + Penalty 1650.800837 = -157410.843379 nChanged 28 SP:Iteration 40F (361.662251 sec): 3 clusters Score: Raw -159085.993220 + Penalty 1650.800837 = -157435.192383 nChanged 39 SP:Iteration 41Q (361.742969 sec): 3 clusters Score: Raw -159107.811846 + Penalty 1650.800837 = -157457.011010 nChanged 24 SP:Iteration 42Q (361.823114 sec): 3 clusters Score: Raw -159124.553999 + Penalty 1650.800837 = -157473.753162 nChanged 31 SP:Iteration 43Q (361.902950 sec): 3 clusters Score: Raw -159137.128951 + Penalty 1650.800837 = -157486.328114 nChanged 18 SP:Iteration 44Q (362.004135 sec): 3 clusters Score: Raw -159143.158086 + Penalty 1650.800837 = -157492.357249 nChanged 9 SP:Iteration 45Q (362.088690 sec): 3 clusters Score: Raw -159146.109844 + Penalty 1650.800837 = -157495.309007 nChanged 13 SP:Iteration 46Q (362.157029 sec): 3 clusters Score: Raw -159150.887418 + Penalty 1650.800837 = -157500.086581 nChanged 8 SP:Iteration 47Q (362.247781 sec): 3 clusters Score: Raw -159152.932188 + Penalty 1650.800837 = -157502.131351 nChanged 6 SP:Iteration 48Q (362.327890 sec): 3 clusters Score: Raw -159155.395022 + Penalty 1650.800837 = -157504.594185 nChanged 7 SP:Iteration 49Q (362.429754 sec): 3 clusters Score: Raw -159157.204091 + Penalty 1650.800837 = -157506.403255 nChanged 3 SP:Iteration 50Q (362.508725 sec): 3 clusters Score: Raw -159157.975818 + Penalty 1650.800837 = -157507.174982 nChanged 2 SP:Iteration 51Q (362.601424 sec): 3 clusters Score: Raw -159158.481311 + Penalty 1650.800837 = -157507.680474 nChanged 2 SP:Iteration 52Q (362.680009 sec): 3 clusters Score: Raw -159159.071309 + Penalty 1650.800837 = -157508.270472 nChanged 2 SP:Iteration 53Q (362.764596 sec): 3 clusters Score: Raw -159159.550552 + Penalty 1650.800837 = -157508.749715 nChanged 1 SP:Iteration 54Q (362.863671 sec): 3 clusters Score: Raw -159160.142505 + Penalty 1650.800837 = -157509.341669 nChanged 2 SP:Iteration 55Q (362.933964 sec): 3 clusters Score: Raw -159160.710416 + Penalty 1650.800837 = -157509.909579 nChanged 0 SP:Iteration 56F (363.013883 sec): 3 clusters Score: Raw -159160.710416 + Penalty 1650.800837 = -157509.909579 nChanged 0 Iteration 179Q (364.478541 sec): 21 clusters Score: Raw -4227221.650004 + Penalty 23654.378232 = -4203567.271773 nChanged 709 Iteration 180F (366.265047 sec): 21 clusters Score: Raw -4227617.790837 + Penalty 23654.378232 = -4203963.412606 nChanged 644 Iteration 181Q (367.639478 sec): 21 clusters Score: Raw -4227768.613638 + Penalty 23654.378232 = -4204114.235407 nChanged 359 Iteration 182Q (369.042381 sec): 21 clusters Score: Raw -4227843.880182 + Penalty 23654.378232 = -4204189.501950 nChanged 283 Iteration 183Q (370.476672 sec): 21 clusters Score: Raw -4227910.209630 + Penalty 23654.378232 = -4204255.831398 nChanged 240 Iteration 184Q (371.882028 sec): 21 clusters Score: Raw -4227966.409996 + Penalty 23654.378232 = -4204312.031764 nChanged 227 Iteration 185Q (373.261503 sec): 21 clusters Score: Raw -4228014.995380 + Penalty 23654.378232 = -4204360.617148 nChanged 184 Iteration 186Q (374.694140 sec): 21 clusters Score: Raw -4228045.594381 + Penalty 23654.378232 = -4204391.216150 nChanged 141 Iteration 187Q (376.059735 sec): 21 clusters Score: Raw -4228066.336306 + Penalty 23654.378232 = -4204411.958074 nChanged 128 Iteration 188Q (377.491299 sec): 21 clusters Score: Raw -4228082.928098 + Penalty 23654.378232 = -4204428.549866 nChanged 110 Iteration 189Q (378.886038 sec): 21 clusters Score: Raw -4228097.537611 + Penalty 23654.378232 = -4204443.159379 nChanged 92 Iteration 190Q (380.254220 sec): 21 clusters Score: Raw -4228109.405037 + Penalty 23654.378232 = -4204455.026805 nChanged 96 Iteration 191Q (381.632812 sec): 21 clusters Score: Raw -4228120.826686 + Penalty 23654.378232 = -4204466.448454 nChanged 80 Iteration 192Q (382.926185 sec): 21 clusters Score: Raw -4228128.996072 + Penalty 23654.378232 = -4204474.617840 nChanged 65 Iteration 193Q (384.212578 sec): 21 clusters Score: Raw -4228134.304420 + Penalty 23654.378232 = -4204479.926188 nChanged 42 Iteration 194Q (385.537745 sec): 21 clusters Score: Raw -4228138.248610 + Penalty 23654.378232 = -4204483.870379 nChanged 34 Iteration 195Q (386.819902 sec): 21 clusters Score: Raw -4228141.109228 + Penalty 23654.378232 = -4204486.730996 nChanged 33 Iteration 196Q (388.114578 sec): 21 clusters Score: Raw -4228143.847216 + Penalty 23654.378232 = -4204489.468985 nChanged 29 Iteration 197Q (389.432557 sec): 21 clusters Score: Raw -4228145.856994 + Penalty 23654.378232 = -4204491.478763 nChanged 18 Iteration 198Q (390.761062 sec): 21 clusters Score: Raw -4228147.043784 + Penalty 23654.378232 = -4204492.665553 nChanged 16 Iteration 199Q (392.087066 sec): 21 clusters Score: Raw -4228148.127995 + Penalty 23654.378232 = -4204493.749764 nChanged 15 Iteration 200F (393.725505 sec): 21 clusters Score: Raw -4228148.842457 + Penalty 23654.378232 = -4204494.464225 nChanged 9 Iteration 201Q (395.034757 sec): 21 clusters Score: Raw -4228149.344830 + Penalty 23654.378232 = -4204494.966598 nChanged 7 Iteration 202Q (396.378279 sec): 21 clusters Score: Raw -4228149.767931 + Penalty 23654.378232 = -4204495.389699 nChanged 7 Iteration 203Q (397.745319 sec): 21 clusters Score: Raw -4228150.257748 + Penalty 23654.378232 = -4204495.879516 nChanged 6 Iteration 204Q (399.088112 sec): 21 clusters Score: Raw -4228150.616018 + Penalty 23654.378232 = -4204496.237786 nChanged 7 Iteration 205Q (400.440712 sec): 21 clusters Score: Raw -4228151.021197 + Penalty 23654.378232 = -4204496.642965 nChanged 7 Iteration 206Q (401.781919 sec): 21 clusters Score: Raw -4228151.489995 + Penalty 23654.378232 = -4204497.111763 nChanged 5 Iteration 207Q (403.109171 sec): 21 clusters Score: Raw -4228151.998748 + Penalty 23654.378232 = -4204497.620516 nChanged 10 Iteration 208Q (404.433288 sec): 21 clusters Score: Raw -4228152.748669 + Penalty 23654.378232 = -4204498.370437 nChanged 7 Iteration 209Q (405.766481 sec): 21 clusters Score: Raw -4228153.519583 + Penalty 23654.378232 = -4204499.141351 nChanged 11 Iteration 210Q (407.102577 sec): 21 clusters Score: Raw -4228154.774160 + Penalty 23654.378232 = -4204500.395928 nChanged 14 Iteration 211Q (408.439862 sec): 21 clusters Score: Raw -4228155.452645 + Penalty 23654.378232 = -4204501.074413 nChanged 8 Iteration 212Q (409.823354 sec): 21 clusters Score: Raw -4228155.857105 + Penalty 23654.378232 = -4204501.478873 nChanged 9 Iteration 213Q (411.123779 sec): 21 clusters Score: Raw -4228156.356454 + Penalty 23654.378232 = -4204501.978222 nChanged 6 Iteration 214Q (412.482261 sec): 21 clusters Score: Raw -4228156.686831 + Penalty 23654.378232 = -4204502.308599 nChanged 5 Iteration 215Q (413.819373 sec): 21 clusters Score: Raw -4228157.031803 + Penalty 23654.378232 = -4204502.653572 nChanged 5 Iteration 216Q (415.180359 sec): 21 clusters Score: Raw -4228157.347311 + Penalty 23654.378232 = -4204502.969080 nChanged 8 Iteration 217Q (416.544065 sec): 21 clusters Score: Raw -4228158.058724 + Penalty 23654.378232 = -4204503.680493 nChanged 10 Iteration 218Q (417.825512 sec): 21 clusters Score: Raw -4228158.661139 + Penalty 23654.378232 = -4204504.282907 nChanged 7 Writing temp clu file Because OldScore, -4204503.680493, is greater than current (better) Score,-4204504.282907 Compute initial score before splitting: Score: Raw -4228158.661139 + Penalty 23654.378232 = -4204504.282907 Trying to split cluster 1 (2375 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (417.942391 sec): 2 clusters Score: Raw -115940.198184 + Penalty 816.139035 = -115124.059148 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (418.023300 sec): 3 clusters Score: Raw -114816.246104 + Penalty 1632.278070 = -113183.968034 nChanged 937 SP:Iteration 1F (418.122847 sec): 3 clusters Score: Raw -115537.511537 + Penalty 1632.278070 = -113905.233466 nChanged 225 SP:Iteration 2F (418.202058 sec): 3 clusters Score: Raw -115748.359439 + Penalty 1632.278070 = -114116.081369 nChanged 160 SP:Iteration 3F (418.277614 sec): 3 clusters Score: Raw -115891.943663 + Penalty 1632.278070 = -114259.665593 nChanged 121 SP:Iteration 4F (418.372106 sec): 3 clusters Score: Raw -116015.397688 + Penalty 1632.278070 = -114383.119618 nChanged 115 SP:Iteration 5Q (418.450138 sec): 3 clusters Score: Raw -116155.543513 + Penalty 1632.278070 = -114523.265443 nChanged 109 SP:Iteration 6Q (418.526425 sec): 3 clusters Score: Raw -116283.456424 + Penalty 1632.278070 = -114651.178354 nChanged 85 SP:Iteration 7Q (418.604841 sec): 3 clusters Score: Raw -116387.116754 + Penalty 1632.278070 = -114754.838683 nChanged 77 SP:Iteration 8Q (418.688128 sec): 3 clusters Score: Raw -116447.458268 + Penalty 1632.278070 = -114815.180198 nChanged 41 SP:Iteration 9Q (418.800137 sec): 3 clusters Score: Raw -116470.156468 + Penalty 1632.278070 = -114837.878397 nChanged 20 SP:Iteration 10Q (418.878824 sec): 3 clusters Score: Raw -116477.752453 + Penalty 1632.278070 = -114845.474382 nChanged 15 SP:Iteration 11Q (418.959432 sec): 3 clusters Score: Raw -116484.281902 + Penalty 1632.278070 = -114852.003831 nChanged 6 SP:Iteration 12Q (419.047395 sec): 3 clusters Score: Raw -116488.405183 + Penalty 1632.278070 = -114856.127112 nChanged 9 SP:Iteration 13Q (419.148716 sec): 3 clusters Score: Raw -116491.926208 + Penalty 1632.278070 = -114859.648137 nChanged 7 SP:Iteration 14Q (419.220406 sec): 3 clusters Score: Raw -116495.515798 + Penalty 1632.278070 = -114863.237728 nChanged 4 SP:Iteration 15Q (419.304502 sec): 3 clusters Score: Raw -116496.231615 + Penalty 1632.278070 = -114863.953545 nChanged 0 SP:Iteration 16F (419.397757 sec): 3 clusters Score: Raw -116496.231615 + Penalty 1632.278070 = -114863.953545 nChanged 0 Trying to split cluster 2 (8376 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (419.469944 sec): 2 clusters Score: Raw -471371.538090 + Penalty 948.478204 = -470423.059886 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (419.567134 sec): 3 clusters Score: Raw -466472.133026 + Penalty 1896.956408 = -464575.176618 nChanged 3712 SP:Iteration 1F (419.649139 sec): 3 clusters Score: Raw -468763.633914 + Penalty 1896.956408 = -466866.677506 nChanged 654 SP:Iteration 2F (419.749739 sec): 3 clusters Score: Raw -469239.623583 + Penalty 1896.956408 = -467342.667175 nChanged 611 SP:Iteration 3F (419.824941 sec): 3 clusters Score: Raw -469700.346417 + Penalty 1896.956408 = -467803.390009 nChanged 587 SP:Iteration 4F (419.932801 sec): 3 clusters Score: Raw -470073.339914 + Penalty 1896.956408 = -468176.383506 nChanged 470 SP:Iteration 5F (419.999072 sec): 3 clusters Score: Raw -470363.598862 + Penalty 1896.956408 = -468466.642454 nChanged 389 SP:Iteration 6Q (420.088771 sec): 3 clusters Score: Raw -470574.276957 + Penalty 1896.956408 = -468677.320549 nChanged 326 SP:Iteration 7Q (420.182367 sec): 3 clusters Score: Raw -470741.673653 + Penalty 1896.956408 = -468844.717245 nChanged 280 SP:Iteration 8Q (420.279501 sec): 3 clusters Score: Raw -470875.839168 + Penalty 1896.956408 = -468978.882759 nChanged 247 SP:Iteration 9Q (420.373762 sec): 3 clusters Score: Raw -470998.031288 + Penalty 1896.956408 = -469101.074880 nChanged 208 SP:Iteration 10Q (420.479208 sec): 3 clusters Score: Raw -471089.707617 + Penalty 1896.956408 = -469192.751209 nChanged 168 SP:Iteration 11Q (420.558482 sec): 3 clusters Score: Raw -471155.136561 + Penalty 1896.956408 = -469258.180153 nChanged 154 SP:Iteration 12Q (420.652773 sec): 3 clusters Score: Raw -471207.455650 + Penalty 1896.956408 = -469310.499242 nChanged 127 SP:Iteration 13Q (420.761942 sec): 3 clusters Score: Raw -471245.398328 + Penalty 1896.956408 = -469348.441920 nChanged 94 SP:Iteration 14Q (420.851523 sec): 3 clusters Score: Raw -471270.513055 + Penalty 1896.956408 = -469373.556647 nChanged 86 SP:Iteration 15Q (420.932291 sec): 3 clusters Score: Raw -471298.210034 + Penalty 1896.956408 = -469401.253626 nChanged 95 SP:Iteration 16Q (421.031252 sec): 3 clusters Score: Raw -471326.989697 + Penalty 1896.956408 = -469430.033289 nChanged 88 SP:Iteration 17Q (421.125439 sec): 3 clusters Score: Raw -471353.265175 + Penalty 1896.956408 = -469456.308767 nChanged 90 SP:Iteration 18Q (421.213441 sec): 3 clusters Score: Raw -471378.270298 + Penalty 1896.956408 = -469481.313890 nChanged 106 SP:Iteration 19Q (421.300662 sec): 3 clusters Score: Raw -471413.890345 + Penalty 1896.956408 = -469516.933937 nChanged 97 SP:Iteration 20F (421.388686 sec): 3 clusters Score: Raw -471456.588292 + Penalty 1896.956408 = -469559.631884 nChanged 106 SP:Iteration 21Q (421.493674 sec): 3 clusters Score: Raw -471497.717234 + Penalty 1896.956408 = -469600.760826 nChanged 113 SP:Iteration 22Q (421.588697 sec): 3 clusters Score: Raw -471550.972084 + Penalty 1896.956408 = -469654.015676 nChanged 136 SP:Iteration 23Q (421.676368 sec): 3 clusters Score: Raw -471630.308280 + Penalty 1896.956408 = -469733.351872 nChanged 165 SP:Iteration 24Q (421.758896 sec): 3 clusters Score: Raw -471734.159183 + Penalty 1896.956408 = -469837.202775 nChanged 175 SP:Iteration 25Q (421.838219 sec): 3 clusters Score: Raw -471857.324442 + Penalty 1896.956408 = -469960.368034 nChanged 160 SP:Iteration 26Q (421.930192 sec): 3 clusters Score: Raw -471960.043036 + Penalty 1896.956408 = -470063.086628 nChanged 134 SP:Iteration 27Q (422.023362 sec): 3 clusters Score: Raw -472045.479209 + Penalty 1896.956408 = -470148.522801 nChanged 139 SP:Iteration 28Q (422.138771 sec): 3 clusters Score: Raw -472136.608434 + Penalty 1896.956408 = -470239.652026 nChanged 128 SP:Iteration 29Q (422.239899 sec): 3 clusters Score: Raw -472216.368719 + Penalty 1896.956408 = -470319.412311 nChanged 99 SP:Iteration 30Q (422.317140 sec): 3 clusters Score: Raw -472275.341403 + Penalty 1896.956408 = -470378.384995 nChanged 70 SP:Iteration 31Q (422.407771 sec): 3 clusters Score: Raw -472307.552475 + Penalty 1896.956408 = -470410.596067 nChanged 65 SP:Iteration 32Q (422.505431 sec): 3 clusters Score: Raw -472329.714025 + Penalty 1896.956408 = -470432.757617 nChanged 41 SP:Iteration 33Q (422.580072 sec): 3 clusters Score: Raw -472340.876202 + Penalty 1896.956408 = -470443.919794 nChanged 31 SP:Iteration 34Q (422.691299 sec): 3 clusters Score: Raw -472348.274510 + Penalty 1896.956408 = -470451.318102 nChanged 26 SP:Iteration 35Q (422.778655 sec): 3 clusters Score: Raw -472351.791722 + Penalty 1896.956408 = -470454.835314 nChanged 14 SP:Iteration 36Q (422.879048 sec): 3 clusters Score: Raw -472356.081830 + Penalty 1896.956408 = -470459.125422 nChanged 11 SP:Iteration 37Q (422.974977 sec): 3 clusters Score: Raw -472357.579940 + Penalty 1896.956408 = -470460.623532 nChanged 11 SP:Iteration 38Q (423.060042 sec): 3 clusters Score: Raw -472358.849324 + Penalty 1896.956408 = -470461.892916 nChanged 8 SP:Iteration 39Q (423.184854 sec): 3 clusters Score: Raw -472359.468571 + Penalty 1896.956408 = -470462.512163 nChanged 3 SP:Iteration 40F (423.258190 sec): 3 clusters Score: Raw -472372.192603 + Penalty 1896.956408 = -470475.236195 nChanged 6 SP:Iteration 41Q (423.364713 sec): 3 clusters Score: Raw -472374.350225 + Penalty 1896.956408 = -470477.393817 nChanged 6 SP:Iteration 42Q (423.438093 sec): 3 clusters Score: Raw -472374.842522 + Penalty 1896.956408 = -470477.886114 nChanged 4 SP:Iteration 43Q (423.539154 sec): 3 clusters Score: Raw -472375.504590 + Penalty 1896.956408 = -470478.548182 nChanged 7 SP:Iteration 44Q (423.616330 sec): 3 clusters Score: Raw -472376.744082 + Penalty 1896.956408 = -470479.787674 nChanged 9 SP:Iteration 45Q (423.711921 sec): 3 clusters Score: Raw -472377.838953 + Penalty 1896.956408 = -470480.882545 nChanged 10 SP:Iteration 46Q (423.818840 sec): 3 clusters Score: Raw -472379.550001 + Penalty 1896.956408 = -470482.593592 nChanged 17 SP:Iteration 47Q (423.910932 sec): 3 clusters Score: Raw -472382.862240 + Penalty 1896.956408 = -470485.905832 nChanged 14 SP:Iteration 48Q (423.989988 sec): 3 clusters Score: Raw -472385.045894 + Penalty 1896.956408 = -470488.089486 nChanged 11 SP:Iteration 49Q (424.100686 sec): 3 clusters Score: Raw -472386.726413 + Penalty 1896.956408 = -470489.770005 nChanged 8 SP:Iteration 50Q (424.197121 sec): 3 clusters Score: Raw -472387.370113 + Penalty 1896.956408 = -470490.413705 nChanged 4 SP:Iteration 51Q (424.296437 sec): 3 clusters Score: Raw -472387.932726 + Penalty 1896.956408 = -470490.976318 nChanged 2 SP:Iteration 52Q (424.371181 sec): 3 clusters Score: Raw -472388.631444 + Penalty 1896.956408 = -470491.675036 nChanged 7 SP:Iteration 53Q (424.486178 sec): 3 clusters Score: Raw -472389.537702 + Penalty 1896.956408 = -470492.581294 nChanged 5 SP:Iteration 54Q (424.586487 sec): 3 clusters Score: Raw -472390.268403 + Penalty 1896.956408 = -470493.311995 nChanged 9 SP:Iteration 55Q (424.668199 sec): 3 clusters Score: Raw -472391.423095 + Penalty 1896.956408 = -470494.466687 nChanged 15 SP:Iteration 56Q (424.765718 sec): 3 clusters Score: Raw -472394.302684 + Penalty 1896.956408 = -470497.346276 nChanged 11 SP:Iteration 57Q (424.868206 sec): 3 clusters Score: Raw -472396.820220 + Penalty 1896.956408 = -470499.863811 nChanged 18 SP:Iteration 58Q (424.951632 sec): 3 clusters Score: Raw -472400.245376 + Penalty 1896.956408 = -470503.288968 nChanged 14 SP:Iteration 59Q (425.049125 sec): 3 clusters Score: Raw -472403.845557 + Penalty 1896.956408 = -470506.889149 nChanged 18 SP:Iteration 60F (425.136940 sec): 3 clusters Score: Raw -472406.980805 + Penalty 1896.956408 = -470510.024397 nChanged 22 SP:Iteration 61Q (425.234661 sec): 3 clusters Score: Raw -472412.766287 + Penalty 1896.956408 = -470515.809879 nChanged 30 SP:Iteration 62Q (425.331114 sec): 3 clusters Score: Raw -472421.538259 + Penalty 1896.956408 = -470524.581851 nChanged 25 SP:Iteration 63Q (425.434701 sec): 3 clusters Score: Raw -472427.728759 + Penalty 1896.956408 = -470530.772351 nChanged 22 SP:Iteration 64Q (425.524013 sec): 3 clusters Score: Raw -472434.294119 + Penalty 1896.956408 = -470537.337711 nChanged 27 SP:Iteration 65Q (425.623150 sec): 3 clusters Score: Raw -472443.930296 + Penalty 1896.956408 = -470546.973888 nChanged 40 SP:Iteration 66Q (425.702207 sec): 3 clusters Score: Raw -472457.530268 + Penalty 1896.956408 = -470560.573860 nChanged 40 SP:Iteration 67Q (425.804441 sec): 3 clusters Score: Raw -472475.127792 + Penalty 1896.956408 = -470578.171384 nChanged 38 SP:Iteration 68Q (425.897093 sec): 3 clusters Score: Raw -472490.293786 + Penalty 1896.956408 = -470593.337378 nChanged 31 SP:Iteration 69Q (425.995888 sec): 3 clusters Score: Raw -472506.426571 + Penalty 1896.956408 = -470609.470163 nChanged 46 SP:Iteration 70Q (426.088386 sec): 3 clusters Score: Raw -472527.541924 + Penalty 1896.956408 = -470630.585516 nChanged 44 SP:Iteration 71Q (426.179304 sec): 3 clusters Score: Raw -472545.858208 + Penalty 1896.956408 = -470648.901800 nChanged 47 SP:Iteration 72Q (426.274326 sec): 3 clusters Score: Raw -472562.625695 + Penalty 1896.956408 = -470665.669287 nChanged 57 SP:Iteration 73Q (426.363192 sec): 3 clusters Score: Raw -472587.648607 + Penalty 1896.956408 = -470690.692199 nChanged 62 SP:Iteration 74Q (426.450839 sec): 3 clusters Score: Raw -472613.985327 + Penalty 1896.956408 = -470717.028919 nChanged 62 SP:Iteration 75Q (426.547866 sec): 3 clusters Score: Raw -472638.687895 + Penalty 1896.956408 = -470741.731487 nChanged 56 SP:Iteration 76Q (426.664662 sec): 3 clusters Score: Raw -472657.460986 + Penalty 1896.956408 = -470760.504577 nChanged 55 SP:Iteration 77Q (426.747878 sec): 3 clusters Score: Raw -472677.242897 + Penalty 1896.956408 = -470780.286489 nChanged 57 SP:Iteration 78Q (426.846289 sec): 3 clusters Score: Raw -472703.055501 + Penalty 1896.956408 = -470806.099093 nChanged 65 SP:Iteration 79Q (426.939369 sec): 3 clusters Score: Raw -472738.721910 + Penalty 1896.956408 = -470841.765502 nChanged 64 SP:Iteration 80F (427.036482 sec): 3 clusters Score: Raw -472771.117622 + Penalty 1896.956408 = -470874.161214 nChanged 65 SP:Iteration 81Q (427.131909 sec): 3 clusters Score: Raw -472810.588737 + Penalty 1896.956408 = -470913.632329 nChanged 73 SP:Iteration 82Q (427.229060 sec): 3 clusters Score: Raw -472856.790946 + Penalty 1896.956408 = -470959.834538 nChanged 77 SP:Iteration 83Q (427.331312 sec): 3 clusters Score: Raw -472908.314512 + Penalty 1896.956408 = -471011.358104 nChanged 73 SP:Iteration 84Q (427.421840 sec): 3 clusters Score: Raw -472954.022504 + Penalty 1896.956408 = -471057.066096 nChanged 65 SP:Iteration 85Q (427.527347 sec): 3 clusters Score: Raw -472990.429004 + Penalty 1896.956408 = -471093.472596 nChanged 51 SP:Iteration 86Q (427.617700 sec): 3 clusters Score: Raw -473013.905177 + Penalty 1896.956408 = -471116.948769 nChanged 49 SP:Iteration 87Q (427.705141 sec): 3 clusters Score: Raw -473033.257577 + Penalty 1896.956408 = -471136.301169 nChanged 30 SP:Iteration 88Q (427.807695 sec): 3 clusters Score: Raw -473041.709134 + Penalty 1896.956408 = -471144.752726 nChanged 19 SP:Iteration 89Q (427.893414 sec): 3 clusters Score: Raw -473046.445035 + Penalty 1896.956408 = -471149.488627 nChanged 13 SP:Iteration 90Q (427.997802 sec): 3 clusters Score: Raw -473048.418861 + Penalty 1896.956408 = -471151.462453 nChanged 8 SP:Iteration 91Q (428.099252 sec): 3 clusters Score: Raw -473049.580132 + Penalty 1896.956408 = -471152.623724 nChanged 7 SP:Iteration 92Q (428.196035 sec): 3 clusters Score: Raw -473050.212184 + Penalty 1896.956408 = -471153.255776 nChanged 7 SP:Iteration 93Q (428.286256 sec): 3 clusters Score: Raw -473051.581283 + Penalty 1896.956408 = -471154.624875 nChanged 8 SP:Iteration 94Q (428.385120 sec): 3 clusters Score: Raw -473053.512310 + Penalty 1896.956408 = -471156.555902 nChanged 3 SP:Iteration 95Q (428.473651 sec): 3 clusters Score: Raw -473054.599903 + Penalty 1896.956408 = -471157.643495 nChanged 5 SP:Iteration 96Q (428.578920 sec): 3 clusters Score: Raw -473055.888533 + Penalty 1896.956408 = -471158.932125 nChanged 8 SP:Iteration 97Q (428.652419 sec): 3 clusters Score: Raw -473057.527358 + Penalty 1896.956408 = -471160.570950 nChanged 7 SP:Iteration 98Q (428.744805 sec): 3 clusters Score: Raw -473058.690703 + Penalty 1896.956408 = -471161.734295 nChanged 6 SP:Iteration 99Q (428.849445 sec): 3 clusters Score: Raw -473059.495830 + Penalty 1896.956408 = -471162.539422 nChanged 7 SP:Iteration 100F (428.949018 sec): 3 clusters Score: Raw -473060.707936 + Penalty 1896.956408 = -471163.751528 nChanged 7 SP:Iteration 101Q (429.035247 sec): 3 clusters Score: Raw -473061.772422 + Penalty 1896.956408 = -471164.816014 nChanged 5 SP:Iteration 102Q (429.116219 sec): 3 clusters Score: Raw -473062.777983 + Penalty 1896.956408 = -471165.821575 nChanged 2 SP:Iteration 103Q (429.218775 sec): 3 clusters Score: Raw -473063.271435 + Penalty 1896.956408 = -471166.315027 nChanged 2 SP:Iteration 104Q (429.316464 sec): 3 clusters Score: Raw -473063.645225 + Penalty 1896.956408 = -471166.688817 nChanged 4 SP:Iteration 105Q (429.406250 sec): 3 clusters Score: Raw -473064.509172 + Penalty 1896.956408 = -471167.552764 nChanged 7 SP:Iteration 106Q (429.504793 sec): 3 clusters Score: Raw -473065.591836 + Penalty 1896.956408 = -471168.635428 nChanged 3 SP:Iteration 107Q (429.611187 sec): 3 clusters Score: Raw -473066.213318 + Penalty 1896.956408 = -471169.256910 nChanged 3 SP:Iteration 108Q (429.699407 sec): 3 clusters Score: Raw -473066.511413 + Penalty 1896.956408 = -471169.555005 nChanged 3 SP:Iteration 109Q (429.804309 sec): 3 clusters Score: Raw -473066.765064 + Penalty 1896.956408 = -471169.808656 nChanged 1 SP:Iteration 110Q (429.884555 sec): 3 clusters Score: Raw -473066.815502 + Penalty 1896.956408 = -471169.859094 nChanged 1 SP:Iteration 111Q (429.977008 sec): 3 clusters Score: Raw -473066.891857 + Penalty 1896.956408 = -471169.935449 nChanged 1 SP:Iteration 112Q (430.065477 sec): 3 clusters Score: Raw -473067.073882 + Penalty 1896.956408 = -471170.117474 nChanged 0 SP:Iteration 113F (430.144925 sec): 3 clusters Score: Raw -473067.073882 + Penalty 1896.956408 = -471170.117474 nChanged 0 Score: Raw -4229854.667911 + Penalty 24837.097143 = -4205017.570768 Splitting cluster 2 changes total score from -4204504.282907 to -4205017.570768 So it's getting split into cluster 21. Trying to split cluster 3 (4689 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (432.021602 sec): 2 clusters Score: Raw -236795.990911 + Penalty 887.562335 = -235908.428576 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (432.113567 sec): 3 clusters Score: Raw -234197.691479 + Penalty 1775.124670 = -232422.566809 nChanged 1994 SP:Iteration 1F (432.213588 sec): 3 clusters Score: Raw -235578.657580 + Penalty 1775.124670 = -233803.532910 nChanged 441 SP:Iteration 2F (432.296485 sec): 3 clusters Score: Raw -235962.150390 + Penalty 1775.124670 = -234187.025720 nChanged 370 SP:Iteration 3F (432.388409 sec): 3 clusters Score: Raw -236322.269269 + Penalty 1775.124670 = -234547.144599 nChanged 353 SP:Iteration 4F (432.457072 sec): 3 clusters Score: Raw -236643.876985 + Penalty 1775.124670 = -234868.752315 nChanged 293 SP:Iteration 5F (432.545305 sec): 3 clusters Score: Raw -236925.245528 + Penalty 1775.124670 = -235150.120858 nChanged 261 SP:Iteration 6F (432.638591 sec): 3 clusters Score: Raw -237138.639534 + Penalty 1775.124670 = -235363.514864 nChanged 212 SP:Iteration 7Q (432.731595 sec): 3 clusters Score: Raw -237268.277032 + Penalty 1775.124670 = -235493.152362 nChanged 163 SP:Iteration 8Q (432.824754 sec): 3 clusters Score: Raw -237358.918832 + Penalty 1775.124670 = -235583.794162 nChanged 145 SP:Iteration 9Q (432.920939 sec): 3 clusters Score: Raw -237419.423549 + Penalty 1775.124670 = -235644.298879 nChanged 90 SP:Iteration 10Q (432.993470 sec): 3 clusters Score: Raw -237445.507444 + Penalty 1775.124670 = -235670.382774 nChanged 64 SP:Iteration 11Q (433.063646 sec): 3 clusters Score: Raw -237467.985133 + Penalty 1775.124670 = -235692.860463 nChanged 59 SP:Iteration 12Q (433.154288 sec): 3 clusters Score: Raw -237482.876412 + Penalty 1775.124670 = -235707.751742 nChanged 49 SP:Iteration 13Q (433.241215 sec): 3 clusters Score: Raw -237494.672963 + Penalty 1775.124670 = -235719.548293 nChanged 26 SP:Iteration 14Q (433.323852 sec): 3 clusters Score: Raw -237500.247520 + Penalty 1775.124670 = -235725.122850 nChanged 25 SP:Iteration 15Q (433.397594 sec): 3 clusters Score: Raw -237503.977343 + Penalty 1775.124670 = -235728.852673 nChanged 14 SP:Iteration 16Q (433.502051 sec): 3 clusters Score: Raw -237507.585784 + Penalty 1775.124670 = -235732.461114 nChanged 15 SP:Iteration 17Q (433.589973 sec): 3 clusters Score: Raw -237509.299537 + Penalty 1775.124670 = -235734.174867 nChanged 7 SP:Iteration 18Q (433.685902 sec): 3 clusters Score: Raw -237510.019214 + Penalty 1775.124670 = -235734.894544 nChanged 2 SP:Iteration 19Q (433.781675 sec): 3 clusters Score: Raw -237510.349341 + Penalty 1775.124670 = -235735.224671 nChanged 1 SP:Iteration 20F (433.858021 sec): 3 clusters Score: Raw -237510.497425 + Penalty 1775.124670 = -235735.372755 nChanged 1 SP:Iteration 21Q (433.942056 sec): 3 clusters Score: Raw -237510.698162 + Penalty 1775.124670 = -235735.573492 nChanged 1 SP:Iteration 22Q (434.033857 sec): 3 clusters Score: Raw -237511.049176 + Penalty 1775.124670 = -235735.924506 nChanged 3 SP:Iteration 23Q (434.129726 sec): 3 clusters Score: Raw -237511.247193 + Penalty 1775.124670 = -235736.122523 nChanged 4 SP:Iteration 24Q (434.223181 sec): 3 clusters Score: Raw -237511.656148 + Penalty 1775.124670 = -235736.531478 nChanged 0 SP:Iteration 25F (434.297085 sec): 3 clusters Score: Raw -237511.656148 + Penalty 1775.124670 = -235736.531478 nChanged 0 Trying to split cluster 4 (4155 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (434.367632 sec): 2 clusters Score: Raw -244469.264770 + Penalty 874.867109 = -243594.397661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (434.439797 sec): 3 clusters Score: Raw -242246.123893 + Penalty 1749.734219 = -240496.389675 nChanged 1726 SP:Iteration 1F (434.536942 sec): 3 clusters Score: Raw -243289.992522 + Penalty 1749.734219 = -241540.258303 nChanged 383 SP:Iteration 2F (434.611047 sec): 3 clusters Score: Raw -243579.727463 + Penalty 1749.734219 = -241829.993245 nChanged 296 SP:Iteration 3F (434.702269 sec): 3 clusters Score: Raw -243788.859302 + Penalty 1749.734219 = -242039.125084 nChanged 255 SP:Iteration 4F (434.781700 sec): 3 clusters Score: Raw -243986.101649 + Penalty 1749.734219 = -242236.367430 nChanged 208 SP:Iteration 5F (434.877574 sec): 3 clusters Score: Raw -244125.601904 + Penalty 1749.734219 = -242375.867686 nChanged 189 SP:Iteration 6Q (434.956306 sec): 3 clusters Score: Raw -244247.107872 + Penalty 1749.734219 = -242497.373653 nChanged 147 SP:Iteration 7Q (435.058676 sec): 3 clusters Score: Raw -244334.980577 + Penalty 1749.734219 = -242585.246359 nChanged 107 SP:Iteration 8Q (435.148532 sec): 3 clusters Score: Raw -244392.201034 + Penalty 1749.734219 = -242642.466815 nChanged 89 SP:Iteration 9Q (435.212996 sec): 3 clusters Score: Raw -244430.377199 + Penalty 1749.734219 = -242680.642980 nChanged 78 SP:Iteration 10Q (435.323602 sec): 3 clusters Score: Raw -244460.039189 + Penalty 1749.734219 = -242710.304970 nChanged 65 SP:Iteration 11Q (435.401002 sec): 3 clusters Score: Raw -244487.421941 + Penalty 1749.734219 = -242737.687722 nChanged 55 SP:Iteration 12Q (435.497535 sec): 3 clusters Score: Raw -244504.406816 + Penalty 1749.734219 = -242754.672597 nChanged 37 SP:Iteration 13Q (435.573013 sec): 3 clusters Score: Raw -244516.563586 + Penalty 1749.734219 = -242766.829368 nChanged 39 SP:Iteration 14Q (435.662523 sec): 3 clusters Score: Raw -244527.414548 + Penalty 1749.734219 = -242777.680330 nChanged 34 SP:Iteration 15Q (435.750236 sec): 3 clusters Score: Raw -244538.717722 + Penalty 1749.734219 = -242788.983503 nChanged 27 SP:Iteration 16Q (435.847079 sec): 3 clusters Score: Raw -244546.936301 + Penalty 1749.734219 = -242797.202083 nChanged 25 SP:Iteration 17Q (435.937597 sec): 3 clusters Score: Raw -244553.386918 + Penalty 1749.734219 = -242803.652700 nChanged 17 SP:Iteration 18Q (436.026717 sec): 3 clusters Score: Raw -244559.098905 + Penalty 1749.734219 = -242809.364687 nChanged 31 SP:Iteration 19Q (436.117722 sec): 3 clusters Score: Raw -244568.033904 + Penalty 1749.734219 = -242818.299686 nChanged 24 SP:Iteration 20F (436.188531 sec): 3 clusters Score: Raw -244574.321679 + Penalty 1749.734219 = -242824.587460 nChanged 26 SP:Iteration 21Q (436.286131 sec): 3 clusters Score: Raw -244581.124285 + Penalty 1749.734219 = -242831.390067 nChanged 14 SP:Iteration 22Q (436.377327 sec): 3 clusters Score: Raw -244584.623601 + Penalty 1749.734219 = -242834.889383 nChanged 10 SP:Iteration 23Q (436.456621 sec): 3 clusters Score: Raw -244586.863960 + Penalty 1749.734219 = -242837.129741 nChanged 7 SP:Iteration 24Q (436.542329 sec): 3 clusters Score: Raw -244588.220658 + Penalty 1749.734219 = -242838.486440 nChanged 8 SP:Iteration 25Q (436.625582 sec): 3 clusters Score: Raw -244590.174246 + Penalty 1749.734219 = -242840.440028 nChanged 8 SP:Iteration 26Q (436.718840 sec): 3 clusters Score: Raw -244592.025396 + Penalty 1749.734219 = -242842.291178 nChanged 7 SP:Iteration 27Q (436.782737 sec): 3 clusters Score: Raw -244593.482507 + Penalty 1749.734219 = -242843.748288 nChanged 7 SP:Iteration 28Q (436.871612 sec): 3 clusters Score: Raw -244594.874052 + Penalty 1749.734219 = -242845.139833 nChanged 6 SP:Iteration 29Q (436.951205 sec): 3 clusters Score: Raw -244596.115843 + Penalty 1749.734219 = -242846.381624 nChanged 12 SP:Iteration 30Q (437.060276 sec): 3 clusters Score: Raw -244598.253285 + Penalty 1749.734219 = -242848.519067 nChanged 11 SP:Iteration 31Q (437.125902 sec): 3 clusters Score: Raw -244600.108161 + Penalty 1749.734219 = -242850.373943 nChanged 9 SP:Iteration 32Q (437.220287 sec): 3 clusters Score: Raw -244602.332123 + Penalty 1749.734219 = -242852.597904 nChanged 11 SP:Iteration 33Q (437.308240 sec): 3 clusters Score: Raw -244604.404239 + Penalty 1749.734219 = -242854.670021 nChanged 11 SP:Iteration 34Q (437.399516 sec): 3 clusters Score: Raw -244607.171711 + Penalty 1749.734219 = -242857.437493 nChanged 8 SP:Iteration 35Q (437.496436 sec): 3 clusters Score: Raw -244608.855393 + Penalty 1749.734219 = -242859.121174 nChanged 9 SP:Iteration 36Q (437.574163 sec): 3 clusters Score: Raw -244611.995711 + Penalty 1749.734219 = -242862.261492 nChanged 10 SP:Iteration 37Q (437.672990 sec): 3 clusters Score: Raw -244616.038824 + Penalty 1749.734219 = -242866.304605 nChanged 11 SP:Iteration 38Q (437.738672 sec): 3 clusters Score: Raw -244618.671294 + Penalty 1749.734219 = -242868.937075 nChanged 11 SP:Iteration 39Q (437.845227 sec): 3 clusters Score: Raw -244621.264835 + Penalty 1749.734219 = -242871.530617 nChanged 9 SP:Iteration 40F (437.920789 sec): 3 clusters Score: Raw -244623.014686 + Penalty 1749.734219 = -242873.280468 nChanged 8 SP:Iteration 41Q (438.018128 sec): 3 clusters Score: Raw -244624.080049 + Penalty 1749.734219 = -242874.345830 nChanged 3 SP:Iteration 42Q (438.115512 sec): 3 clusters Score: Raw -244624.717080 + Penalty 1749.734219 = -242874.982861 nChanged 5 SP:Iteration 43Q (438.185547 sec): 3 clusters Score: Raw -244625.673254 + Penalty 1749.734219 = -242875.939036 nChanged 8 SP:Iteration 44Q (438.276526 sec): 3 clusters Score: Raw -244627.414967 + Penalty 1749.734219 = -242877.680749 nChanged 5 SP:Iteration 45Q (438.372688 sec): 3 clusters Score: Raw -244628.380827 + Penalty 1749.734219 = -242878.646608 nChanged 7 SP:Iteration 46Q (438.452499 sec): 3 clusters Score: Raw -244629.976242 + Penalty 1749.734219 = -242880.242024 nChanged 4 SP:Iteration 47Q (438.529748 sec): 3 clusters Score: Raw -244630.806583 + Penalty 1749.734219 = -242881.072364 nChanged 3 SP:Iteration 48Q (438.630312 sec): 3 clusters Score: Raw -244631.466184 + Penalty 1749.734219 = -242881.731965 nChanged 1 SP:Iteration 49Q (438.715658 sec): 3 clusters Score: Raw -244631.508859 + Penalty 1749.734219 = -242881.774641 nChanged 0 SP:Iteration 50F (438.808786 sec): 3 clusters Score: Raw -244631.508859 + Penalty 1749.734219 = -242881.774641 nChanged 0 Trying to split cluster 5 (1230 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (438.847077 sec): 2 clusters Score: Raw -52963.443567 + Penalty 747.050792 = -52216.392775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (438.931413 sec): 3 clusters Score: Raw -52489.983675 + Penalty 1494.101584 = -50995.882091 nChanged 424 SP:Iteration 1F (439.021567 sec): 3 clusters Score: Raw -52927.946643 + Penalty 1494.101584 = -51433.845059 nChanged 136 SP:Iteration 2F (439.095718 sec): 3 clusters Score: Raw -53175.260979 + Penalty 1494.101584 = -51681.159395 nChanged 108 SP:Iteration 3F (439.187724 sec): 3 clusters Score: Raw -53318.014211 + Penalty 1494.101584 = -51823.912627 nChanged 70 SP:Iteration 4F (439.267344 sec): 3 clusters Score: Raw -53454.692872 + Penalty 1494.101584 = -51960.591287 nChanged 46 SP:Iteration 5Q (439.347103 sec): 3 clusters Score: Raw -53534.063480 + Penalty 1494.101584 = -52039.961896 nChanged 34 SP:Iteration 6Q (439.446235 sec): 3 clusters Score: Raw -53580.973390 + Penalty 1494.101584 = -52086.871805 nChanged 18 SP:Iteration 7Q (439.531016 sec): 3 clusters Score: Raw -53599.400867 + Penalty 1494.101584 = -52105.299283 nChanged 15 SP:Iteration 8Q (439.608596 sec): 3 clusters Score: Raw -53614.454798 + Penalty 1494.101584 = -52120.353214 nChanged 7 SP:Iteration 9Q (439.685028 sec): 3 clusters Score: Raw -53621.260982 + Penalty 1494.101584 = -52127.159398 nChanged 5 SP:Iteration 10Q (439.766519 sec): 3 clusters Score: Raw -53626.520437 + Penalty 1494.101584 = -52132.418853 nChanged 4 SP:Iteration 11Q (439.844592 sec): 3 clusters Score: Raw -53634.277294 + Penalty 1494.101584 = -52140.175710 nChanged 2 SP:Iteration 12Q (439.933544 sec): 3 clusters Score: Raw -53640.914954 + Penalty 1494.101584 = -52146.813370 nChanged 4 SP:Iteration 13Q (440.016223 sec): 3 clusters Score: Raw -53657.229270 + Penalty 1494.101584 = -52163.127686 nChanged 7 SP:Iteration 14Q (440.106259 sec): 3 clusters Score: Raw -53680.962374 + Penalty 1494.101584 = -52186.860790 nChanged 9 SP:Iteration 15Q (440.189663 sec): 3 clusters Score: Raw -53685.934499 + Penalty 1494.101584 = -52191.832915 nChanged 6 SP:Iteration 16Q (440.275390 sec): 3 clusters Score: Raw -53689.399413 + Penalty 1494.101584 = -52195.297829 nChanged 4 SP:Iteration 17Q (440.354813 sec): 3 clusters Score: Raw -53698.265371 + Penalty 1494.101584 = -52204.163787 nChanged 4 SP:Iteration 18Q (440.433282 sec): 3 clusters Score: Raw -53705.923112 + Penalty 1494.101584 = -52211.821527 nChanged 4 SP:Iteration 19Q (440.515065 sec): 3 clusters Score: Raw -53709.201084 + Penalty 1494.101584 = -52215.099500 nChanged 5 SP:Iteration 20F (440.621358 sec): 3 clusters Score: Raw -53712.141213 + Penalty 1494.101584 = -52218.039629 nChanged 0 Score: Raw -4230603.365557 + Penalty 26019.816055 = -4204583.549502 Splitting cluster 5 changes total score from -4204504.282907 to -4204583.549502 So it's getting split into cluster 22. Trying to split cluster 6 (1779 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (442.521997 sec): 2 clusters Score: Raw -100154.062297 + Penalty 785.799702 = -99368.262595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (442.602103 sec): 3 clusters Score: Raw -99328.193446 + Penalty 1571.599404 = -97756.594041 nChanged 654 SP:Iteration 1F (442.695779 sec): 3 clusters Score: Raw -99700.665980 + Penalty 1571.599404 = -98129.066576 nChanged 154 SP:Iteration 2F (442.768717 sec): 3 clusters Score: Raw -99817.557537 + Penalty 1571.599404 = -98245.958133 nChanged 111 SP:Iteration 3F (442.848301 sec): 3 clusters Score: Raw -99893.329207 + Penalty 1571.599404 = -98321.729803 nChanged 75 SP:Iteration 4Q (442.949295 sec): 3 clusters Score: Raw -99940.524541 + Penalty 1571.599404 = -98368.925137 nChanged 54 SP:Iteration 5Q (443.037387 sec): 3 clusters Score: Raw -99968.667754 + Penalty 1571.599404 = -98397.068350 nChanged 38 SP:Iteration 6Q (443.114221 sec): 3 clusters Score: Raw -99992.620659 + Penalty 1571.599404 = -98421.021255 nChanged 35 SP:Iteration 7Q (443.214932 sec): 3 clusters Score: Raw -100018.899560 + Penalty 1571.599404 = -98447.300155 nChanged 37 SP:Iteration 8Q (443.283024 sec): 3 clusters Score: Raw -100039.103224 + Penalty 1571.599404 = -98467.503820 nChanged 33 SP:Iteration 9Q (443.368108 sec): 3 clusters Score: Raw -100057.201492 + Penalty 1571.599404 = -98485.602087 nChanged 29 SP:Iteration 10Q (443.458090 sec): 3 clusters Score: Raw -100069.536000 + Penalty 1571.599404 = -98497.936596 nChanged 21 SP:Iteration 11Q (443.515631 sec): 3 clusters Score: Raw -100083.742342 + Penalty 1571.599404 = -98512.142937 nChanged 23 SP:Iteration 12Q (443.597212 sec): 3 clusters Score: Raw -100101.094859 + Penalty 1571.599404 = -98529.495455 nChanged 26 SP:Iteration 13Q (443.673014 sec): 3 clusters Score: Raw -100120.032009 + Penalty 1571.599404 = -98548.432605 nChanged 32 SP:Iteration 14Q (443.760496 sec): 3 clusters Score: Raw -100148.082789 + Penalty 1571.599404 = -98576.483385 nChanged 37 SP:Iteration 15Q (443.857170 sec): 3 clusters Score: Raw -100173.506763 + Penalty 1571.599404 = -98601.907358 nChanged 42 SP:Iteration 16Q (443.929186 sec): 3 clusters Score: Raw -100203.338912 + Penalty 1571.599404 = -98631.739508 nChanged 38 SP:Iteration 17Q (444.022573 sec): 3 clusters Score: Raw -100224.447478 + Penalty 1571.599404 = -98652.848073 nChanged 25 SP:Iteration 18Q (444.087124 sec): 3 clusters Score: Raw -100240.344761 + Penalty 1571.599404 = -98668.745356 nChanged 23 SP:Iteration 19Q (444.173097 sec): 3 clusters Score: Raw -100253.571783 + Penalty 1571.599404 = -98681.972379 nChanged 24 SP:Iteration 20F (444.235403 sec): 3 clusters Score: Raw -100266.469721 + Penalty 1571.599404 = -98694.870316 nChanged 17 SP:Iteration 21Q (444.351208 sec): 3 clusters Score: Raw -100279.084408 + Penalty 1571.599404 = -98707.485004 nChanged 18 SP:Iteration 22Q (444.434649 sec): 3 clusters Score: Raw -100288.623612 + Penalty 1571.599404 = -98717.024208 nChanged 23 SP:Iteration 23Q (444.501327 sec): 3 clusters Score: Raw -100301.850001 + Penalty 1571.599404 = -98730.250596 nChanged 16 SP:Iteration 24Q (444.581114 sec): 3 clusters Score: Raw -100307.251194 + Penalty 1571.599404 = -98735.651789 nChanged 7 SP:Iteration 25Q (444.665948 sec): 3 clusters Score: Raw -100309.622082 + Penalty 1571.599404 = -98738.022678 nChanged 6 SP:Iteration 26Q (444.762415 sec): 3 clusters Score: Raw -100311.787648 + Penalty 1571.599404 = -98740.188243 nChanged 7 SP:Iteration 27Q (444.843319 sec): 3 clusters Score: Raw -100314.463302 + Penalty 1571.599404 = -98742.863897 nChanged 5 SP:Iteration 28Q (444.912434 sec): 3 clusters Score: Raw -100316.119839 + Penalty 1571.599404 = -98744.520434 nChanged 5 SP:Iteration 29Q (444.999283 sec): 3 clusters Score: Raw -100318.161934 + Penalty 1571.599404 = -98746.562529 nChanged 7 SP:Iteration 30Q (445.081768 sec): 3 clusters Score: Raw -100322.368142 + Penalty 1571.599404 = -98750.768737 nChanged 9 SP:Iteration 31Q (445.175576 sec): 3 clusters Score: Raw -100327.620439 + Penalty 1571.599404 = -98756.021035 nChanged 17 SP:Iteration 32Q (445.249293 sec): 3 clusters Score: Raw -100336.146455 + Penalty 1571.599404 = -98764.547051 nChanged 12 SP:Iteration 33Q (445.349113 sec): 3 clusters Score: Raw -100344.361294 + Penalty 1571.599404 = -98772.761890 nChanged 18 SP:Iteration 34Q (445.441242 sec): 3 clusters Score: Raw -100355.512250 + Penalty 1571.599404 = -98783.912846 nChanged 15 SP:Iteration 35Q (445.521545 sec): 3 clusters Score: Raw -100360.191989 + Penalty 1571.599404 = -98788.592585 nChanged 7 SP:Iteration 36Q (445.592608 sec): 3 clusters Score: Raw -100362.123469 + Penalty 1571.599404 = -98790.524064 nChanged 3 SP:Iteration 37Q (445.679296 sec): 3 clusters Score: Raw -100362.696012 + Penalty 1571.599404 = -98791.096607 nChanged 2 SP:Iteration 38Q (445.771159 sec): 3 clusters Score: Raw -100363.580198 + Penalty 1571.599404 = -98791.980793 nChanged 1 SP:Iteration 39Q (445.838638 sec): 3 clusters Score: Raw -100363.690407 + Penalty 1571.599404 = -98792.091003 nChanged 1 SP:Iteration 40F (445.926445 sec): 3 clusters Score: Raw -100363.899317 + Penalty 1571.599404 = -98792.299913 nChanged 1 SP:Iteration 41Q (446.017595 sec): 3 clusters Score: Raw -100364.249596 + Penalty 1571.599404 = -98792.650191 nChanged 0 SP:Iteration 42F (446.121074 sec): 3 clusters Score: Raw -100364.249596 + Penalty 1571.599404 = -98792.650191 nChanged 0 Trying to split cluster 7 (1904 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (446.160800 sec): 2 clusters Score: Raw -94451.631488 + Penalty 792.929783 = -93658.701705 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (446.232748 sec): 3 clusters Score: Raw -93567.628927 + Penalty 1585.859565 = -91981.769362 nChanged 726 SP:Iteration 1F (446.307369 sec): 3 clusters Score: Raw -94052.064579 + Penalty 1585.859565 = -92466.205014 nChanged 159 SP:Iteration 2F (446.401350 sec): 3 clusters Score: Raw -94190.561234 + Penalty 1585.859565 = -92604.701668 nChanged 121 SP:Iteration 3F (446.486362 sec): 3 clusters Score: Raw -94313.313750 + Penalty 1585.859565 = -92727.454185 nChanged 103 SP:Iteration 4F (446.586991 sec): 3 clusters Score: Raw -94429.270836 + Penalty 1585.859565 = -92843.411271 nChanged 102 SP:Iteration 5F (446.675607 sec): 3 clusters Score: Raw -94566.785666 + Penalty 1585.859565 = -92980.926101 nChanged 114 SP:Iteration 6F (446.758852 sec): 3 clusters Score: Raw -94692.301714 + Penalty 1585.859565 = -93106.442149 nChanged 87 SP:Iteration 7Q (446.826757 sec): 3 clusters Score: Raw -94782.146951 + Penalty 1585.859565 = -93196.287385 nChanged 59 SP:Iteration 8Q (446.925320 sec): 3 clusters Score: Raw -94828.878903 + Penalty 1585.859565 = -93243.019338 nChanged 36 SP:Iteration 9Q (446.996549 sec): 3 clusters Score: Raw -94857.147070 + Penalty 1585.859565 = -93271.287505 nChanged 29 SP:Iteration 10Q (447.072585 sec): 3 clusters Score: Raw -94881.239499 + Penalty 1585.859565 = -93295.379934 nChanged 31 SP:Iteration 11Q (447.173535 sec): 3 clusters Score: Raw -94901.051200 + Penalty 1585.859565 = -93315.191635 nChanged 21 SP:Iteration 12Q (447.254915 sec): 3 clusters Score: Raw -94912.710877 + Penalty 1585.859565 = -93326.851311 nChanged 13 SP:Iteration 13Q (447.340245 sec): 3 clusters Score: Raw -94920.981947 + Penalty 1585.859565 = -93335.122382 nChanged 12 SP:Iteration 14Q (447.441527 sec): 3 clusters Score: Raw -94931.272501 + Penalty 1585.859565 = -93345.412936 nChanged 16 SP:Iteration 15Q (447.521426 sec): 3 clusters Score: Raw -94944.566595 + Penalty 1585.859565 = -93358.707030 nChanged 9 SP:Iteration 16Q (447.601454 sec): 3 clusters Score: Raw -94949.172262 + Penalty 1585.859565 = -93363.312696 nChanged 6 SP:Iteration 17Q (447.694882 sec): 3 clusters Score: Raw -94952.554199 + Penalty 1585.859565 = -93366.694633 nChanged 4 SP:Iteration 18Q (447.775689 sec): 3 clusters Score: Raw -94956.893347 + Penalty 1585.859565 = -93371.033782 nChanged 2 SP:Iteration 19Q (447.861459 sec): 3 clusters Score: Raw -94957.681915 + Penalty 1585.859565 = -93371.822349 nChanged 2 SP:Iteration 20F (447.961685 sec): 3 clusters Score: Raw -94958.460887 + Penalty 1585.859565 = -93372.601322 nChanged 3 SP:Iteration 21Q (448.045127 sec): 3 clusters Score: Raw -94959.635406 + Penalty 1585.859565 = -93373.775840 nChanged 1 SP:Iteration 22Q (448.126181 sec): 3 clusters Score: Raw -94960.184438 + Penalty 1585.859565 = -93374.324873 nChanged 2 SP:Iteration 23Q (448.224772 sec): 3 clusters Score: Raw -94963.693985 + Penalty 1585.859565 = -93377.834420 nChanged 5 SP:Iteration 24Q (448.293894 sec): 3 clusters Score: Raw -94966.258592 + Penalty 1585.859565 = -93380.399027 nChanged 3 SP:Iteration 25Q (448.380521 sec): 3 clusters Score: Raw -94967.842610 + Penalty 1585.859565 = -93381.983045 nChanged 3 SP:Iteration 26Q (448.498641 sec): 3 clusters Score: Raw -94969.620532 + Penalty 1585.859565 = -93383.760967 nChanged 1 SP:Iteration 27Q (448.568960 sec): 3 clusters Score: Raw -94969.839300 + Penalty 1585.859565 = -93383.979735 nChanged 1 SP:Iteration 28Q (448.672520 sec): 3 clusters Score: Raw -94970.239593 + Penalty 1585.859565 = -93384.380028 nChanged 4 SP:Iteration 29Q (448.753467 sec): 3 clusters Score: Raw -94972.164345 + Penalty 1585.859565 = -93386.304780 nChanged 2 SP:Iteration 30Q (448.822728 sec): 3 clusters Score: Raw -94973.166720 + Penalty 1585.859565 = -93387.307155 nChanged 4 SP:Iteration 31Q (448.908466 sec): 3 clusters Score: Raw -94975.353518 + Penalty 1585.859565 = -93389.493953 nChanged 4 SP:Iteration 32Q (448.998903 sec): 3 clusters Score: Raw -94977.733387 + Penalty 1585.859565 = -93391.873822 nChanged 3 SP:Iteration 33Q (449.076956 sec): 3 clusters Score: Raw -94980.927291 + Penalty 1585.859565 = -93395.067726 nChanged 9 SP:Iteration 34Q (449.165086 sec): 3 clusters Score: Raw -94986.661682 + Penalty 1585.859565 = -93400.802116 nChanged 6 SP:Iteration 35Q (449.245963 sec): 3 clusters Score: Raw -94989.216369 + Penalty 1585.859565 = -93403.356804 nChanged 3 SP:Iteration 36Q (449.328158 sec): 3 clusters Score: Raw -94992.455380 + Penalty 1585.859565 = -93406.595815 nChanged 3 SP:Iteration 37Q (449.402194 sec): 3 clusters Score: Raw -94994.146924 + Penalty 1585.859565 = -93408.287358 nChanged 3 SP:Iteration 38Q (449.478891 sec): 3 clusters Score: Raw -94995.510506 + Penalty 1585.859565 = -93409.650941 nChanged 2 SP:Iteration 39Q (449.576376 sec): 3 clusters Score: Raw -94996.053500 + Penalty 1585.859565 = -93410.193934 nChanged 1 SP:Iteration 40F (449.676409 sec): 3 clusters Score: Raw -94996.339995 + Penalty 1585.859565 = -93410.480430 nChanged 2 SP:Iteration 41Q (449.746491 sec): 3 clusters Score: Raw -94996.657992 + Penalty 1585.859565 = -93410.798427 nChanged 1 SP:Iteration 42Q (449.851758 sec): 3 clusters Score: Raw -94996.826934 + Penalty 1585.859565 = -93410.967368 nChanged 0 SP:Iteration 43F (449.928575 sec): 3 clusters Score: Raw -94996.826934 + Penalty 1585.859565 = -93410.967368 nChanged 0 Trying to split cluster 8 (13889 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (450.011587 sec): 2 clusters Score: Raw -835281.943244 + Penalty 1001.579506 = -834280.363738 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (450.112655 sec): 3 clusters Score: Raw -826846.350058 + Penalty 2003.159012 = -824843.191046 nChanged 6392 SP:Iteration 1F (450.213603 sec): 3 clusters Score: Raw -830597.373457 + Penalty 2003.159012 = -828594.214445 nChanged 753 SP:Iteration 2F (450.317506 sec): 3 clusters Score: Raw -830896.928541 + Penalty 2003.159012 = -828893.769529 nChanged 688 SP:Iteration 3Q (450.422611 sec): 3 clusters Score: Raw -831201.389039 + Penalty 2003.159012 = -829198.230026 nChanged 711 SP:Iteration 4F (450.520636 sec): 3 clusters Score: Raw -831537.946364 + Penalty 2003.159012 = -829534.787352 nChanged 701 SP:Iteration 5F (450.627397 sec): 3 clusters Score: Raw -831891.852776 + Penalty 2003.159012 = -829888.693764 nChanged 681 SP:Iteration 6Q (450.735053 sec): 3 clusters Score: Raw -832273.319074 + Penalty 2003.159012 = -830270.160062 nChanged 679 SP:Iteration 7Q (450.847831 sec): 3 clusters Score: Raw -832703.927407 + Penalty 2003.159012 = -830700.768395 nChanged 620 SP:Iteration 8Q (450.961491 sec): 3 clusters Score: Raw -833114.297035 + Penalty 2003.159012 = -831111.138023 nChanged 543 SP:Iteration 9Q (451.047239 sec): 3 clusters Score: Raw -833478.182773 + Penalty 2003.159012 = -831475.023761 nChanged 484 SP:Iteration 10Q (451.147917 sec): 3 clusters Score: Raw -833818.249783 + Penalty 2003.159012 = -831815.090771 nChanged 427 SP:Iteration 11Q (451.259209 sec): 3 clusters Score: Raw -834120.813366 + Penalty 2003.159012 = -832117.654354 nChanged 322 SP:Iteration 12Q (451.374613 sec): 3 clusters Score: Raw -834321.598611 + Penalty 2003.159012 = -832318.439598 nChanged 274 SP:Iteration 13Q (451.457622 sec): 3 clusters Score: Raw -834479.788323 + Penalty 2003.159012 = -832476.629311 nChanged 230 SP:Iteration 14Q (451.567642 sec): 3 clusters Score: Raw -834617.888806 + Penalty 2003.159012 = -832614.729794 nChanged 203 SP:Iteration 15Q (451.662024 sec): 3 clusters Score: Raw -834733.553264 + Penalty 2003.159012 = -832730.394251 nChanged 168 SP:Iteration 16Q (451.764347 sec): 3 clusters Score: Raw -834819.317633 + Penalty 2003.159012 = -832816.158621 nChanged 151 SP:Iteration 17Q (451.863763 sec): 3 clusters Score: Raw -834889.310735 + Penalty 2003.159012 = -832886.151722 nChanged 141 SP:Iteration 18Q (451.968362 sec): 3 clusters Score: Raw -834962.545848 + Penalty 2003.159012 = -832959.386836 nChanged 132 SP:Iteration 19Q (452.069018 sec): 3 clusters Score: Raw -835032.969346 + Penalty 2003.159012 = -833029.810334 nChanged 119 SP:Iteration 20F (452.178929 sec): 3 clusters Score: Raw -835092.010392 + Penalty 2003.159012 = -833088.851379 nChanged 100 SP:Iteration 21Q (452.272195 sec): 3 clusters Score: Raw -835138.592693 + Penalty 2003.159012 = -833135.433680 nChanged 71 SP:Iteration 22Q (452.402033 sec): 3 clusters Score: Raw -835169.167156 + Penalty 2003.159012 = -833166.008143 nChanged 63 SP:Iteration 23Q (452.482787 sec): 3 clusters Score: Raw -835195.312150 + Penalty 2003.159012 = -833192.153138 nChanged 58 SP:Iteration 24Q (452.584914 sec): 3 clusters Score: Raw -835224.032076 + Penalty 2003.159012 = -833220.873063 nChanged 54 SP:Iteration 25Q (452.719286 sec): 3 clusters Score: Raw -835253.544869 + Penalty 2003.159012 = -833250.385857 nChanged 57 SP:Iteration 26Q (452.823120 sec): 3 clusters Score: Raw -835286.373596 + Penalty 2003.159012 = -833283.214583 nChanged 43 SP:Iteration 27Q (452.949135 sec): 3 clusters Score: Raw -835308.392975 + Penalty 2003.159012 = -833305.233962 nChanged 39 SP:Iteration 28Q (453.066706 sec): 3 clusters Score: Raw -835332.204607 + Penalty 2003.159012 = -833329.045595 nChanged 33 SP:Iteration 29Q (453.177953 sec): 3 clusters Score: Raw -835351.036796 + Penalty 2003.159012 = -833347.877784 nChanged 28 SP:Iteration 30Q (453.294303 sec): 3 clusters Score: Raw -835364.217217 + Penalty 2003.159012 = -833361.058205 nChanged 23 SP:Iteration 31Q (453.422577 sec): 3 clusters Score: Raw -835373.814394 + Penalty 2003.159012 = -833370.655382 nChanged 17 SP:Iteration 32Q (453.533878 sec): 3 clusters Score: Raw -835381.752272 + Penalty 2003.159012 = -833378.593260 nChanged 22 SP:Iteration 33Q (453.646093 sec): 3 clusters Score: Raw -835392.182116 + Penalty 2003.159012 = -833389.023104 nChanged 17 SP:Iteration 34Q (453.774316 sec): 3 clusters Score: Raw -835400.453835 + Penalty 2003.159012 = -833397.294823 nChanged 15 SP:Iteration 35Q (453.885012 sec): 3 clusters Score: Raw -835407.423675 + Penalty 2003.159012 = -833404.264662 nChanged 13 SP:Iteration 36Q (453.985081 sec): 3 clusters Score: Raw -835413.113967 + Penalty 2003.159012 = -833409.954955 nChanged 8 SP:Iteration 37Q (454.074591 sec): 3 clusters Score: Raw -835416.610096 + Penalty 2003.159012 = -833413.451084 nChanged 9 SP:Iteration 38Q (454.158363 sec): 3 clusters Score: Raw -835420.193619 + Penalty 2003.159012 = -833417.034607 nChanged 5 SP:Iteration 39Q (454.258472 sec): 3 clusters Score: Raw -835422.458045 + Penalty 2003.159012 = -833419.299032 nChanged 6 SP:Iteration 40F (454.358737 sec): 3 clusters Score: Raw -835424.782615 + Penalty 2003.159012 = -833421.623603 nChanged 2 SP:Iteration 41Q (454.461256 sec): 3 clusters Score: Raw -835425.083510 + Penalty 2003.159012 = -833421.924498 nChanged 1 SP:Iteration 42Q (454.571075 sec): 3 clusters Score: Raw -835425.364251 + Penalty 2003.159012 = -833422.205239 nChanged 0 SP:Iteration 43F (454.675357 sec): 3 clusters Score: Raw -835425.364251 + Penalty 2003.159012 = -833422.205239 nChanged 0 Trying to split cluster 9 (2829 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (454.735918 sec): 2 clusters Score: Raw -162504.886093 + Penalty 834.506250 = -161670.379843 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (454.822066 sec): 3 clusters Score: Raw -161100.351784 + Penalty 1669.012500 = -159431.339284 nChanged 1106 SP:Iteration 1F (454.909529 sec): 3 clusters Score: Raw -161863.616228 + Penalty 1669.012500 = -160194.603728 nChanged 306 SP:Iteration 2F (454.974456 sec): 3 clusters Score: Raw -162148.023174 + Penalty 1669.012500 = -160479.010675 nChanged 211 SP:Iteration 3F (455.077590 sec): 3 clusters Score: Raw -162351.589846 + Penalty 1669.012500 = -160682.577346 nChanged 182 SP:Iteration 4F (455.168437 sec): 3 clusters Score: Raw -162519.083422 + Penalty 1669.012500 = -160850.070922 nChanged 156 SP:Iteration 5F (455.258274 sec): 3 clusters Score: Raw -162645.477304 + Penalty 1669.012500 = -160976.464804 nChanged 112 SP:Iteration 6Q (455.341919 sec): 3 clusters Score: Raw -162724.521487 + Penalty 1669.012500 = -161055.508987 nChanged 91 SP:Iteration 7Q (455.407859 sec): 3 clusters Score: Raw -162791.336438 + Penalty 1669.012500 = -161122.323938 nChanged 80 SP:Iteration 8Q (455.506882 sec): 3 clusters Score: Raw -162838.464856 + Penalty 1669.012500 = -161169.452356 nChanged 50 SP:Iteration 9Q (455.585497 sec): 3 clusters Score: Raw -162862.133709 + Penalty 1669.012500 = -161193.121209 nChanged 42 SP:Iteration 10Q (455.663266 sec): 3 clusters Score: Raw -162876.047310 + Penalty 1669.012500 = -161207.034810 nChanged 20 SP:Iteration 11Q (455.746507 sec): 3 clusters Score: Raw -162882.423966 + Penalty 1669.012500 = -161213.411467 nChanged 10 SP:Iteration 12Q (455.855199 sec): 3 clusters Score: Raw -162885.747181 + Penalty 1669.012500 = -161216.734681 nChanged 9 SP:Iteration 13Q (455.939457 sec): 3 clusters Score: Raw -162888.691800 + Penalty 1669.012500 = -161219.679300 nChanged 8 SP:Iteration 14Q (456.024960 sec): 3 clusters Score: Raw -162891.195862 + Penalty 1669.012500 = -161222.183362 nChanged 9 SP:Iteration 15Q (456.100968 sec): 3 clusters Score: Raw -162894.072134 + Penalty 1669.012500 = -161225.059634 nChanged 4 SP:Iteration 16Q (456.186930 sec): 3 clusters Score: Raw -162894.691715 + Penalty 1669.012500 = -161225.679215 nChanged 3 SP:Iteration 17Q (456.270102 sec): 3 clusters Score: Raw -162895.197895 + Penalty 1669.012500 = -161226.185395 nChanged 1 SP:Iteration 18Q (456.361509 sec): 3 clusters Score: Raw -162895.354094 + Penalty 1669.012500 = -161226.341594 nChanged 0 SP:Iteration 19F (456.439009 sec): 3 clusters Score: Raw -162895.354094 + Penalty 1669.012500 = -161226.341594 nChanged 0 Trying to split cluster 10 (1843 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (456.492285 sec): 2 clusters Score: Raw -103557.025499 + Penalty 789.510746 = -102767.514754 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (456.582901 sec): 3 clusters Score: Raw -102682.820615 + Penalty 1579.021491 = -101103.799124 nChanged 694 SP:Iteration 1F (456.665015 sec): 3 clusters Score: Raw -103199.200869 + Penalty 1579.021491 = -101620.179377 nChanged 159 SP:Iteration 2F (456.742791 sec): 3 clusters Score: Raw -103310.196900 + Penalty 1579.021491 = -101731.175409 nChanged 108 SP:Iteration 3F (456.830499 sec): 3 clusters Score: Raw -103400.724749 + Penalty 1579.021491 = -101821.703258 nChanged 85 SP:Iteration 4Q (456.933551 sec): 3 clusters Score: Raw -103472.197772 + Penalty 1579.021491 = -101893.176281 nChanged 76 SP:Iteration 5Q (456.997708 sec): 3 clusters Score: Raw -103518.132342 + Penalty 1579.021491 = -101939.110851 nChanged 56 SP:Iteration 6Q (457.089155 sec): 3 clusters Score: Raw -103553.096846 + Penalty 1579.021491 = -101974.075355 nChanged 37 SP:Iteration 7Q (457.178396 sec): 3 clusters Score: Raw -103574.571010 + Penalty 1579.021491 = -101995.549519 nChanged 30 SP:Iteration 8Q (457.249580 sec): 3 clusters Score: Raw -103589.557633 + Penalty 1579.021491 = -102010.536142 nChanged 20 SP:Iteration 9Q (457.334911 sec): 3 clusters Score: Raw -103600.447770 + Penalty 1579.021491 = -102021.426279 nChanged 26 SP:Iteration 10Q (457.421440 sec): 3 clusters Score: Raw -103612.741011 + Penalty 1579.021491 = -102033.719520 nChanged 18 SP:Iteration 11Q (457.508312 sec): 3 clusters Score: Raw -103623.666822 + Penalty 1579.021491 = -102044.645331 nChanged 25 SP:Iteration 12Q (457.593883 sec): 3 clusters Score: Raw -103635.971655 + Penalty 1579.021491 = -102056.950164 nChanged 16 SP:Iteration 13Q (457.692069 sec): 3 clusters Score: Raw -103644.221323 + Penalty 1579.021491 = -102065.199832 nChanged 13 SP:Iteration 14Q (457.777591 sec): 3 clusters Score: Raw -103650.478302 + Penalty 1579.021491 = -102071.456811 nChanged 12 SP:Iteration 15Q (457.849149 sec): 3 clusters Score: Raw -103655.028353 + Penalty 1579.021491 = -102076.006862 nChanged 9 SP:Iteration 16Q (457.923964 sec): 3 clusters Score: Raw -103658.146964 + Penalty 1579.021491 = -102079.125473 nChanged 3 SP:Iteration 17Q (458.008938 sec): 3 clusters Score: Raw -103659.530114 + Penalty 1579.021491 = -102080.508623 nChanged 5 SP:Iteration 18Q (458.094863 sec): 3 clusters Score: Raw -103660.819703 + Penalty 1579.021491 = -102081.798212 nChanged 6 SP:Iteration 19Q (458.175868 sec): 3 clusters Score: Raw -103663.398616 + Penalty 1579.021491 = -102084.377125 nChanged 4 SP:Iteration 20F (458.267752 sec): 3 clusters Score: Raw -103666.031309 + Penalty 1579.021491 = -102087.009818 nChanged 2 SP:Iteration 21Q (458.364351 sec): 3 clusters Score: Raw -103666.955526 + Penalty 1579.021491 = -102087.934035 nChanged 1 SP:Iteration 22Q (458.438734 sec): 3 clusters Score: Raw -103667.145819 + Penalty 1579.021491 = -102088.124327 nChanged 1 SP:Iteration 23Q (458.532303 sec): 3 clusters Score: Raw -103667.218217 + Penalty 1579.021491 = -102088.196726 nChanged 0 SP:Iteration 24F (458.622591 sec): 3 clusters Score: Raw -103667.218217 + Penalty 1579.021491 = -102088.196726 nChanged 0 Trying to split cluster 11 (766 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (458.676933 sec): 2 clusters Score: Raw -32040.288766 + Penalty 697.324128 = -31342.964638 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (458.746945 sec): 3 clusters Score: Raw -31798.697052 + Penalty 1394.648256 = -30404.048796 nChanged 257 SP:Iteration 1F (458.830318 sec): 3 clusters Score: Raw -32043.921540 + Penalty 1394.648256 = -30649.273284 nChanged 66 SP:Iteration 2F (458.934649 sec): 3 clusters Score: Raw -32126.051631 + Penalty 1394.648256 = -30731.403375 nChanged 35 SP:Iteration 3Q (459.002725 sec): 3 clusters Score: Raw -32192.097965 + Penalty 1394.648256 = -30797.449709 nChanged 35 SP:Iteration 4Q (459.111234 sec): 3 clusters Score: Raw -32266.170866 + Penalty 1394.648256 = -30871.522610 nChanged 41 SP:Iteration 5F (459.186006 sec): 3 clusters Score: Raw -32327.316351 + Penalty 1394.648256 = -30932.668096 nChanged 33 SP:Iteration 6Q (459.263621 sec): 3 clusters Score: Raw -32359.788209 + Penalty 1394.648256 = -30965.139953 nChanged 21 SP:Iteration 7Q (459.363305 sec): 3 clusters Score: Raw -32389.010942 + Penalty 1394.648256 = -30994.362687 nChanged 14 SP:Iteration 8Q (459.446969 sec): 3 clusters Score: Raw -32403.660254 + Penalty 1394.648256 = -31009.011998 nChanged 9 SP:Iteration 9Q (459.525012 sec): 3 clusters Score: Raw -32413.609883 + Penalty 1394.648256 = -31018.961628 nChanged 6 SP:Iteration 10Q (459.609210 sec): 3 clusters Score: Raw -32419.325231 + Penalty 1394.648256 = -31024.676976 nChanged 7 SP:Iteration 11Q (459.707846 sec): 3 clusters Score: Raw -32428.215286 + Penalty 1394.648256 = -31033.567030 nChanged 8 SP:Iteration 12Q (459.795625 sec): 3 clusters Score: Raw -32438.047837 + Penalty 1394.648256 = -31043.399581 nChanged 8 SP:Iteration 13Q (459.880921 sec): 3 clusters Score: Raw -32448.799811 + Penalty 1394.648256 = -31054.151555 nChanged 7 SP:Iteration 14Q (459.961366 sec): 3 clusters Score: Raw -32458.017609 + Penalty 1394.648256 = -31063.369353 nChanged 1 SP:Iteration 15Q (460.028395 sec): 3 clusters Score: Raw -32458.732716 + Penalty 1394.648256 = -31064.084461 nChanged 0 SP:Iteration 16F (460.114593 sec): 3 clusters Score: Raw -32458.732716 + Penalty 1394.648256 = -31064.084461 nChanged 0 Trying to split cluster 12 (3211 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (460.176219 sec): 2 clusters Score: Raw -189300.798439 + Penalty 847.805458 = -188452.992981 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (460.268428 sec): 3 clusters Score: Raw -187637.337058 + Penalty 1695.610916 = -185941.726142 nChanged 1284 SP:Iteration 1F (460.355480 sec): 3 clusters Score: Raw -188438.939337 + Penalty 1695.610916 = -186743.328421 nChanged 255 SP:Iteration 2F (460.425013 sec): 3 clusters Score: Raw -188620.107990 + Penalty 1695.610916 = -186924.497074 nChanged 205 SP:Iteration 3F (460.508043 sec): 3 clusters Score: Raw -188751.124846 + Penalty 1695.610916 = -187055.513930 nChanged 179 SP:Iteration 4F (460.591060 sec): 3 clusters Score: Raw -188861.243552 + Penalty 1695.610916 = -187165.632636 nChanged 145 SP:Iteration 5Q (460.678289 sec): 3 clusters Score: Raw -188966.390177 + Penalty 1695.610916 = -187270.779262 nChanged 129 SP:Iteration 6Q (460.778563 sec): 3 clusters Score: Raw -189069.924644 + Penalty 1695.610916 = -187374.313728 nChanged 125 SP:Iteration 7Q (460.864373 sec): 3 clusters Score: Raw -189168.178678 + Penalty 1695.610916 = -187472.567763 nChanged 128 SP:Iteration 8Q (460.955815 sec): 3 clusters Score: Raw -189276.951513 + Penalty 1695.610916 = -187581.340598 nChanged 114 SP:Iteration 9Q (461.046239 sec): 3 clusters Score: Raw -189392.857314 + Penalty 1695.610916 = -187697.246398 nChanged 110 SP:Iteration 10Q (461.126603 sec): 3 clusters Score: Raw -189498.781183 + Penalty 1695.610916 = -187803.170267 nChanged 85 SP:Iteration 11Q (461.219502 sec): 3 clusters Score: Raw -189561.721374 + Penalty 1695.610916 = -187866.110458 nChanged 45 SP:Iteration 12Q (461.318864 sec): 3 clusters Score: Raw -189589.432872 + Penalty 1695.610916 = -187893.821956 nChanged 38 SP:Iteration 13Q (461.435062 sec): 3 clusters Score: Raw -189611.747702 + Penalty 1695.610916 = -187916.136786 nChanged 32 SP:Iteration 14Q (461.528752 sec): 3 clusters Score: Raw -189630.395786 + Penalty 1695.610916 = -187934.784870 nChanged 27 SP:Iteration 15Q (461.633434 sec): 3 clusters Score: Raw -189643.026953 + Penalty 1695.610916 = -187947.416037 nChanged 23 SP:Iteration 16Q (461.723339 sec): 3 clusters Score: Raw -189655.848893 + Penalty 1695.610916 = -187960.237977 nChanged 20 SP:Iteration 17Q (461.805262 sec): 3 clusters Score: Raw -189664.373881 + Penalty 1695.610916 = -187968.762965 nChanged 15 SP:Iteration 18Q (461.898410 sec): 3 clusters Score: Raw -189670.067138 + Penalty 1695.610916 = -187974.456222 nChanged 15 SP:Iteration 19Q (461.991607 sec): 3 clusters Score: Raw -189674.065630 + Penalty 1695.610916 = -187978.454715 nChanged 13 SP:Iteration 20F (462.105397 sec): 3 clusters Score: Raw -189677.706571 + Penalty 1695.610916 = -187982.095655 nChanged 13 SP:Iteration 21Q (462.186002 sec): 3 clusters Score: Raw -189682.008061 + Penalty 1695.610916 = -187986.397145 nChanged 16 SP:Iteration 22Q (462.275199 sec): 3 clusters Score: Raw -189688.641266 + Penalty 1695.610916 = -187993.030351 nChanged 16 SP:Iteration 23Q (462.343574 sec): 3 clusters Score: Raw -189698.944107 + Penalty 1695.610916 = -188003.333192 nChanged 22 SP:Iteration 24Q (462.427986 sec): 3 clusters Score: Raw -189708.988423 + Penalty 1695.610916 = -188013.377507 nChanged 16 SP:Iteration 25Q (462.510179 sec): 3 clusters Score: Raw -189714.746459 + Penalty 1695.610916 = -188019.135543 nChanged 7 SP:Iteration 26Q (462.603364 sec): 3 clusters Score: Raw -189715.993416 + Penalty 1695.610916 = -188020.382500 nChanged 5 SP:Iteration 27Q (462.692796 sec): 3 clusters Score: Raw -189716.523042 + Penalty 1695.610916 = -188020.912126 nChanged 1 SP:Iteration 28Q (462.777991 sec): 3 clusters Score: Raw -189716.913703 + Penalty 1695.610916 = -188021.302788 nChanged 0 SP:Iteration 29F (462.863257 sec): 3 clusters Score: Raw -189716.913703 + Penalty 1695.610916 = -188021.302788 nChanged 0 Trying to split cluster 13 (2532 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (462.907201 sec): 2 clusters Score: Raw -130086.225805 + Penalty 822.860302 = -129263.365503 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (462.968311 sec): 3 clusters Score: Raw -128759.305069 + Penalty 1645.720604 = -127113.584465 nChanged 1045 SP:Iteration 1F (463.072066 sec): 3 clusters Score: Raw -129515.024266 + Penalty 1645.720604 = -127869.303662 nChanged 266 SP:Iteration 2F (463.153826 sec): 3 clusters Score: Raw -129728.664153 + Penalty 1645.720604 = -128082.943549 nChanged 190 SP:Iteration 3F (463.238314 sec): 3 clusters Score: Raw -129868.304805 + Penalty 1645.720604 = -128222.584201 nChanged 150 SP:Iteration 4F (463.335153 sec): 3 clusters Score: Raw -129989.071315 + Penalty 1645.720604 = -128343.350710 nChanged 130 SP:Iteration 5F (463.413508 sec): 3 clusters Score: Raw -130083.801865 + Penalty 1645.720604 = -128438.081260 nChanged 98 SP:Iteration 6Q (463.500386 sec): 3 clusters Score: Raw -130141.438497 + Penalty 1645.720604 = -128495.717893 nChanged 67 SP:Iteration 7Q (463.572286 sec): 3 clusters Score: Raw -130192.113316 + Penalty 1645.720604 = -128546.392712 nChanged 47 SP:Iteration 8Q (463.652815 sec): 3 clusters Score: Raw -130227.425625 + Penalty 1645.720604 = -128581.705021 nChanged 38 SP:Iteration 9Q (463.746987 sec): 3 clusters Score: Raw -130249.481192 + Penalty 1645.720604 = -128603.760587 nChanged 31 SP:Iteration 10Q (463.835096 sec): 3 clusters Score: Raw -130265.161218 + Penalty 1645.720604 = -128619.440613 nChanged 33 SP:Iteration 11Q (463.911260 sec): 3 clusters Score: Raw -130282.645717 + Penalty 1645.720604 = -128636.925112 nChanged 25 SP:Iteration 12Q (463.990804 sec): 3 clusters Score: Raw -130295.302330 + Penalty 1645.720604 = -128649.581726 nChanged 25 SP:Iteration 13Q (464.074865 sec): 3 clusters Score: Raw -130309.886079 + Penalty 1645.720604 = -128664.165474 nChanged 24 SP:Iteration 14Q (464.168962 sec): 3 clusters Score: Raw -130321.258615 + Penalty 1645.720604 = -128675.538010 nChanged 19 SP:Iteration 15Q (464.256292 sec): 3 clusters Score: Raw -130329.941537 + Penalty 1645.720604 = -128684.220932 nChanged 13 SP:Iteration 16Q (464.339909 sec): 3 clusters Score: Raw -130336.402690 + Penalty 1645.720604 = -128690.682085 nChanged 15 SP:Iteration 17Q (464.424076 sec): 3 clusters Score: Raw -130342.648377 + Penalty 1645.720604 = -128696.927773 nChanged 15 SP:Iteration 18Q (464.519558 sec): 3 clusters Score: Raw -130349.531139 + Penalty 1645.720604 = -128703.810534 nChanged 11 SP:Iteration 19Q (464.608726 sec): 3 clusters Score: Raw -130353.860107 + Penalty 1645.720604 = -128708.139502 nChanged 13 SP:Iteration 20F (464.681533 sec): 3 clusters Score: Raw -130359.029967 + Penalty 1645.720604 = -128713.309362 nChanged 8 SP:Iteration 21Q (464.764728 sec): 3 clusters Score: Raw -130361.977937 + Penalty 1645.720604 = -128716.257333 nChanged 4 SP:Iteration 22Q (464.865774 sec): 3 clusters Score: Raw -130363.290048 + Penalty 1645.720604 = -128717.569443 nChanged 4 SP:Iteration 23Q (464.928893 sec): 3 clusters Score: Raw -130365.263833 + Penalty 1645.720604 = -128719.543228 nChanged 3 SP:Iteration 24Q (465.018374 sec): 3 clusters Score: Raw -130365.893691 + Penalty 1645.720604 = -128720.173087 nChanged 2 SP:Iteration 25Q (465.097309 sec): 3 clusters Score: Raw -130366.472982 + Penalty 1645.720604 = -128720.752378 nChanged 1 SP:Iteration 26Q (465.187335 sec): 3 clusters Score: Raw -130366.614114 + Penalty 1645.720604 = -128720.893510 nChanged 1 SP:Iteration 27Q (465.268061 sec): 3 clusters Score: Raw -130366.989862 + Penalty 1645.720604 = -128721.269258 nChanged 0 SP:Iteration 28F (465.348903 sec): 3 clusters Score: Raw -130366.989862 + Penalty 1645.720604 = -128721.269258 nChanged 0 Trying to split cluster 14 (3193 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (465.406018 sec): 2 clusters Score: Raw -194393.709649 + Penalty 847.215200 = -193546.494449 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (465.488749 sec): 3 clusters Score: Raw -192819.062375 + Penalty 1694.430400 = -191124.631974 nChanged 1223 SP:Iteration 1F (465.573999 sec): 3 clusters Score: Raw -193502.120821 + Penalty 1694.430400 = -191807.690421 nChanged 254 SP:Iteration 2F (465.655491 sec): 3 clusters Score: Raw -193678.091496 + Penalty 1694.430400 = -191983.661096 nChanged 207 SP:Iteration 3F (465.750321 sec): 3 clusters Score: Raw -193829.815546 + Penalty 1694.430400 = -192135.385145 nChanged 182 SP:Iteration 4F (465.825032 sec): 3 clusters Score: Raw -193945.903373 + Penalty 1694.430400 = -192251.472972 nChanged 139 SP:Iteration 5Q (465.917731 sec): 3 clusters Score: Raw -194025.483166 + Penalty 1694.430400 = -192331.052765 nChanged 105 SP:Iteration 6Q (466.003530 sec): 3 clusters Score: Raw -194102.288249 + Penalty 1694.430400 = -192407.857849 nChanged 108 SP:Iteration 7Q (466.086546 sec): 3 clusters Score: Raw -194167.898867 + Penalty 1694.430400 = -192473.468466 nChanged 87 SP:Iteration 8Q (466.180905 sec): 3 clusters Score: Raw -194213.990582 + Penalty 1694.430400 = -192519.560182 nChanged 73 SP:Iteration 9Q (466.269314 sec): 3 clusters Score: Raw -194253.041612 + Penalty 1694.430400 = -192558.611212 nChanged 66 SP:Iteration 10Q (466.367554 sec): 3 clusters Score: Raw -194290.470918 + Penalty 1694.430400 = -192596.040517 nChanged 67 SP:Iteration 11Q (466.473039 sec): 3 clusters Score: Raw -194324.175576 + Penalty 1694.430400 = -192629.745176 nChanged 56 SP:Iteration 12Q (466.564875 sec): 3 clusters Score: Raw -194353.425318 + Penalty 1694.430400 = -192658.994918 nChanged 53 SP:Iteration 13Q (466.684521 sec): 3 clusters Score: Raw -194376.383793 + Penalty 1694.430400 = -192681.953392 nChanged 45 SP:Iteration 14Q (466.776237 sec): 3 clusters Score: Raw -194393.841744 + Penalty 1694.430400 = -192699.411344 nChanged 40 SP:Iteration 15Q (466.887512 sec): 3 clusters Score: Raw -194409.292451 + Penalty 1694.430400 = -192714.862050 nChanged 30 SP:Iteration 16Q (466.983805 sec): 3 clusters Score: Raw -194420.601927 + Penalty 1694.430400 = -192726.171526 nChanged 32 SP:Iteration 17Q (467.082997 sec): 3 clusters Score: Raw -194428.393689 + Penalty 1694.430400 = -192733.963288 nChanged 16 SP:Iteration 18Q (467.177963 sec): 3 clusters Score: Raw -194433.261755 + Penalty 1694.430400 = -192738.831354 nChanged 16 SP:Iteration 19Q (467.272301 sec): 3 clusters Score: Raw -194438.503903 + Penalty 1694.430400 = -192744.073502 nChanged 18 SP:Iteration 20F (467.365332 sec): 3 clusters Score: Raw -194447.361461 + Penalty 1694.430400 = -192752.931061 nChanged 27 SP:Iteration 21Q (467.457086 sec): 3 clusters Score: Raw -194456.475600 + Penalty 1694.430400 = -192762.045200 nChanged 22 SP:Iteration 22Q (467.547464 sec): 3 clusters Score: Raw -194463.823285 + Penalty 1694.430400 = -192769.392884 nChanged 22 SP:Iteration 23Q (467.646812 sec): 3 clusters Score: Raw -194470.561461 + Penalty 1694.430400 = -192776.131061 nChanged 16 SP:Iteration 24Q (467.738729 sec): 3 clusters Score: Raw -194475.527598 + Penalty 1694.430400 = -192781.097197 nChanged 15 SP:Iteration 25Q (467.835914 sec): 3 clusters Score: Raw -194481.516529 + Penalty 1694.430400 = -192787.086129 nChanged 21 SP:Iteration 26Q (467.955519 sec): 3 clusters Score: Raw -194489.946733 + Penalty 1694.430400 = -192795.516333 nChanged 26 SP:Iteration 27Q (468.038907 sec): 3 clusters Score: Raw -194500.536541 + Penalty 1694.430400 = -192806.106141 nChanged 32 SP:Iteration 28Q (468.145475 sec): 3 clusters Score: Raw -194524.911866 + Penalty 1694.430400 = -192830.481465 nChanged 41 SP:Iteration 29Q (468.215183 sec): 3 clusters Score: Raw -194543.722596 + Penalty 1694.430400 = -192849.292196 nChanged 40 SP:Iteration 30Q (468.300677 sec): 3 clusters Score: Raw -194556.777091 + Penalty 1694.430400 = -192862.346690 nChanged 33 SP:Iteration 31Q (468.396884 sec): 3 clusters Score: Raw -194571.544845 + Penalty 1694.430400 = -192877.114445 nChanged 31 SP:Iteration 32Q (468.472919 sec): 3 clusters Score: Raw -194581.897085 + Penalty 1694.430400 = -192887.466684 nChanged 33 SP:Iteration 33Q (468.551638 sec): 3 clusters Score: Raw -194598.905565 + Penalty 1694.430400 = -192904.475164 nChanged 36 SP:Iteration 34Q (468.637363 sec): 3 clusters Score: Raw -194614.346060 + Penalty 1694.430400 = -192919.915660 nChanged 31 SP:Iteration 35Q (468.728929 sec): 3 clusters Score: Raw -194628.275499 + Penalty 1694.430400 = -192933.845099 nChanged 33 SP:Iteration 36Q (468.820951 sec): 3 clusters Score: Raw -194645.948596 + Penalty 1694.430400 = -192951.518195 nChanged 34 SP:Iteration 37Q (468.885512 sec): 3 clusters Score: Raw -194662.436385 + Penalty 1694.430400 = -192968.005985 nChanged 32 SP:Iteration 38Q (468.971373 sec): 3 clusters Score: Raw -194675.192079 + Penalty 1694.430400 = -192980.761678 nChanged 26 SP:Iteration 39Q (469.070405 sec): 3 clusters Score: Raw -194684.724527 + Penalty 1694.430400 = -192990.294127 nChanged 25 SP:Iteration 40F (469.155183 sec): 3 clusters Score: Raw -194695.067492 + Penalty 1694.430400 = -193000.637091 nChanged 26 SP:Iteration 41Q (469.229264 sec): 3 clusters Score: Raw -194706.605069 + Penalty 1694.430400 = -193012.174669 nChanged 15 SP:Iteration 42Q (469.320464 sec): 3 clusters Score: Raw -194710.761005 + Penalty 1694.430400 = -193016.330604 nChanged 12 SP:Iteration 43Q (469.394710 sec): 3 clusters Score: Raw -194714.784637 + Penalty 1694.430400 = -193020.354237 nChanged 12 SP:Iteration 44Q (469.480740 sec): 3 clusters Score: Raw -194718.042928 + Penalty 1694.430400 = -193023.612527 nChanged 8 SP:Iteration 45Q (469.569793 sec): 3 clusters Score: Raw -194719.987126 + Penalty 1694.430400 = -193025.556725 nChanged 8 SP:Iteration 46Q (469.655704 sec): 3 clusters Score: Raw -194721.752183 + Penalty 1694.430400 = -193027.321782 nChanged 9 SP:Iteration 47Q (469.734801 sec): 3 clusters Score: Raw -194725.371217 + Penalty 1694.430400 = -193030.940817 nChanged 10 SP:Iteration 48Q (469.834411 sec): 3 clusters Score: Raw -194731.826585 + Penalty 1694.430400 = -193037.396185 nChanged 16 SP:Iteration 49Q (469.917486 sec): 3 clusters Score: Raw -194738.310344 + Penalty 1694.430400 = -193043.879943 nChanged 15 SP:Iteration 50Q (469.996266 sec): 3 clusters Score: Raw -194744.214191 + Penalty 1694.430400 = -193049.783790 nChanged 11 SP:Iteration 51Q (470.074130 sec): 3 clusters Score: Raw -194749.446052 + Penalty 1694.430400 = -193055.015651 nChanged 10 SP:Iteration 52Q (470.179316 sec): 3 clusters Score: Raw -194753.185348 + Penalty 1694.430400 = -193058.754948 nChanged 13 SP:Iteration 53Q (470.270840 sec): 3 clusters Score: Raw -194758.222381 + Penalty 1694.430400 = -193063.791981 nChanged 13 SP:Iteration 54Q (470.353240 sec): 3 clusters Score: Raw -194763.097177 + Penalty 1694.430400 = -193068.666777 nChanged 9 SP:Iteration 55Q (470.447828 sec): 3 clusters Score: Raw -194765.877746 + Penalty 1694.430400 = -193071.447345 nChanged 11 SP:Iteration 56Q (470.533798 sec): 3 clusters Score: Raw -194769.225965 + Penalty 1694.430400 = -193074.795564 nChanged 7 SP:Iteration 57Q (470.624238 sec): 3 clusters Score: Raw -194771.096721 + Penalty 1694.430400 = -193076.666320 nChanged 7 SP:Iteration 58Q (470.696790 sec): 3 clusters Score: Raw -194772.230775 + Penalty 1694.430400 = -193077.800374 nChanged 3 SP:Iteration 59Q (470.799876 sec): 3 clusters Score: Raw -194773.039043 + Penalty 1694.430400 = -193078.608643 nChanged 7 SP:Iteration 60F (470.867885 sec): 3 clusters Score: Raw -194774.767475 + Penalty 1694.430400 = -193080.337075 nChanged 4 SP:Iteration 61Q (470.945524 sec): 3 clusters Score: Raw -194775.429236 + Penalty 1694.430400 = -193080.998836 nChanged 2 SP:Iteration 62Q (471.042393 sec): 3 clusters Score: Raw -194775.748199 + Penalty 1694.430400 = -193081.317798 nChanged 1 SP:Iteration 63Q (471.120895 sec): 3 clusters Score: Raw -194775.976516 + Penalty 1694.430400 = -193081.546115 nChanged 1 SP:Iteration 64Q (471.230198 sec): 3 clusters Score: Raw -194776.070637 + Penalty 1694.430400 = -193081.640237 nChanged 0 SP:Iteration 65F (471.298565 sec): 3 clusters Score: Raw -194776.070637 + Penalty 1694.430400 = -193081.640237 nChanged 0 Trying to split cluster 15 (5165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (471.348383 sec): 2 clusters Score: Raw -300813.766408 + Penalty 897.714340 = -299916.052068 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (471.444730 sec): 3 clusters Score: Raw -297956.585508 + Penalty 1795.428680 = -296161.156827 nChanged 2148 SP:Iteration 1F (471.528984 sec): 3 clusters Score: Raw -299253.853876 + Penalty 1795.428680 = -297458.425195 nChanged 412 SP:Iteration 2F (471.625976 sec): 3 clusters Score: Raw -299506.326455 + Penalty 1795.428680 = -297710.897775 nChanged 338 SP:Iteration 3F (471.709860 sec): 3 clusters Score: Raw -299729.829264 + Penalty 1795.428680 = -297934.400584 nChanged 287 SP:Iteration 4F (471.783542 sec): 3 clusters Score: Raw -299904.915160 + Penalty 1795.428680 = -298109.486479 nChanged 265 SP:Iteration 5F (471.887018 sec): 3 clusters Score: Raw -300103.784173 + Penalty 1795.428680 = -298308.355493 nChanged 251 SP:Iteration 6Q (471.970331 sec): 3 clusters Score: Raw -300283.167672 + Penalty 1795.428680 = -298487.738992 nChanged 213 SP:Iteration 7Q (472.063088 sec): 3 clusters Score: Raw -300417.782581 + Penalty 1795.428680 = -298622.353900 nChanged 189 SP:Iteration 8Q (472.152468 sec): 3 clusters Score: Raw -300525.916039 + Penalty 1795.428680 = -298730.487359 nChanged 142 SP:Iteration 9Q (472.236590 sec): 3 clusters Score: Raw -300602.984369 + Penalty 1795.428680 = -298807.555689 nChanged 115 SP:Iteration 10Q (472.364533 sec): 3 clusters Score: Raw -300667.164961 + Penalty 1795.428680 = -298871.736281 nChanged 105 SP:Iteration 11Q (472.447687 sec): 3 clusters Score: Raw -300715.097953 + Penalty 1795.428680 = -298919.669272 nChanged 97 SP:Iteration 12Q (472.560685 sec): 3 clusters Score: Raw -300755.262296 + Penalty 1795.428680 = -298959.833616 nChanged 77 SP:Iteration 13Q (472.642515 sec): 3 clusters Score: Raw -300791.890433 + Penalty 1795.428680 = -298996.461753 nChanged 62 SP:Iteration 14Q (472.741805 sec): 3 clusters Score: Raw -300817.270879 + Penalty 1795.428680 = -299021.842199 nChanged 51 SP:Iteration 15Q (472.845465 sec): 3 clusters Score: Raw -300835.464349 + Penalty 1795.428680 = -299040.035669 nChanged 48 SP:Iteration 16Q (472.934366 sec): 3 clusters Score: Raw -300853.187816 + Penalty 1795.428680 = -299057.759136 nChanged 50 SP:Iteration 17Q (473.030465 sec): 3 clusters Score: Raw -300871.100879 + Penalty 1795.428680 = -299075.672199 nChanged 47 SP:Iteration 18Q (473.133308 sec): 3 clusters Score: Raw -300885.804599 + Penalty 1795.428680 = -299090.375918 nChanged 40 SP:Iteration 19Q (473.234519 sec): 3 clusters Score: Raw -300898.373642 + Penalty 1795.428680 = -299102.944962 nChanged 40 SP:Iteration 20F (473.335283 sec): 3 clusters Score: Raw -300910.995000 + Penalty 1795.428680 = -299115.566319 nChanged 29 SP:Iteration 21Q (473.437092 sec): 3 clusters Score: Raw -300918.563051 + Penalty 1795.428680 = -299123.134371 nChanged 23 SP:Iteration 22Q (473.527270 sec): 3 clusters Score: Raw -300924.093966 + Penalty 1795.428680 = -299128.665286 nChanged 22 SP:Iteration 23Q (473.624276 sec): 3 clusters Score: Raw -300930.656980 + Penalty 1795.428680 = -299135.228300 nChanged 27 SP:Iteration 24Q (473.716639 sec): 3 clusters Score: Raw -300938.572727 + Penalty 1795.428680 = -299143.144047 nChanged 28 SP:Iteration 25Q (473.824482 sec): 3 clusters Score: Raw -300946.545888 + Penalty 1795.428680 = -299151.117208 nChanged 30 SP:Iteration 26Q (473.919569 sec): 3 clusters Score: Raw -300957.097542 + Penalty 1795.428680 = -299161.668862 nChanged 26 SP:Iteration 27Q (474.008300 sec): 3 clusters Score: Raw -300964.072391 + Penalty 1795.428680 = -299168.643710 nChanged 28 SP:Iteration 28Q (474.096361 sec): 3 clusters Score: Raw -300971.198469 + Penalty 1795.428680 = -299175.769789 nChanged 26 SP:Iteration 29Q (474.174150 sec): 3 clusters Score: Raw -300977.654826 + Penalty 1795.428680 = -299182.226146 nChanged 25 SP:Iteration 30Q (474.280420 sec): 3 clusters Score: Raw -300983.959961 + Penalty 1795.428680 = -299188.531281 nChanged 21 SP:Iteration 31Q (474.345574 sec): 3 clusters Score: Raw -300990.808139 + Penalty 1795.428680 = -299195.379459 nChanged 18 SP:Iteration 32Q (474.455037 sec): 3 clusters Score: Raw -300994.058675 + Penalty 1795.428680 = -299198.629995 nChanged 15 SP:Iteration 33Q (474.542989 sec): 3 clusters Score: Raw -300996.604356 + Penalty 1795.428680 = -299201.175676 nChanged 14 SP:Iteration 34Q (474.631202 sec): 3 clusters Score: Raw -300998.722796 + Penalty 1795.428680 = -299203.294116 nChanged 6 SP:Iteration 35Q (474.715625 sec): 3 clusters Score: Raw -301000.138661 + Penalty 1795.428680 = -299204.709981 nChanged 9 SP:Iteration 36Q (474.786282 sec): 3 clusters Score: Raw -301002.641788 + Penalty 1795.428680 = -299207.213108 nChanged 7 SP:Iteration 37Q (474.875144 sec): 3 clusters Score: Raw -301004.372461 + Penalty 1795.428680 = -299208.943781 nChanged 6 SP:Iteration 38Q (474.982390 sec): 3 clusters Score: Raw -301006.061840 + Penalty 1795.428680 = -299210.633160 nChanged 10 SP:Iteration 39Q (475.052340 sec): 3 clusters Score: Raw -301008.767026 + Penalty 1795.428680 = -299213.338346 nChanged 15 SP:Iteration 40F (475.127708 sec): 3 clusters Score: Raw -301011.455315 + Penalty 1795.428680 = -299216.026635 nChanged 8 SP:Iteration 41Q (475.215196 sec): 3 clusters Score: Raw -301012.648330 + Penalty 1795.428680 = -299217.219650 nChanged 10 SP:Iteration 42Q (475.309949 sec): 3 clusters Score: Raw -301014.921622 + Penalty 1795.428680 = -299219.492942 nChanged 8 SP:Iteration 43Q (475.413400 sec): 3 clusters Score: Raw -301016.321696 + Penalty 1795.428680 = -299220.893016 nChanged 7 SP:Iteration 44Q (475.484182 sec): 3 clusters Score: Raw -301018.682509 + Penalty 1795.428680 = -299223.253829 nChanged 15 SP:Iteration 45Q (475.558289 sec): 3 clusters Score: Raw -301023.322414 + Penalty 1795.428680 = -299227.893734 nChanged 8 SP:Iteration 46Q (475.650191 sec): 3 clusters Score: Raw -301025.351387 + Penalty 1795.428680 = -299229.922707 nChanged 7 SP:Iteration 47Q (475.756701 sec): 3 clusters Score: Raw -301026.456450 + Penalty 1795.428680 = -299231.027770 nChanged 6 SP:Iteration 48Q (475.832428 sec): 3 clusters Score: Raw -301027.695596 + Penalty 1795.428680 = -299232.266916 nChanged 6 SP:Iteration 49Q (475.922733 sec): 3 clusters Score: Raw -301028.852226 + Penalty 1795.428680 = -299233.423546 nChanged 9 SP:Iteration 50Q (476.003411 sec): 3 clusters Score: Raw -301029.923245 + Penalty 1795.428680 = -299234.494565 nChanged 5 SP:Iteration 51Q (476.102841 sec): 3 clusters Score: Raw -301030.777930 + Penalty 1795.428680 = -299235.349250 nChanged 7 SP:Iteration 52Q (476.179936 sec): 3 clusters Score: Raw -301032.354539 + Penalty 1795.428680 = -299236.925859 nChanged 5 SP:Iteration 53Q (476.274350 sec): 3 clusters Score: Raw -301033.272536 + Penalty 1795.428680 = -299237.843855 nChanged 2 SP:Iteration 54Q (476.363173 sec): 3 clusters Score: Raw -301033.671709 + Penalty 1795.428680 = -299238.243029 nChanged 6 SP:Iteration 55Q (476.436901 sec): 3 clusters Score: Raw -301034.624602 + Penalty 1795.428680 = -299239.195922 nChanged 6 SP:Iteration 56Q (476.524031 sec): 3 clusters Score: Raw -301035.610005 + Penalty 1795.428680 = -299240.181324 nChanged 9 SP:Iteration 57Q (476.621667 sec): 3 clusters Score: Raw -301037.636802 + Penalty 1795.428680 = -299242.208121 nChanged 11 SP:Iteration 58Q (476.717311 sec): 3 clusters Score: Raw -301040.708039 + Penalty 1795.428680 = -299245.279358 nChanged 15 SP:Iteration 59Q (476.798643 sec): 3 clusters Score: Raw -301044.369077 + Penalty 1795.428680 = -299248.940397 nChanged 15 SP:Iteration 60F (476.886188 sec): 3 clusters Score: Raw -301049.106246 + Penalty 1795.428680 = -299253.677566 nChanged 23 SP:Iteration 61Q (476.973196 sec): 3 clusters Score: Raw -301056.509402 + Penalty 1795.428680 = -299261.080722 nChanged 21 SP:Iteration 62Q (477.063226 sec): 3 clusters Score: Raw -301061.400568 + Penalty 1795.428680 = -299265.971888 nChanged 16 SP:Iteration 63Q (477.147376 sec): 3 clusters Score: Raw -301064.815091 + Penalty 1795.428680 = -299269.386411 nChanged 16 SP:Iteration 64Q (477.242180 sec): 3 clusters Score: Raw -301068.306311 + Penalty 1795.428680 = -299272.877631 nChanged 15 SP:Iteration 65Q (477.318837 sec): 3 clusters Score: Raw -301071.970855 + Penalty 1795.428680 = -299276.542175 nChanged 12 SP:Iteration 66Q (477.425928 sec): 3 clusters Score: Raw -301074.127954 + Penalty 1795.428680 = -299278.699274 nChanged 8 SP:Iteration 67Q (477.498690 sec): 3 clusters Score: Raw -301076.532994 + Penalty 1795.428680 = -299281.104314 nChanged 11 SP:Iteration 68Q (477.583796 sec): 3 clusters Score: Raw -301079.445674 + Penalty 1795.428680 = -299284.016994 nChanged 11 SP:Iteration 69Q (477.675721 sec): 3 clusters Score: Raw -301081.067692 + Penalty 1795.428680 = -299285.639012 nChanged 6 SP:Iteration 70Q (477.753371 sec): 3 clusters Score: Raw -301081.950775 + Penalty 1795.428680 = -299286.522095 nChanged 6 SP:Iteration 71Q (477.854695 sec): 3 clusters Score: Raw -301082.749909 + Penalty 1795.428680 = -299287.321229 nChanged 6 SP:Iteration 72Q (477.951388 sec): 3 clusters Score: Raw -301083.373964 + Penalty 1795.428680 = -299287.945284 nChanged 5 SP:Iteration 73Q (478.041709 sec): 3 clusters Score: Raw -301083.867143 + Penalty 1795.428680 = -299288.438463 nChanged 2 SP:Iteration 74Q (478.115426 sec): 3 clusters Score: Raw -301083.994373 + Penalty 1795.428680 = -299288.565693 nChanged 4 SP:Iteration 75Q (478.219727 sec): 3 clusters Score: Raw -301084.686390 + Penalty 1795.428680 = -299289.257710 nChanged 4 SP:Iteration 76Q (478.336965 sec): 3 clusters Score: Raw -301085.569589 + Penalty 1795.428680 = -299290.140909 nChanged 6 SP:Iteration 77Q (478.433968 sec): 3 clusters Score: Raw -301086.833030 + Penalty 1795.428680 = -299291.404350 nChanged 4 SP:Iteration 78Q (478.508440 sec): 3 clusters Score: Raw -301087.450767 + Penalty 1795.428680 = -299292.022087 nChanged 7 SP:Iteration 79Q (478.624101 sec): 3 clusters Score: Raw -301088.434110 + Penalty 1795.428680 = -299293.005430 nChanged 6 SP:Iteration 80F (478.705465 sec): 3 clusters Score: Raw -301089.741642 + Penalty 1795.428680 = -299294.312962 nChanged 4 SP:Iteration 81Q (478.810143 sec): 3 clusters Score: Raw -301090.757564 + Penalty 1795.428680 = -299295.328884 nChanged 7 SP:Iteration 82Q (478.903933 sec): 3 clusters Score: Raw -301091.876623 + Penalty 1795.428680 = -299296.447943 nChanged 2 SP:Iteration 83Q (479.001898 sec): 3 clusters Score: Raw -301091.987795 + Penalty 1795.428680 = -299296.559115 nChanged 1 SP:Iteration 84Q (479.114636 sec): 3 clusters Score: Raw -301092.385207 + Penalty 1795.428680 = -299296.956527 nChanged 0 SP:Iteration 85F (479.225527 sec): 3 clusters Score: Raw -301092.385207 + Penalty 1795.428680 = -299296.956527 nChanged 0 Trying to split cluster 16 (1197 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (479.282004 sec): 2 clusters Score: Raw -47282.786136 + Penalty 744.195239 = -46538.590897 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (479.374194 sec): 3 clusters Score: Raw -46787.634053 + Penalty 1488.390478 = -45299.243574 nChanged 414 SP:Iteration 1F (479.463491 sec): 3 clusters Score: Raw -47092.960243 + Penalty 1488.390478 = -45604.569764 nChanged 126 SP:Iteration 2F (479.547581 sec): 3 clusters Score: Raw -47221.404670 + Penalty 1488.390478 = -45733.014192 nChanged 72 SP:Iteration 3F (479.636752 sec): 3 clusters Score: Raw -47298.642140 + Penalty 1488.390478 = -45810.251662 nChanged 46 SP:Iteration 4Q (479.736868 sec): 3 clusters Score: Raw -47338.020951 + Penalty 1488.390478 = -45849.630472 nChanged 33 SP:Iteration 5Q (479.802890 sec): 3 clusters Score: Raw -47374.813461 + Penalty 1488.390478 = -45886.422982 nChanged 36 SP:Iteration 6Q (479.903988 sec): 3 clusters Score: Raw -47417.174272 + Penalty 1488.390478 = -45928.783794 nChanged 38 SP:Iteration 7Q (479.983411 sec): 3 clusters Score: Raw -47453.094624 + Penalty 1488.390478 = -45964.704146 nChanged 31 SP:Iteration 8Q (480.053540 sec): 3 clusters Score: Raw -47489.944905 + Penalty 1488.390478 = -46001.554427 nChanged 29 SP:Iteration 9Q (480.142033 sec): 3 clusters Score: Raw -47534.608739 + Penalty 1488.390478 = -46046.218261 nChanged 29 SP:Iteration 10Q (480.225248 sec): 3 clusters Score: Raw -47572.452314 + Penalty 1488.390478 = -46084.061836 nChanged 26 SP:Iteration 11Q (480.298525 sec): 3 clusters Score: Raw -47615.740596 + Penalty 1488.390478 = -46127.350118 nChanged 29 SP:Iteration 12Q (480.388260 sec): 3 clusters Score: Raw -47647.381419 + Penalty 1488.390478 = -46158.990941 nChanged 21 SP:Iteration 13Q (480.468047 sec): 3 clusters Score: Raw -47660.355657 + Penalty 1488.390478 = -46171.965179 nChanged 8 SP:Iteration 14Q (480.553631 sec): 3 clusters Score: Raw -47663.851361 + Penalty 1488.390478 = -46175.460882 nChanged 8 SP:Iteration 15Q (480.630024 sec): 3 clusters Score: Raw -47667.950618 + Penalty 1488.390478 = -46179.560140 nChanged 8 SP:Iteration 16Q (480.696723 sec): 3 clusters Score: Raw -47670.457979 + Penalty 1488.390478 = -46182.067501 nChanged 6 SP:Iteration 17Q (480.772363 sec): 3 clusters Score: Raw -47673.008830 + Penalty 1488.390478 = -46184.618352 nChanged 2 SP:Iteration 18Q (480.857442 sec): 3 clusters Score: Raw -47673.913306 + Penalty 1488.390478 = -46185.522828 nChanged 2 SP:Iteration 19Q (480.964469 sec): 3 clusters Score: Raw -47674.742098 + Penalty 1488.390478 = -46186.351620 nChanged 2 SP:Iteration 20F (481.025044 sec): 3 clusters Score: Raw -47675.613614 + Penalty 1488.390478 = -46187.223136 nChanged 1 SP:Iteration 21Q (481.106284 sec): 3 clusters Score: Raw -47676.464504 + Penalty 1488.390478 = -46188.074026 nChanged 1 SP:Iteration 22Q (481.208712 sec): 3 clusters Score: Raw -47677.205961 + Penalty 1488.390478 = -46188.815482 nChanged 1 SP:Iteration 23Q (481.283304 sec): 3 clusters Score: Raw -47678.153381 + Penalty 1488.390478 = -46189.762903 nChanged 1 SP:Iteration 24Q (481.356984 sec): 3 clusters Score: Raw -47678.742618 + Penalty 1488.390478 = -46190.352139 nChanged 1 SP:Iteration 25Q (481.442525 sec): 3 clusters Score: Raw -47679.010122 + Penalty 1488.390478 = -46190.619644 nChanged 1 SP:Iteration 26Q (481.526195 sec): 3 clusters Score: Raw -47679.242337 + Penalty 1488.390478 = -46190.851859 nChanged 0 SP:Iteration 27F (481.622989 sec): 3 clusters Score: Raw -47679.242337 + Penalty 1488.390478 = -46190.851859 nChanged 0 Trying to split cluster 17 (10416 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (481.668186 sec): 2 clusters Score: Raw -628333.441687 + Penalty 971.365328 = -627362.076359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (481.761695 sec): 3 clusters Score: Raw -622143.869514 + Penalty 1942.730657 = -620201.138858 nChanged 4670 SP:Iteration 1F (481.866049 sec): 3 clusters Score: Raw -624972.856686 + Penalty 1942.730657 = -623030.126030 nChanged 858 SP:Iteration 2F (481.965235 sec): 3 clusters Score: Raw -625505.430220 + Penalty 1942.730657 = -623562.699563 nChanged 769 SP:Iteration 3F (482.050062 sec): 3 clusters Score: Raw -626002.121355 + Penalty 1942.730657 = -624059.390698 nChanged 700 SP:Iteration 4F (482.148003 sec): 3 clusters Score: Raw -626459.579236 + Penalty 1942.730657 = -624516.848579 nChanged 573 SP:Iteration 5F (482.256226 sec): 3 clusters Score: Raw -626802.581953 + Penalty 1942.730657 = -624859.851297 nChanged 490 SP:Iteration 6Q (482.346113 sec): 3 clusters Score: Raw -627104.972698 + Penalty 1942.730657 = -625162.242041 nChanged 393 SP:Iteration 7Q (482.440337 sec): 3 clusters Score: Raw -627335.386571 + Penalty 1942.730657 = -625392.655915 nChanged 340 SP:Iteration 8Q (482.519430 sec): 3 clusters Score: Raw -627546.032120 + Penalty 1942.730657 = -625603.301463 nChanged 311 SP:Iteration 9Q (482.613376 sec): 3 clusters Score: Raw -627748.425779 + Penalty 1942.730657 = -625805.695123 nChanged 275 SP:Iteration 10Q (482.729266 sec): 3 clusters Score: Raw -627939.798248 + Penalty 1942.730657 = -625997.067591 nChanged 224 SP:Iteration 11Q (482.829818 sec): 3 clusters Score: Raw -628110.033064 + Penalty 1942.730657 = -626167.302408 nChanged 176 SP:Iteration 12Q (482.921848 sec): 3 clusters Score: Raw -628245.096683 + Penalty 1942.730657 = -626302.366026 nChanged 120 SP:Iteration 13Q (483.024863 sec): 3 clusters Score: Raw -628333.121912 + Penalty 1942.730657 = -626390.391256 nChanged 96 SP:Iteration 14Q (483.100615 sec): 3 clusters Score: Raw -628401.800280 + Penalty 1942.730657 = -626459.069624 nChanged 59 SP:Iteration 15Q (483.204372 sec): 3 clusters Score: Raw -628444.228171 + Penalty 1942.730657 = -626501.497514 nChanged 35 SP:Iteration 16Q (483.294856 sec): 3 clusters Score: Raw -628474.962169 + Penalty 1942.730657 = -626532.231512 nChanged 29 SP:Iteration 17Q (483.403423 sec): 3 clusters Score: Raw -628497.296243 + Penalty 1942.730657 = -626554.565587 nChanged 22 SP:Iteration 18Q (483.486601 sec): 3 clusters Score: Raw -628512.472363 + Penalty 1942.730657 = -626569.741706 nChanged 14 SP:Iteration 19Q (483.583668 sec): 3 clusters Score: Raw -628522.700992 + Penalty 1942.730657 = -626579.970336 nChanged 17 SP:Iteration 20F (483.693745 sec): 3 clusters Score: Raw -628542.495838 + Penalty 1942.730657 = -626599.765182 nChanged 20 SP:Iteration 21Q (483.805426 sec): 3 clusters Score: Raw -628559.554959 + Penalty 1942.730657 = -626616.824303 nChanged 14 SP:Iteration 22Q (483.904541 sec): 3 clusters Score: Raw -628569.335896 + Penalty 1942.730657 = -626626.605240 nChanged 12 SP:Iteration 23Q (484.019172 sec): 3 clusters Score: Raw -628577.307952 + Penalty 1942.730657 = -626634.577295 nChanged 5 SP:Iteration 24Q (484.132115 sec): 3 clusters Score: Raw -628580.916102 + Penalty 1942.730657 = -626638.185446 nChanged 4 SP:Iteration 25Q (484.267211 sec): 3 clusters Score: Raw -628582.208089 + Penalty 1942.730657 = -626639.477433 nChanged 2 SP:Iteration 26Q (484.356289 sec): 3 clusters Score: Raw -628584.134152 + Penalty 1942.730657 = -626641.403496 nChanged 3 SP:Iteration 27Q (484.448641 sec): 3 clusters Score: Raw -628585.444511 + Penalty 1942.730657 = -626642.713855 nChanged 3 SP:Iteration 28Q (484.560864 sec): 3 clusters Score: Raw -628588.403301 + Penalty 1942.730657 = -626645.672645 nChanged 5 SP:Iteration 29Q (484.686956 sec): 3 clusters Score: Raw -628590.025558 + Penalty 1942.730657 = -626647.294902 nChanged 3 SP:Iteration 30Q (484.801090 sec): 3 clusters Score: Raw -628592.067496 + Penalty 1942.730657 = -626649.336840 nChanged 4 SP:Iteration 31Q (484.927118 sec): 3 clusters Score: Raw -628594.767457 + Penalty 1942.730657 = -626652.036800 nChanged 6 SP:Iteration 32Q (485.042298 sec): 3 clusters Score: Raw -628598.504806 + Penalty 1942.730657 = -626655.774150 nChanged 6 SP:Iteration 33Q (485.142263 sec): 3 clusters Score: Raw -628601.935793 + Penalty 1942.730657 = -626659.205137 nChanged 5 SP:Iteration 34Q (485.247618 sec): 3 clusters Score: Raw -628605.374026 + Penalty 1942.730657 = -626662.643370 nChanged 2 SP:Iteration 35Q (485.352118 sec): 3 clusters Score: Raw -628607.253743 + Penalty 1942.730657 = -626664.523087 nChanged 2 SP:Iteration 36Q (485.439993 sec): 3 clusters Score: Raw -628610.002908 + Penalty 1942.730657 = -626667.272251 nChanged 2 SP:Iteration 37Q (485.533688 sec): 3 clusters Score: Raw -628611.165101 + Penalty 1942.730657 = -626668.434444 nChanged 1 SP:Iteration 38Q (485.616656 sec): 3 clusters Score: Raw -628612.050962 + Penalty 1942.730657 = -626669.320306 nChanged 1 SP:Iteration 39Q (485.710590 sec): 3 clusters Score: Raw -628612.629562 + Penalty 1942.730657 = -626669.898905 nChanged 0 SP:Iteration 40F (485.813874 sec): 3 clusters Score: Raw -628612.629562 + Penalty 1942.730657 = -626669.898905 nChanged 0 Trying to split cluster 18 (830 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (485.876025 sec): 2 clusters Score: Raw -39320.795841 + Penalty 705.749699 = -38615.046142 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (485.954569 sec): 3 clusters Score: Raw -39039.320532 + Penalty 1411.499397 = -37627.821135 nChanged 284 SP:Iteration 1F (486.026430 sec): 3 clusters Score: Raw -39303.451910 + Penalty 1411.499397 = -37891.952513 nChanged 74 SP:Iteration 2F (486.114991 sec): 3 clusters Score: Raw -39376.433481 + Penalty 1411.499397 = -37964.934083 nChanged 34 SP:Iteration 3Q (486.205631 sec): 3 clusters Score: Raw -39412.824779 + Penalty 1411.499397 = -38001.325382 nChanged 24 SP:Iteration 4Q (486.292548 sec): 3 clusters Score: Raw -39430.837272 + Penalty 1411.499397 = -38019.337875 nChanged 14 SP:Iteration 5Q (486.371342 sec): 3 clusters Score: Raw -39444.703166 + Penalty 1411.499397 = -38033.203769 nChanged 7 SP:Iteration 6Q (486.431514 sec): 3 clusters Score: Raw -39449.273899 + Penalty 1411.499397 = -38037.774502 nChanged 5 SP:Iteration 7Q (486.512531 sec): 3 clusters Score: Raw -39451.521914 + Penalty 1411.499397 = -38040.022517 nChanged 4 SP:Iteration 8Q (486.598413 sec): 3 clusters Score: Raw -39455.954153 + Penalty 1411.499397 = -38044.454756 nChanged 6 SP:Iteration 9Q (486.691424 sec): 3 clusters Score: Raw -39459.486592 + Penalty 1411.499397 = -38047.987195 nChanged 4 SP:Iteration 10Q (486.773707 sec): 3 clusters Score: Raw -39463.345175 + Penalty 1411.499397 = -38051.845778 nChanged 5 SP:Iteration 11Q (486.854120 sec): 3 clusters Score: Raw -39466.259160 + Penalty 1411.499397 = -38054.759763 nChanged 1 SP:Iteration 12Q (486.928470 sec): 3 clusters Score: Raw -39466.906070 + Penalty 1411.499397 = -38055.406673 nChanged 0 SP:Iteration 13F (487.022203 sec): 3 clusters Score: Raw -39466.906070 + Penalty 1411.499397 = -38055.406673 nChanged 0 Trying to split cluster 19 (2738 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (487.066857 sec): 2 clusters Score: Raw -167350.634374 + Penalty 831.073216 = -166519.561158 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (487.144513 sec): 3 clusters Score: Raw -165949.718386 + Penalty 1662.146431 = -164287.571955 nChanged 1074 SP:Iteration 1F (487.235511 sec): 3 clusters Score: Raw -166595.678653 + Penalty 1662.146431 = -164933.532221 nChanged 224 SP:Iteration 2F (487.319159 sec): 3 clusters Score: Raw -166740.977057 + Penalty 1662.146431 = -165078.830626 nChanged 172 SP:Iteration 3F (487.398091 sec): 3 clusters Score: Raw -166865.211000 + Penalty 1662.146431 = -165203.064569 nChanged 176 SP:Iteration 4F (487.481285 sec): 3 clusters Score: Raw -166998.481037 + Penalty 1662.146431 = -165336.334605 nChanged 158 SP:Iteration 5F (487.566453 sec): 3 clusters Score: Raw -167153.360340 + Penalty 1662.146431 = -165491.213909 nChanged 168 SP:Iteration 6F (487.634903 sec): 3 clusters Score: Raw -167338.060938 + Penalty 1662.146431 = -165675.914506 nChanged 163 SP:Iteration 7F (487.736096 sec): 3 clusters Score: Raw -167492.819792 + Penalty 1662.146431 = -165830.673361 nChanged 125 SP:Iteration 8Q (487.809579 sec): 3 clusters Score: Raw -167585.587614 + Penalty 1662.146431 = -165923.441182 nChanged 61 SP:Iteration 9Q (487.883586 sec): 3 clusters Score: Raw -167639.393825 + Penalty 1662.146431 = -165977.247394 nChanged 60 SP:Iteration 10Q (487.979419 sec): 3 clusters Score: Raw -167676.792832 + Penalty 1662.146431 = -166014.646401 nChanged 38 SP:Iteration 11Q (488.058108 sec): 3 clusters Score: Raw -167696.860831 + Penalty 1662.146431 = -166034.714400 nChanged 25 SP:Iteration 12Q (488.148815 sec): 3 clusters Score: Raw -167707.514927 + Penalty 1662.146431 = -166045.368496 nChanged 13 SP:Iteration 13Q (488.215727 sec): 3 clusters Score: Raw -167712.071597 + Penalty 1662.146431 = -166049.925165 nChanged 17 SP:Iteration 14Q (488.308944 sec): 3 clusters Score: Raw -167717.193617 + Penalty 1662.146431 = -166055.047186 nChanged 6 SP:Iteration 15Q (488.396548 sec): 3 clusters Score: Raw -167718.758587 + Penalty 1662.146431 = -166056.612155 nChanged 4 SP:Iteration 16Q (488.472834 sec): 3 clusters Score: Raw -167720.631840 + Penalty 1662.146431 = -166058.485409 nChanged 5 SP:Iteration 17Q (488.572317 sec): 3 clusters Score: Raw -167722.519928 + Penalty 1662.146431 = -166060.373496 nChanged 1 SP:Iteration 18Q (488.636722 sec): 3 clusters Score: Raw -167722.642528 + Penalty 1662.146431 = -166060.496096 nChanged 1 SP:Iteration 19Q (488.726865 sec): 3 clusters Score: Raw -167722.727347 + Penalty 1662.146431 = -166060.580916 nChanged 0 SP:Iteration 20F (488.826026 sec): 3 clusters Score: Raw -167722.727347 + Penalty 1662.146431 = -166060.580916 nChanged 0 Trying to split cluster 20 (4821 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (488.883875 sec): 2 clusters Score: Raw -292415.128892 + Penalty 890.477349 = -291524.651543 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (488.956974 sec): 3 clusters Score: Raw -289801.604682 + Penalty 1780.954697 = -288020.649985 nChanged 2008 SP:Iteration 1F (489.056806 sec): 3 clusters Score: Raw -290903.821810 + Penalty 1780.954697 = -289122.867112 nChanged 323 SP:Iteration 2F (489.154399 sec): 3 clusters Score: Raw -291106.583076 + Penalty 1780.954697 = -289325.628378 nChanged 300 SP:Iteration 3F (489.238939 sec): 3 clusters Score: Raw -291291.016040 + Penalty 1780.954697 = -289510.061343 nChanged 267 SP:Iteration 4F (489.325012 sec): 3 clusters Score: Raw -291435.807211 + Penalty 1780.954697 = -289654.852514 nChanged 262 SP:Iteration 5F (489.418244 sec): 3 clusters Score: Raw -291576.635390 + Penalty 1780.954697 = -289795.680693 nChanged 212 SP:Iteration 6Q (489.504935 sec): 3 clusters Score: Raw -291681.888278 + Penalty 1780.954697 = -289900.933581 nChanged 180 SP:Iteration 7Q (489.590453 sec): 3 clusters Score: Raw -291762.104666 + Penalty 1780.954697 = -289981.149968 nChanged 136 SP:Iteration 8Q (489.689737 sec): 3 clusters Score: Raw -291821.315367 + Penalty 1780.954697 = -290040.360669 nChanged 109 SP:Iteration 9Q (489.767640 sec): 3 clusters Score: Raw -291871.423316 + Penalty 1780.954697 = -290090.468618 nChanged 110 SP:Iteration 10Q (489.878311 sec): 3 clusters Score: Raw -291932.254599 + Penalty 1780.954697 = -290151.299901 nChanged 99 SP:Iteration 11Q (489.970403 sec): 3 clusters Score: Raw -291979.306300 + Penalty 1780.954697 = -290198.351602 nChanged 88 SP:Iteration 12Q (490.076344 sec): 3 clusters Score: Raw -292019.158907 + Penalty 1780.954697 = -290238.204209 nChanged 86 SP:Iteration 13Q (490.176020 sec): 3 clusters Score: Raw -292059.656185 + Penalty 1780.954697 = -290278.701488 nChanged 94 SP:Iteration 14Q (490.269784 sec): 3 clusters Score: Raw -292107.467122 + Penalty 1780.954697 = -290326.512425 nChanged 87 SP:Iteration 15Q (490.346932 sec): 3 clusters Score: Raw -292146.647789 + Penalty 1780.954697 = -290365.693092 nChanged 70 SP:Iteration 16Q (490.445770 sec): 3 clusters Score: Raw -292183.571775 + Penalty 1780.954697 = -290402.617078 nChanged 65 SP:Iteration 17Q (490.587295 sec): 3 clusters Score: Raw -292225.258718 + Penalty 1780.954697 = -290444.304021 nChanged 63 SP:Iteration 18Q (490.675301 sec): 3 clusters Score: Raw -292257.949903 + Penalty 1780.954697 = -290476.995205 nChanged 35 SP:Iteration 19Q (490.810237 sec): 3 clusters Score: Raw -292274.708662 + Penalty 1780.954697 = -290493.753965 nChanged 23 SP:Iteration 20F (490.897743 sec): 3 clusters Score: Raw -292284.047916 + Penalty 1780.954697 = -290503.093218 nChanged 23 SP:Iteration 21Q (490.989516 sec): 3 clusters Score: Raw -292293.634166 + Penalty 1780.954697 = -290512.679469 nChanged 20 SP:Iteration 22Q (491.075984 sec): 3 clusters Score: Raw -292301.519355 + Penalty 1780.954697 = -290520.564658 nChanged 22 SP:Iteration 23Q (491.175366 sec): 3 clusters Score: Raw -292310.426298 + Penalty 1780.954697 = -290529.471601 nChanged 19 SP:Iteration 24Q (491.246606 sec): 3 clusters Score: Raw -292316.709867 + Penalty 1780.954697 = -290535.755169 nChanged 14 SP:Iteration 25Q (491.333136 sec): 3 clusters Score: Raw -292320.891743 + Penalty 1780.954697 = -290539.937045 nChanged 12 SP:Iteration 26Q (491.417079 sec): 3 clusters Score: Raw -292325.247395 + Penalty 1780.954697 = -290544.292697 nChanged 17 SP:Iteration 27Q (491.515066 sec): 3 clusters Score: Raw -292333.606570 + Penalty 1780.954697 = -290552.651873 nChanged 27 SP:Iteration 28Q (491.593341 sec): 3 clusters Score: Raw -292347.654687 + Penalty 1780.954697 = -290566.699990 nChanged 31 SP:Iteration 29Q (491.692222 sec): 3 clusters Score: Raw -292364.636472 + Penalty 1780.954697 = -290583.681775 nChanged 30 SP:Iteration 30Q (491.772618 sec): 3 clusters Score: Raw -292382.858842 + Penalty 1780.954697 = -290601.904145 nChanged 27 SP:Iteration 31Q (491.862261 sec): 3 clusters Score: Raw -292399.168945 + Penalty 1780.954697 = -290618.214248 nChanged 29 SP:Iteration 32Q (491.952853 sec): 3 clusters Score: Raw -292420.546997 + Penalty 1780.954697 = -290639.592300 nChanged 24 SP:Iteration 33Q (492.036952 sec): 3 clusters Score: Raw -292435.821248 + Penalty 1780.954697 = -290654.866550 nChanged 26 SP:Iteration 34Q (492.131361 sec): 3 clusters Score: Raw -292451.844771 + Penalty 1780.954697 = -290670.890074 nChanged 23 SP:Iteration 35Q (492.223034 sec): 3 clusters Score: Raw -292465.694847 + Penalty 1780.954697 = -290684.740149 nChanged 26 SP:Iteration 36Q (492.309876 sec): 3 clusters Score: Raw -292484.656001 + Penalty 1780.954697 = -290703.701304 nChanged 24 SP:Iteration 37Q (492.388856 sec): 3 clusters Score: Raw -292497.236150 + Penalty 1780.954697 = -290716.281452 nChanged 18 SP:Iteration 38Q (492.477257 sec): 3 clusters Score: Raw -292506.499513 + Penalty 1780.954697 = -290725.544815 nChanged 14 SP:Iteration 39Q (492.548668 sec): 3 clusters Score: Raw -292513.023473 + Penalty 1780.954697 = -290732.068775 nChanged 6 SP:Iteration 40F (492.652817 sec): 3 clusters Score: Raw -292517.541759 + Penalty 1780.954697 = -290736.587061 nChanged 10 SP:Iteration 41Q (492.736322 sec): 3 clusters Score: Raw -292525.262348 + Penalty 1780.954697 = -290744.307650 nChanged 7 SP:Iteration 42Q (492.828587 sec): 3 clusters Score: Raw -292528.606039 + Penalty 1780.954697 = -290747.651342 nChanged 6 SP:Iteration 43Q (492.901085 sec): 3 clusters Score: Raw -292531.319854 + Penalty 1780.954697 = -290750.365156 nChanged 3 SP:Iteration 44Q (492.998723 sec): 3 clusters Score: Raw -292533.923033 + Penalty 1780.954697 = -290752.968336 nChanged 5 SP:Iteration 45Q (493.079277 sec): 3 clusters Score: Raw -292537.443371 + Penalty 1780.954697 = -290756.488673 nChanged 6 SP:Iteration 46Q (493.165636 sec): 3 clusters Score: Raw -292541.828008 + Penalty 1780.954697 = -290760.873311 nChanged 4 SP:Iteration 47Q (493.255702 sec): 3 clusters Score: Raw -292544.228285 + Penalty 1780.954697 = -290763.273587 nChanged 2 SP:Iteration 48Q (493.342378 sec): 3 clusters Score: Raw -292544.637551 + Penalty 1780.954697 = -290763.682853 nChanged 0 SP:Iteration 49F (493.428739 sec): 3 clusters Score: Raw -292544.637551 + Penalty 1780.954697 = -290763.682853 nChanged 0 Iteration 219Q (494.860164 sec): 23 clusters Score: Raw -4230788.106093 + Penalty 26019.816055 = -4204768.290038 nChanged 250 Iteration 220F (496.741626 sec): 23 clusters Score: Raw -4231134.133967 + Penalty 26019.816055 = -4205114.317912 nChanged 291 Iteration 221Q (498.197482 sec): 23 clusters Score: Raw -4231348.333451 + Penalty 26019.816055 = -4205328.517396 nChanged 185 Iteration 222Q (499.582169 sec): 23 clusters Score: Raw -4231422.385496 + Penalty 26019.816055 = -4205402.569441 nChanged 130 Iteration 223Q (500.928023 sec): 23 clusters Score: Raw -4231461.578598 + Penalty 26019.816055 = -4205441.762543 nChanged 116 Iteration 224Q (502.342288 sec): 23 clusters Score: Raw -4231491.390514 + Penalty 26019.816055 = -4205471.574459 nChanged 91 Iteration 225Q (503.946741 sec): 23 clusters Score: Raw -4231512.024421 + Penalty 26019.816055 = -4205492.208367 nChanged 67 Iteration 226Q (505.347314 sec): 23 clusters Score: Raw -4231526.185011 + Penalty 26019.816055 = -4205506.368956 nChanged 53 Iteration 227Q (506.697155 sec): 23 clusters Score: Raw -4231541.639346 + Penalty 26019.816055 = -4205521.823291 nChanged 54 Iteration 228Q (508.088846 sec): 23 clusters Score: Raw -4231553.537138 + Penalty 26019.816055 = -4205533.721083 nChanged 42 Iteration 229Q (509.612820 sec): 23 clusters Score: Raw -4231563.068060 + Penalty 26019.816055 = -4205543.252005 nChanged 33 Iteration 230Q (510.973474 sec): 23 clusters Score: Raw -4231570.135755 + Penalty 26019.816055 = -4205550.319700 nChanged 27 Iteration 231Q (512.331453 sec): 23 clusters Score: Raw -4231575.737360 + Penalty 26019.816055 = -4205555.921305 nChanged 26 Iteration 232Q (513.692893 sec): 23 clusters Score: Raw -4231579.461797 + Penalty 26019.816055 = -4205559.645743 nChanged 25 Iteration 233Q (515.216954 sec): 23 clusters Score: Raw -4231583.539734 + Penalty 26019.816055 = -4205563.723679 nChanged 25 Iteration 234Q (516.743471 sec): 23 clusters Score: Raw -4231588.662253 + Penalty 26019.816055 = -4205568.846198 nChanged 24 Iteration 235Q (518.084712 sec): 23 clusters Score: Raw -4231594.724279 + Penalty 26019.816055 = -4205574.908224 nChanged 22 Iteration 236Q (519.503734 sec): 23 clusters Score: Raw -4231598.917685 + Penalty 26019.816055 = -4205579.101630 nChanged 13 Iteration 237Q (520.916231 sec): 23 clusters Score: Raw -4231601.580914 + Penalty 26019.816055 = -4205581.764859 nChanged 19 Iteration 238Q (522.651856 sec): 23 clusters Score: Raw -4231604.406126 + Penalty 26019.816055 = -4205584.590071 nChanged 10 Iteration 239Q (524.082252 sec): 23 clusters Score: Raw -4231605.639974 + Penalty 26019.816055 = -4205585.823919 nChanged 4 Iteration 240F (525.904529 sec): 23 clusters Score: Raw -4231606.230292 + Penalty 26019.816055 = -4205586.414237 nChanged 2 Iteration 241Q (527.308608 sec): 23 clusters Score: Raw -4231606.372985 + Penalty 26019.816055 = -4205586.556930 nChanged 3 Iteration 242Q (528.708221 sec): 23 clusters Score: Raw -4231606.828545 + Penalty 26019.816055 = -4205587.012491 nChanged 3 Iteration 243Q (530.417768 sec): 23 clusters Score: Raw -4231607.323386 + Penalty 26019.816055 = -4205587.507331 nChanged 4 Iteration 244Q (531.831552 sec): 23 clusters Score: Raw -4231607.980037 + Penalty 26019.816055 = -4205588.163982 nChanged 4 Iteration 245Q (533.221221 sec): 23 clusters Score: Raw -4231609.204267 + Penalty 26019.816055 = -4205589.388212 nChanged 4 Iteration 246Q (534.601626 sec): 23 clusters Score: Raw -4231609.908114 + Penalty 26019.816055 = -4205590.092059 nChanged 5 Iteration 247Q (536.259843 sec): 23 clusters Score: Raw -4231610.555415 + Penalty 26019.816055 = -4205590.739360 nChanged 1 Iteration 248Q (537.891137 sec): 23 clusters Score: Raw -4231610.635868 + Penalty 26019.816055 = -4205590.819813 nChanged 1 Iteration 249Q (539.298114 sec): 23 clusters Score: Raw -4231610.670899 + Penalty 26019.816055 = -4205590.854844 nChanged 0 Iteration 250F (540.989831 sec): 23 clusters Score: Raw -4231610.670899 + Penalty 26019.816055 = -4205590.854844 nChanged 0 Compute initial score before splitting: Score: Raw -4231610.670899 + Penalty 26019.816055 = -4205590.854844 Trying to split cluster 1 (2332 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (541.098164 sec): 2 clusters Score: Raw -114000.212350 + Penalty 814.220562 = -113185.991787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (541.180597 sec): 3 clusters Score: Raw -112829.710902 + Penalty 1628.441125 = -111201.269777 nChanged 927 SP:Iteration 1F (541.248341 sec): 3 clusters Score: Raw -113428.091974 + Penalty 1628.441125 = -111799.650849 nChanged 265 SP:Iteration 2F (541.328978 sec): 3 clusters Score: Raw -113685.169686 + Penalty 1628.441125 = -112056.728561 nChanged 178 SP:Iteration 3F (541.417921 sec): 3 clusters Score: Raw -113846.099063 + Penalty 1628.441125 = -112217.657938 nChanged 115 SP:Iteration 4Q (541.495136 sec): 3 clusters Score: Raw -113936.816248 + Penalty 1628.441125 = -112308.375123 nChanged 88 SP:Iteration 5Q (541.585334 sec): 3 clusters Score: Raw -113994.021795 + Penalty 1628.441125 = -112365.580670 nChanged 70 SP:Iteration 6Q (541.668048 sec): 3 clusters Score: Raw -114034.251941 + Penalty 1628.441125 = -112405.810816 nChanged 59 SP:Iteration 7Q (541.762631 sec): 3 clusters Score: Raw -114063.478932 + Penalty 1628.441125 = -112435.037807 nChanged 46 SP:Iteration 8Q (541.842816 sec): 3 clusters Score: Raw -114086.437210 + Penalty 1628.441125 = -112457.996086 nChanged 41 SP:Iteration 9Q (541.927368 sec): 3 clusters Score: Raw -114110.592996 + Penalty 1628.441125 = -112482.151871 nChanged 44 SP:Iteration 10Q (542.037302 sec): 3 clusters Score: Raw -114139.398392 + Penalty 1628.441125 = -112510.957267 nChanged 40 SP:Iteration 11Q (542.126430 sec): 3 clusters Score: Raw -114158.733535 + Penalty 1628.441125 = -112530.292410 nChanged 37 SP:Iteration 12Q (542.236391 sec): 3 clusters Score: Raw -114188.375065 + Penalty 1628.441125 = -112559.933940 nChanged 38 SP:Iteration 13Q (542.330253 sec): 3 clusters Score: Raw -114223.983130 + Penalty 1628.441125 = -112595.542005 nChanged 40 SP:Iteration 14Q (542.414655 sec): 3 clusters Score: Raw -114251.572155 + Penalty 1628.441125 = -112623.131030 nChanged 37 SP:Iteration 15Q (542.500280 sec): 3 clusters Score: Raw -114277.594039 + Penalty 1628.441125 = -112649.152914 nChanged 37 SP:Iteration 16Q (542.587340 sec): 3 clusters Score: Raw -114297.435099 + Penalty 1628.441125 = -112668.993974 nChanged 32 SP:Iteration 17Q (542.684153 sec): 3 clusters Score: Raw -114313.249946 + Penalty 1628.441125 = -112684.808821 nChanged 23 SP:Iteration 18Q (542.785890 sec): 3 clusters Score: Raw -114325.507270 + Penalty 1628.441125 = -112697.066145 nChanged 21 SP:Iteration 19Q (542.865357 sec): 3 clusters Score: Raw -114337.093959 + Penalty 1628.441125 = -112708.652834 nChanged 18 SP:Iteration 20F (542.969537 sec): 3 clusters Score: Raw -114343.615843 + Penalty 1628.441125 = -112715.174718 nChanged 13 SP:Iteration 21Q (543.068646 sec): 3 clusters Score: Raw -114352.125215 + Penalty 1628.441125 = -112723.684090 nChanged 14 SP:Iteration 22Q (543.159357 sec): 3 clusters Score: Raw -114359.085205 + Penalty 1628.441125 = -112730.644080 nChanged 13 SP:Iteration 23Q (543.267499 sec): 3 clusters Score: Raw -114364.816277 + Penalty 1628.441125 = -112736.375152 nChanged 9 SP:Iteration 24Q (543.337804 sec): 3 clusters Score: Raw -114369.289160 + Penalty 1628.441125 = -112740.848035 nChanged 10 SP:Iteration 25Q (543.457085 sec): 3 clusters Score: Raw -114373.280534 + Penalty 1628.441125 = -112744.839409 nChanged 9 SP:Iteration 26Q (543.540886 sec): 3 clusters Score: Raw -114376.953071 + Penalty 1628.441125 = -112748.511946 nChanged 11 SP:Iteration 27Q (543.612677 sec): 3 clusters Score: Raw -114382.396861 + Penalty 1628.441125 = -112753.955736 nChanged 6 SP:Iteration 28Q (543.700215 sec): 3 clusters Score: Raw -114385.287647 + Penalty 1628.441125 = -112756.846522 nChanged 8 SP:Iteration 29Q (543.802005 sec): 3 clusters Score: Raw -114387.305402 + Penalty 1628.441125 = -112758.864277 nChanged 1 SP:Iteration 30Q (543.904463 sec): 3 clusters Score: Raw -114387.410421 + Penalty 1628.441125 = -112758.969296 nChanged 0 SP:Iteration 31F (544.000480 sec): 3 clusters Score: Raw -114387.410421 + Penalty 1628.441125 = -112758.969296 nChanged 0 Trying to split cluster 2 (6554 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (544.068900 sec): 2 clusters Score: Raw -370855.722354 + Penalty 922.722237 = -369933.000117 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (544.165004 sec): 3 clusters Score: Raw -367115.163779 + Penalty 1845.444474 = -365269.719304 nChanged 2826 SP:Iteration 1F (544.289025 sec): 3 clusters Score: Raw -368956.835231 + Penalty 1845.444474 = -367111.390756 nChanged 531 SP:Iteration 2F (544.412996 sec): 3 clusters Score: Raw -369358.366583 + Penalty 1845.444474 = -367512.922109 nChanged 449 SP:Iteration 3F (544.538047 sec): 3 clusters Score: Raw -369693.001115 + Penalty 1845.444474 = -367847.556641 nChanged 376 SP:Iteration 4F (544.676307 sec): 3 clusters Score: Raw -369962.993521 + Penalty 1845.444474 = -368117.549047 nChanged 328 SP:Iteration 5F (544.767519 sec): 3 clusters Score: Raw -370157.001452 + Penalty 1845.444474 = -368311.556977 nChanged 259 SP:Iteration 6Q (544.862943 sec): 3 clusters Score: Raw -370286.492616 + Penalty 1845.444474 = -368441.048142 nChanged 212 SP:Iteration 7Q (544.968818 sec): 3 clusters Score: Raw -370393.410794 + Penalty 1845.444474 = -368547.966320 nChanged 189 SP:Iteration 8Q (545.059080 sec): 3 clusters Score: Raw -370486.377205 + Penalty 1845.444474 = -368640.932731 nChanged 173 SP:Iteration 9Q (545.180580 sec): 3 clusters Score: Raw -370564.762799 + Penalty 1845.444474 = -368719.318324 nChanged 155 SP:Iteration 10Q (545.281869 sec): 3 clusters Score: Raw -370647.046048 + Penalty 1845.444474 = -368801.601574 nChanged 160 SP:Iteration 11Q (545.365607 sec): 3 clusters Score: Raw -370733.467212 + Penalty 1845.444474 = -368888.022738 nChanged 162 SP:Iteration 12Q (545.466408 sec): 3 clusters Score: Raw -370810.514168 + Penalty 1845.444474 = -368965.069694 nChanged 131 SP:Iteration 13Q (545.587029 sec): 3 clusters Score: Raw -370886.491625 + Penalty 1845.444474 = -369041.047151 nChanged 119 SP:Iteration 14Q (545.697664 sec): 3 clusters Score: Raw -370962.840158 + Penalty 1845.444474 = -369117.395684 nChanged 97 SP:Iteration 15Q (545.784278 sec): 3 clusters Score: Raw -371014.905792 + Penalty 1845.444474 = -369169.461318 nChanged 74 SP:Iteration 16Q (545.865738 sec): 3 clusters Score: Raw -371048.848455 + Penalty 1845.444474 = -369203.403981 nChanged 68 SP:Iteration 17Q (545.962682 sec): 3 clusters Score: Raw -371082.938111 + Penalty 1845.444474 = -369237.493637 nChanged 54 SP:Iteration 18Q (546.056542 sec): 3 clusters Score: Raw -371107.476840 + Penalty 1845.444474 = -369262.032366 nChanged 41 SP:Iteration 19Q (546.161678 sec): 3 clusters Score: Raw -371123.177696 + Penalty 1845.444474 = -369277.733222 nChanged 45 SP:Iteration 20F (546.267954 sec): 3 clusters Score: Raw -371141.076000 + Penalty 1845.444474 = -369295.631526 nChanged 43 SP:Iteration 21Q (546.364092 sec): 3 clusters Score: Raw -371156.184913 + Penalty 1845.444474 = -369310.740439 nChanged 28 SP:Iteration 22Q (546.472054 sec): 3 clusters Score: Raw -371169.010261 + Penalty 1845.444474 = -369323.565787 nChanged 27 SP:Iteration 23Q (546.577892 sec): 3 clusters Score: Raw -371180.106973 + Penalty 1845.444474 = -369334.662499 nChanged 29 SP:Iteration 24Q (546.679594 sec): 3 clusters Score: Raw -371189.527004 + Penalty 1845.444474 = -369344.082530 nChanged 30 SP:Iteration 25Q (546.772462 sec): 3 clusters Score: Raw -371198.233839 + Penalty 1845.444474 = -369352.789365 nChanged 23 SP:Iteration 26Q (546.854549 sec): 3 clusters Score: Raw -371205.480714 + Penalty 1845.444474 = -369360.036240 nChanged 22 SP:Iteration 27Q (546.970639 sec): 3 clusters Score: Raw -371215.036043 + Penalty 1845.444474 = -369369.591569 nChanged 21 SP:Iteration 28Q (547.064121 sec): 3 clusters Score: Raw -371221.276421 + Penalty 1845.444474 = -369375.831947 nChanged 18 SP:Iteration 29Q (547.158662 sec): 3 clusters Score: Raw -371226.922049 + Penalty 1845.444474 = -369381.477575 nChanged 14 SP:Iteration 30Q (547.281164 sec): 3 clusters Score: Raw -371230.269792 + Penalty 1845.444474 = -369384.825318 nChanged 9 SP:Iteration 31Q (547.366964 sec): 3 clusters Score: Raw -371232.311958 + Penalty 1845.444474 = -369386.867484 nChanged 11 SP:Iteration 32Q (547.455639 sec): 3 clusters Score: Raw -371234.990500 + Penalty 1845.444474 = -369389.546026 nChanged 10 SP:Iteration 33Q (547.564737 sec): 3 clusters Score: Raw -371237.497886 + Penalty 1845.444474 = -369392.053412 nChanged 6 SP:Iteration 34Q (547.660217 sec): 3 clusters Score: Raw -371239.509592 + Penalty 1845.444474 = -369394.065118 nChanged 3 SP:Iteration 35Q (547.769665 sec): 3 clusters Score: Raw -371239.838641 + Penalty 1845.444474 = -369394.394167 nChanged 1 SP:Iteration 36Q (547.875056 sec): 3 clusters Score: Raw -371240.037781 + Penalty 1845.444474 = -369394.593307 nChanged 1 SP:Iteration 37Q (547.972035 sec): 3 clusters Score: Raw -371240.568671 + Penalty 1845.444474 = -369395.124197 nChanged 3 SP:Iteration 38Q (548.075545 sec): 3 clusters Score: Raw -371241.543916 + Penalty 1845.444474 = -369396.099441 nChanged 4 SP:Iteration 39Q (548.159284 sec): 3 clusters Score: Raw -371242.515395 + Penalty 1845.444474 = -369397.070921 nChanged 3 SP:Iteration 40F (548.246377 sec): 3 clusters Score: Raw -371242.948392 + Penalty 1845.444474 = -369397.503918 nChanged 2 SP:Iteration 41Q (548.369880 sec): 3 clusters Score: Raw -371243.067157 + Penalty 1845.444474 = -369397.622682 nChanged 0 SP:Iteration 42F (548.461392 sec): 3 clusters Score: Raw -371243.067157 + Penalty 1845.444474 = -369397.622682 nChanged 0 Trying to split cluster 3 (4570 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (548.515831 sec): 2 clusters Score: Raw -231287.126838 + Penalty 884.863191 = -230402.263647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (548.638294 sec): 3 clusters Score: Raw -228748.965628 + Penalty 1769.726382 = -226979.239246 nChanged 1955 SP:Iteration 1F (548.718635 sec): 3 clusters Score: Raw -229883.406371 + Penalty 1769.726382 = -228113.679990 nChanged 367 SP:Iteration 2F (548.831619 sec): 3 clusters Score: Raw -230139.318092 + Penalty 1769.726382 = -228369.591710 nChanged 355 SP:Iteration 3F (548.915006 sec): 3 clusters Score: Raw -230449.533575 + Penalty 1769.726382 = -228679.807193 nChanged 349 SP:Iteration 4F (549.022442 sec): 3 clusters Score: Raw -230771.096140 + Penalty 1769.726382 = -229001.369758 nChanged 329 SP:Iteration 5F (549.108538 sec): 3 clusters Score: Raw -231082.234854 + Penalty 1769.726382 = -229312.508472 nChanged 246 SP:Iteration 6F (549.221699 sec): 3 clusters Score: Raw -231327.911160 + Penalty 1769.726382 = -229558.184779 nChanged 220 SP:Iteration 7Q (549.334105 sec): 3 clusters Score: Raw -231522.392341 + Penalty 1769.726382 = -229752.665960 nChanged 172 SP:Iteration 8Q (549.426717 sec): 3 clusters Score: Raw -231636.938816 + Penalty 1769.726382 = -229867.212434 nChanged 137 SP:Iteration 9Q (549.535081 sec): 3 clusters Score: Raw -231705.065294 + Penalty 1769.726382 = -229935.338912 nChanged 98 SP:Iteration 10Q (549.615474 sec): 3 clusters Score: Raw -231750.342123 + Penalty 1769.726382 = -229980.615742 nChanged 61 SP:Iteration 11Q (549.713691 sec): 3 clusters Score: Raw -231775.703967 + Penalty 1769.726382 = -230005.977586 nChanged 57 SP:Iteration 12Q (549.823941 sec): 3 clusters Score: Raw -231794.095117 + Penalty 1769.726382 = -230024.368736 nChanged 45 SP:Iteration 13Q (549.909523 sec): 3 clusters Score: Raw -231805.172015 + Penalty 1769.726382 = -230035.445633 nChanged 37 SP:Iteration 14Q (550.014998 sec): 3 clusters Score: Raw -231815.936414 + Penalty 1769.726382 = -230046.210032 nChanged 25 SP:Iteration 15Q (550.115217 sec): 3 clusters Score: Raw -231823.729378 + Penalty 1769.726382 = -230054.002996 nChanged 26 SP:Iteration 16Q (550.208390 sec): 3 clusters Score: Raw -231829.919552 + Penalty 1769.726382 = -230060.193170 nChanged 19 SP:Iteration 17Q (550.318936 sec): 3 clusters Score: Raw -231834.724296 + Penalty 1769.726382 = -230064.997914 nChanged 23 SP:Iteration 18Q (550.411311 sec): 3 clusters Score: Raw -231840.894026 + Penalty 1769.726382 = -230071.167644 nChanged 19 SP:Iteration 19Q (550.519622 sec): 3 clusters Score: Raw -231844.798944 + Penalty 1769.726382 = -230075.072563 nChanged 20 SP:Iteration 20F (550.625732 sec): 3 clusters Score: Raw -231848.728348 + Penalty 1769.726382 = -230079.001967 nChanged 13 SP:Iteration 21Q (550.717473 sec): 3 clusters Score: Raw -231851.469242 + Penalty 1769.726382 = -230081.742860 nChanged 21 SP:Iteration 22Q (550.811778 sec): 3 clusters Score: Raw -231856.575674 + Penalty 1769.726382 = -230086.849293 nChanged 16 SP:Iteration 23Q (550.906345 sec): 3 clusters Score: Raw -231860.628189 + Penalty 1769.726382 = -230090.901807 nChanged 17 SP:Iteration 24Q (551.020919 sec): 3 clusters Score: Raw -231862.967655 + Penalty 1769.726382 = -230093.241274 nChanged 7 SP:Iteration 25Q (551.110295 sec): 3 clusters Score: Raw -231864.610847 + Penalty 1769.726382 = -230094.884465 nChanged 9 SP:Iteration 26Q (551.222238 sec): 3 clusters Score: Raw -231866.586419 + Penalty 1769.726382 = -230096.860037 nChanged 10 SP:Iteration 27Q (551.312680 sec): 3 clusters Score: Raw -231868.671163 + Penalty 1769.726382 = -230098.944781 nChanged 11 SP:Iteration 28Q (551.390140 sec): 3 clusters Score: Raw -231870.925761 + Penalty 1769.726382 = -230101.199379 nChanged 12 SP:Iteration 29Q (551.507130 sec): 3 clusters Score: Raw -231873.278147 + Penalty 1769.726382 = -230103.551765 nChanged 5 SP:Iteration 30Q (551.584810 sec): 3 clusters Score: Raw -231874.182850 + Penalty 1769.726382 = -230104.456469 nChanged 5 SP:Iteration 31Q (551.677542 sec): 3 clusters Score: Raw -231874.803908 + Penalty 1769.726382 = -230105.077527 nChanged 4 SP:Iteration 32Q (551.793616 sec): 3 clusters Score: Raw -231875.645860 + Penalty 1769.726382 = -230105.919478 nChanged 3 SP:Iteration 33Q (551.891539 sec): 3 clusters Score: Raw -231876.394465 + Penalty 1769.726382 = -230106.668083 nChanged 2 SP:Iteration 34Q (552.002212 sec): 3 clusters Score: Raw -231876.813701 + Penalty 1769.726382 = -230107.087319 nChanged 4 SP:Iteration 35Q (552.091366 sec): 3 clusters Score: Raw -231877.558492 + Penalty 1769.726382 = -230107.832111 nChanged 6 SP:Iteration 36Q (552.178557 sec): 3 clusters Score: Raw -231878.517524 + Penalty 1769.726382 = -230108.791142 nChanged 9 SP:Iteration 37Q (552.267472 sec): 3 clusters Score: Raw -231879.913101 + Penalty 1769.726382 = -230110.186720 nChanged 8 SP:Iteration 38Q (552.358846 sec): 3 clusters Score: Raw -231881.591557 + Penalty 1769.726382 = -230111.865175 nChanged 10 SP:Iteration 39Q (552.445845 sec): 3 clusters Score: Raw -231883.843534 + Penalty 1769.726382 = -230114.117153 nChanged 9 SP:Iteration 40F (552.547363 sec): 3 clusters Score: Raw -231885.954607 + Penalty 1769.726382 = -230116.228226 nChanged 5 SP:Iteration 41Q (552.628337 sec): 3 clusters Score: Raw -231887.440005 + Penalty 1769.726382 = -230117.713624 nChanged 6 SP:Iteration 42Q (552.731104 sec): 3 clusters Score: Raw -231888.402079 + Penalty 1769.726382 = -230118.675698 nChanged 3 SP:Iteration 43Q (552.829150 sec): 3 clusters Score: Raw -231888.928994 + Penalty 1769.726382 = -230119.202612 nChanged 2 SP:Iteration 44Q (552.939957 sec): 3 clusters Score: Raw -231889.203331 + Penalty 1769.726382 = -230119.476949 nChanged 2 SP:Iteration 45Q (553.005453 sec): 3 clusters Score: Raw -231889.380276 + Penalty 1769.726382 = -230119.653894 nChanged 1 SP:Iteration 46Q (553.113101 sec): 3 clusters Score: Raw -231889.702923 + Penalty 1769.726382 = -230119.976541 nChanged 0 SP:Iteration 47F (553.215566 sec): 3 clusters Score: Raw -231889.702923 + Penalty 1769.726382 = -230119.976541 nChanged 0 Trying to split cluster 4 (4136 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (553.270923 sec): 2 clusters Score: Raw -243353.231950 + Penalty 874.385864 = -242478.846086 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (553.359304 sec): 3 clusters Score: Raw -241106.978539 + Penalty 1748.771727 = -239358.206811 nChanged 1756 SP:Iteration 1F (553.460503 sec): 3 clusters Score: Raw -242150.373304 + Penalty 1748.771727 = -240401.601577 nChanged 300 SP:Iteration 2F (553.556540 sec): 3 clusters Score: Raw -242324.363165 + Penalty 1748.771727 = -240575.591437 nChanged 239 SP:Iteration 3F (553.654968 sec): 3 clusters Score: Raw -242458.571845 + Penalty 1748.771727 = -240709.800118 nChanged 194 SP:Iteration 4Q (553.757565 sec): 3 clusters Score: Raw -242569.411646 + Penalty 1748.771727 = -240820.639918 nChanged 174 SP:Iteration 5Q (553.849638 sec): 3 clusters Score: Raw -242668.011282 + Penalty 1748.771727 = -240919.239554 nChanged 163 SP:Iteration 6Q (553.949951 sec): 3 clusters Score: Raw -242747.632377 + Penalty 1748.771727 = -240998.860649 nChanged 134 SP:Iteration 7Q (554.052832 sec): 3 clusters Score: Raw -242827.680262 + Penalty 1748.771727 = -241078.908535 nChanged 139 SP:Iteration 8Q (554.142667 sec): 3 clusters Score: Raw -242911.178238 + Penalty 1748.771727 = -241162.406511 nChanged 127 SP:Iteration 9Q (554.235555 sec): 3 clusters Score: Raw -242979.982034 + Penalty 1748.771727 = -241231.210307 nChanged 125 SP:Iteration 10Q (554.361822 sec): 3 clusters Score: Raw -243042.590983 + Penalty 1748.771727 = -241293.819256 nChanged 93 SP:Iteration 11Q (554.464977 sec): 3 clusters Score: Raw -243090.004805 + Penalty 1748.771727 = -241341.233078 nChanged 77 SP:Iteration 12Q (554.546230 sec): 3 clusters Score: Raw -243131.230419 + Penalty 1748.771727 = -241382.458692 nChanged 71 SP:Iteration 13Q (554.658012 sec): 3 clusters Score: Raw -243160.727015 + Penalty 1748.771727 = -241411.955288 nChanged 58 SP:Iteration 14Q (554.767597 sec): 3 clusters Score: Raw -243183.078697 + Penalty 1748.771727 = -241434.306969 nChanged 51 SP:Iteration 15Q (554.847547 sec): 3 clusters Score: Raw -243199.126060 + Penalty 1748.771727 = -241450.354333 nChanged 42 SP:Iteration 16Q (554.955583 sec): 3 clusters Score: Raw -243210.311006 + Penalty 1748.771727 = -241461.539278 nChanged 32 SP:Iteration 17Q (555.041063 sec): 3 clusters Score: Raw -243220.543455 + Penalty 1748.771727 = -241471.771728 nChanged 28 SP:Iteration 18Q (555.134606 sec): 3 clusters Score: Raw -243228.796968 + Penalty 1748.771727 = -241480.025241 nChanged 25 SP:Iteration 19Q (555.226578 sec): 3 clusters Score: Raw -243235.663296 + Penalty 1748.771727 = -241486.891568 nChanged 26 SP:Iteration 20F (555.350914 sec): 3 clusters Score: Raw -243241.505890 + Penalty 1748.771727 = -241492.734163 nChanged 21 SP:Iteration 21Q (555.428958 sec): 3 clusters Score: Raw -243247.014817 + Penalty 1748.771727 = -241498.243090 nChanged 21 SP:Iteration 22Q (555.529111 sec): 3 clusters Score: Raw -243251.923348 + Penalty 1748.771727 = -241503.151620 nChanged 15 SP:Iteration 23Q (555.632539 sec): 3 clusters Score: Raw -243253.965284 + Penalty 1748.771727 = -241505.193557 nChanged 11 SP:Iteration 24Q (555.723506 sec): 3 clusters Score: Raw -243255.606082 + Penalty 1748.771727 = -241506.834355 nChanged 10 SP:Iteration 25Q (555.814800 sec): 3 clusters Score: Raw -243257.245929 + Penalty 1748.771727 = -241508.474201 nChanged 8 SP:Iteration 26Q (555.926099 sec): 3 clusters Score: Raw -243258.767085 + Penalty 1748.771727 = -241509.995358 nChanged 7 SP:Iteration 27Q (556.028150 sec): 3 clusters Score: Raw -243260.077460 + Penalty 1748.771727 = -241511.305733 nChanged 5 SP:Iteration 28Q (556.120079 sec): 3 clusters Score: Raw -243260.689542 + Penalty 1748.771727 = -241511.917815 nChanged 4 SP:Iteration 29Q (556.208177 sec): 3 clusters Score: Raw -243261.670224 + Penalty 1748.771727 = -241512.898496 nChanged 8 SP:Iteration 30Q (556.310668 sec): 3 clusters Score: Raw -243263.234269 + Penalty 1748.771727 = -241514.462541 nChanged 3 SP:Iteration 31Q (556.389657 sec): 3 clusters Score: Raw -243263.778965 + Penalty 1748.771727 = -241515.007238 nChanged 1 SP:Iteration 32Q (556.502442 sec): 3 clusters Score: Raw -243263.912155 + Penalty 1748.771727 = -241515.140428 nChanged 0 SP:Iteration 33F (556.582721 sec): 3 clusters Score: Raw -243263.912155 + Penalty 1748.771727 = -241515.140428 nChanged 0 Trying to split cluster 5 (504 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (556.636137 sec): 2 clusters Score: Raw -21267.809242 + Penalty 653.370508 = -20614.438734 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (556.724962 sec): 3 clusters Score: Raw -21179.101475 + Penalty 1306.741016 = -19872.360458 nChanged 154 SP:Iteration 1F (556.806599 sec): 3 clusters Score: Raw -21391.517506 + Penalty 1306.741016 = -20084.776490 nChanged 41 SP:Iteration 2F (556.907707 sec): 3 clusters Score: Raw -21464.715216 + Penalty 1306.741016 = -20157.974200 nChanged 23 SP:Iteration 3Q (556.984921 sec): 3 clusters Score: Raw -21491.073072 + Penalty 1306.741016 = -20184.332055 nChanged 16 SP:Iteration 4Q (557.105150 sec): 3 clusters Score: Raw -21515.308120 + Penalty 1306.741016 = -20208.567104 nChanged 8 SP:Iteration 5Q (557.175221 sec): 3 clusters Score: Raw -21523.886871 + Penalty 1306.741016 = -20217.145855 nChanged 7 SP:Iteration 6Q (557.277468 sec): 3 clusters Score: Raw -21534.498598 + Penalty 1306.741016 = -20227.757582 nChanged 9 SP:Iteration 7Q (557.358584 sec): 3 clusters Score: Raw -21549.191777 + Penalty 1306.741016 = -20242.450761 nChanged 5 SP:Iteration 8Q (557.455601 sec): 3 clusters Score: Raw -21554.951275 + Penalty 1306.741016 = -20248.210259 nChanged 5 SP:Iteration 9Q (557.547990 sec): 3 clusters Score: Raw -21565.166871 + Penalty 1306.741016 = -20258.425855 nChanged 4 SP:Iteration 10Q (557.643971 sec): 3 clusters Score: Raw -21574.743345 + Penalty 1306.741016 = -20268.002328 nChanged 3 SP:Iteration 11Q (557.735200 sec): 3 clusters Score: Raw -21579.389996 + Penalty 1306.741016 = -20272.648980 nChanged 1 SP:Iteration 12Q (557.811835 sec): 3 clusters Score: Raw -21579.896174 + Penalty 1306.741016 = -20273.155158 nChanged 0 SP:Iteration 13F (557.904321 sec): 3 clusters Score: Raw -21579.896174 + Penalty 1306.741016 = -20273.155158 nChanged 0 Trying to split cluster 6 (1790 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (557.956863 sec): 2 clusters Score: Raw -100748.471302 + Penalty 786.446944 = -99962.024357 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (558.053334 sec): 3 clusters Score: Raw -99932.521448 + Penalty 1572.893889 = -98359.627560 nChanged 675 SP:Iteration 1F (558.160922 sec): 3 clusters Score: Raw -100380.273229 + Penalty 1572.893889 = -98807.379340 nChanged 135 SP:Iteration 2F (558.251410 sec): 3 clusters Score: Raw -100497.402958 + Penalty 1572.893889 = -98924.509069 nChanged 98 SP:Iteration 3F (558.349629 sec): 3 clusters Score: Raw -100603.069498 + Penalty 1572.893889 = -99030.175609 nChanged 87 SP:Iteration 4Q (558.422193 sec): 3 clusters Score: Raw -100682.565814 + Penalty 1572.893889 = -99109.671926 nChanged 64 SP:Iteration 5Q (558.510596 sec): 3 clusters Score: Raw -100733.139876 + Penalty 1572.893889 = -99160.245987 nChanged 55 SP:Iteration 6Q (558.633350 sec): 3 clusters Score: Raw -100774.557482 + Penalty 1572.893889 = -99201.663593 nChanged 47 SP:Iteration 7Q (558.722966 sec): 3 clusters Score: Raw -100804.201380 + Penalty 1572.893889 = -99231.307491 nChanged 36 SP:Iteration 8Q (558.831660 sec): 3 clusters Score: Raw -100829.193898 + Penalty 1572.893889 = -99256.300010 nChanged 38 SP:Iteration 9Q (558.917795 sec): 3 clusters Score: Raw -100852.669023 + Penalty 1572.893889 = -99279.775135 nChanged 33 SP:Iteration 10Q (559.013608 sec): 3 clusters Score: Raw -100872.561193 + Penalty 1572.893889 = -99299.667304 nChanged 24 SP:Iteration 11Q (559.099852 sec): 3 clusters Score: Raw -100885.626122 + Penalty 1572.893889 = -99312.732234 nChanged 24 SP:Iteration 12Q (559.188977 sec): 3 clusters Score: Raw -100898.914533 + Penalty 1572.893889 = -99326.020645 nChanged 21 SP:Iteration 13Q (559.293475 sec): 3 clusters Score: Raw -100908.332103 + Penalty 1572.893889 = -99335.438214 nChanged 15 SP:Iteration 14Q (559.372052 sec): 3 clusters Score: Raw -100915.649779 + Penalty 1572.893889 = -99342.755890 nChanged 15 SP:Iteration 15Q (559.457233 sec): 3 clusters Score: Raw -100923.385314 + Penalty 1572.893889 = -99350.491425 nChanged 12 SP:Iteration 16Q (559.565955 sec): 3 clusters Score: Raw -100929.572465 + Penalty 1572.893889 = -99356.678577 nChanged 15 SP:Iteration 17Q (559.650332 sec): 3 clusters Score: Raw -100938.392335 + Penalty 1572.893889 = -99365.498447 nChanged 13 SP:Iteration 18Q (559.765931 sec): 3 clusters Score: Raw -100946.068074 + Penalty 1572.893889 = -99373.174185 nChanged 10 SP:Iteration 19Q (559.889311 sec): 3 clusters Score: Raw -100953.284932 + Penalty 1572.893889 = -99380.391043 nChanged 10 SP:Iteration 20F (559.971672 sec): 3 clusters Score: Raw -100958.618344 + Penalty 1572.893889 = -99385.724456 nChanged 8 SP:Iteration 21Q (560.068091 sec): 3 clusters Score: Raw -100961.699103 + Penalty 1572.893889 = -99388.805215 nChanged 8 SP:Iteration 22Q (560.180881 sec): 3 clusters Score: Raw -100965.062905 + Penalty 1572.893889 = -99392.169017 nChanged 7 SP:Iteration 23Q (560.260597 sec): 3 clusters Score: Raw -100967.708917 + Penalty 1572.893889 = -99394.815029 nChanged 14 SP:Iteration 24Q (560.356615 sec): 3 clusters Score: Raw -100974.407404 + Penalty 1572.893889 = -99401.513516 nChanged 13 SP:Iteration 25Q (560.451216 sec): 3 clusters Score: Raw -100980.116240 + Penalty 1572.893889 = -99407.222351 nChanged 11 SP:Iteration 26Q (560.541517 sec): 3 clusters Score: Raw -100985.813257 + Penalty 1572.893889 = -99412.919369 nChanged 7 SP:Iteration 27Q (560.638551 sec): 3 clusters Score: Raw -100991.423242 + Penalty 1572.893889 = -99418.529353 nChanged 11 SP:Iteration 28Q (560.721187 sec): 3 clusters Score: Raw -100997.103826 + Penalty 1572.893889 = -99424.209937 nChanged 9 SP:Iteration 29Q (560.832164 sec): 3 clusters Score: Raw -101000.631878 + Penalty 1572.893889 = -99427.737989 nChanged 4 SP:Iteration 30Q (560.932362 sec): 3 clusters Score: Raw -101003.423029 + Penalty 1572.893889 = -99430.529140 nChanged 4 SP:Iteration 31Q (561.026327 sec): 3 clusters Score: Raw -101006.255885 + Penalty 1572.893889 = -99433.361996 nChanged 6 SP:Iteration 32Q (561.151095 sec): 3 clusters Score: Raw -101010.199586 + Penalty 1572.893889 = -99437.305697 nChanged 7 SP:Iteration 33Q (561.263727 sec): 3 clusters Score: Raw -101014.081986 + Penalty 1572.893889 = -99441.188097 nChanged 10 SP:Iteration 34Q (561.357463 sec): 3 clusters Score: Raw -101024.324286 + Penalty 1572.893889 = -99451.430397 nChanged 10 SP:Iteration 35Q (561.445098 sec): 3 clusters Score: Raw -101031.086978 + Penalty 1572.893889 = -99458.193089 nChanged 8 SP:Iteration 36Q (561.544784 sec): 3 clusters Score: Raw -101033.876566 + Penalty 1572.893889 = -99460.982677 nChanged 5 SP:Iteration 37Q (561.638723 sec): 3 clusters Score: Raw -101035.416812 + Penalty 1572.893889 = -99462.522923 nChanged 6 SP:Iteration 38Q (561.708964 sec): 3 clusters Score: Raw -101037.437178 + Penalty 1572.893889 = -99464.543290 nChanged 4 SP:Iteration 39Q (561.812276 sec): 3 clusters Score: Raw -101038.393116 + Penalty 1572.893889 = -99465.499227 nChanged 3 SP:Iteration 40F (561.905748 sec): 3 clusters Score: Raw -101038.678866 + Penalty 1572.893889 = -99465.784977 nChanged 2 SP:Iteration 41Q (561.994821 sec): 3 clusters Score: Raw -101039.825229 + Penalty 1572.893889 = -99466.931340 nChanged 2 SP:Iteration 42Q (562.084404 sec): 3 clusters Score: Raw -101041.696868 + Penalty 1572.893889 = -99468.802979 nChanged 6 SP:Iteration 43Q (562.174842 sec): 3 clusters Score: Raw -101043.231928 + Penalty 1572.893889 = -99470.338040 nChanged 3 SP:Iteration 44Q (562.282734 sec): 3 clusters Score: Raw -101045.031562 + Penalty 1572.893889 = -99472.137674 nChanged 5 SP:Iteration 45Q (562.378864 sec): 3 clusters Score: Raw -101047.257711 + Penalty 1572.893889 = -99474.363822 nChanged 5 SP:Iteration 46Q (562.467638 sec): 3 clusters Score: Raw -101049.121643 + Penalty 1572.893889 = -99476.227754 nChanged 4 SP:Iteration 47Q (562.567194 sec): 3 clusters Score: Raw -101050.538199 + Penalty 1572.893889 = -99477.644310 nChanged 4 SP:Iteration 48Q (562.670779 sec): 3 clusters Score: Raw -101051.878258 + Penalty 1572.893889 = -99478.984369 nChanged 4 SP:Iteration 49Q (562.758787 sec): 3 clusters Score: Raw -101053.080826 + Penalty 1572.893889 = -99480.186937 nChanged 1 SP:Iteration 50Q (562.853304 sec): 3 clusters Score: Raw -101053.377204 + Penalty 1572.893889 = -99480.483315 nChanged 0 SP:Iteration 51F (562.950984 sec): 3 clusters Score: Raw -101053.377204 + Penalty 1572.893889 = -99480.483315 nChanged 0 Trying to split cluster 7 (1886 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (563.030169 sec): 2 clusters Score: Raw -93653.482701 + Penalty 791.932414 = -92861.550288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (563.127473 sec): 3 clusters Score: Raw -92748.005862 + Penalty 1583.864827 = -91164.141035 nChanged 695 SP:Iteration 1F (563.202259 sec): 3 clusters Score: Raw -93190.536645 + Penalty 1583.864827 = -91606.671818 nChanged 151 SP:Iteration 2F (563.289717 sec): 3 clusters Score: Raw -93324.930495 + Penalty 1583.864827 = -91741.065667 nChanged 130 SP:Iteration 3F (563.396338 sec): 3 clusters Score: Raw -93432.411219 + Penalty 1583.864827 = -91848.546392 nChanged 123 SP:Iteration 4F (563.482792 sec): 3 clusters Score: Raw -93552.257500 + Penalty 1583.864827 = -91968.392673 nChanged 110 SP:Iteration 5F (563.600133 sec): 3 clusters Score: Raw -93688.135288 + Penalty 1583.864827 = -92104.270461 nChanged 103 SP:Iteration 6F (563.695622 sec): 3 clusters Score: Raw -93813.623124 + Penalty 1583.864827 = -92229.758297 nChanged 83 SP:Iteration 7Q (563.815416 sec): 3 clusters Score: Raw -93902.340214 + Penalty 1583.864827 = -92318.475386 nChanged 85 SP:Iteration 8Q (563.891783 sec): 3 clusters Score: Raw -93983.522562 + Penalty 1583.864827 = -92399.657735 nChanged 70 SP:Iteration 9Q (563.990765 sec): 3 clusters Score: Raw -94046.792897 + Penalty 1583.864827 = -92462.928070 nChanged 57 SP:Iteration 10Q (564.088571 sec): 3 clusters Score: Raw -94090.369950 + Penalty 1583.864827 = -92506.505123 nChanged 36 SP:Iteration 11Q (564.168432 sec): 3 clusters Score: Raw -94112.031307 + Penalty 1583.864827 = -92528.166479 nChanged 28 SP:Iteration 12Q (564.292087 sec): 3 clusters Score: Raw -94126.523102 + Penalty 1583.864827 = -92542.658275 nChanged 15 SP:Iteration 13Q (564.374551 sec): 3 clusters Score: Raw -94133.030101 + Penalty 1583.864827 = -92549.165274 nChanged 13 SP:Iteration 14Q (564.484467 sec): 3 clusters Score: Raw -94138.731532 + Penalty 1583.864827 = -92554.866705 nChanged 9 SP:Iteration 15Q (564.583131 sec): 3 clusters Score: Raw -94141.514755 + Penalty 1583.864827 = -92557.649927 nChanged 5 SP:Iteration 16Q (564.683324 sec): 3 clusters Score: Raw -94144.005822 + Penalty 1583.864827 = -92560.140995 nChanged 9 SP:Iteration 17Q (564.780561 sec): 3 clusters Score: Raw -94149.351670 + Penalty 1583.864827 = -92565.486842 nChanged 10 SP:Iteration 18Q (564.860847 sec): 3 clusters Score: Raw -94152.574884 + Penalty 1583.864827 = -92568.710056 nChanged 4 SP:Iteration 19Q (564.956389 sec): 3 clusters Score: Raw -94154.121727 + Penalty 1583.864827 = -92570.256899 nChanged 5 SP:Iteration 20F (565.036588 sec): 3 clusters Score: Raw -94155.428442 + Penalty 1583.864827 = -92571.563615 nChanged 2 SP:Iteration 21Q (565.107066 sec): 3 clusters Score: Raw -94156.515438 + Penalty 1583.864827 = -92572.650611 nChanged 4 SP:Iteration 22Q (565.186390 sec): 3 clusters Score: Raw -94158.668029 + Penalty 1583.864827 = -92574.803202 nChanged 5 SP:Iteration 23Q (565.300720 sec): 3 clusters Score: Raw -94160.502633 + Penalty 1583.864827 = -92576.637806 nChanged 3 SP:Iteration 24Q (565.385995 sec): 3 clusters Score: Raw -94162.297522 + Penalty 1583.864827 = -92578.432694 nChanged 7 SP:Iteration 25Q (565.465546 sec): 3 clusters Score: Raw -94164.173661 + Penalty 1583.864827 = -92580.308834 nChanged 3 SP:Iteration 26Q (565.565888 sec): 3 clusters Score: Raw -94164.995093 + Penalty 1583.864827 = -92581.130265 nChanged 4 SP:Iteration 27Q (565.670419 sec): 3 clusters Score: Raw -94166.034763 + Penalty 1583.864827 = -92582.169936 nChanged 0 SP:Iteration 28F (565.757923 sec): 3 clusters Score: Raw -94166.034763 + Penalty 1583.864827 = -92582.169936 nChanged 0 Trying to split cluster 8 (13905 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (565.834809 sec): 2 clusters Score: Raw -836241.799424 + Penalty 1001.700396 = -835240.099028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (565.936632 sec): 3 clusters Score: Raw -827738.664725 + Penalty 2003.400791 = -825735.263934 nChanged 6381 SP:Iteration 1F (566.059032 sec): 3 clusters Score: Raw -831460.769302 + Penalty 2003.400791 = -829457.368511 nChanged 888 SP:Iteration 2F (566.158502 sec): 3 clusters Score: Raw -831891.186025 + Penalty 2003.400791 = -829887.785234 nChanged 864 SP:Iteration 3F (566.262833 sec): 3 clusters Score: Raw -832290.728275 + Penalty 2003.400791 = -830287.327484 nChanged 759 SP:Iteration 4F (566.379878 sec): 3 clusters Score: Raw -832619.929492 + Penalty 2003.400791 = -830616.528701 nChanged 651 SP:Iteration 5Q (566.510196 sec): 3 clusters Score: Raw -832890.602641 + Penalty 2003.400791 = -830887.201850 nChanged 563 SP:Iteration 6Q (566.616220 sec): 3 clusters Score: Raw -833129.150970 + Penalty 2003.400791 = -831125.750179 nChanged 548 SP:Iteration 7Q (566.718727 sec): 3 clusters Score: Raw -833361.129986 + Penalty 2003.400791 = -831357.729195 nChanged 485 SP:Iteration 8Q (566.843495 sec): 3 clusters Score: Raw -833586.038058 + Penalty 2003.400791 = -831582.637267 nChanged 527 SP:Iteration 9Q (566.934611 sec): 3 clusters Score: Raw -833873.896356 + Penalty 2003.400791 = -831870.495565 nChanged 530 SP:Iteration 10Q (567.062646 sec): 3 clusters Score: Raw -834165.746761 + Penalty 2003.400791 = -832162.345970 nChanged 529 SP:Iteration 11Q (567.184003 sec): 3 clusters Score: Raw -834487.328621 + Penalty 2003.400791 = -832483.927830 nChanged 531 SP:Iteration 12Q (567.308318 sec): 3 clusters Score: Raw -834849.274481 + Penalty 2003.400791 = -832845.873690 nChanged 532 SP:Iteration 13Q (567.421090 sec): 3 clusters Score: Raw -835200.928387 + Penalty 2003.400791 = -833197.527596 nChanged 491 SP:Iteration 14Q (567.526946 sec): 3 clusters Score: Raw -835522.384121 + Penalty 2003.400791 = -833518.983330 nChanged 428 SP:Iteration 15Q (567.646964 sec): 3 clusters Score: Raw -835816.192808 + Penalty 2003.400791 = -833812.792017 nChanged 433 SP:Iteration 16Q (567.762012 sec): 3 clusters Score: Raw -836139.861399 + Penalty 2003.400791 = -834136.460608 nChanged 372 SP:Iteration 17Q (567.865729 sec): 3 clusters Score: Raw -836448.932400 + Penalty 2003.400791 = -834445.531609 nChanged 394 SP:Iteration 18Q (567.974552 sec): 3 clusters Score: Raw -836847.384314 + Penalty 2003.400791 = -834843.983523 nChanged 407 SP:Iteration 19Q (568.116530 sec): 3 clusters Score: Raw -837249.759534 + Penalty 2003.400791 = -835246.358743 nChanged 313 SP:Iteration 20F (568.209633 sec): 3 clusters Score: Raw -837489.141193 + Penalty 2003.400791 = -835485.740402 nChanged 235 SP:Iteration 21Q (568.323683 sec): 3 clusters Score: Raw -837627.000119 + Penalty 2003.400791 = -835623.599328 nChanged 149 SP:Iteration 22Q (568.419448 sec): 3 clusters Score: Raw -837683.830144 + Penalty 2003.400791 = -835680.429353 nChanged 82 SP:Iteration 23Q (568.539587 sec): 3 clusters Score: Raw -837702.406707 + Penalty 2003.400791 = -835699.005916 nChanged 37 SP:Iteration 24Q (568.642775 sec): 3 clusters Score: Raw -837707.598578 + Penalty 2003.400791 = -835704.197787 nChanged 26 SP:Iteration 25Q (568.757632 sec): 3 clusters Score: Raw -837712.252012 + Penalty 2003.400791 = -835708.851221 nChanged 28 SP:Iteration 26Q (568.857563 sec): 3 clusters Score: Raw -837715.906254 + Penalty 2003.400791 = -835712.505463 nChanged 21 SP:Iteration 27Q (568.977228 sec): 3 clusters Score: Raw -837717.949054 + Penalty 2003.400791 = -835714.548263 nChanged 11 SP:Iteration 28Q (569.093208 sec): 3 clusters Score: Raw -837719.103940 + Penalty 2003.400791 = -835715.703149 nChanged 6 SP:Iteration 29Q (569.222945 sec): 3 clusters Score: Raw -837719.707032 + Penalty 2003.400791 = -835716.306241 nChanged 6 SP:Iteration 30Q (569.317181 sec): 3 clusters Score: Raw -837719.987357 + Penalty 2003.400791 = -835716.586566 nChanged 3 SP:Iteration 31Q (569.452189 sec): 3 clusters Score: Raw -837720.092643 + Penalty 2003.400791 = -835716.691852 nChanged 1 SP:Iteration 32Q (569.538837 sec): 3 clusters Score: Raw -837720.140700 + Penalty 2003.400791 = -835716.739909 nChanged 1 SP:Iteration 33Q (569.659228 sec): 3 clusters Score: Raw -837720.200969 + Penalty 2003.400791 = -835716.800178 nChanged 1 SP:Iteration 34Q (569.744089 sec): 3 clusters Score: Raw -837720.266330 + Penalty 2003.400791 = -835716.865539 nChanged 1 SP:Iteration 35Q (569.868935 sec): 3 clusters Score: Raw -837720.329534 + Penalty 2003.400791 = -835716.928743 nChanged 2 SP:Iteration 36Q (569.993009 sec): 3 clusters Score: Raw -837720.399721 + Penalty 2003.400791 = -835716.998930 nChanged 0 SP:Iteration 37F (570.104704 sec): 3 clusters Score: Raw -837720.399721 + Penalty 2003.400791 = -835716.998930 nChanged 0 Score: Raw -4233089.271196 + Penalty 27202.534966 = -4205886.736229 Splitting cluster 8 changes total score from -4205590.854844 to -4205886.736229 So it's getting split into cluster 23. Trying to split cluster 9 (2761 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (572.279701 sec): 2 clusters Score: Raw -159713.958962 + Penalty 831.951562 = -158882.007399 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (572.377279 sec): 3 clusters Score: Raw -158371.580283 + Penalty 1663.903125 = -156707.677158 nChanged 1077 SP:Iteration 1F (572.460674 sec): 3 clusters Score: Raw -158997.075304 + Penalty 1663.903125 = -157333.172179 nChanged 210 SP:Iteration 2F (572.548989 sec): 3 clusters Score: Raw -159146.132772 + Penalty 1663.903125 = -157482.229647 nChanged 165 SP:Iteration 3F (572.649678 sec): 3 clusters Score: Raw -159263.741766 + Penalty 1663.903125 = -157599.838642 nChanged 161 SP:Iteration 4F (572.752606 sec): 3 clusters Score: Raw -159403.759579 + Penalty 1663.903125 = -157739.856455 nChanged 157 SP:Iteration 5F (572.844068 sec): 3 clusters Score: Raw -159529.454059 + Penalty 1663.903125 = -157865.550934 nChanged 151 SP:Iteration 6F (572.942671 sec): 3 clusters Score: Raw -159640.392888 + Penalty 1663.903125 = -157976.489763 nChanged 107 SP:Iteration 7Q (573.044609 sec): 3 clusters Score: Raw -159717.749810 + Penalty 1663.903125 = -158053.846686 nChanged 93 SP:Iteration 8Q (573.119644 sec): 3 clusters Score: Raw -159776.419796 + Penalty 1663.903125 = -158112.516671 nChanged 64 SP:Iteration 9Q (573.227579 sec): 3 clusters Score: Raw -159809.830010 + Penalty 1663.903125 = -158145.926885 nChanged 37 SP:Iteration 10Q (573.312562 sec): 3 clusters Score: Raw -159825.110337 + Penalty 1663.903125 = -158161.207212 nChanged 30 SP:Iteration 11Q (573.420529 sec): 3 clusters Score: Raw -159835.087594 + Penalty 1663.903125 = -158171.184470 nChanged 22 SP:Iteration 12Q (573.499968 sec): 3 clusters Score: Raw -159844.623922 + Penalty 1663.903125 = -158180.720798 nChanged 24 SP:Iteration 13Q (573.605899 sec): 3 clusters Score: Raw -159853.099122 + Penalty 1663.903125 = -158189.195998 nChanged 21 SP:Iteration 14Q (573.715678 sec): 3 clusters Score: Raw -159858.425436 + Penalty 1663.903125 = -158194.522312 nChanged 15 SP:Iteration 15Q (573.797095 sec): 3 clusters Score: Raw -159864.965353 + Penalty 1663.903125 = -158201.062228 nChanged 12 SP:Iteration 16Q (573.895069 sec): 3 clusters Score: Raw -159870.019993 + Penalty 1663.903125 = -158206.116868 nChanged 12 SP:Iteration 17Q (573.986260 sec): 3 clusters Score: Raw -159873.562281 + Penalty 1663.903125 = -158209.659156 nChanged 10 SP:Iteration 18Q (574.100697 sec): 3 clusters Score: Raw -159875.990600 + Penalty 1663.903125 = -158212.087475 nChanged 12 SP:Iteration 19Q (574.180896 sec): 3 clusters Score: Raw -159879.176251 + Penalty 1663.903125 = -158215.273126 nChanged 9 SP:Iteration 20F (574.286462 sec): 3 clusters Score: Raw -159882.945378 + Penalty 1663.903125 = -158219.042253 nChanged 16 SP:Iteration 21Q (574.380568 sec): 3 clusters Score: Raw -159890.167478 + Penalty 1663.903125 = -158226.264354 nChanged 14 SP:Iteration 22Q (574.461197 sec): 3 clusters Score: Raw -159894.735910 + Penalty 1663.903125 = -158230.832786 nChanged 11 SP:Iteration 23Q (574.557169 sec): 3 clusters Score: Raw -159897.527874 + Penalty 1663.903125 = -158233.624750 nChanged 5 SP:Iteration 24Q (574.669003 sec): 3 clusters Score: Raw -159899.095463 + Penalty 1663.903125 = -158235.192338 nChanged 7 SP:Iteration 25Q (574.792314 sec): 3 clusters Score: Raw -159900.788124 + Penalty 1663.903125 = -158236.885000 nChanged 4 SP:Iteration 26Q (574.863187 sec): 3 clusters Score: Raw -159901.420478 + Penalty 1663.903125 = -158237.517353 nChanged 5 SP:Iteration 27Q (574.948126 sec): 3 clusters Score: Raw -159902.863590 + Penalty 1663.903125 = -158238.960466 nChanged 3 SP:Iteration 28Q (575.027445 sec): 3 clusters Score: Raw -159903.669607 + Penalty 1663.903125 = -158239.766483 nChanged 4 SP:Iteration 29Q (575.123815 sec): 3 clusters Score: Raw -159904.818654 + Penalty 1663.903125 = -158240.915529 nChanged 6 SP:Iteration 30Q (575.202777 sec): 3 clusters Score: Raw -159906.052885 + Penalty 1663.903125 = -158242.149760 nChanged 4 SP:Iteration 31Q (575.304208 sec): 3 clusters Score: Raw -159906.983832 + Penalty 1663.903125 = -158243.080708 nChanged 3 SP:Iteration 32Q (575.383893 sec): 3 clusters Score: Raw -159907.576925 + Penalty 1663.903125 = -158243.673800 nChanged 2 SP:Iteration 33Q (575.465171 sec): 3 clusters Score: Raw -159908.126342 + Penalty 1663.903125 = -158244.223218 nChanged 2 SP:Iteration 34Q (575.569783 sec): 3 clusters Score: Raw -159908.728059 + Penalty 1663.903125 = -158244.824935 nChanged 2 SP:Iteration 35Q (575.649243 sec): 3 clusters Score: Raw -159908.997768 + Penalty 1663.903125 = -158245.094643 nChanged 1 SP:Iteration 36Q (575.746615 sec): 3 clusters Score: Raw -159909.185703 + Penalty 1663.903125 = -158245.282579 nChanged 2 SP:Iteration 37Q (575.837378 sec): 3 clusters Score: Raw -159909.570080 + Penalty 1663.903125 = -158245.666956 nChanged 3 SP:Iteration 38Q (575.910636 sec): 3 clusters Score: Raw -159910.462084 + Penalty 1663.903125 = -158246.558959 nChanged 1 SP:Iteration 39Q (576.002018 sec): 3 clusters Score: Raw -159910.528116 + Penalty 1663.903125 = -158246.624991 nChanged 1 SP:Iteration 40F (576.105489 sec): 3 clusters Score: Raw -159910.615284 + Penalty 1663.903125 = -158246.712160 nChanged 0 Trying to split cluster 10 (1832 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (576.135604 sec): 2 clusters Score: Raw -102936.924201 + Penalty 788.882172 = -102148.042029 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (576.237494 sec): 3 clusters Score: Raw -102092.107344 + Penalty 1577.764344 = -100514.342999 nChanged 659 SP:Iteration 1F (576.350166 sec): 3 clusters Score: Raw -102505.890790 + Penalty 1577.764344 = -100928.126445 nChanged 172 SP:Iteration 2F (576.411379 sec): 3 clusters Score: Raw -102632.949811 + Penalty 1577.764344 = -101055.185467 nChanged 110 SP:Iteration 3F (576.520717 sec): 3 clusters Score: Raw -102713.044690 + Penalty 1577.764344 = -101135.280346 nChanged 91 SP:Iteration 4Q (576.605015 sec): 3 clusters Score: Raw -102779.350344 + Penalty 1577.764344 = -101201.586000 nChanged 71 SP:Iteration 5Q (576.687387 sec): 3 clusters Score: Raw -102836.498652 + Penalty 1577.764344 = -101258.734307 nChanged 64 SP:Iteration 6Q (576.778533 sec): 3 clusters Score: Raw -102885.869544 + Penalty 1577.764344 = -101308.105200 nChanged 58 SP:Iteration 7Q (576.857184 sec): 3 clusters Score: Raw -102928.374687 + Penalty 1577.764344 = -101350.610342 nChanged 53 SP:Iteration 8Q (576.954356 sec): 3 clusters Score: Raw -102963.084057 + Penalty 1577.764344 = -101385.319712 nChanged 42 SP:Iteration 9Q (577.031422 sec): 3 clusters Score: Raw -102989.388344 + Penalty 1577.764344 = -101411.624000 nChanged 37 SP:Iteration 10Q (577.119963 sec): 3 clusters Score: Raw -103014.169586 + Penalty 1577.764344 = -101436.405242 nChanged 37 SP:Iteration 11Q (577.210943 sec): 3 clusters Score: Raw -103037.226362 + Penalty 1577.764344 = -101459.462018 nChanged 37 SP:Iteration 12Q (577.285979 sec): 3 clusters Score: Raw -103063.366838 + Penalty 1577.764344 = -101485.602494 nChanged 36 SP:Iteration 13Q (577.363181 sec): 3 clusters Score: Raw -103082.454371 + Penalty 1577.764344 = -101504.690027 nChanged 26 SP:Iteration 14Q (577.445196 sec): 3 clusters Score: Raw -103099.362647 + Penalty 1577.764344 = -101521.598302 nChanged 21 SP:Iteration 15Q (577.534577 sec): 3 clusters Score: Raw -103114.967459 + Penalty 1577.764344 = -101537.203115 nChanged 17 SP:Iteration 16Q (577.621237 sec): 3 clusters Score: Raw -103124.989774 + Penalty 1577.764344 = -101547.225430 nChanged 14 SP:Iteration 17Q (577.707170 sec): 3 clusters Score: Raw -103131.801280 + Penalty 1577.764344 = -101554.036935 nChanged 13 SP:Iteration 18Q (577.807741 sec): 3 clusters Score: Raw -103139.253142 + Penalty 1577.764344 = -101561.488798 nChanged 15 SP:Iteration 19Q (577.869987 sec): 3 clusters Score: Raw -103148.332053 + Penalty 1577.764344 = -101570.567708 nChanged 11 SP:Iteration 20F (577.949489 sec): 3 clusters Score: Raw -103154.614898 + Penalty 1577.764344 = -101576.850553 nChanged 8 SP:Iteration 21Q (578.043188 sec): 3 clusters Score: Raw -103160.203631 + Penalty 1577.764344 = -101582.439286 nChanged 5 SP:Iteration 22Q (578.131499 sec): 3 clusters Score: Raw -103163.345155 + Penalty 1577.764344 = -101585.580811 nChanged 7 SP:Iteration 23Q (578.201499 sec): 3 clusters Score: Raw -103165.179491 + Penalty 1577.764344 = -101587.415146 nChanged 4 SP:Iteration 24Q (578.276111 sec): 3 clusters Score: Raw -103167.053123 + Penalty 1577.764344 = -101589.288778 nChanged 4 SP:Iteration 25Q (578.374997 sec): 3 clusters Score: Raw -103169.119101 + Penalty 1577.764344 = -101591.354756 nChanged 1 SP:Iteration 26Q (578.462635 sec): 3 clusters Score: Raw -103169.528193 + Penalty 1577.764344 = -101591.763849 nChanged 0 SP:Iteration 27F (578.534220 sec): 3 clusters Score: Raw -103169.528193 + Penalty 1577.764344 = -101591.763849 nChanged 0 Trying to split cluster 11 (754 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (578.576760 sec): 2 clusters Score: Raw -31722.607997 + Penalty 695.666199 = -31026.941798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (578.662232 sec): 3 clusters Score: Raw -31520.059382 + Penalty 1391.332397 = -30128.726984 nChanged 248 SP:Iteration 1F (578.736427 sec): 3 clusters Score: Raw -31799.882573 + Penalty 1391.332397 = -30408.550176 nChanged 74 SP:Iteration 2F (578.833845 sec): 3 clusters Score: Raw -31904.482601 + Penalty 1391.332397 = -30513.150204 nChanged 47 SP:Iteration 3F (578.901860 sec): 3 clusters Score: Raw -31973.769885 + Penalty 1391.332397 = -30582.437488 nChanged 25 SP:Iteration 4Q (578.978494 sec): 3 clusters Score: Raw -32010.760847 + Penalty 1391.332397 = -30619.428450 nChanged 23 SP:Iteration 5Q (579.067185 sec): 3 clusters Score: Raw -32054.853260 + Penalty 1391.332397 = -30663.520862 nChanged 26 SP:Iteration 6Q (579.144969 sec): 3 clusters Score: Raw -32114.696291 + Penalty 1391.332397 = -30723.363894 nChanged 20 SP:Iteration 7Q (579.241153 sec): 3 clusters Score: Raw -32162.168881 + Penalty 1391.332397 = -30770.836483 nChanged 22 SP:Iteration 8Q (579.325700 sec): 3 clusters Score: Raw -32196.066498 + Penalty 1391.332397 = -30804.734100 nChanged 15 SP:Iteration 9Q (579.410910 sec): 3 clusters Score: Raw -32207.479429 + Penalty 1391.332397 = -30816.147032 nChanged 10 SP:Iteration 10Q (579.481818 sec): 3 clusters Score: Raw -32215.649998 + Penalty 1391.332397 = -30824.317601 nChanged 7 SP:Iteration 11Q (579.556717 sec): 3 clusters Score: Raw -32219.987153 + Penalty 1391.332397 = -30828.654756 nChanged 6 SP:Iteration 12Q (579.632005 sec): 3 clusters Score: Raw -32227.169888 + Penalty 1391.332397 = -30835.837490 nChanged 5 SP:Iteration 13Q (579.722064 sec): 3 clusters Score: Raw -32235.712697 + Penalty 1391.332397 = -30844.380300 nChanged 5 SP:Iteration 14Q (579.802478 sec): 3 clusters Score: Raw -32238.906742 + Penalty 1391.332397 = -30847.574344 nChanged 2 SP:Iteration 15Q (579.891880 sec): 3 clusters Score: Raw -32240.370073 + Penalty 1391.332397 = -30849.037675 nChanged 2 SP:Iteration 16Q (579.974022 sec): 3 clusters Score: Raw -32241.332625 + Penalty 1391.332397 = -30850.000228 nChanged 1 SP:Iteration 17Q (580.057111 sec): 3 clusters Score: Raw -32241.786874 + Penalty 1391.332397 = -30850.454477 nChanged 0 SP:Iteration 18F (580.141722 sec): 3 clusters Score: Raw -32241.786874 + Penalty 1391.332397 = -30850.454477 nChanged 0 Trying to split cluster 12 (3171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (580.187498 sec): 2 clusters Score: Raw -187165.302683 + Penalty 846.489239 = -186318.813444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (580.278958 sec): 3 clusters Score: Raw -185542.805924 + Penalty 1692.978478 = -183849.827447 nChanged 1247 SP:Iteration 1F (580.347310 sec): 3 clusters Score: Raw -186291.243050 + Penalty 1692.978478 = -184598.264572 nChanged 266 SP:Iteration 2F (580.445042 sec): 3 clusters Score: Raw -186487.350141 + Penalty 1692.978478 = -184794.371664 nChanged 202 SP:Iteration 3F (580.524467 sec): 3 clusters Score: Raw -186606.170545 + Penalty 1692.978478 = -184913.192068 nChanged 149 SP:Iteration 4Q (580.623724 sec): 3 clusters Score: Raw -186694.009757 + Penalty 1692.978478 = -185001.031280 nChanged 119 SP:Iteration 5Q (580.712684 sec): 3 clusters Score: Raw -186758.588215 + Penalty 1692.978478 = -185065.609738 nChanged 86 SP:Iteration 6Q (580.801103 sec): 3 clusters Score: Raw -186802.287167 + Penalty 1692.978478 = -185109.308689 nChanged 75 SP:Iteration 7Q (580.915368 sec): 3 clusters Score: Raw -186839.026285 + Penalty 1692.978478 = -185146.047807 nChanged 57 SP:Iteration 8Q (580.988545 sec): 3 clusters Score: Raw -186866.444128 + Penalty 1692.978478 = -185173.465651 nChanged 55 SP:Iteration 9Q (581.085410 sec): 3 clusters Score: Raw -186892.235204 + Penalty 1692.978478 = -185199.256726 nChanged 63 SP:Iteration 10Q (581.172674 sec): 3 clusters Score: Raw -186925.721337 + Penalty 1692.978478 = -185232.742860 nChanged 51 SP:Iteration 11Q (581.283178 sec): 3 clusters Score: Raw -186952.781791 + Penalty 1692.978478 = -185259.803314 nChanged 43 SP:Iteration 12Q (581.387337 sec): 3 clusters Score: Raw -186975.378468 + Penalty 1692.978478 = -185282.399990 nChanged 50 SP:Iteration 13Q (581.482590 sec): 3 clusters Score: Raw -187008.629348 + Penalty 1692.978478 = -185315.650871 nChanged 46 SP:Iteration 14Q (581.583239 sec): 3 clusters Score: Raw -187035.638770 + Penalty 1692.978478 = -185342.660292 nChanged 43 SP:Iteration 15Q (581.671469 sec): 3 clusters Score: Raw -187062.602860 + Penalty 1692.978478 = -185369.624382 nChanged 37 SP:Iteration 16Q (581.768085 sec): 3 clusters Score: Raw -187081.807901 + Penalty 1692.978478 = -185388.829423 nChanged 29 SP:Iteration 17Q (581.865299 sec): 3 clusters Score: Raw -187099.336779 + Penalty 1692.978478 = -185406.358301 nChanged 29 SP:Iteration 18Q (581.951231 sec): 3 clusters Score: Raw -187115.035084 + Penalty 1692.978478 = -185422.056606 nChanged 23 SP:Iteration 19Q (582.041538 sec): 3 clusters Score: Raw -187124.767001 + Penalty 1692.978478 = -185431.788523 nChanged 16 SP:Iteration 20F (582.135646 sec): 3 clusters Score: Raw -187131.012123 + Penalty 1692.978478 = -185438.033645 nChanged 21 SP:Iteration 21Q (582.217842 sec): 3 clusters Score: Raw -187140.309838 + Penalty 1692.978478 = -185447.331360 nChanged 17 SP:Iteration 22Q (582.298523 sec): 3 clusters Score: Raw -187145.779423 + Penalty 1692.978478 = -185452.800945 nChanged 12 SP:Iteration 23Q (582.382240 sec): 3 clusters Score: Raw -187151.395190 + Penalty 1692.978478 = -185458.416712 nChanged 15 SP:Iteration 24Q (582.471316 sec): 3 clusters Score: Raw -187159.423992 + Penalty 1692.978478 = -185466.445514 nChanged 13 SP:Iteration 25Q (582.571266 sec): 3 clusters Score: Raw -187166.897783 + Penalty 1692.978478 = -185473.919306 nChanged 15 SP:Iteration 26Q (582.647132 sec): 3 clusters Score: Raw -187175.824870 + Penalty 1692.978478 = -185482.846393 nChanged 14 SP:Iteration 27Q (582.755030 sec): 3 clusters Score: Raw -187183.183418 + Penalty 1692.978478 = -185490.204940 nChanged 14 SP:Iteration 28Q (582.825082 sec): 3 clusters Score: Raw -187189.389882 + Penalty 1692.978478 = -185496.411404 nChanged 12 SP:Iteration 29Q (582.908005 sec): 3 clusters Score: Raw -187193.754047 + Penalty 1692.978478 = -185500.775569 nChanged 11 SP:Iteration 30Q (583.017696 sec): 3 clusters Score: Raw -187196.687334 + Penalty 1692.978478 = -185503.708856 nChanged 3 SP:Iteration 31Q (583.100077 sec): 3 clusters Score: Raw -187198.082963 + Penalty 1692.978478 = -185505.104486 nChanged 7 SP:Iteration 32Q (583.171031 sec): 3 clusters Score: Raw -187200.537450 + Penalty 1692.978478 = -185507.558972 nChanged 3 SP:Iteration 33Q (583.263116 sec): 3 clusters Score: Raw -187201.396894 + Penalty 1692.978478 = -185508.418417 nChanged 3 SP:Iteration 34Q (583.348227 sec): 3 clusters Score: Raw -187202.297470 + Penalty 1692.978478 = -185509.318993 nChanged 4 SP:Iteration 35Q (583.444861 sec): 3 clusters Score: Raw -187203.254749 + Penalty 1692.978478 = -185510.276271 nChanged 4 SP:Iteration 36Q (583.535353 sec): 3 clusters Score: Raw -187205.055662 + Penalty 1692.978478 = -185512.077185 nChanged 4 SP:Iteration 37Q (583.619623 sec): 3 clusters Score: Raw -187206.009832 + Penalty 1692.978478 = -185513.031355 nChanged 1 SP:Iteration 38Q (583.693584 sec): 3 clusters Score: Raw -187206.492307 + Penalty 1692.978478 = -185513.513830 nChanged 0 SP:Iteration 39F (583.792121 sec): 3 clusters Score: Raw -187206.492307 + Penalty 1692.978478 = -185513.513830 nChanged 0 Trying to split cluster 13 (2510 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (583.845437 sec): 2 clusters Score: Raw -129170.450760 + Penalty 821.943993 = -128348.506767 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (583.918380 sec): 3 clusters Score: Raw -127904.886320 + Penalty 1643.887987 = -126260.998333 nChanged 1017 SP:Iteration 1F (584.022289 sec): 3 clusters Score: Raw -128531.056698 + Penalty 1643.887987 = -126887.168711 nChanged 222 SP:Iteration 2F (584.110376 sec): 3 clusters Score: Raw -128690.506639 + Penalty 1643.887987 = -127046.618653 nChanged 168 SP:Iteration 3F (584.197575 sec): 3 clusters Score: Raw -128793.835666 + Penalty 1643.887987 = -127149.947680 nChanged 120 SP:Iteration 4Q (584.262836 sec): 3 clusters Score: Raw -128867.568831 + Penalty 1643.887987 = -127223.680844 nChanged 101 SP:Iteration 5Q (584.354150 sec): 3 clusters Score: Raw -128927.368251 + Penalty 1643.887987 = -127283.480264 nChanged 87 SP:Iteration 6Q (584.456414 sec): 3 clusters Score: Raw -128983.042856 + Penalty 1643.887987 = -127339.154869 nChanged 94 SP:Iteration 7Q (584.540621 sec): 3 clusters Score: Raw -129046.490971 + Penalty 1643.887987 = -127402.602984 nChanged 94 SP:Iteration 8Q (584.635031 sec): 3 clusters Score: Raw -129106.375266 + Penalty 1643.887987 = -127462.487279 nChanged 86 SP:Iteration 9Q (584.723897 sec): 3 clusters Score: Raw -129158.186956 + Penalty 1643.887987 = -127514.298969 nChanged 67 SP:Iteration 10Q (584.792136 sec): 3 clusters Score: Raw -129199.557581 + Penalty 1643.887987 = -127555.669594 nChanged 54 SP:Iteration 11Q (584.882882 sec): 3 clusters Score: Raw -129231.057820 + Penalty 1643.887987 = -127587.169833 nChanged 47 SP:Iteration 12Q (584.979435 sec): 3 clusters Score: Raw -129256.472966 + Penalty 1643.887987 = -127612.584979 nChanged 36 SP:Iteration 13Q (585.049337 sec): 3 clusters Score: Raw -129274.491047 + Penalty 1643.887987 = -127630.603060 nChanged 30 SP:Iteration 14Q (585.135517 sec): 3 clusters Score: Raw -129293.937292 + Penalty 1643.887987 = -127650.049306 nChanged 34 SP:Iteration 15Q (585.229541 sec): 3 clusters Score: Raw -129313.147115 + Penalty 1643.887987 = -127669.259128 nChanged 31 SP:Iteration 16Q (585.319339 sec): 3 clusters Score: Raw -129330.810535 + Penalty 1643.887987 = -127686.922548 nChanged 25 SP:Iteration 17Q (585.412641 sec): 3 clusters Score: Raw -129343.794327 + Penalty 1643.887987 = -127699.906340 nChanged 25 SP:Iteration 18Q (585.504289 sec): 3 clusters Score: Raw -129361.166639 + Penalty 1643.887987 = -127717.278652 nChanged 23 SP:Iteration 19Q (585.595145 sec): 3 clusters Score: Raw -129380.173282 + Penalty 1643.887987 = -127736.285295 nChanged 22 SP:Iteration 20F (585.666554 sec): 3 clusters Score: Raw -129393.527981 + Penalty 1643.887987 = -127749.639994 nChanged 16 SP:Iteration 21Q (585.769559 sec): 3 clusters Score: Raw -129407.377382 + Penalty 1643.887987 = -127763.489396 nChanged 15 SP:Iteration 22Q (585.854725 sec): 3 clusters Score: Raw -129421.399177 + Penalty 1643.887987 = -127777.511190 nChanged 19 SP:Iteration 23Q (585.922076 sec): 3 clusters Score: Raw -129439.025350 + Penalty 1643.887987 = -127795.137364 nChanged 14 SP:Iteration 24Q (586.026723 sec): 3 clusters Score: Raw -129447.423063 + Penalty 1643.887987 = -127803.535076 nChanged 13 SP:Iteration 25Q (586.105615 sec): 3 clusters Score: Raw -129455.723726 + Penalty 1643.887987 = -127811.835739 nChanged 10 SP:Iteration 26Q (586.195833 sec): 3 clusters Score: Raw -129461.329148 + Penalty 1643.887987 = -127817.441161 nChanged 11 SP:Iteration 27Q (586.271823 sec): 3 clusters Score: Raw -129467.882752 + Penalty 1643.887987 = -127823.994765 nChanged 9 SP:Iteration 28Q (586.360871 sec): 3 clusters Score: Raw -129472.741688 + Penalty 1643.887987 = -127828.853701 nChanged 7 SP:Iteration 29Q (586.439213 sec): 3 clusters Score: Raw -129475.261476 + Penalty 1643.887987 = -127831.373489 nChanged 2 SP:Iteration 30Q (586.537276 sec): 3 clusters Score: Raw -129476.719187 + Penalty 1643.887987 = -127832.831200 nChanged 4 SP:Iteration 31Q (586.622114 sec): 3 clusters Score: Raw -129479.524818 + Penalty 1643.887987 = -127835.636832 nChanged 6 SP:Iteration 32Q (586.712180 sec): 3 clusters Score: Raw -129482.301449 + Penalty 1643.887987 = -127838.413462 nChanged 5 SP:Iteration 33Q (586.782772 sec): 3 clusters Score: Raw -129483.816649 + Penalty 1643.887987 = -127839.928663 nChanged 4 SP:Iteration 34Q (586.874669 sec): 3 clusters Score: Raw -129486.156813 + Penalty 1643.887987 = -127842.268827 nChanged 3 SP:Iteration 35Q (586.965864 sec): 3 clusters Score: Raw -129487.689594 + Penalty 1643.887987 = -127843.801607 nChanged 2 SP:Iteration 36Q (587.044683 sec): 3 clusters Score: Raw -129489.397787 + Penalty 1643.887987 = -127845.509800 nChanged 3 SP:Iteration 37Q (587.139956 sec): 3 clusters Score: Raw -129490.636599 + Penalty 1643.887987 = -127846.748613 nChanged 3 SP:Iteration 38Q (587.211434 sec): 3 clusters Score: Raw -129492.409021 + Penalty 1643.887987 = -127848.521034 nChanged 5 SP:Iteration 39Q (587.299345 sec): 3 clusters Score: Raw -129495.193318 + Penalty 1643.887987 = -127851.305332 nChanged 5 SP:Iteration 40F (587.399289 sec): 3 clusters Score: Raw -129496.855338 + Penalty 1643.887987 = -127852.967351 nChanged 2 SP:Iteration 41Q (587.468789 sec): 3 clusters Score: Raw -129497.577828 + Penalty 1643.887987 = -127853.689842 nChanged 1 SP:Iteration 42Q (587.553921 sec): 3 clusters Score: Raw -129498.107148 + Penalty 1643.887987 = -127854.219161 nChanged 2 SP:Iteration 43Q (587.655032 sec): 3 clusters Score: Raw -129499.293527 + Penalty 1643.887987 = -127855.405540 nChanged 2 SP:Iteration 44Q (587.731349 sec): 3 clusters Score: Raw -129499.764337 + Penalty 1643.887987 = -127855.876350 nChanged 2 SP:Iteration 45Q (587.815355 sec): 3 clusters Score: Raw -129500.142355 + Penalty 1643.887987 = -127856.254368 nChanged 2 SP:Iteration 46Q (587.912425 sec): 3 clusters Score: Raw -129501.582790 + Penalty 1643.887987 = -127857.694803 nChanged 4 SP:Iteration 47Q (587.975994 sec): 3 clusters Score: Raw -129502.257782 + Penalty 1643.887987 = -127858.369795 nChanged 0 SP:Iteration 48F (588.083211 sec): 3 clusters Score: Raw -129502.257782 + Penalty 1643.887987 = -127858.369795 nChanged 0 Trying to split cluster 14 (3197 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (588.116358 sec): 2 clusters Score: Raw -194623.025230 + Penalty 847.346656 = -193775.678575 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (588.208209 sec): 3 clusters Score: Raw -192990.977147 + Penalty 1694.693311 = -191296.283836 nChanged 1226 SP:Iteration 1F (588.297336 sec): 3 clusters Score: Raw -193683.423308 + Penalty 1694.693311 = -191988.729997 nChanged 249 SP:Iteration 2F (588.381656 sec): 3 clusters Score: Raw -193830.383074 + Penalty 1694.693311 = -192135.689763 nChanged 204 SP:Iteration 3F (588.461062 sec): 3 clusters Score: Raw -193972.825522 + Penalty 1694.693311 = -192278.132211 nChanged 193 SP:Iteration 4F (588.552188 sec): 3 clusters Score: Raw -194093.628566 + Penalty 1694.693311 = -192398.935255 nChanged 157 SP:Iteration 5Q (588.631840 sec): 3 clusters Score: Raw -194195.964847 + Penalty 1694.693311 = -192501.271536 nChanged 137 SP:Iteration 6Q (588.733111 sec): 3 clusters Score: Raw -194282.746333 + Penalty 1694.693311 = -192588.053021 nChanged 115 SP:Iteration 7Q (588.810858 sec): 3 clusters Score: Raw -194370.379283 + Penalty 1694.693311 = -192675.685971 nChanged 121 SP:Iteration 8Q (588.896003 sec): 3 clusters Score: Raw -194478.050037 + Penalty 1694.693311 = -192783.356726 nChanged 139 SP:Iteration 9Q (588.987244 sec): 3 clusters Score: Raw -194591.567124 + Penalty 1694.693311 = -192896.873813 nChanged 127 SP:Iteration 10Q (589.073243 sec): 3 clusters Score: Raw -194689.087435 + Penalty 1694.693311 = -192994.394124 nChanged 99 SP:Iteration 11Q (589.153782 sec): 3 clusters Score: Raw -194746.618706 + Penalty 1694.693311 = -193051.925395 nChanged 71 SP:Iteration 12Q (589.242107 sec): 3 clusters Score: Raw -194808.324702 + Penalty 1694.693311 = -193113.631390 nChanged 82 SP:Iteration 13Q (589.319917 sec): 3 clusters Score: Raw -194878.787022 + Penalty 1694.693311 = -193184.093711 nChanged 70 SP:Iteration 14Q (589.415298 sec): 3 clusters Score: Raw -194951.081227 + Penalty 1694.693311 = -193256.387916 nChanged 71 SP:Iteration 15Q (589.498104 sec): 3 clusters Score: Raw -195027.187651 + Penalty 1694.693311 = -193332.494340 nChanged 55 SP:Iteration 16Q (589.588066 sec): 3 clusters Score: Raw -195067.105648 + Penalty 1694.693311 = -193372.412336 nChanged 49 SP:Iteration 17Q (589.674876 sec): 3 clusters Score: Raw -195104.563205 + Penalty 1694.693311 = -193409.869893 nChanged 41 SP:Iteration 18Q (589.758942 sec): 3 clusters Score: Raw -195139.570464 + Penalty 1694.693311 = -193444.877152 nChanged 45 SP:Iteration 19Q (589.851259 sec): 3 clusters Score: Raw -195168.327525 + Penalty 1694.693311 = -193473.634214 nChanged 24 SP:Iteration 20F (589.942697 sec): 3 clusters Score: Raw -195176.399192 + Penalty 1694.693311 = -193481.705881 nChanged 14 SP:Iteration 21Q (590.023401 sec): 3 clusters Score: Raw -195182.097099 + Penalty 1694.693311 = -193487.403788 nChanged 10 SP:Iteration 22Q (590.102387 sec): 3 clusters Score: Raw -195185.945629 + Penalty 1694.693311 = -193491.252317 nChanged 7 SP:Iteration 23Q (590.186066 sec): 3 clusters Score: Raw -195187.759889 + Penalty 1694.693311 = -193493.066578 nChanged 7 SP:Iteration 24Q (590.267331 sec): 3 clusters Score: Raw -195189.202020 + Penalty 1694.693311 = -193494.508708 nChanged 3 SP:Iteration 25Q (590.360569 sec): 3 clusters Score: Raw -195189.747045 + Penalty 1694.693311 = -193495.053733 nChanged 1 SP:Iteration 26Q (590.446574 sec): 3 clusters Score: Raw -195189.879105 + Penalty 1694.693311 = -193495.185794 nChanged 0 SP:Iteration 27F (590.539273 sec): 3 clusters Score: Raw -195189.879105 + Penalty 1694.693311 = -193495.185794 nChanged 0 Trying to split cluster 15 (5150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (590.600951 sec): 2 clusters Score: Raw -300003.802697 + Penalty 897.408959 = -299106.393738 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (590.674662 sec): 3 clusters Score: Raw -297100.031351 + Penalty 1794.817919 = -295305.213432 nChanged 2212 SP:Iteration 1F (590.773074 sec): 3 clusters Score: Raw -298364.470298 + Penalty 1794.817919 = -296569.652379 nChanged 406 SP:Iteration 2F (590.850116 sec): 3 clusters Score: Raw -298610.447691 + Penalty 1794.817919 = -296815.629772 nChanged 336 SP:Iteration 3F (590.960040 sec): 3 clusters Score: Raw -298849.050203 + Penalty 1794.817919 = -297054.232284 nChanged 330 SP:Iteration 4F (591.040111 sec): 3 clusters Score: Raw -299113.027448 + Penalty 1794.817919 = -297318.209529 nChanged 322 SP:Iteration 5F (591.119072 sec): 3 clusters Score: Raw -299358.892324 + Penalty 1794.817919 = -297564.074405 nChanged 267 SP:Iteration 6F (591.217794 sec): 3 clusters Score: Raw -299551.239707 + Penalty 1794.817919 = -297756.421789 nChanged 212 SP:Iteration 7Q (591.307608 sec): 3 clusters Score: Raw -299678.812290 + Penalty 1794.817919 = -297883.994371 nChanged 157 SP:Iteration 8Q (591.392571 sec): 3 clusters Score: Raw -299755.084220 + Penalty 1794.817919 = -297960.266301 nChanged 115 SP:Iteration 9Q (591.477262 sec): 3 clusters Score: Raw -299806.816506 + Penalty 1794.817919 = -298011.998587 nChanged 91 SP:Iteration 10Q (591.564136 sec): 3 clusters Score: Raw -299848.326200 + Penalty 1794.817919 = -298053.508281 nChanged 94 SP:Iteration 11Q (591.658737 sec): 3 clusters Score: Raw -299890.352082 + Penalty 1794.817919 = -298095.534163 nChanged 79 SP:Iteration 12Q (591.729943 sec): 3 clusters Score: Raw -299928.663539 + Penalty 1794.817919 = -298133.845620 nChanged 81 SP:Iteration 13Q (591.829319 sec): 3 clusters Score: Raw -299963.844554 + Penalty 1794.817919 = -298169.026635 nChanged 60 SP:Iteration 14Q (591.922105 sec): 3 clusters Score: Raw -299996.477693 + Penalty 1794.817919 = -298201.659774 nChanged 61 SP:Iteration 15Q (592.012801 sec): 3 clusters Score: Raw -300028.467688 + Penalty 1794.817919 = -298233.649769 nChanged 70 SP:Iteration 16Q (592.108247 sec): 3 clusters Score: Raw -300062.891157 + Penalty 1794.817919 = -298268.073238 nChanged 53 SP:Iteration 17Q (592.213583 sec): 3 clusters Score: Raw -300089.773308 + Penalty 1794.817919 = -298294.955390 nChanged 52 SP:Iteration 18Q (592.297660 sec): 3 clusters Score: Raw -300112.024606 + Penalty 1794.817919 = -298317.206687 nChanged 42 SP:Iteration 19Q (592.386198 sec): 3 clusters Score: Raw -300129.359687 + Penalty 1794.817919 = -298334.541768 nChanged 34 SP:Iteration 20F (592.498168 sec): 3 clusters Score: Raw -300142.327019 + Penalty 1794.817919 = -298347.509101 nChanged 32 SP:Iteration 21Q (592.587761 sec): 3 clusters Score: Raw -300154.614594 + Penalty 1794.817919 = -298359.796675 nChanged 32 SP:Iteration 22Q (592.678670 sec): 3 clusters Score: Raw -300164.643783 + Penalty 1794.817919 = -298369.825865 nChanged 23 SP:Iteration 23Q (592.773529 sec): 3 clusters Score: Raw -300171.937625 + Penalty 1794.817919 = -298377.119706 nChanged 27 SP:Iteration 24Q (592.843024 sec): 3 clusters Score: Raw -300180.200435 + Penalty 1794.817919 = -298385.382516 nChanged 27 SP:Iteration 25Q (592.935887 sec): 3 clusters Score: Raw -300187.337147 + Penalty 1794.817919 = -298392.519228 nChanged 25 SP:Iteration 26Q (593.023725 sec): 3 clusters Score: Raw -300194.614338 + Penalty 1794.817919 = -298399.796419 nChanged 28 SP:Iteration 27Q (593.121622 sec): 3 clusters Score: Raw -300202.690795 + Penalty 1794.817919 = -298407.872876 nChanged 19 SP:Iteration 28Q (593.218631 sec): 3 clusters Score: Raw -300208.173485 + Penalty 1794.817919 = -298413.355566 nChanged 19 SP:Iteration 29Q (593.297391 sec): 3 clusters Score: Raw -300213.354869 + Penalty 1794.817919 = -298418.536951 nChanged 25 SP:Iteration 30Q (593.386739 sec): 3 clusters Score: Raw -300219.320912 + Penalty 1794.817919 = -298424.502993 nChanged 22 SP:Iteration 31Q (593.499796 sec): 3 clusters Score: Raw -300224.748494 + Penalty 1794.817919 = -298429.930575 nChanged 13 SP:Iteration 32Q (593.589476 sec): 3 clusters Score: Raw -300227.479730 + Penalty 1794.817919 = -298432.661811 nChanged 7 SP:Iteration 33Q (593.678297 sec): 3 clusters Score: Raw -300229.106149 + Penalty 1794.817919 = -298434.288231 nChanged 9 SP:Iteration 34Q (593.751976 sec): 3 clusters Score: Raw -300230.481347 + Penalty 1794.817919 = -298435.663428 nChanged 6 SP:Iteration 35Q (593.863043 sec): 3 clusters Score: Raw -300232.125065 + Penalty 1794.817919 = -298437.307146 nChanged 3 SP:Iteration 36Q (593.955804 sec): 3 clusters Score: Raw -300232.906622 + Penalty 1794.817919 = -298438.088703 nChanged 7 SP:Iteration 37Q (594.030283 sec): 3 clusters Score: Raw -300234.681603 + Penalty 1794.817919 = -298439.863684 nChanged 9 SP:Iteration 38Q (594.141675 sec): 3 clusters Score: Raw -300236.264834 + Penalty 1794.817919 = -298441.446915 nChanged 9 SP:Iteration 39Q (594.208616 sec): 3 clusters Score: Raw -300237.980455 + Penalty 1794.817919 = -298443.162536 nChanged 6 SP:Iteration 40F (594.305883 sec): 3 clusters Score: Raw -300238.743167 + Penalty 1794.817919 = -298443.925248 nChanged 9 SP:Iteration 41Q (594.385589 sec): 3 clusters Score: Raw -300240.194864 + Penalty 1794.817919 = -298445.376945 nChanged 8 SP:Iteration 42Q (594.485682 sec): 3 clusters Score: Raw -300241.646525 + Penalty 1794.817919 = -298446.828606 nChanged 4 SP:Iteration 43Q (594.560060 sec): 3 clusters Score: Raw -300242.349751 + Penalty 1794.817919 = -298447.531832 nChanged 4 SP:Iteration 44Q (594.674936 sec): 3 clusters Score: Raw -300243.468569 + Penalty 1794.817919 = -298448.650651 nChanged 3 SP:Iteration 45Q (594.766393 sec): 3 clusters Score: Raw -300243.917561 + Penalty 1794.817919 = -298449.099642 nChanged 4 SP:Iteration 46Q (594.857347 sec): 3 clusters Score: Raw -300244.754384 + Penalty 1794.817919 = -298449.936465 nChanged 5 SP:Iteration 47Q (594.958137 sec): 3 clusters Score: Raw -300246.697325 + Penalty 1794.817919 = -298451.879406 nChanged 7 SP:Iteration 48Q (595.046726 sec): 3 clusters Score: Raw -300248.971477 + Penalty 1794.817919 = -298454.153558 nChanged 10 SP:Iteration 49Q (595.143343 sec): 3 clusters Score: Raw -300250.962001 + Penalty 1794.817919 = -298456.144082 nChanged 7 SP:Iteration 50Q (595.215624 sec): 3 clusters Score: Raw -300251.940002 + Penalty 1794.817919 = -298457.122083 nChanged 5 SP:Iteration 51Q (595.323809 sec): 3 clusters Score: Raw -300252.851790 + Penalty 1794.817919 = -298458.033872 nChanged 8 SP:Iteration 52Q (595.414353 sec): 3 clusters Score: Raw -300253.880103 + Penalty 1794.817919 = -298459.062184 nChanged 6 SP:Iteration 53Q (595.494037 sec): 3 clusters Score: Raw -300255.216258 + Penalty 1794.817919 = -298460.398339 nChanged 11 SP:Iteration 54Q (595.594285 sec): 3 clusters Score: Raw -300259.608395 + Penalty 1794.817919 = -298464.790476 nChanged 13 SP:Iteration 55Q (595.662123 sec): 3 clusters Score: Raw -300263.097533 + Penalty 1794.817919 = -298468.279614 nChanged 7 SP:Iteration 56Q (595.764997 sec): 3 clusters Score: Raw -300264.269524 + Penalty 1794.817919 = -298469.451605 nChanged 5 SP:Iteration 57Q (595.835007 sec): 3 clusters Score: Raw -300265.381674 + Penalty 1794.817919 = -298470.563755 nChanged 6 SP:Iteration 58Q (595.928007 sec): 3 clusters Score: Raw -300266.543292 + Penalty 1794.817919 = -298471.725373 nChanged 6 SP:Iteration 59Q (596.023657 sec): 3 clusters Score: Raw -300267.247661 + Penalty 1794.817919 = -298472.429742 nChanged 5 SP:Iteration 60F (596.101218 sec): 3 clusters Score: Raw -300267.985537 + Penalty 1794.817919 = -298473.167618 nChanged 2 SP:Iteration 61Q (596.202599 sec): 3 clusters Score: Raw -300268.324257 + Penalty 1794.817919 = -298473.506339 nChanged 1 SP:Iteration 62Q (596.293873 sec): 3 clusters Score: Raw -300268.542820 + Penalty 1794.817919 = -298473.724902 nChanged 2 SP:Iteration 63Q (596.379748 sec): 3 clusters Score: Raw -300268.745015 + Penalty 1794.817919 = -298473.927097 nChanged 1 SP:Iteration 64Q (596.452977 sec): 3 clusters Score: Raw -300268.829466 + Penalty 1794.817919 = -298474.011547 nChanged 0 SP:Iteration 65F (596.561783 sec): 3 clusters Score: Raw -300268.829466 + Penalty 1794.817919 = -298474.011547 nChanged 0 Trying to split cluster 16 (1231 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (596.584829 sec): 2 clusters Score: Raw -48711.789956 + Penalty 747.136123 = -47964.653833 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (596.685926 sec): 3 clusters Score: Raw -48273.355395 + Penalty 1494.272246 = -46779.083149 nChanged 413 SP:Iteration 1F (596.771647 sec): 3 clusters Score: Raw -48684.423085 + Penalty 1494.272246 = -47190.150839 nChanged 122 SP:Iteration 2F (596.848927 sec): 3 clusters Score: Raw -48863.430740 + Penalty 1494.272246 = -47369.158494 nChanged 82 SP:Iteration 3F (596.944918 sec): 3 clusters Score: Raw -48965.246575 + Penalty 1494.272246 = -47470.974328 nChanged 59 SP:Iteration 4Q (597.015483 sec): 3 clusters Score: Raw -49032.602729 + Penalty 1494.272246 = -47538.330482 nChanged 47 SP:Iteration 5Q (597.106455 sec): 3 clusters Score: Raw -49076.449108 + Penalty 1494.272246 = -47582.176861 nChanged 38 SP:Iteration 6Q (597.182150 sec): 3 clusters Score: Raw -49119.127945 + Penalty 1494.272246 = -47624.855698 nChanged 31 SP:Iteration 7Q (597.271533 sec): 3 clusters Score: Raw -49146.573057 + Penalty 1494.272246 = -47652.300811 nChanged 18 SP:Iteration 8Q (597.353958 sec): 3 clusters Score: Raw -49164.080932 + Penalty 1494.272246 = -47669.808686 nChanged 16 SP:Iteration 9Q (597.436485 sec): 3 clusters Score: Raw -49179.463244 + Penalty 1494.272246 = -47685.190997 nChanged 17 SP:Iteration 10Q (597.523284 sec): 3 clusters Score: Raw -49192.507307 + Penalty 1494.272246 = -47698.235060 nChanged 10 SP:Iteration 11Q (597.613066 sec): 3 clusters Score: Raw -49199.317517 + Penalty 1494.272246 = -47705.045271 nChanged 11 SP:Iteration 12Q (597.690606 sec): 3 clusters Score: Raw -49210.223567 + Penalty 1494.272246 = -47715.951321 nChanged 9 SP:Iteration 13Q (597.781035 sec): 3 clusters Score: Raw -49216.477623 + Penalty 1494.272246 = -47722.205377 nChanged 8 SP:Iteration 14Q (597.853886 sec): 3 clusters Score: Raw -49220.458262 + Penalty 1494.272246 = -47726.186016 nChanged 6 SP:Iteration 15Q (597.953571 sec): 3 clusters Score: Raw -49222.423185 + Penalty 1494.272246 = -47728.150939 nChanged 3 SP:Iteration 16Q (598.035211 sec): 3 clusters Score: Raw -49223.279766 + Penalty 1494.272246 = -47729.007519 nChanged 1 SP:Iteration 17Q (598.119659 sec): 3 clusters Score: Raw -49223.640532 + Penalty 1494.272246 = -47729.368285 nChanged 1 SP:Iteration 18Q (598.181116 sec): 3 clusters Score: Raw -49223.817202 + Penalty 1494.272246 = -47729.544955 nChanged 0 SP:Iteration 19F (598.267329 sec): 3 clusters Score: Raw -49223.817202 + Penalty 1494.272246 = -47729.544955 nChanged 0 Trying to split cluster 17 (10356 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (598.348828 sec): 2 clusters Score: Raw -624869.969963 + Penalty 970.758741 = -623899.211222 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (598.429462 sec): 3 clusters Score: Raw -618733.285303 + Penalty 1941.517482 = -616791.767821 nChanged 4661 SP:Iteration 1F (598.539835 sec): 3 clusters Score: Raw -621317.465291 + Penalty 1941.517482 = -619375.947810 nChanged 645 SP:Iteration 2F (598.632577 sec): 3 clusters Score: Raw -621602.804481 + Penalty 1941.517482 = -619661.287000 nChanged 547 SP:Iteration 3F (598.728007 sec): 3 clusters Score: Raw -621849.636786 + Penalty 1941.517482 = -619908.119305 nChanged 526 SP:Iteration 4F (598.818285 sec): 3 clusters Score: Raw -622082.034932 + Penalty 1941.517482 = -620140.517451 nChanged 494 SP:Iteration 5Q (598.921160 sec): 3 clusters Score: Raw -622308.878421 + Penalty 1941.517482 = -620367.360939 nChanged 449 SP:Iteration 6Q (599.023903 sec): 3 clusters Score: Raw -622561.283445 + Penalty 1941.517482 = -620619.765963 nChanged 462 SP:Iteration 7Q (599.121873 sec): 3 clusters Score: Raw -622853.529619 + Penalty 1941.517482 = -620912.012138 nChanged 445 SP:Iteration 8Q (599.217876 sec): 3 clusters Score: Raw -623143.322037 + Penalty 1941.517482 = -621201.804556 nChanged 424 SP:Iteration 9Q (599.297568 sec): 3 clusters Score: Raw -623418.538394 + Penalty 1941.517482 = -621477.020913 nChanged 373 SP:Iteration 10Q (599.394329 sec): 3 clusters Score: Raw -623634.545170 + Penalty 1941.517482 = -621693.027689 nChanged 305 SP:Iteration 11Q (599.501981 sec): 3 clusters Score: Raw -623782.471818 + Penalty 1941.517482 = -621840.954336 nChanged 246 SP:Iteration 12Q (599.605754 sec): 3 clusters Score: Raw -623899.585423 + Penalty 1941.517482 = -621958.067941 nChanged 226 SP:Iteration 13Q (599.697378 sec): 3 clusters Score: Raw -624006.452288 + Penalty 1941.517482 = -622064.934806 nChanged 225 SP:Iteration 14Q (599.796989 sec): 3 clusters Score: Raw -624113.477116 + Penalty 1941.517482 = -622171.959635 nChanged 211 SP:Iteration 15Q (599.881678 sec): 3 clusters Score: Raw -624217.364905 + Penalty 1941.517482 = -622275.847424 nChanged 207 SP:Iteration 16Q (599.980635 sec): 3 clusters Score: Raw -624319.059447 + Penalty 1941.517482 = -622377.541965 nChanged 178 SP:Iteration 17Q (600.066106 sec): 3 clusters Score: Raw -624396.894625 + Penalty 1941.517482 = -622455.377144 nChanged 157 SP:Iteration 18Q (600.178658 sec): 3 clusters Score: Raw -624459.686993 + Penalty 1941.517482 = -622518.169512 nChanged 140 SP:Iteration 19Q (600.295871 sec): 3 clusters Score: Raw -624517.201633 + Penalty 1941.517482 = -622575.684152 nChanged 116 SP:Iteration 20F (600.385945 sec): 3 clusters Score: Raw -624569.808334 + Penalty 1941.517482 = -622628.290852 nChanged 121 SP:Iteration 21Q (600.502429 sec): 3 clusters Score: Raw -624629.050709 + Penalty 1941.517482 = -622687.533227 nChanged 110 SP:Iteration 22Q (600.610041 sec): 3 clusters Score: Raw -624674.841762 + Penalty 1941.517482 = -622733.324280 nChanged 108 SP:Iteration 23Q (600.716871 sec): 3 clusters Score: Raw -624730.558663 + Penalty 1941.517482 = -622789.041182 nChanged 96 SP:Iteration 24Q (600.818259 sec): 3 clusters Score: Raw -624783.287372 + Penalty 1941.517482 = -622841.769890 nChanged 101 SP:Iteration 25Q (600.921756 sec): 3 clusters Score: Raw -624846.401169 + Penalty 1941.517482 = -622904.883688 nChanged 102 SP:Iteration 26Q (601.008026 sec): 3 clusters Score: Raw -624902.454580 + Penalty 1941.517482 = -622960.937098 nChanged 85 SP:Iteration 27Q (601.104727 sec): 3 clusters Score: Raw -624945.257173 + Penalty 1941.517482 = -623003.739692 nChanged 57 SP:Iteration 28Q (601.220114 sec): 3 clusters Score: Raw -624970.343396 + Penalty 1941.517482 = -623028.825915 nChanged 40 SP:Iteration 29Q (601.321793 sec): 3 clusters Score: Raw -624989.041176 + Penalty 1941.517482 = -623047.523694 nChanged 33 SP:Iteration 30Q (601.396481 sec): 3 clusters Score: Raw -625001.029767 + Penalty 1941.517482 = -623059.512286 nChanged 25 SP:Iteration 31Q (601.507463 sec): 3 clusters Score: Raw -625009.836360 + Penalty 1941.517482 = -623068.318878 nChanged 23 SP:Iteration 32Q (601.613053 sec): 3 clusters Score: Raw -625016.862237 + Penalty 1941.517482 = -623075.344755 nChanged 19 SP:Iteration 33Q (601.706951 sec): 3 clusters Score: Raw -625022.507170 + Penalty 1941.517482 = -623080.989688 nChanged 10 SP:Iteration 34Q (601.810513 sec): 3 clusters Score: Raw -625025.412323 + Penalty 1941.517482 = -623083.894841 nChanged 7 SP:Iteration 35Q (601.897023 sec): 3 clusters Score: Raw -625027.680476 + Penalty 1941.517482 = -623086.162994 nChanged 9 SP:Iteration 36Q (601.982997 sec): 3 clusters Score: Raw -625030.917835 + Penalty 1941.517482 = -623089.400353 nChanged 10 SP:Iteration 37Q (602.090741 sec): 3 clusters Score: Raw -625034.554247 + Penalty 1941.517482 = -623093.036765 nChanged 12 SP:Iteration 38Q (602.197665 sec): 3 clusters Score: Raw -625038.465132 + Penalty 1941.517482 = -623096.947650 nChanged 10 SP:Iteration 39Q (602.289436 sec): 3 clusters Score: Raw -625041.580438 + Penalty 1941.517482 = -623100.062956 nChanged 8 SP:Iteration 40F (602.373828 sec): 3 clusters Score: Raw -625045.149087 + Penalty 1941.517482 = -623103.631605 nChanged 9 SP:Iteration 41Q (602.502833 sec): 3 clusters Score: Raw -625049.012273 + Penalty 1941.517482 = -623107.494791 nChanged 7 SP:Iteration 42Q (602.603682 sec): 3 clusters Score: Raw -625053.123606 + Penalty 1941.517482 = -623111.606125 nChanged 13 SP:Iteration 43Q (602.686494 sec): 3 clusters Score: Raw -625057.984507 + Penalty 1941.517482 = -623116.467025 nChanged 11 SP:Iteration 44Q (602.777568 sec): 3 clusters Score: Raw -625062.184441 + Penalty 1941.517482 = -623120.666959 nChanged 8 SP:Iteration 45Q (602.875172 sec): 3 clusters Score: Raw -625065.356180 + Penalty 1941.517482 = -623123.838698 nChanged 6 SP:Iteration 46Q (602.997626 sec): 3 clusters Score: Raw -625067.680352 + Penalty 1941.517482 = -623126.162871 nChanged 8 SP:Iteration 47Q (603.084568 sec): 3 clusters Score: Raw -625070.272319 + Penalty 1941.517482 = -623128.754838 nChanged 4 SP:Iteration 48Q (603.177122 sec): 3 clusters Score: Raw -625071.304653 + Penalty 1941.517482 = -623129.787172 nChanged 2 SP:Iteration 49Q (603.296914 sec): 3 clusters Score: Raw -625071.970681 + Penalty 1941.517482 = -623130.453200 nChanged 2 SP:Iteration 50Q (603.389638 sec): 3 clusters Score: Raw -625073.357260 + Penalty 1941.517482 = -623131.839778 nChanged 4 SP:Iteration 51Q (603.475083 sec): 3 clusters Score: Raw -625074.765787 + Penalty 1941.517482 = -623133.248306 nChanged 2 SP:Iteration 52Q (603.581665 sec): 3 clusters Score: Raw -625075.411065 + Penalty 1941.517482 = -623133.893583 nChanged 2 SP:Iteration 53Q (603.674236 sec): 3 clusters Score: Raw -625076.064707 + Penalty 1941.517482 = -623134.547225 nChanged 1 SP:Iteration 54Q (603.770500 sec): 3 clusters Score: Raw -625076.571151 + Penalty 1941.517482 = -623135.053669 nChanged 1 SP:Iteration 55Q (603.862323 sec): 3 clusters Score: Raw -625076.950935 + Penalty 1941.517482 = -623135.433453 nChanged 1 SP:Iteration 56Q (603.959104 sec): 3 clusters Score: Raw -625077.047199 + Penalty 1941.517482 = -623135.529718 nChanged 0 SP:Iteration 57F (604.071993 sec): 3 clusters Score: Raw -625077.047199 + Penalty 1941.517482 = -623135.529718 nChanged 0 Trying to split cluster 18 (786 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (604.127457 sec): 2 clusters Score: Raw -37500.446605 + Penalty 700.030463 = -36800.416141 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (604.222202 sec): 3 clusters Score: Raw -37253.691388 + Penalty 1400.060926 = -35853.630461 nChanged 230 SP:Iteration 1F (604.316775 sec): 3 clusters Score: Raw -37459.194004 + Penalty 1400.060926 = -36059.133078 nChanged 57 SP:Iteration 2F (604.399987 sec): 3 clusters Score: Raw -37516.968744 + Penalty 1400.060926 = -36116.907817 nChanged 34 SP:Iteration 3Q (604.470520 sec): 3 clusters Score: Raw -37549.068620 + Penalty 1400.060926 = -36149.007694 nChanged 21 SP:Iteration 4Q (604.545537 sec): 3 clusters Score: Raw -37566.948637 + Penalty 1400.060926 = -36166.887711 nChanged 19 SP:Iteration 5Q (604.645503 sec): 3 clusters Score: Raw -37584.152940 + Penalty 1400.060926 = -36184.092013 nChanged 21 SP:Iteration 6Q (604.744884 sec): 3 clusters Score: Raw -37608.085827 + Penalty 1400.060926 = -36208.024900 nChanged 19 SP:Iteration 7Q (604.837611 sec): 3 clusters Score: Raw -37626.309391 + Penalty 1400.060926 = -36226.248464 nChanged 10 SP:Iteration 8Q (604.918245 sec): 3 clusters Score: Raw -37635.504192 + Penalty 1400.060926 = -36235.443265 nChanged 12 SP:Iteration 9Q (604.990821 sec): 3 clusters Score: Raw -37643.299274 + Penalty 1400.060926 = -36243.238348 nChanged 9 SP:Iteration 10Q (605.081456 sec): 3 clusters Score: Raw -37652.131278 + Penalty 1400.060926 = -36252.070352 nChanged 6 SP:Iteration 11Q (605.141343 sec): 3 clusters Score: Raw -37659.686013 + Penalty 1400.060926 = -36259.625086 nChanged 6 SP:Iteration 12Q (605.235272 sec): 3 clusters Score: Raw -37663.858474 + Penalty 1400.060926 = -36263.797548 nChanged 6 SP:Iteration 13Q (605.316718 sec): 3 clusters Score: Raw -37668.166135 + Penalty 1400.060926 = -36268.105209 nChanged 1 SP:Iteration 14Q (605.417321 sec): 3 clusters Score: Raw -37668.953038 + Penalty 1400.060926 = -36268.892111 nChanged 4 SP:Iteration 15Q (605.531080 sec): 3 clusters Score: Raw -37673.573581 + Penalty 1400.060926 = -36273.512655 nChanged 4 SP:Iteration 16Q (605.595378 sec): 3 clusters Score: Raw -37676.288802 + Penalty 1400.060926 = -36276.227876 nChanged 3 SP:Iteration 17Q (605.682921 sec): 3 clusters Score: Raw -37679.987953 + Penalty 1400.060926 = -36279.927026 nChanged 7 SP:Iteration 18Q (605.766449 sec): 3 clusters Score: Raw -37690.572127 + Penalty 1400.060926 = -36290.511200 nChanged 8 SP:Iteration 19Q (605.866195 sec): 3 clusters Score: Raw -37697.497051 + Penalty 1400.060926 = -36297.436125 nChanged 5 SP:Iteration 20F (605.969372 sec): 3 clusters Score: Raw -37701.047860 + Penalty 1400.060926 = -36300.986934 nChanged 3 SP:Iteration 21Q (606.038418 sec): 3 clusters Score: Raw -37702.526987 + Penalty 1400.060926 = -36302.466061 nChanged 4 SP:Iteration 22Q (606.133084 sec): 3 clusters Score: Raw -37705.619906 + Penalty 1400.060926 = -36305.558980 nChanged 3 SP:Iteration 23Q (606.222711 sec): 3 clusters Score: Raw -37707.519862 + Penalty 1400.060926 = -36307.458936 nChanged 1 SP:Iteration 24Q (606.319210 sec): 3 clusters Score: Raw -37708.120750 + Penalty 1400.060926 = -36308.059824 nChanged 3 SP:Iteration 25Q (606.395840 sec): 3 clusters Score: Raw -37712.217190 + Penalty 1400.060926 = -36312.156264 nChanged 4 SP:Iteration 26Q (606.461178 sec): 3 clusters Score: Raw -37716.198477 + Penalty 1400.060926 = -36316.137551 nChanged 4 SP:Iteration 27Q (606.545080 sec): 3 clusters Score: Raw -37718.649661 + Penalty 1400.060926 = -36318.588735 nChanged 4 SP:Iteration 28Q (606.646944 sec): 3 clusters Score: Raw -37722.125162 + Penalty 1400.060926 = -36322.064235 nChanged 5 SP:Iteration 29Q (606.752608 sec): 3 clusters Score: Raw -37726.136407 + Penalty 1400.060926 = -36326.075481 nChanged 1 SP:Iteration 30Q (606.851527 sec): 3 clusters Score: Raw -37728.047826 + Penalty 1400.060926 = -36327.986899 nChanged 0 SP:Iteration 31F (606.924291 sec): 3 clusters Score: Raw -37728.047826 + Penalty 1400.060926 = -36327.986899 nChanged 0 Trying to split cluster 19 (2740 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (606.984132 sec): 2 clusters Score: Raw -167448.188712 + Penalty 831.149886 = -166617.038826 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (607.059920 sec): 3 clusters Score: Raw -166032.461456 + Penalty 1662.299772 = -164370.161684 nChanged 1142 SP:Iteration 1F (607.147753 sec): 3 clusters Score: Raw -166808.452180 + Penalty 1662.299772 = -165146.152408 nChanged 261 SP:Iteration 2F (607.241835 sec): 3 clusters Score: Raw -167031.749360 + Penalty 1662.299772 = -165369.449588 nChanged 219 SP:Iteration 3F (607.309869 sec): 3 clusters Score: Raw -167258.404372 + Penalty 1662.299772 = -165596.104601 nChanged 193 SP:Iteration 4F (607.395302 sec): 3 clusters Score: Raw -167429.469790 + Penalty 1662.299772 = -165767.170018 nChanged 135 SP:Iteration 5Q (607.522583 sec): 3 clusters Score: Raw -167534.494442 + Penalty 1662.299772 = -165872.194670 nChanged 104 SP:Iteration 6Q (607.617953 sec): 3 clusters Score: Raw -167598.455144 + Penalty 1662.299772 = -165936.155372 nChanged 80 SP:Iteration 7Q (607.702030 sec): 3 clusters Score: Raw -167653.179904 + Penalty 1662.299772 = -165990.880133 nChanged 75 SP:Iteration 8Q (607.785370 sec): 3 clusters Score: Raw -167699.023725 + Penalty 1662.299772 = -166036.723954 nChanged 76 SP:Iteration 9Q (607.872228 sec): 3 clusters Score: Raw -167734.880903 + Penalty 1662.299772 = -166072.581131 nChanged 41 SP:Iteration 10Q (607.977089 sec): 3 clusters Score: Raw -167752.003306 + Penalty 1662.299772 = -166089.703534 nChanged 33 SP:Iteration 11Q (608.058934 sec): 3 clusters Score: Raw -167768.069247 + Penalty 1662.299772 = -166105.769475 nChanged 29 SP:Iteration 12Q (608.129796 sec): 3 clusters Score: Raw -167779.715533 + Penalty 1662.299772 = -166117.415761 nChanged 23 SP:Iteration 13Q (608.212999 sec): 3 clusters Score: Raw -167787.643116 + Penalty 1662.299772 = -166125.343345 nChanged 20 SP:Iteration 14Q (608.282271 sec): 3 clusters Score: Raw -167793.511579 + Penalty 1662.299772 = -166131.211807 nChanged 10 SP:Iteration 15Q (608.377994 sec): 3 clusters Score: Raw -167798.685030 + Penalty 1662.299772 = -166136.385258 nChanged 17 SP:Iteration 16Q (608.469104 sec): 3 clusters Score: Raw -167805.016841 + Penalty 1662.299772 = -166142.717069 nChanged 16 SP:Iteration 17Q (608.571686 sec): 3 clusters Score: Raw -167809.702936 + Penalty 1662.299772 = -166147.403164 nChanged 17 SP:Iteration 18Q (608.649420 sec): 3 clusters Score: Raw -167814.091056 + Penalty 1662.299772 = -166151.791284 nChanged 8 SP:Iteration 19Q (608.720808 sec): 3 clusters Score: Raw -167815.896465 + Penalty 1662.299772 = -166153.596693 nChanged 3 SP:Iteration 20F (608.818648 sec): 3 clusters Score: Raw -167817.199087 + Penalty 1662.299772 = -166154.899315 nChanged 4 SP:Iteration 21Q (608.906310 sec): 3 clusters Score: Raw -167818.205389 + Penalty 1662.299772 = -166155.905617 nChanged 4 SP:Iteration 22Q (608.984519 sec): 3 clusters Score: Raw -167819.277151 + Penalty 1662.299772 = -166156.977379 nChanged 4 SP:Iteration 23Q (609.083250 sec): 3 clusters Score: Raw -167819.876514 + Penalty 1662.299772 = -166157.576742 nChanged 3 SP:Iteration 24Q (609.163964 sec): 3 clusters Score: Raw -167820.478070 + Penalty 1662.299772 = -166158.178298 nChanged 3 SP:Iteration 25Q (609.236567 sec): 3 clusters Score: Raw -167821.325706 + Penalty 1662.299772 = -166159.025934 nChanged 3 SP:Iteration 26Q (609.326230 sec): 3 clusters Score: Raw -167822.008700 + Penalty 1662.299772 = -166159.708928 nChanged 0 SP:Iteration 27F (609.417955 sec): 3 clusters Score: Raw -167822.008700 + Penalty 1662.299772 = -166159.708928 nChanged 0 Trying to split cluster 20 (4830 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (609.464980 sec): 2 clusters Score: Raw -292927.552645 + Penalty 890.673183 = -292036.879461 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (609.592389 sec): 3 clusters Score: Raw -290288.256449 + Penalty 1781.346367 = -288506.910082 nChanged 2030 SP:Iteration 1F (609.684347 sec): 3 clusters Score: Raw -291473.889249 + Penalty 1781.346367 = -289692.542882 nChanged 341 SP:Iteration 2F (609.785022 sec): 3 clusters Score: Raw -291638.489876 + Penalty 1781.346367 = -289857.143509 nChanged 230 SP:Iteration 3Q (609.852769 sec): 3 clusters Score: Raw -291745.540671 + Penalty 1781.346367 = -289964.194304 nChanged 184 SP:Iteration 4Q (609.950460 sec): 3 clusters Score: Raw -291823.230137 + Penalty 1781.346367 = -290041.883770 nChanged 171 SP:Iteration 5Q (610.036496 sec): 3 clusters Score: Raw -291890.041547 + Penalty 1781.346367 = -290108.695180 nChanged 135 SP:Iteration 6Q (610.148385 sec): 3 clusters Score: Raw -291948.002686 + Penalty 1781.346367 = -290166.656319 nChanged 132 SP:Iteration 7Q (610.215569 sec): 3 clusters Score: Raw -291990.481138 + Penalty 1781.346367 = -290209.134771 nChanged 107 SP:Iteration 8Q (610.292061 sec): 3 clusters Score: Raw -292024.128328 + Penalty 1781.346367 = -290242.781961 nChanged 95 SP:Iteration 9Q (610.398608 sec): 3 clusters Score: Raw -292055.660052 + Penalty 1781.346367 = -290274.313685 nChanged 78 SP:Iteration 10Q (610.499453 sec): 3 clusters Score: Raw -292083.110712 + Penalty 1781.346367 = -290301.764345 nChanged 92 SP:Iteration 11Q (610.574477 sec): 3 clusters Score: Raw -292118.853371 + Penalty 1781.346367 = -290337.507004 nChanged 90 SP:Iteration 12Q (610.687833 sec): 3 clusters Score: Raw -292158.518016 + Penalty 1781.346367 = -290377.171649 nChanged 93 SP:Iteration 13Q (610.768409 sec): 3 clusters Score: Raw -292187.057083 + Penalty 1781.346367 = -290405.710717 nChanged 79 SP:Iteration 14Q (610.869467 sec): 3 clusters Score: Raw -292214.846498 + Penalty 1781.346367 = -290433.500132 nChanged 92 SP:Iteration 15Q (610.966837 sec): 3 clusters Score: Raw -292246.737545 + Penalty 1781.346367 = -290465.391178 nChanged 74 SP:Iteration 16Q (611.039212 sec): 3 clusters Score: Raw -292274.420124 + Penalty 1781.346367 = -290493.073758 nChanged 82 SP:Iteration 17Q (611.124252 sec): 3 clusters Score: Raw -292306.055180 + Penalty 1781.346367 = -290524.708813 nChanged 67 SP:Iteration 18Q (611.231293 sec): 3 clusters Score: Raw -292329.121982 + Penalty 1781.346367 = -290547.775615 nChanged 66 SP:Iteration 19Q (611.304928 sec): 3 clusters Score: Raw -292353.856982 + Penalty 1781.346367 = -290572.510616 nChanged 61 SP:Iteration 20F (611.385234 sec): 3 clusters Score: Raw -292384.681870 + Penalty 1781.346367 = -290603.335503 nChanged 78 SP:Iteration 21Q (611.476732 sec): 3 clusters Score: Raw -292423.267029 + Penalty 1781.346367 = -290641.920662 nChanged 78 SP:Iteration 22Q (611.577488 sec): 3 clusters Score: Raw -292460.417622 + Penalty 1781.346367 = -290679.071255 nChanged 74 SP:Iteration 23Q (611.653363 sec): 3 clusters Score: Raw -292489.044873 + Penalty 1781.346367 = -290707.698507 nChanged 70 SP:Iteration 24Q (611.747148 sec): 3 clusters Score: Raw -292526.334381 + Penalty 1781.346367 = -290744.988014 nChanged 82 SP:Iteration 25Q (611.857878 sec): 3 clusters Score: Raw -292568.993068 + Penalty 1781.346367 = -290787.646701 nChanged 79 SP:Iteration 26Q (611.943543 sec): 3 clusters Score: Raw -292605.244376 + Penalty 1781.346367 = -290823.898009 nChanged 78 SP:Iteration 27Q (612.051266 sec): 3 clusters Score: Raw -292640.962805 + Penalty 1781.346367 = -290859.616438 nChanged 65 SP:Iteration 28Q (612.144781 sec): 3 clusters Score: Raw -292669.253317 + Penalty 1781.346367 = -290887.906950 nChanged 71 SP:Iteration 29Q (612.233896 sec): 3 clusters Score: Raw -292698.391507 + Penalty 1781.346367 = -290917.045140 nChanged 57 SP:Iteration 30Q (612.314190 sec): 3 clusters Score: Raw -292724.301949 + Penalty 1781.346367 = -290942.955582 nChanged 47 SP:Iteration 31Q (612.419664 sec): 3 clusters Score: Raw -292744.368822 + Penalty 1781.346367 = -290963.022455 nChanged 47 SP:Iteration 32Q (612.504298 sec): 3 clusters Score: Raw -292762.483263 + Penalty 1781.346367 = -290981.136896 nChanged 42 SP:Iteration 33Q (612.602739 sec): 3 clusters Score: Raw -292777.099814 + Penalty 1781.346367 = -290995.753448 nChanged 36 SP:Iteration 34Q (612.690189 sec): 3 clusters Score: Raw -292794.922947 + Penalty 1781.346367 = -291013.576580 nChanged 46 SP:Iteration 35Q (612.762522 sec): 3 clusters Score: Raw -292815.042068 + Penalty 1781.346367 = -291033.695702 nChanged 41 SP:Iteration 36Q (612.854862 sec): 3 clusters Score: Raw -292832.399689 + Penalty 1781.346367 = -291051.053323 nChanged 38 SP:Iteration 37Q (612.953312 sec): 3 clusters Score: Raw -292848.343544 + Penalty 1781.346367 = -291066.997177 nChanged 37 SP:Iteration 38Q (613.029119 sec): 3 clusters Score: Raw -292865.808759 + Penalty 1781.346367 = -291084.462392 nChanged 37 SP:Iteration 39Q (613.141959 sec): 3 clusters Score: Raw -292884.015757 + Penalty 1781.346367 = -291102.669390 nChanged 36 SP:Iteration 40F (613.221771 sec): 3 clusters Score: Raw -292901.172615 + Penalty 1781.346367 = -291119.826248 nChanged 41 SP:Iteration 41Q (613.302773 sec): 3 clusters Score: Raw -292918.716864 + Penalty 1781.346367 = -291137.370498 nChanged 34 SP:Iteration 42Q (613.407266 sec): 3 clusters Score: Raw -292934.869946 + Penalty 1781.346367 = -291153.523579 nChanged 27 SP:Iteration 43Q (613.489943 sec): 3 clusters Score: Raw -292949.645554 + Penalty 1781.346367 = -291168.299187 nChanged 26 SP:Iteration 44Q (613.591012 sec): 3 clusters Score: Raw -292961.621208 + Penalty 1781.346367 = -291180.274841 nChanged 21 SP:Iteration 45Q (613.683635 sec): 3 clusters Score: Raw -292971.366645 + Penalty 1781.346367 = -291190.020279 nChanged 20 SP:Iteration 46Q (613.768046 sec): 3 clusters Score: Raw -292981.374894 + Penalty 1781.346367 = -291200.028528 nChanged 16 SP:Iteration 47Q (613.842872 sec): 3 clusters Score: Raw -292989.566681 + Penalty 1781.346367 = -291208.220314 nChanged 20 SP:Iteration 48Q (613.921387 sec): 3 clusters Score: Raw -292998.400632 + Penalty 1781.346367 = -291217.054265 nChanged 13 SP:Iteration 49Q (614.003642 sec): 3 clusters Score: Raw -293002.869204 + Penalty 1781.346367 = -291221.522837 nChanged 10 SP:Iteration 50Q (614.077313 sec): 3 clusters Score: Raw -293006.827343 + Penalty 1781.346367 = -291225.480977 nChanged 9 SP:Iteration 51Q (614.170603 sec): 3 clusters Score: Raw -293011.517081 + Penalty 1781.346367 = -291230.170714 nChanged 10 SP:Iteration 52Q (614.245023 sec): 3 clusters Score: Raw -293016.792350 + Penalty 1781.346367 = -291235.445983 nChanged 13 SP:Iteration 53Q (614.345054 sec): 3 clusters Score: Raw -293023.444993 + Penalty 1781.346367 = -291242.098627 nChanged 12 SP:Iteration 54Q (614.445782 sec): 3 clusters Score: Raw -293031.687422 + Penalty 1781.346367 = -291250.341055 nChanged 13 SP:Iteration 55Q (614.515661 sec): 3 clusters Score: Raw -293039.546159 + Penalty 1781.346367 = -291258.199792 nChanged 13 SP:Iteration 56Q (614.601573 sec): 3 clusters Score: Raw -293048.947508 + Penalty 1781.346367 = -291267.601141 nChanged 12 SP:Iteration 57Q (614.688926 sec): 3 clusters Score: Raw -293056.633604 + Penalty 1781.346367 = -291275.287237 nChanged 8 SP:Iteration 58Q (614.789643 sec): 3 clusters Score: Raw -293061.449114 + Penalty 1781.346367 = -291280.102748 nChanged 8 SP:Iteration 59Q (614.878199 sec): 3 clusters Score: Raw -293064.948904 + Penalty 1781.346367 = -291283.602537 nChanged 5 SP:Iteration 60F (614.958486 sec): 3 clusters Score: Raw -293066.804652 + Penalty 1781.346367 = -291285.458285 nChanged 3 SP:Iteration 61Q (615.054226 sec): 3 clusters Score: Raw -293068.114929 + Penalty 1781.346367 = -291286.768562 nChanged 1 SP:Iteration 62Q (615.151542 sec): 3 clusters Score: Raw -293068.440595 + Penalty 1781.346367 = -291287.094228 nChanged 2 SP:Iteration 63Q (615.224884 sec): 3 clusters Score: Raw -293069.442281 + Penalty 1781.346367 = -291288.095915 nChanged 0 SP:Iteration 64F (615.325154 sec): 3 clusters Score: Raw -293069.442281 + Penalty 1781.346367 = -291288.095915 nChanged 0 Trying to split cluster 21 (1870 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (615.364792 sec): 2 clusters Score: Raw -109340.874257 + Penalty 791.037840 = -108549.836417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (615.460999 sec): 3 clusters Score: Raw -108452.891937 + Penalty 1582.075679 = -106870.816258 nChanged 742 SP:Iteration 1F (615.553503 sec): 3 clusters Score: Raw -108969.493940 + Penalty 1582.075679 = -107387.418261 nChanged 170 SP:Iteration 2F (615.647838 sec): 3 clusters Score: Raw -109095.934360 + Penalty 1582.075679 = -107513.858681 nChanged 120 SP:Iteration 3F (615.720653 sec): 3 clusters Score: Raw -109181.359916 + Penalty 1582.075679 = -107599.284237 nChanged 80 SP:Iteration 4Q (615.813377 sec): 3 clusters Score: Raw -109265.649102 + Penalty 1582.075679 = -107683.573423 nChanged 74 SP:Iteration 5Q (615.910733 sec): 3 clusters Score: Raw -109324.698141 + Penalty 1582.075679 = -107742.622462 nChanged 60 SP:Iteration 6Q (616.001029 sec): 3 clusters Score: Raw -109369.302028 + Penalty 1582.075679 = -107787.226349 nChanged 55 SP:Iteration 7Q (616.069211 sec): 3 clusters Score: Raw -109414.878727 + Penalty 1582.075679 = -107832.803047 nChanged 45 SP:Iteration 8Q (616.159297 sec): 3 clusters Score: Raw -109451.223014 + Penalty 1582.075679 = -107869.147335 nChanged 43 SP:Iteration 9Q (616.248175 sec): 3 clusters Score: Raw -109484.154621 + Penalty 1582.075679 = -107902.078942 nChanged 33 SP:Iteration 10Q (616.319617 sec): 3 clusters Score: Raw -109511.732952 + Penalty 1582.075679 = -107929.657273 nChanged 31 SP:Iteration 11Q (616.409839 sec): 3 clusters Score: Raw -109536.068848 + Penalty 1582.075679 = -107953.993169 nChanged 27 SP:Iteration 12Q (616.503229 sec): 3 clusters Score: Raw -109555.027559 + Penalty 1582.075679 = -107972.951880 nChanged 26 SP:Iteration 13Q (616.584401 sec): 3 clusters Score: Raw -109567.398310 + Penalty 1582.075679 = -107985.322630 nChanged 10 SP:Iteration 14Q (616.660911 sec): 3 clusters Score: Raw -109570.852088 + Penalty 1582.075679 = -107988.776409 nChanged 2 SP:Iteration 15Q (616.764665 sec): 3 clusters Score: Raw -109571.344760 + Penalty 1582.075679 = -107989.269081 nChanged 0 SP:Iteration 16F (616.829748 sec): 3 clusters Score: Raw -109571.344760 + Penalty 1582.075679 = -107989.269081 nChanged 0 Trying to split cluster 22 (1073 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (616.889624 sec): 2 clusters Score: Raw -50440.771460 + Penalty 732.712443 = -49708.059017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (616.966664 sec): 3 clusters Score: Raw -50049.627237 + Penalty 1465.424886 = -48584.202351 nChanged 372 SP:Iteration 1F (617.052751 sec): 3 clusters Score: Raw -50421.291171 + Penalty 1465.424886 = -48955.866285 nChanged 100 SP:Iteration 2F (617.125396 sec): 3 clusters Score: Raw -50547.348149 + Penalty 1465.424886 = -49081.923263 nChanged 74 SP:Iteration 3F (617.208573 sec): 3 clusters Score: Raw -50668.448309 + Penalty 1465.424886 = -49203.023423 nChanged 60 SP:Iteration 4F (617.297767 sec): 3 clusters Score: Raw -50745.511455 + Penalty 1465.424886 = -49280.086569 nChanged 39 SP:Iteration 5Q (617.387157 sec): 3 clusters Score: Raw -50793.158683 + Penalty 1465.424886 = -49327.733797 nChanged 25 SP:Iteration 6Q (617.484974 sec): 3 clusters Score: Raw -50824.707383 + Penalty 1465.424886 = -49359.282497 nChanged 31 SP:Iteration 7Q (617.564876 sec): 3 clusters Score: Raw -50863.038473 + Penalty 1465.424886 = -49397.613587 nChanged 27 SP:Iteration 8Q (617.649825 sec): 3 clusters Score: Raw -50890.368672 + Penalty 1465.424886 = -49424.943786 nChanged 15 SP:Iteration 9Q (617.725613 sec): 3 clusters Score: Raw -50910.808085 + Penalty 1465.424886 = -49445.383199 nChanged 10 SP:Iteration 10Q (617.806359 sec): 3 clusters Score: Raw -50923.693666 + Penalty 1465.424886 = -49458.268780 nChanged 10 SP:Iteration 11Q (617.894174 sec): 3 clusters Score: Raw -50938.512065 + Penalty 1465.424886 = -49473.087179 nChanged 17 SP:Iteration 12Q (617.971279 sec): 3 clusters Score: Raw -50951.487588 + Penalty 1465.424886 = -49486.062702 nChanged 9 SP:Iteration 13Q (618.052653 sec): 3 clusters Score: Raw -50958.166608 + Penalty 1465.424886 = -49492.741722 nChanged 7 SP:Iteration 14Q (618.136250 sec): 3 clusters Score: Raw -50963.749752 + Penalty 1465.424886 = -49498.324866 nChanged 10 SP:Iteration 15Q (618.224783 sec): 3 clusters Score: Raw -50967.552785 + Penalty 1465.424886 = -49502.127899 nChanged 3 SP:Iteration 16Q (618.323243 sec): 3 clusters Score: Raw -50969.763489 + Penalty 1465.424886 = -49504.338603 nChanged 2 SP:Iteration 17Q (618.418084 sec): 3 clusters Score: Raw -50971.301382 + Penalty 1465.424886 = -49505.876496 nChanged 1 SP:Iteration 18Q (618.478741 sec): 3 clusters Score: Raw -50971.681590 + Penalty 1465.424886 = -49506.256704 nChanged 0 SP:Iteration 19F (618.575012 sec): 3 clusters Score: Raw -50971.681590 + Penalty 1465.424886 = -49506.256704 nChanged 0 Iteration 251F (620.588563 sec): 24 clusters Score: Raw -4233693.726589 + Penalty 27202.534966 = -4206491.191623 nChanged 1021 Iteration 252Q (622.115742 sec): 24 clusters Score: Raw -4234025.837209 + Penalty 27202.534966 = -4206823.302243 nChanged 476 Iteration 253Q (623.638498 sec): 24 clusters Score: Raw -4234122.231579 + Penalty 27202.534966 = -4206919.696613 nChanged 286 Iteration 254Q (625.194264 sec): 24 clusters Score: Raw -4234166.535101 + Penalty 27202.534966 = -4206964.000134 nChanged 206 Iteration 255Q (626.743383 sec): 24 clusters Score: Raw -4234195.832028 + Penalty 27202.534966 = -4206993.297061 nChanged 165 Iteration 256Q (628.279530 sec): 24 clusters Score: Raw -4234220.822151 + Penalty 27202.534966 = -4207018.287185 nChanged 161 Iteration 257Q (629.842606 sec): 24 clusters Score: Raw -4234241.396402 + Penalty 27202.534966 = -4207038.861436 nChanged 121 Iteration 258Q (631.296748 sec): 24 clusters Score: Raw -4234255.124101 + Penalty 27202.534966 = -4207052.589135 nChanged 93 Writing temp clu file Because OldScore, -4207038.861436, is greater than current (better) Score,-4207052.589135 Compute initial score before splitting: Score: Raw -4234255.124101 + Penalty 27202.534966 = -4207052.589135 Trying to split cluster 1 (2338 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (631.395029 sec): 2 clusters Score: Raw -114337.123175 + Penalty 814.490370 = -113522.632805 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (631.504951 sec): 3 clusters Score: Raw -113213.832406 + Penalty 1628.980740 = -111584.851666 nChanged 922 SP:Iteration 1F (631.594504 sec): 3 clusters Score: Raw -113910.908293 + Penalty 1628.980740 = -112281.927553 nChanged 237 SP:Iteration 2F (631.681080 sec): 3 clusters Score: Raw -114104.267305 + Penalty 1628.980740 = -112475.286565 nChanged 150 SP:Iteration 3F (631.760675 sec): 3 clusters Score: Raw -114218.097067 + Penalty 1628.980740 = -112589.116327 nChanged 91 SP:Iteration 4Q (631.841044 sec): 3 clusters Score: Raw -114269.221840 + Penalty 1628.980740 = -112640.241100 nChanged 68 SP:Iteration 5Q (631.919886 sec): 3 clusters Score: Raw -114302.350181 + Penalty 1628.980740 = -112673.369441 nChanged 53 SP:Iteration 6Q (632.009647 sec): 3 clusters Score: Raw -114330.615493 + Penalty 1628.980740 = -112701.634754 nChanged 53 SP:Iteration 7Q (632.104589 sec): 3 clusters Score: Raw -114367.680621 + Penalty 1628.980740 = -112738.699881 nChanged 46 SP:Iteration 8Q (632.173179 sec): 3 clusters Score: Raw -114394.106295 + Penalty 1628.980740 = -112765.125555 nChanged 34 SP:Iteration 9Q (632.260737 sec): 3 clusters Score: Raw -114412.102863 + Penalty 1628.980740 = -112783.122123 nChanged 30 SP:Iteration 10Q (632.345896 sec): 3 clusters Score: Raw -114428.133714 + Penalty 1628.980740 = -112799.152974 nChanged 33 SP:Iteration 11Q (632.436822 sec): 3 clusters Score: Raw -114446.482672 + Penalty 1628.980740 = -112817.501932 nChanged 31 SP:Iteration 12Q (632.510593 sec): 3 clusters Score: Raw -114458.200547 + Penalty 1628.980740 = -112829.219807 nChanged 13 SP:Iteration 13Q (632.622973 sec): 3 clusters Score: Raw -114463.646742 + Penalty 1628.980740 = -112834.666002 nChanged 17 SP:Iteration 14Q (632.709132 sec): 3 clusters Score: Raw -114470.655624 + Penalty 1628.980740 = -112841.674884 nChanged 16 SP:Iteration 15Q (632.789206 sec): 3 clusters Score: Raw -114475.268414 + Penalty 1628.980740 = -112846.287674 nChanged 12 SP:Iteration 16Q (632.859386 sec): 3 clusters Score: Raw -114478.743547 + Penalty 1628.980740 = -112849.762807 nChanged 8 SP:Iteration 17Q (632.950753 sec): 3 clusters Score: Raw -114481.035955 + Penalty 1628.980740 = -112852.055216 nChanged 7 SP:Iteration 18Q (633.032696 sec): 3 clusters Score: Raw -114483.511069 + Penalty 1628.980740 = -112854.530329 nChanged 12 SP:Iteration 19Q (633.118147 sec): 3 clusters Score: Raw -114487.334563 + Penalty 1628.980740 = -112858.353823 nChanged 5 SP:Iteration 20F (633.205162 sec): 3 clusters Score: Raw -114489.281430 + Penalty 1628.980740 = -112860.300690 nChanged 7 SP:Iteration 21Q (633.287835 sec): 3 clusters Score: Raw -114491.443264 + Penalty 1628.980740 = -112862.462525 nChanged 9 SP:Iteration 22Q (633.394387 sec): 3 clusters Score: Raw -114495.265754 + Penalty 1628.980740 = -112866.285014 nChanged 11 SP:Iteration 23Q (633.468146 sec): 3 clusters Score: Raw -114501.438755 + Penalty 1628.980740 = -112872.458015 nChanged 16 SP:Iteration 24Q (633.571903 sec): 3 clusters Score: Raw -114510.696868 + Penalty 1628.980740 = -112881.716128 nChanged 18 SP:Iteration 25Q (633.647667 sec): 3 clusters Score: Raw -114521.245656 + Penalty 1628.980740 = -112892.264917 nChanged 22 SP:Iteration 26Q (633.719065 sec): 3 clusters Score: Raw -114529.101620 + Penalty 1628.980740 = -112900.120880 nChanged 9 SP:Iteration 27Q (633.813144 sec): 3 clusters Score: Raw -114533.034315 + Penalty 1628.980740 = -112904.053575 nChanged 13 SP:Iteration 28Q (633.904772 sec): 3 clusters Score: Raw -114539.378976 + Penalty 1628.980740 = -112910.398236 nChanged 18 SP:Iteration 29Q (633.995153 sec): 3 clusters Score: Raw -114548.148877 + Penalty 1628.980740 = -112919.168137 nChanged 16 SP:Iteration 30Q (634.079277 sec): 3 clusters Score: Raw -114553.768974 + Penalty 1628.980740 = -112924.788234 nChanged 10 SP:Iteration 31Q (634.167054 sec): 3 clusters Score: Raw -114557.603522 + Penalty 1628.980740 = -112928.622783 nChanged 8 SP:Iteration 32Q (634.236278 sec): 3 clusters Score: Raw -114561.345307 + Penalty 1628.980740 = -112932.364568 nChanged 7 SP:Iteration 33Q (634.326817 sec): 3 clusters Score: Raw -114564.979827 + Penalty 1628.980740 = -112935.999087 nChanged 2 SP:Iteration 34Q (634.398063 sec): 3 clusters Score: Raw -114565.608871 + Penalty 1628.980740 = -112936.628131 nChanged 0 SP:Iteration 35F (634.489357 sec): 3 clusters Score: Raw -114565.608871 + Penalty 1628.980740 = -112936.628131 nChanged 0 Trying to split cluster 2 (6555 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (634.553239 sec): 2 clusters Score: Raw -370911.053468 + Penalty 922.738257 = -369988.315212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (634.655710 sec): 3 clusters Score: Raw -367207.648711 + Penalty 1845.476513 = -365362.172198 nChanged 2888 SP:Iteration 1F (634.762748 sec): 3 clusters Score: Raw -368936.987037 + Penalty 1845.476513 = -367091.510524 nChanged 507 SP:Iteration 2F (634.837084 sec): 3 clusters Score: Raw -369268.544368 + Penalty 1845.476513 = -367423.067855 nChanged 430 SP:Iteration 3F (634.941466 sec): 3 clusters Score: Raw -369552.392133 + Penalty 1845.476513 = -367706.915620 nChanged 383 SP:Iteration 4F (635.027824 sec): 3 clusters Score: Raw -369822.975864 + Penalty 1845.476513 = -367977.499351 nChanged 390 SP:Iteration 5F (635.110137 sec): 3 clusters Score: Raw -370088.436914 + Penalty 1845.476513 = -368242.960400 nChanged 312 SP:Iteration 6Q (635.221750 sec): 3 clusters Score: Raw -370282.538703 + Penalty 1845.476513 = -368437.062189 nChanged 245 SP:Iteration 7Q (635.295566 sec): 3 clusters Score: Raw -370391.223111 + Penalty 1845.476513 = -368545.746598 nChanged 185 SP:Iteration 8Q (635.392707 sec): 3 clusters Score: Raw -370472.254621 + Penalty 1845.476513 = -368626.778108 nChanged 146 SP:Iteration 9Q (635.477701 sec): 3 clusters Score: Raw -370541.883571 + Penalty 1845.476513 = -368696.407058 nChanged 138 SP:Iteration 10Q (635.580452 sec): 3 clusters Score: Raw -370606.198585 + Penalty 1845.476513 = -368760.722072 nChanged 121 SP:Iteration 11Q (635.679950 sec): 3 clusters Score: Raw -370666.537278 + Penalty 1845.476513 = -368821.060765 nChanged 104 SP:Iteration 12Q (635.768067 sec): 3 clusters Score: Raw -370721.365636 + Penalty 1845.476513 = -368875.889123 nChanged 92 SP:Iteration 13Q (635.867725 sec): 3 clusters Score: Raw -370771.895845 + Penalty 1845.476513 = -368926.419332 nChanged 93 SP:Iteration 14Q (635.944033 sec): 3 clusters Score: Raw -370817.885200 + Penalty 1845.476513 = -368972.408687 nChanged 93 SP:Iteration 15Q (636.039468 sec): 3 clusters Score: Raw -370862.493606 + Penalty 1845.476513 = -369017.017092 nChanged 78 SP:Iteration 16Q (636.130185 sec): 3 clusters Score: Raw -370894.231479 + Penalty 1845.476513 = -369048.754966 nChanged 72 SP:Iteration 17Q (636.229892 sec): 3 clusters Score: Raw -370926.416812 + Penalty 1845.476513 = -369080.940299 nChanged 65 SP:Iteration 18Q (636.334082 sec): 3 clusters Score: Raw -370951.794388 + Penalty 1845.476513 = -369106.317875 nChanged 55 SP:Iteration 19Q (636.429593 sec): 3 clusters Score: Raw -370973.196363 + Penalty 1845.476513 = -369127.719850 nChanged 55 SP:Iteration 20F (636.527226 sec): 3 clusters Score: Raw -370998.065232 + Penalty 1845.476513 = -369152.588718 nChanged 43 SP:Iteration 21Q (636.633136 sec): 3 clusters Score: Raw -371016.969086 + Penalty 1845.476513 = -369171.492573 nChanged 42 SP:Iteration 22Q (636.731231 sec): 3 clusters Score: Raw -371035.428345 + Penalty 1845.476513 = -369189.951832 nChanged 38 SP:Iteration 23Q (636.837700 sec): 3 clusters Score: Raw -371054.492111 + Penalty 1845.476513 = -369209.015598 nChanged 39 SP:Iteration 24Q (636.942290 sec): 3 clusters Score: Raw -371072.711680 + Penalty 1845.476513 = -369227.235167 nChanged 40 SP:Iteration 25Q (637.042100 sec): 3 clusters Score: Raw -371091.667830 + Penalty 1845.476513 = -369246.191317 nChanged 36 SP:Iteration 26Q (637.147136 sec): 3 clusters Score: Raw -371104.676592 + Penalty 1845.476513 = -369259.200079 nChanged 29 SP:Iteration 27Q (637.257582 sec): 3 clusters Score: Raw -371117.366922 + Penalty 1845.476513 = -369271.890408 nChanged 35 SP:Iteration 28Q (637.414675 sec): 3 clusters Score: Raw -371132.467243 + Penalty 1845.476513 = -369286.990730 nChanged 36 SP:Iteration 29Q (637.518613 sec): 3 clusters Score: Raw -371148.835083 + Penalty 1845.476513 = -369303.358570 nChanged 28 SP:Iteration 30Q (637.625911 sec): 3 clusters Score: Raw -371162.483180 + Penalty 1845.476513 = -369317.006667 nChanged 27 SP:Iteration 31Q (637.710164 sec): 3 clusters Score: Raw -371177.112451 + Penalty 1845.476513 = -369331.635937 nChanged 27 SP:Iteration 32Q (637.814197 sec): 3 clusters Score: Raw -371190.657507 + Penalty 1845.476513 = -369345.180994 nChanged 26 SP:Iteration 33Q (637.914244 sec): 3 clusters Score: Raw -371203.706827 + Penalty 1845.476513 = -369358.230314 nChanged 26 SP:Iteration 34Q (637.992122 sec): 3 clusters Score: Raw -371212.741862 + Penalty 1845.476513 = -369367.265348 nChanged 20 SP:Iteration 35Q (638.081691 sec): 3 clusters Score: Raw -371218.787171 + Penalty 1845.476513 = -369373.310658 nChanged 17 SP:Iteration 36Q (638.200403 sec): 3 clusters Score: Raw -371224.684556 + Penalty 1845.476513 = -369379.208042 nChanged 11 SP:Iteration 37Q (638.273577 sec): 3 clusters Score: Raw -371229.517682 + Penalty 1845.476513 = -369384.041168 nChanged 11 SP:Iteration 38Q (638.391736 sec): 3 clusters Score: Raw -371235.197309 + Penalty 1845.476513 = -369389.720796 nChanged 14 SP:Iteration 39Q (638.471066 sec): 3 clusters Score: Raw -371244.637542 + Penalty 1845.476513 = -369399.161029 nChanged 23 SP:Iteration 40F (638.573258 sec): 3 clusters Score: Raw -371253.472271 + Penalty 1845.476513 = -369407.995758 nChanged 14 SP:Iteration 41Q (638.648757 sec): 3 clusters Score: Raw -371259.857932 + Penalty 1845.476513 = -369414.381419 nChanged 13 SP:Iteration 42Q (638.748894 sec): 3 clusters Score: Raw -371264.462605 + Penalty 1845.476513 = -369418.986092 nChanged 5 SP:Iteration 43Q (638.850328 sec): 3 clusters Score: Raw -371266.134109 + Penalty 1845.476513 = -369420.657596 nChanged 5 SP:Iteration 44Q (638.935396 sec): 3 clusters Score: Raw -371267.530792 + Penalty 1845.476513 = -369422.054279 nChanged 2 SP:Iteration 45Q (639.061566 sec): 3 clusters Score: Raw -371267.943944 + Penalty 1845.476513 = -369422.467431 nChanged 1 SP:Iteration 46Q (639.157262 sec): 3 clusters Score: Raw -371268.009941 + Penalty 1845.476513 = -369422.533427 nChanged 0 SP:Iteration 47F (639.246059 sec): 3 clusters Score: Raw -371268.009941 + Penalty 1845.476513 = -369422.533427 nChanged 0 Trying to split cluster 3 (4564 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (639.298791 sec): 2 clusters Score: Raw -231000.520761 + Penalty 884.725245 = -230115.795516 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (639.388447 sec): 3 clusters Score: Raw -228592.971728 + Penalty 1769.450489 = -226823.521239 nChanged 1927 SP:Iteration 1F (639.455856 sec): 3 clusters Score: Raw -230111.290438 + Penalty 1769.450489 = -228341.839949 nChanged 446 SP:Iteration 2F (639.556164 sec): 3 clusters Score: Raw -230525.773287 + Penalty 1769.450489 = -228756.322798 nChanged 345 SP:Iteration 3F (639.648871 sec): 3 clusters Score: Raw -230801.706795 + Penalty 1769.450489 = -229032.256305 nChanged 248 SP:Iteration 4F (639.730641 sec): 3 clusters Score: Raw -230957.019319 + Penalty 1769.450489 = -229187.568830 nChanged 173 SP:Iteration 5Q (639.817029 sec): 3 clusters Score: Raw -231047.374527 + Penalty 1769.450489 = -229277.924037 nChanged 128 SP:Iteration 6Q (639.904745 sec): 3 clusters Score: Raw -231101.073635 + Penalty 1769.450489 = -229331.623146 nChanged 89 SP:Iteration 7Q (639.996344 sec): 3 clusters Score: Raw -231138.905019 + Penalty 1769.450489 = -229369.454529 nChanged 84 SP:Iteration 8Q (640.090126 sec): 3 clusters Score: Raw -231173.736734 + Penalty 1769.450489 = -229404.286245 nChanged 70 SP:Iteration 9Q (640.189925 sec): 3 clusters Score: Raw -231202.905699 + Penalty 1769.450489 = -229433.455209 nChanged 67 SP:Iteration 10Q (640.281377 sec): 3 clusters Score: Raw -231222.485455 + Penalty 1769.450489 = -229453.034965 nChanged 47 SP:Iteration 11Q (640.373803 sec): 3 clusters Score: Raw -231231.948502 + Penalty 1769.450489 = -229462.498012 nChanged 32 SP:Iteration 12Q (640.444771 sec): 3 clusters Score: Raw -231238.323763 + Penalty 1769.450489 = -229468.873273 nChanged 19 SP:Iteration 13Q (640.534902 sec): 3 clusters Score: Raw -231243.875339 + Penalty 1769.450489 = -229474.424850 nChanged 24 SP:Iteration 14Q (640.645639 sec): 3 clusters Score: Raw -231249.481546 + Penalty 1769.450489 = -229480.031057 nChanged 19 SP:Iteration 15Q (640.718168 sec): 3 clusters Score: Raw -231253.253821 + Penalty 1769.450489 = -229483.803331 nChanged 20 SP:Iteration 16Q (640.808242 sec): 3 clusters Score: Raw -231256.622959 + Penalty 1769.450489 = -229487.172470 nChanged 13 SP:Iteration 17Q (640.897406 sec): 3 clusters Score: Raw -231259.883466 + Penalty 1769.450489 = -229490.432976 nChanged 8 SP:Iteration 18Q (641.000623 sec): 3 clusters Score: Raw -231262.070216 + Penalty 1769.450489 = -229492.619727 nChanged 12 SP:Iteration 19Q (641.079764 sec): 3 clusters Score: Raw -231264.074787 + Penalty 1769.450489 = -229494.624297 nChanged 9 SP:Iteration 20F (641.175215 sec): 3 clusters Score: Raw -231266.171849 + Penalty 1769.450489 = -229496.721360 nChanged 9 SP:Iteration 21Q (641.269190 sec): 3 clusters Score: Raw -231267.385335 + Penalty 1769.450489 = -229497.934846 nChanged 9 SP:Iteration 22Q (641.347373 sec): 3 clusters Score: Raw -231269.851276 + Penalty 1769.450489 = -229500.400787 nChanged 10 SP:Iteration 23Q (641.426734 sec): 3 clusters Score: Raw -231271.557727 + Penalty 1769.450489 = -229502.107238 nChanged 7 SP:Iteration 24Q (641.518349 sec): 3 clusters Score: Raw -231272.678524 + Penalty 1769.450489 = -229503.228035 nChanged 6 SP:Iteration 25Q (641.601340 sec): 3 clusters Score: Raw -231273.825236 + Penalty 1769.450489 = -229504.374747 nChanged 9 SP:Iteration 26Q (641.699765 sec): 3 clusters Score: Raw -231275.778944 + Penalty 1769.450489 = -229506.328455 nChanged 10 SP:Iteration 27Q (641.804365 sec): 3 clusters Score: Raw -231277.479711 + Penalty 1769.450489 = -229508.029221 nChanged 14 SP:Iteration 28Q (641.895438 sec): 3 clusters Score: Raw -231280.009009 + Penalty 1769.450489 = -229510.558520 nChanged 12 SP:Iteration 29Q (641.979473 sec): 3 clusters Score: Raw -231281.963260 + Penalty 1769.450489 = -229512.512770 nChanged 10 SP:Iteration 30Q (642.066508 sec): 3 clusters Score: Raw -231284.329851 + Penalty 1769.450489 = -229514.879362 nChanged 12 SP:Iteration 31Q (642.138238 sec): 3 clusters Score: Raw -231286.241487 + Penalty 1769.450489 = -229516.790998 nChanged 9 SP:Iteration 32Q (642.233887 sec): 3 clusters Score: Raw -231287.397307 + Penalty 1769.450489 = -229517.946818 nChanged 4 SP:Iteration 33Q (642.323234 sec): 3 clusters Score: Raw -231287.888710 + Penalty 1769.450489 = -229518.438221 nChanged 4 SP:Iteration 34Q (642.414213 sec): 3 clusters Score: Raw -231289.464671 + Penalty 1769.450489 = -229520.014181 nChanged 8 SP:Iteration 35Q (642.487034 sec): 3 clusters Score: Raw -231291.238278 + Penalty 1769.450489 = -229521.787789 nChanged 7 SP:Iteration 36Q (642.578674 sec): 3 clusters Score: Raw -231292.372654 + Penalty 1769.450489 = -229522.922165 nChanged 7 SP:Iteration 37Q (642.674320 sec): 3 clusters Score: Raw -231293.538957 + Penalty 1769.450489 = -229524.088468 nChanged 5 SP:Iteration 38Q (642.774195 sec): 3 clusters Score: Raw -231294.634435 + Penalty 1769.450489 = -229525.183946 nChanged 9 SP:Iteration 39Q (642.864763 sec): 3 clusters Score: Raw -231299.042405 + Penalty 1769.450489 = -229529.591916 nChanged 15 SP:Iteration 40F (642.949133 sec): 3 clusters Score: Raw -231305.200141 + Penalty 1769.450489 = -229535.749652 nChanged 24 SP:Iteration 41Q (643.031361 sec): 3 clusters Score: Raw -231313.616263 + Penalty 1769.450489 = -229544.165774 nChanged 21 SP:Iteration 42Q (643.133699 sec): 3 clusters Score: Raw -231320.044830 + Penalty 1769.450489 = -229550.594341 nChanged 20 SP:Iteration 43Q (643.215055 sec): 3 clusters Score: Raw -231324.730209 + Penalty 1769.450489 = -229555.279720 nChanged 12 SP:Iteration 44Q (643.314678 sec): 3 clusters Score: Raw -231327.718957 + Penalty 1769.450489 = -229558.268467 nChanged 16 SP:Iteration 45Q (643.398158 sec): 3 clusters Score: Raw -231332.851520 + Penalty 1769.450489 = -229563.401031 nChanged 13 SP:Iteration 46Q (643.468707 sec): 3 clusters Score: Raw -231336.894146 + Penalty 1769.450489 = -229567.443657 nChanged 20 SP:Iteration 47Q (643.575017 sec): 3 clusters Score: Raw -231343.692844 + Penalty 1769.450489 = -229574.242354 nChanged 18 SP:Iteration 48Q (643.647116 sec): 3 clusters Score: Raw -231349.607696 + Penalty 1769.450489 = -229580.157206 nChanged 17 SP:Iteration 49Q (643.742069 sec): 3 clusters Score: Raw -231353.490560 + Penalty 1769.450489 = -229584.040071 nChanged 12 SP:Iteration 50Q (643.831585 sec): 3 clusters Score: Raw -231356.937492 + Penalty 1769.450489 = -229587.487003 nChanged 15 SP:Iteration 51Q (643.927822 sec): 3 clusters Score: Raw -231360.833361 + Penalty 1769.450489 = -229591.382872 nChanged 16 SP:Iteration 52Q (644.008671 sec): 3 clusters Score: Raw -231365.029342 + Penalty 1769.450489 = -229595.578853 nChanged 13 SP:Iteration 53Q (644.101392 sec): 3 clusters Score: Raw -231368.949252 + Penalty 1769.450489 = -229599.498763 nChanged 17 SP:Iteration 54Q (644.187589 sec): 3 clusters Score: Raw -231373.473611 + Penalty 1769.450489 = -229604.023122 nChanged 10 SP:Iteration 55Q (644.280028 sec): 3 clusters Score: Raw -231376.096985 + Penalty 1769.450489 = -229606.646496 nChanged 11 SP:Iteration 56Q (644.359081 sec): 3 clusters Score: Raw -231378.729532 + Penalty 1769.450489 = -229609.279042 nChanged 7 SP:Iteration 57Q (644.454107 sec): 3 clusters Score: Raw -231380.399629 + Penalty 1769.450489 = -229610.949139 nChanged 7 SP:Iteration 58Q (644.547896 sec): 3 clusters Score: Raw -231381.696390 + Penalty 1769.450489 = -229612.245901 nChanged 7 SP:Iteration 59Q (644.639417 sec): 3 clusters Score: Raw -231382.811365 + Penalty 1769.450489 = -229613.360876 nChanged 2 SP:Iteration 60F (644.715427 sec): 3 clusters Score: Raw -231382.992463 + Penalty 1769.450489 = -229613.541974 nChanged 0 Trying to split cluster 4 (3888 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (644.779218 sec): 2 clusters Score: Raw -228700.373838 + Penalty 867.893267 = -227832.480570 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (644.849103 sec): 3 clusters Score: Raw -226663.947472 + Penalty 1735.786535 = -224928.160938 nChanged 1585 SP:Iteration 1F (644.957027 sec): 3 clusters Score: Raw -227624.092558 + Penalty 1735.786535 = -225888.306024 nChanged 303 SP:Iteration 2F (645.036715 sec): 3 clusters Score: Raw -227795.318363 + Penalty 1735.786535 = -226059.531828 nChanged 230 SP:Iteration 3F (645.141291 sec): 3 clusters Score: Raw -227932.377060 + Penalty 1735.786535 = -226196.590525 nChanged 202 SP:Iteration 4F (645.225085 sec): 3 clusters Score: Raw -228042.235296 + Penalty 1735.786535 = -226306.448761 nChanged 179 SP:Iteration 5Q (645.327302 sec): 3 clusters Score: Raw -228149.990504 + Penalty 1735.786535 = -226414.203969 nChanged 162 SP:Iteration 6Q (645.416204 sec): 3 clusters Score: Raw -228242.178845 + Penalty 1735.786535 = -226506.392311 nChanged 155 SP:Iteration 7Q (645.495212 sec): 3 clusters Score: Raw -228342.312046 + Penalty 1735.786535 = -226606.525511 nChanged 128 SP:Iteration 8Q (645.586732 sec): 3 clusters Score: Raw -228420.253809 + Penalty 1735.786535 = -226684.467274 nChanged 118 SP:Iteration 9Q (645.684069 sec): 3 clusters Score: Raw -228488.101668 + Penalty 1735.786535 = -226752.315133 nChanged 100 SP:Iteration 10Q (645.781959 sec): 3 clusters Score: Raw -228542.682128 + Penalty 1735.786535 = -226806.895593 nChanged 84 SP:Iteration 11Q (645.876336 sec): 3 clusters Score: Raw -228587.784419 + Penalty 1735.786535 = -226851.997884 nChanged 60 SP:Iteration 12Q (645.949627 sec): 3 clusters Score: Raw -228612.777408 + Penalty 1735.786535 = -226876.990874 nChanged 41 SP:Iteration 13Q (646.038624 sec): 3 clusters Score: Raw -228633.003615 + Penalty 1735.786535 = -226897.217080 nChanged 36 SP:Iteration 14Q (646.122119 sec): 3 clusters Score: Raw -228649.219076 + Penalty 1735.786535 = -226913.432541 nChanged 36 SP:Iteration 15Q (646.213110 sec): 3 clusters Score: Raw -228666.253048 + Penalty 1735.786535 = -226930.466513 nChanged 35 SP:Iteration 16Q (646.292562 sec): 3 clusters Score: Raw -228684.551595 + Penalty 1735.786535 = -226948.765060 nChanged 35 SP:Iteration 17Q (646.377897 sec): 3 clusters Score: Raw -228702.832494 + Penalty 1735.786535 = -226967.045960 nChanged 40 SP:Iteration 18Q (646.487479 sec): 3 clusters Score: Raw -228717.833235 + Penalty 1735.786535 = -226982.046700 nChanged 24 SP:Iteration 19Q (646.557201 sec): 3 clusters Score: Raw -228728.364663 + Penalty 1735.786535 = -226992.578129 nChanged 28 SP:Iteration 20F (646.657256 sec): 3 clusters Score: Raw -228740.183398 + Penalty 1735.786535 = -227004.396863 nChanged 23 SP:Iteration 21Q (646.737611 sec): 3 clusters Score: Raw -228746.714779 + Penalty 1735.786535 = -227010.928245 nChanged 20 SP:Iteration 22Q (646.836205 sec): 3 clusters Score: Raw -228754.941694 + Penalty 1735.786535 = -227019.155159 nChanged 18 SP:Iteration 23Q (646.930826 sec): 3 clusters Score: Raw -228760.037796 + Penalty 1735.786535 = -227024.251261 nChanged 7 SP:Iteration 24Q (647.037998 sec): 3 clusters Score: Raw -228761.524439 + Penalty 1735.786535 = -227025.737904 nChanged 7 SP:Iteration 25Q (647.123964 sec): 3 clusters Score: Raw -228763.721337 + Penalty 1735.786535 = -227027.934802 nChanged 4 SP:Iteration 26Q (647.220403 sec): 3 clusters Score: Raw -228764.615643 + Penalty 1735.786535 = -227028.829108 nChanged 3 SP:Iteration 27Q (647.295804 sec): 3 clusters Score: Raw -228765.269076 + Penalty 1735.786535 = -227029.482542 nChanged 1 SP:Iteration 28Q (647.386813 sec): 3 clusters Score: Raw -228765.370523 + Penalty 1735.786535 = -227029.583989 nChanged 0 SP:Iteration 29F (647.473641 sec): 3 clusters Score: Raw -228765.370523 + Penalty 1735.786535 = -227029.583989 nChanged 0 Trying to split cluster 5 (503 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (647.504281 sec): 2 clusters Score: Raw -21219.664793 + Penalty 653.161968 = -20566.502825 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (647.589449 sec): 3 clusters Score: Raw -21109.331698 + Penalty 1306.323936 = -19803.007762 nChanged 143 SP:Iteration 1F (647.685985 sec): 3 clusters Score: Raw -21338.477793 + Penalty 1306.323936 = -20032.153857 nChanged 50 SP:Iteration 2F (647.783554 sec): 3 clusters Score: Raw -21414.608810 + Penalty 1306.323936 = -20108.284874 nChanged 27 SP:Iteration 3F (647.875390 sec): 3 clusters Score: Raw -21460.895498 + Penalty 1306.323936 = -20154.571562 nChanged 10 SP:Iteration 4Q (647.955737 sec): 3 clusters Score: Raw -21473.905668 + Penalty 1306.323936 = -20167.581732 nChanged 4 SP:Iteration 5Q (648.046653 sec): 3 clusters Score: Raw -21481.061898 + Penalty 1306.323936 = -20174.737963 nChanged 2 SP:Iteration 6Q (648.118325 sec): 3 clusters Score: Raw -21482.477976 + Penalty 1306.323936 = -20176.154040 nChanged 1 SP:Iteration 7Q (648.218743 sec): 3 clusters Score: Raw -21484.426900 + Penalty 1306.323936 = -20178.102965 nChanged 2 SP:Iteration 8Q (648.287914 sec): 3 clusters Score: Raw -21487.791971 + Penalty 1306.323936 = -20181.468035 nChanged 3 SP:Iteration 9Q (648.387204 sec): 3 clusters Score: Raw -21490.626255 + Penalty 1306.323936 = -20184.302319 nChanged 2 SP:Iteration 10Q (648.469519 sec): 3 clusters Score: Raw -21491.908390 + Penalty 1306.323936 = -20185.584455 nChanged 3 SP:Iteration 11Q (648.552284 sec): 3 clusters Score: Raw -21493.960196 + Penalty 1306.323936 = -20187.636261 nChanged 1 SP:Iteration 12Q (648.640479 sec): 3 clusters Score: Raw -21494.523651 + Penalty 1306.323936 = -20188.199715 nChanged 0 SP:Iteration 13F (648.730518 sec): 3 clusters Score: Raw -21494.523651 + Penalty 1306.323936 = -20188.199715 nChanged 0 Trying to split cluster 6 (1788 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (648.781478 sec): 2 clusters Score: Raw -100652.187117 + Penalty 786.329560 = -99865.857556 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (648.860546 sec): 3 clusters Score: Raw -99804.040512 + Penalty 1572.659121 = -98231.381391 nChanged 675 SP:Iteration 1F (648.954791 sec): 3 clusters Score: Raw -100278.043922 + Penalty 1572.659121 = -98705.384801 nChanged 171 SP:Iteration 2F (649.052528 sec): 3 clusters Score: Raw -100435.124043 + Penalty 1572.659121 = -98862.464922 nChanged 123 SP:Iteration 3F (649.140403 sec): 3 clusters Score: Raw -100551.484969 + Penalty 1572.659121 = -98978.825848 nChanged 85 SP:Iteration 4Q (649.213765 sec): 3 clusters Score: Raw -100629.114820 + Penalty 1572.659121 = -99056.455700 nChanged 78 SP:Iteration 5Q (649.301683 sec): 3 clusters Score: Raw -100690.872254 + Penalty 1572.659121 = -99118.213133 nChanged 70 SP:Iteration 6Q (649.384537 sec): 3 clusters Score: Raw -100747.121891 + Penalty 1572.659121 = -99174.462771 nChanged 59 SP:Iteration 7Q (649.474696 sec): 3 clusters Score: Raw -100787.989766 + Penalty 1572.659121 = -99215.330646 nChanged 44 SP:Iteration 8Q (649.561208 sec): 3 clusters Score: Raw -100809.745582 + Penalty 1572.659121 = -99237.086462 nChanged 30 SP:Iteration 9Q (649.623105 sec): 3 clusters Score: Raw -100829.262984 + Penalty 1572.659121 = -99256.603863 nChanged 33 SP:Iteration 10Q (649.710709 sec): 3 clusters Score: Raw -100844.408931 + Penalty 1572.659121 = -99271.749810 nChanged 28 SP:Iteration 11Q (649.803315 sec): 3 clusters Score: Raw -100855.070615 + Penalty 1572.659121 = -99282.411494 nChanged 12 SP:Iteration 12Q (649.874505 sec): 3 clusters Score: Raw -100861.364505 + Penalty 1572.659121 = -99288.705384 nChanged 14 SP:Iteration 13Q (649.972047 sec): 3 clusters Score: Raw -100868.113973 + Penalty 1572.659121 = -99295.454852 nChanged 13 SP:Iteration 14Q (650.039910 sec): 3 clusters Score: Raw -100873.791883 + Penalty 1572.659121 = -99301.132762 nChanged 8 SP:Iteration 15Q (650.125078 sec): 3 clusters Score: Raw -100876.984686 + Penalty 1572.659121 = -99304.325566 nChanged 1 SP:Iteration 16Q (650.214982 sec): 3 clusters Score: Raw -100877.354488 + Penalty 1572.659121 = -99304.695367 nChanged 1 SP:Iteration 17Q (650.294158 sec): 3 clusters Score: Raw -100877.671633 + Penalty 1572.659121 = -99305.012512 nChanged 1 SP:Iteration 18Q (650.372847 sec): 3 clusters Score: Raw -100877.798163 + Penalty 1572.659121 = -99305.139043 nChanged 0 SP:Iteration 19F (650.450616 sec): 3 clusters Score: Raw -100877.798163 + Penalty 1572.659121 = -99305.139043 nChanged 0 Trying to split cluster 7 (1882 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (650.494683 sec): 2 clusters Score: Raw -93471.268180 + Penalty 791.709484 = -92679.558696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (650.574149 sec): 3 clusters Score: Raw -92607.684230 + Penalty 1583.418967 = -91024.265262 nChanged 722 SP:Iteration 1F (650.669862 sec): 3 clusters Score: Raw -93094.716210 + Penalty 1583.418967 = -91511.297243 nChanged 150 SP:Iteration 2F (650.757804 sec): 3 clusters Score: Raw -93187.995574 + Penalty 1583.418967 = -91604.576607 nChanged 109 SP:Iteration 3F (650.823152 sec): 3 clusters Score: Raw -93263.112412 + Penalty 1583.418967 = -91679.693445 nChanged 93 SP:Iteration 4Q (650.916716 sec): 3 clusters Score: Raw -93329.309841 + Penalty 1583.418967 = -91745.890873 nChanged 55 SP:Iteration 5Q (650.994924 sec): 3 clusters Score: Raw -93361.749549 + Penalty 1583.418967 = -91778.330582 nChanged 54 SP:Iteration 6Q (651.094080 sec): 3 clusters Score: Raw -93388.669624 + Penalty 1583.418967 = -91805.250657 nChanged 38 SP:Iteration 7Q (651.177159 sec): 3 clusters Score: Raw -93413.395568 + Penalty 1583.418967 = -91829.976601 nChanged 36 SP:Iteration 8Q (651.264331 sec): 3 clusters Score: Raw -93437.115460 + Penalty 1583.418967 = -91853.696493 nChanged 41 SP:Iteration 9Q (651.349061 sec): 3 clusters Score: Raw -93465.224695 + Penalty 1583.418967 = -91881.805727 nChanged 37 SP:Iteration 10Q (651.424889 sec): 3 clusters Score: Raw -93489.488862 + Penalty 1583.418967 = -91906.069894 nChanged 30 SP:Iteration 11Q (651.492695 sec): 3 clusters Score: Raw -93500.352568 + Penalty 1583.418967 = -91916.933601 nChanged 22 SP:Iteration 12Q (651.600652 sec): 3 clusters Score: Raw -93515.935239 + Penalty 1583.418967 = -91932.516271 nChanged 28 SP:Iteration 13Q (651.663495 sec): 3 clusters Score: Raw -93536.520507 + Penalty 1583.418967 = -91953.101540 nChanged 27 SP:Iteration 14Q (651.756648 sec): 3 clusters Score: Raw -93562.431644 + Penalty 1583.418967 = -91979.012676 nChanged 40 SP:Iteration 15Q (651.847534 sec): 3 clusters Score: Raw -93606.286282 + Penalty 1583.418967 = -92022.867315 nChanged 39 SP:Iteration 16Q (651.926636 sec): 3 clusters Score: Raw -93637.608901 + Penalty 1583.418967 = -92054.189933 nChanged 44 SP:Iteration 17Q (652.015609 sec): 3 clusters Score: Raw -93680.576468 + Penalty 1583.418967 = -92097.157501 nChanged 41 SP:Iteration 18Q (652.107062 sec): 3 clusters Score: Raw -93716.024539 + Penalty 1583.418967 = -92132.605572 nChanged 44 SP:Iteration 19Q (652.177669 sec): 3 clusters Score: Raw -93747.337774 + Penalty 1583.418967 = -92163.918807 nChanged 43 SP:Iteration 20F (652.270261 sec): 3 clusters Score: Raw -93782.056665 + Penalty 1583.418967 = -92198.637698 nChanged 33 SP:Iteration 21Q (652.358554 sec): 3 clusters Score: Raw -93807.767677 + Penalty 1583.418967 = -92224.348709 nChanged 31 SP:Iteration 22Q (652.434548 sec): 3 clusters Score: Raw -93826.672985 + Penalty 1583.418967 = -92243.254017 nChanged 26 SP:Iteration 23Q (652.516656 sec): 3 clusters Score: Raw -93842.913556 + Penalty 1583.418967 = -92259.494589 nChanged 19 SP:Iteration 24Q (652.624614 sec): 3 clusters Score: Raw -93853.751395 + Penalty 1583.418967 = -92270.332428 nChanged 12 SP:Iteration 25Q (652.697214 sec): 3 clusters Score: Raw -93860.242605 + Penalty 1583.418967 = -92276.823637 nChanged 9 SP:Iteration 26Q (652.782195 sec): 3 clusters Score: Raw -93864.437949 + Penalty 1583.418967 = -92281.018982 nChanged 8 SP:Iteration 27Q (652.860725 sec): 3 clusters Score: Raw -93868.585381 + Penalty 1583.418967 = -92285.166414 nChanged 10 SP:Iteration 28Q (652.939579 sec): 3 clusters Score: Raw -93876.119253 + Penalty 1583.418967 = -92292.700286 nChanged 9 SP:Iteration 29Q (653.028632 sec): 3 clusters Score: Raw -93881.948457 + Penalty 1583.418967 = -92298.529490 nChanged 10 SP:Iteration 30Q (653.116405 sec): 3 clusters Score: Raw -93890.856542 + Penalty 1583.418967 = -92307.437575 nChanged 10 SP:Iteration 31Q (653.210524 sec): 3 clusters Score: Raw -93894.196899 + Penalty 1583.418967 = -92310.777932 nChanged 3 SP:Iteration 32Q (653.318037 sec): 3 clusters Score: Raw -93895.110492 + Penalty 1583.418967 = -92311.691525 nChanged 0 SP:Iteration 33F (653.395639 sec): 3 clusters Score: Raw -93895.110492 + Penalty 1583.418967 = -92311.691525 nChanged 0 Trying to split cluster 8 (5122 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (653.436791 sec): 2 clusters Score: Raw -314671.012115 + Penalty 896.836528 = -313774.175587 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (653.533871 sec): 3 clusters Score: Raw -311805.386318 + Penalty 1793.673056 = -310011.713262 nChanged 2183 SP:Iteration 1F (653.622563 sec): 3 clusters Score: Raw -313010.317185 + Penalty 1793.673056 = -311216.644129 nChanged 355 SP:Iteration 2F (653.709207 sec): 3 clusters Score: Raw -313206.916112 + Penalty 1793.673056 = -311413.243056 nChanged 299 SP:Iteration 3F (653.793957 sec): 3 clusters Score: Raw -313356.913125 + Penalty 1793.673056 = -311563.240069 nChanged 231 SP:Iteration 4Q (653.882129 sec): 3 clusters Score: Raw -313472.023185 + Penalty 1793.673056 = -311678.350129 nChanged 224 SP:Iteration 5Q (653.978723 sec): 3 clusters Score: Raw -313600.594901 + Penalty 1793.673056 = -311806.921845 nChanged 228 SP:Iteration 6Q (654.067537 sec): 3 clusters Score: Raw -313718.352681 + Penalty 1793.673056 = -311924.679625 nChanged 192 SP:Iteration 7Q (654.163179 sec): 3 clusters Score: Raw -313812.613391 + Penalty 1793.673056 = -312018.940335 nChanged 172 SP:Iteration 8Q (654.240786 sec): 3 clusters Score: Raw -313899.742687 + Penalty 1793.673056 = -312106.069631 nChanged 169 SP:Iteration 9Q (654.331368 sec): 3 clusters Score: Raw -313984.892413 + Penalty 1793.673056 = -312191.219357 nChanged 169 SP:Iteration 10Q (654.405430 sec): 3 clusters Score: Raw -314076.652506 + Penalty 1793.673056 = -312282.979450 nChanged 162 SP:Iteration 11Q (654.510201 sec): 3 clusters Score: Raw -314167.777089 + Penalty 1793.673056 = -312374.104033 nChanged 166 SP:Iteration 12Q (654.597536 sec): 3 clusters Score: Raw -314259.483143 + Penalty 1793.673056 = -312465.810087 nChanged 142 SP:Iteration 13Q (654.684614 sec): 3 clusters Score: Raw -314344.977096 + Penalty 1793.673056 = -312551.304040 nChanged 135 SP:Iteration 14Q (654.776503 sec): 3 clusters Score: Raw -314436.797022 + Penalty 1793.673056 = -312643.123966 nChanged 115 SP:Iteration 15Q (654.876504 sec): 3 clusters Score: Raw -314521.993731 + Penalty 1793.673056 = -312728.320675 nChanged 94 SP:Iteration 16Q (654.943054 sec): 3 clusters Score: Raw -314585.770137 + Penalty 1793.673056 = -312792.097081 nChanged 52 SP:Iteration 17Q (655.028696 sec): 3 clusters Score: Raw -314624.514776 + Penalty 1793.673056 = -312830.841720 nChanged 45 SP:Iteration 18Q (655.124535 sec): 3 clusters Score: Raw -314662.245255 + Penalty 1793.673056 = -312868.572199 nChanged 31 SP:Iteration 19Q (655.215242 sec): 3 clusters Score: Raw -314689.155789 + Penalty 1793.673056 = -312895.482733 nChanged 25 SP:Iteration 20F (655.308239 sec): 3 clusters Score: Raw -314711.077880 + Penalty 1793.673056 = -312917.404824 nChanged 16 SP:Iteration 21Q (655.426013 sec): 3 clusters Score: Raw -314724.156872 + Penalty 1793.673056 = -312930.483816 nChanged 14 SP:Iteration 22Q (655.504446 sec): 3 clusters Score: Raw -314733.907809 + Penalty 1793.673056 = -312940.234753 nChanged 10 SP:Iteration 23Q (655.606063 sec): 3 clusters Score: Raw -314745.516732 + Penalty 1793.673056 = -312951.843676 nChanged 13 SP:Iteration 24Q (655.709431 sec): 3 clusters Score: Raw -314758.319483 + Penalty 1793.673056 = -312964.646427 nChanged 9 SP:Iteration 25Q (655.795487 sec): 3 clusters Score: Raw -314763.129116 + Penalty 1793.673056 = -312969.456060 nChanged 9 SP:Iteration 26Q (655.872275 sec): 3 clusters Score: Raw -314771.358897 + Penalty 1793.673056 = -312977.685841 nChanged 7 SP:Iteration 27Q (655.969886 sec): 3 clusters Score: Raw -314782.491960 + Penalty 1793.673056 = -312988.818904 nChanged 10 SP:Iteration 28Q (656.076836 sec): 3 clusters Score: Raw -314795.227483 + Penalty 1793.673056 = -313001.554427 nChanged 7 SP:Iteration 29Q (656.159536 sec): 3 clusters Score: Raw -314803.592665 + Penalty 1793.673056 = -313009.919609 nChanged 0 SP:Iteration 30F (656.238411 sec): 3 clusters Score: Raw -314803.592665 + Penalty 1793.673056 = -313009.919609 nChanged 0 Trying to split cluster 9 (2777 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (656.295255 sec): 2 clusters Score: Raw -160658.755464 + Penalty 832.558281 = -159826.197183 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (656.392162 sec): 3 clusters Score: Raw -159288.708029 + Penalty 1665.116562 = -157623.591467 nChanged 1128 SP:Iteration 1F (656.471604 sec): 3 clusters Score: Raw -159977.304399 + Penalty 1665.116562 = -158312.187837 nChanged 220 SP:Iteration 2F (656.547619 sec): 3 clusters Score: Raw -160117.189152 + Penalty 1665.116562 = -158452.072590 nChanged 164 SP:Iteration 3F (656.646201 sec): 3 clusters Score: Raw -160229.689998 + Penalty 1665.116562 = -158564.573436 nChanged 122 SP:Iteration 4Q (656.734380 sec): 3 clusters Score: Raw -160312.186110 + Penalty 1665.116562 = -158647.069548 nChanged 117 SP:Iteration 5Q (656.814579 sec): 3 clusters Score: Raw -160393.209723 + Penalty 1665.116562 = -158728.093160 nChanged 93 SP:Iteration 6Q (656.911249 sec): 3 clusters Score: Raw -160463.174668 + Penalty 1665.116562 = -158798.058106 nChanged 94 SP:Iteration 7Q (657.011750 sec): 3 clusters Score: Raw -160521.275166 + Penalty 1665.116562 = -158856.158603 nChanged 84 SP:Iteration 8Q (657.089133 sec): 3 clusters Score: Raw -160570.636920 + Penalty 1665.116562 = -158905.520358 nChanged 69 SP:Iteration 9Q (657.168520 sec): 3 clusters Score: Raw -160617.081686 + Penalty 1665.116562 = -158951.965124 nChanged 74 SP:Iteration 10Q (657.265228 sec): 3 clusters Score: Raw -160657.729571 + Penalty 1665.116562 = -158992.613008 nChanged 47 SP:Iteration 11Q (657.337334 sec): 3 clusters Score: Raw -160686.146835 + Penalty 1665.116562 = -159021.030273 nChanged 48 SP:Iteration 12Q (657.431596 sec): 3 clusters Score: Raw -160707.807818 + Penalty 1665.116562 = -159042.691256 nChanged 40 SP:Iteration 13Q (657.521258 sec): 3 clusters Score: Raw -160721.468141 + Penalty 1665.116562 = -159056.351578 nChanged 25 SP:Iteration 14Q (657.602592 sec): 3 clusters Score: Raw -160734.344505 + Penalty 1665.116562 = -159069.227943 nChanged 24 SP:Iteration 15Q (657.674832 sec): 3 clusters Score: Raw -160744.355662 + Penalty 1665.116562 = -159079.239100 nChanged 26 SP:Iteration 16Q (657.765609 sec): 3 clusters Score: Raw -160754.439597 + Penalty 1665.116562 = -159089.323035 nChanged 25 SP:Iteration 17Q (657.842135 sec): 3 clusters Score: Raw -160764.207232 + Penalty 1665.116562 = -159099.090670 nChanged 29 SP:Iteration 18Q (657.937036 sec): 3 clusters Score: Raw -160773.622886 + Penalty 1665.116562 = -159108.506323 nChanged 13 SP:Iteration 19Q (658.012505 sec): 3 clusters Score: Raw -160776.716164 + Penalty 1665.116562 = -159111.599602 nChanged 15 SP:Iteration 20F (658.107798 sec): 3 clusters Score: Raw -160782.302772 + Penalty 1665.116562 = -159117.186210 nChanged 15 SP:Iteration 21Q (658.208527 sec): 3 clusters Score: Raw -160786.472288 + Penalty 1665.116562 = -159121.355725 nChanged 9 SP:Iteration 22Q (658.308247 sec): 3 clusters Score: Raw -160789.256785 + Penalty 1665.116562 = -159124.140222 nChanged 12 SP:Iteration 23Q (658.400768 sec): 3 clusters Score: Raw -160792.377666 + Penalty 1665.116562 = -159127.261104 nChanged 6 SP:Iteration 24Q (658.480194 sec): 3 clusters Score: Raw -160793.317859 + Penalty 1665.116562 = -159128.201297 nChanged 3 SP:Iteration 25Q (658.561304 sec): 3 clusters Score: Raw -160793.911681 + Penalty 1665.116562 = -159128.795119 nChanged 2 SP:Iteration 26Q (658.652678 sec): 3 clusters Score: Raw -160794.157474 + Penalty 1665.116562 = -159129.040912 nChanged 1 SP:Iteration 27Q (658.724589 sec): 3 clusters Score: Raw -160794.271139 + Penalty 1665.116562 = -159129.154576 nChanged 1 SP:Iteration 28Q (658.811213 sec): 3 clusters Score: Raw -160794.376672 + Penalty 1665.116562 = -159129.260110 nChanged 0 SP:Iteration 29F (658.890082 sec): 3 clusters Score: Raw -160794.376672 + Penalty 1665.116562 = -159129.260110 nChanged 0 Trying to split cluster 10 (1825 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (658.944916 sec): 2 clusters Score: Raw -102527.285189 + Penalty 788.480203 = -101738.804987 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (659.032206 sec): 3 clusters Score: Raw -101683.280810 + Penalty 1576.960406 = -100106.320404 nChanged 670 SP:Iteration 1F (659.119716 sec): 3 clusters Score: Raw -102106.192206 + Penalty 1576.960406 = -100529.231800 nChanged 147 SP:Iteration 2F (659.193436 sec): 3 clusters Score: Raw -102211.202599 + Penalty 1576.960406 = -100634.242194 nChanged 95 SP:Iteration 3F (659.290684 sec): 3 clusters Score: Raw -102281.134837 + Penalty 1576.960406 = -100704.174431 nChanged 81 SP:Iteration 4Q (659.371264 sec): 3 clusters Score: Raw -102339.478041 + Penalty 1576.960406 = -100762.517635 nChanged 70 SP:Iteration 5Q (659.453574 sec): 3 clusters Score: Raw -102396.487400 + Penalty 1576.960406 = -100819.526994 nChanged 72 SP:Iteration 6Q (659.539036 sec): 3 clusters Score: Raw -102447.179535 + Penalty 1576.960406 = -100870.219130 nChanged 54 SP:Iteration 7Q (659.627575 sec): 3 clusters Score: Raw -102482.891108 + Penalty 1576.960406 = -100905.930702 nChanged 51 SP:Iteration 8Q (659.714150 sec): 3 clusters Score: Raw -102512.758845 + Penalty 1576.960406 = -100935.798439 nChanged 45 SP:Iteration 9Q (659.786634 sec): 3 clusters Score: Raw -102536.111930 + Penalty 1576.960406 = -100959.151524 nChanged 39 SP:Iteration 10Q (659.875764 sec): 3 clusters Score: Raw -102575.052332 + Penalty 1576.960406 = -100998.091926 nChanged 44 SP:Iteration 11Q (659.963939 sec): 3 clusters Score: Raw -102604.806111 + Penalty 1576.960406 = -101027.845705 nChanged 37 SP:Iteration 12Q (660.062941 sec): 3 clusters Score: Raw -102622.412440 + Penalty 1576.960406 = -101045.452034 nChanged 21 SP:Iteration 13Q (660.120944 sec): 3 clusters Score: Raw -102632.042493 + Penalty 1576.960406 = -101055.082087 nChanged 16 SP:Iteration 14Q (660.206149 sec): 3 clusters Score: Raw -102638.737430 + Penalty 1576.960406 = -101061.777024 nChanged 14 SP:Iteration 15Q (660.297899 sec): 3 clusters Score: Raw -102643.225608 + Penalty 1576.960406 = -101066.265202 nChanged 11 SP:Iteration 16Q (660.386067 sec): 3 clusters Score: Raw -102649.748774 + Penalty 1576.960406 = -101072.788368 nChanged 12 SP:Iteration 17Q (660.468421 sec): 3 clusters Score: Raw -102654.830448 + Penalty 1576.960406 = -101077.870042 nChanged 5 SP:Iteration 18Q (660.549126 sec): 3 clusters Score: Raw -102656.711831 + Penalty 1576.960406 = -101079.751425 nChanged 6 SP:Iteration 19Q (660.645185 sec): 3 clusters Score: Raw -102657.748961 + Penalty 1576.960406 = -101080.788555 nChanged 3 SP:Iteration 20F (660.721150 sec): 3 clusters Score: Raw -102658.592346 + Penalty 1576.960406 = -101081.631940 nChanged 2 SP:Iteration 21Q (660.815164 sec): 3 clusters Score: Raw -102659.380306 + Penalty 1576.960406 = -101082.419900 nChanged 4 SP:Iteration 22Q (660.895740 sec): 3 clusters Score: Raw -102660.355078 + Penalty 1576.960406 = -101083.394672 nChanged 1 SP:Iteration 23Q (660.974926 sec): 3 clusters Score: Raw -102660.471572 + Penalty 1576.960406 = -101083.511166 nChanged 0 SP:Iteration 24F (661.048857 sec): 3 clusters Score: Raw -102660.471572 + Penalty 1576.960406 = -101083.511166 nChanged 0 Trying to split cluster 11 (760 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (661.096307 sec): 2 clusters Score: Raw -31976.438861 + Penalty 696.498435 = -31279.940426 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (661.194719 sec): 3 clusters Score: Raw -31768.625316 + Penalty 1392.996871 = -30375.628445 nChanged 251 SP:Iteration 1F (661.270365 sec): 3 clusters Score: Raw -32148.732397 + Penalty 1392.996871 = -30755.735526 nChanged 77 SP:Iteration 2F (661.343981 sec): 3 clusters Score: Raw -32278.461499 + Penalty 1392.996871 = -30885.464628 nChanged 40 SP:Iteration 3F (661.422930 sec): 3 clusters Score: Raw -32350.480856 + Penalty 1392.996871 = -30957.483985 nChanged 24 SP:Iteration 4Q (661.519386 sec): 3 clusters Score: Raw -32379.860009 + Penalty 1392.996871 = -30986.863138 nChanged 13 SP:Iteration 5Q (661.605754 sec): 3 clusters Score: Raw -32393.782934 + Penalty 1392.996871 = -31000.786063 nChanged 10 SP:Iteration 6Q (661.676132 sec): 3 clusters Score: Raw -32416.542003 + Penalty 1392.996871 = -31023.545132 nChanged 15 SP:Iteration 7Q (661.741842 sec): 3 clusters Score: Raw -32435.541744 + Penalty 1392.996871 = -31042.544873 nChanged 12 SP:Iteration 8Q (661.840556 sec): 3 clusters Score: Raw -32451.230716 + Penalty 1392.996871 = -31058.233845 nChanged 6 SP:Iteration 9Q (661.915391 sec): 3 clusters Score: Raw -32458.259969 + Penalty 1392.996871 = -31065.263098 nChanged 4 SP:Iteration 10Q (661.997275 sec): 3 clusters Score: Raw -32463.928223 + Penalty 1392.996871 = -31070.931352 nChanged 7 SP:Iteration 11Q (662.074278 sec): 3 clusters Score: Raw -32470.318112 + Penalty 1392.996871 = -31077.321241 nChanged 5 SP:Iteration 12Q (662.164710 sec): 3 clusters Score: Raw -32476.013043 + Penalty 1392.996871 = -31083.016172 nChanged 7 SP:Iteration 13Q (662.251289 sec): 3 clusters Score: Raw -32479.261085 + Penalty 1392.996871 = -31086.264214 nChanged 2 SP:Iteration 14Q (662.323029 sec): 3 clusters Score: Raw -32481.833778 + Penalty 1392.996871 = -31088.836907 nChanged 3 SP:Iteration 15Q (662.419286 sec): 3 clusters Score: Raw -32486.543883 + Penalty 1392.996871 = -31093.547012 nChanged 6 SP:Iteration 16Q (662.499503 sec): 3 clusters Score: Raw -32492.198286 + Penalty 1392.996871 = -31099.201415 nChanged 4 SP:Iteration 17Q (662.587001 sec): 3 clusters Score: Raw -32496.372417 + Penalty 1392.996871 = -31103.375546 nChanged 4 SP:Iteration 18Q (662.666827 sec): 3 clusters Score: Raw -32500.101555 + Penalty 1392.996871 = -31107.104684 nChanged 4 SP:Iteration 19Q (662.750595 sec): 3 clusters Score: Raw -32504.809204 + Penalty 1392.996871 = -31111.812333 nChanged 3 SP:Iteration 20F (662.828445 sec): 3 clusters Score: Raw -32506.313900 + Penalty 1392.996871 = -31113.317029 nChanged 0 Trying to split cluster 12 (3161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (662.872743 sec): 2 clusters Score: Raw -186581.627491 + Penalty 846.157590 = -185735.469901 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (662.961025 sec): 3 clusters Score: Raw -185009.442487 + Penalty 1692.315180 = -183317.127307 nChanged 1236 SP:Iteration 1F (663.072598 sec): 3 clusters Score: Raw -185767.777172 + Penalty 1692.315180 = -184075.461993 nChanged 227 SP:Iteration 2F (663.141066 sec): 3 clusters Score: Raw -185895.473590 + Penalty 1692.315180 = -184203.158411 nChanged 183 SP:Iteration 3F (663.231209 sec): 3 clusters Score: Raw -186001.087997 + Penalty 1692.315180 = -184308.772817 nChanged 165 SP:Iteration 4F (663.336056 sec): 3 clusters Score: Raw -186097.078346 + Penalty 1692.315180 = -184404.763166 nChanged 123 SP:Iteration 5Q (663.412273 sec): 3 clusters Score: Raw -186167.207425 + Penalty 1692.315180 = -184474.892245 nChanged 99 SP:Iteration 6Q (663.491849 sec): 3 clusters Score: Raw -186211.737461 + Penalty 1692.315180 = -184519.422281 nChanged 76 SP:Iteration 7Q (663.584589 sec): 3 clusters Score: Raw -186244.945343 + Penalty 1692.315180 = -184552.630164 nChanged 66 SP:Iteration 8Q (663.664991 sec): 3 clusters Score: Raw -186275.774484 + Penalty 1692.315180 = -184583.459304 nChanged 70 SP:Iteration 9Q (663.747811 sec): 3 clusters Score: Raw -186321.259770 + Penalty 1692.315180 = -184628.944591 nChanged 86 SP:Iteration 10Q (663.848120 sec): 3 clusters Score: Raw -186369.992114 + Penalty 1692.315180 = -184677.676934 nChanged 75 SP:Iteration 11Q (663.916436 sec): 3 clusters Score: Raw -186412.573815 + Penalty 1692.315180 = -184720.258636 nChanged 65 SP:Iteration 12Q (664.015652 sec): 3 clusters Score: Raw -186449.417995 + Penalty 1692.315180 = -184757.102815 nChanged 62 SP:Iteration 13Q (664.104174 sec): 3 clusters Score: Raw -186480.322959 + Penalty 1692.315180 = -184788.007780 nChanged 62 SP:Iteration 14Q (664.182522 sec): 3 clusters Score: Raw -186510.760057 + Penalty 1692.315180 = -184818.444878 nChanged 61 SP:Iteration 15Q (664.288474 sec): 3 clusters Score: Raw -186542.126976 + Penalty 1692.315180 = -184849.811797 nChanged 55 SP:Iteration 16Q (664.364752 sec): 3 clusters Score: Raw -186567.808092 + Penalty 1692.315180 = -184875.492913 nChanged 53 SP:Iteration 17Q (664.454163 sec): 3 clusters Score: Raw -186594.944361 + Penalty 1692.315180 = -184902.629182 nChanged 52 SP:Iteration 18Q (664.554778 sec): 3 clusters Score: Raw -186621.573671 + Penalty 1692.315180 = -184929.258492 nChanged 44 SP:Iteration 19Q (664.639051 sec): 3 clusters Score: Raw -186647.387637 + Penalty 1692.315180 = -184955.072458 nChanged 53 SP:Iteration 20F (664.711912 sec): 3 clusters Score: Raw -186676.278662 + Penalty 1692.315180 = -184983.963482 nChanged 46 SP:Iteration 21Q (664.806259 sec): 3 clusters Score: Raw -186697.067224 + Penalty 1692.315180 = -185004.752044 nChanged 43 SP:Iteration 22Q (664.904243 sec): 3 clusters Score: Raw -186717.469469 + Penalty 1692.315180 = -185025.154289 nChanged 32 SP:Iteration 23Q (664.988383 sec): 3 clusters Score: Raw -186731.993088 + Penalty 1692.315180 = -185039.677909 nChanged 36 SP:Iteration 24Q (665.084186 sec): 3 clusters Score: Raw -186751.304807 + Penalty 1692.315180 = -185058.989627 nChanged 35 SP:Iteration 25Q (665.179069 sec): 3 clusters Score: Raw -186768.575939 + Penalty 1692.315180 = -185076.260760 nChanged 38 SP:Iteration 26Q (665.250992 sec): 3 clusters Score: Raw -186788.828619 + Penalty 1692.315180 = -185096.513440 nChanged 34 SP:Iteration 27Q (665.351154 sec): 3 clusters Score: Raw -186804.872189 + Penalty 1692.315180 = -185112.557010 nChanged 26 SP:Iteration 28Q (665.434032 sec): 3 clusters Score: Raw -186818.587414 + Penalty 1692.315180 = -185126.272234 nChanged 34 SP:Iteration 29Q (665.517748 sec): 3 clusters Score: Raw -186838.309803 + Penalty 1692.315180 = -185145.994623 nChanged 33 SP:Iteration 30Q (665.590941 sec): 3 clusters Score: Raw -186856.772723 + Penalty 1692.315180 = -185164.457543 nChanged 33 SP:Iteration 31Q (665.706048 sec): 3 clusters Score: Raw -186873.059392 + Penalty 1692.315180 = -185180.744212 nChanged 33 SP:Iteration 32Q (665.776886 sec): 3 clusters Score: Raw -186890.029217 + Penalty 1692.315180 = -185197.714038 nChanged 22 SP:Iteration 33Q (665.867298 sec): 3 clusters Score: Raw -186902.290730 + Penalty 1692.315180 = -185209.975551 nChanged 26 SP:Iteration 34Q (665.942869 sec): 3 clusters Score: Raw -186913.542016 + Penalty 1692.315180 = -185221.226837 nChanged 22 SP:Iteration 35Q (666.030965 sec): 3 clusters Score: Raw -186922.726321 + Penalty 1692.315180 = -185230.411141 nChanged 15 SP:Iteration 36Q (666.106949 sec): 3 clusters Score: Raw -186931.934616 + Penalty 1692.315180 = -185239.619437 nChanged 22 SP:Iteration 37Q (666.191005 sec): 3 clusters Score: Raw -186949.196986 + Penalty 1692.315180 = -185256.881807 nChanged 22 SP:Iteration 38Q (666.287948 sec): 3 clusters Score: Raw -186959.502282 + Penalty 1692.315180 = -185267.187103 nChanged 13 SP:Iteration 39Q (666.354962 sec): 3 clusters Score: Raw -186965.753547 + Penalty 1692.315180 = -185273.438368 nChanged 9 SP:Iteration 40F (666.449857 sec): 3 clusters Score: Raw -186968.857920 + Penalty 1692.315180 = -185276.542740 nChanged 3 SP:Iteration 41Q (666.546249 sec): 3 clusters Score: Raw -186969.309658 + Penalty 1692.315180 = -185276.994478 nChanged 2 SP:Iteration 42Q (666.618859 sec): 3 clusters Score: Raw -186969.851936 + Penalty 1692.315180 = -185277.536756 nChanged 1 SP:Iteration 43Q (666.720130 sec): 3 clusters Score: Raw -186969.959860 + Penalty 1692.315180 = -185277.644680 nChanged 2 SP:Iteration 44Q (666.789686 sec): 3 clusters Score: Raw -186970.427798 + Penalty 1692.315180 = -185278.112618 nChanged 1 SP:Iteration 45Q (666.867863 sec): 3 clusters Score: Raw -186970.630105 + Penalty 1692.315180 = -185278.314925 nChanged 2 SP:Iteration 46Q (666.952484 sec): 3 clusters Score: Raw -186971.202546 + Penalty 1692.315180 = -185278.887366 nChanged 3 SP:Iteration 47Q (667.053532 sec): 3 clusters Score: Raw -186971.703158 + Penalty 1692.315180 = -185279.387978 nChanged 1 SP:Iteration 48Q (667.124277 sec): 3 clusters Score: Raw -186971.726679 + Penalty 1692.315180 = -185279.411499 nChanged 0 SP:Iteration 49F (667.234165 sec): 3 clusters Score: Raw -186971.726679 + Penalty 1692.315180 = -185279.411499 nChanged 0 Trying to split cluster 13 (2508 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (667.259459 sec): 2 clusters Score: Raw -129103.914057 + Penalty 821.860295 = -128282.053762 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (667.352171 sec): 3 clusters Score: Raw -127834.474004 + Penalty 1643.720589 = -126190.753414 nChanged 1022 SP:Iteration 1F (667.448197 sec): 3 clusters Score: Raw -128441.031364 + Penalty 1643.720589 = -126797.310775 nChanged 238 SP:Iteration 2F (667.525171 sec): 3 clusters Score: Raw -128600.297166 + Penalty 1643.720589 = -126956.576577 nChanged 166 SP:Iteration 3F (667.633073 sec): 3 clusters Score: Raw -128722.739474 + Penalty 1643.720589 = -127079.018885 nChanged 146 SP:Iteration 4F (667.699711 sec): 3 clusters Score: Raw -128838.840588 + Penalty 1643.720589 = -127195.119998 nChanged 125 SP:Iteration 5Q (667.798328 sec): 3 clusters Score: Raw -128946.010055 + Penalty 1643.720589 = -127302.289465 nChanged 108 SP:Iteration 6Q (667.871307 sec): 3 clusters Score: Raw -129031.793820 + Penalty 1643.720589 = -127388.073230 nChanged 90 SP:Iteration 7Q (667.975193 sec): 3 clusters Score: Raw -129103.748764 + Penalty 1643.720589 = -127460.028175 nChanged 79 SP:Iteration 8Q (668.037746 sec): 3 clusters Score: Raw -129162.642382 + Penalty 1643.720589 = -127518.921793 nChanged 61 SP:Iteration 9Q (668.134053 sec): 3 clusters Score: Raw -129198.939666 + Penalty 1643.720589 = -127555.219077 nChanged 49 SP:Iteration 10Q (668.210044 sec): 3 clusters Score: Raw -129227.334316 + Penalty 1643.720589 = -127583.613727 nChanged 38 SP:Iteration 11Q (668.291147 sec): 3 clusters Score: Raw -129250.590866 + Penalty 1643.720589 = -127606.870277 nChanged 32 SP:Iteration 12Q (668.380411 sec): 3 clusters Score: Raw -129267.116041 + Penalty 1643.720589 = -127623.395451 nChanged 25 SP:Iteration 13Q (668.451427 sec): 3 clusters Score: Raw -129284.406338 + Penalty 1643.720589 = -127640.685748 nChanged 26 SP:Iteration 14Q (668.540910 sec): 3 clusters Score: Raw -129301.739024 + Penalty 1643.720589 = -127658.018435 nChanged 12 SP:Iteration 15Q (668.642248 sec): 3 clusters Score: Raw -129308.320153 + Penalty 1643.720589 = -127664.599564 nChanged 14 SP:Iteration 16Q (668.723358 sec): 3 clusters Score: Raw -129316.702012 + Penalty 1643.720589 = -127672.981422 nChanged 15 SP:Iteration 17Q (668.813972 sec): 3 clusters Score: Raw -129322.258985 + Penalty 1643.720589 = -127678.538395 nChanged 7 SP:Iteration 18Q (668.897607 sec): 3 clusters Score: Raw -129326.401817 + Penalty 1643.720589 = -127682.681228 nChanged 13 SP:Iteration 19Q (668.966292 sec): 3 clusters Score: Raw -129330.018197 + Penalty 1643.720589 = -127686.297608 nChanged 8 SP:Iteration 20F (669.068250 sec): 3 clusters Score: Raw -129332.674848 + Penalty 1643.720589 = -127688.954259 nChanged 5 SP:Iteration 21Q (669.156843 sec): 3 clusters Score: Raw -129334.410159 + Penalty 1643.720589 = -127690.689570 nChanged 4 SP:Iteration 22Q (669.228330 sec): 3 clusters Score: Raw -129336.274426 + Penalty 1643.720589 = -127692.553837 nChanged 3 SP:Iteration 23Q (669.310997 sec): 3 clusters Score: Raw -129338.652481 + Penalty 1643.720589 = -127694.931891 nChanged 3 SP:Iteration 24Q (669.398917 sec): 3 clusters Score: Raw -129341.176349 + Penalty 1643.720589 = -127697.455759 nChanged 5 SP:Iteration 25Q (669.487841 sec): 3 clusters Score: Raw -129344.438173 + Penalty 1643.720589 = -127700.717583 nChanged 6 SP:Iteration 26Q (669.582923 sec): 3 clusters Score: Raw -129347.466080 + Penalty 1643.720589 = -127703.745490 nChanged 5 SP:Iteration 27Q (669.673230 sec): 3 clusters Score: Raw -129350.587470 + Penalty 1643.720589 = -127706.866881 nChanged 2 SP:Iteration 28Q (669.748146 sec): 3 clusters Score: Raw -129352.831144 + Penalty 1643.720589 = -127709.110554 nChanged 3 SP:Iteration 29Q (669.834363 sec): 3 clusters Score: Raw -129354.598070 + Penalty 1643.720589 = -127710.877481 nChanged 4 SP:Iteration 30Q (669.919360 sec): 3 clusters Score: Raw -129356.452614 + Penalty 1643.720589 = -127712.732025 nChanged 3 SP:Iteration 31Q (670.015967 sec): 3 clusters Score: Raw -129357.415291 + Penalty 1643.720589 = -127713.694702 nChanged 3 SP:Iteration 32Q (670.080433 sec): 3 clusters Score: Raw -129358.147151 + Penalty 1643.720589 = -127714.426562 nChanged 2 SP:Iteration 33Q (670.190520 sec): 3 clusters Score: Raw -129358.611433 + Penalty 1643.720589 = -127714.890843 nChanged 1 SP:Iteration 34Q (670.255956 sec): 3 clusters Score: Raw -129359.073912 + Penalty 1643.720589 = -127715.353323 nChanged 1 SP:Iteration 35Q (670.334971 sec): 3 clusters Score: Raw -129359.412953 + Penalty 1643.720589 = -127715.692363 nChanged 0 SP:Iteration 36F (670.430688 sec): 3 clusters Score: Raw -129359.412953 + Penalty 1643.720589 = -127715.692363 nChanged 0 Trying to split cluster 14 (3261 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (670.479814 sec): 2 clusters Score: Raw -198238.409384 + Penalty 849.427863 = -197388.981520 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (670.580508 sec): 3 clusters Score: Raw -196514.908444 + Penalty 1698.855727 = -194816.052717 nChanged 1359 SP:Iteration 1F (670.647476 sec): 3 clusters Score: Raw -197363.863502 + Penalty 1698.855727 = -195665.007776 nChanged 251 SP:Iteration 2F (670.749555 sec): 3 clusters Score: Raw -197491.103400 + Penalty 1698.855727 = -195792.247673 nChanged 163 SP:Iteration 3Q (670.838529 sec): 3 clusters Score: Raw -197584.814233 + Penalty 1698.855727 = -195885.958506 nChanged 140 SP:Iteration 4Q (670.932680 sec): 3 clusters Score: Raw -197671.325305 + Penalty 1698.855727 = -195972.469578 nChanged 135 SP:Iteration 5Q (671.006695 sec): 3 clusters Score: Raw -197757.026628 + Penalty 1698.855727 = -196058.170901 nChanged 129 SP:Iteration 6Q (671.087906 sec): 3 clusters Score: Raw -197841.671554 + Penalty 1698.855727 = -196142.815827 nChanged 107 SP:Iteration 7Q (671.182561 sec): 3 clusters Score: Raw -197926.867138 + Penalty 1698.855727 = -196228.011411 nChanged 121 SP:Iteration 8Q (671.265887 sec): 3 clusters Score: Raw -198035.969823 + Penalty 1698.855727 = -196337.114097 nChanged 109 SP:Iteration 9Q (671.350646 sec): 3 clusters Score: Raw -198116.240125 + Penalty 1698.855727 = -196417.384398 nChanged 98 SP:Iteration 10Q (671.446814 sec): 3 clusters Score: Raw -198173.454029 + Penalty 1698.855727 = -196474.598302 nChanged 72 SP:Iteration 11Q (671.518873 sec): 3 clusters Score: Raw -198210.401159 + Penalty 1698.855727 = -196511.545432 nChanged 60 SP:Iteration 12Q (671.624046 sec): 3 clusters Score: Raw -198234.618950 + Penalty 1698.855727 = -196535.763223 nChanged 38 SP:Iteration 13Q (671.705971 sec): 3 clusters Score: Raw -198251.563123 + Penalty 1698.855727 = -196552.707396 nChanged 45 SP:Iteration 14Q (671.789591 sec): 3 clusters Score: Raw -198273.554671 + Penalty 1698.855727 = -196574.698944 nChanged 40 SP:Iteration 15Q (671.869748 sec): 3 clusters Score: Raw -198292.469271 + Penalty 1698.855727 = -196593.613544 nChanged 32 SP:Iteration 16Q (671.948788 sec): 3 clusters Score: Raw -198307.634769 + Penalty 1698.855727 = -196608.779042 nChanged 31 SP:Iteration 17Q (672.056706 sec): 3 clusters Score: Raw -198325.962187 + Penalty 1698.855727 = -196627.106460 nChanged 38 SP:Iteration 18Q (672.139666 sec): 3 clusters Score: Raw -198348.173493 + Penalty 1698.855727 = -196649.317766 nChanged 26 SP:Iteration 19Q (672.209301 sec): 3 clusters Score: Raw -198366.099411 + Penalty 1698.855727 = -196667.243684 nChanged 25 SP:Iteration 20F (672.311931 sec): 3 clusters Score: Raw -198384.801181 + Penalty 1698.855727 = -196685.945454 nChanged 26 SP:Iteration 21Q (672.392764 sec): 3 clusters Score: Raw -198396.497121 + Penalty 1698.855727 = -196697.641394 nChanged 24 SP:Iteration 22Q (672.487943 sec): 3 clusters Score: Raw -198409.475901 + Penalty 1698.855727 = -196710.620174 nChanged 17 SP:Iteration 23Q (672.591039 sec): 3 clusters Score: Raw -198415.457443 + Penalty 1698.855727 = -196716.601716 nChanged 14 SP:Iteration 24Q (672.658383 sec): 3 clusters Score: Raw -198420.524005 + Penalty 1698.855727 = -196721.668278 nChanged 20 SP:Iteration 25Q (672.743171 sec): 3 clusters Score: Raw -198428.276520 + Penalty 1698.855727 = -196729.420793 nChanged 22 SP:Iteration 26Q (672.828343 sec): 3 clusters Score: Raw -198437.445773 + Penalty 1698.855727 = -196738.590046 nChanged 15 SP:Iteration 27Q (672.929448 sec): 3 clusters Score: Raw -198442.675756 + Penalty 1698.855727 = -196743.820029 nChanged 18 SP:Iteration 28Q (673.015456 sec): 3 clusters Score: Raw -198449.995864 + Penalty 1698.855727 = -196751.140137 nChanged 17 SP:Iteration 29Q (673.094473 sec): 3 clusters Score: Raw -198455.807723 + Penalty 1698.855727 = -196756.951997 nChanged 12 SP:Iteration 30Q (673.185733 sec): 3 clusters Score: Raw -198461.468354 + Penalty 1698.855727 = -196762.612627 nChanged 14 SP:Iteration 31Q (673.276553 sec): 3 clusters Score: Raw -198466.530381 + Penalty 1698.855727 = -196767.674655 nChanged 13 SP:Iteration 32Q (673.344525 sec): 3 clusters Score: Raw -198469.847993 + Penalty 1698.855727 = -196770.992266 nChanged 11 SP:Iteration 33Q (673.452199 sec): 3 clusters Score: Raw -198472.673303 + Penalty 1698.855727 = -196773.817576 nChanged 8 SP:Iteration 34Q (673.531206 sec): 3 clusters Score: Raw -198474.239771 + Penalty 1698.855727 = -196775.384044 nChanged 4 SP:Iteration 35Q (673.616483 sec): 3 clusters Score: Raw -198475.309436 + Penalty 1698.855727 = -196776.453709 nChanged 5 SP:Iteration 36Q (673.699404 sec): 3 clusters Score: Raw -198477.921827 + Penalty 1698.855727 = -196779.066100 nChanged 4 SP:Iteration 37Q (673.771288 sec): 3 clusters Score: Raw -198478.926804 + Penalty 1698.855727 = -196780.071078 nChanged 6 SP:Iteration 38Q (673.869530 sec): 3 clusters Score: Raw -198480.864221 + Penalty 1698.855727 = -196782.008495 nChanged 15 SP:Iteration 39Q (673.947929 sec): 3 clusters Score: Raw -198485.846330 + Penalty 1698.855727 = -196786.990603 nChanged 20 SP:Iteration 40F (674.025890 sec): 3 clusters Score: Raw -198495.247387 + Penalty 1698.855727 = -196796.391661 nChanged 21 SP:Iteration 41Q (674.128475 sec): 3 clusters Score: Raw -198505.500524 + Penalty 1698.855727 = -196806.644797 nChanged 29 SP:Iteration 42Q (674.199141 sec): 3 clusters Score: Raw -198518.090857 + Penalty 1698.855727 = -196819.235130 nChanged 28 SP:Iteration 43Q (674.293951 sec): 3 clusters Score: Raw -198532.444981 + Penalty 1698.855727 = -196833.589255 nChanged 28 SP:Iteration 44Q (674.389631 sec): 3 clusters Score: Raw -198542.551025 + Penalty 1698.855727 = -196843.695298 nChanged 15 SP:Iteration 45Q (674.462924 sec): 3 clusters Score: Raw -198548.075419 + Penalty 1698.855727 = -196849.219692 nChanged 11 SP:Iteration 46Q (674.558870 sec): 3 clusters Score: Raw -198554.888344 + Penalty 1698.855727 = -196856.032617 nChanged 14 SP:Iteration 47Q (674.637087 sec): 3 clusters Score: Raw -198560.412506 + Penalty 1698.855727 = -196861.556779 nChanged 11 SP:Iteration 48Q (674.737838 sec): 3 clusters Score: Raw -198564.324585 + Penalty 1698.855727 = -196865.468858 nChanged 9 SP:Iteration 49Q (674.807529 sec): 3 clusters Score: Raw -198567.649990 + Penalty 1698.855727 = -196868.794263 nChanged 12 SP:Iteration 50Q (674.899822 sec): 3 clusters Score: Raw -198572.107083 + Penalty 1698.855727 = -196873.251356 nChanged 17 SP:Iteration 51Q (674.959722 sec): 3 clusters Score: Raw -198581.223745 + Penalty 1698.855727 = -196882.368018 nChanged 19 SP:Iteration 52Q (675.057479 sec): 3 clusters Score: Raw -198589.335979 + Penalty 1698.855727 = -196890.480252 nChanged 20 SP:Iteration 53Q (675.128029 sec): 3 clusters Score: Raw -198595.756027 + Penalty 1698.855727 = -196896.900300 nChanged 17 SP:Iteration 54Q (675.225959 sec): 3 clusters Score: Raw -198601.935940 + Penalty 1698.855727 = -196903.080213 nChanged 21 SP:Iteration 55Q (675.314747 sec): 3 clusters Score: Raw -198608.906361 + Penalty 1698.855727 = -196910.050634 nChanged 11 SP:Iteration 56Q (675.403884 sec): 3 clusters Score: Raw -198612.814804 + Penalty 1698.855727 = -196913.959077 nChanged 11 SP:Iteration 57Q (675.478206 sec): 3 clusters Score: Raw -198617.494216 + Penalty 1698.855727 = -196918.638489 nChanged 10 SP:Iteration 58Q (675.572931 sec): 3 clusters Score: Raw -198619.743091 + Penalty 1698.855727 = -196920.887364 nChanged 7 SP:Iteration 59Q (675.661906 sec): 3 clusters Score: Raw -198621.138358 + Penalty 1698.855727 = -196922.282631 nChanged 7 SP:Iteration 60F (675.745404 sec): 3 clusters Score: Raw -198622.379469 + Penalty 1698.855727 = -196923.523742 nChanged 5 SP:Iteration 61Q (675.851296 sec): 3 clusters Score: Raw -198623.304938 + Penalty 1698.855727 = -196924.449211 nChanged 4 SP:Iteration 62Q (675.924407 sec): 3 clusters Score: Raw -198625.023636 + Penalty 1698.855727 = -196926.167909 nChanged 8 SP:Iteration 63Q (676.029739 sec): 3 clusters Score: Raw -198628.153020 + Penalty 1698.855727 = -196929.297293 nChanged 13 SP:Iteration 64Q (676.096581 sec): 3 clusters Score: Raw -198633.443310 + Penalty 1698.855727 = -196934.587583 nChanged 11 SP:Iteration 65Q (676.201133 sec): 3 clusters Score: Raw -198635.917480 + Penalty 1698.855727 = -196937.061753 nChanged 4 SP:Iteration 66Q (676.297641 sec): 3 clusters Score: Raw -198637.123813 + Penalty 1698.855727 = -196938.268086 nChanged 5 SP:Iteration 67Q (676.380115 sec): 3 clusters Score: Raw -198638.672834 + Penalty 1698.855727 = -196939.817107 nChanged 6 SP:Iteration 68Q (676.475988 sec): 3 clusters Score: Raw -198639.714092 + Penalty 1698.855727 = -196940.858365 nChanged 4 SP:Iteration 69Q (676.574066 sec): 3 clusters Score: Raw -198640.254315 + Penalty 1698.855727 = -196941.398588 nChanged 4 SP:Iteration 70Q (676.654987 sec): 3 clusters Score: Raw -198641.065208 + Penalty 1698.855727 = -196942.209482 nChanged 2 SP:Iteration 71Q (676.727746 sec): 3 clusters Score: Raw -198641.443512 + Penalty 1698.855727 = -196942.587785 nChanged 4 SP:Iteration 72Q (676.816007 sec): 3 clusters Score: Raw -198642.467709 + Penalty 1698.855727 = -196943.611982 nChanged 7 SP:Iteration 73Q (676.923638 sec): 3 clusters Score: Raw -198645.653168 + Penalty 1698.855727 = -196946.797441 nChanged 7 SP:Iteration 74Q (677.002817 sec): 3 clusters Score: Raw -198647.731268 + Penalty 1698.855727 = -196948.875541 nChanged 3 SP:Iteration 75Q (677.077572 sec): 3 clusters Score: Raw -198648.351790 + Penalty 1698.855727 = -196949.496063 nChanged 1 SP:Iteration 76Q (677.161385 sec): 3 clusters Score: Raw -198648.434385 + Penalty 1698.855727 = -196949.578658 nChanged 0 SP:Iteration 77F (677.253658 sec): 3 clusters Score: Raw -198648.434385 + Penalty 1698.855727 = -196949.578658 nChanged 0 Trying to split cluster 15 (5165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (677.303093 sec): 2 clusters Score: Raw -300817.074244 + Penalty 897.714340 = -299919.359903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (677.397155 sec): 3 clusters Score: Raw -297938.723755 + Penalty 1795.428680 = -296143.295075 nChanged 2216 SP:Iteration 1F (677.485123 sec): 3 clusters Score: Raw -299221.378490 + Penalty 1795.428680 = -297425.949810 nChanged 363 SP:Iteration 2F (677.585983 sec): 3 clusters Score: Raw -299435.723143 + Penalty 1795.428680 = -297640.294462 nChanged 318 SP:Iteration 3F (677.674477 sec): 3 clusters Score: Raw -299601.727192 + Penalty 1795.428680 = -297806.298511 nChanged 251 SP:Iteration 4Q (677.761331 sec): 3 clusters Score: Raw -299741.827658 + Penalty 1795.428680 = -297946.398978 nChanged 229 SP:Iteration 5Q (677.862781 sec): 3 clusters Score: Raw -299850.158199 + Penalty 1795.428680 = -298054.729519 nChanged 205 SP:Iteration 6Q (677.939468 sec): 3 clusters Score: Raw -299956.591717 + Penalty 1795.428680 = -298161.163037 nChanged 217 SP:Iteration 7Q (678.042224 sec): 3 clusters Score: Raw -300064.709254 + Penalty 1795.428680 = -298269.280574 nChanged 180 SP:Iteration 8Q (678.142534 sec): 3 clusters Score: Raw -300163.171124 + Penalty 1795.428680 = -298367.742444 nChanged 171 SP:Iteration 9Q (678.234795 sec): 3 clusters Score: Raw -300260.185982 + Penalty 1795.428680 = -298464.757302 nChanged 152 SP:Iteration 10Q (678.303813 sec): 3 clusters Score: Raw -300343.788840 + Penalty 1795.428680 = -298548.360160 nChanged 147 SP:Iteration 11Q (678.419168 sec): 3 clusters Score: Raw -300422.349619 + Penalty 1795.428680 = -298626.920939 nChanged 106 SP:Iteration 12Q (678.493656 sec): 3 clusters Score: Raw -300467.821263 + Penalty 1795.428680 = -298672.392583 nChanged 104 SP:Iteration 13Q (678.581347 sec): 3 clusters Score: Raw -300515.265883 + Penalty 1795.428680 = -298719.837203 nChanged 109 SP:Iteration 14Q (678.659420 sec): 3 clusters Score: Raw -300563.865589 + Penalty 1795.428680 = -298768.436909 nChanged 91 SP:Iteration 15Q (678.747844 sec): 3 clusters Score: Raw -300606.494785 + Penalty 1795.428680 = -298811.066105 nChanged 77 SP:Iteration 16Q (678.861040 sec): 3 clusters Score: Raw -300642.946822 + Penalty 1795.428680 = -298847.518142 nChanged 74 SP:Iteration 17Q (678.945125 sec): 3 clusters Score: Raw -300677.256183 + Penalty 1795.428680 = -298881.827503 nChanged 56 SP:Iteration 18Q (679.036471 sec): 3 clusters Score: Raw -300704.719016 + Penalty 1795.428680 = -298909.290336 nChanged 52 SP:Iteration 19Q (679.120628 sec): 3 clusters Score: Raw -300728.849160 + Penalty 1795.428680 = -298933.420480 nChanged 50 SP:Iteration 20F (679.217313 sec): 3 clusters Score: Raw -300755.236307 + Penalty 1795.428680 = -298959.807627 nChanged 47 SP:Iteration 21Q (679.282813 sec): 3 clusters Score: Raw -300783.293752 + Penalty 1795.428680 = -298987.865072 nChanged 53 SP:Iteration 22Q (679.375583 sec): 3 clusters Score: Raw -300812.023463 + Penalty 1795.428680 = -299016.594783 nChanged 56 SP:Iteration 23Q (679.458389 sec): 3 clusters Score: Raw -300840.753661 + Penalty 1795.428680 = -299045.324981 nChanged 44 SP:Iteration 24Q (679.541705 sec): 3 clusters Score: Raw -300859.482319 + Penalty 1795.428680 = -299064.053639 nChanged 56 SP:Iteration 25Q (679.637004 sec): 3 clusters Score: Raw -300886.750598 + Penalty 1795.428680 = -299091.321918 nChanged 47 SP:Iteration 26Q (679.714751 sec): 3 clusters Score: Raw -300909.470656 + Penalty 1795.428680 = -299114.041976 nChanged 43 SP:Iteration 27Q (679.797835 sec): 3 clusters Score: Raw -300930.564128 + Penalty 1795.428680 = -299135.135448 nChanged 31 SP:Iteration 28Q (679.888550 sec): 3 clusters Score: Raw -300943.842955 + Penalty 1795.428680 = -299148.414275 nChanged 20 SP:Iteration 29Q (679.991467 sec): 3 clusters Score: Raw -300950.587570 + Penalty 1795.428680 = -299155.158890 nChanged 17 SP:Iteration 30Q (680.084583 sec): 3 clusters Score: Raw -300957.059175 + Penalty 1795.428680 = -299161.630494 nChanged 12 SP:Iteration 31Q (680.166203 sec): 3 clusters Score: Raw -300962.228414 + Penalty 1795.428680 = -299166.799734 nChanged 12 SP:Iteration 32Q (680.246177 sec): 3 clusters Score: Raw -300966.037129 + Penalty 1795.428680 = -299170.608449 nChanged 7 SP:Iteration 33Q (680.351855 sec): 3 clusters Score: Raw -300968.760136 + Penalty 1795.428680 = -299173.331456 nChanged 6 SP:Iteration 34Q (680.430775 sec): 3 clusters Score: Raw -300970.688448 + Penalty 1795.428680 = -299175.259768 nChanged 7 SP:Iteration 35Q (680.513214 sec): 3 clusters Score: Raw -300973.839665 + Penalty 1795.428680 = -299178.410985 nChanged 6 SP:Iteration 36Q (680.619206 sec): 3 clusters Score: Raw -300976.396639 + Penalty 1795.428680 = -299180.967959 nChanged 10 SP:Iteration 37Q (680.696683 sec): 3 clusters Score: Raw -300980.743212 + Penalty 1795.428680 = -299185.314532 nChanged 6 SP:Iteration 38Q (680.785651 sec): 3 clusters Score: Raw -300983.585146 + Penalty 1795.428680 = -299188.156466 nChanged 4 SP:Iteration 39Q (680.874273 sec): 3 clusters Score: Raw -300985.651719 + Penalty 1795.428680 = -299190.223039 nChanged 4 SP:Iteration 40F (680.958263 sec): 3 clusters Score: Raw -300987.697143 + Penalty 1795.428680 = -299192.268463 nChanged 2 SP:Iteration 41Q (681.039870 sec): 3 clusters Score: Raw -300988.269469 + Penalty 1795.428680 = -299192.840789 nChanged 3 SP:Iteration 42Q (681.127962 sec): 3 clusters Score: Raw -300988.857164 + Penalty 1795.428680 = -299193.428484 nChanged 1 SP:Iteration 43Q (681.210324 sec): 3 clusters Score: Raw -300989.042460 + Penalty 1795.428680 = -299193.613780 nChanged 1 SP:Iteration 44Q (681.314355 sec): 3 clusters Score: Raw -300989.407249 + Penalty 1795.428680 = -299193.978569 nChanged 2 SP:Iteration 45Q (681.401776 sec): 3 clusters Score: Raw -300989.789099 + Penalty 1795.428680 = -299194.360419 nChanged 1 SP:Iteration 46Q (681.509710 sec): 3 clusters Score: Raw -300990.166176 + Penalty 1795.428680 = -299194.737496 nChanged 2 SP:Iteration 47Q (681.576590 sec): 3 clusters Score: Raw -300990.924978 + Penalty 1795.428680 = -299195.496298 nChanged 2 SP:Iteration 48Q (681.662136 sec): 3 clusters Score: Raw -300991.291377 + Penalty 1795.428680 = -299195.862697 nChanged 2 SP:Iteration 49Q (681.752234 sec): 3 clusters Score: Raw -300991.875703 + Penalty 1795.428680 = -299196.447023 nChanged 3 SP:Iteration 50Q (681.851839 sec): 3 clusters Score: Raw -300992.661564 + Penalty 1795.428680 = -299197.232884 nChanged 3 SP:Iteration 51Q (681.932958 sec): 3 clusters Score: Raw -300993.453396 + Penalty 1795.428680 = -299198.024716 nChanged 5 SP:Iteration 52Q (682.017896 sec): 3 clusters Score: Raw -300995.653503 + Penalty 1795.428680 = -299200.224823 nChanged 5 SP:Iteration 53Q (682.107577 sec): 3 clusters Score: Raw -300997.115060 + Penalty 1795.428680 = -299201.686380 nChanged 4 SP:Iteration 54Q (682.207500 sec): 3 clusters Score: Raw -300999.951795 + Penalty 1795.428680 = -299204.523115 nChanged 5 SP:Iteration 55Q (682.285437 sec): 3 clusters Score: Raw -301003.007206 + Penalty 1795.428680 = -299207.578526 nChanged 10 SP:Iteration 56Q (682.377996 sec): 3 clusters Score: Raw -301010.350207 + Penalty 1795.428680 = -299214.921527 nChanged 11 SP:Iteration 57Q (682.476982 sec): 3 clusters Score: Raw -301016.708419 + Penalty 1795.428680 = -299221.279739 nChanged 15 SP:Iteration 58Q (682.545641 sec): 3 clusters Score: Raw -301025.663173 + Penalty 1795.428680 = -299230.234492 nChanged 10 SP:Iteration 59Q (682.638007 sec): 3 clusters Score: Raw -301031.070423 + Penalty 1795.428680 = -299235.641743 nChanged 5 SP:Iteration 60F (682.736680 sec): 3 clusters Score: Raw -301032.964787 + Penalty 1795.428680 = -299237.536107 nChanged 4 SP:Iteration 61Q (682.835451 sec): 3 clusters Score: Raw -301034.813696 + Penalty 1795.428680 = -299239.385015 nChanged 1 SP:Iteration 62Q (682.921128 sec): 3 clusters Score: Raw -301034.943589 + Penalty 1795.428680 = -299239.514909 nChanged 1 SP:Iteration 63Q (683.003303 sec): 3 clusters Score: Raw -301035.111412 + Penalty 1795.428680 = -299239.682732 nChanged 0 SP:Iteration 64F (683.106766 sec): 3 clusters Score: Raw -301035.111412 + Penalty 1795.428680 = -299239.682732 nChanged 0 Trying to split cluster 16 (1236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (683.154293 sec): 2 clusters Score: Raw -48903.832318 + Penalty 747.561742 = -48156.270576 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (683.225038 sec): 3 clusters Score: Raw -48396.642365 + Penalty 1495.123484 = -46901.518881 nChanged 466 SP:Iteration 1F (683.319381 sec): 3 clusters Score: Raw -48816.835405 + Penalty 1495.123484 = -47321.711921 nChanged 113 SP:Iteration 2F (683.407421 sec): 3 clusters Score: Raw -48941.126829 + Penalty 1495.123484 = -47446.003345 nChanged 79 SP:Iteration 3F (683.483158 sec): 3 clusters Score: Raw -49038.071191 + Penalty 1495.123484 = -47542.947707 nChanged 66 SP:Iteration 4F (683.562904 sec): 3 clusters Score: Raw -49108.337063 + Penalty 1495.123484 = -47613.213579 nChanged 47 SP:Iteration 5Q (683.642852 sec): 3 clusters Score: Raw -49154.921883 + Penalty 1495.123484 = -47659.798399 nChanged 25 SP:Iteration 6Q (683.737278 sec): 3 clusters Score: Raw -49180.541027 + Penalty 1495.123484 = -47685.417544 nChanged 24 SP:Iteration 7Q (683.822479 sec): 3 clusters Score: Raw -49200.084917 + Penalty 1495.123484 = -47704.961433 nChanged 18 SP:Iteration 8Q (683.906234 sec): 3 clusters Score: Raw -49209.361413 + Penalty 1495.123484 = -47714.237929 nChanged 13 SP:Iteration 9Q (683.979522 sec): 3 clusters Score: Raw -49216.116579 + Penalty 1495.123484 = -47720.993095 nChanged 9 SP:Iteration 10Q (684.069047 sec): 3 clusters Score: Raw -49223.318417 + Penalty 1495.123484 = -47728.194933 nChanged 10 SP:Iteration 11Q (684.163884 sec): 3 clusters Score: Raw -49229.111032 + Penalty 1495.123484 = -47733.987548 nChanged 5 SP:Iteration 12Q (684.260054 sec): 3 clusters Score: Raw -49231.975860 + Penalty 1495.123484 = -47736.852376 nChanged 6 SP:Iteration 13Q (684.349818 sec): 3 clusters Score: Raw -49234.031547 + Penalty 1495.123484 = -47738.908063 nChanged 2 SP:Iteration 14Q (684.423090 sec): 3 clusters Score: Raw -49234.592489 + Penalty 1495.123484 = -47739.469005 nChanged 2 SP:Iteration 15Q (684.522644 sec): 3 clusters Score: Raw -49235.491814 + Penalty 1495.123484 = -47740.368330 nChanged 2 SP:Iteration 16Q (684.599066 sec): 3 clusters Score: Raw -49235.929406 + Penalty 1495.123484 = -47740.805922 nChanged 1 SP:Iteration 17Q (684.670570 sec): 3 clusters Score: Raw -49236.395485 + Penalty 1495.123484 = -47741.272001 nChanged 2 SP:Iteration 18Q (684.754934 sec): 3 clusters Score: Raw -49237.970523 + Penalty 1495.123484 = -47742.847039 nChanged 2 SP:Iteration 19Q (684.839516 sec): 3 clusters Score: Raw -49238.724720 + Penalty 1495.123484 = -47743.601236 nChanged 3 SP:Iteration 20F (684.921633 sec): 3 clusters Score: Raw -49239.858034 + Penalty 1495.123484 = -47744.734550 nChanged 2 SP:Iteration 21Q (685.006800 sec): 3 clusters Score: Raw -49240.489395 + Penalty 1495.123484 = -47745.365911 nChanged 3 SP:Iteration 22Q (685.090332 sec): 3 clusters Score: Raw -49241.511491 + Penalty 1495.123484 = -47746.388007 nChanged 2 SP:Iteration 23Q (685.191028 sec): 3 clusters Score: Raw -49242.685999 + Penalty 1495.123484 = -47747.562515 nChanged 1 SP:Iteration 24Q (685.262094 sec): 3 clusters Score: Raw -49243.074292 + Penalty 1495.123484 = -47747.950808 nChanged 0 SP:Iteration 25F (685.346179 sec): 3 clusters Score: Raw -49243.074292 + Penalty 1495.123484 = -47747.950808 nChanged 0 Trying to split cluster 17 (9927 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (685.431310 sec): 2 clusters Score: Raw -599951.810327 + Penalty 966.316428 = -598985.493899 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (685.527809 sec): 3 clusters Score: Raw -594125.494020 + Penalty 1932.632855 = -592192.861165 nChanged 4381 SP:Iteration 1F (685.621022 sec): 3 clusters Score: Raw -596523.142880 + Penalty 1932.632855 = -594590.510025 nChanged 591 SP:Iteration 2F (685.718309 sec): 3 clusters Score: Raw -596783.686735 + Penalty 1932.632855 = -594851.053880 nChanged 522 SP:Iteration 3F (685.810927 sec): 3 clusters Score: Raw -597012.898794 + Penalty 1932.632855 = -595080.265939 nChanged 496 SP:Iteration 4Q (685.904468 sec): 3 clusters Score: Raw -597232.636804 + Penalty 1932.632855 = -595300.003949 nChanged 472 SP:Iteration 5Q (686.010263 sec): 3 clusters Score: Raw -597449.388576 + Penalty 1932.632855 = -595516.755720 nChanged 462 SP:Iteration 6Q (686.101262 sec): 3 clusters Score: Raw -597650.208886 + Penalty 1932.632855 = -595717.576030 nChanged 432 SP:Iteration 7Q (686.210805 sec): 3 clusters Score: Raw -597835.633052 + Penalty 1932.632855 = -595903.000197 nChanged 373 SP:Iteration 8Q (686.301844 sec): 3 clusters Score: Raw -597973.390403 + Penalty 1932.632855 = -596040.757548 nChanged 307 SP:Iteration 9Q (686.410288 sec): 3 clusters Score: Raw -598080.853353 + Penalty 1932.632855 = -596148.220498 nChanged 266 SP:Iteration 10Q (686.501472 sec): 3 clusters Score: Raw -598164.246545 + Penalty 1932.632855 = -596231.613689 nChanged 244 SP:Iteration 11Q (686.584061 sec): 3 clusters Score: Raw -598236.995773 + Penalty 1932.632855 = -596304.362918 nChanged 225 SP:Iteration 12Q (686.675834 sec): 3 clusters Score: Raw -598304.641385 + Penalty 1932.632855 = -596372.008530 nChanged 218 SP:Iteration 13Q (686.788350 sec): 3 clusters Score: Raw -598372.536471 + Penalty 1932.632855 = -596439.903616 nChanged 223 SP:Iteration 14Q (686.868288 sec): 3 clusters Score: Raw -598461.784099 + Penalty 1932.632855 = -596529.151244 nChanged 250 SP:Iteration 15Q (686.997916 sec): 3 clusters Score: Raw -598557.866464 + Penalty 1932.632855 = -596625.233608 nChanged 243 SP:Iteration 16Q (687.097945 sec): 3 clusters Score: Raw -598664.629663 + Penalty 1932.632855 = -596731.996807 nChanged 258 SP:Iteration 17Q (687.176717 sec): 3 clusters Score: Raw -598786.494583 + Penalty 1932.632855 = -596853.861728 nChanged 250 SP:Iteration 18Q (687.274164 sec): 3 clusters Score: Raw -598899.036852 + Penalty 1932.632855 = -596966.403997 nChanged 268 SP:Iteration 19Q (687.387525 sec): 3 clusters Score: Raw -599022.796837 + Penalty 1932.632855 = -597090.163982 nChanged 256 SP:Iteration 20F (687.486117 sec): 3 clusters Score: Raw -599140.654367 + Penalty 1932.632855 = -597208.021511 nChanged 229 SP:Iteration 21Q (687.593678 sec): 3 clusters Score: Raw -599258.143104 + Penalty 1932.632855 = -597325.510248 nChanged 218 SP:Iteration 22Q (687.670809 sec): 3 clusters Score: Raw -599369.174370 + Penalty 1932.632855 = -597436.541514 nChanged 186 SP:Iteration 23Q (687.776006 sec): 3 clusters Score: Raw -599461.019627 + Penalty 1932.632855 = -597528.386771 nChanged 190 SP:Iteration 24Q (687.855701 sec): 3 clusters Score: Raw -599545.721027 + Penalty 1932.632855 = -597613.088172 nChanged 164 SP:Iteration 25Q (687.958547 sec): 3 clusters Score: Raw -599626.799714 + Penalty 1932.632855 = -597694.166858 nChanged 172 SP:Iteration 26Q (688.070234 sec): 3 clusters Score: Raw -599703.742051 + Penalty 1932.632855 = -597771.109196 nChanged 150 SP:Iteration 27Q (688.152619 sec): 3 clusters Score: Raw -599775.949380 + Penalty 1932.632855 = -597843.316525 nChanged 143 SP:Iteration 28Q (688.257928 sec): 3 clusters Score: Raw -599848.060529 + Penalty 1932.632855 = -597915.427674 nChanged 117 SP:Iteration 29Q (688.368900 sec): 3 clusters Score: Raw -599897.008255 + Penalty 1932.632855 = -597964.375399 nChanged 91 SP:Iteration 30Q (688.467853 sec): 3 clusters Score: Raw -599935.336888 + Penalty 1932.632855 = -598002.704033 nChanged 93 SP:Iteration 31Q (688.555085 sec): 3 clusters Score: Raw -599982.858734 + Penalty 1932.632855 = -598050.225879 nChanged 92 SP:Iteration 32Q (688.659784 sec): 3 clusters Score: Raw -600030.691946 + Penalty 1932.632855 = -598098.059090 nChanged 90 SP:Iteration 33Q (688.748511 sec): 3 clusters Score: Raw -600075.484364 + Penalty 1932.632855 = -598142.851509 nChanged 82 SP:Iteration 34Q (688.847837 sec): 3 clusters Score: Raw -600109.984042 + Penalty 1932.632855 = -598177.351187 nChanged 58 SP:Iteration 35Q (688.930032 sec): 3 clusters Score: Raw -600132.256149 + Penalty 1932.632855 = -598199.623294 nChanged 54 SP:Iteration 36Q (689.025284 sec): 3 clusters Score: Raw -600147.795077 + Penalty 1932.632855 = -598215.162222 nChanged 44 SP:Iteration 37Q (689.128970 sec): 3 clusters Score: Raw -600158.953066 + Penalty 1932.632855 = -598226.320211 nChanged 39 SP:Iteration 38Q (689.231164 sec): 3 clusters Score: Raw -600166.398695 + Penalty 1932.632855 = -598233.765840 nChanged 28 SP:Iteration 39Q (689.331157 sec): 3 clusters Score: Raw -600170.935405 + Penalty 1932.632855 = -598238.302549 nChanged 21 SP:Iteration 40F (689.426147 sec): 3 clusters Score: Raw -600175.048608 + Penalty 1932.632855 = -598242.415753 nChanged 20 SP:Iteration 41Q (689.532434 sec): 3 clusters Score: Raw -600177.901672 + Penalty 1932.632855 = -598245.268817 nChanged 11 SP:Iteration 42Q (689.609351 sec): 3 clusters Score: Raw -600179.186604 + Penalty 1932.632855 = -598246.553748 nChanged 8 SP:Iteration 43Q (689.707224 sec): 3 clusters Score: Raw -600180.580947 + Penalty 1932.632855 = -598247.948091 nChanged 8 SP:Iteration 44Q (689.815886 sec): 3 clusters Score: Raw -600181.505487 + Penalty 1932.632855 = -598248.872631 nChanged 3 SP:Iteration 45Q (689.897776 sec): 3 clusters Score: Raw -600181.911585 + Penalty 1932.632855 = -598249.278730 nChanged 3 SP:Iteration 46Q (690.006226 sec): 3 clusters Score: Raw -600182.232228 + Penalty 1932.632855 = -598249.599372 nChanged 3 SP:Iteration 47Q (690.085425 sec): 3 clusters Score: Raw -600182.475381 + Penalty 1932.632855 = -598249.842525 nChanged 1 SP:Iteration 48Q (690.196679 sec): 3 clusters Score: Raw -600182.531076 + Penalty 1932.632855 = -598249.898221 nChanged 0 SP:Iteration 49F (690.283229 sec): 3 clusters Score: Raw -600182.531076 + Penalty 1932.632855 = -598249.898221 nChanged 0 Trying to split cluster 18 (785 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (690.334948 sec): 2 clusters Score: Raw -37449.799691 + Penalty 699.896790 = -36749.902901 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (690.414281 sec): 3 clusters Score: Raw -37159.886367 + Penalty 1399.793581 = -35760.092786 nChanged 257 SP:Iteration 1F (690.494399 sec): 3 clusters Score: Raw -37343.489483 + Penalty 1399.793581 = -35943.695903 nChanged 75 SP:Iteration 2F (690.576455 sec): 3 clusters Score: Raw -37425.910847 + Penalty 1399.793581 = -36026.117266 nChanged 50 SP:Iteration 3F (690.681364 sec): 3 clusters Score: Raw -37483.733191 + Penalty 1399.793581 = -36083.939610 nChanged 43 SP:Iteration 4F (690.743379 sec): 3 clusters Score: Raw -37528.370334 + Penalty 1399.793581 = -36128.576753 nChanged 31 SP:Iteration 5Q (690.835932 sec): 3 clusters Score: Raw -37565.170702 + Penalty 1399.793581 = -36165.377122 nChanged 30 SP:Iteration 6Q (690.919901 sec): 3 clusters Score: Raw -37608.192522 + Penalty 1399.793581 = -36208.398941 nChanged 26 SP:Iteration 7Q (691.007583 sec): 3 clusters Score: Raw -37640.559521 + Penalty 1399.793581 = -36240.765940 nChanged 22 SP:Iteration 8Q (691.087216 sec): 3 clusters Score: Raw -37672.342026 + Penalty 1399.793581 = -36272.548446 nChanged 18 SP:Iteration 9Q (691.165346 sec): 3 clusters Score: Raw -37701.235602 + Penalty 1399.793581 = -36301.442021 nChanged 23 SP:Iteration 10Q (691.256616 sec): 3 clusters Score: Raw -37741.956203 + Penalty 1399.793581 = -36342.162623 nChanged 19 SP:Iteration 11Q (691.316393 sec): 3 clusters Score: Raw -37774.300466 + Penalty 1399.793581 = -36374.506886 nChanged 21 SP:Iteration 12Q (691.411751 sec): 3 clusters Score: Raw -37819.111136 + Penalty 1399.793581 = -36419.317556 nChanged 23 SP:Iteration 13Q (691.494645 sec): 3 clusters Score: Raw -37870.069053 + Penalty 1399.793581 = -36470.275473 nChanged 21 SP:Iteration 14Q (691.583495 sec): 3 clusters Score: Raw -37906.932910 + Penalty 1399.793581 = -36507.139329 nChanged 12 SP:Iteration 15Q (691.668127 sec): 3 clusters Score: Raw -37922.571944 + Penalty 1399.793581 = -36522.778363 nChanged 8 SP:Iteration 16Q (691.764331 sec): 3 clusters Score: Raw -37931.026156 + Penalty 1399.793581 = -36531.232575 nChanged 8 SP:Iteration 17Q (691.830104 sec): 3 clusters Score: Raw -37937.821263 + Penalty 1399.793581 = -36538.027682 nChanged 4 SP:Iteration 18Q (691.935469 sec): 3 clusters Score: Raw -37940.546056 + Penalty 1399.793581 = -36540.752476 nChanged 3 SP:Iteration 19Q (692.005487 sec): 3 clusters Score: Raw -37942.535084 + Penalty 1399.793581 = -36542.741503 nChanged 2 SP:Iteration 20F (692.088431 sec): 3 clusters Score: Raw -37944.858263 + Penalty 1399.793581 = -36545.064683 nChanged 2 SP:Iteration 21Q (692.166577 sec): 3 clusters Score: Raw -37947.085433 + Penalty 1399.793581 = -36547.291852 nChanged 2 SP:Iteration 22Q (692.254540 sec): 3 clusters Score: Raw -37948.238170 + Penalty 1399.793581 = -36548.444589 nChanged 0 SP:Iteration 23F (692.345354 sec): 3 clusters Score: Raw -37948.238170 + Penalty 1399.793581 = -36548.444589 nChanged 0 Trying to split cluster 19 (2751 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (692.391450 sec): 2 clusters Score: Raw -168087.293344 + Penalty 831.570575 = -167255.722769 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (692.476820 sec): 3 clusters Score: Raw -166686.889835 + Penalty 1663.141150 = -165023.748686 nChanged 1069 SP:Iteration 1F (692.562049 sec): 3 clusters Score: Raw -167280.023282 + Penalty 1663.141150 = -165616.882133 nChanged 227 SP:Iteration 2F (692.643651 sec): 3 clusters Score: Raw -167438.796928 + Penalty 1663.141150 = -165775.655779 nChanged 165 SP:Iteration 3F (692.720861 sec): 3 clusters Score: Raw -167541.371905 + Penalty 1663.141150 = -165878.230756 nChanged 131 SP:Iteration 4Q (692.809090 sec): 3 clusters Score: Raw -167619.784958 + Penalty 1663.141150 = -165956.643808 nChanged 127 SP:Iteration 5Q (692.907999 sec): 3 clusters Score: Raw -167699.848375 + Penalty 1663.141150 = -166036.707225 nChanged 118 SP:Iteration 6Q (692.994536 sec): 3 clusters Score: Raw -167798.069940 + Penalty 1663.141150 = -166134.928790 nChanged 119 SP:Iteration 7Q (693.081377 sec): 3 clusters Score: Raw -167907.113060 + Penalty 1663.141150 = -166243.971911 nChanged 117 SP:Iteration 8Q (693.170802 sec): 3 clusters Score: Raw -168007.973507 + Penalty 1663.141150 = -166344.832357 nChanged 107 SP:Iteration 9Q (693.236336 sec): 3 clusters Score: Raw -168104.507153 + Penalty 1663.141150 = -166441.366004 nChanged 100 SP:Iteration 10Q (693.328300 sec): 3 clusters Score: Raw -168183.148194 + Penalty 1663.141150 = -166520.007045 nChanged 96 SP:Iteration 11Q (693.404995 sec): 3 clusters Score: Raw -168243.124731 + Penalty 1663.141150 = -166579.983581 nChanged 87 SP:Iteration 12Q (693.489331 sec): 3 clusters Score: Raw -168295.379170 + Penalty 1663.141150 = -166632.238020 nChanged 71 SP:Iteration 13Q (693.575768 sec): 3 clusters Score: Raw -168331.315130 + Penalty 1663.141150 = -166668.173981 nChanged 47 SP:Iteration 14Q (693.681600 sec): 3 clusters Score: Raw -168354.595320 + Penalty 1663.141150 = -166691.454170 nChanged 41 SP:Iteration 15Q (693.770194 sec): 3 clusters Score: Raw -168367.633762 + Penalty 1663.141150 = -166704.492612 nChanged 24 SP:Iteration 16Q (693.861167 sec): 3 clusters Score: Raw -168372.901673 + Penalty 1663.141150 = -166709.760523 nChanged 18 SP:Iteration 17Q (693.937199 sec): 3 clusters Score: Raw -168378.076866 + Penalty 1663.141150 = -166714.935717 nChanged 13 SP:Iteration 18Q (694.020056 sec): 3 clusters Score: Raw -168382.863240 + Penalty 1663.141150 = -166719.722090 nChanged 15 SP:Iteration 19Q (694.117372 sec): 3 clusters Score: Raw -168388.813009 + Penalty 1663.141150 = -166725.671859 nChanged 18 SP:Iteration 20F (694.202538 sec): 3 clusters Score: Raw -168396.177940 + Penalty 1663.141150 = -166733.036790 nChanged 20 SP:Iteration 21Q (694.278570 sec): 3 clusters Score: Raw -168401.775590 + Penalty 1663.141150 = -166738.634440 nChanged 17 SP:Iteration 22Q (694.357498 sec): 3 clusters Score: Raw -168408.093645 + Penalty 1663.141150 = -166744.952495 nChanged 16 SP:Iteration 23Q (694.461551 sec): 3 clusters Score: Raw -168413.268879 + Penalty 1663.141150 = -166750.127729 nChanged 14 SP:Iteration 24Q (694.541204 sec): 3 clusters Score: Raw -168416.868233 + Penalty 1663.141150 = -166753.727083 nChanged 7 SP:Iteration 25Q (694.623459 sec): 3 clusters Score: Raw -168418.906063 + Penalty 1663.141150 = -166755.764914 nChanged 6 SP:Iteration 26Q (694.711486 sec): 3 clusters Score: Raw -168420.314978 + Penalty 1663.141150 = -166757.173828 nChanged 4 SP:Iteration 27Q (694.798663 sec): 3 clusters Score: Raw -168421.658541 + Penalty 1663.141150 = -166758.517391 nChanged 2 SP:Iteration 28Q (694.868969 sec): 3 clusters Score: Raw -168422.053322 + Penalty 1663.141150 = -166758.912173 nChanged 1 SP:Iteration 29Q (694.953030 sec): 3 clusters Score: Raw -168422.225867 + Penalty 1663.141150 = -166759.084717 nChanged 0 SP:Iteration 30F (695.055638 sec): 3 clusters Score: Raw -168422.225867 + Penalty 1663.141150 = -166759.084717 nChanged 0 Trying to split cluster 20 (4641 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (695.106812 sec): 2 clusters Score: Raw -281311.984195 + Penalty 886.481940 = -280425.502256 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (695.203239 sec): 3 clusters Score: Raw -278830.804061 + Penalty 1772.963879 = -277057.840182 nChanged 1939 SP:Iteration 1F (695.294765 sec): 3 clusters Score: Raw -279926.432709 + Penalty 1772.963879 = -278153.468830 nChanged 323 SP:Iteration 2F (695.379241 sec): 3 clusters Score: Raw -280082.663834 + Penalty 1772.963879 = -278309.699955 nChanged 241 SP:Iteration 3F (695.456121 sec): 3 clusters Score: Raw -280194.499921 + Penalty 1772.963879 = -278421.536042 nChanged 194 SP:Iteration 4Q (695.541531 sec): 3 clusters Score: Raw -280286.893064 + Penalty 1772.963879 = -278513.929185 nChanged 180 SP:Iteration 5Q (695.627686 sec): 3 clusters Score: Raw -280373.127087 + Penalty 1772.963879 = -278600.163208 nChanged 178 SP:Iteration 6Q (695.722328 sec): 3 clusters Score: Raw -280446.992768 + Penalty 1772.963879 = -278674.028888 nChanged 146 SP:Iteration 7Q (695.809635 sec): 3 clusters Score: Raw -280504.331555 + Penalty 1772.963879 = -278731.367676 nChanged 125 SP:Iteration 8Q (695.904330 sec): 3 clusters Score: Raw -280555.735440 + Penalty 1772.963879 = -278782.771561 nChanged 98 SP:Iteration 9Q (695.977989 sec): 3 clusters Score: Raw -280593.185648 + Penalty 1772.963879 = -278820.221769 nChanged 95 SP:Iteration 10Q (696.072022 sec): 3 clusters Score: Raw -280625.847120 + Penalty 1772.963879 = -278852.883241 nChanged 94 SP:Iteration 11Q (696.158453 sec): 3 clusters Score: Raw -280657.763616 + Penalty 1772.963879 = -278884.799737 nChanged 85 SP:Iteration 12Q (696.251671 sec): 3 clusters Score: Raw -280693.523440 + Penalty 1772.963879 = -278920.559560 nChanged 100 SP:Iteration 13Q (696.349991 sec): 3 clusters Score: Raw -280736.975811 + Penalty 1772.963879 = -278964.011932 nChanged 90 SP:Iteration 14Q (696.436369 sec): 3 clusters Score: Raw -280778.914403 + Penalty 1772.963879 = -279005.950524 nChanged 81 SP:Iteration 15Q (696.528995 sec): 3 clusters Score: Raw -280827.922089 + Penalty 1772.963879 = -279054.958210 nChanged 89 SP:Iteration 16Q (696.596628 sec): 3 clusters Score: Raw -280876.047462 + Penalty 1772.963879 = -279103.083583 nChanged 84 SP:Iteration 17Q (696.707612 sec): 3 clusters Score: Raw -280918.085885 + Penalty 1772.963879 = -279145.122006 nChanged 68 SP:Iteration 18Q (696.796311 sec): 3 clusters Score: Raw -280946.745457 + Penalty 1772.963879 = -279173.781578 nChanged 63 SP:Iteration 19Q (696.882051 sec): 3 clusters Score: Raw -280977.860648 + Penalty 1772.963879 = -279204.896769 nChanged 67 SP:Iteration 20F (696.968933 sec): 3 clusters Score: Raw -281011.211742 + Penalty 1772.963879 = -279238.247863 nChanged 64 SP:Iteration 21Q (697.061109 sec): 3 clusters Score: Raw -281050.545588 + Penalty 1772.963879 = -279277.581709 nChanged 54 SP:Iteration 22Q (697.155736 sec): 3 clusters Score: Raw -281085.342823 + Penalty 1772.963879 = -279312.378944 nChanged 47 SP:Iteration 23Q (697.236819 sec): 3 clusters Score: Raw -281121.154994 + Penalty 1772.963879 = -279348.191115 nChanged 46 SP:Iteration 24Q (697.325558 sec): 3 clusters Score: Raw -281160.869287 + Penalty 1772.963879 = -279387.905408 nChanged 58 SP:Iteration 25Q (697.407544 sec): 3 clusters Score: Raw -281209.008664 + Penalty 1772.963879 = -279436.044785 nChanged 50 SP:Iteration 26Q (697.512937 sec): 3 clusters Score: Raw -281234.548244 + Penalty 1772.963879 = -279461.584365 nChanged 46 SP:Iteration 27Q (697.592711 sec): 3 clusters Score: Raw -281257.013423 + Penalty 1772.963879 = -279484.049544 nChanged 36 SP:Iteration 28Q (697.675615 sec): 3 clusters Score: Raw -281280.637271 + Penalty 1772.963879 = -279507.673392 nChanged 38 SP:Iteration 29Q (697.783101 sec): 3 clusters Score: Raw -281307.118975 + Penalty 1772.963879 = -279534.155096 nChanged 40 SP:Iteration 30Q (697.852920 sec): 3 clusters Score: Raw -281329.069343 + Penalty 1772.963879 = -279556.105464 nChanged 36 SP:Iteration 31Q (697.953043 sec): 3 clusters Score: Raw -281347.976316 + Penalty 1772.963879 = -279575.012437 nChanged 25 SP:Iteration 32Q (698.040499 sec): 3 clusters Score: Raw -281358.968009 + Penalty 1772.963879 = -279586.004130 nChanged 26 SP:Iteration 33Q (698.138054 sec): 3 clusters Score: Raw -281371.238242 + Penalty 1772.963879 = -279598.274363 nChanged 29 SP:Iteration 34Q (698.225695 sec): 3 clusters Score: Raw -281386.712223 + Penalty 1772.963879 = -279613.748344 nChanged 27 SP:Iteration 35Q (698.307524 sec): 3 clusters Score: Raw -281398.788591 + Penalty 1772.963879 = -279625.824712 nChanged 20 SP:Iteration 36Q (698.394877 sec): 3 clusters Score: Raw -281408.676207 + Penalty 1772.963879 = -279635.712328 nChanged 19 SP:Iteration 37Q (698.470884 sec): 3 clusters Score: Raw -281417.689752 + Penalty 1772.963879 = -279644.725873 nChanged 16 SP:Iteration 38Q (698.564716 sec): 3 clusters Score: Raw -281423.996256 + Penalty 1772.963879 = -279651.032377 nChanged 13 SP:Iteration 39Q (698.643603 sec): 3 clusters Score: Raw -281427.983355 + Penalty 1772.963879 = -279655.019476 nChanged 5 SP:Iteration 40F (698.729867 sec): 3 clusters Score: Raw -281429.083662 + Penalty 1772.963879 = -279656.119782 nChanged 2 SP:Iteration 41Q (698.834766 sec): 3 clusters Score: Raw -281430.020733 + Penalty 1772.963879 = -279657.056854 nChanged 3 SP:Iteration 42Q (698.899655 sec): 3 clusters Score: Raw -281430.567776 + Penalty 1772.963879 = -279657.603897 nChanged 4 SP:Iteration 43Q (698.996505 sec): 3 clusters Score: Raw -281432.292397 + Penalty 1772.963879 = -279659.328518 nChanged 5 SP:Iteration 44Q (699.071666 sec): 3 clusters Score: Raw -281433.814537 + Penalty 1772.963879 = -279660.850658 nChanged 5 SP:Iteration 45Q (699.182045 sec): 3 clusters Score: Raw -281436.538328 + Penalty 1772.963879 = -279663.574449 nChanged 12 SP:Iteration 46Q (699.259498 sec): 3 clusters Score: Raw -281444.301420 + Penalty 1772.963879 = -279671.337540 nChanged 14 SP:Iteration 47Q (699.351321 sec): 3 clusters Score: Raw -281452.064233 + Penalty 1772.963879 = -279679.100354 nChanged 16 SP:Iteration 48Q (699.443825 sec): 3 clusters Score: Raw -281458.610135 + Penalty 1772.963879 = -279685.646256 nChanged 12 SP:Iteration 49Q (699.532884 sec): 3 clusters Score: Raw -281463.638976 + Penalty 1772.963879 = -279690.675097 nChanged 8 SP:Iteration 50Q (699.628297 sec): 3 clusters Score: Raw -281467.594294 + Penalty 1772.963879 = -279694.630415 nChanged 10 SP:Iteration 51Q (699.705592 sec): 3 clusters Score: Raw -281472.367542 + Penalty 1772.963879 = -279699.403662 nChanged 12 SP:Iteration 52Q (699.798307 sec): 3 clusters Score: Raw -281478.892537 + Penalty 1772.963879 = -279705.928658 nChanged 14 SP:Iteration 53Q (699.894959 sec): 3 clusters Score: Raw -281485.739884 + Penalty 1772.963879 = -279712.776005 nChanged 11 SP:Iteration 54Q (699.980798 sec): 3 clusters Score: Raw -281491.658371 + Penalty 1772.963879 = -279718.694492 nChanged 13 SP:Iteration 55Q (700.072061 sec): 3 clusters Score: Raw -281499.612030 + Penalty 1772.963879 = -279726.648151 nChanged 18 SP:Iteration 56Q (700.155996 sec): 3 clusters Score: Raw -281508.030388 + Penalty 1772.963879 = -279735.066509 nChanged 14 SP:Iteration 57Q (700.246716 sec): 3 clusters Score: Raw -281512.949261 + Penalty 1772.963879 = -279739.985382 nChanged 8 SP:Iteration 58Q (700.351012 sec): 3 clusters Score: Raw -281515.930493 + Penalty 1772.963879 = -279742.966613 nChanged 4 SP:Iteration 59Q (700.428019 sec): 3 clusters Score: Raw -281517.725987 + Penalty 1772.963879 = -279744.762107 nChanged 8 SP:Iteration 60F (700.509983 sec): 3 clusters Score: Raw -281520.399084 + Penalty 1772.963879 = -279747.435204 nChanged 9 SP:Iteration 61Q (700.596978 sec): 3 clusters Score: Raw -281523.154582 + Penalty 1772.963879 = -279750.190703 nChanged 10 SP:Iteration 62Q (700.706530 sec): 3 clusters Score: Raw -281526.005745 + Penalty 1772.963879 = -279753.041866 nChanged 9 SP:Iteration 63Q (700.785345 sec): 3 clusters Score: Raw -281529.095874 + Penalty 1772.963879 = -279756.131995 nChanged 9 SP:Iteration 64Q (700.876366 sec): 3 clusters Score: Raw -281532.054658 + Penalty 1772.963879 = -279759.090779 nChanged 6 SP:Iteration 65Q (700.972316 sec): 3 clusters Score: Raw -281534.319044 + Penalty 1772.963879 = -279761.355165 nChanged 4 SP:Iteration 66Q (701.047878 sec): 3 clusters Score: Raw -281535.724997 + Penalty 1772.963879 = -279762.761118 nChanged 1 SP:Iteration 67Q (701.138735 sec): 3 clusters Score: Raw -281536.094014 + Penalty 1772.963879 = -279763.130134 nChanged 1 SP:Iteration 68Q (701.223014 sec): 3 clusters Score: Raw -281536.241819 + Penalty 1772.963879 = -279763.277940 nChanged 0 SP:Iteration 69F (701.310643 sec): 3 clusters Score: Raw -281536.241819 + Penalty 1772.963879 = -279763.277940 nChanged 0 Trying to split cluster 21 (1869 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (701.365697 sec): 2 clusters Score: Raw -109289.335096 + Penalty 790.981675 = -108498.353421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (701.438822 sec): 3 clusters Score: Raw -108420.556434 + Penalty 1581.963350 = -106838.593085 nChanged 704 SP:Iteration 1F (701.527980 sec): 3 clusters Score: Raw -108883.343468 + Penalty 1581.963350 = -107301.380119 nChanged 166 SP:Iteration 2F (701.586303 sec): 3 clusters Score: Raw -109015.288999 + Penalty 1581.963350 = -107433.325650 nChanged 125 SP:Iteration 3F (701.678608 sec): 3 clusters Score: Raw -109105.175323 + Penalty 1581.963350 = -107523.211974 nChanged 88 SP:Iteration 4Q (701.754812 sec): 3 clusters Score: Raw -109176.171601 + Penalty 1581.963350 = -107594.208251 nChanged 83 SP:Iteration 5Q (701.853060 sec): 3 clusters Score: Raw -109244.882687 + Penalty 1581.963350 = -107662.919338 nChanged 73 SP:Iteration 6Q (701.919809 sec): 3 clusters Score: Raw -109312.942618 + Penalty 1581.963350 = -107730.979269 nChanged 71 SP:Iteration 7Q (702.004883 sec): 3 clusters Score: Raw -109361.488691 + Penalty 1581.963350 = -107779.525341 nChanged 66 SP:Iteration 8Q (702.094350 sec): 3 clusters Score: Raw -109408.989669 + Penalty 1581.963350 = -107827.026320 nChanged 41 SP:Iteration 9Q (702.176749 sec): 3 clusters Score: Raw -109441.473283 + Penalty 1581.963350 = -107859.509933 nChanged 33 SP:Iteration 10Q (702.270169 sec): 3 clusters Score: Raw -109467.506049 + Penalty 1581.963350 = -107885.542699 nChanged 21 SP:Iteration 11Q (702.351154 sec): 3 clusters Score: Raw -109483.416235 + Penalty 1581.963350 = -107901.452885 nChanged 32 SP:Iteration 12Q (702.442616 sec): 3 clusters Score: Raw -109511.132213 + Penalty 1581.963350 = -107929.168863 nChanged 28 SP:Iteration 13Q (702.530594 sec): 3 clusters Score: Raw -109532.680758 + Penalty 1581.963350 = -107950.717409 nChanged 30 SP:Iteration 14Q (702.605976 sec): 3 clusters Score: Raw -109545.073889 + Penalty 1581.963350 = -107963.110540 nChanged 19 SP:Iteration 15Q (702.683249 sec): 3 clusters Score: Raw -109555.699022 + Penalty 1581.963350 = -107973.735673 nChanged 12 SP:Iteration 16Q (702.779922 sec): 3 clusters Score: Raw -109562.714483 + Penalty 1581.963350 = -107980.751134 nChanged 13 SP:Iteration 17Q (702.868175 sec): 3 clusters Score: Raw -109569.345591 + Penalty 1581.963350 = -107987.382241 nChanged 12 SP:Iteration 18Q (702.958683 sec): 3 clusters Score: Raw -109574.554552 + Penalty 1581.963350 = -107992.591202 nChanged 6 SP:Iteration 19Q (703.038360 sec): 3 clusters Score: Raw -109577.098637 + Penalty 1581.963350 = -107995.135288 nChanged 6 SP:Iteration 20F (703.111851 sec): 3 clusters Score: Raw -109579.322279 + Penalty 1581.963350 = -107997.358929 nChanged 6 SP:Iteration 21Q (703.196364 sec): 3 clusters Score: Raw -109581.135545 + Penalty 1581.963350 = -107999.172196 nChanged 2 SP:Iteration 22Q (703.300268 sec): 3 clusters Score: Raw -109581.790469 + Penalty 1581.963350 = -107999.827119 nChanged 1 SP:Iteration 23Q (703.364224 sec): 3 clusters Score: Raw -109581.955819 + Penalty 1581.963350 = -107999.992470 nChanged 0 SP:Iteration 24F (703.473629 sec): 3 clusters Score: Raw -109581.955819 + Penalty 1581.963350 = -107999.992470 nChanged 0 Trying to split cluster 22 (1081 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (703.501262 sec): 2 clusters Score: Raw -50920.968149 + Penalty 733.492391 = -50187.475758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (703.600230 sec): 3 clusters Score: Raw -50539.071836 + Penalty 1466.984782 = -49072.087055 nChanged 350 SP:Iteration 1F (703.676920 sec): 3 clusters Score: Raw -50871.655533 + Penalty 1466.984782 = -49404.670751 nChanged 110 SP:Iteration 2F (703.772377 sec): 3 clusters Score: Raw -51009.184279 + Penalty 1466.984782 = -49542.199497 nChanged 89 SP:Iteration 3F (703.858185 sec): 3 clusters Score: Raw -51129.148572 + Penalty 1466.984782 = -49662.163790 nChanged 54 SP:Iteration 4Q (703.934077 sec): 3 clusters Score: Raw -51194.379243 + Penalty 1466.984782 = -49727.394461 nChanged 42 SP:Iteration 5Q (704.021467 sec): 3 clusters Score: Raw -51251.800549 + Penalty 1466.984782 = -49784.815768 nChanged 27 SP:Iteration 6Q (704.113430 sec): 3 clusters Score: Raw -51309.149803 + Penalty 1466.984782 = -49842.165021 nChanged 27 SP:Iteration 7Q (704.176986 sec): 3 clusters Score: Raw -51347.482486 + Penalty 1466.984782 = -49880.497705 nChanged 19 SP:Iteration 8Q (704.264170 sec): 3 clusters Score: Raw -51374.490034 + Penalty 1466.984782 = -49907.505253 nChanged 20 SP:Iteration 9Q (704.350740 sec): 3 clusters Score: Raw -51403.617881 + Penalty 1466.984782 = -49936.633099 nChanged 17 SP:Iteration 10Q (704.444807 sec): 3 clusters Score: Raw -51420.261073 + Penalty 1466.984782 = -49953.276291 nChanged 14 SP:Iteration 11Q (704.521474 sec): 3 clusters Score: Raw -51429.172828 + Penalty 1466.984782 = -49962.188046 nChanged 8 SP:Iteration 12Q (704.604471 sec): 3 clusters Score: Raw -51433.382276 + Penalty 1466.984782 = -49966.397495 nChanged 3 SP:Iteration 13Q (704.688746 sec): 3 clusters Score: Raw -51435.021322 + Penalty 1466.984782 = -49968.036540 nChanged 3 SP:Iteration 14Q (704.782914 sec): 3 clusters Score: Raw -51436.721437 + Penalty 1466.984782 = -49969.736656 nChanged 4 SP:Iteration 15Q (704.855119 sec): 3 clusters Score: Raw -51440.413572 + Penalty 1466.984782 = -49973.428790 nChanged 6 SP:Iteration 16Q (704.949364 sec): 3 clusters Score: Raw -51444.605997 + Penalty 1466.984782 = -49977.621215 nChanged 4 SP:Iteration 17Q (705.024745 sec): 3 clusters Score: Raw -51446.300462 + Penalty 1466.984782 = -49979.315681 nChanged 4 SP:Iteration 18Q (705.100840 sec): 3 clusters Score: Raw -51449.181823 + Penalty 1466.984782 = -49982.197041 nChanged 2 SP:Iteration 19Q (705.189219 sec): 3 clusters Score: Raw -51450.886019 + Penalty 1466.984782 = -49983.901237 nChanged 2 SP:Iteration 20F (705.281697 sec): 3 clusters Score: Raw -51451.489638 + Penalty 1466.984782 = -49984.504856 nChanged 0 Trying to split cluster 23 (9551 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (705.340599 sec): 2 clusters Score: Raw -578829.142976 + Penalty 962.262120 = -577866.880856 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (705.457495 sec): 3 clusters Score: Raw -573273.957791 + Penalty 1924.524239 = -571349.433552 nChanged 4204 SP:Iteration 1F (705.593592 sec): 3 clusters Score: Raw -575540.540179 + Penalty 1924.524239 = -573616.015940 nChanged 492 SP:Iteration 2F (705.702867 sec): 3 clusters Score: Raw -575764.423450 + Penalty 1924.524239 = -573839.899211 nChanged 494 SP:Iteration 3F (705.805482 sec): 3 clusters Score: Raw -575988.451592 + Penalty 1924.524239 = -574063.927353 nChanged 471 SP:Iteration 4Q (705.914242 sec): 3 clusters Score: Raw -576222.837325 + Penalty 1924.524239 = -574298.313085 nChanged 466 SP:Iteration 5Q (706.017251 sec): 3 clusters Score: Raw -576459.444614 + Penalty 1924.524239 = -574534.920375 nChanged 484 SP:Iteration 6F (706.107376 sec): 3 clusters Score: Raw -576684.226778 + Penalty 1924.524239 = -574759.702539 nChanged 419 SP:Iteration 7Q (706.206431 sec): 3 clusters Score: Raw -576860.415083 + Penalty 1924.524239 = -574935.890844 nChanged 365 SP:Iteration 8Q (706.298729 sec): 3 clusters Score: Raw -577006.008496 + Penalty 1924.524239 = -575081.484256 nChanged 326 SP:Iteration 9Q (706.405457 sec): 3 clusters Score: Raw -577153.480877 + Penalty 1924.524239 = -575228.956638 nChanged 279 SP:Iteration 10Q (706.501131 sec): 3 clusters Score: Raw -577280.429887 + Penalty 1924.524239 = -575355.905648 nChanged 267 SP:Iteration 11Q (706.604238 sec): 3 clusters Score: Raw -577390.919342 + Penalty 1924.524239 = -575466.395103 nChanged 233 SP:Iteration 12Q (706.713614 sec): 3 clusters Score: Raw -577502.629721 + Penalty 1924.524239 = -575578.105482 nChanged 228 SP:Iteration 13Q (706.800129 sec): 3 clusters Score: Raw -577607.182034 + Penalty 1924.524239 = -575682.657795 nChanged 205 SP:Iteration 14Q (706.882474 sec): 3 clusters Score: Raw -577692.399055 + Penalty 1924.524239 = -575767.874815 nChanged 174 SP:Iteration 15Q (706.984093 sec): 3 clusters Score: Raw -577760.680333 + Penalty 1924.524239 = -575836.156093 nChanged 175 SP:Iteration 16Q (707.084660 sec): 3 clusters Score: Raw -577825.884578 + Penalty 1924.524239 = -575901.360339 nChanged 161 SP:Iteration 17Q (707.179100 sec): 3 clusters Score: Raw -577890.323118 + Penalty 1924.524239 = -575965.798878 nChanged 166 SP:Iteration 18Q (707.284956 sec): 3 clusters Score: Raw -577959.852130 + Penalty 1924.524239 = -576035.327890 nChanged 166 SP:Iteration 19Q (707.361430 sec): 3 clusters Score: Raw -578026.651780 + Penalty 1924.524239 = -576102.127541 nChanged 173 SP:Iteration 20F (707.456411 sec): 3 clusters Score: Raw -578094.782811 + Penalty 1924.524239 = -576170.258571 nChanged 165 SP:Iteration 21Q (707.565070 sec): 3 clusters Score: Raw -578161.741540 + Penalty 1924.524239 = -576237.217300 nChanged 155 SP:Iteration 22Q (707.673152 sec): 3 clusters Score: Raw -578223.966981 + Penalty 1924.524239 = -576299.442742 nChanged 141 SP:Iteration 23Q (707.749560 sec): 3 clusters Score: Raw -578271.590690 + Penalty 1924.524239 = -576347.066450 nChanged 133 SP:Iteration 24Q (707.837779 sec): 3 clusters Score: Raw -578321.143453 + Penalty 1924.524239 = -576396.619214 nChanged 128 SP:Iteration 25Q (707.940380 sec): 3 clusters Score: Raw -578371.217224 + Penalty 1924.524239 = -576446.692985 nChanged 128 SP:Iteration 26Q (708.045015 sec): 3 clusters Score: Raw -578425.070319 + Penalty 1924.524239 = -576500.546080 nChanged 110 SP:Iteration 27Q (708.135961 sec): 3 clusters Score: Raw -578477.652741 + Penalty 1924.524239 = -576553.128502 nChanged 107 SP:Iteration 28Q (708.232698 sec): 3 clusters Score: Raw -578522.750102 + Penalty 1924.524239 = -576598.225862 nChanged 99 SP:Iteration 29Q (708.335115 sec): 3 clusters Score: Raw -578562.221371 + Penalty 1924.524239 = -576637.697131 nChanged 73 SP:Iteration 30Q (708.426058 sec): 3 clusters Score: Raw -578588.592019 + Penalty 1924.524239 = -576664.067779 nChanged 73 SP:Iteration 31Q (708.499169 sec): 3 clusters Score: Raw -578616.879879 + Penalty 1924.524239 = -576692.355639 nChanged 73 SP:Iteration 32Q (708.608526 sec): 3 clusters Score: Raw -578645.234932 + Penalty 1924.524239 = -576720.710692 nChanged 67 SP:Iteration 33Q (708.705817 sec): 3 clusters Score: Raw -578675.595258 + Penalty 1924.524239 = -576751.071019 nChanged 71 SP:Iteration 34Q (708.788198 sec): 3 clusters Score: Raw -578712.108805 + Penalty 1924.524239 = -576787.584565 nChanged 70 SP:Iteration 35Q (708.896517 sec): 3 clusters Score: Raw -578752.612379 + Penalty 1924.524239 = -576828.088140 nChanged 59 SP:Iteration 36Q (708.967566 sec): 3 clusters Score: Raw -578782.849376 + Penalty 1924.524239 = -576858.325136 nChanged 57 SP:Iteration 37Q (709.061767 sec): 3 clusters Score: Raw -578816.250004 + Penalty 1924.524239 = -576891.725764 nChanged 59 SP:Iteration 38Q (709.166758 sec): 3 clusters Score: Raw -578852.975950 + Penalty 1924.524239 = -576928.451711 nChanged 58 SP:Iteration 39Q (709.268395 sec): 3 clusters Score: Raw -578889.413964 + Penalty 1924.524239 = -576964.889724 nChanged 54 SP:Iteration 40F (709.375853 sec): 3 clusters Score: Raw -578926.051481 + Penalty 1924.524239 = -577001.527241 nChanged 51 SP:Iteration 41Q (709.458923 sec): 3 clusters Score: Raw -578960.278085 + Penalty 1924.524239 = -577035.753846 nChanged 42 SP:Iteration 42Q (709.576491 sec): 3 clusters Score: Raw -578982.785328 + Penalty 1924.524239 = -577058.261088 nChanged 33 SP:Iteration 43Q (709.671740 sec): 3 clusters Score: Raw -579000.518070 + Penalty 1924.524239 = -577075.993831 nChanged 26 SP:Iteration 44Q (709.744804 sec): 3 clusters Score: Raw -579020.491516 + Penalty 1924.524239 = -577095.967277 nChanged 28 SP:Iteration 45Q (709.854354 sec): 3 clusters Score: Raw -579043.346858 + Penalty 1924.524239 = -577118.822619 nChanged 23 SP:Iteration 46Q (709.932128 sec): 3 clusters Score: Raw -579057.020606 + Penalty 1924.524239 = -577132.496367 nChanged 19 SP:Iteration 47Q (710.050718 sec): 3 clusters Score: Raw -579065.796004 + Penalty 1924.524239 = -577141.271764 nChanged 11 SP:Iteration 48Q (710.126181 sec): 3 clusters Score: Raw -579071.341916 + Penalty 1924.524239 = -577146.817676 nChanged 13 SP:Iteration 49Q (710.233517 sec): 3 clusters Score: Raw -579079.172877 + Penalty 1924.524239 = -577154.648637 nChanged 8 SP:Iteration 50Q (710.330143 sec): 3 clusters Score: Raw -579083.161326 + Penalty 1924.524239 = -577158.637086 nChanged 7 SP:Iteration 51Q (710.402280 sec): 3 clusters Score: Raw -579086.965959 + Penalty 1924.524239 = -577162.441719 nChanged 6 SP:Iteration 52Q (710.506142 sec): 3 clusters Score: Raw -579089.154435 + Penalty 1924.524239 = -577164.630195 nChanged 7 SP:Iteration 53Q (710.611211 sec): 3 clusters Score: Raw -579093.101233 + Penalty 1924.524239 = -577168.576993 nChanged 13 SP:Iteration 54Q (710.686796 sec): 3 clusters Score: Raw -579099.327313 + Penalty 1924.524239 = -577174.803073 nChanged 10 SP:Iteration 55Q (710.782079 sec): 3 clusters Score: Raw -579102.652343 + Penalty 1924.524239 = -577178.128104 nChanged 4 SP:Iteration 56Q (710.876779 sec): 3 clusters Score: Raw -579105.075723 + Penalty 1924.524239 = -577180.551484 nChanged 4 SP:Iteration 57Q (710.970505 sec): 3 clusters Score: Raw -579107.250207 + Penalty 1924.524239 = -577182.725968 nChanged 3 SP:Iteration 58Q (711.067151 sec): 3 clusters Score: Raw -579108.898629 + Penalty 1924.524239 = -577184.374390 nChanged 6 SP:Iteration 59Q (711.170217 sec): 3 clusters Score: Raw -579111.943487 + Penalty 1924.524239 = -577187.419248 nChanged 8 SP:Iteration 60F (711.272473 sec): 3 clusters Score: Raw -579115.626437 + Penalty 1924.524239 = -577191.102198 nChanged 8 SP:Iteration 61Q (711.363988 sec): 3 clusters Score: Raw -579119.385870 + Penalty 1924.524239 = -577194.861631 nChanged 6 SP:Iteration 62Q (711.460625 sec): 3 clusters Score: Raw -579122.263421 + Penalty 1924.524239 = -577197.739181 nChanged 2 SP:Iteration 63Q (711.573966 sec): 3 clusters Score: Raw -579122.934667 + Penalty 1924.524239 = -577198.410428 nChanged 0 SP:Iteration 64F (711.649831 sec): 3 clusters Score: Raw -579122.934667 + Penalty 1924.524239 = -577198.410428 nChanged 0 Iteration 259Q (713.325548 sec): 24 clusters Score: Raw -4234262.744070 + Penalty 27202.534966 = -4207060.209103 nChanged 58 Iteration 260F (715.354258 sec): 24 clusters Score: Raw -4234267.673080 + Penalty 27202.534966 = -4207065.138114 nChanged 55 Iteration 261Q (716.890951 sec): 24 clusters Score: Raw -4234274.691923 + Penalty 27202.534966 = -4207072.156957 nChanged 60 Iteration 262Q (718.439729 sec): 24 clusters Score: Raw -4234281.607542 + Penalty 27202.534966 = -4207079.072576 nChanged 54 Iteration 263Q (719.969842 sec): 24 clusters Score: Raw -4234286.068398 + Penalty 27202.534966 = -4207083.533432 nChanged 38 Iteration 264Q (721.492504 sec): 24 clusters Score: Raw -4234289.453116 + Penalty 27202.534966 = -4207086.918150 nChanged 42 Iteration 265Q (722.989799 sec): 24 clusters Score: Raw -4234292.971629 + Penalty 27202.534966 = -4207090.436662 nChanged 34 Iteration 266Q (724.473382 sec): 24 clusters Score: Raw -4234295.309449 + Penalty 27202.534966 = -4207092.774483 nChanged 29 Iteration 267Q (725.972789 sec): 24 clusters Score: Raw -4234297.624147 + Penalty 27202.534966 = -4207095.089181 nChanged 27 Iteration 268Q (727.476444 sec): 24 clusters Score: Raw -4234300.339811 + Penalty 27202.534966 = -4207097.804845 nChanged 32 Iteration 269Q (728.978718 sec): 24 clusters Score: Raw -4234302.470042 + Penalty 27202.534966 = -4207099.935076 nChanged 27 Iteration 270Q (730.467426 sec): 24 clusters Score: Raw -4234304.670407 + Penalty 27202.534966 = -4207102.135440 nChanged 28 Iteration 271Q (732.134017 sec): 24 clusters Score: Raw -4234306.987933 + Penalty 27202.534966 = -4207104.452967 nChanged 24 Iteration 272Q (733.509448 sec): 24 clusters Score: Raw -4234308.812071 + Penalty 27202.534966 = -4207106.277104 nChanged 23 Iteration 273Q (734.933943 sec): 24 clusters Score: Raw -4234310.467780 + Penalty 27202.534966 = -4207107.932813 nChanged 19 Iteration 274Q (736.351586 sec): 24 clusters Score: Raw -4234311.682956 + Penalty 27202.534966 = -4207109.147989 nChanged 15 Iteration 275Q (737.812185 sec): 24 clusters Score: Raw -4234313.290028 + Penalty 27202.534966 = -4207110.755062 nChanged 19 Iteration 276Q (739.266974 sec): 24 clusters Score: Raw -4234315.016647 + Penalty 27202.534966 = -4207112.481680 nChanged 18 Iteration 277Q (740.741890 sec): 24 clusters Score: Raw -4234316.708599 + Penalty 27202.534966 = -4207114.173632 nChanged 15 Iteration 278Q (742.219986 sec): 24 clusters Score: Raw -4234318.207196 + Penalty 27202.534966 = -4207115.672230 nChanged 16 Iteration 279Q (743.775793 sec): 24 clusters Score: Raw -4234319.276446 + Penalty 27202.534966 = -4207116.741479 nChanged 7 Iteration 280F (745.750539 sec): 24 clusters Score: Raw -4234319.734859 + Penalty 27202.534966 = -4207117.199892 nChanged 5 Iteration 281Q (747.282611 sec): 24 clusters Score: Raw -4234320.156619 + Penalty 27202.534966 = -4207117.621653 nChanged 5 Iteration 282Q (748.779050 sec): 24 clusters Score: Raw -4234320.331868 + Penalty 27202.534966 = -4207117.796902 nChanged 2 Iteration 283Q (750.284544 sec): 24 clusters Score: Raw -4234320.390471 + Penalty 27202.534966 = -4207117.855505 nChanged 0 Iteration 284F (752.336641 sec): 24 clusters Score: Raw -4234320.390471 + Penalty 27202.534966 = -4207117.855505 nChanged 0 Compute initial score before splitting: Score: Raw -4234320.390471 + Penalty 27202.534966 = -4207117.855505 Trying to split cluster 1 (2330 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (752.426963 sec): 2 clusters Score: Raw -113956.592757 + Penalty 814.130472 = -113142.462285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (752.529673 sec): 3 clusters Score: Raw -112839.668024 + Penalty 1628.260945 = -111211.407079 nChanged 914 SP:Iteration 1F (752.611581 sec): 3 clusters Score: Raw -113477.737541 + Penalty 1628.260945 = -111849.476596 nChanged 227 SP:Iteration 2F (752.699454 sec): 3 clusters Score: Raw -113685.739561 + Penalty 1628.260945 = -112057.478616 nChanged 159 SP:Iteration 3F (752.799456 sec): 3 clusters Score: Raw -113846.614959 + Penalty 1628.260945 = -112218.354014 nChanged 152 SP:Iteration 4F (752.880512 sec): 3 clusters Score: Raw -113987.033700 + Penalty 1628.260945 = -112358.772755 nChanged 117 SP:Iteration 5F (752.960197 sec): 3 clusters Score: Raw -114078.078920 + Penalty 1628.260945 = -112449.817975 nChanged 93 SP:Iteration 6Q (753.056699 sec): 3 clusters Score: Raw -114140.009298 + Penalty 1628.260945 = -112511.748353 nChanged 76 SP:Iteration 7Q (753.126086 sec): 3 clusters Score: Raw -114183.166431 + Penalty 1628.260945 = -112554.905487 nChanged 49 SP:Iteration 8Q (753.219137 sec): 3 clusters Score: Raw -114212.411862 + Penalty 1628.260945 = -112584.150917 nChanged 41 SP:Iteration 9Q (753.303014 sec): 3 clusters Score: Raw -114233.505315 + Penalty 1628.260945 = -112605.244370 nChanged 35 SP:Iteration 10Q (753.385325 sec): 3 clusters Score: Raw -114252.977114 + Penalty 1628.260945 = -112624.716169 nChanged 33 SP:Iteration 11Q (753.471716 sec): 3 clusters Score: Raw -114274.077066 + Penalty 1628.260945 = -112645.816122 nChanged 30 SP:Iteration 12Q (753.554541 sec): 3 clusters Score: Raw -114287.746931 + Penalty 1628.260945 = -112659.485987 nChanged 27 SP:Iteration 13Q (753.656234 sec): 3 clusters Score: Raw -114307.020136 + Penalty 1628.260945 = -112678.759191 nChanged 40 SP:Iteration 14Q (753.733701 sec): 3 clusters Score: Raw -114330.615835 + Penalty 1628.260945 = -112702.354890 nChanged 37 SP:Iteration 15Q (753.815174 sec): 3 clusters Score: Raw -114350.984296 + Penalty 1628.260945 = -112722.723352 nChanged 35 SP:Iteration 16Q (753.908658 sec): 3 clusters Score: Raw -114376.597358 + Penalty 1628.260945 = -112748.336413 nChanged 38 SP:Iteration 17Q (754.008154 sec): 3 clusters Score: Raw -114395.851986 + Penalty 1628.260945 = -112767.591041 nChanged 28 SP:Iteration 18Q (754.079252 sec): 3 clusters Score: Raw -114409.022087 + Penalty 1628.260945 = -112780.761143 nChanged 26 SP:Iteration 19Q (754.159396 sec): 3 clusters Score: Raw -114423.786947 + Penalty 1628.260945 = -112795.526003 nChanged 15 SP:Iteration 20F (754.247583 sec): 3 clusters Score: Raw -114431.386708 + Penalty 1628.260945 = -112803.125763 nChanged 18 SP:Iteration 21Q (754.333546 sec): 3 clusters Score: Raw -114440.743625 + Penalty 1628.260945 = -112812.482680 nChanged 16 SP:Iteration 22Q (754.431593 sec): 3 clusters Score: Raw -114447.201212 + Penalty 1628.260945 = -112818.940268 nChanged 18 SP:Iteration 23Q (754.515378 sec): 3 clusters Score: Raw -114454.153302 + Penalty 1628.260945 = -112825.892357 nChanged 13 SP:Iteration 24Q (754.617854 sec): 3 clusters Score: Raw -114459.218536 + Penalty 1628.260945 = -112830.957592 nChanged 11 SP:Iteration 25Q (754.684839 sec): 3 clusters Score: Raw -114462.325005 + Penalty 1628.260945 = -112834.064060 nChanged 6 SP:Iteration 26Q (754.782672 sec): 3 clusters Score: Raw -114463.576851 + Penalty 1628.260945 = -112835.315906 nChanged 3 SP:Iteration 27Q (754.856271 sec): 3 clusters Score: Raw -114464.901157 + Penalty 1628.260945 = -112836.640212 nChanged 3 SP:Iteration 28Q (754.965246 sec): 3 clusters Score: Raw -114465.782079 + Penalty 1628.260945 = -112837.521134 nChanged 0 SP:Iteration 29F (755.029780 sec): 3 clusters Score: Raw -114465.782079 + Penalty 1628.260945 = -112837.521134 nChanged 0 Trying to split cluster 2 (6559 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (755.100270 sec): 2 clusters Score: Raw -371136.566302 + Penalty 922.802310 = -370213.763991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (755.184854 sec): 3 clusters Score: Raw -367420.226067 + Penalty 1845.604621 = -365574.621447 nChanged 2830 SP:Iteration 1F (755.270904 sec): 3 clusters Score: Raw -369103.388273 + Penalty 1845.604621 = -367257.783652 nChanged 450 SP:Iteration 2F (755.373618 sec): 3 clusters Score: Raw -369373.586929 + Penalty 1845.604621 = -367527.982308 nChanged 412 SP:Iteration 3F (755.467413 sec): 3 clusters Score: Raw -369610.252592 + Penalty 1845.604621 = -367764.647971 nChanged 362 SP:Iteration 4F (755.569335 sec): 3 clusters Score: Raw -369823.595739 + Penalty 1845.604621 = -367977.991118 nChanged 300 SP:Iteration 5Q (755.668099 sec): 3 clusters Score: Raw -369968.399402 + Penalty 1845.604621 = -368122.794782 nChanged 248 SP:Iteration 6Q (755.740700 sec): 3 clusters Score: Raw -370067.136132 + Penalty 1845.604621 = -368221.531511 nChanged 195 SP:Iteration 7Q (755.853387 sec): 3 clusters Score: Raw -370125.143910 + Penalty 1845.604621 = -368279.539289 nChanged 146 SP:Iteration 8Q (755.953343 sec): 3 clusters Score: Raw -370174.690023 + Penalty 1845.604621 = -368329.085402 nChanged 150 SP:Iteration 9Q (756.050079 sec): 3 clusters Score: Raw -370226.972057 + Penalty 1845.604621 = -368381.367437 nChanged 159 SP:Iteration 10Q (756.129097 sec): 3 clusters Score: Raw -370281.915161 + Penalty 1845.604621 = -368436.310541 nChanged 144 SP:Iteration 11Q (756.224027 sec): 3 clusters Score: Raw -370332.422728 + Penalty 1845.604621 = -368486.818107 nChanged 159 SP:Iteration 12Q (756.326137 sec): 3 clusters Score: Raw -370392.401166 + Penalty 1845.604621 = -368546.796546 nChanged 141 SP:Iteration 13Q (756.415937 sec): 3 clusters Score: Raw -370438.281747 + Penalty 1845.604621 = -368592.677127 nChanged 124 SP:Iteration 14Q (756.501035 sec): 3 clusters Score: Raw -370475.429628 + Penalty 1845.604621 = -368629.825008 nChanged 117 SP:Iteration 15Q (756.610232 sec): 3 clusters Score: Raw -370508.555594 + Penalty 1845.604621 = -368662.950973 nChanged 104 SP:Iteration 16Q (756.712260 sec): 3 clusters Score: Raw -370534.076629 + Penalty 1845.604621 = -368688.472008 nChanged 86 SP:Iteration 17Q (756.795909 sec): 3 clusters Score: Raw -370558.712260 + Penalty 1845.604621 = -368713.107639 nChanged 97 SP:Iteration 18Q (756.885637 sec): 3 clusters Score: Raw -370585.954976 + Penalty 1845.604621 = -368740.350355 nChanged 83 SP:Iteration 19Q (756.960032 sec): 3 clusters Score: Raw -370606.746037 + Penalty 1845.604621 = -368761.141416 nChanged 67 SP:Iteration 20F (757.065024 sec): 3 clusters Score: Raw -370624.103346 + Penalty 1845.604621 = -368778.498725 nChanged 68 SP:Iteration 21Q (757.156839 sec): 3 clusters Score: Raw -370641.799584 + Penalty 1845.604621 = -368796.194963 nChanged 70 SP:Iteration 22Q (757.228842 sec): 3 clusters Score: Raw -370662.344763 + Penalty 1845.604621 = -368816.740142 nChanged 76 SP:Iteration 23Q (757.332774 sec): 3 clusters Score: Raw -370687.315257 + Penalty 1845.604621 = -368841.710636 nChanged 83 SP:Iteration 24Q (757.427307 sec): 3 clusters Score: Raw -370707.903740 + Penalty 1845.604621 = -368862.299120 nChanged 80 SP:Iteration 25Q (757.516705 sec): 3 clusters Score: Raw -370727.160150 + Penalty 1845.604621 = -368881.555530 nChanged 65 SP:Iteration 26Q (757.612053 sec): 3 clusters Score: Raw -370743.238407 + Penalty 1845.604621 = -368897.633787 nChanged 62 SP:Iteration 27Q (757.694002 sec): 3 clusters Score: Raw -370758.363652 + Penalty 1845.604621 = -368912.759032 nChanged 72 SP:Iteration 28Q (757.813017 sec): 3 clusters Score: Raw -370774.611670 + Penalty 1845.604621 = -368929.007050 nChanged 65 SP:Iteration 29Q (757.909685 sec): 3 clusters Score: Raw -370788.688918 + Penalty 1845.604621 = -368943.084297 nChanged 72 SP:Iteration 30Q (757.994939 sec): 3 clusters Score: Raw -370806.253361 + Penalty 1845.604621 = -368960.648741 nChanged 71 SP:Iteration 31Q (758.084388 sec): 3 clusters Score: Raw -370828.098415 + Penalty 1845.604621 = -368982.493794 nChanged 74 SP:Iteration 32Q (758.182772 sec): 3 clusters Score: Raw -370850.387757 + Penalty 1845.604621 = -369004.783136 nChanged 72 SP:Iteration 33Q (758.280223 sec): 3 clusters Score: Raw -370872.015147 + Penalty 1845.604621 = -369026.410526 nChanged 67 SP:Iteration 34Q (758.360428 sec): 3 clusters Score: Raw -370894.806276 + Penalty 1845.604621 = -369049.201655 nChanged 68 SP:Iteration 35Q (758.457276 sec): 3 clusters Score: Raw -370916.575687 + Penalty 1845.604621 = -369070.971066 nChanged 69 SP:Iteration 36Q (758.539481 sec): 3 clusters Score: Raw -370937.518264 + Penalty 1845.604621 = -369091.913643 nChanged 49 SP:Iteration 37Q (758.653394 sec): 3 clusters Score: Raw -370953.438823 + Penalty 1845.604621 = -369107.834203 nChanged 58 SP:Iteration 38Q (758.735352 sec): 3 clusters Score: Raw -370970.189623 + Penalty 1845.604621 = -369124.585003 nChanged 55 SP:Iteration 39Q (758.832469 sec): 3 clusters Score: Raw -370988.537218 + Penalty 1845.604621 = -369142.932597 nChanged 60 SP:Iteration 40F (758.915613 sec): 3 clusters Score: Raw -371008.546253 + Penalty 1845.604621 = -369162.941632 nChanged 54 SP:Iteration 41Q (759.007504 sec): 3 clusters Score: Raw -371027.297768 + Penalty 1845.604621 = -369181.693148 nChanged 48 SP:Iteration 42Q (759.102391 sec): 3 clusters Score: Raw -371049.532055 + Penalty 1845.604621 = -369203.927435 nChanged 57 SP:Iteration 43Q (759.199695 sec): 3 clusters Score: Raw -371073.930163 + Penalty 1845.604621 = -369228.325542 nChanged 61 SP:Iteration 44Q (759.296010 sec): 3 clusters Score: Raw -371101.039962 + Penalty 1845.604621 = -369255.435341 nChanged 55 SP:Iteration 45Q (759.374473 sec): 3 clusters Score: Raw -371129.303392 + Penalty 1845.604621 = -369283.698772 nChanged 57 SP:Iteration 46Q (759.463873 sec): 3 clusters Score: Raw -371155.363574 + Penalty 1845.604621 = -369309.758954 nChanged 42 SP:Iteration 47Q (759.585277 sec): 3 clusters Score: Raw -371178.248807 + Penalty 1845.604621 = -369332.644187 nChanged 38 SP:Iteration 48Q (759.675011 sec): 3 clusters Score: Raw -371194.076586 + Penalty 1845.604621 = -369348.471966 nChanged 45 SP:Iteration 49Q (759.752194 sec): 3 clusters Score: Raw -371217.725956 + Penalty 1845.604621 = -369372.121335 nChanged 33 SP:Iteration 50Q (759.850880 sec): 3 clusters Score: Raw -371230.356376 + Penalty 1845.604621 = -369384.751755 nChanged 20 SP:Iteration 51Q (759.945736 sec): 3 clusters Score: Raw -371240.199627 + Penalty 1845.604621 = -369394.595007 nChanged 23 SP:Iteration 52Q (760.036451 sec): 3 clusters Score: Raw -371251.491092 + Penalty 1845.604621 = -369405.886471 nChanged 21 SP:Iteration 53Q (760.131720 sec): 3 clusters Score: Raw -371259.809545 + Penalty 1845.604621 = -369414.204925 nChanged 21 SP:Iteration 54Q (760.231214 sec): 3 clusters Score: Raw -371268.994562 + Penalty 1845.604621 = -369423.389941 nChanged 11 SP:Iteration 55Q (760.299094 sec): 3 clusters Score: Raw -371272.739793 + Penalty 1845.604621 = -369427.135172 nChanged 7 SP:Iteration 56Q (760.391442 sec): 3 clusters Score: Raw -371278.739602 + Penalty 1845.604621 = -369433.134982 nChanged 10 SP:Iteration 57Q (760.494445 sec): 3 clusters Score: Raw -371283.943011 + Penalty 1845.604621 = -369438.338390 nChanged 14 SP:Iteration 58Q (760.589597 sec): 3 clusters Score: Raw -371290.287986 + Penalty 1845.604621 = -369444.683366 nChanged 9 SP:Iteration 59Q (760.682369 sec): 3 clusters Score: Raw -371292.800847 + Penalty 1845.604621 = -369447.196226 nChanged 3 SP:Iteration 60F (760.792368 sec): 3 clusters Score: Raw -371294.515494 + Penalty 1845.604621 = -369448.910873 nChanged 4 SP:Iteration 61Q (760.875904 sec): 3 clusters Score: Raw -371296.085367 + Penalty 1845.604621 = -369450.480746 nChanged 2 SP:Iteration 62Q (760.967759 sec): 3 clusters Score: Raw -371296.875148 + Penalty 1845.604621 = -369451.270528 nChanged 2 SP:Iteration 63Q (761.066331 sec): 3 clusters Score: Raw -371297.255394 + Penalty 1845.604621 = -369451.650773 nChanged 0 SP:Iteration 64F (761.152727 sec): 3 clusters Score: Raw -371297.255394 + Penalty 1845.604621 = -369451.650773 nChanged 0 Trying to split cluster 3 (4575 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (761.221450 sec): 2 clusters Score: Raw -231580.638683 + Penalty 884.978008 = -230695.660676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (761.300470 sec): 3 clusters Score: Raw -229091.476633 + Penalty 1769.956015 = -227321.520618 nChanged 1896 SP:Iteration 1F (761.386708 sec): 3 clusters Score: Raw -230290.797653 + Penalty 1769.956015 = -228520.841637 nChanged 377 SP:Iteration 2F (761.470678 sec): 3 clusters Score: Raw -230547.232113 + Penalty 1769.956015 = -228777.276098 nChanged 300 SP:Iteration 3F (761.556636 sec): 3 clusters Score: Raw -230785.956288 + Penalty 1769.956015 = -229016.000273 nChanged 287 SP:Iteration 4F (761.658530 sec): 3 clusters Score: Raw -231067.895638 + Penalty 1769.956015 = -229297.939622 nChanged 291 SP:Iteration 5F (761.721214 sec): 3 clusters Score: Raw -231315.250192 + Penalty 1769.956015 = -229545.294176 nChanged 236 SP:Iteration 6F (761.827058 sec): 3 clusters Score: Raw -231495.063819 + Penalty 1769.956015 = -229725.107804 nChanged 190 SP:Iteration 7Q (761.908535 sec): 3 clusters Score: Raw -231628.646044 + Penalty 1769.956015 = -229858.690029 nChanged 139 SP:Iteration 8Q (762.004498 sec): 3 clusters Score: Raw -231735.248832 + Penalty 1769.956015 = -229965.292817 nChanged 116 SP:Iteration 9Q (762.078001 sec): 3 clusters Score: Raw -231855.450902 + Penalty 1769.956015 = -230085.494886 nChanged 111 SP:Iteration 10Q (762.170336 sec): 3 clusters Score: Raw -231955.955796 + Penalty 1769.956015 = -230185.999780 nChanged 91 SP:Iteration 11Q (762.274476 sec): 3 clusters Score: Raw -232029.888274 + Penalty 1769.956015 = -230259.932259 nChanged 77 SP:Iteration 12Q (762.347198 sec): 3 clusters Score: Raw -232082.335964 + Penalty 1769.956015 = -230312.379949 nChanged 67 SP:Iteration 13Q (762.451941 sec): 3 clusters Score: Raw -232138.845333 + Penalty 1769.956015 = -230368.889318 nChanged 56 SP:Iteration 14Q (762.545628 sec): 3 clusters Score: Raw -232171.252312 + Penalty 1769.956015 = -230401.296297 nChanged 40 SP:Iteration 15Q (762.624202 sec): 3 clusters Score: Raw -232194.962451 + Penalty 1769.956015 = -230425.006436 nChanged 36 SP:Iteration 16Q (762.703719 sec): 3 clusters Score: Raw -232215.965453 + Penalty 1769.956015 = -230446.009438 nChanged 28 SP:Iteration 17Q (762.787009 sec): 3 clusters Score: Raw -232233.307871 + Penalty 1769.956015 = -230463.351856 nChanged 29 SP:Iteration 18Q (762.877928 sec): 3 clusters Score: Raw -232250.759144 + Penalty 1769.956015 = -230480.803128 nChanged 20 SP:Iteration 19Q (762.954532 sec): 3 clusters Score: Raw -232259.453855 + Penalty 1769.956015 = -230489.497840 nChanged 12 SP:Iteration 20F (763.046969 sec): 3 clusters Score: Raw -232264.703617 + Penalty 1769.956015 = -230494.747601 nChanged 14 SP:Iteration 21Q (763.119720 sec): 3 clusters Score: Raw -232269.422116 + Penalty 1769.956015 = -230499.466100 nChanged 8 SP:Iteration 22Q (763.199449 sec): 3 clusters Score: Raw -232272.112923 + Penalty 1769.956015 = -230502.156908 nChanged 1 SP:Iteration 23Q (763.279687 sec): 3 clusters Score: Raw -232272.339912 + Penalty 1769.956015 = -230502.383897 nChanged 0 SP:Iteration 24F (763.369989 sec): 3 clusters Score: Raw -232272.339912 + Penalty 1769.956015 = -230502.383897 nChanged 0 Trying to split cluster 4 (3761 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (763.432321 sec): 2 clusters Score: Raw -221147.512276 + Penalty 864.406217 = -220283.106060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (763.504956 sec): 3 clusters Score: Raw -219194.018138 + Penalty 1728.812433 = -217465.205704 nChanged 1541 SP:Iteration 1F (763.619203 sec): 3 clusters Score: Raw -220080.611626 + Penalty 1728.812433 = -218351.799193 nChanged 312 SP:Iteration 2F (763.711431 sec): 3 clusters Score: Raw -220291.440520 + Penalty 1728.812433 = -218562.628087 nChanged 228 SP:Iteration 3F (763.783165 sec): 3 clusters Score: Raw -220433.226775 + Penalty 1728.812433 = -218704.414342 nChanged 181 SP:Iteration 4Q (763.870287 sec): 3 clusters Score: Raw -220546.263479 + Penalty 1728.812433 = -218817.451046 nChanged 184 SP:Iteration 5Q (763.971070 sec): 3 clusters Score: Raw -220652.196132 + Penalty 1728.812433 = -218923.383698 nChanged 147 SP:Iteration 6Q (764.056354 sec): 3 clusters Score: Raw -220724.283039 + Penalty 1728.812433 = -218995.470606 nChanged 116 SP:Iteration 7Q (764.148830 sec): 3 clusters Score: Raw -220783.428169 + Penalty 1728.812433 = -219054.615735 nChanged 99 SP:Iteration 8Q (764.236484 sec): 3 clusters Score: Raw -220842.653705 + Penalty 1728.812433 = -219113.841271 nChanged 99 SP:Iteration 9Q (764.327816 sec): 3 clusters Score: Raw -220895.364069 + Penalty 1728.812433 = -219166.551636 nChanged 95 SP:Iteration 10Q (764.426000 sec): 3 clusters Score: Raw -220934.200799 + Penalty 1728.812433 = -219205.388366 nChanged 64 SP:Iteration 11Q (764.499414 sec): 3 clusters Score: Raw -220954.856498 + Penalty 1728.812433 = -219226.044064 nChanged 46 SP:Iteration 12Q (764.612422 sec): 3 clusters Score: Raw -220974.006060 + Penalty 1728.812433 = -219245.193627 nChanged 51 SP:Iteration 13Q (764.683255 sec): 3 clusters Score: Raw -220995.063079 + Penalty 1728.812433 = -219266.250646 nChanged 55 SP:Iteration 14Q (764.770264 sec): 3 clusters Score: Raw -221016.222409 + Penalty 1728.812433 = -219287.409976 nChanged 53 SP:Iteration 15Q (764.879908 sec): 3 clusters Score: Raw -221032.684245 + Penalty 1728.812433 = -219303.871812 nChanged 43 SP:Iteration 16Q (764.958862 sec): 3 clusters Score: Raw -221046.007648 + Penalty 1728.812433 = -219317.195215 nChanged 48 SP:Iteration 17Q (765.063918 sec): 3 clusters Score: Raw -221063.428344 + Penalty 1728.812433 = -219334.615911 nChanged 49 SP:Iteration 18Q (765.145105 sec): 3 clusters Score: Raw -221077.975139 + Penalty 1728.812433 = -219349.162706 nChanged 43 SP:Iteration 19Q (765.231671 sec): 3 clusters Score: Raw -221091.814967 + Penalty 1728.812433 = -219363.002533 nChanged 42 SP:Iteration 20F (765.323259 sec): 3 clusters Score: Raw -221103.925338 + Penalty 1728.812433 = -219375.112904 nChanged 36 SP:Iteration 21Q (765.393644 sec): 3 clusters Score: Raw -221114.929055 + Penalty 1728.812433 = -219386.116622 nChanged 38 SP:Iteration 22Q (765.494909 sec): 3 clusters Score: Raw -221129.365675 + Penalty 1728.812433 = -219400.553242 nChanged 33 SP:Iteration 23Q (765.578512 sec): 3 clusters Score: Raw -221140.801025 + Penalty 1728.812433 = -219411.988591 nChanged 36 SP:Iteration 24Q (765.662410 sec): 3 clusters Score: Raw -221152.005780 + Penalty 1728.812433 = -219423.193347 nChanged 32 SP:Iteration 25Q (765.738036 sec): 3 clusters Score: Raw -221161.564133 + Penalty 1728.812433 = -219432.751700 nChanged 33 SP:Iteration 26Q (765.835536 sec): 3 clusters Score: Raw -221172.081376 + Penalty 1728.812433 = -219443.268942 nChanged 30 SP:Iteration 27Q (765.926963 sec): 3 clusters Score: Raw -221182.516584 + Penalty 1728.812433 = -219453.704151 nChanged 35 SP:Iteration 28Q (766.022143 sec): 3 clusters Score: Raw -221193.528100 + Penalty 1728.812433 = -219464.715667 nChanged 36 SP:Iteration 29Q (766.105818 sec): 3 clusters Score: Raw -221205.216859 + Penalty 1728.812433 = -219476.404426 nChanged 27 SP:Iteration 30Q (766.194021 sec): 3 clusters Score: Raw -221212.534991 + Penalty 1728.812433 = -219483.722557 nChanged 16 SP:Iteration 31Q (766.293376 sec): 3 clusters Score: Raw -221217.438790 + Penalty 1728.812433 = -219488.626356 nChanged 12 SP:Iteration 32Q (766.365823 sec): 3 clusters Score: Raw -221221.182984 + Penalty 1728.812433 = -219492.370551 nChanged 7 SP:Iteration 33Q (766.462330 sec): 3 clusters Score: Raw -221222.760551 + Penalty 1728.812433 = -219493.948117 nChanged 6 SP:Iteration 34Q (766.546575 sec): 3 clusters Score: Raw -221224.168870 + Penalty 1728.812433 = -219495.356437 nChanged 6 SP:Iteration 35Q (766.627910 sec): 3 clusters Score: Raw -221225.542795 + Penalty 1728.812433 = -219496.730362 nChanged 5 SP:Iteration 36Q (766.714016 sec): 3 clusters Score: Raw -221226.533880 + Penalty 1728.812433 = -219497.721446 nChanged 4 SP:Iteration 37Q (766.804699 sec): 3 clusters Score: Raw -221227.707561 + Penalty 1728.812433 = -219498.895128 nChanged 7 SP:Iteration 38Q (766.915592 sec): 3 clusters Score: Raw -221229.005793 + Penalty 1728.812433 = -219500.193359 nChanged 3 SP:Iteration 39Q (767.002501 sec): 3 clusters Score: Raw -221229.444481 + Penalty 1728.812433 = -219500.632047 nChanged 3 SP:Iteration 40F (767.080730 sec): 3 clusters Score: Raw -221230.049040 + Penalty 1728.812433 = -219501.236606 nChanged 4 SP:Iteration 41Q (767.165799 sec): 3 clusters Score: Raw -221231.066553 + Penalty 1728.812433 = -219502.254120 nChanged 7 SP:Iteration 42Q (767.251068 sec): 3 clusters Score: Raw -221232.438658 + Penalty 1728.812433 = -219503.626224 nChanged 6 SP:Iteration 43Q (767.342974 sec): 3 clusters Score: Raw -221233.400590 + Penalty 1728.812433 = -219504.588157 nChanged 5 SP:Iteration 44Q (767.424961 sec): 3 clusters Score: Raw -221234.083873 + Penalty 1728.812433 = -219505.271440 nChanged 1 SP:Iteration 45Q (767.510755 sec): 3 clusters Score: Raw -221234.143016 + Penalty 1728.812433 = -219505.330583 nChanged 0 SP:Iteration 46F (767.606950 sec): 3 clusters Score: Raw -221234.143016 + Penalty 1728.812433 = -219505.330583 nChanged 0 Trying to split cluster 5 (506 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (767.663517 sec): 2 clusters Score: Raw -21334.043503 + Penalty 653.786350 = -20680.257152 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (767.734237 sec): 3 clusters Score: Raw -21210.943767 + Penalty 1307.572701 = -19903.371066 nChanged 158 SP:Iteration 1F (767.837637 sec): 3 clusters Score: Raw -21408.139069 + Penalty 1307.572701 = -20100.566368 nChanged 41 SP:Iteration 2F (767.919911 sec): 3 clusters Score: Raw -21485.760866 + Penalty 1307.572701 = -20178.188166 nChanged 22 SP:Iteration 3Q (768.003075 sec): 3 clusters Score: Raw -21515.732254 + Penalty 1307.572701 = -20208.159553 nChanged 12 SP:Iteration 4Q (768.083342 sec): 3 clusters Score: Raw -21528.720967 + Penalty 1307.572701 = -20221.148266 nChanged 5 SP:Iteration 5Q (768.166141 sec): 3 clusters Score: Raw -21533.801645 + Penalty 1307.572701 = -20226.228944 nChanged 5 SP:Iteration 6Q (768.234702 sec): 3 clusters Score: Raw -21538.009583 + Penalty 1307.572701 = -20230.436882 nChanged 2 SP:Iteration 7Q (768.313304 sec): 3 clusters Score: Raw -21540.302154 + Penalty 1307.572701 = -20232.729453 nChanged 6 SP:Iteration 8Q (768.391174 sec): 3 clusters Score: Raw -21546.477587 + Penalty 1307.572701 = -20238.904886 nChanged 3 SP:Iteration 9Q (768.488200 sec): 3 clusters Score: Raw -21552.836066 + Penalty 1307.572701 = -20245.263366 nChanged 5 SP:Iteration 10Q (768.564786 sec): 3 clusters Score: Raw -21558.076923 + Penalty 1307.572701 = -20250.504222 nChanged 4 SP:Iteration 11Q (768.652650 sec): 3 clusters Score: Raw -21565.141831 + Penalty 1307.572701 = -20257.569130 nChanged 2 SP:Iteration 12Q (768.709599 sec): 3 clusters Score: Raw -21568.729538 + Penalty 1307.572701 = -20261.156838 nChanged 0 SP:Iteration 13F (768.790613 sec): 3 clusters Score: Raw -21568.729538 + Penalty 1307.572701 = -20261.156838 nChanged 0 Trying to split cluster 6 (1772 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (768.864533 sec): 2 clusters Score: Raw -99786.995654 + Penalty 785.385734 = -99001.609921 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (768.938605 sec): 3 clusters Score: Raw -98975.355839 + Penalty 1570.771468 = -97404.584372 nChanged 644 SP:Iteration 1F (769.033374 sec): 3 clusters Score: Raw -99500.465580 + Penalty 1570.771468 = -97929.694112 nChanged 174 SP:Iteration 2F (769.112004 sec): 3 clusters Score: Raw -99679.263036 + Penalty 1570.771468 = -98108.491569 nChanged 117 SP:Iteration 3F (769.188533 sec): 3 clusters Score: Raw -99801.319583 + Penalty 1570.771468 = -98230.548115 nChanged 97 SP:Iteration 4F (769.282794 sec): 3 clusters Score: Raw -99891.468273 + Penalty 1570.771468 = -98320.696805 nChanged 69 SP:Iteration 5Q (769.366590 sec): 3 clusters Score: Raw -99957.721103 + Penalty 1570.771468 = -98386.949635 nChanged 60 SP:Iteration 6Q (769.426728 sec): 3 clusters Score: Raw -100006.948380 + Penalty 1570.771468 = -98436.176913 nChanged 39 SP:Iteration 7Q (769.515900 sec): 3 clusters Score: Raw -100034.546679 + Penalty 1570.771468 = -98463.775211 nChanged 29 SP:Iteration 8Q (769.613027 sec): 3 clusters Score: Raw -100048.093653 + Penalty 1570.771468 = -98477.322185 nChanged 17 SP:Iteration 9Q (769.707369 sec): 3 clusters Score: Raw -100055.805717 + Penalty 1570.771468 = -98485.034249 nChanged 16 SP:Iteration 10Q (769.779555 sec): 3 clusters Score: Raw -100064.161373 + Penalty 1570.771468 = -98493.389906 nChanged 12 SP:Iteration 11Q (769.860934 sec): 3 clusters Score: Raw -100072.955731 + Penalty 1570.771468 = -98502.184263 nChanged 16 SP:Iteration 12Q (769.949897 sec): 3 clusters Score: Raw -100081.859092 + Penalty 1570.771468 = -98511.087625 nChanged 11 SP:Iteration 13Q (770.020402 sec): 3 clusters Score: Raw -100086.634735 + Penalty 1570.771468 = -98515.863268 nChanged 8 SP:Iteration 14Q (770.114319 sec): 3 clusters Score: Raw -100089.560910 + Penalty 1570.771468 = -98518.789443 nChanged 4 SP:Iteration 15Q (770.199984 sec): 3 clusters Score: Raw -100090.713060 + Penalty 1570.771468 = -98519.941593 nChanged 3 SP:Iteration 16Q (770.284693 sec): 3 clusters Score: Raw -100091.443360 + Penalty 1570.771468 = -98520.671892 nChanged 2 SP:Iteration 17Q (770.354989 sec): 3 clusters Score: Raw -100092.289664 + Penalty 1570.771468 = -98521.518196 nChanged 4 SP:Iteration 18Q (770.439789 sec): 3 clusters Score: Raw -100094.086859 + Penalty 1570.771468 = -98523.315391 nChanged 3 SP:Iteration 19Q (770.536247 sec): 3 clusters Score: Raw -100095.843829 + Penalty 1570.771468 = -98525.072362 nChanged 3 SP:Iteration 20F (770.619287 sec): 3 clusters Score: Raw -100096.514618 + Penalty 1570.771468 = -98525.743150 nChanged 1 SP:Iteration 21Q (770.699648 sec): 3 clusters Score: Raw -100096.921039 + Penalty 1570.771468 = -98526.149572 nChanged 2 SP:Iteration 22Q (770.777550 sec): 3 clusters Score: Raw -100097.435103 + Penalty 1570.771468 = -98526.663635 nChanged 0 SP:Iteration 23F (770.882970 sec): 3 clusters Score: Raw -100097.435103 + Penalty 1570.771468 = -98526.663635 nChanged 0 Trying to split cluster 7 (1875 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (770.910665 sec): 2 clusters Score: Raw -93102.450036 + Penalty 791.318214 = -92311.131823 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (771.012070 sec): 3 clusters Score: Raw -92252.577611 + Penalty 1582.636427 = -90669.941184 nChanged 671 SP:Iteration 1F (771.094158 sec): 3 clusters Score: Raw -92720.425014 + Penalty 1582.636427 = -91137.788587 nChanged 166 SP:Iteration 2F (771.173905 sec): 3 clusters Score: Raw -92871.173986 + Penalty 1582.636427 = -91288.537559 nChanged 122 SP:Iteration 3F (771.263501 sec): 3 clusters Score: Raw -92975.926573 + Penalty 1582.636427 = -91393.290146 nChanged 94 SP:Iteration 4F (771.338969 sec): 3 clusters Score: Raw -93038.058400 + Penalty 1582.636427 = -91455.421973 nChanged 70 SP:Iteration 5Q (771.429766 sec): 3 clusters Score: Raw -93082.138724 + Penalty 1582.636427 = -91499.502297 nChanged 54 SP:Iteration 6Q (771.525602 sec): 3 clusters Score: Raw -93119.657270 + Penalty 1582.636427 = -91537.020843 nChanged 49 SP:Iteration 7Q (771.585089 sec): 3 clusters Score: Raw -93155.920047 + Penalty 1582.636427 = -91573.283620 nChanged 44 SP:Iteration 8Q (771.685289 sec): 3 clusters Score: Raw -93187.236992 + Penalty 1582.636427 = -91604.600565 nChanged 38 SP:Iteration 9Q (771.769288 sec): 3 clusters Score: Raw -93211.105570 + Penalty 1582.636427 = -91628.469143 nChanged 29 SP:Iteration 10Q (771.843453 sec): 3 clusters Score: Raw -93237.979151 + Penalty 1582.636427 = -91655.342724 nChanged 41 SP:Iteration 11Q (771.958238 sec): 3 clusters Score: Raw -93265.812506 + Penalty 1582.636427 = -91683.176078 nChanged 22 SP:Iteration 12Q (772.034473 sec): 3 clusters Score: Raw -93277.292112 + Penalty 1582.636427 = -91694.655685 nChanged 22 SP:Iteration 13Q (772.127237 sec): 3 clusters Score: Raw -93297.501670 + Penalty 1582.636427 = -91714.865243 nChanged 24 SP:Iteration 14Q (772.208905 sec): 3 clusters Score: Raw -93311.571294 + Penalty 1582.636427 = -91728.934867 nChanged 17 SP:Iteration 15Q (772.288590 sec): 3 clusters Score: Raw -93322.366441 + Penalty 1582.636427 = -91739.730014 nChanged 21 SP:Iteration 16Q (772.386917 sec): 3 clusters Score: Raw -93336.431573 + Penalty 1582.636427 = -91753.795146 nChanged 24 SP:Iteration 17Q (772.468971 sec): 3 clusters Score: Raw -93348.948177 + Penalty 1582.636427 = -91766.311750 nChanged 18 SP:Iteration 18Q (772.557924 sec): 3 clusters Score: Raw -93357.057227 + Penalty 1582.636427 = -91774.420800 nChanged 14 SP:Iteration 19Q (772.649978 sec): 3 clusters Score: Raw -93363.638643 + Penalty 1582.636427 = -91781.002215 nChanged 13 SP:Iteration 20F (772.731643 sec): 3 clusters Score: Raw -93368.225558 + Penalty 1582.636427 = -91785.589131 nChanged 10 SP:Iteration 21Q (772.816575 sec): 3 clusters Score: Raw -93370.820114 + Penalty 1582.636427 = -91788.183687 nChanged 5 SP:Iteration 22Q (772.887031 sec): 3 clusters Score: Raw -93371.776450 + Penalty 1582.636427 = -91789.140022 nChanged 2 SP:Iteration 23Q (772.981786 sec): 3 clusters Score: Raw -93372.869577 + Penalty 1582.636427 = -91790.233150 nChanged 2 SP:Iteration 24Q (773.053978 sec): 3 clusters Score: Raw -93373.776671 + Penalty 1582.636427 = -91791.140244 nChanged 3 SP:Iteration 25Q (773.138156 sec): 3 clusters Score: Raw -93374.618843 + Penalty 1582.636427 = -91791.982416 nChanged 3 SP:Iteration 26Q (773.242433 sec): 3 clusters Score: Raw -93375.976644 + Penalty 1582.636427 = -91793.340217 nChanged 2 SP:Iteration 27Q (773.318756 sec): 3 clusters Score: Raw -93377.054599 + Penalty 1582.636427 = -91794.418172 nChanged 1 SP:Iteration 28Q (773.400246 sec): 3 clusters Score: Raw -93378.355039 + Penalty 1582.636427 = -91795.718612 nChanged 5 SP:Iteration 29Q (773.484800 sec): 3 clusters Score: Raw -93380.284648 + Penalty 1582.636427 = -91797.648220 nChanged 0 SP:Iteration 30F (773.579896 sec): 3 clusters Score: Raw -93380.284648 + Penalty 1582.636427 = -91797.648220 nChanged 0 Trying to split cluster 8 (5203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (773.639360 sec): 2 clusters Score: Raw -319486.098289 + Penalty 898.484019 = -318587.614270 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (773.728251 sec): 3 clusters Score: Raw -316559.413985 + Penalty 1796.968039 = -314762.445946 nChanged 2245 SP:Iteration 1F (773.814630 sec): 3 clusters Score: Raw -317872.711530 + Penalty 1796.968039 = -316075.743492 nChanged 404 SP:Iteration 2F (773.891977 sec): 3 clusters Score: Raw -318082.701647 + Penalty 1796.968039 = -316285.733608 nChanged 338 SP:Iteration 3F (773.987960 sec): 3 clusters Score: Raw -318261.198176 + Penalty 1796.968039 = -316464.230137 nChanged 245 SP:Iteration 4Q (774.075054 sec): 3 clusters Score: Raw -318378.662802 + Penalty 1796.968039 = -316581.694763 nChanged 201 SP:Iteration 5Q (774.170330 sec): 3 clusters Score: Raw -318485.997896 + Penalty 1796.968039 = -316689.029857 nChanged 171 SP:Iteration 6Q (774.261292 sec): 3 clusters Score: Raw -318580.360036 + Penalty 1796.968039 = -316783.391997 nChanged 173 SP:Iteration 7Q (774.349395 sec): 3 clusters Score: Raw -318683.507846 + Penalty 1796.968039 = -316886.539807 nChanged 173 SP:Iteration 8Q (774.458467 sec): 3 clusters Score: Raw -318783.885581 + Penalty 1796.968039 = -316986.917543 nChanged 160 SP:Iteration 9Q (774.542504 sec): 3 clusters Score: Raw -318878.999462 + Penalty 1796.968039 = -317082.031423 nChanged 152 SP:Iteration 10Q (774.640830 sec): 3 clusters Score: Raw -318971.010215 + Penalty 1796.968039 = -317174.042176 nChanged 147 SP:Iteration 11Q (774.723170 sec): 3 clusters Score: Raw -319065.832861 + Penalty 1796.968039 = -317268.864822 nChanged 150 SP:Iteration 12Q (774.826658 sec): 3 clusters Score: Raw -319165.460783 + Penalty 1796.968039 = -317368.492744 nChanged 115 SP:Iteration 13Q (774.899239 sec): 3 clusters Score: Raw -319241.144098 + Penalty 1796.968039 = -317444.176059 nChanged 86 SP:Iteration 14Q (775.003125 sec): 3 clusters Score: Raw -319301.626371 + Penalty 1796.968039 = -317504.658332 nChanged 85 SP:Iteration 15Q (775.093062 sec): 3 clusters Score: Raw -319356.626876 + Penalty 1796.968039 = -317559.658837 nChanged 53 SP:Iteration 16Q (775.168153 sec): 3 clusters Score: Raw -319386.981396 + Penalty 1796.968039 = -317590.013357 nChanged 48 SP:Iteration 17Q (775.248593 sec): 3 clusters Score: Raw -319414.606931 + Penalty 1796.968039 = -317617.638892 nChanged 37 SP:Iteration 18Q (775.334813 sec): 3 clusters Score: Raw -319437.417623 + Penalty 1796.968039 = -317640.449584 nChanged 36 SP:Iteration 19Q (775.446776 sec): 3 clusters Score: Raw -319464.702953 + Penalty 1796.968039 = -317667.734914 nChanged 26 SP:Iteration 20F (775.518554 sec): 3 clusters Score: Raw -319484.213912 + Penalty 1796.968039 = -317687.245874 nChanged 23 SP:Iteration 21Q (775.624664 sec): 3 clusters Score: Raw -319498.924442 + Penalty 1796.968039 = -317701.956404 nChanged 21 SP:Iteration 22Q (775.700334 sec): 3 clusters Score: Raw -319517.585848 + Penalty 1796.968039 = -317720.617809 nChanged 20 SP:Iteration 23Q (775.808589 sec): 3 clusters Score: Raw -319535.040433 + Penalty 1796.968039 = -317738.072394 nChanged 17 SP:Iteration 24Q (775.898060 sec): 3 clusters Score: Raw -319545.848484 + Penalty 1796.968039 = -317748.880445 nChanged 10 SP:Iteration 25Q (775.985717 sec): 3 clusters Score: Raw -319550.107036 + Penalty 1796.968039 = -317753.138998 nChanged 7 SP:Iteration 26Q (776.080986 sec): 3 clusters Score: Raw -319555.123350 + Penalty 1796.968039 = -317758.155311 nChanged 7 SP:Iteration 27Q (776.171053 sec): 3 clusters Score: Raw -319558.945975 + Penalty 1796.968039 = -317761.977936 nChanged 2 SP:Iteration 28Q (776.258634 sec): 3 clusters Score: Raw -319560.978803 + Penalty 1796.968039 = -317764.010765 nChanged 4 SP:Iteration 29Q (776.342838 sec): 3 clusters Score: Raw -319564.121450 + Penalty 1796.968039 = -317767.153411 nChanged 1 SP:Iteration 30Q (776.412858 sec): 3 clusters Score: Raw -319564.618101 + Penalty 1796.968039 = -317767.650062 nChanged 0 SP:Iteration 31F (776.510335 sec): 3 clusters Score: Raw -319564.618101 + Penalty 1796.968039 = -317767.650062 nChanged 0 Trying to split cluster 9 (2769 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (776.566779 sec): 2 clusters Score: Raw -160204.891525 + Penalty 832.255360 = -159372.636165 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (776.651908 sec): 3 clusters Score: Raw -158779.398071 + Penalty 1664.510720 = -157114.887351 nChanged 1119 SP:Iteration 1F (776.733485 sec): 3 clusters Score: Raw -159458.225822 + Penalty 1664.510720 = -157793.715102 nChanged 221 SP:Iteration 2F (776.821720 sec): 3 clusters Score: Raw -159596.788980 + Penalty 1664.510720 = -157932.278260 nChanged 176 SP:Iteration 3F (776.901885 sec): 3 clusters Score: Raw -159707.331766 + Penalty 1664.510720 = -158042.821046 nChanged 126 SP:Iteration 4Q (777.001750 sec): 3 clusters Score: Raw -159787.859453 + Penalty 1664.510720 = -158123.348733 nChanged 108 SP:Iteration 5Q (777.069427 sec): 3 clusters Score: Raw -159851.882814 + Penalty 1664.510720 = -158187.372094 nChanged 91 SP:Iteration 6Q (777.164952 sec): 3 clusters Score: Raw -159892.842101 + Penalty 1664.510720 = -158228.331381 nChanged 69 SP:Iteration 7Q (777.248333 sec): 3 clusters Score: Raw -159927.792838 + Penalty 1664.510720 = -158263.282118 nChanged 71 SP:Iteration 8Q (777.326525 sec): 3 clusters Score: Raw -159965.583194 + Penalty 1664.510720 = -158301.072474 nChanged 63 SP:Iteration 9Q (777.422541 sec): 3 clusters Score: Raw -159992.975755 + Penalty 1664.510720 = -158328.465036 nChanged 54 SP:Iteration 10Q (777.512730 sec): 3 clusters Score: Raw -160018.076490 + Penalty 1664.510720 = -158353.565770 nChanged 49 SP:Iteration 11Q (777.592691 sec): 3 clusters Score: Raw -160044.699373 + Penalty 1664.510720 = -158380.188653 nChanged 51 SP:Iteration 12Q (777.669294 sec): 3 clusters Score: Raw -160070.710333 + Penalty 1664.510720 = -158406.199613 nChanged 49 SP:Iteration 13Q (777.768740 sec): 3 clusters Score: Raw -160101.175878 + Penalty 1664.510720 = -158436.665159 nChanged 46 SP:Iteration 14Q (777.830041 sec): 3 clusters Score: Raw -160128.651178 + Penalty 1664.510720 = -158464.140458 nChanged 45 SP:Iteration 15Q (777.916935 sec): 3 clusters Score: Raw -160160.507635 + Penalty 1664.510720 = -158495.996915 nChanged 39 SP:Iteration 16Q (778.009172 sec): 3 clusters Score: Raw -160183.673877 + Penalty 1664.510720 = -158519.163157 nChanged 33 SP:Iteration 17Q (778.102294 sec): 3 clusters Score: Raw -160198.318125 + Penalty 1664.510720 = -158533.807405 nChanged 19 SP:Iteration 18Q (778.181513 sec): 3 clusters Score: Raw -160204.244526 + Penalty 1664.510720 = -158539.733806 nChanged 13 SP:Iteration 19Q (778.272930 sec): 3 clusters Score: Raw -160208.025255 + Penalty 1664.510720 = -158543.514535 nChanged 10 SP:Iteration 20F (778.372398 sec): 3 clusters Score: Raw -160211.114885 + Penalty 1664.510720 = -158546.604165 nChanged 8 SP:Iteration 21Q (778.452121 sec): 3 clusters Score: Raw -160214.730088 + Penalty 1664.510720 = -158550.219368 nChanged 13 SP:Iteration 22Q (778.547807 sec): 3 clusters Score: Raw -160219.721657 + Penalty 1664.510720 = -158555.210937 nChanged 15 SP:Iteration 23Q (778.618637 sec): 3 clusters Score: Raw -160224.226478 + Penalty 1664.510720 = -158559.715758 nChanged 11 SP:Iteration 24Q (778.701757 sec): 3 clusters Score: Raw -160228.063586 + Penalty 1664.510720 = -158563.552866 nChanged 11 SP:Iteration 25Q (778.782519 sec): 3 clusters Score: Raw -160232.196487 + Penalty 1664.510720 = -158567.685767 nChanged 13 SP:Iteration 26Q (778.866256 sec): 3 clusters Score: Raw -160238.433834 + Penalty 1664.510720 = -158573.923114 nChanged 13 SP:Iteration 27Q (778.953849 sec): 3 clusters Score: Raw -160244.913370 + Penalty 1664.510720 = -158580.402650 nChanged 10 SP:Iteration 28Q (779.021725 sec): 3 clusters Score: Raw -160249.377224 + Penalty 1664.510720 = -158584.866505 nChanged 8 SP:Iteration 29Q (779.104557 sec): 3 clusters Score: Raw -160252.228978 + Penalty 1664.510720 = -158587.718259 nChanged 4 SP:Iteration 30Q (779.191737 sec): 3 clusters Score: Raw -160253.908142 + Penalty 1664.510720 = -158589.397422 nChanged 7 SP:Iteration 31Q (779.304515 sec): 3 clusters Score: Raw -160256.164929 + Penalty 1664.510720 = -158591.654209 nChanged 5 SP:Iteration 32Q (779.393390 sec): 3 clusters Score: Raw -160258.102564 + Penalty 1664.510720 = -158593.591844 nChanged 3 SP:Iteration 33Q (779.469509 sec): 3 clusters Score: Raw -160258.566795 + Penalty 1664.510720 = -158594.056075 nChanged 1 SP:Iteration 34Q (779.564811 sec): 3 clusters Score: Raw -160258.998652 + Penalty 1664.510720 = -158594.487932 nChanged 2 SP:Iteration 35Q (779.627055 sec): 3 clusters Score: Raw -160259.404589 + Penalty 1664.510720 = -158594.893870 nChanged 3 SP:Iteration 36Q (779.741765 sec): 3 clusters Score: Raw -160260.275224 + Penalty 1664.510720 = -158595.764505 nChanged 3 SP:Iteration 37Q (779.810300 sec): 3 clusters Score: Raw -160261.234735 + Penalty 1664.510720 = -158596.724015 nChanged 3 SP:Iteration 38Q (779.899257 sec): 3 clusters Score: Raw -160262.287637 + Penalty 1664.510720 = -158597.776917 nChanged 5 SP:Iteration 39Q (779.979844 sec): 3 clusters Score: Raw -160263.821814 + Penalty 1664.510720 = -158599.311094 nChanged 8 SP:Iteration 40F (780.067080 sec): 3 clusters Score: Raw -160266.426862 + Penalty 1664.510720 = -158601.916142 nChanged 12 SP:Iteration 41Q (780.163418 sec): 3 clusters Score: Raw -160269.288850 + Penalty 1664.510720 = -158604.778130 nChanged 11 SP:Iteration 42Q (780.248064 sec): 3 clusters Score: Raw -160274.221356 + Penalty 1664.510720 = -158609.710636 nChanged 11 SP:Iteration 43Q (780.346926 sec): 3 clusters Score: Raw -160278.725413 + Penalty 1664.510720 = -158614.214694 nChanged 10 SP:Iteration 44Q (780.423034 sec): 3 clusters Score: Raw -160280.809022 + Penalty 1664.510720 = -158616.298302 nChanged 5 SP:Iteration 45Q (780.511241 sec): 3 clusters Score: Raw -160281.514002 + Penalty 1664.510720 = -158617.003282 nChanged 1 SP:Iteration 46Q (780.602501 sec): 3 clusters Score: Raw -160281.614974 + Penalty 1664.510720 = -158617.104255 nChanged 0 SP:Iteration 47F (780.694145 sec): 3 clusters Score: Raw -160281.614974 + Penalty 1664.510720 = -158617.104255 nChanged 0 Trying to split cluster 10 (1788 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (780.726328 sec): 2 clusters Score: Raw -100423.725232 + Penalty 786.329560 = -99637.395672 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (780.824892 sec): 3 clusters Score: Raw -99600.479777 + Penalty 1572.659121 = -98027.820656 nChanged 659 SP:Iteration 1F (780.899714 sec): 3 clusters Score: Raw -100066.639061 + Penalty 1572.659121 = -98493.979940 nChanged 171 SP:Iteration 2F (780.994101 sec): 3 clusters Score: Raw -100220.168712 + Penalty 1572.659121 = -98647.509592 nChanged 115 SP:Iteration 3F (781.086907 sec): 3 clusters Score: Raw -100312.668802 + Penalty 1572.659121 = -98740.009681 nChanged 90 SP:Iteration 4F (781.167720 sec): 3 clusters Score: Raw -100374.276651 + Penalty 1572.659121 = -98801.617530 nChanged 64 SP:Iteration 5Q (781.243519 sec): 3 clusters Score: Raw -100420.242156 + Penalty 1572.659121 = -98847.583035 nChanged 57 SP:Iteration 6Q (781.352129 sec): 3 clusters Score: Raw -100463.185387 + Penalty 1572.659121 = -98890.526267 nChanged 46 SP:Iteration 7Q (781.439936 sec): 3 clusters Score: Raw -100501.823456 + Penalty 1572.659121 = -98929.164336 nChanged 41 SP:Iteration 8Q (781.517884 sec): 3 clusters Score: Raw -100528.942918 + Penalty 1572.659121 = -98956.283798 nChanged 32 SP:Iteration 9Q (781.592137 sec): 3 clusters Score: Raw -100551.901638 + Penalty 1572.659121 = -98979.242517 nChanged 35 SP:Iteration 10Q (781.696341 sec): 3 clusters Score: Raw -100574.660895 + Penalty 1572.659121 = -99002.001774 nChanged 39 SP:Iteration 11Q (781.764537 sec): 3 clusters Score: Raw -100604.105228 + Penalty 1572.659121 = -99031.446108 nChanged 32 SP:Iteration 12Q (781.856770 sec): 3 clusters Score: Raw -100618.559646 + Penalty 1572.659121 = -99045.900526 nChanged 14 SP:Iteration 13Q (781.933539 sec): 3 clusters Score: Raw -100628.234655 + Penalty 1572.659121 = -99055.575534 nChanged 21 SP:Iteration 14Q (782.023485 sec): 3 clusters Score: Raw -100644.892455 + Penalty 1572.659121 = -99072.233335 nChanged 15 SP:Iteration 15Q (782.105597 sec): 3 clusters Score: Raw -100655.539951 + Penalty 1572.659121 = -99082.880830 nChanged 13 SP:Iteration 16Q (782.195903 sec): 3 clusters Score: Raw -100663.571536 + Penalty 1572.659121 = -99090.912415 nChanged 7 SP:Iteration 17Q (782.274170 sec): 3 clusters Score: Raw -100667.234116 + Penalty 1572.659121 = -99094.574995 nChanged 9 SP:Iteration 18Q (782.353443 sec): 3 clusters Score: Raw -100672.983692 + Penalty 1572.659121 = -99100.324571 nChanged 4 SP:Iteration 19Q (782.437573 sec): 3 clusters Score: Raw -100674.238823 + Penalty 1572.659121 = -99101.579703 nChanged 2 SP:Iteration 20F (782.529115 sec): 3 clusters Score: Raw -100675.323142 + Penalty 1572.659121 = -99102.664021 nChanged 0 Trying to split cluster 11 (759 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (782.578106 sec): 2 clusters Score: Raw -31929.575754 + Penalty 696.360187 = -31233.215567 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (782.660161 sec): 3 clusters Score: Raw -31679.708288 + Penalty 1392.720373 = -30286.987915 nChanged 259 SP:Iteration 1F (782.722781 sec): 3 clusters Score: Raw -31991.486906 + Penalty 1392.720373 = -30598.766533 nChanged 65 SP:Iteration 2F (782.831883 sec): 3 clusters Score: Raw -32097.465723 + Penalty 1392.720373 = -30704.745350 nChanged 55 SP:Iteration 3F (782.909199 sec): 3 clusters Score: Raw -32166.028161 + Penalty 1392.720373 = -30773.307788 nChanged 22 SP:Iteration 4Q (783.000424 sec): 3 clusters Score: Raw -32188.847741 + Penalty 1392.720373 = -30796.127368 nChanged 20 SP:Iteration 5Q (783.075818 sec): 3 clusters Score: Raw -32205.373569 + Penalty 1392.720373 = -30812.653196 nChanged 17 SP:Iteration 6Q (783.139413 sec): 3 clusters Score: Raw -32225.684583 + Penalty 1392.720373 = -30832.964210 nChanged 15 SP:Iteration 7Q (783.226964 sec): 3 clusters Score: Raw -32243.136820 + Penalty 1392.720373 = -30850.416447 nChanged 10 SP:Iteration 8Q (783.319809 sec): 3 clusters Score: Raw -32258.703476 + Penalty 1392.720373 = -30865.983103 nChanged 13 SP:Iteration 9Q (783.411383 sec): 3 clusters Score: Raw -32273.026251 + Penalty 1392.720373 = -30880.305878 nChanged 11 SP:Iteration 10Q (783.490286 sec): 3 clusters Score: Raw -32290.372117 + Penalty 1392.720373 = -30897.651744 nChanged 9 SP:Iteration 11Q (783.576200 sec): 3 clusters Score: Raw -32299.672674 + Penalty 1392.720373 = -30906.952301 nChanged 6 SP:Iteration 12Q (783.652523 sec): 3 clusters Score: Raw -32304.032300 + Penalty 1392.720373 = -30911.311927 nChanged 3 SP:Iteration 13Q (783.736156 sec): 3 clusters Score: Raw -32309.108940 + Penalty 1392.720373 = -30916.388567 nChanged 1 SP:Iteration 14Q (783.809960 sec): 3 clusters Score: Raw -32309.691823 + Penalty 1392.720373 = -30916.971450 nChanged 1 SP:Iteration 15Q (783.909692 sec): 3 clusters Score: Raw -32310.805203 + Penalty 1392.720373 = -30918.084830 nChanged 1 SP:Iteration 16Q (783.988141 sec): 3 clusters Score: Raw -32311.831607 + Penalty 1392.720373 = -30919.111234 nChanged 0 SP:Iteration 17F (784.083064 sec): 3 clusters Score: Raw -32311.831607 + Penalty 1392.720373 = -30919.111234 nChanged 0 Trying to split cluster 12 (3125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (784.142578 sec): 2 clusters Score: Raw -184528.451711 + Penalty 844.954904 = -183683.496807 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (784.223195 sec): 3 clusters Score: Raw -182898.637171 + Penalty 1689.909808 = -181208.727363 nChanged 1285 SP:Iteration 1F (784.295268 sec): 3 clusters Score: Raw -183600.463283 + Penalty 1689.909808 = -181910.553475 nChanged 233 SP:Iteration 2F (784.394670 sec): 3 clusters Score: Raw -183728.520463 + Penalty 1689.909808 = -182038.610655 nChanged 146 SP:Iteration 3Q (784.483854 sec): 3 clusters Score: Raw -183814.937406 + Penalty 1689.909808 = -182125.027598 nChanged 141 SP:Iteration 4Q (784.580290 sec): 3 clusters Score: Raw -183906.154881 + Penalty 1689.909808 = -182216.245072 nChanged 128 SP:Iteration 5Q (784.668929 sec): 3 clusters Score: Raw -183992.524942 + Penalty 1689.909808 = -182302.615134 nChanged 95 SP:Iteration 6Q (784.745083 sec): 3 clusters Score: Raw -184043.811668 + Penalty 1689.909808 = -182353.901860 nChanged 85 SP:Iteration 7Q (784.846904 sec): 3 clusters Score: Raw -184089.921870 + Penalty 1689.909808 = -182400.012062 nChanged 84 SP:Iteration 8Q (784.925961 sec): 3 clusters Score: Raw -184141.067253 + Penalty 1689.909808 = -182451.157445 nChanged 70 SP:Iteration 9Q (785.017038 sec): 3 clusters Score: Raw -184184.574201 + Penalty 1689.909808 = -182494.664393 nChanged 74 SP:Iteration 10Q (785.111721 sec): 3 clusters Score: Raw -184228.768876 + Penalty 1689.909808 = -182538.859067 nChanged 74 SP:Iteration 11Q (785.187579 sec): 3 clusters Score: Raw -184269.822487 + Penalty 1689.909808 = -182579.912678 nChanged 70 SP:Iteration 12Q (785.272808 sec): 3 clusters Score: Raw -184310.673966 + Penalty 1689.909808 = -182620.764158 nChanged 69 SP:Iteration 13Q (785.366905 sec): 3 clusters Score: Raw -184352.256154 + Penalty 1689.909808 = -182662.346346 nChanged 56 SP:Iteration 14Q (785.461286 sec): 3 clusters Score: Raw -184385.801521 + Penalty 1689.909808 = -182695.891713 nChanged 46 SP:Iteration 15Q (785.565838 sec): 3 clusters Score: Raw -184409.583751 + Penalty 1689.909808 = -182719.673943 nChanged 52 SP:Iteration 16Q (785.653624 sec): 3 clusters Score: Raw -184439.832825 + Penalty 1689.909808 = -182749.923017 nChanged 51 SP:Iteration 17Q (785.718608 sec): 3 clusters Score: Raw -184466.430940 + Penalty 1689.909808 = -182776.521132 nChanged 41 SP:Iteration 18Q (785.824145 sec): 3 clusters Score: Raw -184490.959022 + Penalty 1689.909808 = -182801.049214 nChanged 53 SP:Iteration 19Q (785.907649 sec): 3 clusters Score: Raw -184533.194792 + Penalty 1689.909808 = -182843.284984 nChanged 56 SP:Iteration 20F (785.987857 sec): 3 clusters Score: Raw -184574.768074 + Penalty 1689.909808 = -182884.858266 nChanged 46 SP:Iteration 21Q (786.077254 sec): 3 clusters Score: Raw -184606.262518 + Penalty 1689.909808 = -182916.352710 nChanged 35 SP:Iteration 22Q (786.175208 sec): 3 clusters Score: Raw -184628.661256 + Penalty 1689.909808 = -182938.751448 nChanged 33 SP:Iteration 23Q (786.267162 sec): 3 clusters Score: Raw -184661.967224 + Penalty 1689.909808 = -182972.057416 nChanged 41 SP:Iteration 24Q (786.352394 sec): 3 clusters Score: Raw -184696.712605 + Penalty 1689.909808 = -183006.802797 nChanged 26 SP:Iteration 25Q (786.436544 sec): 3 clusters Score: Raw -184716.496154 + Penalty 1689.909808 = -183026.586346 nChanged 22 SP:Iteration 26Q (786.512192 sec): 3 clusters Score: Raw -184730.423767 + Penalty 1689.909808 = -183040.513959 nChanged 14 SP:Iteration 27Q (786.587853 sec): 3 clusters Score: Raw -184737.080383 + Penalty 1689.909808 = -183047.170575 nChanged 7 SP:Iteration 28Q (786.693947 sec): 3 clusters Score: Raw -184740.016858 + Penalty 1689.909808 = -183050.107050 nChanged 4 SP:Iteration 29Q (786.765452 sec): 3 clusters Score: Raw -184741.942030 + Penalty 1689.909808 = -183052.032222 nChanged 5 SP:Iteration 30Q (786.849697 sec): 3 clusters Score: Raw -184745.585936 + Penalty 1689.909808 = -183055.676128 nChanged 4 SP:Iteration 31Q (786.945113 sec): 3 clusters Score: Raw -184748.663889 + Penalty 1689.909808 = -183058.754081 nChanged 4 SP:Iteration 32Q (787.050000 sec): 3 clusters Score: Raw -184749.964070 + Penalty 1689.909808 = -183060.054261 nChanged 2 SP:Iteration 33Q (787.133654 sec): 3 clusters Score: Raw -184750.869593 + Penalty 1689.909808 = -183060.959785 nChanged 2 SP:Iteration 34Q (787.223764 sec): 3 clusters Score: Raw -184752.174608 + Penalty 1689.909808 = -183062.264800 nChanged 3 SP:Iteration 35Q (787.325301 sec): 3 clusters Score: Raw -184753.915461 + Penalty 1689.909808 = -183064.005653 nChanged 3 SP:Iteration 36Q (787.404721 sec): 3 clusters Score: Raw -184755.555295 + Penalty 1689.909808 = -183065.645487 nChanged 6 SP:Iteration 37Q (787.500531 sec): 3 clusters Score: Raw -184758.175047 + Penalty 1689.909808 = -183068.265239 nChanged 3 SP:Iteration 38Q (787.572362 sec): 3 clusters Score: Raw -184758.963037 + Penalty 1689.909808 = -183069.053229 nChanged 1 SP:Iteration 39Q (787.657787 sec): 3 clusters Score: Raw -184759.548355 + Penalty 1689.909808 = -183069.638547 nChanged 2 SP:Iteration 40F (787.741204 sec): 3 clusters Score: Raw -184760.379228 + Penalty 1689.909808 = -183070.469420 nChanged 5 SP:Iteration 41Q (787.824221 sec): 3 clusters Score: Raw -184762.670729 + Penalty 1689.909808 = -183072.760921 nChanged 1 SP:Iteration 42Q (787.888854 sec): 3 clusters Score: Raw -184762.924400 + Penalty 1689.909808 = -183073.014592 nChanged 1 SP:Iteration 43Q (787.975402 sec): 3 clusters Score: Raw -184763.082716 + Penalty 1689.909808 = -183073.172908 nChanged 1 SP:Iteration 44Q (788.072001 sec): 3 clusters Score: Raw -184763.570033 + Penalty 1689.909808 = -183073.660225 nChanged 1 SP:Iteration 45Q (788.134418 sec): 3 clusters Score: Raw -184763.890611 + Penalty 1689.909808 = -183073.980803 nChanged 1 SP:Iteration 46Q (788.235654 sec): 3 clusters Score: Raw -184764.125159 + Penalty 1689.909808 = -183074.215351 nChanged 0 SP:Iteration 47F (788.310322 sec): 3 clusters Score: Raw -184764.125159 + Penalty 1689.909808 = -183074.215351 nChanged 0 Trying to split cluster 13 (2510 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (788.360647 sec): 2 clusters Score: Raw -129200.942090 + Penalty 821.943993 = -128378.998097 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (788.449886 sec): 3 clusters Score: Raw -127982.902607 + Penalty 1643.887987 = -126339.014620 nChanged 983 SP:Iteration 1F (788.545187 sec): 3 clusters Score: Raw -128615.172210 + Penalty 1643.887987 = -126971.284224 nChanged 178 SP:Iteration 2F (788.618428 sec): 3 clusters Score: Raw -128741.377531 + Penalty 1643.887987 = -127097.489545 nChanged 140 SP:Iteration 3F (788.697064 sec): 3 clusters Score: Raw -128847.269066 + Penalty 1643.887987 = -127203.381079 nChanged 124 SP:Iteration 4Q (788.788333 sec): 3 clusters Score: Raw -128941.099547 + Penalty 1643.887987 = -127297.211560 nChanged 124 SP:Iteration 5Q (788.876183 sec): 3 clusters Score: Raw -129033.050789 + Penalty 1643.887987 = -127389.162803 nChanged 111 SP:Iteration 6Q (788.940111 sec): 3 clusters Score: Raw -129105.709479 + Penalty 1643.887987 = -127461.821492 nChanged 87 SP:Iteration 7Q (789.047052 sec): 3 clusters Score: Raw -129165.687397 + Penalty 1643.887987 = -127521.799411 nChanged 89 SP:Iteration 8Q (789.112630 sec): 3 clusters Score: Raw -129218.913998 + Penalty 1643.887987 = -127575.026011 nChanged 68 SP:Iteration 9Q (789.200293 sec): 3 clusters Score: Raw -129262.081111 + Penalty 1643.887987 = -127618.193124 nChanged 70 SP:Iteration 10Q (789.286306 sec): 3 clusters Score: Raw -129302.628770 + Penalty 1643.887987 = -127658.740783 nChanged 48 SP:Iteration 11Q (789.396645 sec): 3 clusters Score: Raw -129330.785931 + Penalty 1643.887987 = -127686.897944 nChanged 38 SP:Iteration 12Q (789.483294 sec): 3 clusters Score: Raw -129348.067448 + Penalty 1643.887987 = -127704.179461 nChanged 25 SP:Iteration 13Q (789.554547 sec): 3 clusters Score: Raw -129359.942610 + Penalty 1643.887987 = -127716.054623 nChanged 21 SP:Iteration 14Q (789.640410 sec): 3 clusters Score: Raw -129367.745476 + Penalty 1643.887987 = -127723.857490 nChanged 17 SP:Iteration 15Q (789.718365 sec): 3 clusters Score: Raw -129373.691912 + Penalty 1643.887987 = -127729.803925 nChanged 9 SP:Iteration 16Q (789.819333 sec): 3 clusters Score: Raw -129378.161288 + Penalty 1643.887987 = -127734.273301 nChanged 11 SP:Iteration 17Q (789.894840 sec): 3 clusters Score: Raw -129383.529124 + Penalty 1643.887987 = -127739.641137 nChanged 8 SP:Iteration 18Q (789.989565 sec): 3 clusters Score: Raw -129388.274369 + Penalty 1643.887987 = -127744.386382 nChanged 13 SP:Iteration 19Q (790.076424 sec): 3 clusters Score: Raw -129395.178242 + Penalty 1643.887987 = -127751.290255 nChanged 18 SP:Iteration 20F (790.181629 sec): 3 clusters Score: Raw -129405.866152 + Penalty 1643.887987 = -127761.978165 nChanged 14 SP:Iteration 21Q (790.261943 sec): 3 clusters Score: Raw -129415.199244 + Penalty 1643.887987 = -127771.311257 nChanged 13 SP:Iteration 22Q (790.356693 sec): 3 clusters Score: Raw -129423.613864 + Penalty 1643.887987 = -127779.725877 nChanged 14 SP:Iteration 23Q (790.442145 sec): 3 clusters Score: Raw -129430.188471 + Penalty 1643.887987 = -127786.300484 nChanged 12 SP:Iteration 24Q (790.508617 sec): 3 clusters Score: Raw -129438.391736 + Penalty 1643.887987 = -127794.503749 nChanged 8 SP:Iteration 25Q (790.588356 sec): 3 clusters Score: Raw -129443.673544 + Penalty 1643.887987 = -127799.785557 nChanged 13 SP:Iteration 26Q (790.668979 sec): 3 clusters Score: Raw -129451.855243 + Penalty 1643.887987 = -127807.967257 nChanged 7 SP:Iteration 27Q (790.751247 sec): 3 clusters Score: Raw -129454.158289 + Penalty 1643.887987 = -127810.270302 nChanged 6 SP:Iteration 28Q (790.835475 sec): 3 clusters Score: Raw -129456.925933 + Penalty 1643.887987 = -127813.037946 nChanged 3 SP:Iteration 29Q (790.930854 sec): 3 clusters Score: Raw -129458.116568 + Penalty 1643.887987 = -127814.228582 nChanged 2 SP:Iteration 30Q (791.001827 sec): 3 clusters Score: Raw -129459.015430 + Penalty 1643.887987 = -127815.127443 nChanged 1 SP:Iteration 31Q (791.106721 sec): 3 clusters Score: Raw -129459.601765 + Penalty 1643.887987 = -127815.713779 nChanged 1 SP:Iteration 32Q (791.175572 sec): 3 clusters Score: Raw -129459.905693 + Penalty 1643.887987 = -127816.017707 nChanged 2 SP:Iteration 33Q (791.278294 sec): 3 clusters Score: Raw -129460.441820 + Penalty 1643.887987 = -127816.553833 nChanged 0 SP:Iteration 34F (791.349150 sec): 3 clusters Score: Raw -129460.441820 + Penalty 1643.887987 = -127816.553833 nChanged 0 Trying to split cluster 14 (3278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (791.403684 sec): 2 clusters Score: Raw -199207.119706 + Penalty 849.973820 = -198357.145887 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (791.469869 sec): 3 clusters Score: Raw -197482.653773 + Penalty 1699.947639 = -195782.706133 nChanged 1350 SP:Iteration 1F (791.566585 sec): 3 clusters Score: Raw -198297.069698 + Penalty 1699.947639 = -196597.122059 nChanged 248 SP:Iteration 2F (791.651846 sec): 3 clusters Score: Raw -198463.965922 + Penalty 1699.947639 = -196764.018283 nChanged 193 SP:Iteration 3F (791.733971 sec): 3 clusters Score: Raw -198587.989899 + Penalty 1699.947639 = -196888.042260 nChanged 167 SP:Iteration 4F (791.812992 sec): 3 clusters Score: Raw -198695.923184 + Penalty 1699.947639 = -196995.975545 nChanged 148 SP:Iteration 5Q (791.899006 sec): 3 clusters Score: Raw -198808.067365 + Penalty 1699.947639 = -197108.119726 nChanged 157 SP:Iteration 6Q (791.984783 sec): 3 clusters Score: Raw -198929.648293 + Penalty 1699.947639 = -197229.700654 nChanged 142 SP:Iteration 7Q (792.062644 sec): 3 clusters Score: Raw -199044.886311 + Penalty 1699.947639 = -197344.938672 nChanged 113 SP:Iteration 8Q (792.158704 sec): 3 clusters Score: Raw -199116.205718 + Penalty 1699.947639 = -197416.258078 nChanged 80 SP:Iteration 9Q (792.232554 sec): 3 clusters Score: Raw -199162.708585 + Penalty 1699.947639 = -197462.760945 nChanged 70 SP:Iteration 10Q (792.329052 sec): 3 clusters Score: Raw -199205.827537 + Penalty 1699.947639 = -197505.879898 nChanged 55 SP:Iteration 11Q (792.402207 sec): 3 clusters Score: Raw -199230.713064 + Penalty 1699.947639 = -197530.765424 nChanged 45 SP:Iteration 12Q (792.484836 sec): 3 clusters Score: Raw -199249.453261 + Penalty 1699.947639 = -197549.505621 nChanged 39 SP:Iteration 13Q (792.571588 sec): 3 clusters Score: Raw -199265.880642 + Penalty 1699.947639 = -197565.933002 nChanged 35 SP:Iteration 14Q (792.650504 sec): 3 clusters Score: Raw -199281.900028 + Penalty 1699.947639 = -197581.952389 nChanged 28 SP:Iteration 15Q (792.746765 sec): 3 clusters Score: Raw -199293.555506 + Penalty 1699.947639 = -197593.607867 nChanged 23 SP:Iteration 16Q (792.831071 sec): 3 clusters Score: Raw -199300.770715 + Penalty 1699.947639 = -197600.823075 nChanged 16 SP:Iteration 17Q (792.911842 sec): 3 clusters Score: Raw -199307.077792 + Penalty 1699.947639 = -197607.130153 nChanged 21 SP:Iteration 18Q (792.998886 sec): 3 clusters Score: Raw -199312.975054 + Penalty 1699.947639 = -197613.027415 nChanged 10 SP:Iteration 19Q (793.080678 sec): 3 clusters Score: Raw -199315.605134 + Penalty 1699.947639 = -197615.657494 nChanged 12 SP:Iteration 20F (793.183110 sec): 3 clusters Score: Raw -199318.644257 + Penalty 1699.947639 = -197618.696617 nChanged 11 SP:Iteration 21Q (793.278937 sec): 3 clusters Score: Raw -199321.323440 + Penalty 1699.947639 = -197621.375800 nChanged 14 SP:Iteration 22Q (793.367171 sec): 3 clusters Score: Raw -199326.216641 + Penalty 1699.947639 = -197626.269001 nChanged 14 SP:Iteration 23Q (793.452659 sec): 3 clusters Score: Raw -199330.555898 + Penalty 1699.947639 = -197630.608258 nChanged 13 SP:Iteration 24Q (793.533895 sec): 3 clusters Score: Raw -199334.063498 + Penalty 1699.947639 = -197634.115858 nChanged 10 SP:Iteration 25Q (793.617347 sec): 3 clusters Score: Raw -199337.374994 + Penalty 1699.947639 = -197637.427355 nChanged 13 SP:Iteration 26Q (793.710731 sec): 3 clusters Score: Raw -199344.291966 + Penalty 1699.947639 = -197644.344327 nChanged 16 SP:Iteration 27Q (793.794939 sec): 3 clusters Score: Raw -199352.628240 + Penalty 1699.947639 = -197652.680600 nChanged 15 SP:Iteration 28Q (793.892010 sec): 3 clusters Score: Raw -199358.303848 + Penalty 1699.947639 = -197658.356209 nChanged 16 SP:Iteration 29Q (793.982419 sec): 3 clusters Score: Raw -199364.915326 + Penalty 1699.947639 = -197664.967687 nChanged 15 SP:Iteration 30Q (794.063515 sec): 3 clusters Score: Raw -199371.969010 + Penalty 1699.947639 = -197672.021371 nChanged 16 SP:Iteration 31Q (794.148552 sec): 3 clusters Score: Raw -199378.560314 + Penalty 1699.947639 = -197678.612674 nChanged 13 SP:Iteration 32Q (794.235646 sec): 3 clusters Score: Raw -199384.201541 + Penalty 1699.947639 = -197684.253901 nChanged 13 SP:Iteration 33Q (794.325136 sec): 3 clusters Score: Raw -199390.043295 + Penalty 1699.947639 = -197690.095655 nChanged 17 SP:Iteration 34Q (794.415510 sec): 3 clusters Score: Raw -199396.839987 + Penalty 1699.947639 = -197696.892348 nChanged 15 SP:Iteration 35Q (794.501469 sec): 3 clusters Score: Raw -199407.248850 + Penalty 1699.947639 = -197707.301210 nChanged 22 SP:Iteration 36Q (794.583325 sec): 3 clusters Score: Raw -199422.124462 + Penalty 1699.947639 = -197722.176822 nChanged 19 SP:Iteration 37Q (794.668306 sec): 3 clusters Score: Raw -199435.228202 + Penalty 1699.947639 = -197735.280562 nChanged 23 SP:Iteration 38Q (794.759095 sec): 3 clusters Score: Raw -199450.603124 + Penalty 1699.947639 = -197750.655485 nChanged 21 SP:Iteration 39Q (794.862057 sec): 3 clusters Score: Raw -199464.992107 + Penalty 1699.947639 = -197765.044468 nChanged 30 SP:Iteration 40F (794.929799 sec): 3 clusters Score: Raw -199500.586192 + Penalty 1699.947639 = -197800.638552 nChanged 39 SP:Iteration 41Q (795.006585 sec): 3 clusters Score: Raw -199561.138646 + Penalty 1699.947639 = -197861.191007 nChanged 35 SP:Iteration 42Q (795.081710 sec): 3 clusters Score: Raw -199618.126188 + Penalty 1699.947639 = -197918.178549 nChanged 38 SP:Iteration 43Q (795.175715 sec): 3 clusters Score: Raw -199677.074708 + Penalty 1699.947639 = -197977.127068 nChanged 31 SP:Iteration 44Q (795.262088 sec): 3 clusters Score: Raw -199719.882009 + Penalty 1699.947639 = -198019.934369 nChanged 32 SP:Iteration 45Q (795.338647 sec): 3 clusters Score: Raw -199751.931563 + Penalty 1699.947639 = -198051.983923 nChanged 28 SP:Iteration 46Q (795.440612 sec): 3 clusters Score: Raw -199779.196214 + Penalty 1699.947639 = -198079.248574 nChanged 24 SP:Iteration 47Q (795.534019 sec): 3 clusters Score: Raw -199797.371655 + Penalty 1699.947639 = -198097.424016 nChanged 15 SP:Iteration 48Q (795.605830 sec): 3 clusters Score: Raw -199807.295909 + Penalty 1699.947639 = -198107.348270 nChanged 9 SP:Iteration 49Q (795.694429 sec): 3 clusters Score: Raw -199810.912131 + Penalty 1699.947639 = -198110.964492 nChanged 4 SP:Iteration 50Q (795.780722 sec): 3 clusters Score: Raw -199812.557436 + Penalty 1699.947639 = -198112.609797 nChanged 4 SP:Iteration 51Q (795.861483 sec): 3 clusters Score: Raw -199814.815945 + Penalty 1699.947639 = -198114.868305 nChanged 4 SP:Iteration 52Q (795.952386 sec): 3 clusters Score: Raw -199816.662371 + Penalty 1699.947639 = -198116.714731 nChanged 2 SP:Iteration 53Q (796.048111 sec): 3 clusters Score: Raw -199817.432107 + Penalty 1699.947639 = -198117.484468 nChanged 1 SP:Iteration 54Q (796.137317 sec): 3 clusters Score: Raw -199817.958605 + Penalty 1699.947639 = -198118.010966 nChanged 0 SP:Iteration 55F (796.203231 sec): 3 clusters Score: Raw -199817.958605 + Penalty 1699.947639 = -198118.010966 nChanged 0 Trying to split cluster 15 (5209 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (796.278328 sec): 2 clusters Score: Raw -303362.331921 + Penalty 898.605034 = -302463.726887 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (796.361714 sec): 3 clusters Score: Raw -300460.068981 + Penalty 1797.210067 = -298662.858913 nChanged 2275 SP:Iteration 1F (796.435042 sec): 3 clusters Score: Raw -301814.163098 + Penalty 1797.210067 = -300016.953031 nChanged 430 SP:Iteration 2F (796.539712 sec): 3 clusters Score: Raw -302125.484878 + Penalty 1797.210067 = -300328.274810 nChanged 374 SP:Iteration 3F (796.626051 sec): 3 clusters Score: Raw -302403.127050 + Penalty 1797.210067 = -300605.916983 nChanged 337 SP:Iteration 4F (796.700027 sec): 3 clusters Score: Raw -302666.430311 + Penalty 1797.210067 = -300869.220244 nChanged 318 SP:Iteration 5F (796.798165 sec): 3 clusters Score: Raw -302920.206757 + Penalty 1797.210067 = -301122.996690 nChanged 283 SP:Iteration 6F (796.885052 sec): 3 clusters Score: Raw -303160.005782 + Penalty 1797.210067 = -301362.795714 nChanged 210 SP:Iteration 7Q (796.968784 sec): 3 clusters Score: Raw -303315.945875 + Penalty 1797.210067 = -301518.735808 nChanged 164 SP:Iteration 8Q (797.070022 sec): 3 clusters Score: Raw -303404.751277 + Penalty 1797.210067 = -301607.541210 nChanged 111 SP:Iteration 9Q (797.161741 sec): 3 clusters Score: Raw -303450.496659 + Penalty 1797.210067 = -301653.286592 nChanged 85 SP:Iteration 10Q (797.261657 sec): 3 clusters Score: Raw -303490.370257 + Penalty 1797.210067 = -301693.160190 nChanged 66 SP:Iteration 11Q (797.347925 sec): 3 clusters Score: Raw -303514.701982 + Penalty 1797.210067 = -301717.491915 nChanged 58 SP:Iteration 12Q (797.447931 sec): 3 clusters Score: Raw -303528.407799 + Penalty 1797.210067 = -301731.197731 nChanged 27 SP:Iteration 13Q (797.514275 sec): 3 clusters Score: Raw -303534.919790 + Penalty 1797.210067 = -301737.709722 nChanged 30 SP:Iteration 14Q (797.626949 sec): 3 clusters Score: Raw -303540.736143 + Penalty 1797.210067 = -301743.526075 nChanged 18 SP:Iteration 15Q (797.716299 sec): 3 clusters Score: Raw -303545.860027 + Penalty 1797.210067 = -301748.649959 nChanged 18 SP:Iteration 16Q (797.802023 sec): 3 clusters Score: Raw -303549.052958 + Penalty 1797.210067 = -301751.842891 nChanged 14 SP:Iteration 17Q (797.885524 sec): 3 clusters Score: Raw -303550.952374 + Penalty 1797.210067 = -301753.742307 nChanged 11 SP:Iteration 18Q (797.973014 sec): 3 clusters Score: Raw -303553.001335 + Penalty 1797.210067 = -301755.791268 nChanged 14 SP:Iteration 19Q (798.062818 sec): 3 clusters Score: Raw -303555.630576 + Penalty 1797.210067 = -301758.420508 nChanged 12 SP:Iteration 20F (798.171325 sec): 3 clusters Score: Raw -303557.718775 + Penalty 1797.210067 = -301760.508707 nChanged 10 SP:Iteration 21Q (798.240504 sec): 3 clusters Score: Raw -303559.530768 + Penalty 1797.210067 = -301762.320701 nChanged 9 SP:Iteration 22Q (798.341374 sec): 3 clusters Score: Raw -303561.253409 + Penalty 1797.210067 = -301764.043342 nChanged 11 SP:Iteration 23Q (798.425925 sec): 3 clusters Score: Raw -303563.424443 + Penalty 1797.210067 = -301766.214376 nChanged 10 SP:Iteration 24Q (798.524706 sec): 3 clusters Score: Raw -303565.158578 + Penalty 1797.210067 = -301767.948511 nChanged 9 SP:Iteration 25Q (798.598417 sec): 3 clusters Score: Raw -303566.589592 + Penalty 1797.210067 = -301769.379525 nChanged 8 SP:Iteration 26Q (798.682040 sec): 3 clusters Score: Raw -303567.523571 + Penalty 1797.210067 = -301770.313503 nChanged 0 SP:Iteration 27F (798.788104 sec): 3 clusters Score: Raw -303567.523571 + Penalty 1797.210067 = -301770.313503 nChanged 0 Trying to split cluster 16 (1240 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (798.835348 sec): 2 clusters Score: Raw -49069.837527 + Penalty 747.900999 = -48321.936528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (798.902339 sec): 3 clusters Score: Raw -48598.396842 + Penalty 1495.801998 = -47102.594844 nChanged 431 SP:Iteration 1F (798.998892 sec): 3 clusters Score: Raw -48983.238421 + Penalty 1495.801998 = -47487.436422 nChanged 102 SP:Iteration 2F (799.085346 sec): 3 clusters Score: Raw -49119.475486 + Penalty 1495.801998 = -47623.673487 nChanged 79 SP:Iteration 3F (799.191495 sec): 3 clusters Score: Raw -49214.320289 + Penalty 1495.801998 = -47718.518291 nChanged 57 SP:Iteration 4Q (799.266150 sec): 3 clusters Score: Raw -49279.271519 + Penalty 1495.801998 = -47783.469521 nChanged 44 SP:Iteration 5Q (799.338976 sec): 3 clusters Score: Raw -49335.300761 + Penalty 1495.801998 = -47839.498763 nChanged 40 SP:Iteration 6Q (799.445128 sec): 3 clusters Score: Raw -49371.066687 + Penalty 1495.801998 = -47875.264688 nChanged 34 SP:Iteration 7Q (799.517014 sec): 3 clusters Score: Raw -49394.875172 + Penalty 1495.801998 = -47899.073174 nChanged 31 SP:Iteration 8Q (799.600928 sec): 3 clusters Score: Raw -49418.200036 + Penalty 1495.801998 = -47922.398038 nChanged 20 SP:Iteration 9Q (799.680710 sec): 3 clusters Score: Raw -49430.821063 + Penalty 1495.801998 = -47935.019065 nChanged 16 SP:Iteration 10Q (799.760085 sec): 3 clusters Score: Raw -49437.678062 + Penalty 1495.801998 = -47941.876063 nChanged 10 SP:Iteration 11Q (799.859053 sec): 3 clusters Score: Raw -49443.241305 + Penalty 1495.801998 = -47947.439307 nChanged 7 SP:Iteration 12Q (799.957304 sec): 3 clusters Score: Raw -49447.879326 + Penalty 1495.801998 = -47952.077328 nChanged 11 SP:Iteration 13Q (800.033582 sec): 3 clusters Score: Raw -49457.506793 + Penalty 1495.801998 = -47961.704795 nChanged 14 SP:Iteration 14Q (800.141099 sec): 3 clusters Score: Raw -49471.442657 + Penalty 1495.801998 = -47975.640659 nChanged 13 SP:Iteration 15Q (800.210658 sec): 3 clusters Score: Raw -49480.887101 + Penalty 1495.801998 = -47985.085103 nChanged 9 SP:Iteration 16Q (800.309609 sec): 3 clusters Score: Raw -49486.688562 + Penalty 1495.801998 = -47990.886564 nChanged 7 SP:Iteration 17Q (800.381968 sec): 3 clusters Score: Raw -49493.389975 + Penalty 1495.801998 = -47997.587977 nChanged 8 SP:Iteration 18Q (800.469111 sec): 3 clusters Score: Raw -49504.435691 + Penalty 1495.801998 = -48008.633693 nChanged 10 SP:Iteration 19Q (800.549246 sec): 3 clusters Score: Raw -49511.303239 + Penalty 1495.801998 = -48015.501241 nChanged 6 SP:Iteration 20F (800.656122 sec): 3 clusters Score: Raw -49514.713757 + Penalty 1495.801998 = -48018.911759 nChanged 10 SP:Iteration 21Q (800.721803 sec): 3 clusters Score: Raw -49520.881840 + Penalty 1495.801998 = -48025.079841 nChanged 7 SP:Iteration 22Q (800.821607 sec): 3 clusters Score: Raw -49525.841945 + Penalty 1495.801998 = -48030.039947 nChanged 6 SP:Iteration 23Q (800.888108 sec): 3 clusters Score: Raw -49532.947843 + Penalty 1495.801998 = -48037.145844 nChanged 4 SP:Iteration 24Q (800.968856 sec): 3 clusters Score: Raw -49533.873719 + Penalty 1495.801998 = -48038.071721 nChanged 0 SP:Iteration 25F (801.041323 sec): 3 clusters Score: Raw -49533.873719 + Penalty 1495.801998 = -48038.071721 nChanged 0 Trying to split cluster 17 (9870 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (801.103700 sec): 2 clusters Score: Raw -596699.564752 + Penalty 965.711789 = -595733.852963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (801.199796 sec): 3 clusters Score: Raw -590868.114741 + Penalty 1931.423578 = -588936.691163 nChanged 4465 SP:Iteration 1F (801.289947 sec): 3 clusters Score: Raw -593392.712351 + Penalty 1931.423578 = -591461.288774 nChanged 641 SP:Iteration 2F (801.398704 sec): 3 clusters Score: Raw -593693.063671 + Penalty 1931.423578 = -591761.640093 nChanged 623 SP:Iteration 3F (801.493786 sec): 3 clusters Score: Raw -594017.129392 + Penalty 1931.423578 = -592085.705814 nChanged 619 SP:Iteration 4F (801.580426 sec): 3 clusters Score: Raw -594349.741511 + Penalty 1931.423578 = -592418.317933 nChanged 611 SP:Iteration 5F (801.683834 sec): 3 clusters Score: Raw -594709.427631 + Penalty 1931.423578 = -592778.004053 nChanged 595 SP:Iteration 6F (801.773185 sec): 3 clusters Score: Raw -595084.742180 + Penalty 1931.423578 = -593153.318602 nChanged 540 SP:Iteration 7F (801.864513 sec): 3 clusters Score: Raw -595425.368148 + Penalty 1931.423578 = -593493.944570 nChanged 474 SP:Iteration 8Q (801.968535 sec): 3 clusters Score: Raw -595706.770975 + Penalty 1931.423578 = -593775.347397 nChanged 351 SP:Iteration 9Q (802.056095 sec): 3 clusters Score: Raw -595901.342477 + Penalty 1931.423578 = -593969.918899 nChanged 322 SP:Iteration 10Q (802.155721 sec): 3 clusters Score: Raw -596078.966298 + Penalty 1931.423578 = -594147.542720 nChanged 251 SP:Iteration 11Q (802.245569 sec): 3 clusters Score: Raw -596225.070452 + Penalty 1931.423578 = -594293.646874 nChanged 212 SP:Iteration 12Q (802.345031 sec): 3 clusters Score: Raw -596342.992261 + Penalty 1931.423578 = -594411.568683 nChanged 179 SP:Iteration 13Q (802.447414 sec): 3 clusters Score: Raw -596454.373986 + Penalty 1931.423578 = -594522.950408 nChanged 160 SP:Iteration 14Q (802.533061 sec): 3 clusters Score: Raw -596557.159584 + Penalty 1931.423578 = -594625.736006 nChanged 112 SP:Iteration 15Q (802.642239 sec): 3 clusters Score: Raw -596625.771826 + Penalty 1931.423578 = -594694.348248 nChanged 90 SP:Iteration 16Q (802.749276 sec): 3 clusters Score: Raw -596684.754482 + Penalty 1931.423578 = -594753.330904 nChanged 69 SP:Iteration 17Q (802.831919 sec): 3 clusters Score: Raw -596732.930342 + Penalty 1931.423578 = -594801.506764 nChanged 52 SP:Iteration 18Q (802.934546 sec): 3 clusters Score: Raw -596769.894258 + Penalty 1931.423578 = -594838.470680 nChanged 45 SP:Iteration 19Q (803.016978 sec): 3 clusters Score: Raw -596797.461322 + Penalty 1931.423578 = -594866.037744 nChanged 29 SP:Iteration 20F (803.115576 sec): 3 clusters Score: Raw -596817.727304 + Penalty 1931.423578 = -594886.303727 nChanged 23 SP:Iteration 21Q (803.209824 sec): 3 clusters Score: Raw -596831.174325 + Penalty 1931.423578 = -594899.750747 nChanged 17 SP:Iteration 22Q (803.311976 sec): 3 clusters Score: Raw -596841.381542 + Penalty 1931.423578 = -594909.957964 nChanged 17 SP:Iteration 23Q (803.415218 sec): 3 clusters Score: Raw -596852.925333 + Penalty 1931.423578 = -594921.501756 nChanged 13 SP:Iteration 24Q (803.515276 sec): 3 clusters Score: Raw -596860.931334 + Penalty 1931.423578 = -594929.507756 nChanged 7 SP:Iteration 25Q (803.614439 sec): 3 clusters Score: Raw -596866.490697 + Penalty 1931.423578 = -594935.067119 nChanged 7 SP:Iteration 26Q (803.710398 sec): 3 clusters Score: Raw -596871.549237 + Penalty 1931.423578 = -594940.125659 nChanged 7 SP:Iteration 27Q (803.800552 sec): 3 clusters Score: Raw -596878.157169 + Penalty 1931.423578 = -594946.733592 nChanged 3 SP:Iteration 28Q (803.893559 sec): 3 clusters Score: Raw -596879.855802 + Penalty 1931.423578 = -594948.432224 nChanged 1 SP:Iteration 29Q (803.971124 sec): 3 clusters Score: Raw -596880.891527 + Penalty 1931.423578 = -594949.467949 nChanged 1 SP:Iteration 30Q (804.074897 sec): 3 clusters Score: Raw -596881.937118 + Penalty 1931.423578 = -594950.513541 nChanged 1 SP:Iteration 31Q (804.153974 sec): 3 clusters Score: Raw -596882.525891 + Penalty 1931.423578 = -594951.102313 nChanged 1 SP:Iteration 32Q (804.245271 sec): 3 clusters Score: Raw -596883.000969 + Penalty 1931.423578 = -594951.577391 nChanged 1 SP:Iteration 33Q (804.336867 sec): 3 clusters Score: Raw -596883.579376 + Penalty 1931.423578 = -594952.155798 nChanged 1 SP:Iteration 34Q (804.436598 sec): 3 clusters Score: Raw -596884.692909 + Penalty 1931.423578 = -594953.269331 nChanged 1 SP:Iteration 35Q (804.528349 sec): 3 clusters Score: Raw -596885.188437 + Penalty 1931.423578 = -594953.764859 nChanged 1 SP:Iteration 36Q (804.629078 sec): 3 clusters Score: Raw -596885.405602 + Penalty 1931.423578 = -594953.982024 nChanged 0 SP:Iteration 37F (804.729558 sec): 3 clusters Score: Raw -596885.405602 + Penalty 1931.423578 = -594953.982024 nChanged 0 Trying to split cluster 18 (785 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (804.769979 sec): 2 clusters Score: Raw -37449.799691 + Penalty 699.896790 = -36749.902901 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (804.857648 sec): 3 clusters Score: Raw -37189.363500 + Penalty 1399.793581 = -35789.569919 nChanged 257 SP:Iteration 1F (804.933845 sec): 3 clusters Score: Raw -37461.399962 + Penalty 1399.793581 = -36061.606381 nChanged 80 SP:Iteration 2F (805.034063 sec): 3 clusters Score: Raw -37598.575907 + Penalty 1399.793581 = -36198.782326 nChanged 62 SP:Iteration 3F (805.120262 sec): 3 clusters Score: Raw -37688.118018 + Penalty 1399.793581 = -36288.324437 nChanged 40 SP:Iteration 4F (805.196388 sec): 3 clusters Score: Raw -37750.711553 + Penalty 1399.793581 = -36350.917972 nChanged 33 SP:Iteration 5Q (805.295420 sec): 3 clusters Score: Raw -37797.798530 + Penalty 1399.793581 = -36398.004949 nChanged 27 SP:Iteration 6Q (805.387032 sec): 3 clusters Score: Raw -37849.366046 + Penalty 1399.793581 = -36449.572465 nChanged 25 SP:Iteration 7Q (805.471501 sec): 3 clusters Score: Raw -37898.196328 + Penalty 1399.793581 = -36498.402747 nChanged 18 SP:Iteration 8Q (805.549626 sec): 3 clusters Score: Raw -37922.891226 + Penalty 1399.793581 = -36523.097645 nChanged 10 SP:Iteration 9Q (805.638502 sec): 3 clusters Score: Raw -37935.419783 + Penalty 1399.793581 = -36535.626202 nChanged 6 SP:Iteration 10Q (805.705365 sec): 3 clusters Score: Raw -37943.685534 + Penalty 1399.793581 = -36543.891953 nChanged 3 SP:Iteration 11Q (805.795275 sec): 3 clusters Score: Raw -37950.752408 + Penalty 1399.793581 = -36550.958827 nChanged 6 SP:Iteration 12Q (805.869192 sec): 3 clusters Score: Raw -37957.185399 + Penalty 1399.793581 = -36557.391819 nChanged 2 SP:Iteration 13Q (805.938841 sec): 3 clusters Score: Raw -37958.472414 + Penalty 1399.793581 = -36558.678833 nChanged 1 SP:Iteration 14Q (806.050564 sec): 3 clusters Score: Raw -37959.148674 + Penalty 1399.793581 = -36559.355093 nChanged 0 SP:Iteration 15F (806.126383 sec): 3 clusters Score: Raw -37959.148674 + Penalty 1399.793581 = -36559.355093 nChanged 0 Trying to split cluster 19 (2752 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (806.190960 sec): 2 clusters Score: Raw -168131.831592 + Penalty 831.608736 = -167300.222856 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (806.257847 sec): 3 clusters Score: Raw -166721.331251 + Penalty 1663.217472 = -165058.113779 nChanged 1120 SP:Iteration 1F (806.364940 sec): 3 clusters Score: Raw -167429.038798 + Penalty 1663.217472 = -165765.821326 nChanged 255 SP:Iteration 2F (806.432052 sec): 3 clusters Score: Raw -167664.402140 + Penalty 1663.217472 = -166001.184668 nChanged 219 SP:Iteration 3F (806.534750 sec): 3 clusters Score: Raw -167888.444942 + Penalty 1663.217472 = -166225.227470 nChanged 188 SP:Iteration 4F (806.606166 sec): 3 clusters Score: Raw -168087.204808 + Penalty 1663.217472 = -166423.987336 nChanged 172 SP:Iteration 5F (806.690732 sec): 3 clusters Score: Raw -168230.679861 + Penalty 1663.217472 = -166567.462389 nChanged 121 SP:Iteration 6Q (806.775000 sec): 3 clusters Score: Raw -168324.928928 + Penalty 1663.217472 = -166661.711456 nChanged 88 SP:Iteration 7Q (806.864277 sec): 3 clusters Score: Raw -168388.262339 + Penalty 1663.217472 = -166725.044867 nChanged 63 SP:Iteration 8Q (806.962897 sec): 3 clusters Score: Raw -168423.908710 + Penalty 1663.217472 = -166760.691239 nChanged 43 SP:Iteration 9Q (807.044837 sec): 3 clusters Score: Raw -168445.031020 + Penalty 1663.217472 = -166781.813548 nChanged 24 SP:Iteration 10Q (807.141235 sec): 3 clusters Score: Raw -168456.819628 + Penalty 1663.217472 = -166793.602156 nChanged 15 SP:Iteration 11Q (807.227974 sec): 3 clusters Score: Raw -168461.827608 + Penalty 1663.217472 = -166798.610136 nChanged 10 SP:Iteration 12Q (807.295576 sec): 3 clusters Score: Raw -168465.343967 + Penalty 1663.217472 = -166802.126495 nChanged 13 SP:Iteration 13Q (807.401427 sec): 3 clusters Score: Raw -168471.944206 + Penalty 1663.217472 = -166808.726735 nChanged 9 SP:Iteration 14Q (807.468178 sec): 3 clusters Score: Raw -168475.427300 + Penalty 1663.217472 = -166812.209828 nChanged 7 SP:Iteration 15Q (807.554214 sec): 3 clusters Score: Raw -168478.386547 + Penalty 1663.217472 = -166815.169076 nChanged 4 SP:Iteration 16Q (807.635290 sec): 3 clusters Score: Raw -168479.280922 + Penalty 1663.217472 = -166816.063451 nChanged 3 SP:Iteration 17Q (807.725844 sec): 3 clusters Score: Raw -168479.782830 + Penalty 1663.217472 = -166816.565358 nChanged 2 SP:Iteration 18Q (807.802816 sec): 3 clusters Score: Raw -168480.057911 + Penalty 1663.217472 = -166816.840439 nChanged 0 SP:Iteration 19F (807.890942 sec): 3 clusters Score: Raw -168480.057911 + Penalty 1663.217472 = -166816.840439 nChanged 0 Trying to split cluster 20 (4579 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (807.947872 sec): 2 clusters Score: Raw -277590.790638 + Penalty 885.069771 = -276705.720867 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (808.041461 sec): 3 clusters Score: Raw -275080.834702 + Penalty 1770.139542 = -273310.695161 nChanged 1894 SP:Iteration 1F (808.129962 sec): 3 clusters Score: Raw -276180.081083 + Penalty 1770.139542 = -274409.941541 nChanged 330 SP:Iteration 2F (808.188432 sec): 3 clusters Score: Raw -276345.828165 + Penalty 1770.139542 = -274575.688623 nChanged 248 SP:Iteration 3F (808.276831 sec): 3 clusters Score: Raw -276469.261684 + Penalty 1770.139542 = -274699.122142 nChanged 236 SP:Iteration 4F (808.359331 sec): 3 clusters Score: Raw -276573.569869 + Penalty 1770.139542 = -274803.430327 nChanged 166 SP:Iteration 5Q (808.452361 sec): 3 clusters Score: Raw -276631.962875 + Penalty 1770.139542 = -274861.823334 nChanged 120 SP:Iteration 6Q (808.552468 sec): 3 clusters Score: Raw -276667.805173 + Penalty 1770.139542 = -274897.665632 nChanged 101 SP:Iteration 7Q (808.619160 sec): 3 clusters Score: Raw -276699.908256 + Penalty 1770.139542 = -274929.768714 nChanged 96 SP:Iteration 8Q (808.710740 sec): 3 clusters Score: Raw -276730.127667 + Penalty 1770.139542 = -274959.988125 nChanged 93 SP:Iteration 9Q (808.803985 sec): 3 clusters Score: Raw -276763.123116 + Penalty 1770.139542 = -274992.983575 nChanged 93 SP:Iteration 10Q (808.893634 sec): 3 clusters Score: Raw -276795.040669 + Penalty 1770.139542 = -275024.901127 nChanged 88 SP:Iteration 11Q (808.990445 sec): 3 clusters Score: Raw -276829.098889 + Penalty 1770.139542 = -275058.959348 nChanged 96 SP:Iteration 12Q (809.081042 sec): 3 clusters Score: Raw -276863.053308 + Penalty 1770.139542 = -275092.913767 nChanged 91 SP:Iteration 13Q (809.188328 sec): 3 clusters Score: Raw -276895.994968 + Penalty 1770.139542 = -275125.855426 nChanged 103 SP:Iteration 14Q (809.281976 sec): 3 clusters Score: Raw -276934.068174 + Penalty 1770.139542 = -275163.928632 nChanged 102 SP:Iteration 15Q (809.381999 sec): 3 clusters Score: Raw -276970.637988 + Penalty 1770.139542 = -275200.498446 nChanged 93 SP:Iteration 16Q (809.487039 sec): 3 clusters Score: Raw -277001.948640 + Penalty 1770.139542 = -275231.809099 nChanged 83 SP:Iteration 17Q (809.592113 sec): 3 clusters Score: Raw -277031.955398 + Penalty 1770.139542 = -275261.815856 nChanged 92 SP:Iteration 18Q (809.677981 sec): 3 clusters Score: Raw -277064.118299 + Penalty 1770.139542 = -275293.978757 nChanged 95 SP:Iteration 19Q (809.782705 sec): 3 clusters Score: Raw -277098.950713 + Penalty 1770.139542 = -275328.811172 nChanged 92 SP:Iteration 20F (809.911274 sec): 3 clusters Score: Raw -277135.986789 + Penalty 1770.139542 = -275365.847248 nChanged 94 SP:Iteration 21Q (809.998110 sec): 3 clusters Score: Raw -277182.520775 + Penalty 1770.139542 = -275412.381233 nChanged 92 SP:Iteration 22Q (810.099919 sec): 3 clusters Score: Raw -277236.779057 + Penalty 1770.139542 = -275466.639515 nChanged 105 SP:Iteration 23Q (810.184096 sec): 3 clusters Score: Raw -277296.520069 + Penalty 1770.139542 = -275526.380527 nChanged 72 SP:Iteration 24Q (810.270939 sec): 3 clusters Score: Raw -277334.545664 + Penalty 1770.139542 = -275564.406123 nChanged 59 SP:Iteration 25Q (810.373214 sec): 3 clusters Score: Raw -277358.828027 + Penalty 1770.139542 = -275588.688485 nChanged 57 SP:Iteration 26Q (810.453479 sec): 3 clusters Score: Raw -277377.221436 + Penalty 1770.139542 = -275607.081895 nChanged 48 SP:Iteration 27Q (810.552839 sec): 3 clusters Score: Raw -277393.056449 + Penalty 1770.139542 = -275622.916907 nChanged 39 SP:Iteration 28Q (810.647329 sec): 3 clusters Score: Raw -277406.617498 + Penalty 1770.139542 = -275636.477957 nChanged 28 SP:Iteration 29Q (810.734752 sec): 3 clusters Score: Raw -277421.932226 + Penalty 1770.139542 = -275651.792684 nChanged 45 SP:Iteration 30Q (810.822412 sec): 3 clusters Score: Raw -277447.325766 + Penalty 1770.139542 = -275677.186224 nChanged 42 SP:Iteration 31Q (810.900798 sec): 3 clusters Score: Raw -277467.360187 + Penalty 1770.139542 = -275697.220646 nChanged 46 SP:Iteration 32Q (811.002790 sec): 3 clusters Score: Raw -277486.483110 + Penalty 1770.139542 = -275716.343568 nChanged 36 SP:Iteration 33Q (811.072080 sec): 3 clusters Score: Raw -277500.159072 + Penalty 1770.139542 = -275730.019530 nChanged 28 SP:Iteration 34Q (811.176456 sec): 3 clusters Score: Raw -277510.797263 + Penalty 1770.139542 = -275740.657722 nChanged 17 SP:Iteration 35Q (811.263587 sec): 3 clusters Score: Raw -277516.281957 + Penalty 1770.139542 = -275746.142416 nChanged 16 SP:Iteration 36Q (811.366013 sec): 3 clusters Score: Raw -277521.013617 + Penalty 1770.139542 = -275750.874076 nChanged 14 SP:Iteration 37Q (811.453209 sec): 3 clusters Score: Raw -277526.533362 + Penalty 1770.139542 = -275756.393820 nChanged 21 SP:Iteration 38Q (811.568112 sec): 3 clusters Score: Raw -277534.299173 + Penalty 1770.139542 = -275764.159631 nChanged 15 SP:Iteration 39Q (811.645834 sec): 3 clusters Score: Raw -277541.054545 + Penalty 1770.139542 = -275770.915003 nChanged 23 SP:Iteration 40F (811.732428 sec): 3 clusters Score: Raw -277551.279898 + Penalty 1770.139542 = -275781.140357 nChanged 27 SP:Iteration 41Q (811.838434 sec): 3 clusters Score: Raw -277561.428595 + Penalty 1770.139542 = -275791.289053 nChanged 15 SP:Iteration 42Q (811.935462 sec): 3 clusters Score: Raw -277568.384626 + Penalty 1770.139542 = -275798.245084 nChanged 11 SP:Iteration 43Q (812.024362 sec): 3 clusters Score: Raw -277574.402085 + Penalty 1770.139542 = -275804.262544 nChanged 17 SP:Iteration 44Q (812.097901 sec): 3 clusters Score: Raw -277581.240598 + Penalty 1770.139542 = -275811.101057 nChanged 10 SP:Iteration 45Q (812.182568 sec): 3 clusters Score: Raw -277587.279404 + Penalty 1770.139542 = -275817.139862 nChanged 11 SP:Iteration 46Q (812.267142 sec): 3 clusters Score: Raw -277592.430119 + Penalty 1770.139542 = -275822.290577 nChanged 13 SP:Iteration 47Q (812.358566 sec): 3 clusters Score: Raw -277597.757370 + Penalty 1770.139542 = -275827.617828 nChanged 12 SP:Iteration 48Q (812.454749 sec): 3 clusters Score: Raw -277603.604030 + Penalty 1770.139542 = -275833.464488 nChanged 13 SP:Iteration 49Q (812.542302 sec): 3 clusters Score: Raw -277609.628478 + Penalty 1770.139542 = -275839.488937 nChanged 13 SP:Iteration 50Q (812.612434 sec): 3 clusters Score: Raw -277613.069127 + Penalty 1770.139542 = -275842.929585 nChanged 12 SP:Iteration 51Q (812.711132 sec): 3 clusters Score: Raw -277616.216081 + Penalty 1770.139542 = -275846.076539 nChanged 12 SP:Iteration 52Q (812.797595 sec): 3 clusters Score: Raw -277620.107130 + Penalty 1770.139542 = -275849.967589 nChanged 11 SP:Iteration 53Q (812.887539 sec): 3 clusters Score: Raw -277625.701414 + Penalty 1770.139542 = -275855.561872 nChanged 13 SP:Iteration 54Q (812.986149 sec): 3 clusters Score: Raw -277629.937897 + Penalty 1770.139542 = -275859.798356 nChanged 12 SP:Iteration 55Q (813.059461 sec): 3 clusters Score: Raw -277633.629082 + Penalty 1770.139542 = -275863.489540 nChanged 5 SP:Iteration 56Q (813.156658 sec): 3 clusters Score: Raw -277634.859421 + Penalty 1770.139542 = -275864.719879 nChanged 2 SP:Iteration 57Q (813.224765 sec): 3 clusters Score: Raw -277635.048485 + Penalty 1770.139542 = -275864.908943 nChanged 1 SP:Iteration 58Q (813.321620 sec): 3 clusters Score: Raw -277635.405190 + Penalty 1770.139542 = -275865.265648 nChanged 1 SP:Iteration 59Q (813.402670 sec): 3 clusters Score: Raw -277635.604301 + Penalty 1770.139542 = -275865.464759 nChanged 3 SP:Iteration 60F (813.500855 sec): 3 clusters Score: Raw -277636.637600 + Penalty 1770.139542 = -275866.498058 nChanged 1 SP:Iteration 61Q (813.583854 sec): 3 clusters Score: Raw -277637.101948 + Penalty 1770.139542 = -275866.962406 nChanged 1 SP:Iteration 62Q (813.664262 sec): 3 clusters Score: Raw -277637.160808 + Penalty 1770.139542 = -275867.021266 nChanged 0 SP:Iteration 63F (813.752996 sec): 3 clusters Score: Raw -277637.160808 + Penalty 1770.139542 = -275867.021266 nChanged 0 Trying to split cluster 21 (1867 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (813.797819 sec): 2 clusters Score: Raw -109178.084709 + Penalty 790.869255 = -108387.215454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (813.891243 sec): 3 clusters Score: Raw -108288.993891 + Penalty 1581.738510 = -106707.255381 nChanged 727 SP:Iteration 1F (813.973536 sec): 3 clusters Score: Raw -108771.315403 + Penalty 1581.738510 = -107189.576892 nChanged 180 SP:Iteration 2F (814.061727 sec): 3 clusters Score: Raw -108927.951807 + Penalty 1581.738510 = -107346.213297 nChanged 116 SP:Iteration 3F (814.143568 sec): 3 clusters Score: Raw -109027.601149 + Penalty 1581.738510 = -107445.862639 nChanged 90 SP:Iteration 4Q (814.235111 sec): 3 clusters Score: Raw -109100.484555 + Penalty 1581.738510 = -107518.746045 nChanged 72 SP:Iteration 5Q (814.335175 sec): 3 clusters Score: Raw -109164.042524 + Penalty 1581.738510 = -107582.304014 nChanged 62 SP:Iteration 6Q (814.419905 sec): 3 clusters Score: Raw -109212.875029 + Penalty 1581.738510 = -107631.136519 nChanged 44 SP:Iteration 7Q (814.526169 sec): 3 clusters Score: Raw -109254.106955 + Penalty 1581.738510 = -107672.368445 nChanged 33 SP:Iteration 8Q (814.626829 sec): 3 clusters Score: Raw -109279.849301 + Penalty 1581.738510 = -107698.110791 nChanged 30 SP:Iteration 9Q (814.729291 sec): 3 clusters Score: Raw -109299.479813 + Penalty 1581.738510 = -107717.741302 nChanged 18 SP:Iteration 10Q (814.832353 sec): 3 clusters Score: Raw -109309.342181 + Penalty 1581.738510 = -107727.603671 nChanged 15 SP:Iteration 11Q (814.911737 sec): 3 clusters Score: Raw -109320.699165 + Penalty 1581.738510 = -107738.960655 nChanged 10 SP:Iteration 12Q (815.030762 sec): 3 clusters Score: Raw -109326.648702 + Penalty 1581.738510 = -107744.910192 nChanged 9 SP:Iteration 13Q (815.119237 sec): 3 clusters Score: Raw -109332.330326 + Penalty 1581.738510 = -107750.591816 nChanged 4 SP:Iteration 14Q (815.218842 sec): 3 clusters Score: Raw -109333.858079 + Penalty 1581.738510 = -107752.119568 nChanged 4 SP:Iteration 15Q (815.312434 sec): 3 clusters Score: Raw -109334.748488 + Penalty 1581.738510 = -107753.009978 nChanged 1 SP:Iteration 16Q (815.420137 sec): 3 clusters Score: Raw -109335.141457 + Penalty 1581.738510 = -107753.402947 nChanged 1 SP:Iteration 17Q (815.502704 sec): 3 clusters Score: Raw -109335.556488 + Penalty 1581.738510 = -107753.817978 nChanged 1 SP:Iteration 18Q (815.622809 sec): 3 clusters Score: Raw -109336.117031 + Penalty 1581.738510 = -107754.378521 nChanged 2 SP:Iteration 19Q (815.737714 sec): 3 clusters Score: Raw -109336.800564 + Penalty 1581.738510 = -107755.062054 nChanged 0 SP:Iteration 20F (815.846860 sec): 3 clusters Score: Raw -109336.800564 + Penalty 1581.738510 = -107755.062054 nChanged 0 Trying to split cluster 22 (1091 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (815.894025 sec): 2 clusters Score: Raw -51497.148533 + Penalty 734.459249 = -50762.689284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (815.972233 sec): 3 clusters Score: Raw -51085.379939 + Penalty 1468.918497 = -49616.461442 nChanged 385 SP:Iteration 1F (816.046966 sec): 3 clusters Score: Raw -51436.787146 + Penalty 1468.918497 = -49967.868649 nChanged 102 SP:Iteration 2F (816.149159 sec): 3 clusters Score: Raw -51590.059854 + Penalty 1468.918497 = -50121.141357 nChanged 71 SP:Iteration 3F (816.217439 sec): 3 clusters Score: Raw -51690.738089 + Penalty 1468.918497 = -50221.819592 nChanged 51 SP:Iteration 4Q (816.319125 sec): 3 clusters Score: Raw -51771.328990 + Penalty 1468.918497 = -50302.410493 nChanged 47 SP:Iteration 5Q (816.407349 sec): 3 clusters Score: Raw -51827.949173 + Penalty 1468.918497 = -50359.030676 nChanged 37 SP:Iteration 6Q (816.490737 sec): 3 clusters Score: Raw -51893.413220 + Penalty 1468.918497 = -50424.494723 nChanged 41 SP:Iteration 7Q (816.563371 sec): 3 clusters Score: Raw -51939.838358 + Penalty 1468.918497 = -50470.919861 nChanged 21 SP:Iteration 8Q (816.657381 sec): 3 clusters Score: Raw -51964.651251 + Penalty 1468.918497 = -50495.732754 nChanged 15 SP:Iteration 9Q (816.735814 sec): 3 clusters Score: Raw -51980.168431 + Penalty 1468.918497 = -50511.249934 nChanged 13 SP:Iteration 10Q (816.819710 sec): 3 clusters Score: Raw -51995.528266 + Penalty 1468.918497 = -50526.609769 nChanged 15 SP:Iteration 11Q (816.922513 sec): 3 clusters Score: Raw -52008.983832 + Penalty 1468.918497 = -50540.065335 nChanged 17 SP:Iteration 12Q (816.983342 sec): 3 clusters Score: Raw -52027.321416 + Penalty 1468.918497 = -50558.402919 nChanged 14 SP:Iteration 13Q (817.069555 sec): 3 clusters Score: Raw -52041.520092 + Penalty 1468.918497 = -50572.601595 nChanged 17 SP:Iteration 14Q (817.153718 sec): 3 clusters Score: Raw -52060.245304 + Penalty 1468.918497 = -50591.326807 nChanged 12 SP:Iteration 15Q (817.247584 sec): 3 clusters Score: Raw -52069.429730 + Penalty 1468.918497 = -50600.511233 nChanged 2 SP:Iteration 16Q (817.335359 sec): 3 clusters Score: Raw -52071.071354 + Penalty 1468.918497 = -50602.152857 nChanged 1 SP:Iteration 17Q (817.405174 sec): 3 clusters Score: Raw -52074.571302 + Penalty 1468.918497 = -50605.652805 nChanged 5 SP:Iteration 18Q (817.510129 sec): 3 clusters Score: Raw -52079.921273 + Penalty 1468.918497 = -50611.002776 nChanged 5 SP:Iteration 19Q (817.577612 sec): 3 clusters Score: Raw -52084.426512 + Penalty 1468.918497 = -50615.508015 nChanged 8 SP:Iteration 20F (817.678833 sec): 3 clusters Score: Raw -52093.657782 + Penalty 1468.918497 = -50624.739285 nChanged 3 SP:Iteration 21Q (817.764920 sec): 3 clusters Score: Raw -52097.307960 + Penalty 1468.918497 = -50628.389463 nChanged 4 SP:Iteration 22Q (817.849200 sec): 3 clusters Score: Raw -52103.160698 + Penalty 1468.918497 = -50634.242201 nChanged 3 SP:Iteration 23Q (817.919974 sec): 3 clusters Score: Raw -52108.984705 + Penalty 1468.918497 = -50640.066208 nChanged 5 SP:Iteration 24Q (818.008243 sec): 3 clusters Score: Raw -52114.060566 + Penalty 1468.918497 = -50645.142069 nChanged 1 SP:Iteration 25Q (818.102297 sec): 3 clusters Score: Raw -52115.452396 + Penalty 1468.918497 = -50646.533899 nChanged 3 SP:Iteration 26Q (818.185994 sec): 3 clusters Score: Raw -52119.434711 + Penalty 1468.918497 = -50650.516214 nChanged 4 SP:Iteration 27Q (818.270663 sec): 3 clusters Score: Raw -52122.297913 + Penalty 1468.918497 = -50653.379416 nChanged 1 SP:Iteration 28Q (818.346151 sec): 3 clusters Score: Raw -52122.617423 + Penalty 1468.918497 = -50653.698926 nChanged 0 SP:Iteration 29F (818.426889 sec): 3 clusters Score: Raw -52122.617423 + Penalty 1468.918497 = -50653.698926 nChanged 0 Trying to split cluster 23 (9735 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (818.507190 sec): 2 clusters Score: Raw -589483.966954 + Penalty 964.265706 = -588519.701247 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (818.583439 sec): 3 clusters Score: Raw -583736.694976 + Penalty 1928.531413 = -581808.163564 nChanged 4410 SP:Iteration 1F (818.685031 sec): 3 clusters Score: Raw -586309.622719 + Penalty 1928.531413 = -584381.091306 nChanged 723 SP:Iteration 2F (818.787397 sec): 3 clusters Score: Raw -586720.715784 + Penalty 1928.531413 = -584792.184371 nChanged 669 SP:Iteration 3F (818.881968 sec): 3 clusters Score: Raw -587107.142691 + Penalty 1928.531413 = -585178.611278 nChanged 670 SP:Iteration 4F (818.964998 sec): 3 clusters Score: Raw -587518.544380 + Penalty 1928.531413 = -585590.012967 nChanged 604 SP:Iteration 5F (819.078327 sec): 3 clusters Score: Raw -587914.367420 + Penalty 1928.531413 = -585985.836008 nChanged 545 SP:Iteration 6F (819.172311 sec): 3 clusters Score: Raw -588278.390834 + Penalty 1928.531413 = -586349.859421 nChanged 422 SP:Iteration 7Q (819.272317 sec): 3 clusters Score: Raw -588538.618270 + Penalty 1928.531413 = -586610.086857 nChanged 346 SP:Iteration 8Q (819.348459 sec): 3 clusters Score: Raw -588766.234035 + Penalty 1928.531413 = -586837.702622 nChanged 311 SP:Iteration 9Q (819.452830 sec): 3 clusters Score: Raw -588980.953041 + Penalty 1928.531413 = -587052.421628 nChanged 238 SP:Iteration 10Q (819.558365 sec): 3 clusters Score: Raw -589149.824877 + Penalty 1928.531413 = -587221.293464 nChanged 191 SP:Iteration 11Q (819.664096 sec): 3 clusters Score: Raw -589297.132464 + Penalty 1928.531413 = -587368.601051 nChanged 143 SP:Iteration 12Q (819.758542 sec): 3 clusters Score: Raw -589403.245604 + Penalty 1928.531413 = -587474.714192 nChanged 107 SP:Iteration 13Q (819.853161 sec): 3 clusters Score: Raw -589484.566312 + Penalty 1928.531413 = -587556.034899 nChanged 82 SP:Iteration 14Q (819.939471 sec): 3 clusters Score: Raw -589547.626784 + Penalty 1928.531413 = -587619.095371 nChanged 57 SP:Iteration 15Q (820.047814 sec): 3 clusters Score: Raw -589587.986127 + Penalty 1928.531413 = -587659.454714 nChanged 37 SP:Iteration 16Q (820.136844 sec): 3 clusters Score: Raw -589609.620883 + Penalty 1928.531413 = -587681.089470 nChanged 22 SP:Iteration 17Q (820.236260 sec): 3 clusters Score: Raw -589626.702993 + Penalty 1928.531413 = -587698.171580 nChanged 20 SP:Iteration 18Q (820.314365 sec): 3 clusters Score: Raw -589639.358213 + Penalty 1928.531413 = -587710.826800 nChanged 14 SP:Iteration 19Q (820.417609 sec): 3 clusters Score: Raw -589647.799040 + Penalty 1928.531413 = -587719.267627 nChanged 10 SP:Iteration 20F (820.515327 sec): 3 clusters Score: Raw -589654.179135 + Penalty 1928.531413 = -587725.647723 nChanged 9 SP:Iteration 21Q (820.613330 sec): 3 clusters Score: Raw -589659.615446 + Penalty 1928.531413 = -587731.084033 nChanged 5 SP:Iteration 22Q (820.713374 sec): 3 clusters Score: Raw -589662.869179 + Penalty 1928.531413 = -587734.337766 nChanged 3 SP:Iteration 23Q (820.785656 sec): 3 clusters Score: Raw -589664.026782 + Penalty 1928.531413 = -587735.495369 nChanged 1 SP:Iteration 24Q (820.898124 sec): 3 clusters Score: Raw -589664.417443 + Penalty 1928.531413 = -587735.886030 nChanged 0 SP:Iteration 25F (820.997862 sec): 3 clusters Score: Raw -589664.417443 + Penalty 1928.531413 = -587735.886030 nChanged 0 Time taken for this iteration:820.368395 seconds. 2->24 Clusters: Score -4207117.855505, best is 100000000000000005366162204393472.000000 THE BEST YET! Starting from 3 clusters... ------ Clustering full data set of 77963 points ------ SP: Assigned 3 initial classes randomly. Iteration 0F (821.190998 sec): 3 clusters Score: Raw -3940913.452226 + Penalty 2365.437823 = -3938548.014403 nChanged 38898 Iteration 1F (821.368792 sec): 3 clusters Score: Raw -4019515.668122 + Penalty 2365.437823 = -4017150.230299 nChanged 12224 Iteration 2F (821.545237 sec): 3 clusters Score: Raw -4087824.349024 + Penalty 2365.437823 = -4085458.911201 nChanged 5974 Iteration 3F (821.717580 sec): 3 clusters Score: Raw -4099868.168145 + Penalty 2365.437823 = -4097502.730321 nChanged 1579 Iteration 4Q (821.889282 sec): 3 clusters Score: Raw -4100430.303224 + Penalty 2365.437823 = -4098064.865401 nChanged 415 Iteration 5Q (822.039851 sec): 3 clusters Score: Raw -4100472.548661 + Penalty 2365.437823 = -4098107.110838 nChanged 104 Iteration 6Q (822.232058 sec): 3 clusters Score: Raw -4100476.441571 + Penalty 2365.437823 = -4098111.003748 nChanged 42 Iteration 7Q (822.407241 sec): 3 clusters Score: Raw -4100477.423661 + Penalty 2365.437823 = -4098111.985837 nChanged 19 Iteration 8Q (822.574779 sec): 3 clusters Score: Raw -4100477.822061 + Penalty 2365.437823 = -4098112.384238 nChanged 11 Iteration 9Q (822.761870 sec): 3 clusters Score: Raw -4100478.012520 + Penalty 2365.437823 = -4098112.574697 nChanged 7 Iteration 10Q (822.938436 sec): 3 clusters Score: Raw -4100478.152033 + Penalty 2365.437823 = -4098112.714210 nChanged 11 Iteration 11Q (823.150426 sec): 3 clusters Score: Raw -4100478.429921 + Penalty 2365.437823 = -4098112.992098 nChanged 12 Iteration 12Q (823.359095 sec): 3 clusters Score: Raw -4100478.642228 + Penalty 2365.437823 = -4098113.204405 nChanged 7 Iteration 13Q (823.577100 sec): 3 clusters Score: Raw -4100478.743725 + Penalty 2365.437823 = -4098113.305902 nChanged 5 Iteration 14Q (823.789883 sec): 3 clusters Score: Raw -4100478.811199 + Penalty 2365.437823 = -4098113.373376 nChanged 5 Iteration 15Q (823.969370 sec): 3 clusters Score: Raw -4100478.872965 + Penalty 2365.437823 = -4098113.435141 nChanged 2 Iteration 16Q (824.164394 sec): 3 clusters Score: Raw -4100478.885979 + Penalty 2365.437823 = -4098113.448156 nChanged 1 Iteration 17Q (824.355208 sec): 3 clusters Score: Raw -4100478.892855 + Penalty 2365.437823 = -4098113.455032 nChanged 1 Iteration 18Q (824.526854 sec): 3 clusters Score: Raw -4100478.908612 + Penalty 2365.437823 = -4098113.470788 nChanged 0 Iteration 19F (824.722602 sec): 3 clusters Score: Raw -4100478.908612 + Penalty 2365.437823 = -4098113.470788 nChanged 0 Compute initial score before splitting: Score: Raw -4100478.908612 + Penalty 2365.437823 = -4098113.470788 Trying to split cluster 1 (64235 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (824.953240 sec): 2 clusters Score: Raw -3544989.056295 + Penalty 1162.381869 = -3543826.674426 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (825.118290 sec): 3 clusters Score: Raw -3503352.327056 + Penalty 2324.763738 = -3501027.563319 nChanged 30809 SP:Iteration 1F (825.288370 sec): 3 clusters Score: Raw -3529296.428716 + Penalty 2324.763738 = -3526971.664979 nChanged 7602 SP:Iteration 2F (825.449157 sec): 3 clusters Score: Raw -3543788.232218 + Penalty 2324.763738 = -3541463.468481 nChanged 9352 SP:Iteration 3F (825.614808 sec): 3 clusters Score: Raw -3564452.770660 + Penalty 2324.763738 = -3562128.006922 nChanged 7408 SP:Iteration 4F (825.775814 sec): 3 clusters Score: Raw -3572751.142712 + Penalty 2324.763738 = -3570426.378975 nChanged 3762 SP:Iteration 5F (825.936429 sec): 3 clusters Score: Raw -3576003.438571 + Penalty 2324.763738 = -3573678.674834 nChanged 2017 SP:Iteration 6Q (826.115101 sec): 3 clusters Score: Raw -3577963.350000 + Penalty 2324.763738 = -3575638.586263 nChanged 1342 SP:Iteration 7Q (826.285536 sec): 3 clusters Score: Raw -3579397.267805 + Penalty 2324.763738 = -3577072.504067 nChanged 849 SP:Iteration 8Q (826.458740 sec): 3 clusters Score: Raw -3580018.308088 + Penalty 2324.763738 = -3577693.544350 nChanged 544 SP:Iteration 9Q (826.612736 sec): 3 clusters Score: Raw -3580288.067742 + Penalty 2324.763738 = -3577963.304004 nChanged 361 SP:Iteration 10Q (826.792843 sec): 3 clusters Score: Raw -3580442.589960 + Penalty 2324.763738 = -3578117.826222 nChanged 300 SP:Iteration 11Q (826.953494 sec): 3 clusters Score: Raw -3580553.085077 + Penalty 2324.763738 = -3578228.321339 nChanged 280 SP:Iteration 12Q (827.122685 sec): 3 clusters Score: Raw -3580648.375067 + Penalty 2324.763738 = -3578323.611330 nChanged 232 SP:Iteration 13Q (827.288846 sec): 3 clusters Score: Raw -3580719.800830 + Penalty 2324.763738 = -3578395.037092 nChanged 198 SP:Iteration 14Q (827.441997 sec): 3 clusters Score: Raw -3580788.691103 + Penalty 2324.763738 = -3578463.927365 nChanged 198 SP:Iteration 15Q (827.606015 sec): 3 clusters Score: Raw -3580860.175938 + Penalty 2324.763738 = -3578535.412200 nChanged 204 SP:Iteration 16Q (827.763866 sec): 3 clusters Score: Raw -3580937.805579 + Penalty 2324.763738 = -3578613.041842 nChanged 207 SP:Iteration 17Q (827.930235 sec): 3 clusters Score: Raw -3581031.061147 + Penalty 2324.763738 = -3578706.297410 nChanged 233 SP:Iteration 18Q (828.111971 sec): 3 clusters Score: Raw -3581166.094107 + Penalty 2324.763738 = -3578841.330369 nChanged 242 SP:Iteration 19Q (828.280296 sec): 3 clusters Score: Raw -3581327.695579 + Penalty 2324.763738 = -3579002.931841 nChanged 245 SP:Iteration 20F (828.457111 sec): 3 clusters Score: Raw -3581516.389141 + Penalty 2324.763738 = -3579191.625404 nChanged 239 SP:Iteration 21Q (828.629588 sec): 3 clusters Score: Raw -3581738.045714 + Penalty 2324.763738 = -3579413.281977 nChanged 215 SP:Iteration 22Q (828.790861 sec): 3 clusters Score: Raw -3581974.032713 + Penalty 2324.763738 = -3579649.268975 nChanged 206 SP:Iteration 23Q (828.943063 sec): 3 clusters Score: Raw -3582162.713223 + Penalty 2324.763738 = -3579837.949485 nChanged 200 SP:Iteration 24Q (829.111762 sec): 3 clusters Score: Raw -3582312.642608 + Penalty 2324.763738 = -3579987.878871 nChanged 162 SP:Iteration 25Q (829.304717 sec): 3 clusters Score: Raw -3582422.639451 + Penalty 2324.763738 = -3580097.875713 nChanged 132 SP:Iteration 26Q (829.481201 sec): 3 clusters Score: Raw -3582514.689961 + Penalty 2324.763738 = -3580189.926224 nChanged 108 SP:Iteration 27Q (829.647299 sec): 3 clusters Score: Raw -3582579.424614 + Penalty 2324.763738 = -3580254.660876 nChanged 75 SP:Iteration 28Q (829.810339 sec): 3 clusters Score: Raw -3582601.572775 + Penalty 2324.763738 = -3580276.809037 nChanged 43 SP:Iteration 29Q (829.981213 sec): 3 clusters Score: Raw -3582609.232188 + Penalty 2324.763738 = -3580284.468451 nChanged 18 SP:Iteration 30Q (830.124394 sec): 3 clusters Score: Raw -3582610.897786 + Penalty 2324.763738 = -3580286.134048 nChanged 10 SP:Iteration 31Q (830.270318 sec): 3 clusters Score: Raw -3582611.548883 + Penalty 2324.763738 = -3580286.785145 nChanged 4 SP:Iteration 32Q (830.446088 sec): 3 clusters Score: Raw -3582611.745960 + Penalty 2324.763738 = -3580286.982222 nChanged 4 SP:Iteration 33Q (830.610492 sec): 3 clusters Score: Raw -3582611.957234 + Penalty 2324.763738 = -3580287.193497 nChanged 3 SP:Iteration 34Q (830.772390 sec): 3 clusters Score: Raw -3582612.052070 + Penalty 2324.763738 = -3580287.288332 nChanged 0 SP:Iteration 35F (830.930114 sec): 3 clusters Score: Raw -3582612.052070 + Penalty 2324.763738 = -3580287.288332 nChanged 0 Score: Raw -4138101.904387 + Penalty 3548.156735 = -4134553.747652 Splitting cluster 1 changes total score from -4098113.470788 to -4134553.747652 So it's getting split into cluster 3. Trying to split cluster 2 (13690 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (831.267882 sec): 2 clusters Score: Raw -592033.792371 + Penalty 1000.064196 = -591033.728175 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (831.381493 sec): 3 clusters Score: Raw -584160.195316 + Penalty 2000.128393 = -582160.066923 nChanged 6363 SP:Iteration 1F (831.471429 sec): 3 clusters Score: Raw -593443.073109 + Penalty 2000.128393 = -591442.944716 nChanged 1904 SP:Iteration 2F (831.566284 sec): 3 clusters Score: Raw -595931.857015 + Penalty 2000.128393 = -593931.728622 nChanged 1247 SP:Iteration 3F (831.667087 sec): 3 clusters Score: Raw -597275.586024 + Penalty 2000.128393 = -595275.457631 nChanged 830 SP:Iteration 4F (831.767386 sec): 3 clusters Score: Raw -598010.216354 + Penalty 2000.128393 = -596010.087961 nChanged 585 SP:Iteration 5Q (831.854860 sec): 3 clusters Score: Raw -598570.690350 + Penalty 2000.128393 = -596570.561957 nChanged 534 SP:Iteration 6Q (831.974214 sec): 3 clusters Score: Raw -599135.252049 + Penalty 2000.128393 = -597135.123656 nChanged 448 SP:Iteration 7Q (832.059673 sec): 3 clusters Score: Raw -599549.326248 + Penalty 2000.128393 = -597549.197855 nChanged 387 SP:Iteration 8Q (832.161654 sec): 3 clusters Score: Raw -599776.524195 + Penalty 2000.128393 = -597776.395802 nChanged 300 SP:Iteration 9Q (832.253319 sec): 3 clusters Score: Raw -599929.441903 + Penalty 2000.128393 = -597929.313510 nChanged 236 SP:Iteration 10Q (832.352215 sec): 3 clusters Score: Raw -600025.525416 + Penalty 2000.128393 = -598025.397023 nChanged 192 SP:Iteration 11Q (832.465440 sec): 3 clusters Score: Raw -600091.589385 + Penalty 2000.128393 = -598091.460992 nChanged 153 SP:Iteration 12Q (832.545469 sec): 3 clusters Score: Raw -600132.525434 + Penalty 2000.128393 = -598132.397041 nChanged 110 SP:Iteration 13Q (832.645660 sec): 3 clusters Score: Raw -600171.507785 + Penalty 2000.128393 = -598171.379392 nChanged 84 SP:Iteration 14Q (832.749853 sec): 3 clusters Score: Raw -600198.064397 + Penalty 2000.128393 = -598197.936004 nChanged 58 SP:Iteration 15Q (832.853160 sec): 3 clusters Score: Raw -600210.477644 + Penalty 2000.128393 = -598210.349252 nChanged 47 SP:Iteration 16Q (832.949790 sec): 3 clusters Score: Raw -600219.922126 + Penalty 2000.128393 = -598219.793733 nChanged 35 SP:Iteration 17Q (833.031537 sec): 3 clusters Score: Raw -600223.497442 + Penalty 2000.128393 = -598223.369049 nChanged 28 SP:Iteration 18Q (833.126407 sec): 3 clusters Score: Raw -600225.998647 + Penalty 2000.128393 = -598225.870255 nChanged 25 SP:Iteration 19Q (833.243774 sec): 3 clusters Score: Raw -600227.949452 + Penalty 2000.128393 = -598227.821059 nChanged 24 SP:Iteration 20F (833.324635 sec): 3 clusters Score: Raw -600293.219682 + Penalty 2000.128393 = -598293.091289 nChanged 35 SP:Iteration 21Q (833.435589 sec): 3 clusters Score: Raw -600341.912656 + Penalty 2000.128393 = -598341.784263 nChanged 73 SP:Iteration 22Q (833.530513 sec): 3 clusters Score: Raw -600391.479381 + Penalty 2000.128393 = -598391.350988 nChanged 90 SP:Iteration 23Q (833.629716 sec): 3 clusters Score: Raw -600429.931858 + Penalty 2000.128393 = -598429.803465 nChanged 88 SP:Iteration 24Q (833.742500 sec): 3 clusters Score: Raw -600467.967359 + Penalty 2000.128393 = -598467.838966 nChanged 88 SP:Iteration 25Q (833.856417 sec): 3 clusters Score: Raw -600529.010295 + Penalty 2000.128393 = -598528.881902 nChanged 101 SP:Iteration 26Q (833.993399 sec): 3 clusters Score: Raw -600610.873602 + Penalty 2000.128393 = -598610.745209 nChanged 115 SP:Iteration 27Q (834.095534 sec): 3 clusters Score: Raw -600686.359870 + Penalty 2000.128393 = -598686.231477 nChanged 114 SP:Iteration 28Q (834.245126 sec): 3 clusters Score: Raw -600818.716631 + Penalty 2000.128393 = -598818.588238 nChanged 129 SP:Iteration 29Q (834.365093 sec): 3 clusters Score: Raw -600968.210507 + Penalty 2000.128393 = -598968.082114 nChanged 104 SP:Iteration 30Q (834.477212 sec): 3 clusters Score: Raw -601121.646089 + Penalty 2000.128393 = -599121.517696 nChanged 76 SP:Iteration 31Q (834.580734 sec): 3 clusters Score: Raw -601216.422075 + Penalty 2000.128393 = -599216.293682 nChanged 96 SP:Iteration 32Q (834.691234 sec): 3 clusters Score: Raw -601321.997304 + Penalty 2000.128393 = -599321.868911 nChanged 68 SP:Iteration 33Q (834.826930 sec): 3 clusters Score: Raw -601378.013191 + Penalty 2000.128393 = -599377.884798 nChanged 91 SP:Iteration 34Q (834.933089 sec): 3 clusters Score: Raw -601440.297900 + Penalty 2000.128393 = -599440.169507 nChanged 66 SP:Iteration 35Q (835.050944 sec): 3 clusters Score: Raw -601472.933280 + Penalty 2000.128393 = -599472.804887 nChanged 68 SP:Iteration 36Q (835.159940 sec): 3 clusters Score: Raw -601538.984717 + Penalty 2000.128393 = -599538.856324 nChanged 63 SP:Iteration 37Q (835.271059 sec): 3 clusters Score: Raw -601581.148455 + Penalty 2000.128393 = -599581.020062 nChanged 62 SP:Iteration 38Q (835.369928 sec): 3 clusters Score: Raw -601650.912902 + Penalty 2000.128393 = -599650.784509 nChanged 79 SP:Iteration 39Q (835.467067 sec): 3 clusters Score: Raw -601690.526481 + Penalty 2000.128393 = -599690.398089 nChanged 77 SP:Iteration 40F (835.562983 sec): 3 clusters Score: Raw -601773.674134 + Penalty 2000.128393 = -599773.545741 nChanged 76 SP:Iteration 41Q (835.659657 sec): 3 clusters Score: Raw -601825.477167 + Penalty 2000.128393 = -599825.348774 nChanged 80 SP:Iteration 42Q (835.753102 sec): 3 clusters Score: Raw -601851.129217 + Penalty 2000.128393 = -599851.000824 nChanged 62 SP:Iteration 43Q (835.841439 sec): 3 clusters Score: Raw -601865.366451 + Penalty 2000.128393 = -599865.238058 nChanged 55 SP:Iteration 44Q (835.945145 sec): 3 clusters Score: Raw -601873.702036 + Penalty 2000.128393 = -599873.573643 nChanged 39 SP:Iteration 45Q (836.036022 sec): 3 clusters Score: Raw -601879.255118 + Penalty 2000.128393 = -599879.126726 nChanged 36 SP:Iteration 46Q (836.124100 sec): 3 clusters Score: Raw -601883.279907 + Penalty 2000.128393 = -599883.151514 nChanged 23 SP:Iteration 47Q (836.225852 sec): 3 clusters Score: Raw -601885.019406 + Penalty 2000.128393 = -599884.891013 nChanged 12 SP:Iteration 48Q (836.319427 sec): 3 clusters Score: Raw -601885.862426 + Penalty 2000.128393 = -599885.734033 nChanged 9 SP:Iteration 49Q (836.425877 sec): 3 clusters Score: Raw -601886.467242 + Penalty 2000.128393 = -599886.338849 nChanged 4 SP:Iteration 50Q (836.534615 sec): 3 clusters Score: Raw -601886.691283 + Penalty 2000.128393 = -599886.562890 nChanged 2 SP:Iteration 51Q (836.631143 sec): 3 clusters Score: Raw -601886.726987 + Penalty 2000.128393 = -599886.598594 nChanged 1 SP:Iteration 52Q (836.726502 sec): 3 clusters Score: Raw -601886.742471 + Penalty 2000.128393 = -599886.614078 nChanged 2 SP:Iteration 53Q (836.825633 sec): 3 clusters Score: Raw -601886.810228 + Penalty 2000.128393 = -599886.681835 nChanged 3 SP:Iteration 54Q (836.930374 sec): 3 clusters Score: Raw -601887.057154 + Penalty 2000.128393 = -599886.928761 nChanged 3 SP:Iteration 55Q (837.029830 sec): 3 clusters Score: Raw -601887.171800 + Penalty 2000.128393 = -599887.043407 nChanged 1 SP:Iteration 56Q (837.118628 sec): 3 clusters Score: Raw -601887.193390 + Penalty 2000.128393 = -599887.064997 nChanged 1 SP:Iteration 57Q (837.217762 sec): 3 clusters Score: Raw -601887.205625 + Penalty 2000.128393 = -599887.077233 nChanged 1 SP:Iteration 58Q (837.311152 sec): 3 clusters Score: Raw -601887.227482 + Penalty 2000.128393 = -599887.099089 nChanged 0 SP:Iteration 59F (837.419901 sec): 3 clusters Score: Raw -601887.227482 + Penalty 2000.128393 = -599887.099089 nChanged 0 Score: Raw -4147955.339497 + Penalty 4730.875646 = -4143224.463851 Splitting cluster 2 changes total score from -4098113.470788 to -4143224.463851 So it's getting split into cluster 4. Iteration 20F (838.066872 sec): 5 clusters Score: Raw -4149907.833147 + Penalty 4730.875646 = -4145176.957501 nChanged 1692 Iteration 21Q (838.380552 sec): 5 clusters Score: Raw -4150680.275064 + Penalty 4730.875646 = -4145949.399417 nChanged 783 Iteration 22Q (838.681773 sec): 5 clusters Score: Raw -4151132.999603 + Penalty 4730.875646 = -4146402.123957 nChanged 709 Iteration 23Q (839.000718 sec): 5 clusters Score: Raw -4151563.297757 + Penalty 4730.875646 = -4146832.422110 nChanged 699 Iteration 24Q (839.305984 sec): 5 clusters Score: Raw -4152024.671172 + Penalty 4730.875646 = -4147293.795525 nChanged 736 Iteration 25Q (839.686536 sec): 5 clusters Score: Raw -4152485.084188 + Penalty 4730.875646 = -4147754.208542 nChanged 738 Iteration 26Q (840.018193 sec): 5 clusters Score: Raw -4152949.736675 + Penalty 4730.875646 = -4148218.861029 nChanged 742 Iteration 27Q (840.393366 sec): 5 clusters Score: Raw -4153394.581744 + Penalty 4730.875646 = -4148663.706097 nChanged 719 Iteration 28Q (840.803165 sec): 5 clusters Score: Raw -4153855.433304 + Penalty 4730.875646 = -4149124.557658 nChanged 728 Iteration 29Q (841.143487 sec): 5 clusters Score: Raw -4154351.151342 + Penalty 4730.875646 = -4149620.275696 nChanged 778 Iteration 30Q (841.445226 sec): 5 clusters Score: Raw -4154844.666418 + Penalty 4730.875646 = -4150113.790772 nChanged 781 Iteration 31Q (841.740225 sec): 5 clusters Score: Raw -4155355.714892 + Penalty 4730.875646 = -4150624.839246 nChanged 747 Iteration 32Q (842.021255 sec): 5 clusters Score: Raw -4155876.898683 + Penalty 4730.875646 = -4151146.023037 nChanged 769 Iteration 33Q (842.318223 sec): 5 clusters Score: Raw -4156378.484998 + Penalty 4730.875646 = -4151647.609352 nChanged 745 Iteration 34Q (842.629678 sec): 5 clusters Score: Raw -4156918.154588 + Penalty 4730.875646 = -4152187.278942 nChanged 748 Iteration 35Q (842.918257 sec): 5 clusters Score: Raw -4157392.347136 + Penalty 4730.875646 = -4152661.471490 nChanged 734 Iteration 36Q (843.235471 sec): 5 clusters Score: Raw -4157969.581709 + Penalty 4730.875646 = -4153238.706063 nChanged 745 Iteration 37Q (843.556921 sec): 5 clusters Score: Raw -4158587.954199 + Penalty 4730.875646 = -4153857.078552 nChanged 718 Iteration 38Q (843.859402 sec): 5 clusters Score: Raw -4159149.516630 + Penalty 4730.875646 = -4154418.640984 nChanged 721 Iteration 39Q (844.142312 sec): 5 clusters Score: Raw -4159607.905330 + Penalty 4730.875646 = -4154877.029684 nChanged 670 Iteration 40F (844.465159 sec): 5 clusters Score: Raw -4160335.693582 + Penalty 4730.875646 = -4155604.817935 nChanged 704 Iteration 41Q (844.773715 sec): 5 clusters Score: Raw -4161120.975903 + Penalty 4730.875646 = -4156390.100257 nChanged 768 Iteration 42Q (845.075458 sec): 5 clusters Score: Raw -4161766.084746 + Penalty 4730.875646 = -4157035.209100 nChanged 760 Iteration 43Q (845.377659 sec): 5 clusters Score: Raw -4162339.869302 + Penalty 4730.875646 = -4157608.993656 nChanged 674 Iteration 44Q (845.709947 sec): 5 clusters Score: Raw -4162811.993728 + Penalty 4730.875646 = -4158081.118082 nChanged 574 Iteration 45Q (846.054842 sec): 5 clusters Score: Raw -4163055.811249 + Penalty 4730.875646 = -4158324.935603 nChanged 439 Iteration 46Q (846.399054 sec): 5 clusters Score: Raw -4163162.184580 + Penalty 4730.875646 = -4158431.308934 nChanged 287 Iteration 47Q (846.717654 sec): 5 clusters Score: Raw -4163209.002153 + Penalty 4730.875646 = -4158478.126506 nChanged 195 Iteration 48Q (847.015338 sec): 5 clusters Score: Raw -4163230.414587 + Penalty 4730.875646 = -4158499.538940 nChanged 141 Iteration 49Q (847.327252 sec): 5 clusters Score: Raw -4163242.058852 + Penalty 4730.875646 = -4158511.183205 nChanged 95 Iteration 50Q (847.623872 sec): 5 clusters Score: Raw -4163247.586141 + Penalty 4730.875646 = -4158516.710495 nChanged 58 Iteration 51Q (847.916709 sec): 5 clusters Score: Raw -4163249.985419 + Penalty 4730.875646 = -4158519.109773 nChanged 29 Iteration 52Q (848.214246 sec): 5 clusters Score: Raw -4163251.143774 + Penalty 4730.875646 = -4158520.268128 nChanged 24 Iteration 53Q (848.498189 sec): 5 clusters Score: Raw -4163251.982776 + Penalty 4730.875646 = -4158521.107130 nChanged 23 Iteration 54Q (848.797660 sec): 5 clusters Score: Raw -4163252.864154 + Penalty 4730.875646 = -4158521.988508 nChanged 17 Iteration 55Q (849.092523 sec): 5 clusters Score: Raw -4163254.237936 + Penalty 4730.875646 = -4158523.362290 nChanged 17 Iteration 56Q (849.381839 sec): 5 clusters Score: Raw -4163256.221415 + Penalty 4730.875646 = -4158525.345768 nChanged 15 Iteration 57Q (849.694152 sec): 5 clusters Score: Raw -4163256.648143 + Penalty 4730.875646 = -4158525.772497 nChanged 6 Iteration 58Q (849.989996 sec): 5 clusters Score: Raw -4163256.780018 + Penalty 4730.875646 = -4158525.904371 nChanged 4 Writing temp clu file Because OldScore, -4158525.772497, is greater than current (better) Score,-4158525.904371 Compute initial score before splitting: Score: Raw -4163256.780018 + Penalty 4730.875646 = -4158525.904371 Trying to split cluster 1 (45454 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (850.196866 sec): 2 clusters Score: Raw -2594178.576794 + Penalty 1126.067891 = -2593052.508903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (850.328948 sec): 3 clusters Score: Raw -2565212.167217 + Penalty 2252.135782 = -2562960.031435 nChanged 21659 SP:Iteration 1F (850.460845 sec): 3 clusters Score: Raw -2581366.291887 + Penalty 2252.135782 = -2579114.156105 nChanged 4800 SP:Iteration 2F (850.592088 sec): 3 clusters Score: Raw -2586162.962991 + Penalty 2252.135782 = -2583910.827209 nChanged 4514 SP:Iteration 3F (850.720772 sec): 3 clusters Score: Raw -2589926.009920 + Penalty 2252.135782 = -2587673.874138 nChanged 3214 SP:Iteration 4F (850.865930 sec): 3 clusters Score: Raw -2591886.541996 + Penalty 2252.135782 = -2589634.406214 nChanged 2156 SP:Iteration 5Q (851.026152 sec): 3 clusters Score: Raw -2592958.290922 + Penalty 2252.135782 = -2590706.155140 nChanged 1505 SP:Iteration 6Q (851.168168 sec): 3 clusters Score: Raw -2593593.145048 + Penalty 2252.135782 = -2591341.009266 nChanged 1135 SP:Iteration 7Q (851.344648 sec): 3 clusters Score: Raw -2594061.685715 + Penalty 2252.135782 = -2591809.549933 nChanged 924 SP:Iteration 8Q (851.505014 sec): 3 clusters Score: Raw -2594373.135037 + Penalty 2252.135782 = -2592120.999255 nChanged 784 SP:Iteration 9Q (851.696714 sec): 3 clusters Score: Raw -2594596.373028 + Penalty 2252.135782 = -2592344.237246 nChanged 639 SP:Iteration 10Q (851.853734 sec): 3 clusters Score: Raw -2594756.456016 + Penalty 2252.135782 = -2592504.320234 nChanged 579 SP:Iteration 11Q (852.002794 sec): 3 clusters Score: Raw -2594891.123800 + Penalty 2252.135782 = -2592638.988018 nChanged 515 SP:Iteration 12Q (852.174338 sec): 3 clusters Score: Raw -2595008.105732 + Penalty 2252.135782 = -2592755.969950 nChanged 486 SP:Iteration 13Q (852.350501 sec): 3 clusters Score: Raw -2595140.293983 + Penalty 2252.135782 = -2592888.158201 nChanged 537 SP:Iteration 14Q (852.514076 sec): 3 clusters Score: Raw -2595293.046552 + Penalty 2252.135782 = -2593040.910770 nChanged 553 SP:Iteration 15Q (852.713562 sec): 3 clusters Score: Raw -2595450.238674 + Penalty 2252.135782 = -2593198.102892 nChanged 564 SP:Iteration 16Q (852.892455 sec): 3 clusters Score: Raw -2595635.802262 + Penalty 2252.135782 = -2593383.666480 nChanged 649 SP:Iteration 17Q (853.074905 sec): 3 clusters Score: Raw -2595914.421743 + Penalty 2252.135782 = -2593662.285961 nChanged 721 SP:Iteration 18Q (853.222858 sec): 3 clusters Score: Raw -2596263.863134 + Penalty 2252.135782 = -2594011.727352 nChanged 782 SP:Iteration 19Q (853.365751 sec): 3 clusters Score: Raw -2596650.493297 + Penalty 2252.135782 = -2594398.357515 nChanged 849 SP:Iteration 20F (853.501529 sec): 3 clusters Score: Raw -2597078.328258 + Penalty 2252.135782 = -2594826.192476 nChanged 892 SP:Iteration 21Q (853.646067 sec): 3 clusters Score: Raw -2597548.517556 + Penalty 2252.135782 = -2595296.381774 nChanged 948 SP:Iteration 22Q (853.800972 sec): 3 clusters Score: Raw -2598109.678875 + Penalty 2252.135782 = -2595857.543093 nChanged 1053 SP:Iteration 23Q (853.942416 sec): 3 clusters Score: Raw -2598908.351498 + Penalty 2252.135782 = -2596656.215716 nChanged 1138 SP:Iteration 24Q (854.088001 sec): 3 clusters Score: Raw -2599965.928634 + Penalty 2252.135782 = -2597713.792852 nChanged 1178 SP:Iteration 25Q (854.229623 sec): 3 clusters Score: Raw -2601034.091052 + Penalty 2252.135782 = -2598781.955270 nChanged 1025 SP:Iteration 26Q (854.379799 sec): 3 clusters Score: Raw -2601762.336953 + Penalty 2252.135782 = -2599510.201171 nChanged 757 SP:Iteration 27Q (854.523292 sec): 3 clusters Score: Raw -2602190.132076 + Penalty 2252.135782 = -2599937.996294 nChanged 575 SP:Iteration 28Q (854.659063 sec): 3 clusters Score: Raw -2602430.784434 + Penalty 2252.135782 = -2600178.648652 nChanged 456 SP:Iteration 29Q (854.792933 sec): 3 clusters Score: Raw -2602570.859911 + Penalty 2252.135782 = -2600318.724129 nChanged 354 SP:Iteration 30Q (854.938020 sec): 3 clusters Score: Raw -2602671.906520 + Penalty 2252.135782 = -2600419.770738 nChanged 321 SP:Iteration 31Q (855.076656 sec): 3 clusters Score: Raw -2602749.931502 + Penalty 2252.135782 = -2600497.795720 nChanged 269 SP:Iteration 32Q (855.211220 sec): 3 clusters Score: Raw -2602804.182438 + Penalty 2252.135782 = -2600552.046656 nChanged 239 SP:Iteration 33Q (855.349943 sec): 3 clusters Score: Raw -2602846.339738 + Penalty 2252.135782 = -2600594.203956 nChanged 214 SP:Iteration 34Q (855.495523 sec): 3 clusters Score: Raw -2602880.925369 + Penalty 2252.135782 = -2600628.789588 nChanged 188 SP:Iteration 35Q (855.636542 sec): 3 clusters Score: Raw -2602906.915000 + Penalty 2252.135782 = -2600654.779218 nChanged 167 SP:Iteration 36Q (855.777447 sec): 3 clusters Score: Raw -2602928.487108 + Penalty 2252.135782 = -2600676.351326 nChanged 161 SP:Iteration 37Q (855.906217 sec): 3 clusters Score: Raw -2602949.317162 + Penalty 2252.135782 = -2600697.181380 nChanged 148 SP:Iteration 38Q (856.047211 sec): 3 clusters Score: Raw -2602968.150725 + Penalty 2252.135782 = -2600716.014944 nChanged 141 SP:Iteration 39Q (856.172409 sec): 3 clusters Score: Raw -2602985.950144 + Penalty 2252.135782 = -2600733.814362 nChanged 145 SP:Iteration 40F (856.321272 sec): 3 clusters Score: Raw -2603001.414647 + Penalty 2252.135782 = -2600749.278865 nChanged 103 SP:Iteration 41Q (856.451507 sec): 3 clusters Score: Raw -2603011.532175 + Penalty 2252.135782 = -2600759.396393 nChanged 107 SP:Iteration 42Q (856.602285 sec): 3 clusters Score: Raw -2603022.595877 + Penalty 2252.135782 = -2600770.460095 nChanged 114 SP:Iteration 43Q (856.742272 sec): 3 clusters Score: Raw -2603035.949071 + Penalty 2252.135782 = -2600783.813289 nChanged 119 SP:Iteration 44Q (856.910511 sec): 3 clusters Score: Raw -2603050.391183 + Penalty 2252.135782 = -2600798.255401 nChanged 120 SP:Iteration 45Q (857.070026 sec): 3 clusters Score: Raw -2603064.555244 + Penalty 2252.135782 = -2600812.419462 nChanged 126 SP:Iteration 46Q (857.219598 sec): 3 clusters Score: Raw -2603079.759639 + Penalty 2252.135782 = -2600827.623857 nChanged 144 SP:Iteration 47Q (857.379692 sec): 3 clusters Score: Raw -2603096.514285 + Penalty 2252.135782 = -2600844.378503 nChanged 107 SP:Iteration 48Q (857.532532 sec): 3 clusters Score: Raw -2603107.175322 + Penalty 2252.135782 = -2600855.039540 nChanged 115 SP:Iteration 49Q (857.711404 sec): 3 clusters Score: Raw -2603119.040363 + Penalty 2252.135782 = -2600866.904581 nChanged 104 SP:Iteration 50Q (857.855670 sec): 3 clusters Score: Raw -2603129.553138 + Penalty 2252.135782 = -2600877.417356 nChanged 110 SP:Iteration 51Q (858.020570 sec): 3 clusters Score: Raw -2603141.539373 + Penalty 2252.135782 = -2600889.403591 nChanged 124 SP:Iteration 52Q (858.210055 sec): 3 clusters Score: Raw -2603155.782017 + Penalty 2252.135782 = -2600903.646235 nChanged 121 SP:Iteration 53Q (858.353487 sec): 3 clusters Score: Raw -2603169.026659 + Penalty 2252.135782 = -2600916.890877 nChanged 115 SP:Iteration 54Q (858.539458 sec): 3 clusters Score: Raw -2603182.937971 + Penalty 2252.135782 = -2600930.802189 nChanged 121 SP:Iteration 55Q (858.721911 sec): 3 clusters Score: Raw -2603199.700365 + Penalty 2252.135782 = -2600947.564583 nChanged 130 SP:Iteration 56Q (858.866035 sec): 3 clusters Score: Raw -2603219.895003 + Penalty 2252.135782 = -2600967.759221 nChanged 138 SP:Iteration 57Q (859.055080 sec): 3 clusters Score: Raw -2603239.945263 + Penalty 2252.135782 = -2600987.809481 nChanged 152 SP:Iteration 58Q (859.181129 sec): 3 clusters Score: Raw -2603260.477460 + Penalty 2252.135782 = -2601008.341678 nChanged 146 SP:Iteration 59Q (859.315828 sec): 3 clusters Score: Raw -2603280.175172 + Penalty 2252.135782 = -2601028.039390 nChanged 148 SP:Iteration 60F (859.465759 sec): 3 clusters Score: Raw -2603301.173190 + Penalty 2252.135782 = -2601049.037408 nChanged 151 SP:Iteration 61Q (859.598770 sec): 3 clusters Score: Raw -2603324.410391 + Penalty 2252.135782 = -2601072.274609 nChanged 151 SP:Iteration 62Q (859.727244 sec): 3 clusters Score: Raw -2603349.240688 + Penalty 2252.135782 = -2601097.104906 nChanged 183 SP:Iteration 63Q (859.873936 sec): 3 clusters Score: Raw -2603379.450558 + Penalty 2252.135782 = -2601127.314776 nChanged 199 SP:Iteration 64Q (860.010432 sec): 3 clusters Score: Raw -2603418.641109 + Penalty 2252.135782 = -2601166.505327 nChanged 217 SP:Iteration 65Q (860.143386 sec): 3 clusters Score: Raw -2603460.123907 + Penalty 2252.135782 = -2601207.988125 nChanged 207 SP:Iteration 66Q (860.278435 sec): 3 clusters Score: Raw -2603502.106885 + Penalty 2252.135782 = -2601249.971104 nChanged 207 SP:Iteration 67Q (860.421158 sec): 3 clusters Score: Raw -2603541.341640 + Penalty 2252.135782 = -2601289.205858 nChanged 196 SP:Iteration 68Q (860.560977 sec): 3 clusters Score: Raw -2603577.204626 + Penalty 2252.135782 = -2601325.068844 nChanged 191 SP:Iteration 69Q (860.688023 sec): 3 clusters Score: Raw -2603607.283508 + Penalty 2252.135782 = -2601355.147726 nChanged 168 SP:Iteration 70Q (860.840209 sec): 3 clusters Score: Raw -2603630.968887 + Penalty 2252.135782 = -2601378.833105 nChanged 146 SP:Iteration 71Q (860.958782 sec): 3 clusters Score: Raw -2603649.159461 + Penalty 2252.135782 = -2601397.023679 nChanged 131 SP:Iteration 72Q (861.095740 sec): 3 clusters Score: Raw -2603668.030798 + Penalty 2252.135782 = -2601415.895016 nChanged 135 SP:Iteration 73Q (861.238027 sec): 3 clusters Score: Raw -2603688.401306 + Penalty 2252.135782 = -2601436.265524 nChanged 160 SP:Iteration 74Q (861.374399 sec): 3 clusters Score: Raw -2603709.534042 + Penalty 2252.135782 = -2601457.398260 nChanged 128 SP:Iteration 75Q (861.507390 sec): 3 clusters Score: Raw -2603722.987739 + Penalty 2252.135782 = -2601470.851957 nChanged 113 SP:Iteration 76Q (861.654507 sec): 3 clusters Score: Raw -2603734.766182 + Penalty 2252.135782 = -2601482.630400 nChanged 112 SP:Iteration 77Q (861.772570 sec): 3 clusters Score: Raw -2603745.913597 + Penalty 2252.135782 = -2601493.777815 nChanged 84 SP:Iteration 78Q (861.917823 sec): 3 clusters Score: Raw -2603752.901681 + Penalty 2252.135782 = -2601500.765899 nChanged 73 SP:Iteration 79Q (862.053403 sec): 3 clusters Score: Raw -2603758.776477 + Penalty 2252.135782 = -2601506.640695 nChanged 74 SP:Iteration 80F (862.180595 sec): 3 clusters Score: Raw -2603765.150251 + Penalty 2252.135782 = -2601513.014469 nChanged 75 SP:Iteration 81Q (862.314958 sec): 3 clusters Score: Raw -2603771.321943 + Penalty 2252.135782 = -2601519.186161 nChanged 82 SP:Iteration 82Q (862.456932 sec): 3 clusters Score: Raw -2603778.101247 + Penalty 2252.135782 = -2601525.965465 nChanged 69 SP:Iteration 83Q (862.595601 sec): 3 clusters Score: Raw -2603782.966095 + Penalty 2252.135782 = -2601530.830313 nChanged 55 SP:Iteration 84Q (862.726716 sec): 3 clusters Score: Raw -2603786.871578 + Penalty 2252.135782 = -2601534.735796 nChanged 65 SP:Iteration 85Q (862.892210 sec): 3 clusters Score: Raw -2603791.936474 + Penalty 2252.135782 = -2601539.800692 nChanged 67 SP:Iteration 86Q (863.045512 sec): 3 clusters Score: Raw -2603796.869475 + Penalty 2252.135782 = -2601544.733693 nChanged 59 SP:Iteration 87Q (863.185638 sec): 3 clusters Score: Raw -2603800.586279 + Penalty 2252.135782 = -2601548.450497 nChanged 49 SP:Iteration 88Q (863.344674 sec): 3 clusters Score: Raw -2603803.222084 + Penalty 2252.135782 = -2601551.086302 nChanged 39 SP:Iteration 89Q (863.503479 sec): 3 clusters Score: Raw -2603805.152855 + Penalty 2252.135782 = -2601553.017073 nChanged 37 SP:Iteration 90Q (863.657676 sec): 3 clusters Score: Raw -2603806.734991 + Penalty 2252.135782 = -2601554.599209 nChanged 30 SP:Iteration 91Q (863.801354 sec): 3 clusters Score: Raw -2603807.702606 + Penalty 2252.135782 = -2601555.566825 nChanged 23 SP:Iteration 92Q (863.961466 sec): 3 clusters Score: Raw -2603808.534563 + Penalty 2252.135782 = -2601556.398781 nChanged 21 SP:Iteration 93Q (864.116438 sec): 3 clusters Score: Raw -2603809.315272 + Penalty 2252.135782 = -2601557.179490 nChanged 23 SP:Iteration 94Q (864.252339 sec): 3 clusters Score: Raw -2603810.247355 + Penalty 2252.135782 = -2601558.111573 nChanged 20 SP:Iteration 95Q (864.393751 sec): 3 clusters Score: Raw -2603810.919550 + Penalty 2252.135782 = -2601558.783768 nChanged 14 SP:Iteration 96Q (864.533313 sec): 3 clusters Score: Raw -2603811.405073 + Penalty 2252.135782 = -2601559.269291 nChanged 16 SP:Iteration 97Q (864.659938 sec): 3 clusters Score: Raw -2603812.186820 + Penalty 2252.135782 = -2601560.051038 nChanged 27 SP:Iteration 98Q (864.812949 sec): 3 clusters Score: Raw -2603813.499193 + Penalty 2252.135782 = -2601561.363411 nChanged 29 SP:Iteration 99Q (864.950811 sec): 3 clusters Score: Raw -2603814.511031 + Penalty 2252.135782 = -2601562.375249 nChanged 26 SP:Iteration 100F (865.086796 sec): 3 clusters Score: Raw -2603815.568503 + Penalty 2252.135782 = -2601563.432721 nChanged 22 SP:Iteration 101Q (865.223225 sec): 3 clusters Score: Raw -2603816.260637 + Penalty 2252.135782 = -2601564.124856 nChanged 19 SP:Iteration 102Q (865.359776 sec): 3 clusters Score: Raw -2603816.813861 + Penalty 2252.135782 = -2601564.678079 nChanged 14 SP:Iteration 103Q (865.489508 sec): 3 clusters Score: Raw -2603817.274097 + Penalty 2252.135782 = -2601565.138315 nChanged 17 SP:Iteration 104Q (865.635273 sec): 3 clusters Score: Raw -2603817.768178 + Penalty 2252.135782 = -2601565.632396 nChanged 14 SP:Iteration 105Q (865.769603 sec): 3 clusters Score: Raw -2603818.161243 + Penalty 2252.135782 = -2601566.025461 nChanged 12 SP:Iteration 106Q (865.900299 sec): 3 clusters Score: Raw -2603818.601728 + Penalty 2252.135782 = -2601566.465946 nChanged 16 SP:Iteration 107Q (866.030197 sec): 3 clusters Score: Raw -2603819.143540 + Penalty 2252.135782 = -2601567.007758 nChanged 18 SP:Iteration 108Q (866.175695 sec): 3 clusters Score: Raw -2603819.639271 + Penalty 2252.135782 = -2601567.503489 nChanged 6 SP:Iteration 109Q (866.314346 sec): 3 clusters Score: Raw -2603819.770205 + Penalty 2252.135782 = -2601567.634423 nChanged 6 SP:Iteration 110Q (866.446773 sec): 3 clusters Score: Raw -2603819.960632 + Penalty 2252.135782 = -2601567.824850 nChanged 8 SP:Iteration 111Q (866.597164 sec): 3 clusters Score: Raw -2603820.186143 + Penalty 2252.135782 = -2601568.050361 nChanged 11 SP:Iteration 112Q (866.734450 sec): 3 clusters Score: Raw -2603820.615480 + Penalty 2252.135782 = -2601568.479698 nChanged 11 SP:Iteration 113Q (866.861433 sec): 3 clusters Score: Raw -2603820.982695 + Penalty 2252.135782 = -2601568.846913 nChanged 15 SP:Iteration 114Q (867.011381 sec): 3 clusters Score: Raw -2603821.429835 + Penalty 2252.135782 = -2601569.294053 nChanged 15 SP:Iteration 115Q (867.132145 sec): 3 clusters Score: Raw -2603821.886429 + Penalty 2252.135782 = -2601569.750647 nChanged 18 SP:Iteration 116Q (867.283715 sec): 3 clusters Score: Raw -2603822.757984 + Penalty 2252.135782 = -2601570.622202 nChanged 21 SP:Iteration 117Q (867.417638 sec): 3 clusters Score: Raw -2603823.502257 + Penalty 2252.135782 = -2601571.366475 nChanged 15 SP:Iteration 118Q (867.550987 sec): 3 clusters Score: Raw -2603823.904370 + Penalty 2252.135782 = -2601571.768588 nChanged 13 SP:Iteration 119Q (867.683776 sec): 3 clusters Score: Raw -2603824.163535 + Penalty 2252.135782 = -2601572.027753 nChanged 11 SP:Iteration 120F (867.822028 sec): 3 clusters Score: Raw -2603824.514021 + Penalty 2252.135782 = -2601572.378239 nChanged 11 SP:Iteration 121Q (867.986200 sec): 3 clusters Score: Raw -2603824.846056 + Penalty 2252.135782 = -2601572.710274 nChanged 11 SP:Iteration 122Q (868.134500 sec): 3 clusters Score: Raw -2603825.103879 + Penalty 2252.135782 = -2601572.968097 nChanged 6 SP:Iteration 123Q (868.279786 sec): 3 clusters Score: Raw -2603825.198614 + Penalty 2252.135782 = -2601573.062832 nChanged 7 SP:Iteration 124Q (868.458016 sec): 3 clusters Score: Raw -2603825.363798 + Penalty 2252.135782 = -2601573.228016 nChanged 7 SP:Iteration 125Q (868.609605 sec): 3 clusters Score: Raw -2603825.497828 + Penalty 2252.135782 = -2601573.362046 nChanged 6 SP:Iteration 126Q (868.783501 sec): 3 clusters Score: Raw -2603825.720906 + Penalty 2252.135782 = -2601573.585124 nChanged 7 SP:Iteration 127Q (868.952759 sec): 3 clusters Score: Raw -2603825.895963 + Penalty 2252.135782 = -2601573.760181 nChanged 4 SP:Iteration 128Q (869.096322 sec): 3 clusters Score: Raw -2603825.940480 + Penalty 2252.135782 = -2601573.804698 nChanged 1 SP:Iteration 129Q (869.250407 sec): 3 clusters Score: Raw -2603825.956687 + Penalty 2252.135782 = -2601573.820905 nChanged 0 SP:Iteration 130F (869.430006 sec): 3 clusters Score: Raw -2603825.956687 + Penalty 2252.135782 = -2601573.820905 nChanged 0 Score: Raw -4172904.245913 + Penalty 5913.594558 = -4166990.651355 Splitting cluster 1 changes total score from -4158525.904371 to -4166990.651355 So it's getting split into cluster 5. Trying to split cluster 2 (11431 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (870.012000 sec): 2 clusters Score: Raw -487976.709163 + Penalty 981.128845 = -486995.580318 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (870.110640 sec): 3 clusters Score: Raw -481585.662352 + Penalty 1962.257691 = -479623.404661 nChanged 5241 SP:Iteration 1F (870.212973 sec): 3 clusters Score: Raw -491117.540251 + Penalty 1962.257691 = -489155.282560 nChanged 1860 SP:Iteration 2F (870.307970 sec): 3 clusters Score: Raw -494004.365549 + Penalty 1962.257691 = -492042.107858 nChanged 822 SP:Iteration 3F (870.397648 sec): 3 clusters Score: Raw -494684.557104 + Penalty 1962.257691 = -492722.299413 nChanged 367 SP:Iteration 4Q (870.498240 sec): 3 clusters Score: Raw -494894.606101 + Penalty 1962.257691 = -492932.348410 nChanged 218 SP:Iteration 5Q (870.587145 sec): 3 clusters Score: Raw -495012.016172 + Penalty 1962.257691 = -493049.758481 nChanged 144 SP:Iteration 6Q (870.675647 sec): 3 clusters Score: Raw -495069.450178 + Penalty 1962.257691 = -493107.192488 nChanged 100 SP:Iteration 7Q (870.795196 sec): 3 clusters Score: Raw -495103.572007 + Penalty 1962.257691 = -493141.314316 nChanged 91 SP:Iteration 8Q (870.880854 sec): 3 clusters Score: Raw -495121.275688 + Penalty 1962.257691 = -493159.017997 nChanged 43 SP:Iteration 9Q (870.970202 sec): 3 clusters Score: Raw -495130.312240 + Penalty 1962.257691 = -493168.054549 nChanged 37 SP:Iteration 10Q (871.065021 sec): 3 clusters Score: Raw -495138.077527 + Penalty 1962.257691 = -493175.819836 nChanged 33 SP:Iteration 11Q (871.162681 sec): 3 clusters Score: Raw -495145.441062 + Penalty 1962.257691 = -493183.183371 nChanged 25 SP:Iteration 12Q (871.271622 sec): 3 clusters Score: Raw -495148.802115 + Penalty 1962.257691 = -493186.544424 nChanged 19 SP:Iteration 13Q (871.365765 sec): 3 clusters Score: Raw -495150.864290 + Penalty 1962.257691 = -493188.606599 nChanged 16 SP:Iteration 14Q (871.465261 sec): 3 clusters Score: Raw -495152.561806 + Penalty 1962.257691 = -493190.304115 nChanged 10 SP:Iteration 15Q (871.555320 sec): 3 clusters Score: Raw -495154.286711 + Penalty 1962.257691 = -493192.029020 nChanged 7 SP:Iteration 16Q (871.654031 sec): 3 clusters Score: Raw -495154.595826 + Penalty 1962.257691 = -493192.338135 nChanged 5 SP:Iteration 17Q (871.729822 sec): 3 clusters Score: Raw -495154.911691 + Penalty 1962.257691 = -493192.654000 nChanged 5 SP:Iteration 18Q (871.843384 sec): 3 clusters Score: Raw -495155.120501 + Penalty 1962.257691 = -493192.862811 nChanged 3 SP:Iteration 19Q (871.924936 sec): 3 clusters Score: Raw -495155.185864 + Penalty 1962.257691 = -493192.928173 nChanged 2 SP:Iteration 20F (872.018127 sec): 3 clusters Score: Raw -495155.252966 + Penalty 1962.257691 = -493192.995275 nChanged 2 SP:Iteration 21Q (872.120248 sec): 3 clusters Score: Raw -495155.354634 + Penalty 1962.257691 = -493193.096943 nChanged 4 SP:Iteration 22Q (872.225403 sec): 3 clusters Score: Raw -495155.506819 + Penalty 1962.257691 = -493193.249128 nChanged 1 SP:Iteration 23Q (872.303506 sec): 3 clusters Score: Raw -495155.524069 + Penalty 1962.257691 = -493193.266378 nChanged 1 SP:Iteration 24Q (872.395548 sec): 3 clusters Score: Raw -495155.536677 + Penalty 1962.257691 = -493193.278986 nChanged 0 SP:Iteration 25F (872.501884 sec): 3 clusters Score: Raw -495155.536677 + Penalty 1962.257691 = -493193.278986 nChanged 0 Score: Raw -4180083.073427 + Penalty 7096.313470 = -4172986.759957 Splitting cluster 2 changes total score from -4158525.904371 to -4172986.759957 So it's getting split into cluster 6. Trying to split cluster 3 (9615 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (873.067887 sec): 2 clusters Score: Raw -533919.070083 + Penalty 962.963364 = -532956.106719 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (873.160476 sec): 3 clusters Score: Raw -528217.502620 + Penalty 1925.926728 = -526291.575892 nChanged 4330 SP:Iteration 1F (873.236904 sec): 3 clusters Score: Raw -530970.168963 + Penalty 1925.926728 = -529044.242235 nChanged 787 SP:Iteration 2F (873.340199 sec): 3 clusters Score: Raw -531816.016256 + Penalty 1925.926728 = -529890.089528 nChanged 888 SP:Iteration 3F (873.431748 sec): 3 clusters Score: Raw -532863.174784 + Penalty 1925.926728 = -530937.248055 nChanged 872 SP:Iteration 4F (873.515914 sec): 3 clusters Score: Raw -533717.785789 + Penalty 1925.926728 = -531791.859061 nChanged 743 SP:Iteration 5F (873.618122 sec): 3 clusters Score: Raw -534256.843237 + Penalty 1925.926728 = -532330.916509 nChanged 512 SP:Iteration 6F (873.700945 sec): 3 clusters Score: Raw -534514.206019 + Penalty 1925.926728 = -532588.279291 nChanged 344 SP:Iteration 7Q (873.807689 sec): 3 clusters Score: Raw -534645.687395 + Penalty 1925.926728 = -532719.760667 nChanged 239 SP:Iteration 8Q (873.897791 sec): 3 clusters Score: Raw -534725.248092 + Penalty 1925.926728 = -532799.321364 nChanged 172 SP:Iteration 9Q (874.004028 sec): 3 clusters Score: Raw -534773.273548 + Penalty 1925.926728 = -532847.346820 nChanged 140 SP:Iteration 10Q (874.101889 sec): 3 clusters Score: Raw -534807.012902 + Penalty 1925.926728 = -532881.086174 nChanged 117 SP:Iteration 11Q (874.215234 sec): 3 clusters Score: Raw -534831.139553 + Penalty 1925.926728 = -532905.212825 nChanged 90 SP:Iteration 12Q (874.304562 sec): 3 clusters Score: Raw -534849.101537 + Penalty 1925.926728 = -532923.174809 nChanged 77 SP:Iteration 13Q (874.407425 sec): 3 clusters Score: Raw -534862.072471 + Penalty 1925.926728 = -532936.145743 nChanged 86 SP:Iteration 14Q (874.532641 sec): 3 clusters Score: Raw -534876.039886 + Penalty 1925.926728 = -532950.113158 nChanged 74 SP:Iteration 15Q (874.655349 sec): 3 clusters Score: Raw -534889.297580 + Penalty 1925.926728 = -532963.370852 nChanged 60 SP:Iteration 16Q (874.794887 sec): 3 clusters Score: Raw -534898.793633 + Penalty 1925.926728 = -532972.866904 nChanged 54 SP:Iteration 17Q (874.920885 sec): 3 clusters Score: Raw -534907.562819 + Penalty 1925.926728 = -532981.636091 nChanged 50 SP:Iteration 18Q (875.027930 sec): 3 clusters Score: Raw -534915.977374 + Penalty 1925.926728 = -532990.050646 nChanged 47 SP:Iteration 19Q (875.117264 sec): 3 clusters Score: Raw -534923.381697 + Penalty 1925.926728 = -532997.454969 nChanged 45 SP:Iteration 20F (875.248792 sec): 3 clusters Score: Raw -534929.223317 + Penalty 1925.926728 = -533003.296589 nChanged 36 SP:Iteration 21Q (875.354215 sec): 3 clusters Score: Raw -534933.854558 + Penalty 1925.926728 = -533007.927830 nChanged 30 SP:Iteration 22Q (875.467314 sec): 3 clusters Score: Raw -534938.688213 + Penalty 1925.926728 = -533012.761484 nChanged 38 SP:Iteration 23Q (875.582016 sec): 3 clusters Score: Raw -534945.289074 + Penalty 1925.926728 = -533019.362346 nChanged 35 SP:Iteration 24Q (875.676576 sec): 3 clusters Score: Raw -534949.459111 + Penalty 1925.926728 = -533023.532383 nChanged 30 SP:Iteration 25Q (875.779006 sec): 3 clusters Score: Raw -534953.936961 + Penalty 1925.926728 = -533028.010233 nChanged 21 SP:Iteration 26Q (875.889651 sec): 3 clusters Score: Raw -534956.954021 + Penalty 1925.926728 = -533031.027293 nChanged 17 SP:Iteration 27Q (875.985316 sec): 3 clusters Score: Raw -534959.171597 + Penalty 1925.926728 = -533033.244869 nChanged 15 SP:Iteration 28Q (876.099794 sec): 3 clusters Score: Raw -534960.505500 + Penalty 1925.926728 = -533034.578772 nChanged 15 SP:Iteration 29Q (876.221645 sec): 3 clusters Score: Raw -534962.616641 + Penalty 1925.926728 = -533036.689913 nChanged 15 SP:Iteration 30Q (876.350168 sec): 3 clusters Score: Raw -534964.687574 + Penalty 1925.926728 = -533038.760846 nChanged 20 SP:Iteration 31Q (876.428174 sec): 3 clusters Score: Raw -534967.566422 + Penalty 1925.926728 = -533041.639693 nChanged 17 SP:Iteration 32Q (876.527580 sec): 3 clusters Score: Raw -534969.627309 + Penalty 1925.926728 = -533043.700581 nChanged 16 SP:Iteration 33Q (876.633468 sec): 3 clusters Score: Raw -534971.541042 + Penalty 1925.926728 = -533045.614314 nChanged 14 SP:Iteration 34Q (876.735148 sec): 3 clusters Score: Raw -534972.816609 + Penalty 1925.926728 = -533046.889881 nChanged 8 SP:Iteration 35Q (876.812021 sec): 3 clusters Score: Raw -534974.010365 + Penalty 1925.926728 = -533048.083637 nChanged 11 SP:Iteration 36Q (876.898830 sec): 3 clusters Score: Raw -534975.180516 + Penalty 1925.926728 = -533049.253788 nChanged 4 SP:Iteration 37Q (877.003735 sec): 3 clusters Score: Raw -534975.772619 + Penalty 1925.926728 = -533049.845891 nChanged 5 SP:Iteration 38Q (877.097514 sec): 3 clusters Score: Raw -534976.340642 + Penalty 1925.926728 = -533050.413914 nChanged 4 SP:Iteration 39Q (877.187434 sec): 3 clusters Score: Raw -534976.698658 + Penalty 1925.926728 = -533050.771930 nChanged 7 SP:Iteration 40F (877.290542 sec): 3 clusters Score: Raw -534977.274668 + Penalty 1925.926728 = -533051.347940 nChanged 8 SP:Iteration 41Q (877.378132 sec): 3 clusters Score: Raw -534978.085923 + Penalty 1925.926728 = -533052.159195 nChanged 7 SP:Iteration 42Q (877.468606 sec): 3 clusters Score: Raw -534979.114976 + Penalty 1925.926728 = -533053.188248 nChanged 10 SP:Iteration 43Q (877.571137 sec): 3 clusters Score: Raw -534979.716737 + Penalty 1925.926728 = -533053.790009 nChanged 3 SP:Iteration 44Q (877.645414 sec): 3 clusters Score: Raw -534979.879631 + Penalty 1925.926728 = -533053.952903 nChanged 3 SP:Iteration 45Q (877.745979 sec): 3 clusters Score: Raw -534980.016701 + Penalty 1925.926728 = -533054.089973 nChanged 3 SP:Iteration 46Q (877.835459 sec): 3 clusters Score: Raw -534980.207290 + Penalty 1925.926728 = -533054.280562 nChanged 9 SP:Iteration 47Q (877.948874 sec): 3 clusters Score: Raw -534980.740641 + Penalty 1925.926728 = -533054.813913 nChanged 4 SP:Iteration 48Q (878.042856 sec): 3 clusters Score: Raw -534981.000097 + Penalty 1925.926728 = -533055.073368 nChanged 3 SP:Iteration 49Q (878.134465 sec): 3 clusters Score: Raw -534981.186325 + Penalty 1925.926728 = -533055.259597 nChanged 3 SP:Iteration 50Q (878.221541 sec): 3 clusters Score: Raw -534981.508307 + Penalty 1925.926728 = -533055.581578 nChanged 6 SP:Iteration 51Q (878.315418 sec): 3 clusters Score: Raw -534982.004443 + Penalty 1925.926728 = -533056.077715 nChanged 5 SP:Iteration 52Q (878.413607 sec): 3 clusters Score: Raw -534982.367273 + Penalty 1925.926728 = -533056.440544 nChanged 7 SP:Iteration 53Q (878.502055 sec): 3 clusters Score: Raw -534983.140730 + Penalty 1925.926728 = -533057.214002 nChanged 5 SP:Iteration 54Q (878.599316 sec): 3 clusters Score: Raw -534983.456235 + Penalty 1925.926728 = -533057.529507 nChanged 5 SP:Iteration 55Q (878.691406 sec): 3 clusters Score: Raw -534983.868538 + Penalty 1925.926728 = -533057.941810 nChanged 5 SP:Iteration 56Q (878.773434 sec): 3 clusters Score: Raw -534984.109960 + Penalty 1925.926728 = -533058.183232 nChanged 2 SP:Iteration 57Q (878.871783 sec): 3 clusters Score: Raw -534984.295213 + Penalty 1925.926728 = -533058.368485 nChanged 2 SP:Iteration 58Q (878.973449 sec): 3 clusters Score: Raw -534984.551641 + Penalty 1925.926728 = -533058.624913 nChanged 2 SP:Iteration 59Q (879.059402 sec): 3 clusters Score: Raw -534984.751248 + Penalty 1925.926728 = -533058.824520 nChanged 3 SP:Iteration 60F (879.155499 sec): 3 clusters Score: Raw -534984.941684 + Penalty 1925.926728 = -533059.014956 nChanged 2 SP:Iteration 61Q (879.267785 sec): 3 clusters Score: Raw -534985.013443 + Penalty 1925.926728 = -533059.086715 nChanged 0 SP:Iteration 62F (879.352945 sec): 3 clusters Score: Raw -534985.013443 + Penalty 1925.926728 = -533059.086715 nChanged 0 Score: Raw -4181149.016787 + Penalty 8279.032381 = -4172869.984405 Splitting cluster 3 changes total score from -4158525.904371 to -4172869.984405 So it's getting split into cluster 7. Trying to split cluster 4 (11426 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (879.997534 sec): 2 clusters Score: Raw -635997.249979 + Penalty 981.082908 = -635016.167071 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (880.098459 sec): 3 clusters Score: Raw -629155.978567 + Penalty 1962.165815 = -627193.812752 nChanged 5225 SP:Iteration 1F (880.200090 sec): 3 clusters Score: Raw -632761.953956 + Penalty 1962.165815 = -630799.788140 nChanged 1159 SP:Iteration 2F (880.308521 sec): 3 clusters Score: Raw -633953.052880 + Penalty 1962.165815 = -631990.887065 nChanged 1190 SP:Iteration 3F (880.418681 sec): 3 clusters Score: Raw -635051.502743 + Penalty 1962.165815 = -633089.336928 nChanged 947 SP:Iteration 4F (880.526018 sec): 3 clusters Score: Raw -635813.600977 + Penalty 1962.165815 = -633851.435162 nChanged 695 SP:Iteration 5F (880.628654 sec): 3 clusters Score: Raw -636285.046028 + Penalty 1962.165815 = -634322.880212 nChanged 492 SP:Iteration 6Q (880.751149 sec): 3 clusters Score: Raw -636545.557367 + Penalty 1962.165815 = -634583.391552 nChanged 343 SP:Iteration 7Q (880.852207 sec): 3 clusters Score: Raw -636700.830736 + Penalty 1962.165815 = -634738.664921 nChanged 249 SP:Iteration 8Q (880.971698 sec): 3 clusters Score: Raw -636797.985799 + Penalty 1962.165815 = -634835.819984 nChanged 198 SP:Iteration 9Q (881.094851 sec): 3 clusters Score: Raw -636864.024433 + Penalty 1962.165815 = -634901.858618 nChanged 130 SP:Iteration 10Q (881.225385 sec): 3 clusters Score: Raw -636903.003337 + Penalty 1962.165815 = -634940.837522 nChanged 113 SP:Iteration 11Q (881.342321 sec): 3 clusters Score: Raw -636932.062467 + Penalty 1962.165815 = -634969.896652 nChanged 87 SP:Iteration 12Q (881.469787 sec): 3 clusters Score: Raw -636955.909111 + Penalty 1962.165815 = -634993.743296 nChanged 82 SP:Iteration 13Q (881.620966 sec): 3 clusters Score: Raw -636978.645189 + Penalty 1962.165815 = -635016.479374 nChanged 89 SP:Iteration 14Q (881.705586 sec): 3 clusters Score: Raw -637003.584101 + Penalty 1962.165815 = -635041.418286 nChanged 73 SP:Iteration 15Q (881.824609 sec): 3 clusters Score: Raw -637020.205270 + Penalty 1962.165815 = -635058.039454 nChanged 77 SP:Iteration 16Q (881.983895 sec): 3 clusters Score: Raw -637037.838233 + Penalty 1962.165815 = -635075.672418 nChanged 76 SP:Iteration 17Q (882.094447 sec): 3 clusters Score: Raw -637053.553731 + Penalty 1962.165815 = -635091.387915 nChanged 62 SP:Iteration 18Q (882.202928 sec): 3 clusters Score: Raw -637066.963901 + Penalty 1962.165815 = -635104.798086 nChanged 56 SP:Iteration 19Q (882.324324 sec): 3 clusters Score: Raw -637081.421879 + Penalty 1962.165815 = -635119.256064 nChanged 58 SP:Iteration 20F (882.434437 sec): 3 clusters Score: Raw -637097.420346 + Penalty 1962.165815 = -635135.254531 nChanged 63 SP:Iteration 21Q (882.607746 sec): 3 clusters Score: Raw -637111.806136 + Penalty 1962.165815 = -635149.640320 nChanged 51 SP:Iteration 22Q (882.710681 sec): 3 clusters Score: Raw -637122.628034 + Penalty 1962.165815 = -635160.462218 nChanged 47 SP:Iteration 23Q (882.800193 sec): 3 clusters Score: Raw -637133.058614 + Penalty 1962.165815 = -635170.892799 nChanged 44 SP:Iteration 24Q (882.900613 sec): 3 clusters Score: Raw -637143.402008 + Penalty 1962.165815 = -635181.236193 nChanged 40 SP:Iteration 25Q (882.998200 sec): 3 clusters Score: Raw -637152.740033 + Penalty 1962.165815 = -635190.574217 nChanged 46 SP:Iteration 26Q (883.092849 sec): 3 clusters Score: Raw -637162.466456 + Penalty 1962.165815 = -635200.300641 nChanged 34 SP:Iteration 27Q (883.195660 sec): 3 clusters Score: Raw -637169.416190 + Penalty 1962.165815 = -635207.250375 nChanged 29 SP:Iteration 28Q (883.284262 sec): 3 clusters Score: Raw -637175.670844 + Penalty 1962.165815 = -635213.505029 nChanged 33 SP:Iteration 29Q (883.396108 sec): 3 clusters Score: Raw -637184.205884 + Penalty 1962.165815 = -635222.040069 nChanged 43 SP:Iteration 30Q (883.495093 sec): 3 clusters Score: Raw -637194.926890 + Penalty 1962.165815 = -635232.761075 nChanged 40 SP:Iteration 31Q (883.592709 sec): 3 clusters Score: Raw -637203.254502 + Penalty 1962.165815 = -635241.088687 nChanged 37 SP:Iteration 32Q (883.679430 sec): 3 clusters Score: Raw -637208.712654 + Penalty 1962.165815 = -635246.546838 nChanged 20 SP:Iteration 33Q (883.773788 sec): 3 clusters Score: Raw -637212.045592 + Penalty 1962.165815 = -635249.879776 nChanged 17 SP:Iteration 34Q (883.876345 sec): 3 clusters Score: Raw -637215.152521 + Penalty 1962.165815 = -635252.986706 nChanged 29 SP:Iteration 35Q (883.977073 sec): 3 clusters Score: Raw -637221.372972 + Penalty 1962.165815 = -635259.207157 nChanged 26 SP:Iteration 36Q (884.070082 sec): 3 clusters Score: Raw -637225.865318 + Penalty 1962.165815 = -635263.699503 nChanged 23 SP:Iteration 37Q (884.188350 sec): 3 clusters Score: Raw -637231.031961 + Penalty 1962.165815 = -635268.866146 nChanged 19 SP:Iteration 38Q (884.278768 sec): 3 clusters Score: Raw -637234.936109 + Penalty 1962.165815 = -635272.770294 nChanged 20 SP:Iteration 39Q (884.363636 sec): 3 clusters Score: Raw -637239.214539 + Penalty 1962.165815 = -635277.048724 nChanged 22 SP:Iteration 40F (884.477278 sec): 3 clusters Score: Raw -637243.677832 + Penalty 1962.165815 = -635281.512017 nChanged 17 SP:Iteration 41Q (884.564424 sec): 3 clusters Score: Raw -637246.235519 + Penalty 1962.165815 = -635284.069704 nChanged 14 SP:Iteration 42Q (884.652911 sec): 3 clusters Score: Raw -637248.429002 + Penalty 1962.165815 = -635286.263187 nChanged 14 SP:Iteration 43Q (884.747131 sec): 3 clusters Score: Raw -637250.193807 + Penalty 1962.165815 = -635288.027992 nChanged 14 SP:Iteration 44Q (884.847710 sec): 3 clusters Score: Raw -637252.588248 + Penalty 1962.165815 = -635290.422432 nChanged 16 SP:Iteration 45Q (884.950436 sec): 3 clusters Score: Raw -637255.613718 + Penalty 1962.165815 = -635293.447903 nChanged 16 SP:Iteration 46Q (885.030830 sec): 3 clusters Score: Raw -637258.303082 + Penalty 1962.165815 = -635296.137266 nChanged 11 SP:Iteration 47Q (885.143487 sec): 3 clusters Score: Raw -637259.930300 + Penalty 1962.165815 = -635297.764485 nChanged 8 SP:Iteration 48Q (885.237453 sec): 3 clusters Score: Raw -637260.888662 + Penalty 1962.165815 = -635298.722847 nChanged 8 SP:Iteration 49Q (885.326577 sec): 3 clusters Score: Raw -637261.797805 + Penalty 1962.165815 = -635299.631989 nChanged 11 SP:Iteration 50Q (885.420647 sec): 3 clusters Score: Raw -637263.377700 + Penalty 1962.165815 = -635301.211885 nChanged 6 SP:Iteration 51Q (885.524695 sec): 3 clusters Score: Raw -637264.236537 + Penalty 1962.165815 = -635302.070721 nChanged 4 SP:Iteration 52Q (885.604251 sec): 3 clusters Score: Raw -637264.594843 + Penalty 1962.165815 = -635302.429028 nChanged 1 SP:Iteration 53Q (885.714776 sec): 3 clusters Score: Raw -637264.682286 + Penalty 1962.165815 = -635302.516470 nChanged 3 SP:Iteration 54Q (885.806114 sec): 3 clusters Score: Raw -637264.971148 + Penalty 1962.165815 = -635302.805333 nChanged 0 SP:Iteration 55F (885.890111 sec): 3 clusters Score: Raw -637264.971148 + Penalty 1962.165815 = -635302.805333 nChanged 0 Score: Raw -4182416.737956 + Penalty 9461.751293 = -4172954.986663 Splitting cluster 4 changes total score from -4158525.904371 to -4172954.986663 So it's getting split into cluster 8. Iteration 59Q (887.302049 sec): 9 clusters Score: Raw -4184942.711445 + Penalty 9461.751293 = -4175480.960152 nChanged 2629 Iteration 60F (888.076855 sec): 9 clusters Score: Raw -4186390.181280 + Penalty 9461.751293 = -4176928.429988 nChanged 1353 Iteration 61Q (888.710895 sec): 9 clusters Score: Raw -4186922.624169 + Penalty 9461.751293 = -4177460.872876 nChanged 899 Iteration 62Q (889.287973 sec): 9 clusters Score: Raw -4187570.462248 + Penalty 9461.751293 = -4178108.710955 nChanged 867 Iteration 63Q (889.842855 sec): 9 clusters Score: Raw -4188153.764569 + Penalty 9461.751293 = -4178692.013277 nChanged 785 Iteration 64Q (890.416960 sec): 9 clusters Score: Raw -4188522.848139 + Penalty 9461.751293 = -4179061.096847 nChanged 662 Iteration 65Q (890.980772 sec): 9 clusters Score: Raw -4188786.444415 + Penalty 9461.751293 = -4179324.693122 nChanged 600 Iteration 66Q (891.531948 sec): 9 clusters Score: Raw -4189009.043004 + Penalty 9461.751293 = -4179547.291711 nChanged 526 Iteration 67Q (892.101088 sec): 9 clusters Score: Raw -4189176.753032 + Penalty 9461.751293 = -4179715.001739 nChanged 426 Iteration 68Q (892.670885 sec): 9 clusters Score: Raw -4189299.734069 + Penalty 9461.751293 = -4179837.982777 nChanged 373 Iteration 69Q (893.229462 sec): 9 clusters Score: Raw -4189390.728187 + Penalty 9461.751293 = -4179928.976894 nChanged 312 Iteration 70Q (893.946539 sec): 9 clusters Score: Raw -4189456.959767 + Penalty 9461.751293 = -4179995.208475 nChanged 264 Iteration 71Q (894.551898 sec): 9 clusters Score: Raw -4189509.479395 + Penalty 9461.751293 = -4180047.728102 nChanged 221 Iteration 72Q (895.199356 sec): 9 clusters Score: Raw -4189545.469929 + Penalty 9461.751293 = -4180083.718636 nChanged 184 Iteration 73Q (895.732375 sec): 9 clusters Score: Raw -4189583.290163 + Penalty 9461.751293 = -4180121.538871 nChanged 173 Iteration 74Q (896.269467 sec): 9 clusters Score: Raw -4189613.694258 + Penalty 9461.751293 = -4180151.942966 nChanged 148 Iteration 75Q (896.840156 sec): 9 clusters Score: Raw -4189634.099094 + Penalty 9461.751293 = -4180172.347802 nChanged 127 Iteration 76Q (897.381667 sec): 9 clusters Score: Raw -4189647.501664 + Penalty 9461.751293 = -4180185.750372 nChanged 88 Iteration 77Q (897.946250 sec): 9 clusters Score: Raw -4189656.590498 + Penalty 9461.751293 = -4180194.839206 nChanged 77 Iteration 78Q (898.500948 sec): 9 clusters Score: Raw -4189665.730634 + Penalty 9461.751293 = -4180203.979341 nChanged 70 Iteration 79Q (899.045340 sec): 9 clusters Score: Raw -4189672.875914 + Penalty 9461.751293 = -4180211.124621 nChanged 45 Iteration 80F (899.794393 sec): 9 clusters Score: Raw -4189954.814208 + Penalty 9461.751293 = -4180493.062915 nChanged 250 Iteration 81Q (900.486474 sec): 9 clusters Score: Raw -4190176.114539 + Penalty 9461.751293 = -4180714.363247 nChanged 350 Iteration 82Q (901.163011 sec): 9 clusters Score: Raw -4190370.068130 + Penalty 9461.751293 = -4180908.316837 nChanged 386 Iteration 83Q (901.772086 sec): 9 clusters Score: Raw -4190520.111005 + Penalty 9461.751293 = -4181058.359712 nChanged 352 Iteration 84Q (902.324462 sec): 9 clusters Score: Raw -4190635.652913 + Penalty 9461.751293 = -4181173.901621 nChanged 343 Iteration 85Q (902.883010 sec): 9 clusters Score: Raw -4190716.918505 + Penalty 9461.751293 = -4181255.167213 nChanged 269 Iteration 86Q (903.450210 sec): 9 clusters Score: Raw -4190767.063130 + Penalty 9461.751293 = -4181305.311837 nChanged 222 Iteration 87Q (904.007045 sec): 9 clusters Score: Raw -4190806.544096 + Penalty 9461.751293 = -4181344.792803 nChanged 221 Iteration 88Q (904.562583 sec): 9 clusters Score: Raw -4190849.676394 + Penalty 9461.751293 = -4181387.925102 nChanged 209 Iteration 89Q (905.099387 sec): 9 clusters Score: Raw -4190885.401690 + Penalty 9461.751293 = -4181423.650398 nChanged 196 Iteration 90Q (905.648548 sec): 9 clusters Score: Raw -4190919.898996 + Penalty 9461.751293 = -4181458.147703 nChanged 174 Iteration 91Q (906.275674 sec): 9 clusters Score: Raw -4190948.384292 + Penalty 9461.751293 = -4181486.633000 nChanged 163 Iteration 92Q (906.967126 sec): 9 clusters Score: Raw -4190978.748611 + Penalty 9461.751293 = -4181516.997318 nChanged 173 Iteration 93Q (907.571183 sec): 9 clusters Score: Raw -4191009.060006 + Penalty 9461.751293 = -4181547.308713 nChanged 170 Iteration 94Q (908.200078 sec): 9 clusters Score: Raw -4191038.707382 + Penalty 9461.751293 = -4181576.956089 nChanged 173 Iteration 95Q (908.747879 sec): 9 clusters Score: Raw -4191065.699255 + Penalty 9461.751293 = -4181603.947962 nChanged 176 Iteration 96Q (909.312251 sec): 9 clusters Score: Raw -4191093.355772 + Penalty 9461.751293 = -4181631.604479 nChanged 166 Iteration 97Q (909.854585 sec): 9 clusters Score: Raw -4191118.271239 + Penalty 9461.751293 = -4181656.519946 nChanged 170 Iteration 98Q (910.408013 sec): 9 clusters Score: Raw -4191144.075123 + Penalty 9461.751293 = -4181682.323830 nChanged 157 Writing temp clu file Because OldScore, -4181656.519946, is greater than current (better) Score,-4181682.323830 Compute initial score before splitting: Score: Raw -4191144.075123 + Penalty 9461.751293 = -4181682.323830 Trying to split cluster 1 (15166 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (910.547260 sec): 2 clusters Score: Raw -896979.558437 + Penalty 1010.815193 = -895968.743245 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (910.646537 sec): 3 clusters Score: Raw -887720.700082 + Penalty 2021.630385 = -885699.069697 nChanged 6912 SP:Iteration 1F (910.745013 sec): 3 clusters Score: Raw -892493.140947 + Penalty 2021.630385 = -890471.510561 nChanged 1385 SP:Iteration 2F (910.835668 sec): 3 clusters Score: Raw -893720.838228 + Penalty 2021.630385 = -891699.207842 nChanged 1356 SP:Iteration 3F (910.946121 sec): 3 clusters Score: Raw -894813.528883 + Penalty 2021.630385 = -892791.898497 nChanged 1147 SP:Iteration 4F (911.052573 sec): 3 clusters Score: Raw -895574.149316 + Penalty 2021.630385 = -893552.518931 nChanged 896 SP:Iteration 5F (911.141614 sec): 3 clusters Score: Raw -896082.690647 + Penalty 2021.630385 = -894061.060262 nChanged 701 SP:Iteration 6Q (911.253973 sec): 3 clusters Score: Raw -896435.148078 + Penalty 2021.630385 = -894413.517693 nChanged 527 SP:Iteration 7Q (911.358490 sec): 3 clusters Score: Raw -896671.599950 + Penalty 2021.630385 = -894649.969565 nChanged 447 SP:Iteration 8Q (911.481421 sec): 3 clusters Score: Raw -896871.227153 + Penalty 2021.630385 = -894849.596767 nChanged 373 SP:Iteration 9Q (911.596227 sec): 3 clusters Score: Raw -897030.399215 + Penalty 2021.630385 = -895008.768829 nChanged 338 SP:Iteration 10Q (911.728246 sec): 3 clusters Score: Raw -897193.073092 + Penalty 2021.630385 = -895171.442707 nChanged 298 SP:Iteration 11Q (911.830296 sec): 3 clusters Score: Raw -897346.769438 + Penalty 2021.630385 = -895325.139053 nChanged 285 SP:Iteration 12Q (911.953330 sec): 3 clusters Score: Raw -897514.823223 + Penalty 2021.630385 = -895493.192838 nChanged 278 SP:Iteration 13Q (912.064945 sec): 3 clusters Score: Raw -897721.999864 + Penalty 2021.630385 = -895700.369479 nChanged 252 SP:Iteration 14Q (912.174153 sec): 3 clusters Score: Raw -897969.013761 + Penalty 2021.630385 = -895947.383376 nChanged 230 SP:Iteration 15Q (912.294333 sec): 3 clusters Score: Raw -898224.131122 + Penalty 2021.630385 = -896202.500737 nChanged 207 SP:Iteration 16Q (912.413300 sec): 3 clusters Score: Raw -898452.669902 + Penalty 2021.630385 = -896431.039516 nChanged 141 SP:Iteration 17Q (912.512816 sec): 3 clusters Score: Raw -898607.080706 + Penalty 2021.630385 = -896585.450321 nChanged 121 SP:Iteration 18Q (912.626679 sec): 3 clusters Score: Raw -898708.883610 + Penalty 2021.630385 = -896687.253225 nChanged 101 SP:Iteration 19Q (912.783826 sec): 3 clusters Score: Raw -898773.897492 + Penalty 2021.630385 = -896752.267107 nChanged 77 SP:Iteration 20F (912.908448 sec): 3 clusters Score: Raw -898810.729046 + Penalty 2021.630385 = -896789.098661 nChanged 53 SP:Iteration 21Q (913.022028 sec): 3 clusters Score: Raw -898825.236642 + Penalty 2021.630385 = -896803.606256 nChanged 34 SP:Iteration 22Q (913.119275 sec): 3 clusters Score: Raw -898832.023729 + Penalty 2021.630385 = -896810.393344 nChanged 23 SP:Iteration 23Q (913.251597 sec): 3 clusters Score: Raw -898836.987576 + Penalty 2021.630385 = -896815.357191 nChanged 24 SP:Iteration 24Q (913.362731 sec): 3 clusters Score: Raw -898841.816309 + Penalty 2021.630385 = -896820.185924 nChanged 14 SP:Iteration 25Q (913.487309 sec): 3 clusters Score: Raw -898844.680494 + Penalty 2021.630385 = -896823.050108 nChanged 12 SP:Iteration 26Q (913.587027 sec): 3 clusters Score: Raw -898847.616756 + Penalty 2021.630385 = -896825.986370 nChanged 13 SP:Iteration 27Q (913.681961 sec): 3 clusters Score: Raw -898851.837607 + Penalty 2021.630385 = -896830.207221 nChanged 15 SP:Iteration 28Q (913.769801 sec): 3 clusters Score: Raw -898856.548078 + Penalty 2021.630385 = -896834.917693 nChanged 15 SP:Iteration 29Q (913.862450 sec): 3 clusters Score: Raw -898861.368009 + Penalty 2021.630385 = -896839.737623 nChanged 21 SP:Iteration 30Q (913.960109 sec): 3 clusters Score: Raw -898865.630851 + Penalty 2021.630385 = -896844.000466 nChanged 12 SP:Iteration 31Q (914.079181 sec): 3 clusters Score: Raw -898869.075401 + Penalty 2021.630385 = -896847.445016 nChanged 17 SP:Iteration 32Q (914.174738 sec): 3 clusters Score: Raw -898871.932433 + Penalty 2021.630385 = -896850.302047 nChanged 14 SP:Iteration 33Q (914.267736 sec): 3 clusters Score: Raw -898875.826151 + Penalty 2021.630385 = -896854.195765 nChanged 12 SP:Iteration 34Q (914.375034 sec): 3 clusters Score: Raw -898879.589583 + Penalty 2021.630385 = -896857.959198 nChanged 14 SP:Iteration 35Q (914.468260 sec): 3 clusters Score: Raw -898884.601962 + Penalty 2021.630385 = -896862.971577 nChanged 14 SP:Iteration 36Q (914.564775 sec): 3 clusters Score: Raw -898887.425263 + Penalty 2021.630385 = -896865.794877 nChanged 8 SP:Iteration 37Q (914.671312 sec): 3 clusters Score: Raw -898888.395095 + Penalty 2021.630385 = -896866.764709 nChanged 4 SP:Iteration 38Q (914.770592 sec): 3 clusters Score: Raw -898888.972720 + Penalty 2021.630385 = -896867.342334 nChanged 1 SP:Iteration 39Q (914.862365 sec): 3 clusters Score: Raw -898889.579597 + Penalty 2021.630385 = -896867.949212 nChanged 5 SP:Iteration 40F (914.967755 sec): 3 clusters Score: Raw -898890.290755 + Penalty 2021.630385 = -896868.660369 nChanged 5 SP:Iteration 41Q (915.079418 sec): 3 clusters Score: Raw -898891.648556 + Penalty 2021.630385 = -896870.018171 nChanged 4 SP:Iteration 42Q (915.168516 sec): 3 clusters Score: Raw -898892.414540 + Penalty 2021.630385 = -896870.784154 nChanged 4 SP:Iteration 43Q (915.274198 sec): 3 clusters Score: Raw -898893.483016 + Penalty 2021.630385 = -896871.852631 nChanged 4 SP:Iteration 44Q (915.383382 sec): 3 clusters Score: Raw -898893.961258 + Penalty 2021.630385 = -896872.330873 nChanged 3 SP:Iteration 45Q (915.477931 sec): 3 clusters Score: Raw -898894.862144 + Penalty 2021.630385 = -896873.231759 nChanged 0 SP:Iteration 46F (915.569422 sec): 3 clusters Score: Raw -898894.862144 + Penalty 2021.630385 = -896873.231759 nChanged 0 Score: Raw -4193075.748683 + Penalty 10644.470204 = -4182431.278479 Splitting cluster 1 changes total score from -4181682.323830 to -4182431.278479 So it's getting split into cluster 9. Trying to split cluster 2 (7161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (916.344620 sec): 2 clusters Score: Raw -321672.711416 + Penalty 932.022516 = -320740.688900 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (916.421587 sec): 3 clusters Score: Raw -317687.086252 + Penalty 1864.045032 = -315823.041220 nChanged 3195 SP:Iteration 1F (916.515684 sec): 3 clusters Score: Raw -321234.021981 + Penalty 1864.045032 = -319369.976949 nChanged 1078 SP:Iteration 2F (916.613551 sec): 3 clusters Score: Raw -323236.589008 + Penalty 1864.045032 = -321372.543976 nChanged 787 SP:Iteration 3F (916.702851 sec): 3 clusters Score: Raw -324587.888334 + Penalty 1864.045032 = -322723.843302 nChanged 464 SP:Iteration 4F (916.797550 sec): 3 clusters Score: Raw -325205.920309 + Penalty 1864.045032 = -323341.875277 nChanged 292 SP:Iteration 5Q (916.882044 sec): 3 clusters Score: Raw -325500.060074 + Penalty 1864.045032 = -323636.015042 nChanged 228 SP:Iteration 6Q (916.971964 sec): 3 clusters Score: Raw -325667.173917 + Penalty 1864.045032 = -323803.128885 nChanged 128 SP:Iteration 7Q (917.060873 sec): 3 clusters Score: Raw -325731.192346 + Penalty 1864.045032 = -323867.147314 nChanged 90 SP:Iteration 8Q (917.152287 sec): 3 clusters Score: Raw -325759.279296 + Penalty 1864.045032 = -323895.234264 nChanged 52 SP:Iteration 9Q (917.242793 sec): 3 clusters Score: Raw -325770.613754 + Penalty 1864.045032 = -323906.568722 nChanged 32 SP:Iteration 10Q (917.324828 sec): 3 clusters Score: Raw -325778.197907 + Penalty 1864.045032 = -323914.152875 nChanged 28 SP:Iteration 11Q (917.409458 sec): 3 clusters Score: Raw -325785.215900 + Penalty 1864.045032 = -323921.170868 nChanged 26 SP:Iteration 12Q (917.491010 sec): 3 clusters Score: Raw -325789.682247 + Penalty 1864.045032 = -323925.637215 nChanged 17 SP:Iteration 13Q (917.591192 sec): 3 clusters Score: Raw -325792.783307 + Penalty 1864.045032 = -323928.738275 nChanged 16 SP:Iteration 14Q (917.698128 sec): 3 clusters Score: Raw -325795.700788 + Penalty 1864.045032 = -323931.655756 nChanged 14 SP:Iteration 15Q (917.777366 sec): 3 clusters Score: Raw -325798.263251 + Penalty 1864.045032 = -323934.218219 nChanged 9 SP:Iteration 16Q (917.862272 sec): 3 clusters Score: Raw -325801.642469 + Penalty 1864.045032 = -323937.597437 nChanged 7 SP:Iteration 17Q (917.967007 sec): 3 clusters Score: Raw -325804.192054 + Penalty 1864.045032 = -323940.147022 nChanged 9 SP:Iteration 18Q (918.080549 sec): 3 clusters Score: Raw -325806.097708 + Penalty 1864.045032 = -323942.052676 nChanged 8 SP:Iteration 19Q (918.207133 sec): 3 clusters Score: Raw -325807.546171 + Penalty 1864.045032 = -323943.501139 nChanged 9 SP:Iteration 20F (918.315727 sec): 3 clusters Score: Raw -325808.830726 + Penalty 1864.045032 = -323944.785694 nChanged 4 SP:Iteration 21Q (918.441676 sec): 3 clusters Score: Raw -325809.191172 + Penalty 1864.045032 = -323945.146140 nChanged 3 SP:Iteration 22Q (918.544098 sec): 3 clusters Score: Raw -325809.378137 + Penalty 1864.045032 = -323945.333104 nChanged 2 SP:Iteration 23Q (918.635765 sec): 3 clusters Score: Raw -325809.549140 + Penalty 1864.045032 = -323945.504107 nChanged 3 SP:Iteration 24Q (918.769620 sec): 3 clusters Score: Raw -325809.722326 + Penalty 1864.045032 = -323945.677294 nChanged 2 SP:Iteration 25Q (918.852326 sec): 3 clusters Score: Raw -325809.822528 + Penalty 1864.045032 = -323945.777496 nChanged 2 SP:Iteration 26Q (918.947769 sec): 3 clusters Score: Raw -325809.963827 + Penalty 1864.045032 = -323945.918794 nChanged 0 SP:Iteration 27F (919.048679 sec): 3 clusters Score: Raw -325809.963827 + Penalty 1864.045032 = -323945.918794 nChanged 0 Score: Raw -4197213.001093 + Penalty 11827.189116 = -4185385.811977 Splitting cluster 2 changes total score from -4181682.323830 to -4185385.811977 So it's getting split into cluster 10. Trying to split cluster 3 (4712 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (920.060851 sec): 2 clusters Score: Raw -248990.328713 + Penalty 888.076111 = -248102.252602 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (920.135531 sec): 3 clusters Score: Raw -246422.649800 + Penalty 1776.152222 = -244646.497578 nChanged 1928 SP:Iteration 1F (920.233755 sec): 3 clusters Score: Raw -247698.055134 + Penalty 1776.152222 = -245921.902911 nChanged 416 SP:Iteration 2F (920.313138 sec): 3 clusters Score: Raw -247958.044028 + Penalty 1776.152222 = -246181.891806 nChanged 307 SP:Iteration 3F (920.402468 sec): 3 clusters Score: Raw -248159.209285 + Penalty 1776.152222 = -246383.057062 nChanged 248 SP:Iteration 4F (920.496770 sec): 3 clusters Score: Raw -248301.886026 + Penalty 1776.152222 = -246525.733803 nChanged 206 SP:Iteration 5Q (920.575857 sec): 3 clusters Score: Raw -248448.745027 + Penalty 1776.152222 = -246672.592805 nChanged 212 SP:Iteration 6Q (920.648535 sec): 3 clusters Score: Raw -248588.801112 + Penalty 1776.152222 = -246812.648889 nChanged 182 SP:Iteration 7Q (920.744467 sec): 3 clusters Score: Raw -248700.501797 + Penalty 1776.152222 = -246924.349574 nChanged 158 SP:Iteration 8Q (920.825691 sec): 3 clusters Score: Raw -248795.077086 + Penalty 1776.152222 = -247018.924863 nChanged 147 SP:Iteration 9Q (920.925734 sec): 3 clusters Score: Raw -248878.496265 + Penalty 1776.152222 = -247102.344043 nChanged 123 SP:Iteration 10Q (921.003480 sec): 3 clusters Score: Raw -248956.888702 + Penalty 1776.152222 = -247180.736480 nChanged 112 SP:Iteration 11Q (921.089834 sec): 3 clusters Score: Raw -249021.092979 + Penalty 1776.152222 = -247244.940757 nChanged 96 SP:Iteration 12Q (921.178592 sec): 3 clusters Score: Raw -249079.293237 + Penalty 1776.152222 = -247303.141015 nChanged 91 SP:Iteration 13Q (921.259874 sec): 3 clusters Score: Raw -249140.670854 + Penalty 1776.152222 = -247364.518631 nChanged 99 SP:Iteration 14Q (921.353710 sec): 3 clusters Score: Raw -249205.239003 + Penalty 1776.152222 = -247429.086780 nChanged 88 SP:Iteration 15Q (921.447440 sec): 3 clusters Score: Raw -249254.260314 + Penalty 1776.152222 = -247478.108092 nChanged 59 SP:Iteration 16Q (921.530003 sec): 3 clusters Score: Raw -249285.255847 + Penalty 1776.152222 = -247509.103625 nChanged 44 SP:Iteration 17Q (921.612787 sec): 3 clusters Score: Raw -249301.359030 + Penalty 1776.152222 = -247525.206808 nChanged 28 SP:Iteration 18Q (921.698288 sec): 3 clusters Score: Raw -249310.463157 + Penalty 1776.152222 = -247534.310934 nChanged 22 SP:Iteration 19Q (921.785516 sec): 3 clusters Score: Raw -249317.094142 + Penalty 1776.152222 = -247540.941919 nChanged 23 SP:Iteration 20F (921.852422 sec): 3 clusters Score: Raw -249323.491700 + Penalty 1776.152222 = -247547.339478 nChanged 15 SP:Iteration 21Q (921.947537 sec): 3 clusters Score: Raw -249326.761882 + Penalty 1776.152222 = -247550.609660 nChanged 14 SP:Iteration 22Q (922.031196 sec): 3 clusters Score: Raw -249330.976579 + Penalty 1776.152222 = -247554.824357 nChanged 18 SP:Iteration 23Q (922.113513 sec): 3 clusters Score: Raw -249335.798095 + Penalty 1776.152222 = -247559.645872 nChanged 17 SP:Iteration 24Q (922.201275 sec): 3 clusters Score: Raw -249338.832992 + Penalty 1776.152222 = -247562.680770 nChanged 8 SP:Iteration 25Q (922.299566 sec): 3 clusters Score: Raw -249340.014806 + Penalty 1776.152222 = -247563.862584 nChanged 6 SP:Iteration 26Q (922.386232 sec): 3 clusters Score: Raw -249341.343091 + Penalty 1776.152222 = -247565.190869 nChanged 7 SP:Iteration 27Q (922.475295 sec): 3 clusters Score: Raw -249342.453631 + Penalty 1776.152222 = -247566.301408 nChanged 5 SP:Iteration 28Q (922.557237 sec): 3 clusters Score: Raw -249343.269663 + Penalty 1776.152222 = -247567.117441 nChanged 6 SP:Iteration 29Q (922.641886 sec): 3 clusters Score: Raw -249344.314580 + Penalty 1776.152222 = -247568.162357 nChanged 5 SP:Iteration 30Q (922.726689 sec): 3 clusters Score: Raw -249345.319089 + Penalty 1776.152222 = -247569.166866 nChanged 2 SP:Iteration 31Q (922.810229 sec): 3 clusters Score: Raw -249345.592044 + Penalty 1776.152222 = -247569.439822 nChanged 1 SP:Iteration 32Q (922.904228 sec): 3 clusters Score: Raw -249345.859826 + Penalty 1776.152222 = -247569.707604 nChanged 3 SP:Iteration 33Q (922.996659 sec): 3 clusters Score: Raw -249346.323567 + Penalty 1776.152222 = -247570.171345 nChanged 1 SP:Iteration 34Q (923.092596 sec): 3 clusters Score: Raw -249346.673183 + Penalty 1776.152222 = -247570.520960 nChanged 3 SP:Iteration 35Q (923.179182 sec): 3 clusters Score: Raw -249347.533095 + Penalty 1776.152222 = -247571.380872 nChanged 4 SP:Iteration 36Q (923.258215 sec): 3 clusters Score: Raw -249348.916174 + Penalty 1776.152222 = -247572.763952 nChanged 8 SP:Iteration 37Q (923.336390 sec): 3 clusters Score: Raw -249350.436258 + Penalty 1776.152222 = -247574.284036 nChanged 5 SP:Iteration 38Q (923.421854 sec): 3 clusters Score: Raw -249351.334310 + Penalty 1776.152222 = -247575.182088 nChanged 5 SP:Iteration 39Q (923.512685 sec): 3 clusters Score: Raw -249352.515803 + Penalty 1776.152222 = -247576.363580 nChanged 3 SP:Iteration 40F (923.591026 sec): 3 clusters Score: Raw -249353.116265 + Penalty 1776.152222 = -247576.964042 nChanged 4 SP:Iteration 41Q (923.674262 sec): 3 clusters Score: Raw -249354.074819 + Penalty 1776.152222 = -247577.922597 nChanged 1 SP:Iteration 42Q (923.760891 sec): 3 clusters Score: Raw -249354.289841 + Penalty 1776.152222 = -247578.137619 nChanged 1 SP:Iteration 43Q (923.860811 sec): 3 clusters Score: Raw -249354.530142 + Penalty 1776.152222 = -247578.377920 nChanged 2 SP:Iteration 44Q (923.953133 sec): 3 clusters Score: Raw -249354.815125 + Penalty 1776.152222 = -247578.662903 nChanged 2 SP:Iteration 45Q (924.061199 sec): 3 clusters Score: Raw -249355.184321 + Penalty 1776.152222 = -247579.032099 nChanged 2 SP:Iteration 46Q (924.175780 sec): 3 clusters Score: Raw -249355.336434 + Penalty 1776.152222 = -247579.184212 nChanged 1 SP:Iteration 47Q (924.270999 sec): 3 clusters Score: Raw -249355.517114 + Penalty 1776.152222 = -247579.364892 nChanged 1 SP:Iteration 48Q (924.356853 sec): 3 clusters Score: Raw -249355.705876 + Penalty 1776.152222 = -247579.553654 nChanged 0 SP:Iteration 49F (924.454936 sec): 3 clusters Score: Raw -249355.705876 + Penalty 1776.152222 = -247579.553654 nChanged 0 Trying to split cluster 4 (3236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (924.498438 sec): 2 clusters Score: Raw -170174.298223 + Penalty 848.619794 = -169325.678429 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (924.634517 sec): 3 clusters Score: Raw -168482.531936 + Penalty 1697.239588 = -166785.292348 nChanged 1299 SP:Iteration 1F (924.757673 sec): 3 clusters Score: Raw -169244.920633 + Penalty 1697.239588 = -167547.681044 nChanged 318 SP:Iteration 2F (924.832271 sec): 3 clusters Score: Raw -169518.640770 + Penalty 1697.239588 = -167821.401181 nChanged 264 SP:Iteration 3F (924.932857 sec): 3 clusters Score: Raw -169785.990399 + Penalty 1697.239588 = -168088.750811 nChanged 226 SP:Iteration 4F (925.036673 sec): 3 clusters Score: Raw -169996.469178 + Penalty 1697.239588 = -168299.229589 nChanged 226 SP:Iteration 5F (925.119189 sec): 3 clusters Score: Raw -170226.289224 + Penalty 1697.239588 = -168529.049635 nChanged 197 SP:Iteration 6F (925.238164 sec): 3 clusters Score: Raw -170433.738534 + Penalty 1697.239588 = -168736.498946 nChanged 181 SP:Iteration 7F (925.334062 sec): 3 clusters Score: Raw -170631.562982 + Penalty 1697.239588 = -168934.323394 nChanged 180 SP:Iteration 8F (925.422510 sec): 3 clusters Score: Raw -170854.098729 + Penalty 1697.239588 = -169156.859141 nChanged 151 SP:Iteration 9Q (925.514762 sec): 3 clusters Score: Raw -171035.548737 + Penalty 1697.239588 = -169338.309149 nChanged 121 SP:Iteration 10Q (925.607262 sec): 3 clusters Score: Raw -171133.609223 + Penalty 1697.239588 = -169436.369635 nChanged 68 SP:Iteration 11Q (925.693278 sec): 3 clusters Score: Raw -171176.717463 + Penalty 1697.239588 = -169479.477874 nChanged 48 SP:Iteration 12Q (925.796112 sec): 3 clusters Score: Raw -171199.656289 + Penalty 1697.239588 = -169502.416700 nChanged 25 SP:Iteration 13Q (925.881203 sec): 3 clusters Score: Raw -171209.477544 + Penalty 1697.239588 = -169512.237955 nChanged 15 SP:Iteration 14Q (925.965690 sec): 3 clusters Score: Raw -171215.260672 + Penalty 1697.239588 = -169518.021084 nChanged 10 SP:Iteration 15Q (926.062117 sec): 3 clusters Score: Raw -171220.516754 + Penalty 1697.239588 = -169523.277166 nChanged 16 SP:Iteration 16Q (926.140652 sec): 3 clusters Score: Raw -171228.632321 + Penalty 1697.239588 = -169531.392733 nChanged 13 SP:Iteration 17Q (926.220350 sec): 3 clusters Score: Raw -171231.648027 + Penalty 1697.239588 = -169534.408438 nChanged 8 SP:Iteration 18Q (926.303636 sec): 3 clusters Score: Raw -171233.616790 + Penalty 1697.239588 = -169536.377202 nChanged 9 SP:Iteration 19Q (926.384819 sec): 3 clusters Score: Raw -171235.906621 + Penalty 1697.239588 = -169538.667033 nChanged 8 SP:Iteration 20F (926.461219 sec): 3 clusters Score: Raw -171238.852699 + Penalty 1697.239588 = -169541.613110 nChanged 12 SP:Iteration 21Q (926.544518 sec): 3 clusters Score: Raw -171242.445556 + Penalty 1697.239588 = -169545.205968 nChanged 8 SP:Iteration 22Q (926.629657 sec): 3 clusters Score: Raw -171244.345435 + Penalty 1697.239588 = -169547.105846 nChanged 7 SP:Iteration 23Q (926.717494 sec): 3 clusters Score: Raw -171246.837829 + Penalty 1697.239588 = -169549.598240 nChanged 10 SP:Iteration 24Q (926.799237 sec): 3 clusters Score: Raw -171250.300875 + Penalty 1697.239588 = -169553.061286 nChanged 11 SP:Iteration 25Q (926.877444 sec): 3 clusters Score: Raw -171254.161614 + Penalty 1697.239588 = -169556.922026 nChanged 12 SP:Iteration 26Q (926.985576 sec): 3 clusters Score: Raw -171257.610776 + Penalty 1697.239588 = -169560.371188 nChanged 12 SP:Iteration 27Q (927.061327 sec): 3 clusters Score: Raw -171262.015926 + Penalty 1697.239588 = -169564.776337 nChanged 10 SP:Iteration 28Q (927.155641 sec): 3 clusters Score: Raw -171266.248849 + Penalty 1697.239588 = -169569.009260 nChanged 9 SP:Iteration 29Q (927.235499 sec): 3 clusters Score: Raw -171269.172100 + Penalty 1697.239588 = -169571.932512 nChanged 8 SP:Iteration 30Q (927.306090 sec): 3 clusters Score: Raw -171271.627037 + Penalty 1697.239588 = -169574.387448 nChanged 8 SP:Iteration 31Q (927.389115 sec): 3 clusters Score: Raw -171273.559198 + Penalty 1697.239588 = -169576.319609 nChanged 6 SP:Iteration 32Q (927.475524 sec): 3 clusters Score: Raw -171274.797670 + Penalty 1697.239588 = -169577.558081 nChanged 4 SP:Iteration 33Q (927.579955 sec): 3 clusters Score: Raw -171276.292198 + Penalty 1697.239588 = -169579.052610 nChanged 2 SP:Iteration 34Q (927.662472 sec): 3 clusters Score: Raw -171276.977551 + Penalty 1697.239588 = -169579.737963 nChanged 3 SP:Iteration 35Q (927.744822 sec): 3 clusters Score: Raw -171278.094983 + Penalty 1697.239588 = -169580.855394 nChanged 2 SP:Iteration 36Q (927.806064 sec): 3 clusters Score: Raw -171278.682017 + Penalty 1697.239588 = -169581.442428 nChanged 1 SP:Iteration 37Q (927.901116 sec): 3 clusters Score: Raw -171278.779741 + Penalty 1697.239588 = -169581.540153 nChanged 1 SP:Iteration 38Q (927.979330 sec): 3 clusters Score: Raw -171278.984778 + Penalty 1697.239588 = -169581.745189 nChanged 1 SP:Iteration 39Q (928.059154 sec): 3 clusters Score: Raw -171279.123389 + Penalty 1697.239588 = -169581.883800 nChanged 1 SP:Iteration 40F (928.154173 sec): 3 clusters Score: Raw -171279.237295 + Penalty 1697.239588 = -169581.997707 nChanged 1 SP:Iteration 41Q (928.234484 sec): 3 clusters Score: Raw -171279.302717 + Penalty 1697.239588 = -169582.063129 nChanged 1 SP:Iteration 42Q (928.322081 sec): 3 clusters Score: Raw -171279.434515 + Penalty 1697.239588 = -169582.194927 nChanged 0 SP:Iteration 43F (928.405803 sec): 3 clusters Score: Raw -171279.434515 + Penalty 1697.239588 = -169582.194927 nChanged 0 Score: Raw -4198318.137385 + Penalty 13009.908027 = -4185308.229358 Splitting cluster 4 changes total score from -4181682.323830 to -4185308.229358 So it's getting split into cluster 11. Trying to split cluster 5 (26589 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (929.409164 sec): 2 clusters Score: Raw -1549232.893475 + Penalty 1069.766552 = -1548163.126923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (929.524162 sec): 3 clusters Score: Raw -1532549.925825 + Penalty 2139.533104 = -1530410.392721 nChanged 12435 SP:Iteration 1F (929.639245 sec): 3 clusters Score: Raw -1541484.881498 + Penalty 2139.533104 = -1539345.348394 nChanged 2663 SP:Iteration 2F (929.745628 sec): 3 clusters Score: Raw -1544225.105431 + Penalty 2139.533104 = -1542085.572327 nChanged 2586 SP:Iteration 3F (929.864186 sec): 3 clusters Score: Raw -1546396.330322 + Penalty 2139.533104 = -1544256.797219 nChanged 1996 SP:Iteration 4F (929.987198 sec): 3 clusters Score: Raw -1547865.627429 + Penalty 2139.533104 = -1545726.094325 nChanged 1410 SP:Iteration 5F (930.119142 sec): 3 clusters Score: Raw -1548882.310223 + Penalty 2139.533104 = -1546742.777119 nChanged 1033 SP:Iteration 6Q (930.241024 sec): 3 clusters Score: Raw -1549611.240223 + Penalty 2139.533104 = -1547471.707119 nChanged 747 SP:Iteration 7Q (930.379138 sec): 3 clusters Score: Raw -1550102.309026 + Penalty 2139.533104 = -1547962.775922 nChanged 555 SP:Iteration 8Q (930.498251 sec): 3 clusters Score: Raw -1550481.657102 + Penalty 2139.533104 = -1548342.123999 nChanged 454 SP:Iteration 9Q (930.634062 sec): 3 clusters Score: Raw -1550823.557818 + Penalty 2139.533104 = -1548684.024714 nChanged 345 SP:Iteration 10Q (930.766827 sec): 3 clusters Score: Raw -1551053.890285 + Penalty 2139.533104 = -1548914.357181 nChanged 245 SP:Iteration 11Q (930.917355 sec): 3 clusters Score: Raw -1551222.933062 + Penalty 2139.533104 = -1549083.399958 nChanged 205 SP:Iteration 12Q (931.033303 sec): 3 clusters Score: Raw -1551396.618601 + Penalty 2139.533104 = -1549257.085497 nChanged 178 SP:Iteration 13Q (931.204156 sec): 3 clusters Score: Raw -1551551.351330 + Penalty 2139.533104 = -1549411.818226 nChanged 142 SP:Iteration 14Q (931.369998 sec): 3 clusters Score: Raw -1551648.145283 + Penalty 2139.533104 = -1549508.612179 nChanged 108 SP:Iteration 15Q (931.515542 sec): 3 clusters Score: Raw -1551694.109138 + Penalty 2139.533104 = -1549554.576034 nChanged 81 SP:Iteration 16Q (931.662767 sec): 3 clusters Score: Raw -1551716.350236 + Penalty 2139.533104 = -1549576.817132 nChanged 46 SP:Iteration 17Q (931.789931 sec): 3 clusters Score: Raw -1551726.700678 + Penalty 2139.533104 = -1549587.167575 nChanged 47 SP:Iteration 18Q (931.927666 sec): 3 clusters Score: Raw -1551738.009021 + Penalty 2139.533104 = -1549598.475918 nChanged 39 SP:Iteration 19Q (932.089207 sec): 3 clusters Score: Raw -1551747.523133 + Penalty 2139.533104 = -1549607.990029 nChanged 31 SP:Iteration 20F (932.221566 sec): 3 clusters Score: Raw -1551755.271050 + Penalty 2139.533104 = -1549615.737946 nChanged 29 SP:Iteration 21Q (932.344341 sec): 3 clusters Score: Raw -1551759.850545 + Penalty 2139.533104 = -1549620.317441 nChanged 26 SP:Iteration 22Q (932.453427 sec): 3 clusters Score: Raw -1551763.776026 + Penalty 2139.533104 = -1549624.242922 nChanged 25 SP:Iteration 23Q (932.567120 sec): 3 clusters Score: Raw -1551767.226035 + Penalty 2139.533104 = -1549627.692931 nChanged 20 SP:Iteration 24Q (932.679463 sec): 3 clusters Score: Raw -1551770.969228 + Penalty 2139.533104 = -1549631.436124 nChanged 27 SP:Iteration 25Q (932.779958 sec): 3 clusters Score: Raw -1551774.589267 + Penalty 2139.533104 = -1549635.056164 nChanged 17 SP:Iteration 26Q (932.894280 sec): 3 clusters Score: Raw -1551777.414196 + Penalty 2139.533104 = -1549637.881092 nChanged 14 SP:Iteration 27Q (933.014643 sec): 3 clusters Score: Raw -1551779.702472 + Penalty 2139.533104 = -1549640.169368 nChanged 9 SP:Iteration 28Q (933.109289 sec): 3 clusters Score: Raw -1551780.589933 + Penalty 2139.533104 = -1549641.056830 nChanged 6 SP:Iteration 29Q (933.229564 sec): 3 clusters Score: Raw -1551781.005556 + Penalty 2139.533104 = -1549641.472452 nChanged 1 SP:Iteration 30Q (933.340461 sec): 3 clusters Score: Raw -1551781.116285 + Penalty 2139.533104 = -1549641.583181 nChanged 1 SP:Iteration 31Q (933.448012 sec): 3 clusters Score: Raw -1551781.175441 + Penalty 2139.533104 = -1549641.642337 nChanged 1 SP:Iteration 32Q (933.551007 sec): 3 clusters Score: Raw -1551781.225314 + Penalty 2139.533104 = -1549641.692210 nChanged 2 SP:Iteration 33Q (933.662349 sec): 3 clusters Score: Raw -1551781.313821 + Penalty 2139.533104 = -1549641.780718 nChanged 0 SP:Iteration 34F (933.779658 sec): 3 clusters Score: Raw -1551781.313821 + Penalty 2139.533104 = -1549641.780718 nChanged 0 Score: Raw -4200866.557732 + Penalty 14192.626939 = -4186673.930793 Splitting cluster 5 changes total score from -4181682.323830 to -4186673.930793 So it's getting split into cluster 12. Trying to split cluster 6 (2822 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (934.819960 sec): 2 clusters Score: Raw -114502.169874 + Penalty 834.246119 = -113667.923756 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (934.886286 sec): 3 clusters Score: Raw -113213.517670 + Penalty 1668.492238 = -111545.025432 nChanged 1199 SP:Iteration 1F (934.975848 sec): 3 clusters Score: Raw -114780.536900 + Penalty 1668.492238 = -113112.044662 nChanged 391 SP:Iteration 2F (935.055260 sec): 3 clusters Score: Raw -115460.269152 + Penalty 1668.492238 = -113791.776915 nChanged 253 SP:Iteration 3F (935.147693 sec): 3 clusters Score: Raw -115913.230752 + Penalty 1668.492238 = -114244.738514 nChanged 183 SP:Iteration 4F (935.239526 sec): 3 clusters Score: Raw -116239.869481 + Penalty 1668.492238 = -114571.377243 nChanged 125 SP:Iteration 5Q (935.311759 sec): 3 clusters Score: Raw -116438.139444 + Penalty 1668.492238 = -114769.647207 nChanged 104 SP:Iteration 6Q (935.405923 sec): 3 clusters Score: Raw -116573.185152 + Penalty 1668.492238 = -114904.692914 nChanged 73 SP:Iteration 7Q (935.487237 sec): 3 clusters Score: Raw -116644.798592 + Penalty 1668.492238 = -114976.306354 nChanged 43 SP:Iteration 8Q (935.568876 sec): 3 clusters Score: Raw -116688.674321 + Penalty 1668.492238 = -115020.182083 nChanged 32 SP:Iteration 9Q (935.644113 sec): 3 clusters Score: Raw -116714.880292 + Penalty 1668.492238 = -115046.388054 nChanged 28 SP:Iteration 10Q (935.715670 sec): 3 clusters Score: Raw -116730.819432 + Penalty 1668.492238 = -115062.327194 nChanged 19 SP:Iteration 11Q (935.811406 sec): 3 clusters Score: Raw -116743.932592 + Penalty 1668.492238 = -115075.440354 nChanged 21 SP:Iteration 12Q (935.900763 sec): 3 clusters Score: Raw -116760.342415 + Penalty 1668.492238 = -115091.850177 nChanged 12 SP:Iteration 13Q (935.983083 sec): 3 clusters Score: Raw -116766.801509 + Penalty 1668.492238 = -115098.309271 nChanged 13 SP:Iteration 14Q (936.064924 sec): 3 clusters Score: Raw -116771.656823 + Penalty 1668.492238 = -115103.164585 nChanged 4 SP:Iteration 15Q (936.141286 sec): 3 clusters Score: Raw -116775.495610 + Penalty 1668.492238 = -115107.003373 nChanged 5 SP:Iteration 16Q (936.241836 sec): 3 clusters Score: Raw -116777.774571 + Penalty 1668.492238 = -115109.282333 nChanged 4 SP:Iteration 17Q (936.348150 sec): 3 clusters Score: Raw -116779.439601 + Penalty 1668.492238 = -115110.947363 nChanged 3 SP:Iteration 18Q (936.443614 sec): 3 clusters Score: Raw -116780.881608 + Penalty 1668.492238 = -115112.389371 nChanged 3 SP:Iteration 19Q (936.536347 sec): 3 clusters Score: Raw -116781.740226 + Penalty 1668.492238 = -115113.247988 nChanged 2 SP:Iteration 20F (936.648350 sec): 3 clusters Score: Raw -116782.277752 + Penalty 1668.492238 = -115113.785514 nChanged 1 SP:Iteration 21Q (936.746830 sec): 3 clusters Score: Raw -116782.672546 + Penalty 1668.492238 = -115114.180308 nChanged 3 SP:Iteration 22Q (936.884354 sec): 3 clusters Score: Raw -116783.442109 + Penalty 1668.492238 = -115114.949871 nChanged 3 SP:Iteration 23Q (936.988184 sec): 3 clusters Score: Raw -116784.303250 + Penalty 1668.492238 = -115115.811012 nChanged 2 SP:Iteration 24Q (937.070978 sec): 3 clusters Score: Raw -116784.903374 + Penalty 1668.492238 = -115116.411136 nChanged 2 SP:Iteration 25Q (937.160321 sec): 3 clusters Score: Raw -116785.067085 + Penalty 1668.492238 = -115116.574847 nChanged 0 SP:Iteration 26F (937.274054 sec): 3 clusters Score: Raw -116785.067085 + Penalty 1668.492238 = -115116.574847 nChanged 0 Score: Raw -4203149.454942 + Penalty 15375.345851 = -4187774.109091 Splitting cluster 6 changes total score from -4181682.323830 to -4187774.109091 So it's getting split into cluster 13. Trying to split cluster 7 (8491 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (938.582582 sec): 2 clusters Score: Raw -477109.967503 + Penalty 949.910016 = -476160.057487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (938.676948 sec): 3 clusters Score: Raw -472162.819423 + Penalty 1899.820032 = -470262.999391 nChanged 3754 SP:Iteration 1F (938.766502 sec): 3 clusters Score: Raw -474576.191619 + Penalty 1899.820032 = -472676.371587 nChanged 669 SP:Iteration 2F (938.866318 sec): 3 clusters Score: Raw -475075.830337 + Penalty 1899.820032 = -473176.010305 nChanged 650 SP:Iteration 3F (938.938206 sec): 3 clusters Score: Raw -475593.193286 + Penalty 1899.820032 = -473693.373254 nChanged 607 SP:Iteration 4F (939.054294 sec): 3 clusters Score: Raw -476074.444682 + Penalty 1899.820032 = -474174.624650 nChanged 553 SP:Iteration 5F (939.148387 sec): 3 clusters Score: Raw -476489.389743 + Penalty 1899.820032 = -474589.569711 nChanged 484 SP:Iteration 6F (939.229379 sec): 3 clusters Score: Raw -476822.177377 + Penalty 1899.820032 = -474922.357344 nChanged 375 SP:Iteration 7Q (939.326563 sec): 3 clusters Score: Raw -477040.780208 + Penalty 1899.820032 = -475140.960176 nChanged 309 SP:Iteration 8Q (939.418665 sec): 3 clusters Score: Raw -477230.561890 + Penalty 1899.820032 = -475330.741858 nChanged 249 SP:Iteration 9Q (939.503847 sec): 3 clusters Score: Raw -477369.981155 + Penalty 1899.820032 = -475470.161122 nChanged 204 SP:Iteration 10Q (939.603144 sec): 3 clusters Score: Raw -477467.133840 + Penalty 1899.820032 = -475567.313808 nChanged 176 SP:Iteration 11Q (939.688154 sec): 3 clusters Score: Raw -477553.872084 + Penalty 1899.820032 = -475654.052052 nChanged 164 SP:Iteration 12Q (939.800601 sec): 3 clusters Score: Raw -477642.195384 + Penalty 1899.820032 = -475742.375352 nChanged 159 SP:Iteration 13Q (939.890624 sec): 3 clusters Score: Raw -477722.118838 + Penalty 1899.820032 = -475822.298806 nChanged 131 SP:Iteration 14Q (939.970925 sec): 3 clusters Score: Raw -477784.037834 + Penalty 1899.820032 = -475884.217802 nChanged 109 SP:Iteration 15Q (940.083577 sec): 3 clusters Score: Raw -477822.054945 + Penalty 1899.820032 = -475922.234913 nChanged 84 SP:Iteration 16Q (940.173614 sec): 3 clusters Score: Raw -477854.631044 + Penalty 1899.820032 = -475954.811012 nChanged 93 SP:Iteration 17Q (940.273307 sec): 3 clusters Score: Raw -477892.107409 + Penalty 1899.820032 = -475992.287377 nChanged 96 SP:Iteration 18Q (940.364010 sec): 3 clusters Score: Raw -477933.844373 + Penalty 1899.820032 = -476034.024340 nChanged 81 SP:Iteration 19Q (940.460684 sec): 3 clusters Score: Raw -477974.315856 + Penalty 1899.820032 = -476074.495824 nChanged 73 SP:Iteration 20F (940.552250 sec): 3 clusters Score: Raw -478001.075818 + Penalty 1899.820032 = -476101.255786 nChanged 58 SP:Iteration 21Q (940.635359 sec): 3 clusters Score: Raw -478022.607662 + Penalty 1899.820032 = -476122.787629 nChanged 49 SP:Iteration 22Q (940.727381 sec): 3 clusters Score: Raw -478041.146506 + Penalty 1899.820032 = -476141.326474 nChanged 46 SP:Iteration 23Q (940.832047 sec): 3 clusters Score: Raw -478061.796070 + Penalty 1899.820032 = -476161.976038 nChanged 51 SP:Iteration 24Q (940.902732 sec): 3 clusters Score: Raw -478085.639992 + Penalty 1899.820032 = -476185.819960 nChanged 58 SP:Iteration 25Q (941.012383 sec): 3 clusters Score: Raw -478115.132280 + Penalty 1899.820032 = -476215.312248 nChanged 53 SP:Iteration 26Q (941.100217 sec): 3 clusters Score: Raw -478138.162967 + Penalty 1899.820032 = -476238.342935 nChanged 42 SP:Iteration 27Q (941.186925 sec): 3 clusters Score: Raw -478156.366603 + Penalty 1899.820032 = -476256.546571 nChanged 34 SP:Iteration 28Q (941.286367 sec): 3 clusters Score: Raw -478178.895143 + Penalty 1899.820032 = -476279.075111 nChanged 37 SP:Iteration 29Q (941.360285 sec): 3 clusters Score: Raw -478201.746747 + Penalty 1899.820032 = -476301.926715 nChanged 39 SP:Iteration 30Q (941.472391 sec): 3 clusters Score: Raw -478238.899323 + Penalty 1899.820032 = -476339.079291 nChanged 52 SP:Iteration 31Q (941.558970 sec): 3 clusters Score: Raw -478298.356112 + Penalty 1899.820032 = -476398.536080 nChanged 58 SP:Iteration 32Q (941.646462 sec): 3 clusters Score: Raw -478369.220541 + Penalty 1899.820032 = -476469.400509 nChanged 64 SP:Iteration 33Q (941.739352 sec): 3 clusters Score: Raw -478482.884583 + Penalty 1899.820032 = -476583.064551 nChanged 72 SP:Iteration 34Q (941.820004 sec): 3 clusters Score: Raw -478617.520575 + Penalty 1899.820032 = -476717.700542 nChanged 70 SP:Iteration 35Q (941.911036 sec): 3 clusters Score: Raw -478702.902489 + Penalty 1899.820032 = -476803.082457 nChanged 53 SP:Iteration 36Q (942.010351 sec): 3 clusters Score: Raw -478755.249401 + Penalty 1899.820032 = -476855.429369 nChanged 38 SP:Iteration 37Q (942.094285 sec): 3 clusters Score: Raw -478792.467272 + Penalty 1899.820032 = -476892.647240 nChanged 29 SP:Iteration 38Q (942.187344 sec): 3 clusters Score: Raw -478814.066822 + Penalty 1899.820032 = -476914.246790 nChanged 17 SP:Iteration 39Q (942.287662 sec): 3 clusters Score: Raw -478822.064909 + Penalty 1899.820032 = -476922.244877 nChanged 14 SP:Iteration 40F (942.380883 sec): 3 clusters Score: Raw -478827.034283 + Penalty 1899.820032 = -476927.214251 nChanged 12 SP:Iteration 41Q (942.459452 sec): 3 clusters Score: Raw -478830.934978 + Penalty 1899.820032 = -476931.114946 nChanged 12 SP:Iteration 42Q (942.562093 sec): 3 clusters Score: Raw -478833.680367 + Penalty 1899.820032 = -476933.860335 nChanged 8 SP:Iteration 43Q (942.649717 sec): 3 clusters Score: Raw -478836.026529 + Penalty 1899.820032 = -476936.206497 nChanged 8 SP:Iteration 44Q (942.748785 sec): 3 clusters Score: Raw -478838.224771 + Penalty 1899.820032 = -476938.404739 nChanged 10 SP:Iteration 45Q (942.846546 sec): 3 clusters Score: Raw -478840.620261 + Penalty 1899.820032 = -476940.800229 nChanged 14 SP:Iteration 46Q (942.922194 sec): 3 clusters Score: Raw -478845.574834 + Penalty 1899.820032 = -476945.754802 nChanged 18 SP:Iteration 47Q (943.023187 sec): 3 clusters Score: Raw -478853.477410 + Penalty 1899.820032 = -476953.657378 nChanged 16 SP:Iteration 48Q (943.109706 sec): 3 clusters Score: Raw -478859.235704 + Penalty 1899.820032 = -476959.415672 nChanged 18 SP:Iteration 49Q (943.202285 sec): 3 clusters Score: Raw -478866.863214 + Penalty 1899.820032 = -476967.043182 nChanged 23 SP:Iteration 50Q (943.292914 sec): 3 clusters Score: Raw -478877.098806 + Penalty 1899.820032 = -476977.278774 nChanged 17 SP:Iteration 51Q (943.389267 sec): 3 clusters Score: Raw -478884.282040 + Penalty 1899.820032 = -476984.462008 nChanged 16 SP:Iteration 52Q (943.486937 sec): 3 clusters Score: Raw -478890.638348 + Penalty 1899.820032 = -476990.818316 nChanged 14 SP:Iteration 53Q (943.585715 sec): 3 clusters Score: Raw -478894.958268 + Penalty 1899.820032 = -476995.138235 nChanged 10 SP:Iteration 54Q (943.671420 sec): 3 clusters Score: Raw -478896.883680 + Penalty 1899.820032 = -476997.063648 nChanged 6 SP:Iteration 55Q (943.763731 sec): 3 clusters Score: Raw -478898.276388 + Penalty 1899.820032 = -476998.456356 nChanged 1 SP:Iteration 56Q (943.859145 sec): 3 clusters Score: Raw -478898.425490 + Penalty 1899.820032 = -476998.605458 nChanged 0 SP:Iteration 57F (943.932565 sec): 3 clusters Score: Raw -478898.425490 + Penalty 1899.820032 = -476998.605458 nChanged 0 Score: Raw -4204937.912928 + Penalty 16558.064762 = -4188379.848166 Splitting cluster 7 changes total score from -4181682.323830 to -4188379.848166 So it's getting split into cluster 14. Trying to split cluster 8 (9760 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (945.110128 sec): 2 clusters Score: Raw -555220.271554 + Penalty 964.535006 = -554255.736548 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (945.207819 sec): 3 clusters Score: Raw -549470.962045 + Penalty 1929.070013 = -547541.892032 nChanged 4279 SP:Iteration 1F (945.298228 sec): 3 clusters Score: Raw -552205.416464 + Penalty 1929.070013 = -550276.346452 nChanged 803 SP:Iteration 2F (945.398698 sec): 3 clusters Score: Raw -552971.140524 + Penalty 1929.070013 = -551042.070511 nChanged 886 SP:Iteration 3F (945.495735 sec): 3 clusters Score: Raw -553941.935736 + Penalty 1929.070013 = -552012.865723 nChanged 902 SP:Iteration 4F (945.592774 sec): 3 clusters Score: Raw -554801.113080 + Penalty 1929.070013 = -552872.043067 nChanged 705 SP:Iteration 5F (945.688923 sec): 3 clusters Score: Raw -555293.901250 + Penalty 1929.070013 = -553364.831238 nChanged 459 SP:Iteration 6Q (945.796807 sec): 3 clusters Score: Raw -555527.077804 + Penalty 1929.070013 = -553598.007792 nChanged 289 SP:Iteration 7Q (945.899210 sec): 3 clusters Score: Raw -555630.992556 + Penalty 1929.070013 = -553701.922543 nChanged 167 SP:Iteration 8Q (946.007321 sec): 3 clusters Score: Raw -555682.658629 + Penalty 1929.070013 = -553753.588616 nChanged 120 SP:Iteration 9Q (946.112038 sec): 3 clusters Score: Raw -555713.198032 + Penalty 1929.070013 = -553784.128019 nChanged 98 SP:Iteration 10Q (946.205281 sec): 3 clusters Score: Raw -555735.530952 + Penalty 1929.070013 = -553806.460940 nChanged 77 SP:Iteration 11Q (946.309695 sec): 3 clusters Score: Raw -555751.460750 + Penalty 1929.070013 = -553822.390737 nChanged 81 SP:Iteration 12Q (946.421979 sec): 3 clusters Score: Raw -555768.050564 + Penalty 1929.070013 = -553838.980551 nChanged 77 SP:Iteration 13Q (946.553807 sec): 3 clusters Score: Raw -555785.256489 + Penalty 1929.070013 = -553856.186476 nChanged 68 SP:Iteration 14Q (946.656381 sec): 3 clusters Score: Raw -555795.634639 + Penalty 1929.070013 = -553866.564626 nChanged 53 SP:Iteration 15Q (946.756950 sec): 3 clusters Score: Raw -555803.543282 + Penalty 1929.070013 = -553874.473269 nChanged 49 SP:Iteration 16Q (946.866218 sec): 3 clusters Score: Raw -555811.331743 + Penalty 1929.070013 = -553882.261731 nChanged 50 SP:Iteration 17Q (947.006329 sec): 3 clusters Score: Raw -555819.577039 + Penalty 1929.070013 = -553890.507027 nChanged 53 SP:Iteration 18Q (947.104245 sec): 3 clusters Score: Raw -555827.532515 + Penalty 1929.070013 = -553898.462502 nChanged 54 SP:Iteration 19Q (947.216212 sec): 3 clusters Score: Raw -555834.724397 + Penalty 1929.070013 = -553905.654384 nChanged 35 SP:Iteration 20F (947.325656 sec): 3 clusters Score: Raw -555838.741665 + Penalty 1929.070013 = -553909.671653 nChanged 34 SP:Iteration 21Q (947.423022 sec): 3 clusters Score: Raw -555843.252499 + Penalty 1929.070013 = -553914.182486 nChanged 29 SP:Iteration 22Q (947.505548 sec): 3 clusters Score: Raw -555847.011098 + Penalty 1929.070013 = -553917.941085 nChanged 25 SP:Iteration 23Q (947.610151 sec): 3 clusters Score: Raw -555850.395696 + Penalty 1929.070013 = -553921.325684 nChanged 30 SP:Iteration 24Q (947.704106 sec): 3 clusters Score: Raw -555854.735705 + Penalty 1929.070013 = -553925.665692 nChanged 30 SP:Iteration 25Q (947.789245 sec): 3 clusters Score: Raw -555858.068293 + Penalty 1929.070013 = -553928.998280 nChanged 23 SP:Iteration 26Q (947.890732 sec): 3 clusters Score: Raw -555860.896790 + Penalty 1929.070013 = -553931.826777 nChanged 29 SP:Iteration 27Q (947.967771 sec): 3 clusters Score: Raw -555864.182095 + Penalty 1929.070013 = -553935.112083 nChanged 30 SP:Iteration 28Q (948.082432 sec): 3 clusters Score: Raw -555868.523603 + Penalty 1929.070013 = -553939.453590 nChanged 35 SP:Iteration 29Q (948.170826 sec): 3 clusters Score: Raw -555873.797674 + Penalty 1929.070013 = -553944.727661 nChanged 34 SP:Iteration 30Q (948.274754 sec): 3 clusters Score: Raw -555879.215564 + Penalty 1929.070013 = -553950.145551 nChanged 31 SP:Iteration 31Q (948.348055 sec): 3 clusters Score: Raw -555884.935994 + Penalty 1929.070013 = -553955.865981 nChanged 33 SP:Iteration 32Q (948.455961 sec): 3 clusters Score: Raw -555889.361839 + Penalty 1929.070013 = -553960.291827 nChanged 28 SP:Iteration 33Q (948.545455 sec): 3 clusters Score: Raw -555892.497698 + Penalty 1929.070013 = -553963.427686 nChanged 23 SP:Iteration 34Q (948.644140 sec): 3 clusters Score: Raw -555895.827821 + Penalty 1929.070013 = -553966.757809 nChanged 17 SP:Iteration 35Q (948.726988 sec): 3 clusters Score: Raw -555897.507692 + Penalty 1929.070013 = -553968.437679 nChanged 12 SP:Iteration 36Q (948.810793 sec): 3 clusters Score: Raw -555899.197125 + Penalty 1929.070013 = -553970.127113 nChanged 17 SP:Iteration 37Q (948.918748 sec): 3 clusters Score: Raw -555902.040387 + Penalty 1929.070013 = -553972.970375 nChanged 19 SP:Iteration 38Q (949.003102 sec): 3 clusters Score: Raw -555904.823995 + Penalty 1929.070013 = -553975.753982 nChanged 20 SP:Iteration 39Q (949.096109 sec): 3 clusters Score: Raw -555907.470353 + Penalty 1929.070013 = -553978.400340 nChanged 21 SP:Iteration 40F (949.187714 sec): 3 clusters Score: Raw -555910.148160 + Penalty 1929.070013 = -553981.078147 nChanged 25 SP:Iteration 41Q (949.290725 sec): 3 clusters Score: Raw -555913.228152 + Penalty 1929.070013 = -553984.158139 nChanged 25 SP:Iteration 42Q (949.382521 sec): 3 clusters Score: Raw -555916.639035 + Penalty 1929.070013 = -553987.569022 nChanged 30 SP:Iteration 43Q (949.480562 sec): 3 clusters Score: Raw -555920.317591 + Penalty 1929.070013 = -553991.247578 nChanged 21 SP:Iteration 44Q (949.566732 sec): 3 clusters Score: Raw -555922.225493 + Penalty 1929.070013 = -553993.155481 nChanged 17 SP:Iteration 45Q (949.667823 sec): 3 clusters Score: Raw -555923.690374 + Penalty 1929.070013 = -553994.620361 nChanged 14 SP:Iteration 46Q (949.744133 sec): 3 clusters Score: Raw -555924.874098 + Penalty 1929.070013 = -553995.804085 nChanged 15 SP:Iteration 47Q (949.835145 sec): 3 clusters Score: Raw -555926.301591 + Penalty 1929.070013 = -553997.231579 nChanged 10 SP:Iteration 48Q (949.938670 sec): 3 clusters Score: Raw -555927.480203 + Penalty 1929.070013 = -553998.410191 nChanged 11 SP:Iteration 49Q (950.031259 sec): 3 clusters Score: Raw -555928.587942 + Penalty 1929.070013 = -553999.517930 nChanged 10 SP:Iteration 50Q (950.135864 sec): 3 clusters Score: Raw -555929.397746 + Penalty 1929.070013 = -554000.327734 nChanged 13 SP:Iteration 51Q (950.222724 sec): 3 clusters Score: Raw -555930.561592 + Penalty 1929.070013 = -554001.491580 nChanged 14 SP:Iteration 52Q (950.325115 sec): 3 clusters Score: Raw -555932.236410 + Penalty 1929.070013 = -554003.166397 nChanged 14 SP:Iteration 53Q (950.394072 sec): 3 clusters Score: Raw -555933.828547 + Penalty 1929.070013 = -554004.758535 nChanged 15 SP:Iteration 54Q (950.506394 sec): 3 clusters Score: Raw -555935.796911 + Penalty 1929.070013 = -554006.726899 nChanged 16 SP:Iteration 55Q (950.608005 sec): 3 clusters Score: Raw -555937.533959 + Penalty 1929.070013 = -554008.463947 nChanged 20 SP:Iteration 56Q (950.681666 sec): 3 clusters Score: Raw -555939.259603 + Penalty 1929.070013 = -554010.189590 nChanged 16 SP:Iteration 57Q (950.784401 sec): 3 clusters Score: Raw -555941.217984 + Penalty 1929.070013 = -554012.147971 nChanged 19 SP:Iteration 58Q (950.864586 sec): 3 clusters Score: Raw -555943.311387 + Penalty 1929.070013 = -554014.241375 nChanged 14 SP:Iteration 59Q (950.958983 sec): 3 clusters Score: Raw -555945.849550 + Penalty 1929.070013 = -554016.779537 nChanged 19 SP:Iteration 60F (951.065567 sec): 3 clusters Score: Raw -555948.628223 + Penalty 1929.070013 = -554019.558211 nChanged 15 SP:Iteration 61Q (951.169795 sec): 3 clusters Score: Raw -555950.321727 + Penalty 1929.070013 = -554021.251715 nChanged 13 SP:Iteration 62Q (951.260774 sec): 3 clusters Score: Raw -555951.756216 + Penalty 1929.070013 = -554022.686203 nChanged 15 SP:Iteration 63Q (951.357497 sec): 3 clusters Score: Raw -555953.152878 + Penalty 1929.070013 = -554024.082865 nChanged 17 SP:Iteration 64Q (951.457443 sec): 3 clusters Score: Raw -555954.753246 + Penalty 1929.070013 = -554025.683233 nChanged 12 SP:Iteration 65Q (951.556093 sec): 3 clusters Score: Raw -555955.767017 + Penalty 1929.070013 = -554026.697004 nChanged 12 SP:Iteration 66Q (951.658011 sec): 3 clusters Score: Raw -555957.046446 + Penalty 1929.070013 = -554027.976434 nChanged 14 SP:Iteration 67Q (951.736589 sec): 3 clusters Score: Raw -555958.231633 + Penalty 1929.070013 = -554029.161621 nChanged 7 SP:Iteration 68Q (951.838785 sec): 3 clusters Score: Raw -555959.045565 + Penalty 1929.070013 = -554029.975552 nChanged 5 SP:Iteration 69Q (951.941950 sec): 3 clusters Score: Raw -555959.808695 + Penalty 1929.070013 = -554030.738682 nChanged 7 SP:Iteration 70Q (952.035329 sec): 3 clusters Score: Raw -555960.203311 + Penalty 1929.070013 = -554031.133298 nChanged 8 SP:Iteration 71Q (952.143570 sec): 3 clusters Score: Raw -555960.975682 + Penalty 1929.070013 = -554031.905670 nChanged 7 SP:Iteration 72Q (952.260566 sec): 3 clusters Score: Raw -555961.572824 + Penalty 1929.070013 = -554032.502812 nChanged 4 SP:Iteration 73Q (952.366404 sec): 3 clusters Score: Raw -555961.781117 + Penalty 1929.070013 = -554032.711105 nChanged 5 SP:Iteration 74Q (952.462804 sec): 3 clusters Score: Raw -555962.063106 + Penalty 1929.070013 = -554032.993094 nChanged 3 SP:Iteration 75Q (952.573753 sec): 3 clusters Score: Raw -555962.335075 + Penalty 1929.070013 = -554033.265063 nChanged 6 SP:Iteration 76Q (952.700311 sec): 3 clusters Score: Raw -555962.874182 + Penalty 1929.070013 = -554033.804169 nChanged 9 SP:Iteration 77Q (952.783835 sec): 3 clusters Score: Raw -555963.960961 + Penalty 1929.070013 = -554034.890948 nChanged 10 SP:Iteration 78Q (952.888458 sec): 3 clusters Score: Raw -555965.154808 + Penalty 1929.070013 = -554036.084796 nChanged 12 SP:Iteration 79Q (952.972338 sec): 3 clusters Score: Raw -555966.300046 + Penalty 1929.070013 = -554037.230033 nChanged 8 SP:Iteration 80F (953.085352 sec): 3 clusters Score: Raw -555966.790316 + Penalty 1929.070013 = -554037.720304 nChanged 6 SP:Iteration 81Q (953.195614 sec): 3 clusters Score: Raw -555967.370689 + Penalty 1929.070013 = -554038.300676 nChanged 9 SP:Iteration 82Q (953.315484 sec): 3 clusters Score: Raw -555968.154344 + Penalty 1929.070013 = -554039.084331 nChanged 7 SP:Iteration 83Q (953.437685 sec): 3 clusters Score: Raw -555968.616597 + Penalty 1929.070013 = -554039.546584 nChanged 10 SP:Iteration 84Q (953.519260 sec): 3 clusters Score: Raw -555969.397663 + Penalty 1929.070013 = -554040.327651 nChanged 8 SP:Iteration 85Q (953.622169 sec): 3 clusters Score: Raw -555970.142621 + Penalty 1929.070013 = -554041.072608 nChanged 8 SP:Iteration 86Q (953.712313 sec): 3 clusters Score: Raw -555970.922904 + Penalty 1929.070013 = -554041.852891 nChanged 6 SP:Iteration 87Q (953.809642 sec): 3 clusters Score: Raw -555971.642257 + Penalty 1929.070013 = -554042.572244 nChanged 7 SP:Iteration 88Q (953.894515 sec): 3 clusters Score: Raw -555972.141229 + Penalty 1929.070013 = -554043.071216 nChanged 8 SP:Iteration 89Q (953.993446 sec): 3 clusters Score: Raw -555972.578516 + Penalty 1929.070013 = -554043.508504 nChanged 5 SP:Iteration 90Q (954.095763 sec): 3 clusters Score: Raw -555972.901527 + Penalty 1929.070013 = -554043.831514 nChanged 3 SP:Iteration 91Q (954.194823 sec): 3 clusters Score: Raw -555973.136894 + Penalty 1929.070013 = -554044.066881 nChanged 5 SP:Iteration 92Q (954.267718 sec): 3 clusters Score: Raw -555973.618085 + Penalty 1929.070013 = -554044.548073 nChanged 1 SP:Iteration 93Q (954.376433 sec): 3 clusters Score: Raw -555973.648972 + Penalty 1929.070013 = -554044.578959 nChanged 0 SP:Iteration 94F (954.467926 sec): 3 clusters Score: Raw -555973.648972 + Penalty 1929.070013 = -554044.578959 nChanged 0 Iteration 99Q (955.538712 sec): 15 clusters Score: Raw -4207071.164096 + Penalty 16558.064762 = -4190513.099334 nChanged 2411 Iteration 100F (956.614249 sec): 15 clusters Score: Raw -4208533.264874 + Penalty 16558.064762 = -4191975.200112 nChanged 1612 Iteration 101Q (957.519381 sec): 15 clusters Score: Raw -4209143.745809 + Penalty 16558.064762 = -4192585.681047 nChanged 967 Iteration 102Q (958.598549 sec): 15 clusters Score: Raw -4209522.209959 + Penalty 16558.064762 = -4192964.145197 nChanged 681 Iteration 103Q (959.641046 sec): 15 clusters Score: Raw -4209792.964785 + Penalty 16558.064762 = -4193234.900023 nChanged 568 Iteration 104Q (960.654825 sec): 15 clusters Score: Raw -4210012.098589 + Penalty 16558.064762 = -4193454.033827 nChanged 493 Iteration 105Q (961.562739 sec): 15 clusters Score: Raw -4210199.552979 + Penalty 16558.064762 = -4193641.488216 nChanged 439 Iteration 106Q (962.471893 sec): 15 clusters Score: Raw -4210376.704365 + Penalty 16558.064762 = -4193818.639603 nChanged 410 Iteration 107Q (963.357188 sec): 15 clusters Score: Raw -4210519.722666 + Penalty 16558.064762 = -4193961.657903 nChanged 339 Iteration 108Q (964.282390 sec): 15 clusters Score: Raw -4210622.412246 + Penalty 16558.064762 = -4194064.347484 nChanged 325 Iteration 109Q (965.238743 sec): 15 clusters Score: Raw -4210728.739019 + Penalty 16558.064762 = -4194170.674257 nChanged 307 Iteration 110Q (966.191126 sec): 15 clusters Score: Raw -4210824.428177 + Penalty 16558.064762 = -4194266.363415 nChanged 295 Iteration 111Q (967.246709 sec): 15 clusters Score: Raw -4210924.125017 + Penalty 16558.064762 = -4194366.060254 nChanged 288 Iteration 112Q (968.197827 sec): 15 clusters Score: Raw -4211038.584386 + Penalty 16558.064762 = -4194480.519624 nChanged 282 Iteration 113Q (969.105246 sec): 15 clusters Score: Raw -4211191.736536 + Penalty 16558.064762 = -4194633.671774 nChanged 273 Iteration 114Q (970.014081 sec): 15 clusters Score: Raw -4211331.778065 + Penalty 16558.064762 = -4194773.713303 nChanged 283 Iteration 115Q (970.932060 sec): 15 clusters Score: Raw -4211433.568149 + Penalty 16558.064762 = -4194875.503387 nChanged 277 Iteration 116Q (971.858527 sec): 15 clusters Score: Raw -4211501.154079 + Penalty 16558.064762 = -4194943.089317 nChanged 217 Iteration 117Q (972.940663 sec): 15 clusters Score: Raw -4211560.194331 + Penalty 16558.064762 = -4195002.129569 nChanged 198 Iteration 118Q (974.115615 sec): 15 clusters Score: Raw -4211608.092613 + Penalty 16558.064762 = -4195050.027850 nChanged 176 Iteration 119Q (975.015024 sec): 15 clusters Score: Raw -4211643.537679 + Penalty 16558.064762 = -4195085.472916 nChanged 142 Iteration 120F (976.146534 sec): 15 clusters Score: Raw -4211833.310086 + Penalty 16558.064762 = -4195275.245324 nChanged 266 Iteration 121Q (977.060774 sec): 15 clusters Score: Raw -4212011.017860 + Penalty 16558.064762 = -4195452.953098 nChanged 317 Iteration 122Q (977.942921 sec): 15 clusters Score: Raw -4212239.574443 + Penalty 16558.064762 = -4195681.509681 nChanged 346 Iteration 123Q (978.959415 sec): 15 clusters Score: Raw -4212430.941237 + Penalty 16558.064762 = -4195872.876474 nChanged 334 Iteration 124Q (979.977335 sec): 15 clusters Score: Raw -4212532.092128 + Penalty 16558.064762 = -4195974.027366 nChanged 274 Iteration 125Q (981.045471 sec): 15 clusters Score: Raw -4212590.753685 + Penalty 16558.064762 = -4196032.688923 nChanged 201 Iteration 126Q (981.958293 sec): 15 clusters Score: Raw -4212632.795547 + Penalty 16558.064762 = -4196074.730784 nChanged 179 Iteration 127Q (982.898996 sec): 15 clusters Score: Raw -4212669.643585 + Penalty 16558.064762 = -4196111.578823 nChanged 139 Iteration 128Q (983.829071 sec): 15 clusters Score: Raw -4212691.277471 + Penalty 16558.064762 = -4196133.212709 nChanged 109 Iteration 129Q (984.724332 sec): 15 clusters Score: Raw -4212713.904629 + Penalty 16558.064762 = -4196155.839867 nChanged 99 Iteration 130Q (985.687588 sec): 15 clusters Score: Raw -4212731.067171 + Penalty 16558.064762 = -4196173.002408 nChanged 76 Iteration 131Q (986.828202 sec): 15 clusters Score: Raw -4212745.493806 + Penalty 16558.064762 = -4196187.429044 nChanged 71 Iteration 132Q (987.928600 sec): 15 clusters Score: Raw -4212759.858126 + Penalty 16558.064762 = -4196201.793364 nChanged 64 Iteration 133Q (988.847408 sec): 15 clusters Score: Raw -4212769.924484 + Penalty 16558.064762 = -4196211.859722 nChanged 59 Iteration 134Q (989.758594 sec): 15 clusters Score: Raw -4212777.601827 + Penalty 16558.064762 = -4196219.537065 nChanged 69 Iteration 135Q (990.669765 sec): 15 clusters Score: Raw -4212787.269666 + Penalty 16558.064762 = -4196229.204904 nChanged 53 Iteration 136Q (991.584425 sec): 15 clusters Score: Raw -4212795.275303 + Penalty 16558.064762 = -4196237.210541 nChanged 64 Iteration 137Q (992.523811 sec): 15 clusters Score: Raw -4212805.198263 + Penalty 16558.064762 = -4196247.133500 nChanged 69 Iteration 138Q (993.506437 sec): 15 clusters Score: Raw -4212814.315200 + Penalty 16558.064762 = -4196256.250438 nChanged 54 Writing temp clu file Because OldScore, -4196247.133500, is greater than current (better) Score,-4196256.250438 Compute initial score before splitting: Score: Raw -4212814.315200 + Penalty 16558.064762 = -4196256.250438 Trying to split cluster 1 (13606 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (993.638384 sec): 2 clusters Score: Raw -811962.746195 + Penalty 999.417946 = -810963.328250 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (993.743921 sec): 3 clusters Score: Raw -803672.020158 + Penalty 1998.835892 = -801673.184266 nChanged 6227 SP:Iteration 1F (993.851424 sec): 3 clusters Score: Raw -807362.384450 + Penalty 1998.835892 = -805363.548559 nChanged 951 SP:Iteration 2F (993.934927 sec): 3 clusters Score: Raw -807923.182571 + Penalty 1998.835892 = -805924.346679 nChanged 983 SP:Iteration 3F (994.027942 sec): 3 clusters Score: Raw -808553.167413 + Penalty 1998.835892 = -806554.331522 nChanged 966 SP:Iteration 4F (994.128981 sec): 3 clusters Score: Raw -809138.649390 + Penalty 1998.835892 = -807139.813498 nChanged 800 SP:Iteration 5F (994.224027 sec): 3 clusters Score: Raw -809587.683821 + Penalty 1998.835892 = -807588.847929 nChanged 682 SP:Iteration 6F (994.320767 sec): 3 clusters Score: Raw -809966.284069 + Penalty 1998.835892 = -807967.448177 nChanged 563 SP:Iteration 7Q (994.410627 sec): 3 clusters Score: Raw -810270.304177 + Penalty 1998.835892 = -808271.468285 nChanged 439 SP:Iteration 8Q (994.511189 sec): 3 clusters Score: Raw -810474.512671 + Penalty 1998.835892 = -808475.676779 nChanged 336 SP:Iteration 9Q (994.617063 sec): 3 clusters Score: Raw -810641.546594 + Penalty 1998.835892 = -808642.710702 nChanged 334 SP:Iteration 10Q (994.712436 sec): 3 clusters Score: Raw -810812.818624 + Penalty 1998.835892 = -808813.982733 nChanged 296 SP:Iteration 11Q (994.819176 sec): 3 clusters Score: Raw -810962.118881 + Penalty 1998.835892 = -808963.282989 nChanged 249 SP:Iteration 12Q (994.902693 sec): 3 clusters Score: Raw -811078.848081 + Penalty 1998.835892 = -809080.012189 nChanged 231 SP:Iteration 13Q (995.005186 sec): 3 clusters Score: Raw -811187.549478 + Penalty 1998.835892 = -809188.713586 nChanged 196 SP:Iteration 14Q (995.110383 sec): 3 clusters Score: Raw -811264.805372 + Penalty 1998.835892 = -809265.969480 nChanged 190 SP:Iteration 15Q (995.214233 sec): 3 clusters Score: Raw -811340.173922 + Penalty 1998.835892 = -809341.338030 nChanged 167 SP:Iteration 16Q (995.310714 sec): 3 clusters Score: Raw -811419.620920 + Penalty 1998.835892 = -809420.785028 nChanged 166 SP:Iteration 17Q (995.410954 sec): 3 clusters Score: Raw -811490.792416 + Penalty 1998.835892 = -809491.956524 nChanged 165 SP:Iteration 18Q (995.502269 sec): 3 clusters Score: Raw -811568.671343 + Penalty 1998.835892 = -809569.835452 nChanged 168 SP:Iteration 19Q (995.588656 sec): 3 clusters Score: Raw -811650.441423 + Penalty 1998.835892 = -809651.605531 nChanged 152 SP:Iteration 20F (995.693162 sec): 3 clusters Score: Raw -811716.821748 + Penalty 1998.835892 = -809717.985857 nChanged 117 SP:Iteration 21Q (995.780512 sec): 3 clusters Score: Raw -811768.141731 + Penalty 1998.835892 = -809769.305839 nChanged 90 SP:Iteration 22Q (995.882527 sec): 3 clusters Score: Raw -811813.464612 + Penalty 1998.835892 = -809814.628720 nChanged 78 SP:Iteration 23Q (995.987497 sec): 3 clusters Score: Raw -811855.215178 + Penalty 1998.835892 = -809856.379287 nChanged 85 SP:Iteration 24Q (996.087413 sec): 3 clusters Score: Raw -811890.874013 + Penalty 1998.835892 = -809892.038122 nChanged 63 SP:Iteration 25Q (996.165260 sec): 3 clusters Score: Raw -811917.259931 + Penalty 1998.835892 = -809918.424040 nChanged 50 SP:Iteration 26Q (996.276610 sec): 3 clusters Score: Raw -811938.704282 + Penalty 1998.835892 = -809939.868390 nChanged 41 SP:Iteration 27Q (996.361135 sec): 3 clusters Score: Raw -811959.305953 + Penalty 1998.835892 = -809960.470061 nChanged 44 SP:Iteration 28Q (996.457564 sec): 3 clusters Score: Raw -811981.001435 + Penalty 1998.835892 = -809982.165543 nChanged 38 SP:Iteration 29Q (996.568537 sec): 3 clusters Score: Raw -811999.456435 + Penalty 1998.835892 = -810000.620543 nChanged 30 SP:Iteration 30Q (996.644729 sec): 3 clusters Score: Raw -812011.114769 + Penalty 1998.835892 = -810012.278878 nChanged 27 SP:Iteration 31Q (996.753259 sec): 3 clusters Score: Raw -812025.878766 + Penalty 1998.835892 = -810027.042875 nChanged 27 SP:Iteration 32Q (996.847659 sec): 3 clusters Score: Raw -812037.351795 + Penalty 1998.835892 = -810038.515904 nChanged 30 SP:Iteration 33Q (996.947807 sec): 3 clusters Score: Raw -812048.470446 + Penalty 1998.835892 = -810049.634554 nChanged 23 SP:Iteration 34Q (997.033791 sec): 3 clusters Score: Raw -812057.161643 + Penalty 1998.835892 = -810058.325751 nChanged 24 SP:Iteration 35Q (997.132680 sec): 3 clusters Score: Raw -812066.645279 + Penalty 1998.835892 = -810067.809388 nChanged 19 SP:Iteration 36Q (997.236776 sec): 3 clusters Score: Raw -812073.040833 + Penalty 1998.835892 = -810074.204941 nChanged 14 SP:Iteration 37Q (997.336882 sec): 3 clusters Score: Raw -812080.111027 + Penalty 1998.835892 = -810081.275135 nChanged 13 SP:Iteration 38Q (997.432106 sec): 3 clusters Score: Raw -812086.802640 + Penalty 1998.835892 = -810087.966748 nChanged 19 SP:Iteration 39Q (997.512811 sec): 3 clusters Score: Raw -812094.245938 + Penalty 1998.835892 = -810095.410046 nChanged 16 SP:Iteration 40F (997.616710 sec): 3 clusters Score: Raw -812100.462029 + Penalty 1998.835892 = -810101.626137 nChanged 12 SP:Iteration 41Q (997.698791 sec): 3 clusters Score: Raw -812105.151521 + Penalty 1998.835892 = -810106.315629 nChanged 12 SP:Iteration 42Q (997.817828 sec): 3 clusters Score: Raw -812108.913256 + Penalty 1998.835892 = -810110.077364 nChanged 8 SP:Iteration 43Q (997.907813 sec): 3 clusters Score: Raw -812111.592256 + Penalty 1998.835892 = -810112.756364 nChanged 3 SP:Iteration 44Q (998.029371 sec): 3 clusters Score: Raw -812112.502372 + Penalty 1998.835892 = -810113.666481 nChanged 2 SP:Iteration 45Q (998.138223 sec): 3 clusters Score: Raw -812112.901654 + Penalty 1998.835892 = -810114.065763 nChanged 3 SP:Iteration 46Q (998.246129 sec): 3 clusters Score: Raw -812114.214533 + Penalty 1998.835892 = -810115.378641 nChanged 3 SP:Iteration 47Q (998.330863 sec): 3 clusters Score: Raw -812115.393297 + Penalty 1998.835892 = -810116.557405 nChanged 4 SP:Iteration 48Q (998.444878 sec): 3 clusters Score: Raw -812117.455116 + Penalty 1998.835892 = -810118.619224 nChanged 2 SP:Iteration 49Q (998.528273 sec): 3 clusters Score: Raw -812117.678208 + Penalty 1998.835892 = -810118.842316 nChanged 1 SP:Iteration 50Q (998.637901 sec): 3 clusters Score: Raw -812118.008623 + Penalty 1998.835892 = -810119.172731 nChanged 4 SP:Iteration 51Q (998.754149 sec): 3 clusters Score: Raw -812119.190126 + Penalty 1998.835892 = -810120.354235 nChanged 6 SP:Iteration 52Q (998.865094 sec): 3 clusters Score: Raw -812121.615170 + Penalty 1998.835892 = -810122.779278 nChanged 7 SP:Iteration 53Q (998.947927 sec): 3 clusters Score: Raw -812125.163158 + Penalty 1998.835892 = -810126.327267 nChanged 5 SP:Iteration 54Q (999.055078 sec): 3 clusters Score: Raw -812127.448827 + Penalty 1998.835892 = -810128.612935 nChanged 7 SP:Iteration 55Q (999.164962 sec): 3 clusters Score: Raw -812131.264369 + Penalty 1998.835892 = -810132.428477 nChanged 11 SP:Iteration 56Q (999.274671 sec): 3 clusters Score: Raw -812137.349694 + Penalty 1998.835892 = -810138.513802 nChanged 17 SP:Iteration 57Q (999.403412 sec): 3 clusters Score: Raw -812144.108123 + Penalty 1998.835892 = -810145.272231 nChanged 11 SP:Iteration 58Q (999.496728 sec): 3 clusters Score: Raw -812149.885939 + Penalty 1998.835892 = -810151.050047 nChanged 11 SP:Iteration 59Q (999.626072 sec): 3 clusters Score: Raw -812155.538141 + Penalty 1998.835892 = -810156.702249 nChanged 14 SP:Iteration 60F (999.716349 sec): 3 clusters Score: Raw -812162.433604 + Penalty 1998.835892 = -810163.597712 nChanged 13 SP:Iteration 61Q (999.853581 sec): 3 clusters Score: Raw -812167.949021 + Penalty 1998.835892 = -810169.113129 nChanged 7 SP:Iteration 62Q (999.952356 sec): 3 clusters Score: Raw -812171.555774 + Penalty 1998.835892 = -810172.719882 nChanged 12 SP:Iteration 63Q (1000.047337 sec): 3 clusters Score: Raw -812176.179484 + Penalty 1998.835892 = -810177.343592 nChanged 7 SP:Iteration 64Q (1000.151873 sec): 3 clusters Score: Raw -812177.774748 + Penalty 1998.835892 = -810178.938856 nChanged 3 SP:Iteration 65Q (1000.246050 sec): 3 clusters Score: Raw -812178.983925 + Penalty 1998.835892 = -810180.148033 nChanged 2 SP:Iteration 66Q (1000.318748 sec): 3 clusters Score: Raw -812179.330828 + Penalty 1998.835892 = -810180.494936 nChanged 2 SP:Iteration 67Q (1000.426376 sec): 3 clusters Score: Raw -812179.784727 + Penalty 1998.835892 = -810180.948835 nChanged 0 SP:Iteration 68F (1000.530779 sec): 3 clusters Score: Raw -812179.784727 + Penalty 1998.835892 = -810180.948835 nChanged 0 Trying to split cluster 2 (2664 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1000.586852 sec): 2 clusters Score: Raw -127596.848411 + Penalty 828.196323 = -126768.652088 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1000.666220 sec): 3 clusters Score: Raw -126258.317283 + Penalty 1656.392647 = -124601.924636 nChanged 1090 SP:Iteration 1F (1000.753294 sec): 3 clusters Score: Raw -126998.969031 + Penalty 1656.392647 = -125342.576385 nChanged 249 SP:Iteration 2F (1000.836007 sec): 3 clusters Score: Raw -127251.185484 + Penalty 1656.392647 = -125594.792837 nChanged 212 SP:Iteration 3F (1000.908460 sec): 3 clusters Score: Raw -127480.038098 + Penalty 1656.392647 = -125823.645451 nChanged 187 SP:Iteration 4F (1000.999976 sec): 3 clusters Score: Raw -127682.442746 + Penalty 1656.392647 = -126026.050099 nChanged 142 SP:Iteration 5F (1001.089924 sec): 3 clusters Score: Raw -127822.813290 + Penalty 1656.392647 = -126166.420643 nChanged 114 SP:Iteration 6Q (1001.158282 sec): 3 clusters Score: Raw -127928.347372 + Penalty 1656.392647 = -126271.954726 nChanged 91 SP:Iteration 7Q (1001.253925 sec): 3 clusters Score: Raw -128031.330404 + Penalty 1656.392647 = -126374.937757 nChanged 80 SP:Iteration 8Q (1001.332228 sec): 3 clusters Score: Raw -128100.518115 + Penalty 1656.392647 = -126444.125468 nChanged 66 SP:Iteration 9Q (1001.409196 sec): 3 clusters Score: Raw -128156.330310 + Penalty 1656.392647 = -126499.937663 nChanged 58 SP:Iteration 10Q (1001.506914 sec): 3 clusters Score: Raw -128195.874432 + Penalty 1656.392647 = -126539.481785 nChanged 40 SP:Iteration 11Q (1001.599877 sec): 3 clusters Score: Raw -128216.444827 + Penalty 1656.392647 = -126560.052180 nChanged 31 SP:Iteration 12Q (1001.675239 sec): 3 clusters Score: Raw -128232.946856 + Penalty 1656.392647 = -126576.554209 nChanged 30 SP:Iteration 13Q (1001.755017 sec): 3 clusters Score: Raw -128245.246971 + Penalty 1656.392647 = -126588.854325 nChanged 18 SP:Iteration 14Q (1001.848319 sec): 3 clusters Score: Raw -128252.158253 + Penalty 1656.392647 = -126595.765606 nChanged 17 SP:Iteration 15Q (1001.929269 sec): 3 clusters Score: Raw -128268.483085 + Penalty 1656.392647 = -126612.090438 nChanged 19 SP:Iteration 16Q (1002.018251 sec): 3 clusters Score: Raw -128281.739689 + Penalty 1656.392647 = -126625.347043 nChanged 14 SP:Iteration 17Q (1002.104597 sec): 3 clusters Score: Raw -128286.046609 + Penalty 1656.392647 = -126629.653962 nChanged 11 SP:Iteration 18Q (1002.183584 sec): 3 clusters Score: Raw -128288.978687 + Penalty 1656.392647 = -126632.586040 nChanged 5 SP:Iteration 19Q (1002.279108 sec): 3 clusters Score: Raw -128290.635883 + Penalty 1656.392647 = -126634.243237 nChanged 4 SP:Iteration 20F (1002.365122 sec): 3 clusters Score: Raw -128292.379771 + Penalty 1656.392647 = -126635.987124 nChanged 3 SP:Iteration 21Q (1002.438529 sec): 3 clusters Score: Raw -128293.140789 + Penalty 1656.392647 = -126636.748143 nChanged 1 SP:Iteration 22Q (1002.523124 sec): 3 clusters Score: Raw -128293.523948 + Penalty 1656.392647 = -126637.131301 nChanged 1 SP:Iteration 23Q (1002.615508 sec): 3 clusters Score: Raw -128293.634140 + Penalty 1656.392647 = -126637.241493 nChanged 0 SP:Iteration 24F (1002.701377 sec): 3 clusters Score: Raw -128293.634140 + Penalty 1656.392647 = -126637.241493 nChanged 0 Trying to split cluster 3 (5757 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1002.748792 sec): 2 clusters Score: Raw -296979.534553 + Penalty 909.108037 = -296070.426515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1002.839438 sec): 3 clusters Score: Raw -293771.031056 + Penalty 1818.216075 = -291952.814981 nChanged 2489 SP:Iteration 1F (1002.929237 sec): 3 clusters Score: Raw -295366.809795 + Penalty 1818.216075 = -293548.593720 nChanged 523 SP:Iteration 2F (1003.007011 sec): 3 clusters Score: Raw -295798.102553 + Penalty 1818.216075 = -293979.886478 nChanged 450 SP:Iteration 3F (1003.117873 sec): 3 clusters Score: Raw -296199.062002 + Penalty 1818.216075 = -294380.845927 nChanged 383 SP:Iteration 4F (1003.201878 sec): 3 clusters Score: Raw -296506.825173 + Penalty 1818.216075 = -294688.609098 nChanged 279 SP:Iteration 5Q (1003.286793 sec): 3 clusters Score: Raw -296724.460673 + Penalty 1818.216075 = -294906.244598 nChanged 246 SP:Iteration 6Q (1003.370399 sec): 3 clusters Score: Raw -296894.649658 + Penalty 1818.216075 = -295076.433583 nChanged 201 SP:Iteration 7Q (1003.445120 sec): 3 clusters Score: Raw -297034.110862 + Penalty 1818.216075 = -295215.894788 nChanged 165 SP:Iteration 8Q (1003.539792 sec): 3 clusters Score: Raw -297143.005048 + Penalty 1818.216075 = -295324.788973 nChanged 155 SP:Iteration 9Q (1003.623236 sec): 3 clusters Score: Raw -297235.448772 + Penalty 1818.216075 = -295417.232697 nChanged 126 SP:Iteration 10Q (1003.724837 sec): 3 clusters Score: Raw -297299.337738 + Penalty 1818.216075 = -295481.121664 nChanged 97 SP:Iteration 11Q (1003.806408 sec): 3 clusters Score: Raw -297349.944901 + Penalty 1818.216075 = -295531.728827 nChanged 91 SP:Iteration 12Q (1003.885479 sec): 3 clusters Score: Raw -297401.396994 + Penalty 1818.216075 = -295583.180919 nChanged 76 SP:Iteration 13Q (1003.991014 sec): 3 clusters Score: Raw -297434.038201 + Penalty 1818.216075 = -295615.822126 nChanged 71 SP:Iteration 14Q (1004.069647 sec): 3 clusters Score: Raw -297459.885549 + Penalty 1818.216075 = -295641.669475 nChanged 57 SP:Iteration 15Q (1004.151981 sec): 3 clusters Score: Raw -297479.306907 + Penalty 1818.216075 = -295661.090832 nChanged 48 SP:Iteration 16Q (1004.253651 sec): 3 clusters Score: Raw -297494.404570 + Penalty 1818.216075 = -295676.188495 nChanged 31 SP:Iteration 17Q (1004.335262 sec): 3 clusters Score: Raw -297502.166002 + Penalty 1818.216075 = -295683.949927 nChanged 24 SP:Iteration 18Q (1004.434530 sec): 3 clusters Score: Raw -297508.418115 + Penalty 1818.216075 = -295690.202040 nChanged 23 SP:Iteration 19Q (1004.524503 sec): 3 clusters Score: Raw -297512.698017 + Penalty 1818.216075 = -295694.481942 nChanged 16 SP:Iteration 20F (1004.623451 sec): 3 clusters Score: Raw -297515.891711 + Penalty 1818.216075 = -295697.675636 nChanged 12 SP:Iteration 21Q (1004.720747 sec): 3 clusters Score: Raw -297518.815042 + Penalty 1818.216075 = -295700.598967 nChanged 9 SP:Iteration 22Q (1004.816797 sec): 3 clusters Score: Raw -297521.081455 + Penalty 1818.216075 = -295702.865380 nChanged 11 SP:Iteration 23Q (1004.921206 sec): 3 clusters Score: Raw -297522.800677 + Penalty 1818.216075 = -295704.584602 nChanged 9 SP:Iteration 24Q (1005.006060 sec): 3 clusters Score: Raw -297524.037234 + Penalty 1818.216075 = -295705.821159 nChanged 7 SP:Iteration 25Q (1005.129481 sec): 3 clusters Score: Raw -297525.841142 + Penalty 1818.216075 = -295707.625067 nChanged 7 SP:Iteration 26Q (1005.259821 sec): 3 clusters Score: Raw -297527.215336 + Penalty 1818.216075 = -295708.999261 nChanged 3 SP:Iteration 27Q (1005.360193 sec): 3 clusters Score: Raw -297527.529601 + Penalty 1818.216075 = -295709.313526 nChanged 2 SP:Iteration 28Q (1005.493820 sec): 3 clusters Score: Raw -297527.732826 + Penalty 1818.216075 = -295709.516751 nChanged 0 SP:Iteration 29F (1005.603639 sec): 3 clusters Score: Raw -297527.732826 + Penalty 1818.216075 = -295709.516751 nChanged 0 Trying to split cluster 4 (1334 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1005.674981 sec): 2 clusters Score: Raw -72718.237008 + Penalty 755.573409 = -71962.663599 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1005.771304 sec): 3 clusters Score: Raw -72141.842439 + Penalty 1511.146818 = -70630.695622 nChanged 474 SP:Iteration 1F (1005.856015 sec): 3 clusters Score: Raw -72455.684523 + Penalty 1511.146818 = -70944.537706 nChanged 100 SP:Iteration 2F (1005.978617 sec): 3 clusters Score: Raw -72542.467659 + Penalty 1511.146818 = -71031.320841 nChanged 79 SP:Iteration 3F (1006.073935 sec): 3 clusters Score: Raw -72607.235945 + Penalty 1511.146818 = -71096.089127 nChanged 68 SP:Iteration 4F (1006.171687 sec): 3 clusters Score: Raw -72676.194940 + Penalty 1511.146818 = -71165.048122 nChanged 75 SP:Iteration 5F (1006.247712 sec): 3 clusters Score: Raw -72733.161948 + Penalty 1511.146818 = -71222.015131 nChanged 54 SP:Iteration 6Q (1006.339106 sec): 3 clusters Score: Raw -72773.966107 + Penalty 1511.146818 = -71262.819289 nChanged 46 SP:Iteration 7Q (1006.426007 sec): 3 clusters Score: Raw -72819.081670 + Penalty 1511.146818 = -71307.934852 nChanged 51 SP:Iteration 8Q (1006.512246 sec): 3 clusters Score: Raw -72875.941858 + Penalty 1511.146818 = -71364.795040 nChanged 44 SP:Iteration 9Q (1006.590707 sec): 3 clusters Score: Raw -72921.568442 + Penalty 1511.146818 = -71410.421625 nChanged 39 SP:Iteration 10Q (1006.687775 sec): 3 clusters Score: Raw -72962.974296 + Penalty 1511.146818 = -71451.827478 nChanged 30 SP:Iteration 11Q (1006.758093 sec): 3 clusters Score: Raw -72999.669308 + Penalty 1511.146818 = -71488.522491 nChanged 23 SP:Iteration 12Q (1006.846289 sec): 3 clusters Score: Raw -73026.231875 + Penalty 1511.146818 = -71515.085058 nChanged 22 SP:Iteration 13Q (1006.931658 sec): 3 clusters Score: Raw -73051.211414 + Penalty 1511.146818 = -71540.064596 nChanged 15 SP:Iteration 14Q (1007.005396 sec): 3 clusters Score: Raw -73060.392911 + Penalty 1511.146818 = -71549.246094 nChanged 10 SP:Iteration 15Q (1007.091333 sec): 3 clusters Score: Raw -73067.994634 + Penalty 1511.146818 = -71556.847817 nChanged 11 SP:Iteration 16Q (1007.165966 sec): 3 clusters Score: Raw -73076.643689 + Penalty 1511.146818 = -71565.496871 nChanged 11 SP:Iteration 17Q (1007.243244 sec): 3 clusters Score: Raw -73084.121852 + Penalty 1511.146818 = -71572.975035 nChanged 6 SP:Iteration 18Q (1007.327491 sec): 3 clusters Score: Raw -73088.074416 + Penalty 1511.146818 = -71576.927598 nChanged 5 SP:Iteration 19Q (1007.389538 sec): 3 clusters Score: Raw -73091.238615 + Penalty 1511.146818 = -71580.091798 nChanged 4 SP:Iteration 20F (1007.490125 sec): 3 clusters Score: Raw -73092.540182 + Penalty 1511.146818 = -71581.393364 nChanged 0 Trying to split cluster 5 (2901 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1007.543788 sec): 2 clusters Score: Raw -171981.003229 + Penalty 837.145132 = -171143.858097 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1007.617268 sec): 3 clusters Score: Raw -170506.932813 + Penalty 1674.290265 = -168832.642548 nChanged 1159 SP:Iteration 1F (1007.712738 sec): 3 clusters Score: Raw -171193.594100 + Penalty 1674.290265 = -169519.303836 nChanged 222 SP:Iteration 2F (1007.789742 sec): 3 clusters Score: Raw -171345.328055 + Penalty 1674.290265 = -169671.037790 nChanged 201 SP:Iteration 3F (1007.873637 sec): 3 clusters Score: Raw -171480.522766 + Penalty 1674.290265 = -169806.232502 nChanged 153 SP:Iteration 4F (1007.965725 sec): 3 clusters Score: Raw -171592.771542 + Penalty 1674.290265 = -169918.481277 nChanged 136 SP:Iteration 5Q (1008.045241 sec): 3 clusters Score: Raw -171674.998637 + Penalty 1674.290265 = -170000.708372 nChanged 102 SP:Iteration 6Q (1008.133765 sec): 3 clusters Score: Raw -171744.047024 + Penalty 1674.290265 = -170069.756760 nChanged 90 SP:Iteration 7Q (1008.203518 sec): 3 clusters Score: Raw -171809.917807 + Penalty 1674.290265 = -170135.627542 nChanged 80 SP:Iteration 8Q (1008.306252 sec): 3 clusters Score: Raw -171867.127443 + Penalty 1674.290265 = -170192.837178 nChanged 85 SP:Iteration 9Q (1008.380077 sec): 3 clusters Score: Raw -171919.592771 + Penalty 1674.290265 = -170245.302506 nChanged 60 SP:Iteration 10Q (1008.477908 sec): 3 clusters Score: Raw -171956.435322 + Penalty 1674.290265 = -170282.145057 nChanged 45 SP:Iteration 11Q (1008.548486 sec): 3 clusters Score: Raw -171986.512714 + Penalty 1674.290265 = -170312.222449 nChanged 43 SP:Iteration 12Q (1008.643017 sec): 3 clusters Score: Raw -172010.017538 + Penalty 1674.290265 = -170335.727273 nChanged 44 SP:Iteration 13Q (1008.729807 sec): 3 clusters Score: Raw -172034.987254 + Penalty 1674.290265 = -170360.696989 nChanged 42 SP:Iteration 14Q (1008.799433 sec): 3 clusters Score: Raw -172057.611542 + Penalty 1674.290265 = -170383.321277 nChanged 27 SP:Iteration 15Q (1008.892135 sec): 3 clusters Score: Raw -172075.464477 + Penalty 1674.290265 = -170401.174212 nChanged 27 SP:Iteration 16Q (1008.977993 sec): 3 clusters Score: Raw -172087.856925 + Penalty 1674.290265 = -170413.566661 nChanged 26 SP:Iteration 17Q (1009.058942 sec): 3 clusters Score: Raw -172100.405854 + Penalty 1674.290265 = -170426.115590 nChanged 19 SP:Iteration 18Q (1009.143779 sec): 3 clusters Score: Raw -172111.322192 + Penalty 1674.290265 = -170437.031928 nChanged 24 SP:Iteration 19Q (1009.236320 sec): 3 clusters Score: Raw -172122.734851 + Penalty 1674.290265 = -170448.444586 nChanged 16 SP:Iteration 20F (1009.329441 sec): 3 clusters Score: Raw -172133.495383 + Penalty 1674.290265 = -170459.205118 nChanged 25 SP:Iteration 21Q (1009.420054 sec): 3 clusters Score: Raw -172143.767430 + Penalty 1674.290265 = -170469.477166 nChanged 11 SP:Iteration 22Q (1009.498390 sec): 3 clusters Score: Raw -172150.050236 + Penalty 1674.290265 = -170475.759972 nChanged 11 SP:Iteration 23Q (1009.576542 sec): 3 clusters Score: Raw -172153.881213 + Penalty 1674.290265 = -170479.590948 nChanged 7 SP:Iteration 24Q (1009.661612 sec): 3 clusters Score: Raw -172157.462678 + Penalty 1674.290265 = -170483.172414 nChanged 8 SP:Iteration 25Q (1009.746725 sec): 3 clusters Score: Raw -172162.025624 + Penalty 1674.290265 = -170487.735359 nChanged 6 SP:Iteration 26Q (1009.836198 sec): 3 clusters Score: Raw -172164.912890 + Penalty 1674.290265 = -170490.622625 nChanged 5 SP:Iteration 27Q (1009.929074 sec): 3 clusters Score: Raw -172167.033465 + Penalty 1674.290265 = -170492.743200 nChanged 3 SP:Iteration 28Q (1010.014867 sec): 3 clusters Score: Raw -172168.500563 + Penalty 1674.290265 = -170494.210299 nChanged 4 SP:Iteration 29Q (1010.104612 sec): 3 clusters Score: Raw -172170.251642 + Penalty 1674.290265 = -170495.961377 nChanged 2 SP:Iteration 30Q (1010.204656 sec): 3 clusters Score: Raw -172170.662116 + Penalty 1674.290265 = -170496.371851 nChanged 1 SP:Iteration 31Q (1010.300038 sec): 3 clusters Score: Raw -172170.885748 + Penalty 1674.290265 = -170496.595483 nChanged 0 SP:Iteration 32F (1010.374504 sec): 3 clusters Score: Raw -172170.885748 + Penalty 1674.290265 = -170496.595483 nChanged 0 Trying to split cluster 6 (1768 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1010.420983 sec): 2 clusters Score: Raw -67733.739156 + Penalty 785.148446 = -66948.590710 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1010.509087 sec): 3 clusters Score: Raw -66947.270512 + Penalty 1570.296891 = -65376.973621 nChanged 692 SP:Iteration 1F (1010.597484 sec): 3 clusters Score: Raw -67623.020586 + Penalty 1570.296891 = -66052.723695 nChanged 217 SP:Iteration 2F (1010.713837 sec): 3 clusters Score: Raw -67920.943256 + Penalty 1570.296891 = -66350.646365 nChanged 153 SP:Iteration 3F (1010.808346 sec): 3 clusters Score: Raw -68120.530245 + Penalty 1570.296891 = -66550.233354 nChanged 106 SP:Iteration 4F (1010.891000 sec): 3 clusters Score: Raw -68257.739911 + Penalty 1570.296891 = -66687.443020 nChanged 80 SP:Iteration 5Q (1010.991960 sec): 3 clusters Score: Raw -68359.867483 + Penalty 1570.296891 = -66789.570592 nChanged 55 SP:Iteration 6Q (1011.079515 sec): 3 clusters Score: Raw -68419.577254 + Penalty 1570.296891 = -66849.280363 nChanged 48 SP:Iteration 7Q (1011.182825 sec): 3 clusters Score: Raw -68457.692412 + Penalty 1570.296891 = -66887.395520 nChanged 28 SP:Iteration 8Q (1011.292496 sec): 3 clusters Score: Raw -68483.799249 + Penalty 1570.296891 = -66913.502358 nChanged 30 SP:Iteration 9Q (1011.396386 sec): 3 clusters Score: Raw -68505.763843 + Penalty 1570.296891 = -66935.466952 nChanged 17 SP:Iteration 10Q (1011.489971 sec): 3 clusters Score: Raw -68516.703528 + Penalty 1570.296891 = -66946.406637 nChanged 12 SP:Iteration 11Q (1011.597754 sec): 3 clusters Score: Raw -68526.765465 + Penalty 1570.296891 = -66956.468574 nChanged 15 SP:Iteration 12Q (1011.696383 sec): 3 clusters Score: Raw -68534.904137 + Penalty 1570.296891 = -66964.607246 nChanged 15 SP:Iteration 13Q (1011.802938 sec): 3 clusters Score: Raw -68544.577014 + Penalty 1570.296891 = -66974.280123 nChanged 18 SP:Iteration 14Q (1011.895111 sec): 3 clusters Score: Raw -68562.725377 + Penalty 1570.296891 = -66992.428486 nChanged 21 SP:Iteration 15Q (1011.968945 sec): 3 clusters Score: Raw -68581.316311 + Penalty 1570.296891 = -67011.019420 nChanged 25 SP:Iteration 16Q (1012.052425 sec): 3 clusters Score: Raw -68604.109373 + Penalty 1570.296891 = -67033.812482 nChanged 31 SP:Iteration 17Q (1012.135803 sec): 3 clusters Score: Raw -68640.505770 + Penalty 1570.296891 = -67070.208878 nChanged 32 SP:Iteration 18Q (1012.210693 sec): 3 clusters Score: Raw -68674.899315 + Penalty 1570.296891 = -67104.602424 nChanged 19 SP:Iteration 19Q (1012.291228 sec): 3 clusters Score: Raw -68691.687693 + Penalty 1570.296891 = -67121.390802 nChanged 22 SP:Iteration 20F (1012.393041 sec): 3 clusters Score: Raw -68721.939383 + Penalty 1570.296891 = -67151.642492 nChanged 29 SP:Iteration 21Q (1012.473535 sec): 3 clusters Score: Raw -68765.051643 + Penalty 1570.296891 = -67194.754752 nChanged 36 SP:Iteration 22Q (1012.550879 sec): 3 clusters Score: Raw -68815.428997 + Penalty 1570.296891 = -67245.132106 nChanged 41 SP:Iteration 23Q (1012.637204 sec): 3 clusters Score: Raw -68849.783938 + Penalty 1570.296891 = -67279.487046 nChanged 35 SP:Iteration 24Q (1012.721533 sec): 3 clusters Score: Raw -68889.427985 + Penalty 1570.296891 = -67319.131094 nChanged 30 SP:Iteration 25Q (1012.792319 sec): 3 clusters Score: Raw -68923.309960 + Penalty 1570.296891 = -67353.013069 nChanged 26 SP:Iteration 26Q (1012.878391 sec): 3 clusters Score: Raw -68938.002644 + Penalty 1570.296891 = -67367.705753 nChanged 13 SP:Iteration 27Q (1012.974730 sec): 3 clusters Score: Raw -68945.224923 + Penalty 1570.296891 = -67374.928032 nChanged 7 SP:Iteration 28Q (1013.042328 sec): 3 clusters Score: Raw -68948.601039 + Penalty 1570.296891 = -67378.304148 nChanged 9 SP:Iteration 29Q (1013.145150 sec): 3 clusters Score: Raw -68953.217892 + Penalty 1570.296891 = -67382.921001 nChanged 6 SP:Iteration 30Q (1013.230319 sec): 3 clusters Score: Raw -68955.696674 + Penalty 1570.296891 = -67385.399782 nChanged 5 SP:Iteration 31Q (1013.307022 sec): 3 clusters Score: Raw -68958.341970 + Penalty 1570.296891 = -67388.045079 nChanged 6 SP:Iteration 32Q (1013.388098 sec): 3 clusters Score: Raw -68961.646303 + Penalty 1570.296891 = -67391.349412 nChanged 1 SP:Iteration 33Q (1013.456513 sec): 3 clusters Score: Raw -68962.234176 + Penalty 1570.296891 = -67391.937285 nChanged 1 SP:Iteration 34Q (1013.544430 sec): 3 clusters Score: Raw -68962.554286 + Penalty 1570.296891 = -67392.257395 nChanged 0 SP:Iteration 35F (1013.622234 sec): 3 clusters Score: Raw -68962.554286 + Penalty 1570.296891 = -67392.257395 nChanged 0 Score: Raw -4214047.331062 + Penalty 17740.783674 = -4196306.547388 Splitting cluster 6 changes total score from -4196256.250438 to -4196306.547388 So it's getting split into cluster 15. Trying to split cluster 7 (7078 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1014.861738 sec): 2 clusters Score: Raw -399365.906936 + Penalty 930.798399 = -398435.108537 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1014.969716 sec): 3 clusters Score: Raw -395406.644616 + Penalty 1861.596799 = -393545.047817 nChanged 3087 SP:Iteration 1F (1015.040425 sec): 3 clusters Score: Raw -397553.759191 + Penalty 1861.596799 = -395692.162392 nChanged 662 SP:Iteration 2F (1015.136280 sec): 3 clusters Score: Raw -398043.025290 + Penalty 1861.596799 = -396181.428491 nChanged 521 SP:Iteration 3F (1015.229777 sec): 3 clusters Score: Raw -398444.688814 + Penalty 1861.596799 = -396583.092016 nChanged 427 SP:Iteration 4F (1015.319169 sec): 3 clusters Score: Raw -398711.703719 + Penalty 1861.596799 = -396850.106920 nChanged 326 SP:Iteration 5Q (1015.409354 sec): 3 clusters Score: Raw -398872.812654 + Penalty 1861.596799 = -397011.215855 nChanged 242 SP:Iteration 6Q (1015.491151 sec): 3 clusters Score: Raw -398975.557782 + Penalty 1861.596799 = -397113.960983 nChanged 186 SP:Iteration 7Q (1015.586602 sec): 3 clusters Score: Raw -399050.605592 + Penalty 1861.596799 = -397189.008793 nChanged 130 SP:Iteration 8Q (1015.663181 sec): 3 clusters Score: Raw -399090.084858 + Penalty 1861.596799 = -397228.488059 nChanged 107 SP:Iteration 9Q (1015.751460 sec): 3 clusters Score: Raw -399118.544022 + Penalty 1861.596799 = -397256.947223 nChanged 90 SP:Iteration 10Q (1015.861944 sec): 3 clusters Score: Raw -399144.462543 + Penalty 1861.596799 = -397282.865744 nChanged 79 SP:Iteration 11Q (1015.948424 sec): 3 clusters Score: Raw -399168.125408 + Penalty 1861.596799 = -397306.528609 nChanged 67 SP:Iteration 12Q (1016.036436 sec): 3 clusters Score: Raw -399182.067491 + Penalty 1861.596799 = -397320.470692 nChanged 58 SP:Iteration 13Q (1016.148069 sec): 3 clusters Score: Raw -399192.260117 + Penalty 1861.596799 = -397330.663318 nChanged 45 SP:Iteration 14Q (1016.254213 sec): 3 clusters Score: Raw -399200.894761 + Penalty 1861.596799 = -397339.297962 nChanged 48 SP:Iteration 15Q (1016.373704 sec): 3 clusters Score: Raw -399210.921519 + Penalty 1861.596799 = -397349.324721 nChanged 45 SP:Iteration 16Q (1016.531216 sec): 3 clusters Score: Raw -399219.264974 + Penalty 1861.596799 = -397357.668175 nChanged 43 SP:Iteration 17Q (1016.634320 sec): 3 clusters Score: Raw -399225.586480 + Penalty 1861.596799 = -397363.989681 nChanged 29 SP:Iteration 18Q (1016.776329 sec): 3 clusters Score: Raw -399230.131275 + Penalty 1861.596799 = -397368.534477 nChanged 30 SP:Iteration 19Q (1016.879437 sec): 3 clusters Score: Raw -399234.136894 + Penalty 1861.596799 = -397372.540095 nChanged 32 SP:Iteration 20F (1016.986706 sec): 3 clusters Score: Raw -399239.561907 + Penalty 1861.596799 = -397377.965108 nChanged 30 SP:Iteration 21Q (1017.084770 sec): 3 clusters Score: Raw -399245.662682 + Penalty 1861.596799 = -397384.065884 nChanged 39 SP:Iteration 22Q (1017.197549 sec): 3 clusters Score: Raw -399255.466453 + Penalty 1861.596799 = -397393.869655 nChanged 42 SP:Iteration 23Q (1017.338589 sec): 3 clusters Score: Raw -399263.987043 + Penalty 1861.596799 = -397402.390244 nChanged 38 SP:Iteration 24Q (1017.431318 sec): 3 clusters Score: Raw -399270.253223 + Penalty 1861.596799 = -397408.656425 nChanged 36 SP:Iteration 25Q (1017.547744 sec): 3 clusters Score: Raw -399275.951487 + Penalty 1861.596799 = -397414.354689 nChanged 34 SP:Iteration 26Q (1017.669238 sec): 3 clusters Score: Raw -399280.877980 + Penalty 1861.596799 = -397419.281182 nChanged 25 SP:Iteration 27Q (1017.741375 sec): 3 clusters Score: Raw -399284.182802 + Penalty 1861.596799 = -397422.586003 nChanged 24 SP:Iteration 28Q (1017.834388 sec): 3 clusters Score: Raw -399287.032221 + Penalty 1861.596799 = -397425.435422 nChanged 13 SP:Iteration 29Q (1017.945162 sec): 3 clusters Score: Raw -399288.063965 + Penalty 1861.596799 = -397426.467167 nChanged 7 SP:Iteration 30Q (1018.028484 sec): 3 clusters Score: Raw -399288.709348 + Penalty 1861.596799 = -397427.112549 nChanged 6 SP:Iteration 31Q (1018.108514 sec): 3 clusters Score: Raw -399290.318620 + Penalty 1861.596799 = -397428.721821 nChanged 15 SP:Iteration 32Q (1018.200769 sec): 3 clusters Score: Raw -399292.312668 + Penalty 1861.596799 = -397430.715869 nChanged 16 SP:Iteration 33Q (1018.305048 sec): 3 clusters Score: Raw -399294.515991 + Penalty 1861.596799 = -397432.919192 nChanged 18 SP:Iteration 34Q (1018.399403 sec): 3 clusters Score: Raw -399296.346589 + Penalty 1861.596799 = -397434.749790 nChanged 10 SP:Iteration 35Q (1018.479811 sec): 3 clusters Score: Raw -399297.147909 + Penalty 1861.596799 = -397435.551110 nChanged 7 SP:Iteration 36Q (1018.590348 sec): 3 clusters Score: Raw -399297.796426 + Penalty 1861.596799 = -397436.199627 nChanged 6 SP:Iteration 37Q (1018.681766 sec): 3 clusters Score: Raw -399298.605224 + Penalty 1861.596799 = -397437.008425 nChanged 9 SP:Iteration 38Q (1018.768929 sec): 3 clusters Score: Raw -399299.461118 + Penalty 1861.596799 = -397437.864319 nChanged 4 SP:Iteration 39Q (1018.852660 sec): 3 clusters Score: Raw -399299.800825 + Penalty 1861.596799 = -397438.204027 nChanged 3 SP:Iteration 40F (1018.942810 sec): 3 clusters Score: Raw -399300.017283 + Penalty 1861.596799 = -397438.420484 nChanged 2 SP:Iteration 41Q (1019.037250 sec): 3 clusters Score: Raw -399300.259871 + Penalty 1861.596799 = -397438.663072 nChanged 1 SP:Iteration 42Q (1019.126161 sec): 3 clusters Score: Raw -399300.339678 + Penalty 1861.596799 = -397438.742879 nChanged 2 SP:Iteration 43Q (1019.205602 sec): 3 clusters Score: Raw -399300.415407 + Penalty 1861.596799 = -397438.818608 nChanged 0 SP:Iteration 44F (1019.307421 sec): 3 clusters Score: Raw -399300.415407 + Penalty 1861.596799 = -397438.818608 nChanged 0 Trying to split cluster 8 (9087 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1019.366714 sec): 2 clusters Score: Raw -519734.762528 + Penalty 957.033010 = -518777.729518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1019.459407 sec): 3 clusters Score: Raw -514438.094191 + Penalty 1914.066021 = -512524.028170 nChanged 4042 SP:Iteration 1F (1019.541189 sec): 3 clusters Score: Raw -517023.880806 + Penalty 1914.066021 = -515109.814785 nChanged 689 SP:Iteration 2F (1019.625036 sec): 3 clusters Score: Raw -517431.664974 + Penalty 1914.066021 = -515517.598953 nChanged 577 SP:Iteration 3F (1019.735511 sec): 3 clusters Score: Raw -517770.616333 + Penalty 1914.066021 = -515856.550312 nChanged 519 SP:Iteration 4F (1019.809281 sec): 3 clusters Score: Raw -518077.764891 + Penalty 1914.066021 = -516163.698870 nChanged 423 SP:Iteration 5Q (1019.911465 sec): 3 clusters Score: Raw -518315.684792 + Penalty 1914.066021 = -516401.618771 nChanged 403 SP:Iteration 6Q (1020.007610 sec): 3 clusters Score: Raw -518538.831244 + Penalty 1914.066021 = -516624.765223 nChanged 334 SP:Iteration 7Q (1020.085799 sec): 3 clusters Score: Raw -518746.273697 + Penalty 1914.066021 = -516832.207677 nChanged 325 SP:Iteration 8Q (1020.183178 sec): 3 clusters Score: Raw -518954.849829 + Penalty 1914.066021 = -517040.783808 nChanged 302 SP:Iteration 9Q (1020.276495 sec): 3 clusters Score: Raw -519160.053281 + Penalty 1914.066021 = -517245.987260 nChanged 288 SP:Iteration 10Q (1020.377821 sec): 3 clusters Score: Raw -519354.275326 + Penalty 1914.066021 = -517440.209305 nChanged 260 SP:Iteration 11Q (1020.479815 sec): 3 clusters Score: Raw -519524.512910 + Penalty 1914.066021 = -517610.446889 nChanged 239 SP:Iteration 12Q (1020.562799 sec): 3 clusters Score: Raw -519644.391782 + Penalty 1914.066021 = -517730.325761 nChanged 175 SP:Iteration 13Q (1020.654282 sec): 3 clusters Score: Raw -519714.974034 + Penalty 1914.066021 = -517800.908013 nChanged 141 SP:Iteration 14Q (1020.744886 sec): 3 clusters Score: Raw -519770.206159 + Penalty 1914.066021 = -517856.140138 nChanged 121 SP:Iteration 15Q (1020.835409 sec): 3 clusters Score: Raw -519815.406092 + Penalty 1914.066021 = -517901.340071 nChanged 129 SP:Iteration 16Q (1020.947389 sec): 3 clusters Score: Raw -519858.981605 + Penalty 1914.066021 = -517944.915584 nChanged 122 SP:Iteration 17Q (1021.018738 sec): 3 clusters Score: Raw -519903.394807 + Penalty 1914.066021 = -517989.328787 nChanged 103 SP:Iteration 18Q (1021.114449 sec): 3 clusters Score: Raw -519935.523214 + Penalty 1914.066021 = -518021.457193 nChanged 93 SP:Iteration 19Q (1021.200872 sec): 3 clusters Score: Raw -519959.701864 + Penalty 1914.066021 = -518045.635843 nChanged 87 SP:Iteration 20F (1021.298256 sec): 3 clusters Score: Raw -519980.576882 + Penalty 1914.066021 = -518066.510861 nChanged 62 SP:Iteration 21Q (1021.400686 sec): 3 clusters Score: Raw -519997.097745 + Penalty 1914.066021 = -518083.031724 nChanged 66 SP:Iteration 22Q (1021.485035 sec): 3 clusters Score: Raw -520013.658633 + Penalty 1914.066021 = -518099.592612 nChanged 56 SP:Iteration 23Q (1021.573653 sec): 3 clusters Score: Raw -520023.519357 + Penalty 1914.066021 = -518109.453336 nChanged 37 SP:Iteration 24Q (1021.690038 sec): 3 clusters Score: Raw -520029.581737 + Penalty 1914.066021 = -518115.515716 nChanged 27 SP:Iteration 25Q (1021.775249 sec): 3 clusters Score: Raw -520033.774662 + Penalty 1914.066021 = -518119.708641 nChanged 30 SP:Iteration 26Q (1021.884529 sec): 3 clusters Score: Raw -520038.236782 + Penalty 1914.066021 = -518124.170761 nChanged 30 SP:Iteration 27Q (1021.971155 sec): 3 clusters Score: Raw -520042.896036 + Penalty 1914.066021 = -518128.830016 nChanged 25 SP:Iteration 28Q (1022.083793 sec): 3 clusters Score: Raw -520046.178185 + Penalty 1914.066021 = -518132.112164 nChanged 23 SP:Iteration 29Q (1022.193389 sec): 3 clusters Score: Raw -520049.353861 + Penalty 1914.066021 = -518135.287840 nChanged 18 SP:Iteration 30Q (1022.327851 sec): 3 clusters Score: Raw -520051.419426 + Penalty 1914.066021 = -518137.353405 nChanged 11 SP:Iteration 31Q (1022.416061 sec): 3 clusters Score: Raw -520052.492613 + Penalty 1914.066021 = -518138.426592 nChanged 15 SP:Iteration 32Q (1022.532010 sec): 3 clusters Score: Raw -520054.747121 + Penalty 1914.066021 = -518140.681100 nChanged 16 SP:Iteration 33Q (1022.633774 sec): 3 clusters Score: Raw -520056.414087 + Penalty 1914.066021 = -518142.348067 nChanged 12 SP:Iteration 34Q (1022.756079 sec): 3 clusters Score: Raw -520057.712855 + Penalty 1914.066021 = -518143.646834 nChanged 8 SP:Iteration 35Q (1022.863623 sec): 3 clusters Score: Raw -520059.608121 + Penalty 1914.066021 = -518145.542100 nChanged 15 SP:Iteration 36Q (1022.946339 sec): 3 clusters Score: Raw -520062.447317 + Penalty 1914.066021 = -518148.381296 nChanged 16 SP:Iteration 37Q (1023.102012 sec): 3 clusters Score: Raw -520064.886741 + Penalty 1914.066021 = -518150.820720 nChanged 14 SP:Iteration 38Q (1023.197264 sec): 3 clusters Score: Raw -520066.725179 + Penalty 1914.066021 = -518152.659158 nChanged 15 SP:Iteration 39Q (1023.302901 sec): 3 clusters Score: Raw -520068.621549 + Penalty 1914.066021 = -518154.555528 nChanged 14 SP:Iteration 40F (1023.413858 sec): 3 clusters Score: Raw -520070.353134 + Penalty 1914.066021 = -518156.287113 nChanged 14 SP:Iteration 41Q (1023.555655 sec): 3 clusters Score: Raw -520071.575775 + Penalty 1914.066021 = -518157.509754 nChanged 10 SP:Iteration 42Q (1023.674078 sec): 3 clusters Score: Raw -520072.372653 + Penalty 1914.066021 = -518158.306632 nChanged 12 SP:Iteration 43Q (1023.778551 sec): 3 clusters Score: Raw -520073.861061 + Penalty 1914.066021 = -518159.795040 nChanged 16 SP:Iteration 44Q (1023.880020 sec): 3 clusters Score: Raw -520075.097997 + Penalty 1914.066021 = -518161.031976 nChanged 10 SP:Iteration 45Q (1023.968190 sec): 3 clusters Score: Raw -520075.866331 + Penalty 1914.066021 = -518161.800310 nChanged 13 SP:Iteration 46Q (1024.056942 sec): 3 clusters Score: Raw -520076.843795 + Penalty 1914.066021 = -518162.777774 nChanged 13 SP:Iteration 47Q (1024.142017 sec): 3 clusters Score: Raw -520077.989450 + Penalty 1914.066021 = -518163.923429 nChanged 10 SP:Iteration 48Q (1024.241167 sec): 3 clusters Score: Raw -520079.150068 + Penalty 1914.066021 = -518165.084047 nChanged 8 SP:Iteration 49Q (1024.323421 sec): 3 clusters Score: Raw -520080.046174 + Penalty 1914.066021 = -518165.980153 nChanged 5 SP:Iteration 50Q (1024.425332 sec): 3 clusters Score: Raw -520080.494419 + Penalty 1914.066021 = -518166.428398 nChanged 3 SP:Iteration 51Q (1024.509984 sec): 3 clusters Score: Raw -520080.689087 + Penalty 1914.066021 = -518166.623066 nChanged 1 SP:Iteration 52Q (1024.601626 sec): 3 clusters Score: Raw -520080.743675 + Penalty 1914.066021 = -518166.677654 nChanged 1 SP:Iteration 53Q (1024.712017 sec): 3 clusters Score: Raw -520080.808765 + Penalty 1914.066021 = -518166.742744 nChanged 1 SP:Iteration 54Q (1024.781526 sec): 3 clusters Score: Raw -520080.845327 + Penalty 1914.066021 = -518166.779306 nChanged 1 SP:Iteration 55Q (1024.883501 sec): 3 clusters Score: Raw -520080.880016 + Penalty 1914.066021 = -518166.813995 nChanged 0 SP:Iteration 56F (1024.974836 sec): 3 clusters Score: Raw -520080.880016 + Penalty 1914.066021 = -518166.813995 nChanged 0 Trying to split cluster 9 (2786 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1025.040226 sec): 2 clusters Score: Raw -163519.478692 + Penalty 832.898026 = -162686.580665 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1025.119876 sec): 3 clusters Score: Raw -162124.399549 + Penalty 1665.796052 = -160458.603497 nChanged 1092 SP:Iteration 1F (1025.203763 sec): 3 clusters Score: Raw -162814.017486 + Penalty 1665.796052 = -161148.221434 nChanged 271 SP:Iteration 2F (1025.277868 sec): 3 clusters Score: Raw -163022.803198 + Penalty 1665.796052 = -161357.007145 nChanged 194 SP:Iteration 3F (1025.370865 sec): 3 clusters Score: Raw -163185.572861 + Penalty 1665.796052 = -161519.776808 nChanged 162 SP:Iteration 4F (1025.438376 sec): 3 clusters Score: Raw -163323.362024 + Penalty 1665.796052 = -161657.565972 nChanged 138 SP:Iteration 5Q (1025.532825 sec): 3 clusters Score: Raw -163440.842716 + Penalty 1665.796052 = -161775.046664 nChanged 91 SP:Iteration 6Q (1025.618574 sec): 3 clusters Score: Raw -163515.258449 + Penalty 1665.796052 = -161849.462397 nChanged 66 SP:Iteration 7Q (1025.707102 sec): 3 clusters Score: Raw -163570.692197 + Penalty 1665.796052 = -161904.896145 nChanged 56 SP:Iteration 8Q (1025.778907 sec): 3 clusters Score: Raw -163614.690929 + Penalty 1665.796052 = -161948.894877 nChanged 46 SP:Iteration 9Q (1025.866633 sec): 3 clusters Score: Raw -163649.964616 + Penalty 1665.796052 = -161984.168564 nChanged 34 SP:Iteration 10Q (1025.962076 sec): 3 clusters Score: Raw -163671.392816 + Penalty 1665.796052 = -162005.596763 nChanged 27 SP:Iteration 11Q (1026.050537 sec): 3 clusters Score: Raw -163688.513108 + Penalty 1665.796052 = -162022.717056 nChanged 19 SP:Iteration 12Q (1026.135603 sec): 3 clusters Score: Raw -163698.966794 + Penalty 1665.796052 = -162033.170742 nChanged 10 SP:Iteration 13Q (1026.204445 sec): 3 clusters Score: Raw -163703.607433 + Penalty 1665.796052 = -162037.811381 nChanged 8 SP:Iteration 14Q (1026.301663 sec): 3 clusters Score: Raw -163709.559597 + Penalty 1665.796052 = -162043.763545 nChanged 15 SP:Iteration 15Q (1026.370335 sec): 3 clusters Score: Raw -163716.339770 + Penalty 1665.796052 = -162050.543718 nChanged 5 SP:Iteration 16Q (1026.463753 sec): 3 clusters Score: Raw -163719.411848 + Penalty 1665.796052 = -162053.615796 nChanged 8 SP:Iteration 17Q (1026.540057 sec): 3 clusters Score: Raw -163722.974068 + Penalty 1665.796052 = -162057.178015 nChanged 2 SP:Iteration 18Q (1026.634749 sec): 3 clusters Score: Raw -163724.569649 + Penalty 1665.796052 = -162058.773596 nChanged 4 SP:Iteration 19Q (1026.707401 sec): 3 clusters Score: Raw -163725.873925 + Penalty 1665.796052 = -162060.077872 nChanged 2 SP:Iteration 20F (1026.798371 sec): 3 clusters Score: Raw -163726.570187 + Penalty 1665.796052 = -162060.774135 nChanged 0 Trying to split cluster 10 (3004 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1026.830952 sec): 2 clusters Score: Raw -137494.071048 + Penalty 840.808501 = -136653.262547 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1026.920961 sec): 3 clusters Score: Raw -136002.833701 + Penalty 1681.617003 = -134321.216698 nChanged 1193 SP:Iteration 1F (1026.991154 sec): 3 clusters Score: Raw -136862.000724 + Penalty 1681.617003 = -135180.383721 nChanged 315 SP:Iteration 2F (1027.075461 sec): 3 clusters Score: Raw -137188.756355 + Penalty 1681.617003 = -135507.139352 nChanged 265 SP:Iteration 3F (1027.160070 sec): 3 clusters Score: Raw -137507.579127 + Penalty 1681.617003 = -135825.962124 nChanged 214 SP:Iteration 4F (1027.248171 sec): 3 clusters Score: Raw -137801.156854 + Penalty 1681.617003 = -136119.539851 nChanged 188 SP:Iteration 5F (1027.341485 sec): 3 clusters Score: Raw -138023.380777 + Penalty 1681.617003 = -136341.763774 nChanged 128 SP:Iteration 6Q (1027.411938 sec): 3 clusters Score: Raw -138166.702682 + Penalty 1681.617003 = -136485.085679 nChanged 107 SP:Iteration 7Q (1027.499232 sec): 3 clusters Score: Raw -138281.602679 + Penalty 1681.617003 = -136599.985676 nChanged 83 SP:Iteration 8Q (1027.595111 sec): 3 clusters Score: Raw -138337.721659 + Penalty 1681.617003 = -136656.104656 nChanged 60 SP:Iteration 9Q (1027.671752 sec): 3 clusters Score: Raw -138371.506159 + Penalty 1681.617003 = -136689.889157 nChanged 40 SP:Iteration 10Q (1027.771794 sec): 3 clusters Score: Raw -138387.416794 + Penalty 1681.617003 = -136705.799791 nChanged 35 SP:Iteration 11Q (1027.860809 sec): 3 clusters Score: Raw -138403.061957 + Penalty 1681.617003 = -136721.444954 nChanged 30 SP:Iteration 12Q (1027.952534 sec): 3 clusters Score: Raw -138418.110691 + Penalty 1681.617003 = -136736.493688 nChanged 27 SP:Iteration 13Q (1028.039179 sec): 3 clusters Score: Raw -138428.860366 + Penalty 1681.617003 = -136747.243364 nChanged 27 SP:Iteration 14Q (1028.147389 sec): 3 clusters Score: Raw -138442.086770 + Penalty 1681.617003 = -136760.469767 nChanged 23 SP:Iteration 15Q (1028.237615 sec): 3 clusters Score: Raw -138454.194606 + Penalty 1681.617003 = -136772.577603 nChanged 22 SP:Iteration 16Q (1028.342504 sec): 3 clusters Score: Raw -138474.261744 + Penalty 1681.617003 = -136792.644741 nChanged 16 SP:Iteration 17Q (1028.425367 sec): 3 clusters Score: Raw -138486.366147 + Penalty 1681.617003 = -136804.749144 nChanged 16 SP:Iteration 18Q (1028.530943 sec): 3 clusters Score: Raw -138491.576793 + Penalty 1681.617003 = -136809.959790 nChanged 11 SP:Iteration 19Q (1028.644889 sec): 3 clusters Score: Raw -138494.098574 + Penalty 1681.617003 = -136812.481571 nChanged 2 SP:Iteration 20F (1028.728068 sec): 3 clusters Score: Raw -138499.946635 + Penalty 1681.617003 = -136818.329632 nChanged 3 SP:Iteration 21Q (1028.843556 sec): 3 clusters Score: Raw -138502.287661 + Penalty 1681.617003 = -136820.670659 nChanged 6 SP:Iteration 22Q (1028.928430 sec): 3 clusters Score: Raw -138503.283744 + Penalty 1681.617003 = -136821.666742 nChanged 2 SP:Iteration 23Q (1029.031970 sec): 3 clusters Score: Raw -138503.635960 + Penalty 1681.617003 = -136822.018957 nChanged 2 SP:Iteration 24Q (1029.172950 sec): 3 clusters Score: Raw -138504.076212 + Penalty 1681.617003 = -136822.459209 nChanged 2 SP:Iteration 25Q (1029.272734 sec): 3 clusters Score: Raw -138504.468980 + Penalty 1681.617003 = -136822.851977 nChanged 1 SP:Iteration 26Q (1029.345128 sec): 3 clusters Score: Raw -138504.748452 + Penalty 1681.617003 = -136823.131450 nChanged 0 SP:Iteration 27F (1029.448229 sec): 3 clusters Score: Raw -138504.748452 + Penalty 1681.617003 = -136823.131450 nChanged 0 Score: Raw -4215058.008466 + Penalty 18923.502585 = -4196134.505881 Splitting cluster 10 changes total score from -4196256.250438 to -4196134.505881 So it's not getting split. Trying to split cluster 11 (2660 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1030.834268 sec): 2 clusters Score: Raw -141379.237961 + Penalty 828.038547 = -140551.199414 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1030.915194 sec): 3 clusters Score: Raw -140022.915327 + Penalty 1656.077094 = -138366.838233 nChanged 1068 SP:Iteration 1F (1030.992263 sec): 3 clusters Score: Raw -140746.095129 + Penalty 1656.077094 = -139090.018035 nChanged 240 SP:Iteration 2F (1031.094499 sec): 3 clusters Score: Raw -141008.141402 + Penalty 1656.077094 = -139352.064308 nChanged 217 SP:Iteration 3F (1031.182474 sec): 3 clusters Score: Raw -141205.458290 + Penalty 1656.077094 = -139549.381195 nChanged 166 SP:Iteration 4F (1031.253004 sec): 3 clusters Score: Raw -141348.378624 + Penalty 1656.077094 = -139692.301530 nChanged 122 SP:Iteration 5Q (1031.342915 sec): 3 clusters Score: Raw -141446.142347 + Penalty 1656.077094 = -139790.065253 nChanged 93 SP:Iteration 6Q (1031.416458 sec): 3 clusters Score: Raw -141513.637535 + Penalty 1656.077094 = -139857.560441 nChanged 75 SP:Iteration 7Q (1031.506109 sec): 3 clusters Score: Raw -141553.880759 + Penalty 1656.077094 = -139897.803664 nChanged 46 SP:Iteration 8Q (1031.601356 sec): 3 clusters Score: Raw -141576.678243 + Penalty 1656.077094 = -139920.601149 nChanged 40 SP:Iteration 9Q (1031.679153 sec): 3 clusters Score: Raw -141602.612947 + Penalty 1656.077094 = -139946.535853 nChanged 44 SP:Iteration 10Q (1031.760547 sec): 3 clusters Score: Raw -141630.336981 + Penalty 1656.077094 = -139974.259886 nChanged 37 SP:Iteration 11Q (1031.850329 sec): 3 clusters Score: Raw -141652.095814 + Penalty 1656.077094 = -139996.018720 nChanged 44 SP:Iteration 12Q (1031.935571 sec): 3 clusters Score: Raw -141684.538081 + Penalty 1656.077094 = -140028.460987 nChanged 45 SP:Iteration 13Q (1032.017457 sec): 3 clusters Score: Raw -141727.082296 + Penalty 1656.077094 = -140071.005202 nChanged 42 SP:Iteration 14Q (1032.106856 sec): 3 clusters Score: Raw -141755.500794 + Penalty 1656.077094 = -140099.423700 nChanged 34 SP:Iteration 15Q (1032.183347 sec): 3 clusters Score: Raw -141774.989730 + Penalty 1656.077094 = -140118.912636 nChanged 27 SP:Iteration 16Q (1032.248370 sec): 3 clusters Score: Raw -141789.464787 + Penalty 1656.077094 = -140133.387693 nChanged 23 SP:Iteration 17Q (1032.353124 sec): 3 clusters Score: Raw -141802.632639 + Penalty 1656.077094 = -140146.555544 nChanged 12 SP:Iteration 18Q (1032.418419 sec): 3 clusters Score: Raw -141807.789115 + Penalty 1656.077094 = -140151.712020 nChanged 14 SP:Iteration 19Q (1032.511120 sec): 3 clusters Score: Raw -141814.190718 + Penalty 1656.077094 = -140158.113624 nChanged 12 SP:Iteration 20F (1032.592873 sec): 3 clusters Score: Raw -141820.939239 + Penalty 1656.077094 = -140164.862145 nChanged 11 SP:Iteration 21Q (1032.668031 sec): 3 clusters Score: Raw -141827.589450 + Penalty 1656.077094 = -140171.512356 nChanged 13 SP:Iteration 22Q (1032.759594 sec): 3 clusters Score: Raw -141834.715606 + Penalty 1656.077094 = -140178.638511 nChanged 14 SP:Iteration 23Q (1032.848598 sec): 3 clusters Score: Raw -141841.059789 + Penalty 1656.077094 = -140184.982694 nChanged 5 SP:Iteration 24Q (1032.927186 sec): 3 clusters Score: Raw -141842.359129 + Penalty 1656.077094 = -140186.282034 nChanged 5 SP:Iteration 25Q (1033.022374 sec): 3 clusters Score: Raw -141844.038889 + Penalty 1656.077094 = -140187.961795 nChanged 3 SP:Iteration 26Q (1033.092791 sec): 3 clusters Score: Raw -141844.827740 + Penalty 1656.077094 = -140188.750645 nChanged 0 SP:Iteration 27F (1033.170726 sec): 3 clusters Score: Raw -141844.827740 + Penalty 1656.077094 = -140188.750645 nChanged 0 Trying to split cluster 12 (22261 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1033.277698 sec): 2 clusters Score: Raw -1315973.520787 + Penalty 1051.112112 = -1314922.408674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1033.371300 sec): 3 clusters Score: Raw -1302054.263231 + Penalty 2102.224225 = -1299952.039006 nChanged 10422 SP:Iteration 1F (1033.488576 sec): 3 clusters Score: Raw -1308262.837252 + Penalty 2102.224225 = -1306160.613027 nChanged 1262 SP:Iteration 2F (1033.598672 sec): 3 clusters Score: Raw -1308851.378746 + Penalty 2102.224225 = -1306749.154521 nChanged 1277 SP:Iteration 3F (1033.702407 sec): 3 clusters Score: Raw -1309469.289444 + Penalty 2102.224225 = -1307367.065219 nChanged 1287 SP:Iteration 4F (1033.850717 sec): 3 clusters Score: Raw -1310111.315509 + Penalty 2102.224225 = -1308009.091284 nChanged 1167 SP:Iteration 5F (1033.976955 sec): 3 clusters Score: Raw -1310680.489970 + Penalty 2102.224225 = -1308578.265745 nChanged 1110 SP:Iteration 6Q (1034.104244 sec): 3 clusters Score: Raw -1311174.959495 + Penalty 2102.224225 = -1309072.735270 nChanged 1036 SP:Iteration 7Q (1034.220047 sec): 3 clusters Score: Raw -1311600.900041 + Penalty 2102.224225 = -1309498.675816 nChanged 885 SP:Iteration 8Q (1034.341429 sec): 3 clusters Score: Raw -1312013.657115 + Penalty 2102.224225 = -1309911.432890 nChanged 891 SP:Iteration 9Q (1034.509155 sec): 3 clusters Score: Raw -1312447.868110 + Penalty 2102.224225 = -1310345.643885 nChanged 878 SP:Iteration 10Q (1034.607228 sec): 3 clusters Score: Raw -1312911.538558 + Penalty 2102.224225 = -1310809.314333 nChanged 888 SP:Iteration 11Q (1034.741823 sec): 3 clusters Score: Raw -1313431.615438 + Penalty 2102.224225 = -1311329.391213 nChanged 819 SP:Iteration 12Q (1034.859776 sec): 3 clusters Score: Raw -1313934.309535 + Penalty 2102.224225 = -1311832.085310 nChanged 785 SP:Iteration 13Q (1034.950153 sec): 3 clusters Score: Raw -1314398.852415 + Penalty 2102.224225 = -1312296.628190 nChanged 681 SP:Iteration 14Q (1035.087546 sec): 3 clusters Score: Raw -1314762.575505 + Penalty 2102.224225 = -1312660.351280 nChanged 548 SP:Iteration 15Q (1035.203290 sec): 3 clusters Score: Raw -1315015.312802 + Penalty 2102.224225 = -1312913.088577 nChanged 440 SP:Iteration 16Q (1035.327695 sec): 3 clusters Score: Raw -1315211.025237 + Penalty 2102.224225 = -1313108.801012 nChanged 399 SP:Iteration 17Q (1035.441331 sec): 3 clusters Score: Raw -1315403.556397 + Penalty 2102.224225 = -1313301.332172 nChanged 374 SP:Iteration 18Q (1035.543569 sec): 3 clusters Score: Raw -1315599.799809 + Penalty 2102.224225 = -1313497.575584 nChanged 379 SP:Iteration 19Q (1035.685386 sec): 3 clusters Score: Raw -1315808.794840 + Penalty 2102.224225 = -1313706.570615 nChanged 349 SP:Iteration 20F (1035.793533 sec): 3 clusters Score: Raw -1316033.528286 + Penalty 2102.224225 = -1313931.304061 nChanged 347 SP:Iteration 21Q (1035.907767 sec): 3 clusters Score: Raw -1316275.352425 + Penalty 2102.224225 = -1314173.128200 nChanged 319 SP:Iteration 22Q (1036.007008 sec): 3 clusters Score: Raw -1316511.653637 + Penalty 2102.224225 = -1314409.429412 nChanged 297 SP:Iteration 23Q (1036.124937 sec): 3 clusters Score: Raw -1316745.597842 + Penalty 2102.224225 = -1314643.373617 nChanged 250 SP:Iteration 24Q (1036.232551 sec): 3 clusters Score: Raw -1316925.276132 + Penalty 2102.224225 = -1314823.051907 nChanged 220 SP:Iteration 25Q (1036.329413 sec): 3 clusters Score: Raw -1317044.141120 + Penalty 2102.224225 = -1314941.916895 nChanged 155 SP:Iteration 26Q (1036.435491 sec): 3 clusters Score: Raw -1317123.039398 + Penalty 2102.224225 = -1315020.815173 nChanged 146 SP:Iteration 27Q (1036.544842 sec): 3 clusters Score: Raw -1317200.651833 + Penalty 2102.224225 = -1315098.427608 nChanged 148 SP:Iteration 28Q (1036.651250 sec): 3 clusters Score: Raw -1317301.697075 + Penalty 2102.224225 = -1315199.472851 nChanged 152 SP:Iteration 29Q (1036.752178 sec): 3 clusters Score: Raw -1317450.526555 + Penalty 2102.224225 = -1315348.302330 nChanged 173 SP:Iteration 30Q (1036.858267 sec): 3 clusters Score: Raw -1317697.302114 + Penalty 2102.224225 = -1315595.077889 nChanged 168 SP:Iteration 31Q (1036.966274 sec): 3 clusters Score: Raw -1317908.655450 + Penalty 2102.224225 = -1315806.431225 nChanged 116 SP:Iteration 32Q (1037.069522 sec): 3 clusters Score: Raw -1317978.525458 + Penalty 2102.224225 = -1315876.301233 nChanged 55 SP:Iteration 33Q (1037.174901 sec): 3 clusters Score: Raw -1317991.925013 + Penalty 2102.224225 = -1315889.700788 nChanged 25 SP:Iteration 34Q (1037.282146 sec): 3 clusters Score: Raw -1317996.404031 + Penalty 2102.224225 = -1315894.179806 nChanged 17 SP:Iteration 35Q (1037.376246 sec): 3 clusters Score: Raw -1317997.957876 + Penalty 2102.224225 = -1315895.733651 nChanged 5 SP:Iteration 36Q (1037.491403 sec): 3 clusters Score: Raw -1317998.230818 + Penalty 2102.224225 = -1315896.006593 nChanged 1 SP:Iteration 37Q (1037.589315 sec): 3 clusters Score: Raw -1317998.279492 + Penalty 2102.224225 = -1315896.055267 nChanged 0 SP:Iteration 38F (1037.699145 sec): 3 clusters Score: Raw -1317998.279492 + Penalty 2102.224225 = -1315896.055267 nChanged 0 Score: Raw -4216072.089768 + Penalty 18923.502585 = -4197148.587182 Splitting cluster 12 changes total score from -4196256.250438 to -4197148.587182 So it's getting split into cluster 16. Trying to split cluster 13 (1503 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1039.013353 sec): 2 clusters Score: Raw -70824.155118 + Penalty 768.097931 = -70056.057187 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1039.098383 sec): 3 clusters Score: Raw -70204.949253 + Penalty 1536.195862 = -68668.753391 nChanged 562 SP:Iteration 1F (1039.188979 sec): 3 clusters Score: Raw -70848.628211 + Penalty 1536.195862 = -69312.432349 nChanged 197 SP:Iteration 2F (1039.258507 sec): 3 clusters Score: Raw -71169.422912 + Penalty 1536.195862 = -69633.227050 nChanged 142 SP:Iteration 3F (1039.358786 sec): 3 clusters Score: Raw -71352.414066 + Penalty 1536.195862 = -69816.218204 nChanged 95 SP:Iteration 4F (1039.419056 sec): 3 clusters Score: Raw -71455.201726 + Penalty 1536.195862 = -69919.005864 nChanged 45 SP:Iteration 5Q (1039.503270 sec): 3 clusters Score: Raw -71495.192164 + Penalty 1536.195862 = -69958.996302 nChanged 30 SP:Iteration 6Q (1039.590298 sec): 3 clusters Score: Raw -71520.951484 + Penalty 1536.195862 = -69984.755622 nChanged 24 SP:Iteration 7Q (1039.677932 sec): 3 clusters Score: Raw -71535.857848 + Penalty 1536.195862 = -69999.661987 nChanged 11 SP:Iteration 8Q (1039.756141 sec): 3 clusters Score: Raw -71541.534487 + Penalty 1536.195862 = -70005.338625 nChanged 7 SP:Iteration 9Q (1039.858390 sec): 3 clusters Score: Raw -71545.409957 + Penalty 1536.195862 = -70009.214095 nChanged 1 SP:Iteration 10Q (1039.950463 sec): 3 clusters Score: Raw -71546.879073 + Penalty 1536.195862 = -70010.683211 nChanged 4 SP:Iteration 11Q (1040.061438 sec): 3 clusters Score: Raw -71549.179202 + Penalty 1536.195862 = -70012.983341 nChanged 1 SP:Iteration 12Q (1040.152204 sec): 3 clusters Score: Raw -71549.321418 + Penalty 1536.195862 = -70013.125556 nChanged 0 SP:Iteration 13F (1040.229117 sec): 3 clusters Score: Raw -71549.321418 + Penalty 1536.195862 = -70013.125556 nChanged 0 Trying to split cluster 14 (1528 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1040.290313 sec): 2 clusters Score: Raw -89574.823696 + Penalty 769.830072 = -88804.993624 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1040.374543 sec): 3 clusters Score: Raw -88883.736245 + Penalty 1539.660144 = -87344.076102 nChanged 599 SP:Iteration 1F (1040.458307 sec): 3 clusters Score: Raw -89376.854606 + Penalty 1539.660144 = -87837.194462 nChanged 147 SP:Iteration 2F (1040.533352 sec): 3 clusters Score: Raw -89556.241504 + Penalty 1539.660144 = -88016.581360 nChanged 112 SP:Iteration 3F (1040.654879 sec): 3 clusters Score: Raw -89677.000871 + Penalty 1539.660144 = -88137.340727 nChanged 80 SP:Iteration 4F (1040.751302 sec): 3 clusters Score: Raw -89759.597665 + Penalty 1539.660144 = -88219.937521 nChanged 60 SP:Iteration 5Q (1040.858681 sec): 3 clusters Score: Raw -89818.475297 + Penalty 1539.660144 = -88278.815153 nChanged 34 SP:Iteration 6Q (1040.939580 sec): 3 clusters Score: Raw -89850.689578 + Penalty 1539.660144 = -88311.029434 nChanged 24 SP:Iteration 7Q (1041.037731 sec): 3 clusters Score: Raw -89870.449894 + Penalty 1539.660144 = -88330.789750 nChanged 15 SP:Iteration 8Q (1041.141498 sec): 3 clusters Score: Raw -89883.671886 + Penalty 1539.660144 = -88344.011743 nChanged 15 SP:Iteration 9Q (1041.230010 sec): 3 clusters Score: Raw -89895.254923 + Penalty 1539.660144 = -88355.594780 nChanged 18 SP:Iteration 10Q (1041.326278 sec): 3 clusters Score: Raw -89907.831042 + Penalty 1539.660144 = -88368.170899 nChanged 10 SP:Iteration 11Q (1041.421927 sec): 3 clusters Score: Raw -89913.649881 + Penalty 1539.660144 = -88373.989738 nChanged 9 SP:Iteration 12Q (1041.523522 sec): 3 clusters Score: Raw -89917.562804 + Penalty 1539.660144 = -88377.902660 nChanged 5 SP:Iteration 13Q (1041.599208 sec): 3 clusters Score: Raw -89920.068820 + Penalty 1539.660144 = -88380.408676 nChanged 4 SP:Iteration 14Q (1041.677628 sec): 3 clusters Score: Raw -89923.512484 + Penalty 1539.660144 = -88383.852341 nChanged 5 SP:Iteration 15Q (1041.762190 sec): 3 clusters Score: Raw -89926.797220 + Penalty 1539.660144 = -88387.137077 nChanged 3 SP:Iteration 16Q (1041.874258 sec): 3 clusters Score: Raw -89927.489711 + Penalty 1539.660144 = -88387.829567 nChanged 1 SP:Iteration 17Q (1041.985467 sec): 3 clusters Score: Raw -89927.715264 + Penalty 1539.660144 = -88388.055121 nChanged 1 SP:Iteration 18Q (1042.098977 sec): 3 clusters Score: Raw -89927.922285 + Penalty 1539.660144 = -88388.262142 nChanged 1 SP:Iteration 19Q (1042.187794 sec): 3 clusters Score: Raw -89928.186912 + Penalty 1539.660144 = -88388.526768 nChanged 0 SP:Iteration 20F (1042.265749 sec): 3 clusters Score: Raw -89928.186912 + Penalty 1539.660144 = -88388.526768 nChanged 0 Iteration 139Q (1043.409425 sec): 17 clusters Score: Raw -4216653.827580 + Penalty 18923.502585 = -4197730.324995 nChanged 892 Iteration 140F (1044.713982 sec): 17 clusters Score: Raw -4217115.212856 + Penalty 18923.502585 = -4198191.710271 nChanged 756 Iteration 141Q (1045.724012 sec): 17 clusters Score: Raw -4217318.647157 + Penalty 18923.502585 = -4198395.144571 nChanged 454 Iteration 142Q (1046.787796 sec): 17 clusters Score: Raw -4217462.958354 + Penalty 18923.502585 = -4198539.455769 nChanged 348 Iteration 143Q (1048.055912 sec): 17 clusters Score: Raw -4217600.592366 + Penalty 18923.502585 = -4198677.089780 nChanged 320 Iteration 144Q (1049.087705 sec): 17 clusters Score: Raw -4217723.031006 + Penalty 18923.502585 = -4198799.528420 nChanged 265 Iteration 145Q (1050.093930 sec): 17 clusters Score: Raw -4217808.613804 + Penalty 18923.502585 = -4198885.111219 nChanged 231 Iteration 146Q (1051.123946 sec): 17 clusters Score: Raw -4217863.470941 + Penalty 18923.502585 = -4198939.968356 nChanged 214 Iteration 147Q (1052.178635 sec): 17 clusters Score: Raw -4217910.938134 + Penalty 18923.502585 = -4198987.435549 nChanged 190 Iteration 148Q (1053.250148 sec): 17 clusters Score: Raw -4217948.749220 + Penalty 18923.502585 = -4199025.246635 nChanged 190 Iteration 149Q (1054.530221 sec): 17 clusters Score: Raw -4217989.234922 + Penalty 18923.502585 = -4199065.732337 nChanged 160 Iteration 150Q (1055.612864 sec): 17 clusters Score: Raw -4218022.133341 + Penalty 18923.502585 = -4199098.630755 nChanged 154 Iteration 151Q (1056.631975 sec): 17 clusters Score: Raw -4218054.857890 + Penalty 18923.502585 = -4199131.355305 nChanged 135 Iteration 152Q (1057.660072 sec): 17 clusters Score: Raw -4218081.684349 + Penalty 18923.502585 = -4199158.181764 nChanged 122 Iteration 153Q (1058.665483 sec): 17 clusters Score: Raw -4218103.697570 + Penalty 18923.502585 = -4199180.194984 nChanged 107 Iteration 154Q (1059.729381 sec): 17 clusters Score: Raw -4218120.340452 + Penalty 18923.502585 = -4199196.837866 nChanged 88 Iteration 155Q (1060.957638 sec): 17 clusters Score: Raw -4218134.738008 + Penalty 18923.502585 = -4199211.235423 nChanged 75 Iteration 156Q (1062.190611 sec): 17 clusters Score: Raw -4218147.477854 + Penalty 18923.502585 = -4199223.975268 nChanged 76 Iteration 157Q (1063.445533 sec): 17 clusters Score: Raw -4218158.166576 + Penalty 18923.502585 = -4199234.663991 nChanged 61 Iteration 158Q (1064.725986 sec): 17 clusters Score: Raw -4218165.654416 + Penalty 18923.502585 = -4199242.151830 nChanged 60 Iteration 159Q (1065.948512 sec): 17 clusters Score: Raw -4218173.167056 + Penalty 18923.502585 = -4199249.664470 nChanged 64 Iteration 160F (1067.512579 sec): 17 clusters Score: Raw -4218182.034594 + Penalty 18923.502585 = -4199258.532009 nChanged 60 Iteration 161Q (1068.716561 sec): 17 clusters Score: Raw -4218190.184520 + Penalty 18923.502585 = -4199266.681934 nChanged 37 Iteration 162Q (1069.924893 sec): 17 clusters Score: Raw -4218194.925943 + Penalty 18923.502585 = -4199271.423358 nChanged 33 Iteration 163Q (1071.138080 sec): 17 clusters Score: Raw -4218199.055519 + Penalty 18923.502585 = -4199275.552934 nChanged 32 Iteration 164Q (1072.330653 sec): 17 clusters Score: Raw -4218202.406146 + Penalty 18923.502585 = -4199278.903560 nChanged 31 Iteration 165Q (1073.517936 sec): 17 clusters Score: Raw -4218205.954172 + Penalty 18923.502585 = -4199282.451586 nChanged 23 Iteration 166Q (1074.773393 sec): 17 clusters Score: Raw -4218208.868552 + Penalty 18923.502585 = -4199285.365967 nChanged 20 Iteration 167Q (1076.008108 sec): 17 clusters Score: Raw -4218211.381922 + Penalty 18923.502585 = -4199287.879336 nChanged 14 Iteration 168Q (1077.221249 sec): 17 clusters Score: Raw -4218213.122782 + Penalty 18923.502585 = -4199289.620196 nChanged 17 Iteration 169Q (1078.435184 sec): 17 clusters Score: Raw -4218214.647021 + Penalty 18923.502585 = -4199291.144435 nChanged 17 Iteration 170Q (1079.615347 sec): 17 clusters Score: Raw -4218216.217254 + Penalty 18923.502585 = -4199292.714669 nChanged 26 Iteration 171Q (1080.829597 sec): 17 clusters Score: Raw -4218219.085987 + Penalty 18923.502585 = -4199295.583401 nChanged 19 Iteration 172Q (1082.052917 sec): 17 clusters Score: Raw -4218221.421074 + Penalty 18923.502585 = -4199297.918488 nChanged 20 Iteration 173Q (1083.265073 sec): 17 clusters Score: Raw -4218223.504175 + Penalty 18923.502585 = -4199300.001589 nChanged 21 Iteration 174Q (1084.457876 sec): 17 clusters Score: Raw -4218225.674032 + Penalty 18923.502585 = -4199302.171447 nChanged 12 Iteration 175Q (1085.770270 sec): 17 clusters Score: Raw -4218227.608210 + Penalty 18923.502585 = -4199304.105625 nChanged 12 Iteration 176Q (1086.982713 sec): 17 clusters Score: Raw -4218229.301106 + Penalty 18923.502585 = -4199305.798520 nChanged 8 Iteration 177Q (1088.202960 sec): 17 clusters Score: Raw -4218230.375318 + Penalty 18923.502585 = -4199306.872732 nChanged 8 Iteration 178Q (1089.474736 sec): 17 clusters Score: Raw -4218231.454083 + Penalty 18923.502585 = -4199307.951497 nChanged 6 Writing temp clu file Because OldScore, -4199306.872732, is greater than current (better) Score,-4199307.951497 Compute initial score before splitting: Score: Raw -4218231.454083 + Penalty 18923.502585 = -4199307.951497 Trying to split cluster 1 (13355 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1089.617481 sec): 2 clusters Score: Raw -798271.967493 + Penalty 997.462843 = -797274.504650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1089.730885 sec): 3 clusters Score: Raw -790171.455074 + Penalty 1994.925686 = -788176.529388 nChanged 6070 SP:Iteration 1F (1089.837538 sec): 3 clusters Score: Raw -793797.712709 + Penalty 1994.925686 = -791802.787022 nChanged 820 SP:Iteration 2F (1089.938880 sec): 3 clusters Score: Raw -794201.616787 + Penalty 1994.925686 = -792206.691100 nChanged 786 SP:Iteration 3F (1090.062081 sec): 3 clusters Score: Raw -794603.740492 + Penalty 1994.925686 = -792608.814806 nChanged 719 SP:Iteration 4F (1090.143203 sec): 3 clusters Score: Raw -794976.257854 + Penalty 1994.925686 = -792981.332167 nChanged 737 SP:Iteration 5F (1090.255193 sec): 3 clusters Score: Raw -795351.337325 + Penalty 1994.925686 = -793356.411638 nChanged 625 SP:Iteration 6Q (1090.377152 sec): 3 clusters Score: Raw -795670.182669 + Penalty 1994.925686 = -793675.256982 nChanged 610 SP:Iteration 7Q (1090.514700 sec): 3 clusters Score: Raw -795986.546457 + Penalty 1994.925686 = -793991.620771 nChanged 561 SP:Iteration 8Q (1090.629724 sec): 3 clusters Score: Raw -796288.095607 + Penalty 1994.925686 = -794293.169920 nChanged 533 SP:Iteration 9Q (1090.763877 sec): 3 clusters Score: Raw -796609.318872 + Penalty 1994.925686 = -794614.393186 nChanged 515 SP:Iteration 10Q (1090.865834 sec): 3 clusters Score: Raw -796896.596245 + Penalty 1994.925686 = -794901.670559 nChanged 435 SP:Iteration 11Q (1090.992207 sec): 3 clusters Score: Raw -797106.555838 + Penalty 1994.925686 = -795111.630152 nChanged 370 SP:Iteration 12Q (1091.099653 sec): 3 clusters Score: Raw -797305.308820 + Penalty 1994.925686 = -795310.383133 nChanged 354 SP:Iteration 13Q (1091.204601 sec): 3 clusters Score: Raw -797493.349339 + Penalty 1994.925686 = -795498.423653 nChanged 327 SP:Iteration 14Q (1091.293870 sec): 3 clusters Score: Raw -797661.329164 + Penalty 1994.925686 = -795666.403478 nChanged 301 SP:Iteration 15Q (1091.409689 sec): 3 clusters Score: Raw -797799.211444 + Penalty 1994.925686 = -795804.285758 nChanged 260 SP:Iteration 16Q (1091.517974 sec): 3 clusters Score: Raw -797910.009988 + Penalty 1994.925686 = -795915.084301 nChanged 263 SP:Iteration 17Q (1091.637473 sec): 3 clusters Score: Raw -798018.313906 + Penalty 1994.925686 = -796023.388220 nChanged 222 SP:Iteration 18Q (1091.732475 sec): 3 clusters Score: Raw -798110.812448 + Penalty 1994.925686 = -796115.886762 nChanged 201 SP:Iteration 19Q (1091.849271 sec): 3 clusters Score: Raw -798183.724007 + Penalty 1994.925686 = -796188.798320 nChanged 165 SP:Iteration 20F (1091.973710 sec): 3 clusters Score: Raw -798249.026521 + Penalty 1994.925686 = -796254.100834 nChanged 158 SP:Iteration 21Q (1092.098600 sec): 3 clusters Score: Raw -798302.643133 + Penalty 1994.925686 = -796307.717447 nChanged 147 SP:Iteration 22Q (1092.207795 sec): 3 clusters Score: Raw -798340.166611 + Penalty 1994.925686 = -796345.240925 nChanged 123 SP:Iteration 23Q (1092.337915 sec): 3 clusters Score: Raw -798370.113076 + Penalty 1994.925686 = -796375.187389 nChanged 120 SP:Iteration 24Q (1092.439319 sec): 3 clusters Score: Raw -798396.784449 + Penalty 1994.925686 = -796401.858762 nChanged 99 SP:Iteration 25Q (1092.562332 sec): 3 clusters Score: Raw -798417.519223 + Penalty 1994.925686 = -796422.593537 nChanged 88 SP:Iteration 26Q (1092.677972 sec): 3 clusters Score: Raw -798435.096768 + Penalty 1994.925686 = -796440.171081 nChanged 81 SP:Iteration 27Q (1092.814704 sec): 3 clusters Score: Raw -798453.819381 + Penalty 1994.925686 = -796458.893695 nChanged 80 SP:Iteration 28Q (1092.944254 sec): 3 clusters Score: Raw -798474.816649 + Penalty 1994.925686 = -796479.890963 nChanged 77 SP:Iteration 29Q (1093.041974 sec): 3 clusters Score: Raw -798501.727736 + Penalty 1994.925686 = -796506.802050 nChanged 107 SP:Iteration 30Q (1093.157301 sec): 3 clusters Score: Raw -798537.191910 + Penalty 1994.925686 = -796542.266224 nChanged 96 SP:Iteration 31Q (1093.272286 sec): 3 clusters Score: Raw -798574.864176 + Penalty 1994.925686 = -796579.938489 nChanged 106 SP:Iteration 32Q (1093.397108 sec): 3 clusters Score: Raw -798621.112852 + Penalty 1994.925686 = -796626.187166 nChanged 126 SP:Iteration 33Q (1093.524500 sec): 3 clusters Score: Raw -798691.460250 + Penalty 1994.925686 = -796696.534564 nChanged 160 SP:Iteration 34Q (1093.622507 sec): 3 clusters Score: Raw -798786.004130 + Penalty 1994.925686 = -796791.078443 nChanged 160 SP:Iteration 35Q (1093.738818 sec): 3 clusters Score: Raw -798903.615864 + Penalty 1994.925686 = -796908.690177 nChanged 188 SP:Iteration 36Q (1093.878099 sec): 3 clusters Score: Raw -799065.679622 + Penalty 1994.925686 = -797070.753936 nChanged 179 SP:Iteration 37Q (1093.984477 sec): 3 clusters Score: Raw -799206.889181 + Penalty 1994.925686 = -797211.963495 nChanged 183 SP:Iteration 38Q (1094.095270 sec): 3 clusters Score: Raw -799317.203610 + Penalty 1994.925686 = -797322.277923 nChanged 121 SP:Iteration 39Q (1094.184030 sec): 3 clusters Score: Raw -799375.528032 + Penalty 1994.925686 = -797380.602345 nChanged 88 SP:Iteration 40F (1094.319530 sec): 3 clusters Score: Raw -799413.496066 + Penalty 1994.925686 = -797418.570379 nChanged 51 SP:Iteration 41Q (1094.409057 sec): 3 clusters Score: Raw -799427.333570 + Penalty 1994.925686 = -797432.407883 nChanged 35 SP:Iteration 42Q (1094.543533 sec): 3 clusters Score: Raw -799434.824928 + Penalty 1994.925686 = -797439.899242 nChanged 25 SP:Iteration 43Q (1094.661754 sec): 3 clusters Score: Raw -799438.936301 + Penalty 1994.925686 = -797444.010615 nChanged 15 SP:Iteration 44Q (1094.769882 sec): 3 clusters Score: Raw -799440.154808 + Penalty 1994.925686 = -797445.229122 nChanged 7 SP:Iteration 45Q (1094.881269 sec): 3 clusters Score: Raw -799440.556491 + Penalty 1994.925686 = -797445.630804 nChanged 5 SP:Iteration 46Q (1094.991547 sec): 3 clusters Score: Raw -799441.013522 + Penalty 1994.925686 = -797446.087835 nChanged 3 SP:Iteration 47Q (1095.112707 sec): 3 clusters Score: Raw -799441.234270 + Penalty 1994.925686 = -797446.308584 nChanged 2 SP:Iteration 48Q (1095.245725 sec): 3 clusters Score: Raw -799441.306009 + Penalty 1994.925686 = -797446.380322 nChanged 3 SP:Iteration 49Q (1095.360439 sec): 3 clusters Score: Raw -799441.648605 + Penalty 1994.925686 = -797446.722919 nChanged 1 SP:Iteration 50Q (1095.477955 sec): 3 clusters Score: Raw -799441.678561 + Penalty 1994.925686 = -797446.752875 nChanged 0 SP:Iteration 51F (1095.582713 sec): 3 clusters Score: Raw -799441.678561 + Penalty 1994.925686 = -797446.752875 nChanged 0 Score: Raw -4219401.564922 + Penalty 20106.221497 = -4199295.343425 Splitting cluster 1 changes total score from -4199307.951497 to -4199295.343425 So it's not getting split. Trying to split cluster 2 (2651 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1097.331183 sec): 2 clusters Score: Raw -126311.679287 + Penalty 827.682682 = -125483.996605 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1097.429675 sec): 3 clusters Score: Raw -124978.476402 + Penalty 1655.365363 = -123323.111039 nChanged 1066 SP:Iteration 1F (1097.518985 sec): 3 clusters Score: Raw -125780.799954 + Penalty 1655.365363 = -124125.434591 nChanged 297 SP:Iteration 2F (1097.615840 sec): 3 clusters Score: Raw -126184.207415 + Penalty 1655.365363 = -124528.842052 nChanged 256 SP:Iteration 3F (1097.694472 sec): 3 clusters Score: Raw -126547.901889 + Penalty 1655.365363 = -124892.536525 nChanged 220 SP:Iteration 4F (1097.783276 sec): 3 clusters Score: Raw -126812.845730 + Penalty 1655.365363 = -125157.480366 nChanged 142 SP:Iteration 5F (1097.893001 sec): 3 clusters Score: Raw -126941.452953 + Penalty 1655.365363 = -125286.087590 nChanged 96 SP:Iteration 6Q (1098.007702 sec): 3 clusters Score: Raw -127016.833868 + Penalty 1655.365363 = -125361.468505 nChanged 62 SP:Iteration 7Q (1098.085284 sec): 3 clusters Score: Raw -127044.453139 + Penalty 1655.365363 = -125389.087776 nChanged 31 SP:Iteration 8Q (1098.185807 sec): 3 clusters Score: Raw -127055.593831 + Penalty 1655.365363 = -125400.228467 nChanged 20 SP:Iteration 9Q (1098.302374 sec): 3 clusters Score: Raw -127062.010070 + Penalty 1655.365363 = -125406.644707 nChanged 13 SP:Iteration 10Q (1098.381974 sec): 3 clusters Score: Raw -127066.704331 + Penalty 1655.365363 = -125411.338968 nChanged 11 SP:Iteration 11Q (1098.512597 sec): 3 clusters Score: Raw -127070.716931 + Penalty 1655.365363 = -125415.351568 nChanged 8 SP:Iteration 12Q (1098.612848 sec): 3 clusters Score: Raw -127074.190762 + Penalty 1655.365363 = -125418.825399 nChanged 5 SP:Iteration 13Q (1098.710573 sec): 3 clusters Score: Raw -127077.084180 + Penalty 1655.365363 = -125421.718817 nChanged 11 SP:Iteration 14Q (1098.805173 sec): 3 clusters Score: Raw -127080.582977 + Penalty 1655.365363 = -125425.217614 nChanged 5 SP:Iteration 15Q (1098.902300 sec): 3 clusters Score: Raw -127081.968859 + Penalty 1655.365363 = -125426.603496 nChanged 2 SP:Iteration 16Q (1098.987041 sec): 3 clusters Score: Raw -127082.915828 + Penalty 1655.365363 = -125427.550465 nChanged 5 SP:Iteration 17Q (1099.097805 sec): 3 clusters Score: Raw -127084.307842 + Penalty 1655.365363 = -125428.942479 nChanged 3 SP:Iteration 18Q (1099.178783 sec): 3 clusters Score: Raw -127084.832145 + Penalty 1655.365363 = -125429.466782 nChanged 1 SP:Iteration 19Q (1099.300840 sec): 3 clusters Score: Raw -127084.983713 + Penalty 1655.365363 = -125429.618350 nChanged 1 SP:Iteration 20F (1099.411712 sec): 3 clusters Score: Raw -127085.175003 + Penalty 1655.365363 = -125429.809639 nChanged 0 Trying to split cluster 3 (5868 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1099.465860 sec): 2 clusters Score: Raw -304536.655087 + Penalty 911.113260 = -303625.541828 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1099.572584 sec): 3 clusters Score: Raw -301233.374296 + Penalty 1822.226519 = -299411.147776 nChanged 2514 SP:Iteration 1F (1099.696559 sec): 3 clusters Score: Raw -302753.387641 + Penalty 1822.226519 = -300931.161122 nChanged 515 SP:Iteration 2F (1099.807096 sec): 3 clusters Score: Raw -303119.174579 + Penalty 1822.226519 = -301296.948060 nChanged 433 SP:Iteration 3F (1099.882912 sec): 3 clusters Score: Raw -303437.373447 + Penalty 1822.226519 = -301615.146928 nChanged 368 SP:Iteration 4F (1099.977576 sec): 3 clusters Score: Raw -303712.418315 + Penalty 1822.226519 = -301890.191796 nChanged 333 SP:Iteration 5F (1100.075995 sec): 3 clusters Score: Raw -303945.472323 + Penalty 1822.226519 = -302123.245803 nChanged 274 SP:Iteration 6Q (1100.166438 sec): 3 clusters Score: Raw -304119.047417 + Penalty 1822.226519 = -302296.820898 nChanged 210 SP:Iteration 7Q (1100.263220 sec): 3 clusters Score: Raw -304255.570843 + Penalty 1822.226519 = -302433.344324 nChanged 189 SP:Iteration 8Q (1100.365318 sec): 3 clusters Score: Raw -304360.400332 + Penalty 1822.226519 = -302538.173813 nChanged 152 SP:Iteration 9Q (1100.454985 sec): 3 clusters Score: Raw -304437.966389 + Penalty 1822.226519 = -302615.739870 nChanged 129 SP:Iteration 10Q (1100.541725 sec): 3 clusters Score: Raw -304501.225187 + Penalty 1822.226519 = -302678.998668 nChanged 102 SP:Iteration 11Q (1100.641202 sec): 3 clusters Score: Raw -304555.067118 + Penalty 1822.226519 = -302732.840599 nChanged 85 SP:Iteration 12Q (1100.757083 sec): 3 clusters Score: Raw -304597.194880 + Penalty 1822.226519 = -302774.968361 nChanged 80 SP:Iteration 13Q (1100.864376 sec): 3 clusters Score: Raw -304634.119042 + Penalty 1822.226519 = -302811.892523 nChanged 70 SP:Iteration 14Q (1100.954153 sec): 3 clusters Score: Raw -304664.327593 + Penalty 1822.226519 = -302842.101073 nChanged 57 SP:Iteration 15Q (1101.069794 sec): 3 clusters Score: Raw -304689.306228 + Penalty 1822.226519 = -302867.079708 nChanged 52 SP:Iteration 16Q (1101.182249 sec): 3 clusters Score: Raw -304709.909923 + Penalty 1822.226519 = -302887.683404 nChanged 43 SP:Iteration 17Q (1101.296576 sec): 3 clusters Score: Raw -304723.421212 + Penalty 1822.226519 = -302901.194693 nChanged 46 SP:Iteration 18Q (1101.407878 sec): 3 clusters Score: Raw -304739.430111 + Penalty 1822.226519 = -302917.203591 nChanged 51 SP:Iteration 19Q (1101.517710 sec): 3 clusters Score: Raw -304753.249980 + Penalty 1822.226519 = -302931.023461 nChanged 41 SP:Iteration 20F (1101.616578 sec): 3 clusters Score: Raw -304766.251865 + Penalty 1822.226519 = -302944.025345 nChanged 39 SP:Iteration 21Q (1101.692481 sec): 3 clusters Score: Raw -304777.500664 + Penalty 1822.226519 = -302955.274145 nChanged 45 SP:Iteration 22Q (1101.810856 sec): 3 clusters Score: Raw -304789.698715 + Penalty 1822.226519 = -302967.472196 nChanged 32 SP:Iteration 23Q (1101.905783 sec): 3 clusters Score: Raw -304796.736474 + Penalty 1822.226519 = -302974.509955 nChanged 24 SP:Iteration 24Q (1102.009104 sec): 3 clusters Score: Raw -304803.180229 + Penalty 1822.226519 = -302980.953710 nChanged 28 SP:Iteration 25Q (1102.140707 sec): 3 clusters Score: Raw -304810.304409 + Penalty 1822.226519 = -302988.077890 nChanged 31 SP:Iteration 26Q (1102.242246 sec): 3 clusters Score: Raw -304818.557887 + Penalty 1822.226519 = -302996.331368 nChanged 31 SP:Iteration 27Q (1102.352530 sec): 3 clusters Score: Raw -304825.217670 + Penalty 1822.226519 = -303002.991151 nChanged 32 SP:Iteration 28Q (1102.437274 sec): 3 clusters Score: Raw -304833.612220 + Penalty 1822.226519 = -303011.385701 nChanged 31 SP:Iteration 29Q (1102.575156 sec): 3 clusters Score: Raw -304844.752303 + Penalty 1822.226519 = -303022.525783 nChanged 42 SP:Iteration 30Q (1102.657919 sec): 3 clusters Score: Raw -304867.507267 + Penalty 1822.226519 = -303045.280748 nChanged 51 SP:Iteration 31Q (1102.772763 sec): 3 clusters Score: Raw -304904.312265 + Penalty 1822.226519 = -303082.085746 nChanged 65 SP:Iteration 32Q (1102.893857 sec): 3 clusters Score: Raw -304960.902916 + Penalty 1822.226519 = -303138.676397 nChanged 70 SP:Iteration 33Q (1102.975667 sec): 3 clusters Score: Raw -305021.209404 + Penalty 1822.226519 = -303198.982885 nChanged 57 SP:Iteration 34Q (1103.101309 sec): 3 clusters Score: Raw -305062.903433 + Penalty 1822.226519 = -303240.676913 nChanged 47 SP:Iteration 35Q (1103.181653 sec): 3 clusters Score: Raw -305089.630284 + Penalty 1822.226519 = -303267.403764 nChanged 30 SP:Iteration 36Q (1103.288191 sec): 3 clusters Score: Raw -305104.245252 + Penalty 1822.226519 = -303282.018733 nChanged 22 SP:Iteration 37Q (1103.389475 sec): 3 clusters Score: Raw -305114.456266 + Penalty 1822.226519 = -303292.229747 nChanged 20 SP:Iteration 38Q (1103.485628 sec): 3 clusters Score: Raw -305125.355593 + Penalty 1822.226519 = -303303.129073 nChanged 23 SP:Iteration 39Q (1103.600386 sec): 3 clusters Score: Raw -305140.654331 + Penalty 1822.226519 = -303318.427812 nChanged 27 SP:Iteration 40F (1103.700595 sec): 3 clusters Score: Raw -305161.628569 + Penalty 1822.226519 = -303339.402050 nChanged 30 SP:Iteration 41Q (1103.798945 sec): 3 clusters Score: Raw -305181.866419 + Penalty 1822.226519 = -303359.639900 nChanged 27 SP:Iteration 42Q (1103.911979 sec): 3 clusters Score: Raw -305197.703338 + Penalty 1822.226519 = -303375.476819 nChanged 21 SP:Iteration 43Q (1104.006245 sec): 3 clusters Score: Raw -305205.254209 + Penalty 1822.226519 = -303383.027690 nChanged 7 SP:Iteration 44Q (1104.124080 sec): 3 clusters Score: Raw -305207.285205 + Penalty 1822.226519 = -303385.058685 nChanged 3 SP:Iteration 45Q (1104.205081 sec): 3 clusters Score: Raw -305207.954294 + Penalty 1822.226519 = -303385.727775 nChanged 0 SP:Iteration 46F (1104.335939 sec): 3 clusters Score: Raw -305207.954294 + Penalty 1822.226519 = -303385.727775 nChanged 0 Trying to split cluster 4 (1341 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1104.399518 sec): 2 clusters Score: Raw -73294.628873 + Penalty 756.122943 = -72538.505930 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1104.476366 sec): 3 clusters Score: Raw -72749.461919 + Penalty 1512.245885 = -71237.216033 nChanged 463 SP:Iteration 1F (1104.564586 sec): 3 clusters Score: Raw -73051.312567 + Penalty 1512.245885 = -71539.066681 nChanged 115 SP:Iteration 2F (1104.653394 sec): 3 clusters Score: Raw -73160.795714 + Penalty 1512.245885 = -71648.549828 nChanged 85 SP:Iteration 3F (1104.751428 sec): 3 clusters Score: Raw -73244.421257 + Penalty 1512.245885 = -71732.175372 nChanged 68 SP:Iteration 4F (1104.856152 sec): 3 clusters Score: Raw -73320.236850 + Penalty 1512.245885 = -71807.990965 nChanged 60 SP:Iteration 5Q (1104.941824 sec): 3 clusters Score: Raw -73384.579528 + Penalty 1512.245885 = -71872.333643 nChanged 45 SP:Iteration 6Q (1105.053062 sec): 3 clusters Score: Raw -73429.107984 + Penalty 1512.245885 = -71916.862099 nChanged 28 SP:Iteration 7Q (1105.155767 sec): 3 clusters Score: Raw -73451.599715 + Penalty 1512.245885 = -71939.353829 nChanged 26 SP:Iteration 8Q (1105.227819 sec): 3 clusters Score: Raw -73473.606256 + Penalty 1512.245885 = -71961.360370 nChanged 15 SP:Iteration 9Q (1105.332404 sec): 3 clusters Score: Raw -73483.772850 + Penalty 1512.245885 = -71971.526964 nChanged 14 SP:Iteration 10Q (1105.402587 sec): 3 clusters Score: Raw -73492.483411 + Penalty 1512.245885 = -71980.237525 nChanged 12 SP:Iteration 11Q (1105.482960 sec): 3 clusters Score: Raw -73503.063395 + Penalty 1512.245885 = -71990.817509 nChanged 11 SP:Iteration 12Q (1105.569663 sec): 3 clusters Score: Raw -73508.914585 + Penalty 1512.245885 = -71996.668699 nChanged 11 SP:Iteration 13Q (1105.679499 sec): 3 clusters Score: Raw -73519.937494 + Penalty 1512.245885 = -72007.691609 nChanged 15 SP:Iteration 14Q (1105.767835 sec): 3 clusters Score: Raw -73530.947625 + Penalty 1512.245885 = -72018.701740 nChanged 13 SP:Iteration 15Q (1105.835274 sec): 3 clusters Score: Raw -73542.787590 + Penalty 1512.245885 = -72030.541705 nChanged 9 SP:Iteration 16Q (1105.928861 sec): 3 clusters Score: Raw -73551.726468 + Penalty 1512.245885 = -72039.480582 nChanged 7 SP:Iteration 17Q (1106.039095 sec): 3 clusters Score: Raw -73556.046044 + Penalty 1512.245885 = -72043.800159 nChanged 5 SP:Iteration 18Q (1106.118261 sec): 3 clusters Score: Raw -73559.374891 + Penalty 1512.245885 = -72047.129006 nChanged 8 SP:Iteration 19Q (1106.215872 sec): 3 clusters Score: Raw -73564.089571 + Penalty 1512.245885 = -72051.843685 nChanged 4 SP:Iteration 20F (1106.314153 sec): 3 clusters Score: Raw -73566.854225 + Penalty 1512.245885 = -72054.608340 nChanged 2 SP:Iteration 21Q (1106.412491 sec): 3 clusters Score: Raw -73567.466832 + Penalty 1512.245885 = -72055.220946 nChanged 2 SP:Iteration 22Q (1106.485445 sec): 3 clusters Score: Raw -73567.927030 + Penalty 1512.245885 = -72055.681144 nChanged 2 SP:Iteration 23Q (1106.585939 sec): 3 clusters Score: Raw -73569.922009 + Penalty 1512.245885 = -72057.676124 nChanged 4 SP:Iteration 24Q (1106.665715 sec): 3 clusters Score: Raw -73573.622932 + Penalty 1512.245885 = -72061.377046 nChanged 3 SP:Iteration 25Q (1106.764454 sec): 3 clusters Score: Raw -73574.262686 + Penalty 1512.245885 = -72062.016800 nChanged 2 SP:Iteration 26Q (1106.854571 sec): 3 clusters Score: Raw -73575.062510 + Penalty 1512.245885 = -72062.816625 nChanged 2 SP:Iteration 27Q (1106.951863 sec): 3 clusters Score: Raw -73577.597350 + Penalty 1512.245885 = -72065.351464 nChanged 3 SP:Iteration 28Q (1107.036384 sec): 3 clusters Score: Raw -73579.044832 + Penalty 1512.245885 = -72066.798946 nChanged 3 SP:Iteration 29Q (1107.129022 sec): 3 clusters Score: Raw -73582.291027 + Penalty 1512.245885 = -72070.045142 nChanged 5 SP:Iteration 30Q (1107.218507 sec): 3 clusters Score: Raw -73586.403135 + Penalty 1512.245885 = -72074.157249 nChanged 7 SP:Iteration 31Q (1107.320084 sec): 3 clusters Score: Raw -73591.896832 + Penalty 1512.245885 = -72079.650947 nChanged 11 SP:Iteration 32Q (1107.390209 sec): 3 clusters Score: Raw -73599.263871 + Penalty 1512.245885 = -72087.017985 nChanged 5 SP:Iteration 33Q (1107.485052 sec): 3 clusters Score: Raw -73602.682188 + Penalty 1512.245885 = -72090.436302 nChanged 5 SP:Iteration 34Q (1107.579481 sec): 3 clusters Score: Raw -73604.666383 + Penalty 1512.245885 = -72092.420498 nChanged 0 SP:Iteration 35F (1107.679550 sec): 3 clusters Score: Raw -73604.666383 + Penalty 1512.245885 = -72092.420498 nChanged 0 Trying to split cluster 5 (3105 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1107.740863 sec): 2 clusters Score: Raw -183835.302983 + Penalty 844.280744 = -182991.022238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1107.830570 sec): 3 clusters Score: Raw -182250.220652 + Penalty 1688.561489 = -180561.659163 nChanged 1222 SP:Iteration 1F (1107.915593 sec): 3 clusters Score: Raw -182932.873238 + Penalty 1688.561489 = -181244.311749 nChanged 200 SP:Iteration 2F (1107.997521 sec): 3 clusters Score: Raw -183042.580601 + Penalty 1688.561489 = -181354.019113 nChanged 167 SP:Iteration 3F (1108.085828 sec): 3 clusters Score: Raw -183135.127076 + Penalty 1688.561489 = -181446.565587 nChanged 158 SP:Iteration 4F (1108.179477 sec): 3 clusters Score: Raw -183243.856644 + Penalty 1688.561489 = -181555.295155 nChanged 150 SP:Iteration 5Q (1108.289612 sec): 3 clusters Score: Raw -183339.161646 + Penalty 1688.561489 = -181650.600157 nChanged 130 SP:Iteration 6Q (1108.361374 sec): 3 clusters Score: Raw -183426.336011 + Penalty 1688.561489 = -181737.774522 nChanged 124 SP:Iteration 7Q (1108.471647 sec): 3 clusters Score: Raw -183509.679568 + Penalty 1688.561489 = -181821.118079 nChanged 107 SP:Iteration 8Q (1108.568497 sec): 3 clusters Score: Raw -183570.035229 + Penalty 1688.561489 = -181881.473741 nChanged 85 SP:Iteration 9Q (1108.642724 sec): 3 clusters Score: Raw -183630.565909 + Penalty 1688.561489 = -181942.004420 nChanged 91 SP:Iteration 10Q (1108.732225 sec): 3 clusters Score: Raw -183698.069987 + Penalty 1688.561489 = -182009.508498 nChanged 90 SP:Iteration 11Q (1108.833922 sec): 3 clusters Score: Raw -183759.627226 + Penalty 1688.561489 = -182071.065737 nChanged 65 SP:Iteration 12Q (1108.923660 sec): 3 clusters Score: Raw -183800.765012 + Penalty 1688.561489 = -182112.203523 nChanged 51 SP:Iteration 13Q (1109.013149 sec): 3 clusters Score: Raw -183829.675289 + Penalty 1688.561489 = -182141.113800 nChanged 40 SP:Iteration 14Q (1109.105099 sec): 3 clusters Score: Raw -183853.088283 + Penalty 1688.561489 = -182164.526794 nChanged 37 SP:Iteration 15Q (1109.195912 sec): 3 clusters Score: Raw -183872.181490 + Penalty 1688.561489 = -182183.620002 nChanged 30 SP:Iteration 16Q (1109.283039 sec): 3 clusters Score: Raw -183885.371691 + Penalty 1688.561489 = -182196.810202 nChanged 21 SP:Iteration 17Q (1109.356515 sec): 3 clusters Score: Raw -183895.865060 + Penalty 1688.561489 = -182207.303571 nChanged 23 SP:Iteration 18Q (1109.446165 sec): 3 clusters Score: Raw -183906.227365 + Penalty 1688.561489 = -182217.665876 nChanged 14 SP:Iteration 19Q (1109.551123 sec): 3 clusters Score: Raw -183912.584399 + Penalty 1688.561489 = -182224.022910 nChanged 15 SP:Iteration 20F (1109.640046 sec): 3 clusters Score: Raw -183917.661321 + Penalty 1688.561489 = -182229.099832 nChanged 15 SP:Iteration 21Q (1109.721059 sec): 3 clusters Score: Raw -183922.252717 + Penalty 1688.561489 = -182233.691228 nChanged 13 SP:Iteration 22Q (1109.798378 sec): 3 clusters Score: Raw -183926.289668 + Penalty 1688.561489 = -182237.728179 nChanged 7 SP:Iteration 23Q (1109.897195 sec): 3 clusters Score: Raw -183927.751397 + Penalty 1688.561489 = -182239.189908 nChanged 6 SP:Iteration 24Q (1109.976361 sec): 3 clusters Score: Raw -183928.845622 + Penalty 1688.561489 = -182240.284133 nChanged 7 SP:Iteration 25Q (1110.075712 sec): 3 clusters Score: Raw -183930.981787 + Penalty 1688.561489 = -182242.420299 nChanged 5 SP:Iteration 26Q (1110.147224 sec): 3 clusters Score: Raw -183932.297693 + Penalty 1688.561489 = -182243.736204 nChanged 5 SP:Iteration 27Q (1110.251433 sec): 3 clusters Score: Raw -183934.571704 + Penalty 1688.561489 = -182246.010215 nChanged 7 SP:Iteration 28Q (1110.336005 sec): 3 clusters Score: Raw -183937.687074 + Penalty 1688.561489 = -182249.125585 nChanged 7 SP:Iteration 29Q (1110.414892 sec): 3 clusters Score: Raw -183939.484839 + Penalty 1688.561489 = -182250.923350 nChanged 6 SP:Iteration 30Q (1110.498065 sec): 3 clusters Score: Raw -183942.338807 + Penalty 1688.561489 = -182253.777318 nChanged 8 SP:Iteration 31Q (1110.606359 sec): 3 clusters Score: Raw -183945.949783 + Penalty 1688.561489 = -182257.388294 nChanged 12 SP:Iteration 32Q (1110.682278 sec): 3 clusters Score: Raw -183950.997892 + Penalty 1688.561489 = -182262.436403 nChanged 10 SP:Iteration 33Q (1110.772557 sec): 3 clusters Score: Raw -183954.785206 + Penalty 1688.561489 = -182266.223717 nChanged 8 SP:Iteration 34Q (1110.859296 sec): 3 clusters Score: Raw -183957.763479 + Penalty 1688.561489 = -182269.201990 nChanged 7 SP:Iteration 35Q (1110.952836 sec): 3 clusters Score: Raw -183960.390597 + Penalty 1688.561489 = -182271.829108 nChanged 11 SP:Iteration 36Q (1111.042535 sec): 3 clusters Score: Raw -183963.555203 + Penalty 1688.561489 = -182274.993714 nChanged 8 SP:Iteration 37Q (1111.122337 sec): 3 clusters Score: Raw -183965.964020 + Penalty 1688.561489 = -182277.402531 nChanged 12 SP:Iteration 38Q (1111.209437 sec): 3 clusters Score: Raw -183971.611410 + Penalty 1688.561489 = -182283.049921 nChanged 18 SP:Iteration 39Q (1111.282335 sec): 3 clusters Score: Raw -183979.524377 + Penalty 1688.561489 = -182290.962888 nChanged 17 SP:Iteration 40F (1111.373071 sec): 3 clusters Score: Raw -183989.311379 + Penalty 1688.561489 = -182300.749890 nChanged 23 SP:Iteration 41Q (1111.456749 sec): 3 clusters Score: Raw -184000.402418 + Penalty 1688.561489 = -182311.840929 nChanged 19 SP:Iteration 42Q (1111.553747 sec): 3 clusters Score: Raw -184008.688471 + Penalty 1688.561489 = -182320.126982 nChanged 14 SP:Iteration 43Q (1111.645099 sec): 3 clusters Score: Raw -184014.597498 + Penalty 1688.561489 = -182326.036009 nChanged 11 SP:Iteration 44Q (1111.740876 sec): 3 clusters Score: Raw -184020.096725 + Penalty 1688.561489 = -182331.535236 nChanged 14 SP:Iteration 45Q (1111.853439 sec): 3 clusters Score: Raw -184025.534078 + Penalty 1688.561489 = -182336.972589 nChanged 11 SP:Iteration 46Q (1111.961820 sec): 3 clusters Score: Raw -184029.310042 + Penalty 1688.561489 = -182340.748553 nChanged 10 SP:Iteration 47Q (1112.057985 sec): 3 clusters Score: Raw -184033.508702 + Penalty 1688.561489 = -182344.947214 nChanged 11 SP:Iteration 48Q (1112.143370 sec): 3 clusters Score: Raw -184040.590197 + Penalty 1688.561489 = -182352.028708 nChanged 9 SP:Iteration 49Q (1112.256961 sec): 3 clusters Score: Raw -184043.125472 + Penalty 1688.561489 = -182354.563984 nChanged 4 SP:Iteration 50Q (1112.325142 sec): 3 clusters Score: Raw -184044.587644 + Penalty 1688.561489 = -182356.026155 nChanged 3 SP:Iteration 51Q (1112.435273 sec): 3 clusters Score: Raw -184045.608708 + Penalty 1688.561489 = -182357.047219 nChanged 4 SP:Iteration 52Q (1112.510637 sec): 3 clusters Score: Raw -184047.162481 + Penalty 1688.561489 = -182358.600992 nChanged 5 SP:Iteration 53Q (1112.610396 sec): 3 clusters Score: Raw -184049.726342 + Penalty 1688.561489 = -182361.164853 nChanged 6 SP:Iteration 54Q (1112.697359 sec): 3 clusters Score: Raw -184051.665049 + Penalty 1688.561489 = -182363.103560 nChanged 8 SP:Iteration 55Q (1112.801564 sec): 3 clusters Score: Raw -184055.206281 + Penalty 1688.561489 = -182366.644792 nChanged 2 SP:Iteration 56Q (1112.892758 sec): 3 clusters Score: Raw -184055.587102 + Penalty 1688.561489 = -182367.025614 nChanged 1 SP:Iteration 57Q (1112.974153 sec): 3 clusters Score: Raw -184055.692485 + Penalty 1688.561489 = -182367.130996 nChanged 1 SP:Iteration 58Q (1113.055437 sec): 3 clusters Score: Raw -184055.806342 + Penalty 1688.561489 = -182367.244854 nChanged 0 SP:Iteration 59F (1113.162831 sec): 3 clusters Score: Raw -184055.806342 + Penalty 1688.561489 = -182367.244854 nChanged 0 Trying to split cluster 6 (1090 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1113.213105 sec): 2 clusters Score: Raw -40497.179519 + Penalty 734.362962 = -39762.816557 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1113.282354 sec): 3 clusters Score: Raw -40110.529753 + Penalty 1468.725925 = -38641.803828 nChanged 396 SP:Iteration 1F (1113.366525 sec): 3 clusters Score: Raw -40613.515088 + Penalty 1468.725925 = -39144.789164 nChanged 132 SP:Iteration 2F (1113.468349 sec): 3 clusters Score: Raw -40863.812182 + Penalty 1468.725925 = -39395.086257 nChanged 89 SP:Iteration 3F (1113.564284 sec): 3 clusters Score: Raw -40996.584138 + Penalty 1468.725925 = -39527.858213 nChanged 49 SP:Iteration 4Q (1113.640348 sec): 3 clusters Score: Raw -41056.748052 + Penalty 1468.725925 = -39588.022127 nChanged 23 SP:Iteration 5Q (1113.728152 sec): 3 clusters Score: Raw -41070.940444 + Penalty 1468.725925 = -39602.214519 nChanged 10 SP:Iteration 6Q (1113.803635 sec): 3 clusters Score: Raw -41079.686096 + Penalty 1468.725925 = -39610.960171 nChanged 7 SP:Iteration 7Q (1113.885728 sec): 3 clusters Score: Raw -41086.477954 + Penalty 1468.725925 = -39617.752029 nChanged 3 SP:Iteration 8Q (1113.986324 sec): 3 clusters Score: Raw -41089.633756 + Penalty 1468.725925 = -39620.907832 nChanged 3 SP:Iteration 9Q (1114.066433 sec): 3 clusters Score: Raw -41091.092999 + Penalty 1468.725925 = -39622.367074 nChanged 4 SP:Iteration 10Q (1114.158013 sec): 3 clusters Score: Raw -41093.409366 + Penalty 1468.725925 = -39624.683441 nChanged 4 SP:Iteration 11Q (1114.245925 sec): 3 clusters Score: Raw -41096.383978 + Penalty 1468.725925 = -39627.658053 nChanged 4 SP:Iteration 12Q (1114.314725 sec): 3 clusters Score: Raw -41097.918575 + Penalty 1468.725925 = -39629.192650 nChanged 2 SP:Iteration 13Q (1114.396333 sec): 3 clusters Score: Raw -41098.426706 + Penalty 1468.725925 = -39629.700781 nChanged 3 SP:Iteration 14Q (1114.494032 sec): 3 clusters Score: Raw -41099.767926 + Penalty 1468.725925 = -39631.042001 nChanged 6 SP:Iteration 15Q (1114.571018 sec): 3 clusters Score: Raw -41102.101291 + Penalty 1468.725925 = -39633.375366 nChanged 2 SP:Iteration 16Q (1114.654582 sec): 3 clusters Score: Raw -41103.543596 + Penalty 1468.725925 = -39634.817671 nChanged 1 SP:Iteration 17Q (1114.737099 sec): 3 clusters Score: Raw -41103.658744 + Penalty 1468.725925 = -39634.932820 nChanged 0 SP:Iteration 18F (1114.828489 sec): 3 clusters Score: Raw -41103.658744 + Penalty 1468.725925 = -39634.932820 nChanged 0 Trying to split cluster 7 (7086 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1114.901289 sec): 2 clusters Score: Raw -399784.240356 + Penalty 930.917010 = -398853.323347 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1114.993281 sec): 3 clusters Score: Raw -395768.797097 + Penalty 1861.834020 = -393906.963077 nChanged 2982 SP:Iteration 1F (1115.064764 sec): 3 clusters Score: Raw -397556.381814 + Penalty 1861.834020 = -395694.547794 nChanged 576 SP:Iteration 2F (1115.165258 sec): 3 clusters Score: Raw -397938.678254 + Penalty 1861.834020 = -396076.844234 nChanged 509 SP:Iteration 3F (1115.253739 sec): 3 clusters Score: Raw -398308.330281 + Penalty 1861.834020 = -396446.496261 nChanged 486 SP:Iteration 4F (1115.349650 sec): 3 clusters Score: Raw -398667.303369 + Penalty 1861.834020 = -396805.469349 nChanged 474 SP:Iteration 5F (1115.446074 sec): 3 clusters Score: Raw -399017.643727 + Penalty 1861.834020 = -397155.809707 nChanged 406 SP:Iteration 6F (1115.532485 sec): 3 clusters Score: Raw -399291.661499 + Penalty 1861.834020 = -397429.827479 nChanged 331 SP:Iteration 7Q (1115.619931 sec): 3 clusters Score: Raw -399513.065614 + Penalty 1861.834020 = -397651.231594 nChanged 233 SP:Iteration 8Q (1115.724457 sec): 3 clusters Score: Raw -399667.407456 + Penalty 1861.834020 = -397805.573436 nChanged 184 SP:Iteration 9Q (1115.806994 sec): 3 clusters Score: Raw -399798.406670 + Penalty 1861.834020 = -397936.572650 nChanged 143 SP:Iteration 10Q (1115.903785 sec): 3 clusters Score: Raw -399880.056385 + Penalty 1861.834020 = -398018.222365 nChanged 101 SP:Iteration 11Q (1115.976411 sec): 3 clusters Score: Raw -399937.625399 + Penalty 1861.834020 = -398075.791379 nChanged 94 SP:Iteration 12Q (1116.079931 sec): 3 clusters Score: Raw -400001.500319 + Penalty 1861.834020 = -398139.666299 nChanged 86 SP:Iteration 13Q (1116.171172 sec): 3 clusters Score: Raw -400060.006660 + Penalty 1861.834020 = -398198.172640 nChanged 67 SP:Iteration 14Q (1116.261214 sec): 3 clusters Score: Raw -400098.229586 + Penalty 1861.834020 = -398236.395566 nChanged 60 SP:Iteration 15Q (1116.354779 sec): 3 clusters Score: Raw -400123.934442 + Penalty 1861.834020 = -398262.100422 nChanged 43 SP:Iteration 16Q (1116.429291 sec): 3 clusters Score: Raw -400143.511747 + Penalty 1861.834020 = -398281.677727 nChanged 40 SP:Iteration 17Q (1116.541624 sec): 3 clusters Score: Raw -400167.986161 + Penalty 1861.834020 = -398306.152141 nChanged 43 SP:Iteration 18Q (1116.611751 sec): 3 clusters Score: Raw -400196.997204 + Penalty 1861.834020 = -398335.163184 nChanged 45 SP:Iteration 19Q (1116.722808 sec): 3 clusters Score: Raw -400216.146181 + Penalty 1861.834020 = -398354.312161 nChanged 39 SP:Iteration 20F (1116.808330 sec): 3 clusters Score: Raw -400230.321303 + Penalty 1861.834020 = -398368.487283 nChanged 34 SP:Iteration 21Q (1116.882711 sec): 3 clusters Score: Raw -400241.185238 + Penalty 1861.834020 = -398379.351218 nChanged 22 SP:Iteration 22Q (1116.977071 sec): 3 clusters Score: Raw -400247.086400 + Penalty 1861.834020 = -398385.252380 nChanged 20 SP:Iteration 23Q (1117.061896 sec): 3 clusters Score: Raw -400255.559132 + Penalty 1861.834020 = -398393.725112 nChanged 23 SP:Iteration 24Q (1117.174829 sec): 3 clusters Score: Raw -400265.378088 + Penalty 1861.834020 = -398403.544069 nChanged 17 SP:Iteration 25Q (1117.246357 sec): 3 clusters Score: Raw -400272.214203 + Penalty 1861.834020 = -398410.380183 nChanged 12 SP:Iteration 26Q (1117.352555 sec): 3 clusters Score: Raw -400276.840746 + Penalty 1861.834020 = -398415.006727 nChanged 16 SP:Iteration 27Q (1117.423375 sec): 3 clusters Score: Raw -400280.700970 + Penalty 1861.834020 = -398418.866950 nChanged 9 SP:Iteration 28Q (1117.523477 sec): 3 clusters Score: Raw -400283.110218 + Penalty 1861.834020 = -398421.276198 nChanged 10 SP:Iteration 29Q (1117.610581 sec): 3 clusters Score: Raw -400285.596565 + Penalty 1861.834020 = -398423.762545 nChanged 7 SP:Iteration 30Q (1117.702121 sec): 3 clusters Score: Raw -400287.362274 + Penalty 1861.834020 = -398425.528254 nChanged 3 SP:Iteration 31Q (1117.797826 sec): 3 clusters Score: Raw -400287.905108 + Penalty 1861.834020 = -398426.071088 nChanged 3 SP:Iteration 32Q (1117.889715 sec): 3 clusters Score: Raw -400288.625531 + Penalty 1861.834020 = -398426.791512 nChanged 3 SP:Iteration 33Q (1117.963776 sec): 3 clusters Score: Raw -400289.008816 + Penalty 1861.834020 = -398427.174796 nChanged 1 SP:Iteration 34Q (1118.075936 sec): 3 clusters Score: Raw -400289.073821 + Penalty 1861.834020 = -398427.239801 nChanged 0 SP:Iteration 35F (1118.163145 sec): 3 clusters Score: Raw -400289.073821 + Penalty 1861.834020 = -398427.239801 nChanged 0 Trying to split cluster 8 (8862 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1118.217893 sec): 2 clusters Score: Raw -507455.582620 + Penalty 954.400414 = -506501.182206 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1118.310477 sec): 3 clusters Score: Raw -502314.424426 + Penalty 1908.800828 = -500405.623598 nChanged 3914 SP:Iteration 1F (1118.400463 sec): 3 clusters Score: Raw -504545.142183 + Penalty 1908.800828 = -502636.341355 nChanged 650 SP:Iteration 2F (1118.507573 sec): 3 clusters Score: Raw -504987.469765 + Penalty 1908.800828 = -503078.668937 nChanged 683 SP:Iteration 3F (1118.586341 sec): 3 clusters Score: Raw -505553.908591 + Penalty 1908.800828 = -503645.107763 nChanged 655 SP:Iteration 4F (1118.698230 sec): 3 clusters Score: Raw -506122.463257 + Penalty 1908.800828 = -504213.662430 nChanged 616 SP:Iteration 5F (1118.798621 sec): 3 clusters Score: Raw -506608.681552 + Penalty 1908.800828 = -504699.880724 nChanged 499 SP:Iteration 6F (1118.891246 sec): 3 clusters Score: Raw -506983.801280 + Penalty 1908.800828 = -505075.000452 nChanged 405 SP:Iteration 7Q (1118.980955 sec): 3 clusters Score: Raw -507270.333937 + Penalty 1908.800828 = -505361.533109 nChanged 347 SP:Iteration 8Q (1119.080649 sec): 3 clusters Score: Raw -507501.491339 + Penalty 1908.800828 = -505592.690511 nChanged 278 SP:Iteration 9Q (1119.168334 sec): 3 clusters Score: Raw -507680.447499 + Penalty 1908.800828 = -505771.646671 nChanged 221 SP:Iteration 10Q (1119.250677 sec): 3 clusters Score: Raw -507823.853340 + Penalty 1908.800828 = -505915.052512 nChanged 221 SP:Iteration 11Q (1119.371415 sec): 3 clusters Score: Raw -507979.547602 + Penalty 1908.800828 = -506070.746774 nChanged 228 SP:Iteration 12Q (1119.469842 sec): 3 clusters Score: Raw -508181.857719 + Penalty 1908.800828 = -506273.056891 nChanged 224 SP:Iteration 13Q (1119.568478 sec): 3 clusters Score: Raw -508366.956591 + Penalty 1908.800828 = -506458.155764 nChanged 164 SP:Iteration 14Q (1119.648357 sec): 3 clusters Score: Raw -508481.115917 + Penalty 1908.800828 = -506572.315089 nChanged 156 SP:Iteration 15Q (1119.743901 sec): 3 clusters Score: Raw -508572.204750 + Penalty 1908.800828 = -506663.403922 nChanged 125 SP:Iteration 16Q (1119.835454 sec): 3 clusters Score: Raw -508627.758669 + Penalty 1908.800828 = -506718.957841 nChanged 86 SP:Iteration 17Q (1119.924692 sec): 3 clusters Score: Raw -508660.882095 + Penalty 1908.800828 = -506752.081267 nChanged 78 SP:Iteration 18Q (1120.022842 sec): 3 clusters Score: Raw -508681.407185 + Penalty 1908.800828 = -506772.606357 nChanged 47 SP:Iteration 19Q (1120.134743 sec): 3 clusters Score: Raw -508693.708836 + Penalty 1908.800828 = -506784.908009 nChanged 30 SP:Iteration 20F (1120.209812 sec): 3 clusters Score: Raw -508700.589966 + Penalty 1908.800828 = -506791.789138 nChanged 36 SP:Iteration 21Q (1120.309655 sec): 3 clusters Score: Raw -508707.778562 + Penalty 1908.800828 = -506798.977734 nChanged 31 SP:Iteration 22Q (1120.400885 sec): 3 clusters Score: Raw -508712.962708 + Penalty 1908.800828 = -506804.161880 nChanged 31 SP:Iteration 23Q (1120.485303 sec): 3 clusters Score: Raw -508718.287113 + Penalty 1908.800828 = -506809.486285 nChanged 20 SP:Iteration 24Q (1120.583345 sec): 3 clusters Score: Raw -508720.619773 + Penalty 1908.800828 = -506811.818945 nChanged 17 SP:Iteration 25Q (1120.668482 sec): 3 clusters Score: Raw -508723.462497 + Penalty 1908.800828 = -506814.661670 nChanged 15 SP:Iteration 26Q (1120.766119 sec): 3 clusters Score: Raw -508725.836252 + Penalty 1908.800828 = -506817.035424 nChanged 14 SP:Iteration 27Q (1120.867066 sec): 3 clusters Score: Raw -508727.840109 + Penalty 1908.800828 = -506819.039281 nChanged 14 SP:Iteration 28Q (1120.967714 sec): 3 clusters Score: Raw -508729.295977 + Penalty 1908.800828 = -506820.495149 nChanged 8 SP:Iteration 29Q (1121.052546 sec): 3 clusters Score: Raw -508729.915227 + Penalty 1908.800828 = -506821.114400 nChanged 8 SP:Iteration 30Q (1121.142110 sec): 3 clusters Score: Raw -508730.559775 + Penalty 1908.800828 = -506821.758947 nChanged 5 SP:Iteration 31Q (1121.246465 sec): 3 clusters Score: Raw -508731.211316 + Penalty 1908.800828 = -506822.410488 nChanged 4 SP:Iteration 32Q (1121.326300 sec): 3 clusters Score: Raw -508731.518109 + Penalty 1908.800828 = -506822.717281 nChanged 3 SP:Iteration 33Q (1121.432337 sec): 3 clusters Score: Raw -508731.690483 + Penalty 1908.800828 = -506822.889655 nChanged 2 SP:Iteration 34Q (1121.532202 sec): 3 clusters Score: Raw -508731.793265 + Penalty 1908.800828 = -506822.992437 nChanged 1 SP:Iteration 35Q (1121.605828 sec): 3 clusters Score: Raw -508731.852803 + Penalty 1908.800828 = -506823.051975 nChanged 0 SP:Iteration 36F (1121.710975 sec): 3 clusters Score: Raw -508731.852803 + Penalty 1908.800828 = -506823.051975 nChanged 0 Score: Raw -4219508.124038 + Penalty 20106.221497 = -4199401.902541 Splitting cluster 8 changes total score from -4199307.951497 to -4199401.902541 So it's getting split into cluster 17. Trying to split cluster 9 (2864 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1123.169063 sec): 2 clusters Score: Raw -167394.385150 + Penalty 835.797325 = -166558.587824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1123.243236 sec): 3 clusters Score: Raw -165957.928880 + Penalty 1671.594651 = -164286.334229 nChanged 1140 SP:Iteration 1F (1123.332789 sec): 3 clusters Score: Raw -166706.765888 + Penalty 1671.594651 = -165035.171238 nChanged 271 SP:Iteration 2F (1123.415167 sec): 3 clusters Score: Raw -166948.396740 + Penalty 1671.594651 = -165276.802089 nChanged 209 SP:Iteration 3F (1123.489712 sec): 3 clusters Score: Raw -167130.373324 + Penalty 1671.594651 = -165458.778673 nChanged 173 SP:Iteration 4F (1123.574565 sec): 3 clusters Score: Raw -167267.095611 + Penalty 1671.594651 = -165595.500960 nChanged 119 SP:Iteration 5Q (1123.675902 sec): 3 clusters Score: Raw -167368.207657 + Penalty 1671.594651 = -165696.613006 nChanged 89 SP:Iteration 6Q (1123.748985 sec): 3 clusters Score: Raw -167449.016414 + Penalty 1671.594651 = -165777.421763 nChanged 77 SP:Iteration 7Q (1123.854851 sec): 3 clusters Score: Raw -167514.643635 + Penalty 1671.594651 = -165843.048984 nChanged 59 SP:Iteration 8Q (1123.922890 sec): 3 clusters Score: Raw -167554.916657 + Penalty 1671.594651 = -165883.322006 nChanged 48 SP:Iteration 9Q (1124.000734 sec): 3 clusters Score: Raw -167582.799676 + Penalty 1671.594651 = -165911.205025 nChanged 33 SP:Iteration 10Q (1124.103261 sec): 3 clusters Score: Raw -167612.222522 + Penalty 1671.594651 = -165940.627871 nChanged 34 SP:Iteration 11Q (1124.192216 sec): 3 clusters Score: Raw -167640.891207 + Penalty 1671.594651 = -165969.296556 nChanged 28 SP:Iteration 12Q (1124.269339 sec): 3 clusters Score: Raw -167662.243155 + Penalty 1671.594651 = -165990.648504 nChanged 26 SP:Iteration 13Q (1124.340254 sec): 3 clusters Score: Raw -167680.122090 + Penalty 1671.594651 = -166008.527440 nChanged 19 SP:Iteration 14Q (1124.429069 sec): 3 clusters Score: Raw -167690.121358 + Penalty 1671.594651 = -166018.526707 nChanged 14 SP:Iteration 15Q (1124.526697 sec): 3 clusters Score: Raw -167696.776453 + Penalty 1671.594651 = -166025.181802 nChanged 8 SP:Iteration 16Q (1124.607005 sec): 3 clusters Score: Raw -167699.159987 + Penalty 1671.594651 = -166027.565336 nChanged 7 SP:Iteration 17Q (1124.691701 sec): 3 clusters Score: Raw -167702.330466 + Penalty 1671.594651 = -166030.735815 nChanged 8 SP:Iteration 18Q (1124.785706 sec): 3 clusters Score: Raw -167704.914765 + Penalty 1671.594651 = -166033.320114 nChanged 7 SP:Iteration 19Q (1124.868966 sec): 3 clusters Score: Raw -167707.976232 + Penalty 1671.594651 = -166036.381581 nChanged 6 SP:Iteration 20F (1124.965640 sec): 3 clusters Score: Raw -167710.668429 + Penalty 1671.594651 = -166039.073778 nChanged 4 SP:Iteration 21Q (1125.046776 sec): 3 clusters Score: Raw -167712.456886 + Penalty 1671.594651 = -166040.862235 nChanged 2 SP:Iteration 22Q (1125.118196 sec): 3 clusters Score: Raw -167712.939319 + Penalty 1671.594651 = -166041.344669 nChanged 3 SP:Iteration 23Q (1125.207761 sec): 3 clusters Score: Raw -167715.127075 + Penalty 1671.594651 = -166043.532424 nChanged 3 SP:Iteration 24Q (1125.303898 sec): 3 clusters Score: Raw -167716.136384 + Penalty 1671.594651 = -166044.541734 nChanged 2 SP:Iteration 25Q (1125.375440 sec): 3 clusters Score: Raw -167716.587398 + Penalty 1671.594651 = -166044.992747 nChanged 4 SP:Iteration 26Q (1125.483360 sec): 3 clusters Score: Raw -167717.872158 + Penalty 1671.594651 = -166046.277507 nChanged 2 SP:Iteration 27Q (1125.551013 sec): 3 clusters Score: Raw -167718.714641 + Penalty 1671.594651 = -166047.119991 nChanged 1 SP:Iteration 28Q (1125.637307 sec): 3 clusters Score: Raw -167719.155142 + Penalty 1671.594651 = -166047.560491 nChanged 0 SP:Iteration 29F (1125.738916 sec): 3 clusters Score: Raw -167719.155142 + Penalty 1671.594651 = -166047.560491 nChanged 0 Trying to split cluster 10 (2705 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1125.790848 sec): 2 clusters Score: Raw -126448.358733 + Penalty 829.800005 = -125618.558728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1125.875612 sec): 3 clusters Score: Raw -125094.974372 + Penalty 1659.600010 = -123435.374361 nChanged 1086 SP:Iteration 1F (1125.947878 sec): 3 clusters Score: Raw -125839.243909 + Penalty 1659.600010 = -124179.643899 nChanged 263 SP:Iteration 2F (1126.035769 sec): 3 clusters Score: Raw -126073.462064 + Penalty 1659.600010 = -124413.862054 nChanged 192 SP:Iteration 3F (1126.112800 sec): 3 clusters Score: Raw -126223.064617 + Penalty 1659.600010 = -124563.464607 nChanged 149 SP:Iteration 4F (1126.213001 sec): 3 clusters Score: Raw -126388.828005 + Penalty 1659.600010 = -124729.227995 nChanged 158 SP:Iteration 5F (1126.298861 sec): 3 clusters Score: Raw -126576.200227 + Penalty 1659.600010 = -124916.600217 nChanged 140 SP:Iteration 6F (1126.370357 sec): 3 clusters Score: Raw -126735.829605 + Penalty 1659.600010 = -125076.229594 nChanged 111 SP:Iteration 7Q (1126.457036 sec): 3 clusters Score: Raw -126861.262625 + Penalty 1659.600010 = -125201.662614 nChanged 104 SP:Iteration 8Q (1126.547510 sec): 3 clusters Score: Raw -126947.093745 + Penalty 1659.600010 = -125287.493735 nChanged 69 SP:Iteration 9Q (1126.626762 sec): 3 clusters Score: Raw -126990.391035 + Penalty 1659.600010 = -125330.791025 nChanged 42 SP:Iteration 10Q (1126.723729 sec): 3 clusters Score: Raw -127010.986328 + Penalty 1659.600010 = -125351.386317 nChanged 31 SP:Iteration 11Q (1126.837713 sec): 3 clusters Score: Raw -127024.456644 + Penalty 1659.600010 = -125364.856634 nChanged 28 SP:Iteration 12Q (1126.930398 sec): 3 clusters Score: Raw -127035.388151 + Penalty 1659.600010 = -125375.788141 nChanged 25 SP:Iteration 13Q (1127.032887 sec): 3 clusters Score: Raw -127050.402656 + Penalty 1659.600010 = -125390.802645 nChanged 22 SP:Iteration 14Q (1127.140799 sec): 3 clusters Score: Raw -127060.350315 + Penalty 1659.600010 = -125400.750305 nChanged 16 SP:Iteration 15Q (1127.224363 sec): 3 clusters Score: Raw -127069.216682 + Penalty 1659.600010 = -125409.616672 nChanged 13 SP:Iteration 16Q (1127.322520 sec): 3 clusters Score: Raw -127075.960567 + Penalty 1659.600010 = -125416.360557 nChanged 19 SP:Iteration 17Q (1127.391402 sec): 3 clusters Score: Raw -127084.790824 + Penalty 1659.600010 = -125425.190813 nChanged 18 SP:Iteration 18Q (1127.482426 sec): 3 clusters Score: Raw -127090.915753 + Penalty 1659.600010 = -125431.315743 nChanged 14 SP:Iteration 19Q (1127.567603 sec): 3 clusters Score: Raw -127095.381044 + Penalty 1659.600010 = -125435.781034 nChanged 8 SP:Iteration 20F (1127.653004 sec): 3 clusters Score: Raw -127098.540473 + Penalty 1659.600010 = -125438.940463 nChanged 9 SP:Iteration 21Q (1127.746883 sec): 3 clusters Score: Raw -127100.571184 + Penalty 1659.600010 = -125440.971174 nChanged 3 SP:Iteration 22Q (1127.835433 sec): 3 clusters Score: Raw -127102.105097 + Penalty 1659.600010 = -125442.505087 nChanged 7 SP:Iteration 23Q (1127.928700 sec): 3 clusters Score: Raw -127105.876858 + Penalty 1659.600010 = -125446.276848 nChanged 10 SP:Iteration 24Q (1128.029487 sec): 3 clusters Score: Raw -127110.222199 + Penalty 1659.600010 = -125450.622189 nChanged 7 SP:Iteration 25Q (1128.096771 sec): 3 clusters Score: Raw -127112.133346 + Penalty 1659.600010 = -125452.533336 nChanged 5 SP:Iteration 26Q (1128.192066 sec): 3 clusters Score: Raw -127112.664227 + Penalty 1659.600010 = -125453.064216 nChanged 1 SP:Iteration 27Q (1128.294877 sec): 3 clusters Score: Raw -127112.837044 + Penalty 1659.600010 = -125453.237034 nChanged 2 SP:Iteration 28Q (1128.363944 sec): 3 clusters Score: Raw -127113.031474 + Penalty 1659.600010 = -125453.431464 nChanged 1 SP:Iteration 29Q (1128.458309 sec): 3 clusters Score: Raw -127113.132993 + Penalty 1659.600010 = -125453.532982 nChanged 2 SP:Iteration 30Q (1128.532701 sec): 3 clusters Score: Raw -127113.303217 + Penalty 1659.600010 = -125453.703207 nChanged 1 SP:Iteration 31Q (1128.617783 sec): 3 clusters Score: Raw -127113.426032 + Penalty 1659.600010 = -125453.826022 nChanged 0 SP:Iteration 32F (1128.707499 sec): 3 clusters Score: Raw -127113.426032 + Penalty 1659.600010 = -125453.826022 nChanged 0 Trying to split cluster 11 (2811 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1128.767309 sec): 2 clusters Score: Raw -149332.241202 + Penalty 833.836035 = -148498.405167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1128.850518 sec): 3 clusters Score: Raw -147917.857154 + Penalty 1667.672070 = -146250.185084 nChanged 1096 SP:Iteration 1F (1128.941533 sec): 3 clusters Score: Raw -148735.401997 + Penalty 1667.672070 = -147067.729927 nChanged 274 SP:Iteration 2F (1129.036439 sec): 3 clusters Score: Raw -148974.948182 + Penalty 1667.672070 = -147307.276112 nChanged 183 SP:Iteration 3F (1129.117613 sec): 3 clusters Score: Raw -149109.750857 + Penalty 1667.672070 = -147442.078787 nChanged 136 SP:Iteration 4Q (1129.188791 sec): 3 clusters Score: Raw -149212.923871 + Penalty 1667.672070 = -147545.251801 nChanged 108 SP:Iteration 5Q (1129.277240 sec): 3 clusters Score: Raw -149294.621405 + Penalty 1667.672070 = -147626.949335 nChanged 97 SP:Iteration 6Q (1129.373131 sec): 3 clusters Score: Raw -149349.945803 + Penalty 1667.672070 = -147682.273733 nChanged 74 SP:Iteration 7Q (1129.460112 sec): 3 clusters Score: Raw -149382.295237 + Penalty 1667.672070 = -147714.623167 nChanged 42 SP:Iteration 8Q (1129.541921 sec): 3 clusters Score: Raw -149404.774681 + Penalty 1667.672070 = -147737.102611 nChanged 40 SP:Iteration 9Q (1129.622642 sec): 3 clusters Score: Raw -149425.877469 + Penalty 1667.672070 = -147758.205400 nChanged 35 SP:Iteration 10Q (1129.725466 sec): 3 clusters Score: Raw -149445.841314 + Penalty 1667.672070 = -147778.169244 nChanged 33 SP:Iteration 11Q (1129.805616 sec): 3 clusters Score: Raw -149474.421735 + Penalty 1667.672070 = -147806.749665 nChanged 60 SP:Iteration 12Q (1129.891585 sec): 3 clusters Score: Raw -149520.980806 + Penalty 1667.672070 = -147853.308736 nChanged 49 SP:Iteration 13Q (1129.972271 sec): 3 clusters Score: Raw -149558.847431 + Penalty 1667.672070 = -147891.175361 nChanged 36 SP:Iteration 14Q (1130.052115 sec): 3 clusters Score: Raw -149580.478010 + Penalty 1667.672070 = -147912.805940 nChanged 23 SP:Iteration 15Q (1130.133485 sec): 3 clusters Score: Raw -149596.408751 + Penalty 1667.672070 = -147928.736681 nChanged 20 SP:Iteration 16Q (1130.206807 sec): 3 clusters Score: Raw -149608.114547 + Penalty 1667.672070 = -147940.442478 nChanged 26 SP:Iteration 17Q (1130.292358 sec): 3 clusters Score: Raw -149620.613091 + Penalty 1667.672070 = -147952.941021 nChanged 24 SP:Iteration 18Q (1130.402145 sec): 3 clusters Score: Raw -149630.317922 + Penalty 1667.672070 = -147962.645852 nChanged 20 SP:Iteration 19Q (1130.485906 sec): 3 clusters Score: Raw -149642.590699 + Penalty 1667.672070 = -147974.918629 nChanged 19 SP:Iteration 20F (1130.590269 sec): 3 clusters Score: Raw -149652.186803 + Penalty 1667.672070 = -147984.514733 nChanged 15 SP:Iteration 21Q (1130.680771 sec): 3 clusters Score: Raw -149658.216717 + Penalty 1667.672070 = -147990.544647 nChanged 16 SP:Iteration 22Q (1130.762028 sec): 3 clusters Score: Raw -149671.409126 + Penalty 1667.672070 = -148003.737056 nChanged 17 SP:Iteration 23Q (1130.854517 sec): 3 clusters Score: Raw -149683.430049 + Penalty 1667.672070 = -148015.757979 nChanged 11 SP:Iteration 24Q (1130.932239 sec): 3 clusters Score: Raw -149688.729583 + Penalty 1667.672070 = -148021.057513 nChanged 10 SP:Iteration 25Q (1131.025337 sec): 3 clusters Score: Raw -149692.738882 + Penalty 1667.672070 = -148025.066812 nChanged 8 SP:Iteration 26Q (1131.113103 sec): 3 clusters Score: Raw -149694.847684 + Penalty 1667.672070 = -148027.175614 nChanged 3 SP:Iteration 27Q (1131.208887 sec): 3 clusters Score: Raw -149696.527781 + Penalty 1667.672070 = -148028.855711 nChanged 3 SP:Iteration 28Q (1131.290288 sec): 3 clusters Score: Raw -149697.139940 + Penalty 1667.672070 = -148029.467870 nChanged 1 SP:Iteration 29Q (1131.391854 sec): 3 clusters Score: Raw -149697.300755 + Penalty 1667.672070 = -148029.628685 nChanged 1 SP:Iteration 30Q (1131.469232 sec): 3 clusters Score: Raw -149697.527762 + Penalty 1667.672070 = -148029.855692 nChanged 1 SP:Iteration 31Q (1131.576812 sec): 3 clusters Score: Raw -149697.658860 + Penalty 1667.672070 = -148029.986791 nChanged 2 SP:Iteration 32Q (1131.658868 sec): 3 clusters Score: Raw -149698.285613 + Penalty 1667.672070 = -148030.613543 nChanged 0 SP:Iteration 33F (1131.741757 sec): 3 clusters Score: Raw -149698.285613 + Penalty 1667.672070 = -148030.613543 nChanged 0 Trying to split cluster 12 (2757 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1131.789353 sec): 2 clusters Score: Raw -168336.055963 + Penalty 831.799333 = -167504.256630 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1131.866399 sec): 3 clusters Score: Raw -166944.063437 + Penalty 1663.598666 = -165280.464771 nChanged 1090 SP:Iteration 1F (1131.961315 sec): 3 clusters Score: Raw -167572.971815 + Penalty 1663.598666 = -165909.373148 nChanged 192 SP:Iteration 2F (1132.034691 sec): 3 clusters Score: Raw -167668.458024 + Penalty 1663.598666 = -166004.859358 nChanged 127 SP:Iteration 3Q (1132.131514 sec): 3 clusters Score: Raw -167719.564209 + Penalty 1663.598666 = -166055.965543 nChanged 84 SP:Iteration 4Q (1132.235290 sec): 3 clusters Score: Raw -167766.742121 + Penalty 1663.598666 = -166103.143455 nChanged 84 SP:Iteration 5Q (1132.305883 sec): 3 clusters Score: Raw -167801.670437 + Penalty 1663.598666 = -166138.071770 nChanged 64 SP:Iteration 6Q (1132.422380 sec): 3 clusters Score: Raw -167827.281334 + Penalty 1663.598666 = -166163.682667 nChanged 55 SP:Iteration 7Q (1132.507072 sec): 3 clusters Score: Raw -167854.082493 + Penalty 1663.598666 = -166190.483827 nChanged 66 SP:Iteration 8Q (1132.601534 sec): 3 clusters Score: Raw -167887.026856 + Penalty 1663.598666 = -166223.428190 nChanged 71 SP:Iteration 9Q (1132.669983 sec): 3 clusters Score: Raw -167919.993900 + Penalty 1663.598666 = -166256.395233 nChanged 66 SP:Iteration 10Q (1132.756784 sec): 3 clusters Score: Raw -167954.432538 + Penalty 1663.598666 = -166290.833872 nChanged 71 SP:Iteration 11Q (1132.860360 sec): 3 clusters Score: Raw -167995.860530 + Penalty 1663.598666 = -166332.261864 nChanged 71 SP:Iteration 12Q (1132.958788 sec): 3 clusters Score: Raw -168024.595412 + Penalty 1663.598666 = -166360.996746 nChanged 39 SP:Iteration 13Q (1133.039334 sec): 3 clusters Score: Raw -168039.805356 + Penalty 1663.598666 = -166376.206689 nChanged 35 SP:Iteration 14Q (1133.114965 sec): 3 clusters Score: Raw -168055.400300 + Penalty 1663.598666 = -166391.801633 nChanged 29 SP:Iteration 15Q (1133.231872 sec): 3 clusters Score: Raw -168066.165089 + Penalty 1663.598666 = -166402.566423 nChanged 29 SP:Iteration 16Q (1133.302165 sec): 3 clusters Score: Raw -168076.485902 + Penalty 1663.598666 = -166412.887236 nChanged 35 SP:Iteration 17Q (1133.406703 sec): 3 clusters Score: Raw -168090.017490 + Penalty 1663.598666 = -166426.418824 nChanged 26 SP:Iteration 18Q (1133.496606 sec): 3 clusters Score: Raw -168101.117620 + Penalty 1663.598666 = -166437.518954 nChanged 23 SP:Iteration 19Q (1133.578975 sec): 3 clusters Score: Raw -168108.846454 + Penalty 1663.598666 = -166445.247788 nChanged 22 SP:Iteration 20F (1133.680427 sec): 3 clusters Score: Raw -168116.538454 + Penalty 1663.598666 = -166452.939788 nChanged 21 SP:Iteration 21Q (1133.761558 sec): 3 clusters Score: Raw -168124.489281 + Penalty 1663.598666 = -166460.890614 nChanged 17 SP:Iteration 22Q (1133.846271 sec): 3 clusters Score: Raw -168132.457794 + Penalty 1663.598666 = -166468.859128 nChanged 21 SP:Iteration 23Q (1133.949415 sec): 3 clusters Score: Raw -168142.697215 + Penalty 1663.598666 = -166479.098548 nChanged 28 SP:Iteration 24Q (1134.042331 sec): 3 clusters Score: Raw -168155.035461 + Penalty 1663.598666 = -166491.436795 nChanged 35 SP:Iteration 25Q (1134.113418 sec): 3 clusters Score: Raw -168167.087507 + Penalty 1663.598666 = -166503.488840 nChanged 23 SP:Iteration 26Q (1134.193539 sec): 3 clusters Score: Raw -168176.638988 + Penalty 1663.598666 = -166513.040322 nChanged 31 SP:Iteration 27Q (1134.296039 sec): 3 clusters Score: Raw -168191.349981 + Penalty 1663.598666 = -166527.751315 nChanged 39 SP:Iteration 28Q (1134.382587 sec): 3 clusters Score: Raw -168209.940848 + Penalty 1663.598666 = -166546.342182 nChanged 39 SP:Iteration 29Q (1134.454514 sec): 3 clusters Score: Raw -168233.132728 + Penalty 1663.598666 = -166569.534062 nChanged 41 SP:Iteration 30Q (1134.535397 sec): 3 clusters Score: Raw -168263.257119 + Penalty 1663.598666 = -166599.658453 nChanged 37 SP:Iteration 31Q (1134.618749 sec): 3 clusters Score: Raw -168286.287675 + Penalty 1663.598666 = -166622.689009 nChanged 37 SP:Iteration 32Q (1134.723969 sec): 3 clusters Score: Raw -168305.512089 + Penalty 1663.598666 = -166641.913422 nChanged 27 SP:Iteration 33Q (1134.813925 sec): 3 clusters Score: Raw -168318.010302 + Penalty 1663.598666 = -166654.411636 nChanged 24 SP:Iteration 34Q (1134.893776 sec): 3 clusters Score: Raw -168327.356285 + Penalty 1663.598666 = -166663.757618 nChanged 32 SP:Iteration 35Q (1134.986631 sec): 3 clusters Score: Raw -168337.627469 + Penalty 1663.598666 = -166674.028802 nChanged 27 SP:Iteration 36Q (1135.085659 sec): 3 clusters Score: Raw -168348.039574 + Penalty 1663.598666 = -166684.440908 nChanged 23 SP:Iteration 37Q (1135.171867 sec): 3 clusters Score: Raw -168358.995755 + Penalty 1663.598666 = -166695.397089 nChanged 17 SP:Iteration 38Q (1135.276322 sec): 3 clusters Score: Raw -168368.871851 + Penalty 1663.598666 = -166705.273185 nChanged 20 SP:Iteration 39Q (1135.357287 sec): 3 clusters Score: Raw -168379.131651 + Penalty 1663.598666 = -166715.532985 nChanged 17 SP:Iteration 40F (1135.443412 sec): 3 clusters Score: Raw -168385.794348 + Penalty 1663.598666 = -166722.195682 nChanged 11 SP:Iteration 41Q (1135.520305 sec): 3 clusters Score: Raw -168391.769083 + Penalty 1663.598666 = -166728.170416 nChanged 16 SP:Iteration 42Q (1135.621470 sec): 3 clusters Score: Raw -168395.778479 + Penalty 1663.598666 = -166732.179813 nChanged 9 SP:Iteration 43Q (1135.702779 sec): 3 clusters Score: Raw -168398.122127 + Penalty 1663.598666 = -166734.523460 nChanged 8 SP:Iteration 44Q (1135.789145 sec): 3 clusters Score: Raw -168400.566988 + Penalty 1663.598666 = -166736.968322 nChanged 8 SP:Iteration 45Q (1135.862870 sec): 3 clusters Score: Raw -168403.075574 + Penalty 1663.598666 = -166739.476907 nChanged 7 SP:Iteration 46Q (1135.939819 sec): 3 clusters Score: Raw -168405.822648 + Penalty 1663.598666 = -166742.223982 nChanged 3 SP:Iteration 47Q (1136.027245 sec): 3 clusters Score: Raw -168406.563023 + Penalty 1663.598666 = -166742.964357 nChanged 2 SP:Iteration 48Q (1136.102467 sec): 3 clusters Score: Raw -168406.897005 + Penalty 1663.598666 = -166743.298338 nChanged 1 SP:Iteration 49Q (1136.186022 sec): 3 clusters Score: Raw -168406.984917 + Penalty 1663.598666 = -166743.386251 nChanged 0 SP:Iteration 50F (1136.292301 sec): 3 clusters Score: Raw -168406.984917 + Penalty 1663.598666 = -166743.386251 nChanged 0 Trying to split cluster 13 (1484 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1136.335650 sec): 2 clusters Score: Raw -72301.559056 + Penalty 766.762124 = -71534.796932 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1136.410237 sec): 3 clusters Score: Raw -71663.779773 + Penalty 1533.524249 = -70130.255524 nChanged 575 SP:Iteration 1F (1136.493526 sec): 3 clusters Score: Raw -72130.056577 + Penalty 1533.524249 = -70596.532328 nChanged 146 SP:Iteration 2F (1136.581698 sec): 3 clusters Score: Raw -72305.495463 + Penalty 1533.524249 = -70771.971214 nChanged 119 SP:Iteration 3F (1136.660101 sec): 3 clusters Score: Raw -72478.077450 + Penalty 1533.524249 = -70944.553201 nChanged 113 SP:Iteration 4F (1136.737325 sec): 3 clusters Score: Raw -72674.591862 + Penalty 1533.524249 = -71141.067613 nChanged 89 SP:Iteration 5F (1136.841220 sec): 3 clusters Score: Raw -72827.817482 + Penalty 1533.524249 = -71294.293233 nChanged 69 SP:Iteration 6Q (1136.914933 sec): 3 clusters Score: Raw -72925.832674 + Penalty 1533.524249 = -71392.308425 nChanged 56 SP:Iteration 7Q (1137.014881 sec): 3 clusters Score: Raw -73002.253786 + Penalty 1533.524249 = -71468.729537 nChanged 46 SP:Iteration 8Q (1137.106635 sec): 3 clusters Score: Raw -73073.103121 + Penalty 1533.524249 = -71539.578872 nChanged 42 SP:Iteration 9Q (1137.179661 sec): 3 clusters Score: Raw -73134.187433 + Penalty 1533.524249 = -71600.663184 nChanged 45 SP:Iteration 10Q (1137.251586 sec): 3 clusters Score: Raw -73178.487871 + Penalty 1533.524249 = -71644.963622 nChanged 29 SP:Iteration 11Q (1137.355386 sec): 3 clusters Score: Raw -73212.637835 + Penalty 1533.524249 = -71679.113586 nChanged 24 SP:Iteration 12Q (1137.440059 sec): 3 clusters Score: Raw -73237.339678 + Penalty 1533.524249 = -71703.815429 nChanged 16 SP:Iteration 13Q (1137.516985 sec): 3 clusters Score: Raw -73247.725729 + Penalty 1533.524249 = -71714.201480 nChanged 9 SP:Iteration 14Q (1137.608621 sec): 3 clusters Score: Raw -73252.966449 + Penalty 1533.524249 = -71719.442200 nChanged 4 SP:Iteration 15Q (1137.701690 sec): 3 clusters Score: Raw -73255.116125 + Penalty 1533.524249 = -71721.591876 nChanged 2 SP:Iteration 16Q (1137.792670 sec): 3 clusters Score: Raw -73255.939263 + Penalty 1533.524249 = -71722.415014 nChanged 3 SP:Iteration 17Q (1137.883671 sec): 3 clusters Score: Raw -73258.576641 + Penalty 1533.524249 = -71725.052392 nChanged 3 SP:Iteration 18Q (1137.982613 sec): 3 clusters Score: Raw -73260.902802 + Penalty 1533.524249 = -71727.378553 nChanged 3 SP:Iteration 19Q (1138.066493 sec): 3 clusters Score: Raw -73262.343305 + Penalty 1533.524249 = -71728.819056 nChanged 0 SP:Iteration 20F (1138.172406 sec): 3 clusters Score: Raw -73262.343305 + Penalty 1533.524249 = -71728.819056 nChanged 0 Score: Raw -4220468.908286 + Penalty 21288.940409 = -4199179.967877 Splitting cluster 13 changes total score from -4199307.951497 to -4199179.967877 So it's not getting split. Trying to split cluster 14 (1525 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1139.860890 sec): 2 clusters Score: Raw -89374.886054 + Penalty 769.623717 = -88605.262337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1139.954793 sec): 3 clusters Score: Raw -88714.719411 + Penalty 1539.247435 = -87175.471976 nChanged 555 SP:Iteration 1F (1140.054413 sec): 3 clusters Score: Raw -89064.184392 + Penalty 1539.247435 = -87524.936957 nChanged 114 SP:Iteration 2F (1140.155146 sec): 3 clusters Score: Raw -89128.149894 + Penalty 1539.247435 = -87588.902459 nChanged 65 SP:Iteration 3Q (1140.227953 sec): 3 clusters Score: Raw -89171.933881 + Penalty 1539.247435 = -87632.686447 nChanged 47 SP:Iteration 4Q (1140.328835 sec): 3 clusters Score: Raw -89201.004941 + Penalty 1539.247435 = -87661.757506 nChanged 39 SP:Iteration 5Q (1140.416046 sec): 3 clusters Score: Raw -89223.538121 + Penalty 1539.247435 = -87684.290686 nChanged 34 SP:Iteration 6Q (1140.493837 sec): 3 clusters Score: Raw -89245.190883 + Penalty 1539.247435 = -87705.943448 nChanged 42 SP:Iteration 7Q (1140.598269 sec): 3 clusters Score: Raw -89271.549391 + Penalty 1539.247435 = -87732.301957 nChanged 51 SP:Iteration 8Q (1140.681629 sec): 3 clusters Score: Raw -89304.285419 + Penalty 1539.247435 = -87765.037985 nChanged 46 SP:Iteration 9Q (1140.769432 sec): 3 clusters Score: Raw -89338.499988 + Penalty 1539.247435 = -87799.252553 nChanged 60 SP:Iteration 10Q (1140.858701 sec): 3 clusters Score: Raw -89386.857933 + Penalty 1539.247435 = -87847.610499 nChanged 62 SP:Iteration 11Q (1140.940105 sec): 3 clusters Score: Raw -89444.977837 + Penalty 1539.247435 = -87905.730403 nChanged 59 SP:Iteration 12Q (1141.013785 sec): 3 clusters Score: Raw -89504.628426 + Penalty 1539.247435 = -87965.380992 nChanged 52 SP:Iteration 13Q (1141.102288 sec): 3 clusters Score: Raw -89553.907051 + Penalty 1539.247435 = -88014.659616 nChanged 37 SP:Iteration 14Q (1141.187784 sec): 3 clusters Score: Raw -89577.721816 + Penalty 1539.247435 = -88038.474382 nChanged 31 SP:Iteration 15Q (1141.295316 sec): 3 clusters Score: Raw -89595.436315 + Penalty 1539.247435 = -88056.188880 nChanged 20 SP:Iteration 16Q (1141.372635 sec): 3 clusters Score: Raw -89610.723548 + Penalty 1539.247435 = -88071.476113 nChanged 23 SP:Iteration 17Q (1141.488915 sec): 3 clusters Score: Raw -89627.665384 + Penalty 1539.247435 = -88088.417949 nChanged 16 SP:Iteration 18Q (1141.564282 sec): 3 clusters Score: Raw -89636.143210 + Penalty 1539.247435 = -88096.895775 nChanged 8 SP:Iteration 19Q (1141.655346 sec): 3 clusters Score: Raw -89640.310963 + Penalty 1539.247435 = -88101.063528 nChanged 7 SP:Iteration 20F (1141.717831 sec): 3 clusters Score: Raw -89644.894252 + Penalty 1539.247435 = -88105.646817 nChanged 9 SP:Iteration 21Q (1141.818190 sec): 3 clusters Score: Raw -89652.589839 + Penalty 1539.247435 = -88113.342404 nChanged 11 SP:Iteration 22Q (1141.899109 sec): 3 clusters Score: Raw -89662.343231 + Penalty 1539.247435 = -88123.095796 nChanged 7 SP:Iteration 23Q (1141.975440 sec): 3 clusters Score: Raw -89666.122950 + Penalty 1539.247435 = -88126.875515 nChanged 6 SP:Iteration 24Q (1142.069916 sec): 3 clusters Score: Raw -89671.959163 + Penalty 1539.247435 = -88132.711729 nChanged 7 SP:Iteration 25Q (1142.151377 sec): 3 clusters Score: Raw -89678.851302 + Penalty 1539.247435 = -88139.603868 nChanged 6 SP:Iteration 26Q (1142.251096 sec): 3 clusters Score: Raw -89685.426741 + Penalty 1539.247435 = -88146.179306 nChanged 8 SP:Iteration 27Q (1142.331449 sec): 3 clusters Score: Raw -89691.136053 + Penalty 1539.247435 = -88151.888619 nChanged 3 SP:Iteration 28Q (1142.420074 sec): 3 clusters Score: Raw -89695.040911 + Penalty 1539.247435 = -88155.793476 nChanged 5 SP:Iteration 29Q (1142.493294 sec): 3 clusters Score: Raw -89697.905413 + Penalty 1539.247435 = -88158.657978 nChanged 3 SP:Iteration 30Q (1142.579916 sec): 3 clusters Score: Raw -89698.777420 + Penalty 1539.247435 = -88159.529985 nChanged 1 SP:Iteration 31Q (1142.655793 sec): 3 clusters Score: Raw -89699.040846 + Penalty 1539.247435 = -88159.793411 nChanged 3 SP:Iteration 32Q (1142.748002 sec): 3 clusters Score: Raw -89700.026727 + Penalty 1539.247435 = -88160.779292 nChanged 1 SP:Iteration 33Q (1142.832967 sec): 3 clusters Score: Raw -89701.057651 + Penalty 1539.247435 = -88161.810216 nChanged 1 SP:Iteration 34Q (1142.912649 sec): 3 clusters Score: Raw -89701.949879 + Penalty 1539.247435 = -88162.702444 nChanged 1 SP:Iteration 35Q (1143.007788 sec): 3 clusters Score: Raw -89702.320536 + Penalty 1539.247435 = -88163.073102 nChanged 1 SP:Iteration 36Q (1143.080997 sec): 3 clusters Score: Raw -89702.470304 + Penalty 1539.247435 = -88163.222869 nChanged 0 SP:Iteration 37F (1143.174969 sec): 3 clusters Score: Raw -89702.470304 + Penalty 1539.247435 = -88163.222869 nChanged 0 Trying to split cluster 15 (1248 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1143.223681 sec): 2 clusters Score: Raw -53191.486260 + Penalty 748.576243 = -52442.910017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1143.290007 sec): 3 clusters Score: Raw -52633.964857 + Penalty 1497.152485 = -51136.812371 nChanged 473 SP:Iteration 1F (1143.378111 sec): 3 clusters Score: Raw -53084.588422 + Penalty 1497.152485 = -51587.435937 nChanged 139 SP:Iteration 2F (1143.458357 sec): 3 clusters Score: Raw -53267.103904 + Penalty 1497.152485 = -51769.951418 nChanged 99 SP:Iteration 3F (1143.556917 sec): 3 clusters Score: Raw -53390.973152 + Penalty 1497.152485 = -51893.820667 nChanged 49 SP:Iteration 4Q (1143.645625 sec): 3 clusters Score: Raw -53443.800861 + Penalty 1497.152485 = -51946.648376 nChanged 42 SP:Iteration 5Q (1143.731717 sec): 3 clusters Score: Raw -53495.708683 + Penalty 1497.152485 = -51998.556198 nChanged 30 SP:Iteration 6Q (1143.804312 sec): 3 clusters Score: Raw -53524.049024 + Penalty 1497.152485 = -52026.896539 nChanged 20 SP:Iteration 7Q (1143.897994 sec): 3 clusters Score: Raw -53539.802959 + Penalty 1497.152485 = -52042.650473 nChanged 15 SP:Iteration 8Q (1143.990806 sec): 3 clusters Score: Raw -53551.491154 + Penalty 1497.152485 = -52054.338668 nChanged 10 SP:Iteration 9Q (1144.058841 sec): 3 clusters Score: Raw -53559.540149 + Penalty 1497.152485 = -52062.387664 nChanged 11 SP:Iteration 10Q (1144.141233 sec): 3 clusters Score: Raw -53571.665818 + Penalty 1497.152485 = -52074.513333 nChanged 12 SP:Iteration 11Q (1144.240577 sec): 3 clusters Score: Raw -53578.997018 + Penalty 1497.152485 = -52081.844532 nChanged 8 SP:Iteration 12Q (1144.319165 sec): 3 clusters Score: Raw -53583.773997 + Penalty 1497.152485 = -52086.621512 nChanged 5 SP:Iteration 13Q (1144.401690 sec): 3 clusters Score: Raw -53586.503689 + Penalty 1497.152485 = -52089.351203 nChanged 5 SP:Iteration 14Q (1144.473885 sec): 3 clusters Score: Raw -53589.344187 + Penalty 1497.152485 = -52092.191702 nChanged 4 SP:Iteration 15Q (1144.558142 sec): 3 clusters Score: Raw -53592.297289 + Penalty 1497.152485 = -52095.144804 nChanged 1 SP:Iteration 16Q (1144.646468 sec): 3 clusters Score: Raw -53594.037738 + Penalty 1497.152485 = -52096.885253 nChanged 3 SP:Iteration 17Q (1144.738744 sec): 3 clusters Score: Raw -53596.772680 + Penalty 1497.152485 = -52099.620195 nChanged 3 SP:Iteration 18Q (1144.828838 sec): 3 clusters Score: Raw -53597.948786 + Penalty 1497.152485 = -52100.796301 nChanged 1 SP:Iteration 19Q (1144.922173 sec): 3 clusters Score: Raw -53598.199728 + Penalty 1497.152485 = -52101.047243 nChanged 0 SP:Iteration 20F (1145.012609 sec): 3 clusters Score: Raw -53598.199728 + Penalty 1497.152485 = -52101.047243 nChanged 0 Trying to split cluster 16 (19191 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1145.100644 sec): 2 clusters Score: Raw -1143143.631703 + Penalty 1035.530653 = -1142108.101049 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1145.211324 sec): 3 clusters Score: Raw -1131265.255252 + Penalty 2071.061307 = -1129194.193946 nChanged 8759 SP:Iteration 1F (1145.314169 sec): 3 clusters Score: Raw -1136241.176639 + Penalty 2071.061307 = -1134170.115333 nChanged 1059 SP:Iteration 2F (1145.407203 sec): 3 clusters Score: Raw -1136695.774230 + Penalty 2071.061307 = -1134624.712923 nChanged 1005 SP:Iteration 3F (1145.527099 sec): 3 clusters Score: Raw -1137150.018787 + Penalty 2071.061307 = -1135078.957481 nChanged 980 SP:Iteration 4F (1145.623021 sec): 3 clusters Score: Raw -1137601.003568 + Penalty 2071.061307 = -1135529.942261 nChanged 991 SP:Iteration 5F (1145.737781 sec): 3 clusters Score: Raw -1138144.275452 + Penalty 2071.061307 = -1136073.214146 nChanged 987 SP:Iteration 6F (1145.848230 sec): 3 clusters Score: Raw -1138784.796897 + Penalty 2071.061307 = -1136713.735590 nChanged 1074 SP:Iteration 7F (1145.952690 sec): 3 clusters Score: Raw -1139529.976679 + Penalty 2071.061307 = -1137458.915372 nChanged 1096 SP:Iteration 8F (1146.055293 sec): 3 clusters Score: Raw -1140345.893243 + Penalty 2071.061307 = -1138274.831936 nChanged 1040 SP:Iteration 9F (1146.166047 sec): 3 clusters Score: Raw -1141184.655555 + Penalty 2071.061307 = -1139113.594248 nChanged 866 SP:Iteration 10Q (1146.282289 sec): 3 clusters Score: Raw -1141886.685805 + Penalty 2071.061307 = -1139815.624498 nChanged 635 SP:Iteration 11Q (1146.396691 sec): 3 clusters Score: Raw -1142427.768925 + Penalty 2071.061307 = -1140356.707618 nChanged 445 SP:Iteration 12Q (1146.505184 sec): 3 clusters Score: Raw -1142873.043230 + Penalty 2071.061307 = -1140801.981924 nChanged 272 SP:Iteration 13Q (1146.616495 sec): 3 clusters Score: Raw -1143141.687711 + Penalty 2071.061307 = -1141070.626405 nChanged 157 SP:Iteration 14Q (1146.726916 sec): 3 clusters Score: Raw -1143275.827741 + Penalty 2071.061307 = -1141204.766434 nChanged 114 SP:Iteration 15Q (1146.822354 sec): 3 clusters Score: Raw -1143376.010191 + Penalty 2071.061307 = -1141304.948885 nChanged 95 SP:Iteration 16Q (1146.927809 sec): 3 clusters Score: Raw -1143464.250099 + Penalty 2071.061307 = -1141393.188792 nChanged 85 SP:Iteration 17Q (1147.039237 sec): 3 clusters Score: Raw -1143529.461910 + Penalty 2071.061307 = -1141458.400603 nChanged 72 SP:Iteration 18Q (1147.140928 sec): 3 clusters Score: Raw -1143575.710897 + Penalty 2071.061307 = -1141504.649590 nChanged 63 SP:Iteration 19Q (1147.250781 sec): 3 clusters Score: Raw -1143609.173204 + Penalty 2071.061307 = -1141538.111898 nChanged 57 SP:Iteration 20F (1147.334225 sec): 3 clusters Score: Raw -1143637.961402 + Penalty 2071.061307 = -1141566.900096 nChanged 51 SP:Iteration 21Q (1147.454865 sec): 3 clusters Score: Raw -1143663.002361 + Penalty 2071.061307 = -1141591.941054 nChanged 53 SP:Iteration 22Q (1147.547012 sec): 3 clusters Score: Raw -1143689.217821 + Penalty 2071.061307 = -1141618.156515 nChanged 48 SP:Iteration 23Q (1147.678060 sec): 3 clusters Score: Raw -1143709.549638 + Penalty 2071.061307 = -1141638.488332 nChanged 37 SP:Iteration 24Q (1147.766387 sec): 3 clusters Score: Raw -1143723.197495 + Penalty 2071.061307 = -1141652.136188 nChanged 26 SP:Iteration 25Q (1147.888890 sec): 3 clusters Score: Raw -1143734.984029 + Penalty 2071.061307 = -1141663.922722 nChanged 29 SP:Iteration 26Q (1148.039661 sec): 3 clusters Score: Raw -1143746.451433 + Penalty 2071.061307 = -1141675.390126 nChanged 24 SP:Iteration 27Q (1148.140776 sec): 3 clusters Score: Raw -1143753.843669 + Penalty 2071.061307 = -1141682.782362 nChanged 18 SP:Iteration 28Q (1148.230330 sec): 3 clusters Score: Raw -1143759.473274 + Penalty 2071.061307 = -1141688.411967 nChanged 12 SP:Iteration 29Q (1148.342819 sec): 3 clusters Score: Raw -1143762.972175 + Penalty 2071.061307 = -1141691.910868 nChanged 13 SP:Iteration 30Q (1148.457209 sec): 3 clusters Score: Raw -1143766.345338 + Penalty 2071.061307 = -1141695.284031 nChanged 11 SP:Iteration 31Q (1148.568289 sec): 3 clusters Score: Raw -1143768.451709 + Penalty 2071.061307 = -1141697.390402 nChanged 12 SP:Iteration 32Q (1148.681511 sec): 3 clusters Score: Raw -1143772.005761 + Penalty 2071.061307 = -1141700.944455 nChanged 12 SP:Iteration 33Q (1148.783038 sec): 3 clusters Score: Raw -1143774.899135 + Penalty 2071.061307 = -1141703.837828 nChanged 11 SP:Iteration 34Q (1148.888701 sec): 3 clusters Score: Raw -1143777.689726 + Penalty 2071.061307 = -1141706.628419 nChanged 11 SP:Iteration 35Q (1148.985027 sec): 3 clusters Score: Raw -1143780.533224 + Penalty 2071.061307 = -1141709.471918 nChanged 10 SP:Iteration 36Q (1149.099810 sec): 3 clusters Score: Raw -1143782.944323 + Penalty 2071.061307 = -1141711.883017 nChanged 8 SP:Iteration 37Q (1149.218052 sec): 3 clusters Score: Raw -1143784.516783 + Penalty 2071.061307 = -1141713.455477 nChanged 5 SP:Iteration 38Q (1149.314112 sec): 3 clusters Score: Raw -1143785.300972 + Penalty 2071.061307 = -1141714.239665 nChanged 1 SP:Iteration 39Q (1149.416870 sec): 3 clusters Score: Raw -1143785.743153 + Penalty 2071.061307 = -1141714.681846 nChanged 4 SP:Iteration 40F (1149.528633 sec): 3 clusters Score: Raw -1143786.643364 + Penalty 2071.061307 = -1141715.582057 nChanged 2 SP:Iteration 41Q (1149.657630 sec): 3 clusters Score: Raw -1143786.929806 + Penalty 2071.061307 = -1141715.868499 nChanged 1 SP:Iteration 42Q (1149.770359 sec): 3 clusters Score: Raw -1143787.026433 + Penalty 2071.061307 = -1141715.965127 nChanged 0 SP:Iteration 43F (1149.887003 sec): 3 clusters Score: Raw -1143787.026433 + Penalty 2071.061307 = -1141715.965127 nChanged 0 Iteration 179Q (1151.166784 sec): 18 clusters Score: Raw -4219850.906179 + Penalty 20106.221497 = -4199744.684682 nChanged 692 Iteration 180F (1152.716472 sec): 18 clusters Score: Raw -4220104.785828 + Penalty 20106.221497 = -4199998.564331 nChanged 554 Iteration 181Q (1153.889667 sec): 18 clusters Score: Raw -4220205.957333 + Penalty 20106.221497 = -4200099.735836 nChanged 333 Iteration 182Q (1155.063877 sec): 18 clusters Score: Raw -4220257.578561 + Penalty 20106.221497 = -4200151.357064 nChanged 246 Iteration 183Q (1156.267459 sec): 18 clusters Score: Raw -4220294.460613 + Penalty 20106.221497 = -4200188.239116 nChanged 196 Iteration 184Q (1157.460173 sec): 18 clusters Score: Raw -4220322.037004 + Penalty 20106.221497 = -4200215.815507 nChanged 152 Iteration 185Q (1158.626335 sec): 18 clusters Score: Raw -4220338.537573 + Penalty 20106.221497 = -4200232.316076 nChanged 114 Iteration 186Q (1159.836478 sec): 18 clusters Score: Raw -4220350.849775 + Penalty 20106.221497 = -4200244.628278 nChanged 96 Iteration 187Q (1161.015554 sec): 18 clusters Score: Raw -4220359.991491 + Penalty 20106.221497 = -4200253.769994 nChanged 81 Iteration 188Q (1162.165735 sec): 18 clusters Score: Raw -4220367.290226 + Penalty 20106.221497 = -4200261.068729 nChanged 68 Iteration 189Q (1163.379367 sec): 18 clusters Score: Raw -4220373.416543 + Penalty 20106.221497 = -4200267.195046 nChanged 62 Iteration 190Q (1164.565165 sec): 18 clusters Score: Raw -4220378.970850 + Penalty 20106.221497 = -4200272.749353 nChanged 56 Iteration 191Q (1165.754190 sec): 18 clusters Score: Raw -4220383.708331 + Penalty 20106.221497 = -4200277.486834 nChanged 42 Iteration 192Q (1166.909026 sec): 18 clusters Score: Raw -4220387.587165 + Penalty 20106.221497 = -4200281.365668 nChanged 36 Iteration 193Q (1168.135958 sec): 18 clusters Score: Raw -4220391.170064 + Penalty 20106.221497 = -4200284.948567 nChanged 35 Iteration 194Q (1169.319958 sec): 18 clusters Score: Raw -4220394.051700 + Penalty 20106.221497 = -4200287.830203 nChanged 33 Iteration 195Q (1170.454518 sec): 18 clusters Score: Raw -4220395.996341 + Penalty 20106.221497 = -4200289.774844 nChanged 30 Iteration 196Q (1171.664651 sec): 18 clusters Score: Raw -4220397.921389 + Penalty 20106.221497 = -4200291.699893 nChanged 28 Iteration 197Q (1172.834532 sec): 18 clusters Score: Raw -4220399.676783 + Penalty 20106.221497 = -4200293.455286 nChanged 19 Iteration 198Q (1174.038116 sec): 18 clusters Score: Raw -4220400.871380 + Penalty 20106.221497 = -4200294.649883 nChanged 13 Iteration 199Q (1175.208748 sec): 18 clusters Score: Raw -4220401.749464 + Penalty 20106.221497 = -4200295.527967 nChanged 10 Iteration 200F (1176.725523 sec): 18 clusters Score: Raw -4220402.477635 + Penalty 20106.221497 = -4200296.256138 nChanged 16 Iteration 201Q (1177.957423 sec): 18 clusters Score: Raw -4220403.465392 + Penalty 20106.221497 = -4200297.243896 nChanged 15 Iteration 202Q (1179.139281 sec): 18 clusters Score: Raw -4220404.232830 + Penalty 20106.221497 = -4200298.011333 nChanged 10 Iteration 203Q (1180.341538 sec): 18 clusters Score: Raw -4220405.116535 + Penalty 20106.221497 = -4200298.895038 nChanged 12 Iteration 204Q (1181.549159 sec): 18 clusters Score: Raw -4220405.878225 + Penalty 20106.221497 = -4200299.656728 nChanged 17 Iteration 205Q (1182.717196 sec): 18 clusters Score: Raw -4220406.938891 + Penalty 20106.221497 = -4200300.717395 nChanged 13 Iteration 206Q (1183.887036 sec): 18 clusters Score: Raw -4220407.532692 + Penalty 20106.221497 = -4200301.311195 nChanged 7 Iteration 207Q (1185.040690 sec): 18 clusters Score: Raw -4220407.726170 + Penalty 20106.221497 = -4200301.504673 nChanged 5 Iteration 208Q (1186.180212 sec): 18 clusters Score: Raw -4220407.935451 + Penalty 20106.221497 = -4200301.713954 nChanged 2 Iteration 209Q (1187.305499 sec): 18 clusters Score: Raw -4220408.014130 + Penalty 20106.221497 = -4200301.792633 nChanged 4 Iteration 210Q (1188.469026 sec): 18 clusters Score: Raw -4220408.304871 + Penalty 20106.221497 = -4200302.083374 nChanged 4 Iteration 211Q (1189.618359 sec): 18 clusters Score: Raw -4220408.532316 + Penalty 20106.221497 = -4200302.310819 nChanged 3 Iteration 212Q (1190.785296 sec): 18 clusters Score: Raw -4220408.671982 + Penalty 20106.221497 = -4200302.450485 nChanged 2 Iteration 213Q (1191.977000 sec): 18 clusters Score: Raw -4220408.708019 + Penalty 20106.221497 = -4200302.486522 nChanged 3 Iteration 214Q (1193.148819 sec): 18 clusters Score: Raw -4220408.768431 + Penalty 20106.221497 = -4200302.546934 nChanged 2 Iteration 215Q (1194.324721 sec): 18 clusters Score: Raw -4220408.817927 + Penalty 20106.221497 = -4200302.596430 nChanged 2 Iteration 216Q (1195.514192 sec): 18 clusters Score: Raw -4220408.906001 + Penalty 20106.221497 = -4200302.684504 nChanged 3 Iteration 217Q (1196.814445 sec): 18 clusters Score: Raw -4220408.946821 + Penalty 20106.221497 = -4200302.725324 nChanged 0 Iteration 218F (1198.195138 sec): 18 clusters Score: Raw -4220408.946821 + Penalty 20106.221497 = -4200302.725324 nChanged 0 Compute initial score before splitting: Score: Raw -4220408.946821 + Penalty 20106.221497 = -4200302.725324 Trying to split cluster 1 (12508 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1198.322266 sec): 2 clusters Score: Raw -749530.322146 + Penalty 990.582990 = -748539.739156 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1198.423246 sec): 3 clusters Score: Raw -742082.145850 + Penalty 1981.165981 = -740100.979869 nChanged 5595 SP:Iteration 1F (1198.506905 sec): 3 clusters Score: Raw -745235.538211 + Penalty 1981.165981 = -743254.372230 nChanged 841 SP:Iteration 2F (1198.612246 sec): 3 clusters Score: Raw -745652.392941 + Penalty 1981.165981 = -743671.226960 nChanged 774 SP:Iteration 3F (1198.703063 sec): 3 clusters Score: Raw -746030.327544 + Penalty 1981.165981 = -744049.161563 nChanged 723 SP:Iteration 4F (1198.796717 sec): 3 clusters Score: Raw -746449.682636 + Penalty 1981.165981 = -744468.516655 nChanged 744 SP:Iteration 5F (1198.907866 sec): 3 clusters Score: Raw -746881.561197 + Penalty 1981.165981 = -744900.395216 nChanged 664 SP:Iteration 6F (1199.000642 sec): 3 clusters Score: Raw -747262.041891 + Penalty 1981.165981 = -745280.875910 nChanged 552 SP:Iteration 7Q (1199.093794 sec): 3 clusters Score: Raw -747579.124394 + Penalty 1981.165981 = -745597.958413 nChanged 474 SP:Iteration 8Q (1199.194322 sec): 3 clusters Score: Raw -747862.322399 + Penalty 1981.165981 = -745881.156419 nChanged 399 SP:Iteration 9Q (1199.311889 sec): 3 clusters Score: Raw -748057.681556 + Penalty 1981.165981 = -746076.515575 nChanged 315 SP:Iteration 10Q (1199.419308 sec): 3 clusters Score: Raw -748198.435099 + Penalty 1981.165981 = -746217.269118 nChanged 280 SP:Iteration 11Q (1199.505571 sec): 3 clusters Score: Raw -748312.970729 + Penalty 1981.165981 = -746331.804748 nChanged 209 SP:Iteration 12Q (1199.594737 sec): 3 clusters Score: Raw -748388.876396 + Penalty 1981.165981 = -746407.710415 nChanged 190 SP:Iteration 13Q (1199.699425 sec): 3 clusters Score: Raw -748459.497528 + Penalty 1981.165981 = -746478.331547 nChanged 191 SP:Iteration 14Q (1199.798744 sec): 3 clusters Score: Raw -748534.151877 + Penalty 1981.165981 = -746552.985896 nChanged 205 SP:Iteration 15Q (1199.892012 sec): 3 clusters Score: Raw -748611.514585 + Penalty 1981.165981 = -746630.348604 nChanged 163 SP:Iteration 16Q (1200.011262 sec): 3 clusters Score: Raw -748671.527875 + Penalty 1981.165981 = -746690.361894 nChanged 159 SP:Iteration 17Q (1200.085739 sec): 3 clusters Score: Raw -748729.925506 + Penalty 1981.165981 = -746748.759525 nChanged 156 SP:Iteration 18Q (1200.184923 sec): 3 clusters Score: Raw -748793.778987 + Penalty 1981.165981 = -746812.613006 nChanged 162 SP:Iteration 19Q (1200.285221 sec): 3 clusters Score: Raw -748860.260894 + Penalty 1981.165981 = -746879.094913 nChanged 147 SP:Iteration 20F (1200.394709 sec): 3 clusters Score: Raw -748921.582091 + Penalty 1981.165981 = -746940.416110 nChanged 165 SP:Iteration 21Q (1200.484663 sec): 3 clusters Score: Raw -749004.023096 + Penalty 1981.165981 = -747022.857115 nChanged 188 SP:Iteration 22Q (1200.591793 sec): 3 clusters Score: Raw -749106.622768 + Penalty 1981.165981 = -747125.456787 nChanged 204 SP:Iteration 23Q (1200.704558 sec): 3 clusters Score: Raw -749244.892267 + Penalty 1981.165981 = -747263.726286 nChanged 240 SP:Iteration 24Q (1200.787837 sec): 3 clusters Score: Raw -749442.711614 + Penalty 1981.165981 = -747461.545633 nChanged 261 SP:Iteration 25Q (1200.900256 sec): 3 clusters Score: Raw -749673.694126 + Penalty 1981.165981 = -747692.528145 nChanged 255 SP:Iteration 26Q (1200.987572 sec): 3 clusters Score: Raw -749913.791160 + Penalty 1981.165981 = -747932.625180 nChanged 243 SP:Iteration 27Q (1201.100764 sec): 3 clusters Score: Raw -750172.147001 + Penalty 1981.165981 = -748190.981020 nChanged 230 SP:Iteration 28Q (1201.199346 sec): 3 clusters Score: Raw -750384.785882 + Penalty 1981.165981 = -748403.619901 nChanged 179 SP:Iteration 29Q (1201.276353 sec): 3 clusters Score: Raw -750505.034507 + Penalty 1981.165981 = -748523.868526 nChanged 114 SP:Iteration 30Q (1201.384715 sec): 3 clusters Score: Raw -750553.036639 + Penalty 1981.165981 = -748571.870658 nChanged 66 SP:Iteration 31Q (1201.489476 sec): 3 clusters Score: Raw -750569.705653 + Penalty 1981.165981 = -748588.539672 nChanged 30 SP:Iteration 32Q (1201.571015 sec): 3 clusters Score: Raw -750575.597663 + Penalty 1981.165981 = -748594.431683 nChanged 21 SP:Iteration 33Q (1201.671773 sec): 3 clusters Score: Raw -750579.125175 + Penalty 1981.165981 = -748597.959194 nChanged 13 SP:Iteration 34Q (1201.763328 sec): 3 clusters Score: Raw -750580.779856 + Penalty 1981.165981 = -748599.613875 nChanged 10 SP:Iteration 35Q (1201.868608 sec): 3 clusters Score: Raw -750581.882329 + Penalty 1981.165981 = -748600.716348 nChanged 5 SP:Iteration 36Q (1201.957614 sec): 3 clusters Score: Raw -750582.454690 + Penalty 1981.165981 = -748601.288709 nChanged 3 SP:Iteration 37Q (1202.063340 sec): 3 clusters Score: Raw -750582.674436 + Penalty 1981.165981 = -748601.508455 nChanged 3 SP:Iteration 38Q (1202.156887 sec): 3 clusters Score: Raw -750582.984976 + Penalty 1981.165981 = -748601.818995 nChanged 1 SP:Iteration 39Q (1202.253332 sec): 3 clusters Score: Raw -750583.010672 + Penalty 1981.165981 = -748601.844691 nChanged 0 SP:Iteration 40F (1202.353437 sec): 3 clusters Score: Raw -750590.695699 + Penalty 1981.165981 = -748609.529718 nChanged 9 SP:Iteration 41Q (1202.445300 sec): 3 clusters Score: Raw -750593.101466 + Penalty 1981.165981 = -748611.935485 nChanged 10 SP:Iteration 42Q (1202.546341 sec): 3 clusters Score: Raw -750594.207378 + Penalty 1981.165981 = -748613.041397 nChanged 7 SP:Iteration 43Q (1202.642370 sec): 3 clusters Score: Raw -750595.029099 + Penalty 1981.165981 = -748613.863118 nChanged 7 SP:Iteration 44Q (1202.734951 sec): 3 clusters Score: Raw -750595.738716 + Penalty 1981.165981 = -748614.572735 nChanged 4 SP:Iteration 45Q (1202.838284 sec): 3 clusters Score: Raw -750596.266141 + Penalty 1981.165981 = -748615.100160 nChanged 3 SP:Iteration 46Q (1202.923436 sec): 3 clusters Score: Raw -750596.465784 + Penalty 1981.165981 = -748615.299803 nChanged 1 SP:Iteration 47Q (1203.028303 sec): 3 clusters Score: Raw -750596.553074 + Penalty 1981.165981 = -748615.387093 nChanged 1 SP:Iteration 48Q (1203.114108 sec): 3 clusters Score: Raw -750596.627526 + Penalty 1981.165981 = -748615.461545 nChanged 0 SP:Iteration 49F (1203.229881 sec): 3 clusters Score: Raw -750596.627526 + Penalty 1981.165981 = -748615.461545 nChanged 0 Score: Raw -4221475.252200 + Penalty 21288.940409 = -4200186.311791 Splitting cluster 1 changes total score from -4200302.725324 to -4200186.311791 So it's not getting split. Trying to split cluster 2 (2651 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1204.700342 sec): 2 clusters Score: Raw -126248.620900 + Penalty 827.682682 = -125420.938219 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1204.797822 sec): 3 clusters Score: Raw -124868.448714 + Penalty 1655.365363 = -123213.083351 nChanged 1062 SP:Iteration 1F (1204.888457 sec): 3 clusters Score: Raw -125495.327643 + Penalty 1655.365363 = -123839.962280 nChanged 210 SP:Iteration 2F (1204.969681 sec): 3 clusters Score: Raw -125682.298322 + Penalty 1655.365363 = -124026.932958 nChanged 199 SP:Iteration 3F (1205.051028 sec): 3 clusters Score: Raw -125875.168146 + Penalty 1655.365363 = -124219.802783 nChanged 191 SP:Iteration 4F (1205.138622 sec): 3 clusters Score: Raw -126089.157337 + Penalty 1655.365363 = -124433.791974 nChanged 174 SP:Iteration 5F (1205.242236 sec): 3 clusters Score: Raw -126314.472135 + Penalty 1655.365363 = -124659.106771 nChanged 194 SP:Iteration 6F (1205.329714 sec): 3 clusters Score: Raw -126542.348654 + Penalty 1655.365363 = -124886.983291 nChanged 158 SP:Iteration 7F (1205.395739 sec): 3 clusters Score: Raw -126709.829637 + Penalty 1655.365363 = -125054.464274 nChanged 127 SP:Iteration 8Q (1205.479645 sec): 3 clusters Score: Raw -126800.863392 + Penalty 1655.365363 = -125145.498029 nChanged 76 SP:Iteration 9Q (1205.565919 sec): 3 clusters Score: Raw -126848.242424 + Penalty 1655.365363 = -125192.877061 nChanged 44 SP:Iteration 10Q (1205.651756 sec): 3 clusters Score: Raw -126866.985802 + Penalty 1655.365363 = -125211.620438 nChanged 36 SP:Iteration 11Q (1205.749622 sec): 3 clusters Score: Raw -126878.867035 + Penalty 1655.365363 = -125223.501672 nChanged 29 SP:Iteration 12Q (1205.822753 sec): 3 clusters Score: Raw -126889.894059 + Penalty 1655.365363 = -125234.528696 nChanged 26 SP:Iteration 13Q (1205.914110 sec): 3 clusters Score: Raw -126901.063498 + Penalty 1655.365363 = -125245.698135 nChanged 31 SP:Iteration 14Q (1206.003305 sec): 3 clusters Score: Raw -126911.058163 + Penalty 1655.365363 = -125255.692800 nChanged 27 SP:Iteration 15Q (1206.086476 sec): 3 clusters Score: Raw -126918.899391 + Penalty 1655.365363 = -125263.534028 nChanged 24 SP:Iteration 16Q (1206.177079 sec): 3 clusters Score: Raw -126926.012617 + Penalty 1655.365363 = -125270.647253 nChanged 16 SP:Iteration 17Q (1206.257758 sec): 3 clusters Score: Raw -126930.677427 + Penalty 1655.365363 = -125275.312064 nChanged 15 SP:Iteration 18Q (1206.345646 sec): 3 clusters Score: Raw -126935.884132 + Penalty 1655.365363 = -125280.518769 nChanged 15 SP:Iteration 19Q (1206.442961 sec): 3 clusters Score: Raw -126942.991074 + Penalty 1655.365363 = -125287.625711 nChanged 18 SP:Iteration 20F (1206.534339 sec): 3 clusters Score: Raw -126951.877424 + Penalty 1655.365363 = -125296.512061 nChanged 23 SP:Iteration 21Q (1206.621811 sec): 3 clusters Score: Raw -126961.455453 + Penalty 1655.365363 = -125306.090090 nChanged 21 SP:Iteration 22Q (1206.693059 sec): 3 clusters Score: Raw -126969.008970 + Penalty 1655.365363 = -125313.643607 nChanged 21 SP:Iteration 23Q (1206.775010 sec): 3 clusters Score: Raw -126976.262792 + Penalty 1655.365363 = -125320.897429 nChanged 20 SP:Iteration 24Q (1206.857323 sec): 3 clusters Score: Raw -126983.079988 + Penalty 1655.365363 = -125327.714625 nChanged 14 SP:Iteration 25Q (1206.962146 sec): 3 clusters Score: Raw -126987.179559 + Penalty 1655.365363 = -125331.814195 nChanged 10 SP:Iteration 26Q (1207.059436 sec): 3 clusters Score: Raw -126990.265485 + Penalty 1655.365363 = -125334.900121 nChanged 17 SP:Iteration 27Q (1207.127629 sec): 3 clusters Score: Raw -126996.200024 + Penalty 1655.365363 = -125340.834661 nChanged 13 SP:Iteration 28Q (1207.230790 sec): 3 clusters Score: Raw -127001.970775 + Penalty 1655.365363 = -125346.605411 nChanged 12 SP:Iteration 29Q (1207.313231 sec): 3 clusters Score: Raw -127009.371874 + Penalty 1655.365363 = -125354.006510 nChanged 17 SP:Iteration 30Q (1207.413390 sec): 3 clusters Score: Raw -127014.544966 + Penalty 1655.365363 = -125359.179602 nChanged 13 SP:Iteration 31Q (1207.497733 sec): 3 clusters Score: Raw -127018.573075 + Penalty 1655.365363 = -125363.207712 nChanged 10 SP:Iteration 32Q (1207.575660 sec): 3 clusters Score: Raw -127022.266992 + Penalty 1655.365363 = -125366.901628 nChanged 8 SP:Iteration 33Q (1207.681005 sec): 3 clusters Score: Raw -127024.328975 + Penalty 1655.365363 = -125368.963611 nChanged 9 SP:Iteration 34Q (1207.750366 sec): 3 clusters Score: Raw -127026.498169 + Penalty 1655.365363 = -125371.132806 nChanged 6 SP:Iteration 35Q (1207.834216 sec): 3 clusters Score: Raw -127028.274438 + Penalty 1655.365363 = -125372.909075 nChanged 4 SP:Iteration 36Q (1207.929183 sec): 3 clusters Score: Raw -127029.821874 + Penalty 1655.365363 = -125374.456511 nChanged 9 SP:Iteration 37Q (1208.017376 sec): 3 clusters Score: Raw -127031.952363 + Penalty 1655.365363 = -125376.586999 nChanged 7 SP:Iteration 38Q (1208.102077 sec): 3 clusters Score: Raw -127033.500873 + Penalty 1655.365363 = -125378.135509 nChanged 8 SP:Iteration 39Q (1208.180169 sec): 3 clusters Score: Raw -127034.773537 + Penalty 1655.365363 = -125379.408173 nChanged 3 SP:Iteration 40F (1208.288166 sec): 3 clusters Score: Raw -127035.443619 + Penalty 1655.365363 = -125380.078256 nChanged 5 SP:Iteration 41Q (1208.359181 sec): 3 clusters Score: Raw -127036.879433 + Penalty 1655.365363 = -125381.514070 nChanged 4 SP:Iteration 42Q (1208.456270 sec): 3 clusters Score: Raw -127037.516067 + Penalty 1655.365363 = -125382.150704 nChanged 5 SP:Iteration 43Q (1208.529789 sec): 3 clusters Score: Raw -127039.584863 + Penalty 1655.365363 = -125384.219500 nChanged 3 SP:Iteration 44Q (1208.627654 sec): 3 clusters Score: Raw -127040.098739 + Penalty 1655.365363 = -125384.733376 nChanged 2 SP:Iteration 45Q (1208.699182 sec): 3 clusters Score: Raw -127040.562081 + Penalty 1655.365363 = -125385.196718 nChanged 1 SP:Iteration 46Q (1208.786648 sec): 3 clusters Score: Raw -127040.646595 + Penalty 1655.365363 = -125385.281232 nChanged 1 SP:Iteration 47Q (1208.873956 sec): 3 clusters Score: Raw -127040.806962 + Penalty 1655.365363 = -125385.441599 nChanged 1 SP:Iteration 48Q (1208.981654 sec): 3 clusters Score: Raw -127041.116063 + Penalty 1655.365363 = -125385.750700 nChanged 0 SP:Iteration 49F (1209.072133 sec): 3 clusters Score: Raw -127041.116063 + Penalty 1655.365363 = -125385.750700 nChanged 0 Trying to split cluster 3 (5969 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1209.142680 sec): 2 clusters Score: Raw -309992.235968 + Penalty 912.905142 = -309079.330825 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1209.235475 sec): 3 clusters Score: Raw -306680.157263 + Penalty 1825.810285 = -304854.346978 nChanged 2589 SP:Iteration 1F (1209.314450 sec): 3 clusters Score: Raw -308251.496234 + Penalty 1825.810285 = -306425.685950 nChanged 460 SP:Iteration 2F (1209.408635 sec): 3 clusters Score: Raw -308541.148808 + Penalty 1825.810285 = -306715.338524 nChanged 397 SP:Iteration 3F (1209.499039 sec): 3 clusters Score: Raw -308788.620644 + Penalty 1825.810285 = -306962.810359 nChanged 341 SP:Iteration 4F (1209.581055 sec): 3 clusters Score: Raw -309006.028058 + Penalty 1825.810285 = -307180.217774 nChanged 318 SP:Iteration 5F (1209.675281 sec): 3 clusters Score: Raw -309191.172539 + Penalty 1825.810285 = -307365.362254 nChanged 277 SP:Iteration 6Q (1209.758253 sec): 3 clusters Score: Raw -309362.208089 + Penalty 1825.810285 = -307536.397804 nChanged 235 SP:Iteration 7Q (1209.867927 sec): 3 clusters Score: Raw -309495.859828 + Penalty 1825.810285 = -307670.049544 nChanged 198 SP:Iteration 8Q (1209.960072 sec): 3 clusters Score: Raw -309594.789620 + Penalty 1825.810285 = -307768.979336 nChanged 158 SP:Iteration 9Q (1210.058751 sec): 3 clusters Score: Raw -309663.241505 + Penalty 1825.810285 = -307837.431221 nChanged 138 SP:Iteration 10Q (1210.161022 sec): 3 clusters Score: Raw -309724.950598 + Penalty 1825.810285 = -307899.140313 nChanged 128 SP:Iteration 11Q (1210.235643 sec): 3 clusters Score: Raw -309788.568017 + Penalty 1825.810285 = -307962.757733 nChanged 121 SP:Iteration 12Q (1210.333454 sec): 3 clusters Score: Raw -309849.172534 + Penalty 1825.810285 = -308023.362249 nChanged 110 SP:Iteration 13Q (1210.431097 sec): 3 clusters Score: Raw -309911.151874 + Penalty 1825.810285 = -308085.341589 nChanged 106 SP:Iteration 14Q (1210.517304 sec): 3 clusters Score: Raw -309987.885431 + Penalty 1825.810285 = -308162.075146 nChanged 95 SP:Iteration 15Q (1210.618483 sec): 3 clusters Score: Raw -310067.321134 + Penalty 1825.810285 = -308241.510849 nChanged 85 SP:Iteration 16Q (1210.697558 sec): 3 clusters Score: Raw -310137.785022 + Penalty 1825.810285 = -308311.974737 nChanged 93 SP:Iteration 17Q (1210.798651 sec): 3 clusters Score: Raw -310176.975011 + Penalty 1825.810285 = -308351.164726 nChanged 64 SP:Iteration 18Q (1210.869339 sec): 3 clusters Score: Raw -310197.987826 + Penalty 1825.810285 = -308372.177542 nChanged 49 SP:Iteration 19Q (1210.974740 sec): 3 clusters Score: Raw -310216.396133 + Penalty 1825.810285 = -308390.585849 nChanged 45 SP:Iteration 20F (1211.077734 sec): 3 clusters Score: Raw -310234.545710 + Penalty 1825.810285 = -308408.735425 nChanged 50 SP:Iteration 21Q (1211.186724 sec): 3 clusters Score: Raw -310249.887678 + Penalty 1825.810285 = -308424.077394 nChanged 35 SP:Iteration 22Q (1211.285849 sec): 3 clusters Score: Raw -310262.293889 + Penalty 1825.810285 = -308436.483605 nChanged 35 SP:Iteration 23Q (1211.369532 sec): 3 clusters Score: Raw -310277.810274 + Penalty 1825.810285 = -308451.999989 nChanged 33 SP:Iteration 24Q (1211.461565 sec): 3 clusters Score: Raw -310291.183323 + Penalty 1825.810285 = -308465.373039 nChanged 39 SP:Iteration 25Q (1211.566232 sec): 3 clusters Score: Raw -310304.382442 + Penalty 1825.810285 = -308478.572158 nChanged 33 SP:Iteration 26Q (1211.636869 sec): 3 clusters Score: Raw -310316.460332 + Penalty 1825.810285 = -308490.650047 nChanged 32 SP:Iteration 27Q (1211.739742 sec): 3 clusters Score: Raw -310324.790080 + Penalty 1825.810285 = -308498.979796 nChanged 29 SP:Iteration 28Q (1211.834481 sec): 3 clusters Score: Raw -310332.375659 + Penalty 1825.810285 = -308506.565375 nChanged 34 SP:Iteration 29Q (1211.909527 sec): 3 clusters Score: Raw -310339.878617 + Penalty 1825.810285 = -308514.068332 nChanged 30 SP:Iteration 30Q (1212.021429 sec): 3 clusters Score: Raw -310348.521705 + Penalty 1825.810285 = -308522.711420 nChanged 30 SP:Iteration 31Q (1212.114888 sec): 3 clusters Score: Raw -310363.334102 + Penalty 1825.810285 = -308537.523817 nChanged 40 SP:Iteration 32Q (1212.187253 sec): 3 clusters Score: Raw -310378.815172 + Penalty 1825.810285 = -308553.004887 nChanged 34 SP:Iteration 33Q (1212.276613 sec): 3 clusters Score: Raw -310392.734883 + Penalty 1825.810285 = -308566.924599 nChanged 38 SP:Iteration 34Q (1212.387173 sec): 3 clusters Score: Raw -310411.804029 + Penalty 1825.810285 = -308585.993745 nChanged 37 SP:Iteration 35Q (1212.461234 sec): 3 clusters Score: Raw -310433.929627 + Penalty 1825.810285 = -308608.119343 nChanged 35 SP:Iteration 36Q (1212.554648 sec): 3 clusters Score: Raw -310454.688288 + Penalty 1825.810285 = -308628.878004 nChanged 44 SP:Iteration 37Q (1212.644158 sec): 3 clusters Score: Raw -310480.899506 + Penalty 1825.810285 = -308655.089222 nChanged 38 SP:Iteration 38Q (1212.747150 sec): 3 clusters Score: Raw -310502.897267 + Penalty 1825.810285 = -308677.086982 nChanged 34 SP:Iteration 39Q (1212.833892 sec): 3 clusters Score: Raw -310523.619218 + Penalty 1825.810285 = -308697.808933 nChanged 34 SP:Iteration 40F (1212.929837 sec): 3 clusters Score: Raw -310538.573235 + Penalty 1825.810285 = -308712.762950 nChanged 21 SP:Iteration 41Q (1213.010053 sec): 3 clusters Score: Raw -310546.335420 + Penalty 1825.810285 = -308720.525135 nChanged 21 SP:Iteration 42Q (1213.094935 sec): 3 clusters Score: Raw -310555.374826 + Penalty 1825.810285 = -308729.564542 nChanged 22 SP:Iteration 43Q (1213.182351 sec): 3 clusters Score: Raw -310568.690376 + Penalty 1825.810285 = -308742.880091 nChanged 28 SP:Iteration 44Q (1213.274391 sec): 3 clusters Score: Raw -310582.697309 + Penalty 1825.810285 = -308756.887024 nChanged 25 SP:Iteration 45Q (1213.369762 sec): 3 clusters Score: Raw -310594.157664 + Penalty 1825.810285 = -308768.347380 nChanged 14 SP:Iteration 46Q (1213.443278 sec): 3 clusters Score: Raw -310599.289758 + Penalty 1825.810285 = -308773.479473 nChanged 7 SP:Iteration 47Q (1213.538405 sec): 3 clusters Score: Raw -310601.714353 + Penalty 1825.810285 = -308775.904068 nChanged 9 SP:Iteration 48Q (1213.631049 sec): 3 clusters Score: Raw -310605.289181 + Penalty 1825.810285 = -308779.478897 nChanged 8 SP:Iteration 49Q (1213.723204 sec): 3 clusters Score: Raw -310607.573136 + Penalty 1825.810285 = -308781.762852 nChanged 7 SP:Iteration 50Q (1213.810119 sec): 3 clusters Score: Raw -310610.009343 + Penalty 1825.810285 = -308784.199058 nChanged 10 SP:Iteration 51Q (1213.899373 sec): 3 clusters Score: Raw -310613.833755 + Penalty 1825.810285 = -308788.023470 nChanged 12 SP:Iteration 52Q (1214.016226 sec): 3 clusters Score: Raw -310617.898191 + Penalty 1825.810285 = -308792.087906 nChanged 5 SP:Iteration 53Q (1214.106126 sec): 3 clusters Score: Raw -310618.883964 + Penalty 1825.810285 = -308793.073680 nChanged 6 SP:Iteration 54Q (1214.202677 sec): 3 clusters Score: Raw -310620.982394 + Penalty 1825.810285 = -308795.172109 nChanged 4 SP:Iteration 55Q (1214.283116 sec): 3 clusters Score: Raw -310622.115883 + Penalty 1825.810285 = -308796.305598 nChanged 5 SP:Iteration 56Q (1214.366115 sec): 3 clusters Score: Raw -310623.163061 + Penalty 1825.810285 = -308797.352777 nChanged 3 SP:Iteration 57Q (1214.468444 sec): 3 clusters Score: Raw -310623.637484 + Penalty 1825.810285 = -308797.827200 nChanged 1 SP:Iteration 58Q (1214.552457 sec): 3 clusters Score: Raw -310624.034179 + Penalty 1825.810285 = -308798.223895 nChanged 4 SP:Iteration 59Q (1214.641603 sec): 3 clusters Score: Raw -310624.756052 + Penalty 1825.810285 = -308798.945767 nChanged 0 SP:Iteration 60F (1214.722100 sec): 3 clusters Score: Raw -310624.756052 + Penalty 1825.810285 = -308798.945767 nChanged 0 Trying to split cluster 4 (1350 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1214.789949 sec): 2 clusters Score: Raw -73546.198315 + Penalty 756.825287 = -72789.373029 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1214.860590 sec): 3 clusters Score: Raw -73002.936695 + Penalty 1513.650573 = -71489.286122 nChanged 470 SP:Iteration 1F (1214.953628 sec): 3 clusters Score: Raw -73316.601532 + Penalty 1513.650573 = -71802.950959 nChanged 115 SP:Iteration 2F (1215.037526 sec): 3 clusters Score: Raw -73417.722883 + Penalty 1513.650573 = -71904.072310 nChanged 76 SP:Iteration 3F (1215.120405 sec): 3 clusters Score: Raw -73493.660389 + Penalty 1513.650573 = -71980.009816 nChanged 83 SP:Iteration 4F (1215.210226 sec): 3 clusters Score: Raw -73591.179701 + Penalty 1513.650573 = -72077.529128 nChanged 67 SP:Iteration 5Q (1215.290954 sec): 3 clusters Score: Raw -73664.030291 + Penalty 1513.650573 = -72150.379718 nChanged 53 SP:Iteration 6Q (1215.367990 sec): 3 clusters Score: Raw -73708.561568 + Penalty 1513.650573 = -72194.910995 nChanged 40 SP:Iteration 7Q (1215.441666 sec): 3 clusters Score: Raw -73734.236786 + Penalty 1513.650573 = -72220.586213 nChanged 30 SP:Iteration 8Q (1215.534486 sec): 3 clusters Score: Raw -73755.123034 + Penalty 1513.650573 = -72241.472461 nChanged 23 SP:Iteration 9Q (1215.611034 sec): 3 clusters Score: Raw -73770.400551 + Penalty 1513.650573 = -72256.749978 nChanged 17 SP:Iteration 10Q (1215.698899 sec): 3 clusters Score: Raw -73782.027335 + Penalty 1513.650573 = -72268.376762 nChanged 21 SP:Iteration 11Q (1215.764873 sec): 3 clusters Score: Raw -73795.168911 + Penalty 1513.650573 = -72281.518338 nChanged 15 SP:Iteration 12Q (1215.849072 sec): 3 clusters Score: Raw -73805.856167 + Penalty 1513.650573 = -72292.205594 nChanged 10 SP:Iteration 13Q (1215.930266 sec): 3 clusters Score: Raw -73814.106102 + Penalty 1513.650573 = -72300.455529 nChanged 10 SP:Iteration 14Q (1216.018111 sec): 3 clusters Score: Raw -73819.341556 + Penalty 1513.650573 = -72305.690983 nChanged 9 SP:Iteration 15Q (1216.104657 sec): 3 clusters Score: Raw -73824.856185 + Penalty 1513.650573 = -72311.205612 nChanged 4 SP:Iteration 16Q (1216.184146 sec): 3 clusters Score: Raw -73829.128817 + Penalty 1513.650573 = -72315.478244 nChanged 6 SP:Iteration 17Q (1216.276747 sec): 3 clusters Score: Raw -73830.839491 + Penalty 1513.650573 = -72317.188918 nChanged 2 SP:Iteration 18Q (1216.362273 sec): 3 clusters Score: Raw -73831.419364 + Penalty 1513.650573 = -72317.768791 nChanged 1 SP:Iteration 19Q (1216.437571 sec): 3 clusters Score: Raw -73831.622707 + Penalty 1513.650573 = -72317.972134 nChanged 1 SP:Iteration 20F (1216.532689 sec): 3 clusters Score: Raw -73831.923038 + Penalty 1513.650573 = -72318.272465 nChanged 0 Trying to split cluster 5 (3120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1216.569628 sec): 2 clusters Score: Raw -184604.524593 + Penalty 844.786769 = -183759.737823 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1216.673439 sec): 3 clusters Score: Raw -183037.174459 + Penalty 1689.573539 = -181347.600921 nChanged 1243 SP:Iteration 1F (1216.765031 sec): 3 clusters Score: Raw -183768.410758 + Penalty 1689.573539 = -182078.837219 nChanged 253 SP:Iteration 2F (1216.835095 sec): 3 clusters Score: Raw -183920.717541 + Penalty 1689.573539 = -182231.144002 nChanged 178 SP:Iteration 3F (1216.923751 sec): 3 clusters Score: Raw -184027.887888 + Penalty 1689.573539 = -182338.314349 nChanged 139 SP:Iteration 4Q (1217.017246 sec): 3 clusters Score: Raw -184093.313518 + Penalty 1689.573539 = -182403.739979 nChanged 99 SP:Iteration 5Q (1217.100361 sec): 3 clusters Score: Raw -184132.001476 + Penalty 1689.573539 = -182442.427937 nChanged 75 SP:Iteration 6Q (1217.192543 sec): 3 clusters Score: Raw -184156.492817 + Penalty 1689.573539 = -182466.919278 nChanged 63 SP:Iteration 7Q (1217.281860 sec): 3 clusters Score: Raw -184183.198711 + Penalty 1689.573539 = -182493.625172 nChanged 70 SP:Iteration 8Q (1217.362571 sec): 3 clusters Score: Raw -184208.639261 + Penalty 1689.573539 = -182519.065722 nChanged 62 SP:Iteration 9Q (1217.434576 sec): 3 clusters Score: Raw -184233.081998 + Penalty 1689.573539 = -182543.508459 nChanged 50 SP:Iteration 10Q (1217.534291 sec): 3 clusters Score: Raw -184252.190261 + Penalty 1689.573539 = -182562.616722 nChanged 43 SP:Iteration 11Q (1217.612058 sec): 3 clusters Score: Raw -184270.586899 + Penalty 1689.573539 = -182581.013360 nChanged 55 SP:Iteration 12Q (1217.694812 sec): 3 clusters Score: Raw -184293.114286 + Penalty 1689.573539 = -182603.540747 nChanged 43 SP:Iteration 13Q (1217.791488 sec): 3 clusters Score: Raw -184311.899090 + Penalty 1689.573539 = -182622.325551 nChanged 42 SP:Iteration 14Q (1217.857866 sec): 3 clusters Score: Raw -184327.706511 + Penalty 1689.573539 = -182638.132972 nChanged 43 SP:Iteration 15Q (1217.964235 sec): 3 clusters Score: Raw -184344.943901 + Penalty 1689.573539 = -182655.370362 nChanged 45 SP:Iteration 16Q (1218.031685 sec): 3 clusters Score: Raw -184363.676333 + Penalty 1689.573539 = -182674.102794 nChanged 46 SP:Iteration 17Q (1218.129161 sec): 3 clusters Score: Raw -184386.024887 + Penalty 1689.573539 = -182696.451348 nChanged 47 SP:Iteration 18Q (1218.190991 sec): 3 clusters Score: Raw -184409.293462 + Penalty 1689.573539 = -182719.719923 nChanged 54 SP:Iteration 19Q (1218.285988 sec): 3 clusters Score: Raw -184437.251048 + Penalty 1689.573539 = -182747.677509 nChanged 59 SP:Iteration 20F (1218.353370 sec): 3 clusters Score: Raw -184473.536274 + Penalty 1689.573539 = -182783.962735 nChanged 65 SP:Iteration 21Q (1218.439012 sec): 3 clusters Score: Raw -184512.126106 + Penalty 1689.573539 = -182822.552567 nChanged 74 SP:Iteration 22Q (1218.536210 sec): 3 clusters Score: Raw -184564.971011 + Penalty 1689.573539 = -182875.397472 nChanged 79 SP:Iteration 23Q (1218.603173 sec): 3 clusters Score: Raw -184610.367724 + Penalty 1689.573539 = -182920.794185 nChanged 77 SP:Iteration 24Q (1218.689478 sec): 3 clusters Score: Raw -184651.015826 + Penalty 1689.573539 = -182961.442287 nChanged 65 SP:Iteration 25Q (1218.775595 sec): 3 clusters Score: Raw -184683.080477 + Penalty 1689.573539 = -182993.506938 nChanged 55 SP:Iteration 26Q (1218.860484 sec): 3 clusters Score: Raw -184714.094003 + Penalty 1689.573539 = -183024.520464 nChanged 45 SP:Iteration 27Q (1218.940157 sec): 3 clusters Score: Raw -184739.279503 + Penalty 1689.573539 = -183049.705964 nChanged 36 SP:Iteration 28Q (1219.028541 sec): 3 clusters Score: Raw -184756.946043 + Penalty 1689.573539 = -183067.372504 nChanged 30 SP:Iteration 29Q (1219.112621 sec): 3 clusters Score: Raw -184775.088414 + Penalty 1689.573539 = -183085.514875 nChanged 37 SP:Iteration 30Q (1219.204524 sec): 3 clusters Score: Raw -184793.699234 + Penalty 1689.573539 = -183104.125695 nChanged 29 SP:Iteration 31Q (1219.291920 sec): 3 clusters Score: Raw -184805.587017 + Penalty 1689.573539 = -183116.013478 nChanged 24 SP:Iteration 32Q (1219.380233 sec): 3 clusters Score: Raw -184815.388351 + Penalty 1689.573539 = -183125.814813 nChanged 21 SP:Iteration 33Q (1219.464206 sec): 3 clusters Score: Raw -184822.219429 + Penalty 1689.573539 = -183132.645890 nChanged 20 SP:Iteration 34Q (1219.549383 sec): 3 clusters Score: Raw -184827.983111 + Penalty 1689.573539 = -183138.409572 nChanged 10 SP:Iteration 35Q (1219.638748 sec): 3 clusters Score: Raw -184830.287831 + Penalty 1689.573539 = -183140.714292 nChanged 5 SP:Iteration 36Q (1219.726243 sec): 3 clusters Score: Raw -184832.178621 + Penalty 1689.573539 = -183142.605082 nChanged 4 SP:Iteration 37Q (1219.810381 sec): 3 clusters Score: Raw -184834.807100 + Penalty 1689.573539 = -183145.233561 nChanged 6 SP:Iteration 38Q (1219.894978 sec): 3 clusters Score: Raw -184836.680687 + Penalty 1689.573539 = -183147.107148 nChanged 9 SP:Iteration 39Q (1220.002790 sec): 3 clusters Score: Raw -184839.454511 + Penalty 1689.573539 = -183149.880972 nChanged 9 SP:Iteration 40F (1220.082896 sec): 3 clusters Score: Raw -184841.417339 + Penalty 1689.573539 = -183151.843800 nChanged 6 SP:Iteration 41Q (1220.156523 sec): 3 clusters Score: Raw -184842.389063 + Penalty 1689.573539 = -183152.815524 nChanged 3 SP:Iteration 42Q (1220.225946 sec): 3 clusters Score: Raw -184842.940644 + Penalty 1689.573539 = -183153.367105 nChanged 2 SP:Iteration 43Q (1220.328367 sec): 3 clusters Score: Raw -184843.266415 + Penalty 1689.573539 = -183153.692876 nChanged 1 SP:Iteration 44Q (1220.417839 sec): 3 clusters Score: Raw -184843.583645 + Penalty 1689.573539 = -183154.010106 nChanged 3 SP:Iteration 45Q (1220.484185 sec): 3 clusters Score: Raw -184844.070074 + Penalty 1689.573539 = -183154.496535 nChanged 1 SP:Iteration 46Q (1220.594050 sec): 3 clusters Score: Raw -184844.618764 + Penalty 1689.573539 = -183155.045225 nChanged 2 SP:Iteration 47Q (1220.658906 sec): 3 clusters Score: Raw -184845.002077 + Penalty 1689.573539 = -183155.428538 nChanged 1 SP:Iteration 48Q (1220.749603 sec): 3 clusters Score: Raw -184845.040305 + Penalty 1689.573539 = -183155.466766 nChanged 1 SP:Iteration 49Q (1220.854635 sec): 3 clusters Score: Raw -184845.098445 + Penalty 1689.573539 = -183155.524906 nChanged 0 SP:Iteration 50F (1220.941720 sec): 3 clusters Score: Raw -184845.098445 + Penalty 1689.573539 = -183155.524906 nChanged 0 Trying to split cluster 6 (1090 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1220.992567 sec): 2 clusters Score: Raw -40493.048269 + Penalty 734.362962 = -39758.685306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1221.081394 sec): 3 clusters Score: Raw -40119.259737 + Penalty 1468.725925 = -38650.533812 nChanged 395 SP:Iteration 1F (1221.151574 sec): 3 clusters Score: Raw -40658.195873 + Penalty 1468.725925 = -39189.469948 nChanged 118 SP:Iteration 2F (1221.234791 sec): 3 clusters Score: Raw -40832.715598 + Penalty 1468.725925 = -39363.989673 nChanged 78 SP:Iteration 3F (1221.345323 sec): 3 clusters Score: Raw -40932.374092 + Penalty 1468.725925 = -39463.648167 nChanged 47 SP:Iteration 4Q (1221.419480 sec): 3 clusters Score: Raw -40998.527801 + Penalty 1468.725925 = -39529.801876 nChanged 34 SP:Iteration 5Q (1221.508880 sec): 3 clusters Score: Raw -41028.814261 + Penalty 1468.725925 = -39560.088336 nChanged 21 SP:Iteration 6Q (1221.607436 sec): 3 clusters Score: Raw -41042.033387 + Penalty 1468.725925 = -39573.307463 nChanged 7 SP:Iteration 7Q (1221.693277 sec): 3 clusters Score: Raw -41045.145268 + Penalty 1468.725925 = -39576.419344 nChanged 1 SP:Iteration 8Q (1221.765484 sec): 3 clusters Score: Raw -41045.620186 + Penalty 1468.725925 = -39576.894261 nChanged 1 SP:Iteration 9Q (1221.853525 sec): 3 clusters Score: Raw -41045.902930 + Penalty 1468.725925 = -39577.177005 nChanged 1 SP:Iteration 10Q (1221.936312 sec): 3 clusters Score: Raw -41046.176487 + Penalty 1468.725925 = -39577.450562 nChanged 1 SP:Iteration 11Q (1222.010860 sec): 3 clusters Score: Raw -41047.103850 + Penalty 1468.725925 = -39578.377925 nChanged 1 SP:Iteration 12Q (1222.090572 sec): 3 clusters Score: Raw -41048.765970 + Penalty 1468.725925 = -39580.040045 nChanged 2 SP:Iteration 13Q (1222.188397 sec): 3 clusters Score: Raw -41049.543753 + Penalty 1468.725925 = -39580.817828 nChanged 1 SP:Iteration 14Q (1222.238918 sec): 3 clusters Score: Raw -41049.736359 + Penalty 1468.725925 = -39581.010434 nChanged 0 SP:Iteration 15F (1222.310947 sec): 3 clusters Score: Raw -41049.736359 + Penalty 1468.725925 = -39581.010434 nChanged 0 Trying to split cluster 7 (7084 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1222.388488 sec): 2 clusters Score: Raw -399672.726942 + Penalty 930.887370 = -398741.839572 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1222.470939 sec): 3 clusters Score: Raw -395632.020415 + Penalty 1861.774740 = -393770.245675 nChanged 3135 SP:Iteration 1F (1222.572078 sec): 3 clusters Score: Raw -397565.240189 + Penalty 1861.774740 = -395703.465449 nChanged 570 SP:Iteration 2F (1222.650740 sec): 3 clusters Score: Raw -397946.502302 + Penalty 1861.774740 = -396084.727562 nChanged 484 SP:Iteration 3F (1222.738313 sec): 3 clusters Score: Raw -398239.318623 + Penalty 1861.774740 = -396377.543883 nChanged 400 SP:Iteration 4F (1222.822706 sec): 3 clusters Score: Raw -398487.128862 + Penalty 1861.774740 = -396625.354122 nChanged 352 SP:Iteration 5Q (1222.917351 sec): 3 clusters Score: Raw -398705.360954 + Penalty 1861.774740 = -396843.586214 nChanged 333 SP:Iteration 6Q (1223.031026 sec): 3 clusters Score: Raw -398883.223274 + Penalty 1861.774740 = -397021.448535 nChanged 254 SP:Iteration 7Q (1223.104204 sec): 3 clusters Score: Raw -398990.312347 + Penalty 1861.774740 = -397128.537607 nChanged 225 SP:Iteration 8Q (1223.195908 sec): 3 clusters Score: Raw -399077.569693 + Penalty 1861.774740 = -397215.794953 nChanged 207 SP:Iteration 9Q (1223.288868 sec): 3 clusters Score: Raw -399185.867686 + Penalty 1861.774740 = -397324.092946 nChanged 181 SP:Iteration 10Q (1223.389218 sec): 3 clusters Score: Raw -399271.962098 + Penalty 1861.774740 = -397410.187358 nChanged 136 SP:Iteration 11Q (1223.477249 sec): 3 clusters Score: Raw -399329.238517 + Penalty 1861.774740 = -397467.463777 nChanged 124 SP:Iteration 12Q (1223.562503 sec): 3 clusters Score: Raw -399380.042854 + Penalty 1861.774740 = -397518.268114 nChanged 118 SP:Iteration 13Q (1223.663595 sec): 3 clusters Score: Raw -399425.174919 + Penalty 1861.774740 = -397563.400179 nChanged 99 SP:Iteration 14Q (1223.758035 sec): 3 clusters Score: Raw -399456.480500 + Penalty 1861.774740 = -397594.705760 nChanged 77 SP:Iteration 15Q (1223.842590 sec): 3 clusters Score: Raw -399478.739694 + Penalty 1861.774740 = -397616.964954 nChanged 79 SP:Iteration 16Q (1223.930772 sec): 3 clusters Score: Raw -399504.181596 + Penalty 1861.774740 = -397642.406857 nChanged 68 SP:Iteration 17Q (1224.023841 sec): 3 clusters Score: Raw -399522.182691 + Penalty 1861.774740 = -397660.407951 nChanged 61 SP:Iteration 18Q (1224.123407 sec): 3 clusters Score: Raw -399542.603592 + Penalty 1861.774740 = -397680.828853 nChanged 60 SP:Iteration 19Q (1224.223343 sec): 3 clusters Score: Raw -399561.810329 + Penalty 1861.774740 = -397700.035590 nChanged 56 SP:Iteration 20F (1224.306494 sec): 3 clusters Score: Raw -399580.623148 + Penalty 1861.774740 = -397718.848408 nChanged 69 SP:Iteration 21Q (1224.403926 sec): 3 clusters Score: Raw -399606.129217 + Penalty 1861.774740 = -397744.354477 nChanged 64 SP:Iteration 22Q (1224.487955 sec): 3 clusters Score: Raw -399630.215667 + Penalty 1861.774740 = -397768.440927 nChanged 60 SP:Iteration 23Q (1224.581150 sec): 3 clusters Score: Raw -399653.218341 + Penalty 1861.774740 = -397791.443601 nChanged 67 SP:Iteration 24Q (1224.665761 sec): 3 clusters Score: Raw -399679.777362 + Penalty 1861.774740 = -397818.002622 nChanged 69 SP:Iteration 25Q (1224.769025 sec): 3 clusters Score: Raw -399702.931399 + Penalty 1861.774740 = -397841.156660 nChanged 59 SP:Iteration 26Q (1224.877163 sec): 3 clusters Score: Raw -399724.659025 + Penalty 1861.774740 = -397862.884285 nChanged 50 SP:Iteration 27Q (1224.967219 sec): 3 clusters Score: Raw -399747.750877 + Penalty 1861.774740 = -397885.976137 nChanged 53 SP:Iteration 28Q (1225.058105 sec): 3 clusters Score: Raw -399772.807952 + Penalty 1861.774740 = -397911.033212 nChanged 63 SP:Iteration 29Q (1225.155489 sec): 3 clusters Score: Raw -399803.678766 + Penalty 1861.774740 = -397941.904027 nChanged 53 SP:Iteration 30Q (1225.254643 sec): 3 clusters Score: Raw -399830.447097 + Penalty 1861.774740 = -397968.672357 nChanged 52 SP:Iteration 31Q (1225.351779 sec): 3 clusters Score: Raw -399854.263159 + Penalty 1861.774740 = -397992.488419 nChanged 45 SP:Iteration 32Q (1225.440841 sec): 3 clusters Score: Raw -399876.387855 + Penalty 1861.774740 = -398014.613116 nChanged 40 SP:Iteration 33Q (1225.526019 sec): 3 clusters Score: Raw -399893.553417 + Penalty 1861.774740 = -398031.778678 nChanged 27 SP:Iteration 34Q (1225.624396 sec): 3 clusters Score: Raw -399904.126964 + Penalty 1861.774740 = -398042.352225 nChanged 27 SP:Iteration 35Q (1225.728108 sec): 3 clusters Score: Raw -399913.349404 + Penalty 1861.774740 = -398051.574665 nChanged 29 SP:Iteration 36Q (1225.817814 sec): 3 clusters Score: Raw -399923.131295 + Penalty 1861.774740 = -398061.356555 nChanged 33 SP:Iteration 37Q (1225.905631 sec): 3 clusters Score: Raw -399936.626238 + Penalty 1861.774740 = -398074.851499 nChanged 35 SP:Iteration 38Q (1225.992072 sec): 3 clusters Score: Raw -399949.694984 + Penalty 1861.774740 = -398087.920244 nChanged 22 SP:Iteration 39Q (1226.089452 sec): 3 clusters Score: Raw -399957.740480 + Penalty 1861.774740 = -398095.965740 nChanged 27 SP:Iteration 40F (1226.181996 sec): 3 clusters Score: Raw -399971.551718 + Penalty 1861.774740 = -398109.776979 nChanged 30 SP:Iteration 41Q (1226.256151 sec): 3 clusters Score: Raw -399986.594843 + Penalty 1861.774740 = -398124.820103 nChanged 31 SP:Iteration 42Q (1226.348353 sec): 3 clusters Score: Raw -400001.200459 + Penalty 1861.774740 = -398139.425720 nChanged 21 SP:Iteration 43Q (1226.451696 sec): 3 clusters Score: Raw -400007.208880 + Penalty 1861.774740 = -398145.434140 nChanged 14 SP:Iteration 44Q (1226.525347 sec): 3 clusters Score: Raw -400013.215164 + Penalty 1861.774740 = -398151.440424 nChanged 16 SP:Iteration 45Q (1226.639129 sec): 3 clusters Score: Raw -400019.729473 + Penalty 1861.774740 = -398157.954734 nChanged 12 SP:Iteration 46Q (1226.717683 sec): 3 clusters Score: Raw -400024.709038 + Penalty 1861.774740 = -398162.934298 nChanged 11 SP:Iteration 47Q (1226.821494 sec): 3 clusters Score: Raw -400028.126187 + Penalty 1861.774740 = -398166.351447 nChanged 7 SP:Iteration 48Q (1226.910047 sec): 3 clusters Score: Raw -400030.352541 + Penalty 1861.774740 = -398168.577801 nChanged 6 SP:Iteration 49Q (1227.012100 sec): 3 clusters Score: Raw -400032.833389 + Penalty 1861.774740 = -398171.058649 nChanged 4 SP:Iteration 50Q (1227.104087 sec): 3 clusters Score: Raw -400034.369826 + Penalty 1861.774740 = -398172.595086 nChanged 4 SP:Iteration 51Q (1227.173730 sec): 3 clusters Score: Raw -400036.574066 + Penalty 1861.774740 = -398174.799326 nChanged 5 SP:Iteration 52Q (1227.268496 sec): 3 clusters Score: Raw -400038.527582 + Penalty 1861.774740 = -398176.752842 nChanged 5 SP:Iteration 53Q (1227.370000 sec): 3 clusters Score: Raw -400040.051688 + Penalty 1861.774740 = -398178.276948 nChanged 4 SP:Iteration 54Q (1227.464640 sec): 3 clusters Score: Raw -400041.065487 + Penalty 1861.774740 = -398179.290748 nChanged 3 SP:Iteration 55Q (1227.560786 sec): 3 clusters Score: Raw -400041.691598 + Penalty 1861.774740 = -398179.916858 nChanged 1 SP:Iteration 56Q (1227.647693 sec): 3 clusters Score: Raw -400041.902787 + Penalty 1861.774740 = -398180.128047 nChanged 2 SP:Iteration 57Q (1227.744542 sec): 3 clusters Score: Raw -400042.304930 + Penalty 1861.774740 = -398180.530190 nChanged 2 SP:Iteration 58Q (1227.829799 sec): 3 clusters Score: Raw -400042.609596 + Penalty 1861.774740 = -398180.834856 nChanged 0 SP:Iteration 59F (1227.925247 sec): 3 clusters Score: Raw -400042.609596 + Penalty 1861.774740 = -398180.834856 nChanged 0 Trying to split cluster 8 (4407 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1227.965198 sec): 2 clusters Score: Raw -258394.351706 + Penalty 881.049694 = -257513.302012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1228.059916 sec): 3 clusters Score: Raw -256025.933243 + Penalty 1762.099388 = -254263.833855 nChanged 1830 SP:Iteration 1F (1228.168135 sec): 3 clusters Score: Raw -257127.706594 + Penalty 1762.099388 = -255365.607206 nChanged 318 SP:Iteration 2F (1228.235304 sec): 3 clusters Score: Raw -257335.157595 + Penalty 1762.099388 = -255573.058207 nChanged 307 SP:Iteration 3F (1228.319514 sec): 3 clusters Score: Raw -257554.983348 + Penalty 1762.099388 = -255792.883960 nChanged 276 SP:Iteration 4F (1228.427834 sec): 3 clusters Score: Raw -257744.130678 + Penalty 1762.099388 = -255982.031290 nChanged 221 SP:Iteration 5F (1228.531593 sec): 3 clusters Score: Raw -257846.219034 + Penalty 1762.099388 = -256084.119647 nChanged 141 SP:Iteration 6Q (1228.611496 sec): 3 clusters Score: Raw -257914.178239 + Penalty 1762.099388 = -256152.078851 nChanged 134 SP:Iteration 7Q (1228.695297 sec): 3 clusters Score: Raw -257981.376882 + Penalty 1762.099388 = -256219.277495 nChanged 120 SP:Iteration 8Q (1228.792858 sec): 3 clusters Score: Raw -258048.238498 + Penalty 1762.099388 = -256286.139111 nChanged 106 SP:Iteration 9Q (1228.886027 sec): 3 clusters Score: Raw -258111.034638 + Penalty 1762.099388 = -256348.935250 nChanged 93 SP:Iteration 10Q (1228.992858 sec): 3 clusters Score: Raw -258165.842586 + Penalty 1762.099388 = -256403.743198 nChanged 86 SP:Iteration 11Q (1229.074706 sec): 3 clusters Score: Raw -258215.462503 + Penalty 1762.099388 = -256453.363115 nChanged 85 SP:Iteration 12Q (1229.161490 sec): 3 clusters Score: Raw -258252.222559 + Penalty 1762.099388 = -256490.123171 nChanged 72 SP:Iteration 13Q (1229.253120 sec): 3 clusters Score: Raw -258289.003083 + Penalty 1762.099388 = -256526.903695 nChanged 68 SP:Iteration 14Q (1229.338654 sec): 3 clusters Score: Raw -258316.316390 + Penalty 1762.099388 = -256554.217002 nChanged 56 SP:Iteration 15Q (1229.422392 sec): 3 clusters Score: Raw -258341.918323 + Penalty 1762.099388 = -256579.818936 nChanged 55 SP:Iteration 16Q (1229.502487 sec): 3 clusters Score: Raw -258367.188541 + Penalty 1762.099388 = -256605.089153 nChanged 45 SP:Iteration 17Q (1229.586514 sec): 3 clusters Score: Raw -258389.185655 + Penalty 1762.099388 = -256627.086268 nChanged 49 SP:Iteration 18Q (1229.687835 sec): 3 clusters Score: Raw -258408.837400 + Penalty 1762.099388 = -256646.738012 nChanged 45 SP:Iteration 19Q (1229.780824 sec): 3 clusters Score: Raw -258426.728985 + Penalty 1762.099388 = -256664.629597 nChanged 32 SP:Iteration 20F (1229.846925 sec): 3 clusters Score: Raw -258435.681305 + Penalty 1762.099388 = -256673.581918 nChanged 23 SP:Iteration 21Q (1229.940740 sec): 3 clusters Score: Raw -258442.026415 + Penalty 1762.099388 = -256679.927028 nChanged 20 SP:Iteration 22Q (1230.026575 sec): 3 clusters Score: Raw -258447.070543 + Penalty 1762.099388 = -256684.971156 nChanged 18 SP:Iteration 23Q (1230.118594 sec): 3 clusters Score: Raw -258450.602271 + Penalty 1762.099388 = -256688.502883 nChanged 12 SP:Iteration 24Q (1230.187932 sec): 3 clusters Score: Raw -258452.930722 + Penalty 1762.099388 = -256690.831334 nChanged 8 SP:Iteration 25Q (1230.263079 sec): 3 clusters Score: Raw -258454.446325 + Penalty 1762.099388 = -256692.346937 nChanged 8 SP:Iteration 26Q (1230.353342 sec): 3 clusters Score: Raw -258456.528080 + Penalty 1762.099388 = -256694.428693 nChanged 11 SP:Iteration 27Q (1230.461906 sec): 3 clusters Score: Raw -258458.133002 + Penalty 1762.099388 = -256696.033614 nChanged 5 SP:Iteration 28Q (1230.546687 sec): 3 clusters Score: Raw -258459.003248 + Penalty 1762.099388 = -256696.903860 nChanged 4 SP:Iteration 29Q (1230.626599 sec): 3 clusters Score: Raw -258459.523466 + Penalty 1762.099388 = -256697.424078 nChanged 4 SP:Iteration 30Q (1230.713895 sec): 3 clusters Score: Raw -258460.233659 + Penalty 1762.099388 = -256698.134271 nChanged 3 SP:Iteration 31Q (1230.787561 sec): 3 clusters Score: Raw -258460.560350 + Penalty 1762.099388 = -256698.460962 nChanged 4 SP:Iteration 32Q (1230.869035 sec): 3 clusters Score: Raw -258461.097747 + Penalty 1762.099388 = -256698.998359 nChanged 5 SP:Iteration 33Q (1230.967561 sec): 3 clusters Score: Raw -258462.274741 + Penalty 1762.099388 = -256700.175353 nChanged 5 SP:Iteration 34Q (1231.037443 sec): 3 clusters Score: Raw -258463.225964 + Penalty 1762.099388 = -256701.126577 nChanged 7 SP:Iteration 35Q (1231.117549 sec): 3 clusters Score: Raw -258464.758668 + Penalty 1762.099388 = -256702.659280 nChanged 6 SP:Iteration 36Q (1231.232999 sec): 3 clusters Score: Raw -258465.630435 + Penalty 1762.099388 = -256703.531047 nChanged 5 SP:Iteration 37Q (1231.321510 sec): 3 clusters Score: Raw -258467.627071 + Penalty 1762.099388 = -256705.527683 nChanged 6 SP:Iteration 38Q (1231.412773 sec): 3 clusters Score: Raw -258469.542864 + Penalty 1762.099388 = -256707.443477 nChanged 10 SP:Iteration 39Q (1231.496918 sec): 3 clusters Score: Raw -258471.037693 + Penalty 1762.099388 = -256708.938306 nChanged 6 SP:Iteration 40F (1231.577515 sec): 3 clusters Score: Raw -258472.281691 + Penalty 1762.099388 = -256710.182303 nChanged 7 SP:Iteration 41Q (1231.666136 sec): 3 clusters Score: Raw -258473.930088 + Penalty 1762.099388 = -256711.830700 nChanged 7 SP:Iteration 42Q (1231.790214 sec): 3 clusters Score: Raw -258474.759031 + Penalty 1762.099388 = -256712.659643 nChanged 2 SP:Iteration 43Q (1231.862852 sec): 3 clusters Score: Raw -258474.920495 + Penalty 1762.099388 = -256712.821107 nChanged 1 SP:Iteration 44Q (1231.953797 sec): 3 clusters Score: Raw -258475.115462 + Penalty 1762.099388 = -256713.016074 nChanged 1 SP:Iteration 45Q (1232.049493 sec): 3 clusters Score: Raw -258475.417636 + Penalty 1762.099388 = -256713.318249 nChanged 1 SP:Iteration 46Q (1232.136661 sec): 3 clusters Score: Raw -258475.543150 + Penalty 1762.099388 = -256713.443762 nChanged 2 SP:Iteration 47Q (1232.231331 sec): 3 clusters Score: Raw -258476.010813 + Penalty 1762.099388 = -256713.911425 nChanged 4 SP:Iteration 48Q (1232.329936 sec): 3 clusters Score: Raw -258477.488906 + Penalty 1762.099388 = -256715.389518 nChanged 7 SP:Iteration 49Q (1232.427424 sec): 3 clusters Score: Raw -258478.648539 + Penalty 1762.099388 = -256716.549152 nChanged 6 SP:Iteration 50Q (1232.517108 sec): 3 clusters Score: Raw -258479.859460 + Penalty 1762.099388 = -256717.760072 nChanged 4 SP:Iteration 51Q (1232.586147 sec): 3 clusters Score: Raw -258481.145910 + Penalty 1762.099388 = -256719.046522 nChanged 9 SP:Iteration 52Q (1232.675327 sec): 3 clusters Score: Raw -258484.011616 + Penalty 1762.099388 = -256721.912229 nChanged 8 SP:Iteration 53Q (1232.790939 sec): 3 clusters Score: Raw -258485.679614 + Penalty 1762.099388 = -256723.580226 nChanged 4 SP:Iteration 54Q (1232.879281 sec): 3 clusters Score: Raw -258486.092331 + Penalty 1762.099388 = -256723.992943 nChanged 2 SP:Iteration 55Q (1232.968133 sec): 3 clusters Score: Raw -258486.236821 + Penalty 1762.099388 = -256724.137434 nChanged 1 SP:Iteration 56Q (1233.065960 sec): 3 clusters Score: Raw -258486.574635 + Penalty 1762.099388 = -256724.475247 nChanged 1 SP:Iteration 57Q (1233.150002 sec): 3 clusters Score: Raw -258486.746887 + Penalty 1762.099388 = -256724.647499 nChanged 0 SP:Iteration 58F (1233.230567 sec): 3 clusters Score: Raw -258486.746887 + Penalty 1762.099388 = -256724.647499 nChanged 0 Trying to split cluster 9 (2882 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1233.286203 sec): 2 clusters Score: Raw -168363.798108 + Penalty 836.455177 = -167527.342931 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1233.353896 sec): 3 clusters Score: Raw -166891.418258 + Penalty 1672.910353 = -165218.507905 nChanged 1179 SP:Iteration 1F (1233.460852 sec): 3 clusters Score: Raw -167578.809332 + Penalty 1672.910353 = -165905.898979 nChanged 236 SP:Iteration 2F (1233.549650 sec): 3 clusters Score: Raw -167774.564580 + Penalty 1672.910353 = -166101.654227 nChanged 204 SP:Iteration 3F (1233.619910 sec): 3 clusters Score: Raw -167949.665154 + Penalty 1672.910353 = -166276.754801 nChanged 187 SP:Iteration 4F (1233.698205 sec): 3 clusters Score: Raw -168107.733715 + Penalty 1672.910353 = -166434.823362 nChanged 174 SP:Iteration 5F (1233.812411 sec): 3 clusters Score: Raw -168253.806928 + Penalty 1672.910353 = -166580.896575 nChanged 141 SP:Iteration 6Q (1233.874049 sec): 3 clusters Score: Raw -168348.289595 + Penalty 1672.910353 = -166675.379242 nChanged 97 SP:Iteration 7Q (1233.979379 sec): 3 clusters Score: Raw -168402.287894 + Penalty 1672.910353 = -166729.377541 nChanged 68 SP:Iteration 8Q (1234.051588 sec): 3 clusters Score: Raw -168433.470495 + Penalty 1672.910353 = -166760.560142 nChanged 47 SP:Iteration 9Q (1234.163880 sec): 3 clusters Score: Raw -168457.019729 + Penalty 1672.910353 = -166784.109376 nChanged 44 SP:Iteration 10Q (1234.242164 sec): 3 clusters Score: Raw -168477.553815 + Penalty 1672.910353 = -166804.643462 nChanged 41 SP:Iteration 11Q (1234.306521 sec): 3 clusters Score: Raw -168497.672662 + Penalty 1672.910353 = -166824.762309 nChanged 28 SP:Iteration 12Q (1234.404709 sec): 3 clusters Score: Raw -168508.887664 + Penalty 1672.910353 = -166835.977311 nChanged 24 SP:Iteration 13Q (1234.474278 sec): 3 clusters Score: Raw -168522.520434 + Penalty 1672.910353 = -166849.610081 nChanged 25 SP:Iteration 14Q (1234.566341 sec): 3 clusters Score: Raw -168532.724708 + Penalty 1672.910353 = -166859.814355 nChanged 17 SP:Iteration 15Q (1234.662301 sec): 3 clusters Score: Raw -168540.549661 + Penalty 1672.910353 = -166867.639308 nChanged 18 SP:Iteration 16Q (1234.741814 sec): 3 clusters Score: Raw -168551.271210 + Penalty 1672.910353 = -166878.360857 nChanged 25 SP:Iteration 17Q (1234.852812 sec): 3 clusters Score: Raw -168562.911891 + Penalty 1672.910353 = -166890.001537 nChanged 21 SP:Iteration 18Q (1234.940857 sec): 3 clusters Score: Raw -168570.687971 + Penalty 1672.910353 = -166897.777618 nChanged 10 SP:Iteration 19Q (1235.027233 sec): 3 clusters Score: Raw -168574.189712 + Penalty 1672.910353 = -166901.279359 nChanged 10 SP:Iteration 20F (1235.121462 sec): 3 clusters Score: Raw -168576.761960 + Penalty 1672.910353 = -166903.851607 nChanged 6 SP:Iteration 21Q (1235.200545 sec): 3 clusters Score: Raw -168578.087921 + Penalty 1672.910353 = -166905.177568 nChanged 7 SP:Iteration 22Q (1235.291157 sec): 3 clusters Score: Raw -168580.796815 + Penalty 1672.910353 = -166907.886462 nChanged 8 SP:Iteration 23Q (1235.380355 sec): 3 clusters Score: Raw -168584.415321 + Penalty 1672.910353 = -166911.504968 nChanged 16 SP:Iteration 24Q (1235.458935 sec): 3 clusters Score: Raw -168590.608878 + Penalty 1672.910353 = -166917.698525 nChanged 9 SP:Iteration 25Q (1235.539413 sec): 3 clusters Score: Raw -168592.259453 + Penalty 1672.910353 = -166919.349100 nChanged 6 SP:Iteration 26Q (1235.644603 sec): 3 clusters Score: Raw -168593.824708 + Penalty 1672.910353 = -166920.914355 nChanged 3 SP:Iteration 27Q (1235.746402 sec): 3 clusters Score: Raw -168594.866884 + Penalty 1672.910353 = -166921.956531 nChanged 6 SP:Iteration 28Q (1235.832385 sec): 3 clusters Score: Raw -168597.145753 + Penalty 1672.910353 = -166924.235400 nChanged 6 SP:Iteration 29Q (1235.922495 sec): 3 clusters Score: Raw -168599.135624 + Penalty 1672.910353 = -166926.225270 nChanged 6 SP:Iteration 30Q (1235.989475 sec): 3 clusters Score: Raw -168601.053079 + Penalty 1672.910353 = -166928.142726 nChanged 5 SP:Iteration 31Q (1236.093389 sec): 3 clusters Score: Raw -168602.987701 + Penalty 1672.910353 = -166930.077348 nChanged 5 SP:Iteration 32Q (1236.173460 sec): 3 clusters Score: Raw -168605.969595 + Penalty 1672.910353 = -166933.059242 nChanged 8 SP:Iteration 33Q (1236.252142 sec): 3 clusters Score: Raw -168608.920174 + Penalty 1672.910353 = -166936.009821 nChanged 7 SP:Iteration 34Q (1236.348863 sec): 3 clusters Score: Raw -168612.194301 + Penalty 1672.910353 = -166939.283948 nChanged 11 SP:Iteration 35Q (1236.445922 sec): 3 clusters Score: Raw -168618.395567 + Penalty 1672.910353 = -166945.485214 nChanged 15 SP:Iteration 36Q (1236.511893 sec): 3 clusters Score: Raw -168627.793336 + Penalty 1672.910353 = -166954.882983 nChanged 19 SP:Iteration 37Q (1236.603598 sec): 3 clusters Score: Raw -168641.186056 + Penalty 1672.910353 = -166968.275703 nChanged 21 SP:Iteration 38Q (1236.697620 sec): 3 clusters Score: Raw -168653.752671 + Penalty 1672.910353 = -166980.842318 nChanged 26 SP:Iteration 39Q (1236.776342 sec): 3 clusters Score: Raw -168666.104060 + Penalty 1672.910353 = -166993.193707 nChanged 15 SP:Iteration 40F (1236.860465 sec): 3 clusters Score: Raw -168673.616539 + Penalty 1672.910353 = -167000.706186 nChanged 14 SP:Iteration 41Q (1236.950040 sec): 3 clusters Score: Raw -168680.935002 + Penalty 1672.910353 = -167008.024649 nChanged 14 SP:Iteration 42Q (1237.021939 sec): 3 clusters Score: Raw -168687.666677 + Penalty 1672.910353 = -167014.756324 nChanged 6 SP:Iteration 43Q (1237.124018 sec): 3 clusters Score: Raw -168691.153529 + Penalty 1672.910353 = -167018.243176 nChanged 7 SP:Iteration 44Q (1237.208784 sec): 3 clusters Score: Raw -168694.245073 + Penalty 1672.910353 = -167021.334720 nChanged 6 SP:Iteration 45Q (1237.274983 sec): 3 clusters Score: Raw -168695.334401 + Penalty 1672.910353 = -167022.424048 nChanged 4 SP:Iteration 46Q (1237.357526 sec): 3 clusters Score: Raw -168697.463760 + Penalty 1672.910353 = -167024.553407 nChanged 6 SP:Iteration 47Q (1237.446198 sec): 3 clusters Score: Raw -168699.562835 + Penalty 1672.910353 = -167026.652482 nChanged 5 SP:Iteration 48Q (1237.566346 sec): 3 clusters Score: Raw -168700.992177 + Penalty 1672.910353 = -167028.081824 nChanged 5 SP:Iteration 49Q (1237.634565 sec): 3 clusters Score: Raw -168702.154426 + Penalty 1672.910353 = -167029.244073 nChanged 8 SP:Iteration 50Q (1237.737932 sec): 3 clusters Score: Raw -168706.492329 + Penalty 1672.910353 = -167033.581976 nChanged 5 SP:Iteration 51Q (1237.806339 sec): 3 clusters Score: Raw -168708.583635 + Penalty 1672.910353 = -167035.673282 nChanged 5 SP:Iteration 52Q (1237.903053 sec): 3 clusters Score: Raw -168710.141086 + Penalty 1672.910353 = -167037.230733 nChanged 4 SP:Iteration 53Q (1237.991071 sec): 3 clusters Score: Raw -168711.432484 + Penalty 1672.910353 = -167038.522131 nChanged 1 SP:Iteration 54Q (1238.062476 sec): 3 clusters Score: Raw -168711.714487 + Penalty 1672.910353 = -167038.804134 nChanged 1 SP:Iteration 55Q (1238.166446 sec): 3 clusters Score: Raw -168712.357823 + Penalty 1672.910353 = -167039.447470 nChanged 3 SP:Iteration 56Q (1238.239772 sec): 3 clusters Score: Raw -168713.782771 + Penalty 1672.910353 = -167040.872418 nChanged 6 SP:Iteration 57Q (1238.325279 sec): 3 clusters Score: Raw -168715.674846 + Penalty 1672.910353 = -167042.764493 nChanged 4 SP:Iteration 58Q (1238.400655 sec): 3 clusters Score: Raw -168716.478380 + Penalty 1672.910353 = -167043.568027 nChanged 2 SP:Iteration 59Q (1238.499899 sec): 3 clusters Score: Raw -168716.742383 + Penalty 1672.910353 = -167043.832030 nChanged 1 SP:Iteration 60F (1238.579969 sec): 3 clusters Score: Raw -168716.848838 + Penalty 1672.910353 = -167043.938485 nChanged 0 Trying to split cluster 10 (2715 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1238.631212 sec): 2 clusters Score: Raw -127108.317468 + Penalty 830.187459 = -126278.130009 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1238.722547 sec): 3 clusters Score: Raw -125793.530810 + Penalty 1660.374919 = -124133.155891 nChanged 1085 SP:Iteration 1F (1238.794129 sec): 3 clusters Score: Raw -126538.570590 + Penalty 1660.374919 = -124878.195671 nChanged 265 SP:Iteration 2F (1238.882886 sec): 3 clusters Score: Raw -126778.221383 + Penalty 1660.374919 = -125117.846464 nChanged 223 SP:Iteration 3F (1238.982008 sec): 3 clusters Score: Raw -127019.429727 + Penalty 1660.374919 = -125359.054808 nChanged 180 SP:Iteration 4F (1239.086181 sec): 3 clusters Score: Raw -127181.325355 + Penalty 1660.374919 = -125520.950437 nChanged 142 SP:Iteration 5F (1239.191433 sec): 3 clusters Score: Raw -127301.902296 + Penalty 1660.374919 = -125641.527377 nChanged 108 SP:Iteration 6Q (1239.259006 sec): 3 clusters Score: Raw -127380.823644 + Penalty 1660.374919 = -125720.448725 nChanged 79 SP:Iteration 7Q (1239.356887 sec): 3 clusters Score: Raw -127440.399404 + Penalty 1660.374919 = -125780.024485 nChanged 61 SP:Iteration 8Q (1239.431436 sec): 3 clusters Score: Raw -127485.811744 + Penalty 1660.374919 = -125825.436825 nChanged 64 SP:Iteration 9Q (1239.535214 sec): 3 clusters Score: Raw -127526.135500 + Penalty 1660.374919 = -125865.760582 nChanged 48 SP:Iteration 10Q (1239.609349 sec): 3 clusters Score: Raw -127550.614577 + Penalty 1660.374919 = -125890.239659 nChanged 37 SP:Iteration 11Q (1239.688110 sec): 3 clusters Score: Raw -127566.750066 + Penalty 1660.374919 = -125906.375147 nChanged 27 SP:Iteration 12Q (1239.779020 sec): 3 clusters Score: Raw -127580.479767 + Penalty 1660.374919 = -125920.104848 nChanged 29 SP:Iteration 13Q (1239.873348 sec): 3 clusters Score: Raw -127598.300409 + Penalty 1660.374919 = -125937.925490 nChanged 27 SP:Iteration 14Q (1239.961291 sec): 3 clusters Score: Raw -127612.365901 + Penalty 1660.374919 = -125951.990983 nChanged 27 SP:Iteration 15Q (1240.036058 sec): 3 clusters Score: Raw -127623.193638 + Penalty 1660.374919 = -125962.818719 nChanged 13 SP:Iteration 16Q (1240.118126 sec): 3 clusters Score: Raw -127627.014231 + Penalty 1660.374919 = -125966.639312 nChanged 11 SP:Iteration 17Q (1240.204583 sec): 3 clusters Score: Raw -127630.529792 + Penalty 1660.374919 = -125970.154874 nChanged 5 SP:Iteration 18Q (1240.303953 sec): 3 clusters Score: Raw -127632.690563 + Penalty 1660.374919 = -125972.315644 nChanged 6 SP:Iteration 19Q (1240.398875 sec): 3 clusters Score: Raw -127633.951525 + Penalty 1660.374919 = -125973.576606 nChanged 5 SP:Iteration 20F (1240.476752 sec): 3 clusters Score: Raw -127635.600721 + Penalty 1660.374919 = -125975.225803 nChanged 8 SP:Iteration 21Q (1240.557065 sec): 3 clusters Score: Raw -127637.452544 + Penalty 1660.374919 = -125977.077625 nChanged 3 SP:Iteration 22Q (1240.640499 sec): 3 clusters Score: Raw -127637.903795 + Penalty 1660.374919 = -125977.528876 nChanged 1 SP:Iteration 23Q (1240.747555 sec): 3 clusters Score: Raw -127638.092485 + Penalty 1660.374919 = -125977.717566 nChanged 0 SP:Iteration 24F (1240.808770 sec): 3 clusters Score: Raw -127638.092485 + Penalty 1660.374919 = -125977.717566 nChanged 0 Trying to split cluster 11 (2827 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1240.867480 sec): 2 clusters Score: Raw -150110.686747 + Penalty 834.431993 = -149276.254755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1240.937890 sec): 3 clusters Score: Raw -148648.456888 + Penalty 1668.863985 = -146979.592903 nChanged 1145 SP:Iteration 1F (1241.048641 sec): 3 clusters Score: Raw -149279.918301 + Penalty 1668.863985 = -147611.054315 nChanged 228 SP:Iteration 2F (1241.123787 sec): 3 clusters Score: Raw -149421.309202 + Penalty 1668.863985 = -147752.445217 nChanged 189 SP:Iteration 3F (1241.226290 sec): 3 clusters Score: Raw -149556.008545 + Penalty 1668.863985 = -147887.144560 nChanged 146 SP:Iteration 4F (1241.320775 sec): 3 clusters Score: Raw -149681.531415 + Penalty 1668.863985 = -148012.667430 nChanged 126 SP:Iteration 5Q (1241.397128 sec): 3 clusters Score: Raw -149781.244344 + Penalty 1668.863985 = -148112.380359 nChanged 112 SP:Iteration 6Q (1241.489839 sec): 3 clusters Score: Raw -149858.773632 + Penalty 1668.863985 = -148189.909647 nChanged 81 SP:Iteration 7Q (1241.594313 sec): 3 clusters Score: Raw -149912.667008 + Penalty 1668.863985 = -148243.803023 nChanged 85 SP:Iteration 8Q (1241.667844 sec): 3 clusters Score: Raw -149970.997206 + Penalty 1668.863985 = -148302.133221 nChanged 72 SP:Iteration 9Q (1241.761840 sec): 3 clusters Score: Raw -150012.608580 + Penalty 1668.863985 = -148343.744595 nChanged 65 SP:Iteration 10Q (1241.836919 sec): 3 clusters Score: Raw -150056.947295 + Penalty 1668.863985 = -148388.083310 nChanged 67 SP:Iteration 11Q (1241.925962 sec): 3 clusters Score: Raw -150108.135680 + Penalty 1668.863985 = -148439.271695 nChanged 64 SP:Iteration 12Q (1241.991707 sec): 3 clusters Score: Raw -150160.860946 + Penalty 1668.863985 = -148491.996961 nChanged 54 SP:Iteration 13Q (1242.079958 sec): 3 clusters Score: Raw -150205.853004 + Penalty 1668.863985 = -148536.989019 nChanged 47 SP:Iteration 14Q (1242.167359 sec): 3 clusters Score: Raw -150247.163454 + Penalty 1668.863985 = -148578.299469 nChanged 36 SP:Iteration 15Q (1242.235206 sec): 3 clusters Score: Raw -150279.088491 + Penalty 1668.863985 = -148610.224506 nChanged 45 SP:Iteration 16Q (1242.323012 sec): 3 clusters Score: Raw -150311.199194 + Penalty 1668.863985 = -148642.335208 nChanged 40 SP:Iteration 17Q (1242.417290 sec): 3 clusters Score: Raw -150332.027754 + Penalty 1668.863985 = -148663.163768 nChanged 29 SP:Iteration 18Q (1242.499254 sec): 3 clusters Score: Raw -150346.363156 + Penalty 1668.863985 = -148677.499171 nChanged 30 SP:Iteration 19Q (1242.585666 sec): 3 clusters Score: Raw -150364.538002 + Penalty 1668.863985 = -148695.674017 nChanged 24 SP:Iteration 20F (1242.691296 sec): 3 clusters Score: Raw -150385.565536 + Penalty 1668.863985 = -148716.701551 nChanged 27 SP:Iteration 21Q (1242.784045 sec): 3 clusters Score: Raw -150411.285501 + Penalty 1668.863985 = -148742.421516 nChanged 28 SP:Iteration 22Q (1242.866282 sec): 3 clusters Score: Raw -150435.712386 + Penalty 1668.863985 = -148766.848401 nChanged 22 SP:Iteration 23Q (1242.951120 sec): 3 clusters Score: Raw -150447.060653 + Penalty 1668.863985 = -148778.196668 nChanged 15 SP:Iteration 24Q (1243.035221 sec): 3 clusters Score: Raw -150453.535445 + Penalty 1668.863985 = -148784.671459 nChanged 8 SP:Iteration 25Q (1243.131336 sec): 3 clusters Score: Raw -150455.600636 + Penalty 1668.863985 = -148786.736651 nChanged 6 SP:Iteration 26Q (1243.220286 sec): 3 clusters Score: Raw -150457.866897 + Penalty 1668.863985 = -148789.002912 nChanged 2 SP:Iteration 27Q (1243.297064 sec): 3 clusters Score: Raw -150458.540629 + Penalty 1668.863985 = -148789.676643 nChanged 0 SP:Iteration 28F (1243.397071 sec): 3 clusters Score: Raw -150458.540629 + Penalty 1668.863985 = -148789.676643 nChanged 0 Trying to split cluster 12 (2957 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1243.450836 sec): 2 clusters Score: Raw -180221.780087 + Penalty 839.152705 = -179382.627382 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1243.521812 sec): 3 clusters Score: Raw -178666.300813 + Penalty 1678.305409 = -176987.995404 nChanged 1202 SP:Iteration 1F (1243.620627 sec): 3 clusters Score: Raw -179353.359295 + Penalty 1678.305409 = -177675.053885 nChanged 258 SP:Iteration 2F (1243.688544 sec): 3 clusters Score: Raw -179517.192714 + Penalty 1678.305409 = -177838.887305 nChanged 181 SP:Iteration 3F (1243.790705 sec): 3 clusters Score: Raw -179610.175817 + Penalty 1678.305409 = -177931.870408 nChanged 132 SP:Iteration 4Q (1243.884075 sec): 3 clusters Score: Raw -179677.555338 + Penalty 1678.305409 = -177999.249929 nChanged 117 SP:Iteration 5Q (1243.960721 sec): 3 clusters Score: Raw -179742.330982 + Penalty 1678.305409 = -178064.025572 nChanged 105 SP:Iteration 6Q (1244.044876 sec): 3 clusters Score: Raw -179818.512587 + Penalty 1678.305409 = -178140.207178 nChanged 105 SP:Iteration 7Q (1244.154529 sec): 3 clusters Score: Raw -179891.802291 + Penalty 1678.305409 = -178213.496882 nChanged 106 SP:Iteration 8Q (1244.219989 sec): 3 clusters Score: Raw -179968.126644 + Penalty 1678.305409 = -178289.821235 nChanged 102 SP:Iteration 9Q (1244.306596 sec): 3 clusters Score: Raw -180028.957913 + Penalty 1678.305409 = -178350.652504 nChanged 72 SP:Iteration 10Q (1244.385479 sec): 3 clusters Score: Raw -180077.491144 + Penalty 1678.305409 = -178399.185735 nChanged 74 SP:Iteration 11Q (1244.493788 sec): 3 clusters Score: Raw -180121.771993 + Penalty 1678.305409 = -178443.466583 nChanged 51 SP:Iteration 12Q (1244.565999 sec): 3 clusters Score: Raw -180148.226136 + Penalty 1678.305409 = -178469.920727 nChanged 48 SP:Iteration 13Q (1244.636499 sec): 3 clusters Score: Raw -180172.496265 + Penalty 1678.305409 = -178494.190856 nChanged 42 SP:Iteration 14Q (1244.728530 sec): 3 clusters Score: Raw -180196.798518 + Penalty 1678.305409 = -178518.493109 nChanged 41 SP:Iteration 15Q (1244.817684 sec): 3 clusters Score: Raw -180224.451185 + Penalty 1678.305409 = -178546.145776 nChanged 39 SP:Iteration 16Q (1244.911257 sec): 3 clusters Score: Raw -180251.931311 + Penalty 1678.305409 = -178573.625902 nChanged 41 SP:Iteration 17Q (1245.013700 sec): 3 clusters Score: Raw -180270.560339 + Penalty 1678.305409 = -178592.254930 nChanged 26 SP:Iteration 18Q (1245.082717 sec): 3 clusters Score: Raw -180282.709747 + Penalty 1678.305409 = -178604.404337 nChanged 26 SP:Iteration 19Q (1245.177364 sec): 3 clusters Score: Raw -180292.191399 + Penalty 1678.305409 = -178613.885990 nChanged 13 SP:Iteration 20F (1245.249053 sec): 3 clusters Score: Raw -180296.726101 + Penalty 1678.305409 = -178618.420692 nChanged 10 SP:Iteration 21Q (1245.345316 sec): 3 clusters Score: Raw -180301.905651 + Penalty 1678.305409 = -178623.600242 nChanged 15 SP:Iteration 22Q (1245.400584 sec): 3 clusters Score: Raw -180307.946360 + Penalty 1678.305409 = -178629.640951 nChanged 13 SP:Iteration 23Q (1245.492984 sec): 3 clusters Score: Raw -180312.896198 + Penalty 1678.305409 = -178634.590789 nChanged 9 SP:Iteration 24Q (1245.562514 sec): 3 clusters Score: Raw -180316.898761 + Penalty 1678.305409 = -178638.593352 nChanged 12 SP:Iteration 25Q (1245.648307 sec): 3 clusters Score: Raw -180323.308299 + Penalty 1678.305409 = -178645.002890 nChanged 13 SP:Iteration 26Q (1245.740722 sec): 3 clusters Score: Raw -180330.253100 + Penalty 1678.305409 = -178651.947691 nChanged 14 SP:Iteration 27Q (1245.818352 sec): 3 clusters Score: Raw -180336.649644 + Penalty 1678.305409 = -178658.344235 nChanged 16 SP:Iteration 28Q (1245.933320 sec): 3 clusters Score: Raw -180341.906648 + Penalty 1678.305409 = -178663.601239 nChanged 12 SP:Iteration 29Q (1246.005162 sec): 3 clusters Score: Raw -180345.905349 + Penalty 1678.305409 = -178667.599940 nChanged 9 SP:Iteration 30Q (1246.103390 sec): 3 clusters Score: Raw -180350.807986 + Penalty 1678.305409 = -178672.502577 nChanged 11 SP:Iteration 31Q (1246.198695 sec): 3 clusters Score: Raw -180354.202479 + Penalty 1678.305409 = -178675.897069 nChanged 6 SP:Iteration 32Q (1246.266679 sec): 3 clusters Score: Raw -180356.286461 + Penalty 1678.305409 = -178677.981052 nChanged 6 SP:Iteration 33Q (1246.362058 sec): 3 clusters Score: Raw -180358.300581 + Penalty 1678.305409 = -178679.995172 nChanged 9 SP:Iteration 34Q (1246.436431 sec): 3 clusters Score: Raw -180362.092334 + Penalty 1678.305409 = -178683.786924 nChanged 12 SP:Iteration 35Q (1246.539648 sec): 3 clusters Score: Raw -180366.278879 + Penalty 1678.305409 = -178687.973470 nChanged 9 SP:Iteration 36Q (1246.638606 sec): 3 clusters Score: Raw -180369.142479 + Penalty 1678.305409 = -178690.837070 nChanged 5 SP:Iteration 37Q (1246.712713 sec): 3 clusters Score: Raw -180369.863861 + Penalty 1678.305409 = -178691.558451 nChanged 3 SP:Iteration 38Q (1246.819074 sec): 3 clusters Score: Raw -180370.648257 + Penalty 1678.305409 = -178692.342848 nChanged 2 SP:Iteration 39Q (1246.896845 sec): 3 clusters Score: Raw -180371.354476 + Penalty 1678.305409 = -178693.049067 nChanged 1 SP:Iteration 40F (1246.988526 sec): 3 clusters Score: Raw -180371.733118 + Penalty 1678.305409 = -178693.427709 nChanged 0 Trying to split cluster 13 (1486 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1247.029456 sec): 2 clusters Score: Raw -72454.546482 + Penalty 766.903539 = -71687.642944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1247.110397 sec): 3 clusters Score: Raw -71767.284209 + Penalty 1533.807077 = -70233.477132 nChanged 553 SP:Iteration 1F (1247.187280 sec): 3 clusters Score: Raw -72167.755629 + Penalty 1533.807077 = -70633.948552 nChanged 156 SP:Iteration 2F (1247.277300 sec): 3 clusters Score: Raw -72347.446179 + Penalty 1533.807077 = -70813.639102 nChanged 121 SP:Iteration 3F (1247.365441 sec): 3 clusters Score: Raw -72522.362437 + Penalty 1533.807077 = -70988.555360 nChanged 105 SP:Iteration 4F (1247.439429 sec): 3 clusters Score: Raw -72688.795744 + Penalty 1533.807077 = -71154.988667 nChanged 82 SP:Iteration 5F (1247.521145 sec): 3 clusters Score: Raw -72833.678686 + Penalty 1533.807077 = -71299.871609 nChanged 73 SP:Iteration 6Q (1247.616623 sec): 3 clusters Score: Raw -72919.592222 + Penalty 1533.807077 = -71385.785144 nChanged 51 SP:Iteration 7Q (1247.690140 sec): 3 clusters Score: Raw -72959.628012 + Penalty 1533.807077 = -71425.820934 nChanged 41 SP:Iteration 8Q (1247.777187 sec): 3 clusters Score: Raw -73001.615824 + Penalty 1533.807077 = -71467.808746 nChanged 39 SP:Iteration 9Q (1247.865529 sec): 3 clusters Score: Raw -73046.720677 + Penalty 1533.807077 = -71512.913599 nChanged 43 SP:Iteration 10Q (1247.956010 sec): 3 clusters Score: Raw -73112.563012 + Penalty 1533.807077 = -71578.755935 nChanged 47 SP:Iteration 11Q (1248.025130 sec): 3 clusters Score: Raw -73208.355423 + Penalty 1533.807077 = -71674.548346 nChanged 42 SP:Iteration 12Q (1248.109240 sec): 3 clusters Score: Raw -73255.661868 + Penalty 1533.807077 = -71721.854791 nChanged 28 SP:Iteration 13Q (1248.198901 sec): 3 clusters Score: Raw -73292.803637 + Penalty 1533.807077 = -71758.996560 nChanged 31 SP:Iteration 14Q (1248.286148 sec): 3 clusters Score: Raw -73347.222638 + Penalty 1533.807077 = -71813.415560 nChanged 30 SP:Iteration 15Q (1248.374228 sec): 3 clusters Score: Raw -73386.996204 + Penalty 1533.807077 = -71853.189127 nChanged 22 SP:Iteration 16Q (1248.472839 sec): 3 clusters Score: Raw -73408.509385 + Penalty 1533.807077 = -71874.702308 nChanged 19 SP:Iteration 17Q (1248.562798 sec): 3 clusters Score: Raw -73421.977949 + Penalty 1533.807077 = -71888.170872 nChanged 12 SP:Iteration 18Q (1248.643182 sec): 3 clusters Score: Raw -73429.592832 + Penalty 1533.807077 = -71895.785755 nChanged 5 SP:Iteration 19Q (1248.729676 sec): 3 clusters Score: Raw -73431.707327 + Penalty 1533.807077 = -71897.900250 nChanged 5 SP:Iteration 20F (1248.804958 sec): 3 clusters Score: Raw -73434.638752 + Penalty 1533.807077 = -71900.831675 nChanged 1 SP:Iteration 21Q (1248.900244 sec): 3 clusters Score: Raw -73435.046565 + Penalty 1533.807077 = -71901.239487 nChanged 0 SP:Iteration 22F (1248.978094 sec): 3 clusters Score: Raw -73435.046565 + Penalty 1533.807077 = -71901.239487 nChanged 0 Score: Raw -4221389.446903 + Penalty 21288.940409 = -4200100.506494 Splitting cluster 13 changes total score from -4200302.725324 to -4200100.506494 So it's not getting split. Trying to split cluster 14 (1524 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1250.554957 sec): 2 clusters Score: Raw -89323.500894 + Penalty 769.554842 = -88553.946051 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1250.644466 sec): 3 clusters Score: Raw -88648.952937 + Penalty 1539.109685 = -87109.843253 nChanged 559 SP:Iteration 1F (1250.731976 sec): 3 clusters Score: Raw -89078.180169 + Penalty 1539.109685 = -87539.070484 nChanged 152 SP:Iteration 2F (1250.800147 sec): 3 clusters Score: Raw -89272.160299 + Penalty 1539.109685 = -87733.050614 nChanged 119 SP:Iteration 3F (1250.905253 sec): 3 clusters Score: Raw -89400.877439 + Penalty 1539.109685 = -87861.767754 nChanged 79 SP:Iteration 4F (1250.977518 sec): 3 clusters Score: Raw -89480.594177 + Penalty 1539.109685 = -87941.484492 nChanged 67 SP:Iteration 5Q (1251.059847 sec): 3 clusters Score: Raw -89535.696550 + Penalty 1539.109685 = -87996.586865 nChanged 43 SP:Iteration 6Q (1251.146540 sec): 3 clusters Score: Raw -89569.525212 + Penalty 1539.109685 = -88030.415527 nChanged 27 SP:Iteration 7Q (1251.223816 sec): 3 clusters Score: Raw -89591.361059 + Penalty 1539.109685 = -88052.251374 nChanged 20 SP:Iteration 8Q (1251.307519 sec): 3 clusters Score: Raw -89603.647987 + Penalty 1539.109685 = -88064.538302 nChanged 12 SP:Iteration 9Q (1251.396301 sec): 3 clusters Score: Raw -89612.348807 + Penalty 1539.109685 = -88073.239122 nChanged 10 SP:Iteration 10Q (1251.478196 sec): 3 clusters Score: Raw -89617.550740 + Penalty 1539.109685 = -88078.441056 nChanged 7 SP:Iteration 11Q (1251.563312 sec): 3 clusters Score: Raw -89621.643530 + Penalty 1539.109685 = -88082.533845 nChanged 5 SP:Iteration 12Q (1251.666593 sec): 3 clusters Score: Raw -89624.877258 + Penalty 1539.109685 = -88085.767573 nChanged 3 SP:Iteration 13Q (1251.733380 sec): 3 clusters Score: Raw -89629.304139 + Penalty 1539.109685 = -88090.194455 nChanged 4 SP:Iteration 14Q (1251.829298 sec): 3 clusters Score: Raw -89631.187688 + Penalty 1539.109685 = -88092.078003 nChanged 3 SP:Iteration 15Q (1251.916770 sec): 3 clusters Score: Raw -89632.938493 + Penalty 1539.109685 = -88093.828809 nChanged 3 SP:Iteration 16Q (1252.009080 sec): 3 clusters Score: Raw -89634.431158 + Penalty 1539.109685 = -88095.321474 nChanged 5 SP:Iteration 17Q (1252.086510 sec): 3 clusters Score: Raw -89637.774467 + Penalty 1539.109685 = -88098.664782 nChanged 7 SP:Iteration 18Q (1252.178532 sec): 3 clusters Score: Raw -89644.385899 + Penalty 1539.109685 = -88105.276214 nChanged 6 SP:Iteration 19Q (1252.265699 sec): 3 clusters Score: Raw -89651.920014 + Penalty 1539.109685 = -88112.810330 nChanged 8 SP:Iteration 20F (1252.345590 sec): 3 clusters Score: Raw -89657.301437 + Penalty 1539.109685 = -88118.191753 nChanged 2 SP:Iteration 21Q (1252.448771 sec): 3 clusters Score: Raw -89658.491404 + Penalty 1539.109685 = -88119.381720 nChanged 1 SP:Iteration 22Q (1252.542135 sec): 3 clusters Score: Raw -89659.117527 + Penalty 1539.109685 = -88120.007842 nChanged 2 SP:Iteration 23Q (1252.621789 sec): 3 clusters Score: Raw -89659.597418 + Penalty 1539.109685 = -88120.487733 nChanged 2 SP:Iteration 24Q (1252.705246 sec): 3 clusters Score: Raw -89660.112407 + Penalty 1539.109685 = -88121.002722 nChanged 2 SP:Iteration 25Q (1252.780518 sec): 3 clusters Score: Raw -89660.696123 + Penalty 1539.109685 = -88121.586439 nChanged 0 SP:Iteration 26F (1252.862655 sec): 3 clusters Score: Raw -89660.696123 + Penalty 1539.109685 = -88121.586439 nChanged 0 Trying to split cluster 15 (1257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1252.913326 sec): 2 clusters Score: Raw -53605.508271 + Penalty 749.330737 = -52856.177534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1252.975191 sec): 3 clusters Score: Raw -53142.671052 + Penalty 1498.661474 = -51644.009578 nChanged 444 SP:Iteration 1F (1253.050175 sec): 3 clusters Score: Raw -53606.600739 + Penalty 1498.661474 = -52107.939265 nChanged 130 SP:Iteration 2F (1253.145828 sec): 3 clusters Score: Raw -53750.883359 + Penalty 1498.661474 = -52252.221885 nChanged 58 SP:Iteration 3Q (1253.201925 sec): 3 clusters Score: Raw -53823.305500 + Penalty 1498.661474 = -52324.644026 nChanged 56 SP:Iteration 4Q (1253.288487 sec): 3 clusters Score: Raw -53873.019785 + Penalty 1498.661474 = -52374.358312 nChanged 31 SP:Iteration 5Q (1253.375093 sec): 3 clusters Score: Raw -53899.912187 + Penalty 1498.661474 = -52401.250713 nChanged 26 SP:Iteration 6Q (1253.458100 sec): 3 clusters Score: Raw -53928.424412 + Penalty 1498.661474 = -52429.762938 nChanged 21 SP:Iteration 7Q (1253.529774 sec): 3 clusters Score: Raw -53948.404161 + Penalty 1498.661474 = -52449.742687 nChanged 16 SP:Iteration 8Q (1253.621198 sec): 3 clusters Score: Raw -53963.198899 + Penalty 1498.661474 = -52464.537425 nChanged 13 SP:Iteration 9Q (1253.700276 sec): 3 clusters Score: Raw -53970.128026 + Penalty 1498.661474 = -52471.466552 nChanged 9 SP:Iteration 10Q (1253.786958 sec): 3 clusters Score: Raw -53975.696313 + Penalty 1498.661474 = -52477.034839 nChanged 7 SP:Iteration 11Q (1253.890782 sec): 3 clusters Score: Raw -53979.507499 + Penalty 1498.661474 = -52480.846025 nChanged 6 SP:Iteration 12Q (1253.960924 sec): 3 clusters Score: Raw -53981.512285 + Penalty 1498.661474 = -52482.850812 nChanged 2 SP:Iteration 13Q (1254.072249 sec): 3 clusters Score: Raw -53982.448003 + Penalty 1498.661474 = -52483.786529 nChanged 3 SP:Iteration 14Q (1254.136711 sec): 3 clusters Score: Raw -53984.119288 + Penalty 1498.661474 = -52485.457814 nChanged 3 SP:Iteration 15Q (1254.224665 sec): 3 clusters Score: Raw -53985.788692 + Penalty 1498.661474 = -52487.127218 nChanged 2 SP:Iteration 16Q (1254.307284 sec): 3 clusters Score: Raw -53986.879788 + Penalty 1498.661474 = -52488.218314 nChanged 0 SP:Iteration 17F (1254.380273 sec): 3 clusters Score: Raw -53986.879788 + Penalty 1498.661474 = -52488.218314 nChanged 0 Trying to split cluster 16 (18897 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1254.466779 sec): 2 clusters Score: Raw -1126941.548494 + Penalty 1033.909638 = -1125907.638856 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1254.570858 sec): 3 clusters Score: Raw -1115299.137013 + Penalty 2067.819276 = -1113231.317737 nChanged 8690 SP:Iteration 1F (1254.677919 sec): 3 clusters Score: Raw -1120627.178840 + Penalty 2067.819276 = -1118559.359564 nChanged 1186 SP:Iteration 2F (1254.791303 sec): 3 clusters Score: Raw -1121240.621803 + Penalty 2067.819276 = -1119172.802527 nChanged 1244 SP:Iteration 3F (1254.901985 sec): 3 clusters Score: Raw -1121983.643054 + Penalty 2067.819276 = -1119915.823778 nChanged 1235 SP:Iteration 4F (1255.021983 sec): 3 clusters Score: Raw -1122762.899442 + Penalty 2067.819276 = -1120695.080166 nChanged 1151 SP:Iteration 5F (1255.105251 sec): 3 clusters Score: Raw -1123515.614801 + Penalty 2067.819276 = -1121447.795524 nChanged 973 SP:Iteration 6F (1255.214900 sec): 3 clusters Score: Raw -1124151.752793 + Penalty 2067.819276 = -1122083.933516 nChanged 846 SP:Iteration 7Q (1255.344610 sec): 3 clusters Score: Raw -1124758.317265 + Penalty 2067.819276 = -1122690.497988 nChanged 741 SP:Iteration 8Q (1255.445460 sec): 3 clusters Score: Raw -1125288.100325 + Penalty 2067.819276 = -1123220.281048 nChanged 611 SP:Iteration 9Q (1255.570373 sec): 3 clusters Score: Raw -1125707.472315 + Penalty 2067.819276 = -1123639.653038 nChanged 499 SP:Iteration 10Q (1255.672862 sec): 3 clusters Score: Raw -1126023.410379 + Penalty 2067.819276 = -1123955.591102 nChanged 414 SP:Iteration 11Q (1255.800984 sec): 3 clusters Score: Raw -1126276.177742 + Penalty 2067.819276 = -1124208.358465 nChanged 341 SP:Iteration 12Q (1255.911695 sec): 3 clusters Score: Raw -1126501.418247 + Penalty 2067.819276 = -1124433.598971 nChanged 312 SP:Iteration 13Q (1256.011038 sec): 3 clusters Score: Raw -1126724.092187 + Penalty 2067.819276 = -1124656.272911 nChanged 270 SP:Iteration 14Q (1256.129163 sec): 3 clusters Score: Raw -1126946.806742 + Penalty 2067.819276 = -1124878.987466 nChanged 264 SP:Iteration 15Q (1256.233360 sec): 3 clusters Score: Raw -1127237.284594 + Penalty 2067.819276 = -1125169.465318 nChanged 296 SP:Iteration 16Q (1256.344829 sec): 3 clusters Score: Raw -1127721.692973 + Penalty 2067.819276 = -1125653.873697 nChanged 289 SP:Iteration 17Q (1256.461948 sec): 3 clusters Score: Raw -1128342.494039 + Penalty 2067.819276 = -1126274.674763 nChanged 220 SP:Iteration 18Q (1256.567592 sec): 3 clusters Score: Raw -1128751.420181 + Penalty 2067.819276 = -1126683.600905 nChanged 181 SP:Iteration 19Q (1256.679385 sec): 3 clusters Score: Raw -1128973.493103 + Penalty 2067.819276 = -1126905.673826 nChanged 161 SP:Iteration 20F (1256.801197 sec): 3 clusters Score: Raw -1129150.876722 + Penalty 2067.819276 = -1127083.057445 nChanged 137 SP:Iteration 21Q (1256.917690 sec): 3 clusters Score: Raw -1129288.195476 + Penalty 2067.819276 = -1127220.376200 nChanged 101 SP:Iteration 22Q (1257.012810 sec): 3 clusters Score: Raw -1129428.381157 + Penalty 2067.819276 = -1127360.561881 nChanged 98 SP:Iteration 23Q (1257.103561 sec): 3 clusters Score: Raw -1129597.403185 + Penalty 2067.819276 = -1127529.583909 nChanged 81 SP:Iteration 24Q (1257.233216 sec): 3 clusters Score: Raw -1129712.945151 + Penalty 2067.819276 = -1127645.125875 nChanged 53 SP:Iteration 25Q (1257.329813 sec): 3 clusters Score: Raw -1129751.723819 + Penalty 2067.819276 = -1127683.904543 nChanged 28 SP:Iteration 26Q (1257.443023 sec): 3 clusters Score: Raw -1129765.441742 + Penalty 2067.819276 = -1127697.622465 nChanged 25 SP:Iteration 27Q (1257.556481 sec): 3 clusters Score: Raw -1129772.453283 + Penalty 2067.819276 = -1127704.634007 nChanged 7 SP:Iteration 28Q (1257.663083 sec): 3 clusters Score: Raw -1129773.269940 + Penalty 2067.819276 = -1127705.450664 nChanged 4 SP:Iteration 29Q (1257.771577 sec): 3 clusters Score: Raw -1129773.662331 + Penalty 2067.819276 = -1127705.843055 nChanged 2 SP:Iteration 30Q (1257.874280 sec): 3 clusters Score: Raw -1129773.805709 + Penalty 2067.819276 = -1127705.986432 nChanged 1 SP:Iteration 31Q (1257.965590 sec): 3 clusters Score: Raw -1129773.936639 + Penalty 2067.819276 = -1127706.117363 nChanged 0 SP:Iteration 32F (1258.077110 sec): 3 clusters Score: Raw -1129773.936639 + Penalty 2067.819276 = -1127706.117363 nChanged 0 Score: Raw -4223241.334965 + Penalty 21288.940409 = -4201952.394557 Splitting cluster 16 changes total score from -4200302.725324 to -4201952.394557 So it's getting split into cluster 18. Trying to split cluster 17 (5219 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1259.667900 sec): 2 clusters Score: Raw -302594.264485 + Penalty 898.806415 = -301695.458070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1259.758527 sec): 3 clusters Score: Raw -299703.645089 + Penalty 1797.612829 = -297906.032260 nChanged 2199 SP:Iteration 1F (1259.831385 sec): 3 clusters Score: Raw -300901.938893 + Penalty 1797.612829 = -299104.326064 nChanged 350 SP:Iteration 2F (1259.930978 sec): 3 clusters Score: Raw -301088.445691 + Penalty 1797.612829 = -299290.832862 nChanged 303 SP:Iteration 3F (1260.021408 sec): 3 clusters Score: Raw -301250.298203 + Penalty 1797.612829 = -299452.685374 nChanged 260 SP:Iteration 4Q (1260.127896 sec): 3 clusters Score: Raw -301412.713466 + Penalty 1797.612829 = -299615.100636 nChanged 263 SP:Iteration 5F (1260.215675 sec): 3 clusters Score: Raw -301566.269854 + Penalty 1797.612829 = -299768.657025 nChanged 237 SP:Iteration 6Q (1260.290382 sec): 3 clusters Score: Raw -301717.724788 + Penalty 1797.612829 = -299920.111958 nChanged 252 SP:Iteration 7Q (1260.400583 sec): 3 clusters Score: Raw -301884.032676 + Penalty 1797.612829 = -300086.419847 nChanged 222 SP:Iteration 8Q (1260.490566 sec): 3 clusters Score: Raw -302027.697446 + Penalty 1797.612829 = -300230.084617 nChanged 193 SP:Iteration 9Q (1260.582996 sec): 3 clusters Score: Raw -302143.835366 + Penalty 1797.612829 = -300346.222536 nChanged 174 SP:Iteration 10Q (1260.660919 sec): 3 clusters Score: Raw -302235.288359 + Penalty 1797.612829 = -300437.675530 nChanged 144 SP:Iteration 11Q (1260.768736 sec): 3 clusters Score: Raw -302303.379018 + Penalty 1797.612829 = -300505.766189 nChanged 128 SP:Iteration 12Q (1260.858090 sec): 3 clusters Score: Raw -302356.866784 + Penalty 1797.612829 = -300559.253954 nChanged 109 SP:Iteration 13Q (1260.939913 sec): 3 clusters Score: Raw -302401.792911 + Penalty 1797.612829 = -300604.180081 nChanged 88 SP:Iteration 14Q (1261.035483 sec): 3 clusters Score: Raw -302434.976561 + Penalty 1797.612829 = -300637.363732 nChanged 70 SP:Iteration 15Q (1261.110262 sec): 3 clusters Score: Raw -302458.078100 + Penalty 1797.612829 = -300660.465271 nChanged 61 SP:Iteration 16Q (1261.199091 sec): 3 clusters Score: Raw -302475.062591 + Penalty 1797.612829 = -300677.449762 nChanged 46 SP:Iteration 17Q (1261.292196 sec): 3 clusters Score: Raw -302488.486020 + Penalty 1797.612829 = -300690.873191 nChanged 38 SP:Iteration 18Q (1261.378448 sec): 3 clusters Score: Raw -302504.050550 + Penalty 1797.612829 = -300706.437720 nChanged 43 SP:Iteration 19Q (1261.493625 sec): 3 clusters Score: Raw -302521.637866 + Penalty 1797.612829 = -300724.025037 nChanged 39 SP:Iteration 20F (1261.575285 sec): 3 clusters Score: Raw -302536.667646 + Penalty 1797.612829 = -300739.054817 nChanged 48 SP:Iteration 21Q (1261.664634 sec): 3 clusters Score: Raw -302554.095261 + Penalty 1797.612829 = -300756.482432 nChanged 46 SP:Iteration 22Q (1261.777793 sec): 3 clusters Score: Raw -302569.166484 + Penalty 1797.612829 = -300771.553655 nChanged 38 SP:Iteration 23Q (1261.864972 sec): 3 clusters Score: Raw -302580.079181 + Penalty 1797.612829 = -300782.466352 nChanged 30 SP:Iteration 24Q (1261.935306 sec): 3 clusters Score: Raw -302587.286077 + Penalty 1797.612829 = -300789.673247 nChanged 31 SP:Iteration 25Q (1262.036681 sec): 3 clusters Score: Raw -302597.291827 + Penalty 1797.612829 = -300799.678998 nChanged 39 SP:Iteration 26Q (1262.111947 sec): 3 clusters Score: Raw -302611.584497 + Penalty 1797.612829 = -300813.971668 nChanged 34 SP:Iteration 27Q (1262.217339 sec): 3 clusters Score: Raw -302624.825769 + Penalty 1797.612829 = -300827.212940 nChanged 39 SP:Iteration 28Q (1262.295379 sec): 3 clusters Score: Raw -302639.087706 + Penalty 1797.612829 = -300841.474877 nChanged 33 SP:Iteration 29Q (1262.403322 sec): 3 clusters Score: Raw -302650.961576 + Penalty 1797.612829 = -300853.348746 nChanged 45 SP:Iteration 30Q (1262.493350 sec): 3 clusters Score: Raw -302666.557933 + Penalty 1797.612829 = -300868.945103 nChanged 41 SP:Iteration 31Q (1262.586251 sec): 3 clusters Score: Raw -302679.690938 + Penalty 1797.612829 = -300882.078109 nChanged 44 SP:Iteration 32Q (1262.645572 sec): 3 clusters Score: Raw -302693.855957 + Penalty 1797.612829 = -300896.243128 nChanged 34 SP:Iteration 33Q (1262.732211 sec): 3 clusters Score: Raw -302704.672683 + Penalty 1797.612829 = -300907.059854 nChanged 50 SP:Iteration 34Q (1262.822181 sec): 3 clusters Score: Raw -302720.166067 + Penalty 1797.612829 = -300922.553238 nChanged 41 SP:Iteration 35Q (1262.896724 sec): 3 clusters Score: Raw -302732.031101 + Penalty 1797.612829 = -300934.418272 nChanged 35 SP:Iteration 36Q (1262.996784 sec): 3 clusters Score: Raw -302741.168232 + Penalty 1797.612829 = -300943.555403 nChanged 31 SP:Iteration 37Q (1263.084155 sec): 3 clusters Score: Raw -302750.851650 + Penalty 1797.612829 = -300953.238821 nChanged 22 SP:Iteration 38Q (1263.156871 sec): 3 clusters Score: Raw -302757.382193 + Penalty 1797.612829 = -300959.769363 nChanged 27 SP:Iteration 39Q (1263.251840 sec): 3 clusters Score: Raw -302766.638394 + Penalty 1797.612829 = -300969.025565 nChanged 32 SP:Iteration 40F (1263.335219 sec): 3 clusters Score: Raw -302775.550284 + Penalty 1797.612829 = -300977.937454 nChanged 21 SP:Iteration 41Q (1263.426522 sec): 3 clusters Score: Raw -302781.457182 + Penalty 1797.612829 = -300983.844353 nChanged 24 SP:Iteration 42Q (1263.533517 sec): 3 clusters Score: Raw -302787.375821 + Penalty 1797.612829 = -300989.762992 nChanged 20 SP:Iteration 43Q (1263.614555 sec): 3 clusters Score: Raw -302791.615221 + Penalty 1797.612829 = -300994.002392 nChanged 18 SP:Iteration 44Q (1263.701761 sec): 3 clusters Score: Raw -302796.950959 + Penalty 1797.612829 = -300999.338129 nChanged 19 SP:Iteration 45Q (1263.791338 sec): 3 clusters Score: Raw -302802.814312 + Penalty 1797.612829 = -301005.201483 nChanged 21 SP:Iteration 46Q (1263.881627 sec): 3 clusters Score: Raw -302808.866926 + Penalty 1797.612829 = -301011.254097 nChanged 21 SP:Iteration 47Q (1263.959081 sec): 3 clusters Score: Raw -302814.363809 + Penalty 1797.612829 = -301016.750979 nChanged 13 SP:Iteration 48Q (1264.060019 sec): 3 clusters Score: Raw -302816.990385 + Penalty 1797.612829 = -301019.377556 nChanged 6 SP:Iteration 49Q (1264.167920 sec): 3 clusters Score: Raw -302818.297202 + Penalty 1797.612829 = -301020.684373 nChanged 7 SP:Iteration 50Q (1264.231645 sec): 3 clusters Score: Raw -302820.116545 + Penalty 1797.612829 = -301022.503716 nChanged 13 SP:Iteration 51Q (1264.316203 sec): 3 clusters Score: Raw -302823.511887 + Penalty 1797.612829 = -301025.899058 nChanged 7 SP:Iteration 52Q (1264.408262 sec): 3 clusters Score: Raw -302825.088918 + Penalty 1797.612829 = -301027.476089 nChanged 7 SP:Iteration 53Q (1264.509795 sec): 3 clusters Score: Raw -302826.974614 + Penalty 1797.612829 = -301029.361785 nChanged 4 SP:Iteration 54Q (1264.591462 sec): 3 clusters Score: Raw -302828.092011 + Penalty 1797.612829 = -301030.479181 nChanged 3 SP:Iteration 55Q (1264.677538 sec): 3 clusters Score: Raw -302828.739948 + Penalty 1797.612829 = -301031.127119 nChanged 1 SP:Iteration 56Q (1264.756073 sec): 3 clusters Score: Raw -302828.916092 + Penalty 1797.612829 = -301031.303262 nChanged 0 SP:Iteration 57F (1264.856063 sec): 3 clusters Score: Raw -302828.916092 + Penalty 1797.612829 = -301031.303262 nChanged 0 Iteration 219F (1266.432247 sec): 19 clusters Score: Raw -4223814.511231 + Penalty 21288.940409 = -4202525.570822 nChanged 805 Iteration 220F (1268.038081 sec): 19 clusters Score: Raw -4224189.838465 + Penalty 21288.940409 = -4202900.898057 nChanged 379 Iteration 221Q (1269.284658 sec): 19 clusters Score: Raw -4224322.754079 + Penalty 21288.940409 = -4203033.813670 nChanged 269 Iteration 222Q (1270.524461 sec): 19 clusters Score: Raw -4224398.290986 + Penalty 21288.940409 = -4203109.350577 nChanged 198 Iteration 223Q (1271.791874 sec): 19 clusters Score: Raw -4224443.908585 + Penalty 21288.940409 = -4203154.968177 nChanged 160 Iteration 224Q (1272.999366 sec): 19 clusters Score: Raw -4224473.269197 + Penalty 21288.940409 = -4203184.328788 nChanged 127 Iteration 225Q (1274.218660 sec): 19 clusters Score: Raw -4224490.027670 + Penalty 21288.940409 = -4203201.087262 nChanged 118 Iteration 226Q (1275.470022 sec): 19 clusters Score: Raw -4224502.773635 + Penalty 21288.940409 = -4203213.833226 nChanged 88 Iteration 227Q (1276.675317 sec): 19 clusters Score: Raw -4224511.934811 + Penalty 21288.940409 = -4203222.994403 nChanged 90 Iteration 228Q (1277.897900 sec): 19 clusters Score: Raw -4224521.210250 + Penalty 21288.940409 = -4203232.269841 nChanged 91 Iteration 229Q (1279.183935 sec): 19 clusters Score: Raw -4224530.150674 + Penalty 21288.940409 = -4203241.210265 nChanged 81 Iteration 230Q (1280.382163 sec): 19 clusters Score: Raw -4224538.072872 + Penalty 21288.940409 = -4203249.132463 nChanged 72 Iteration 231Q (1281.637348 sec): 19 clusters Score: Raw -4224543.613778 + Penalty 21288.940409 = -4203254.673370 nChanged 59 Iteration 232Q (1282.934761 sec): 19 clusters Score: Raw -4224548.204379 + Penalty 21288.940409 = -4203259.263970 nChanged 56 Iteration 233Q (1284.186080 sec): 19 clusters Score: Raw -4224553.325769 + Penalty 21288.940409 = -4203264.385361 nChanged 68 Iteration 234Q (1285.420559 sec): 19 clusters Score: Raw -4224559.210061 + Penalty 21288.940409 = -4203270.269652 nChanged 71 Iteration 235Q (1286.653427 sec): 19 clusters Score: Raw -4224565.707323 + Penalty 21288.940409 = -4203276.766915 nChanged 86 Iteration 236Q (1287.918259 sec): 19 clusters Score: Raw -4224573.419869 + Penalty 21288.940409 = -4203284.479461 nChanged 81 Iteration 237Q (1289.190045 sec): 19 clusters Score: Raw -4224580.400383 + Penalty 21288.940409 = -4203291.459974 nChanged 90 Iteration 238Q (1290.452505 sec): 19 clusters Score: Raw -4224587.808810 + Penalty 21288.940409 = -4203298.868401 nChanged 83 Iteration 239Q (1291.731808 sec): 19 clusters Score: Raw -4224594.528503 + Penalty 21288.940409 = -4203305.588095 nChanged 54 Iteration 240F (1293.408241 sec): 19 clusters Score: Raw -4224598.408304 + Penalty 21288.940409 = -4203309.467896 nChanged 40 Iteration 241Q (1294.681594 sec): 19 clusters Score: Raw -4224601.050047 + Penalty 21288.940409 = -4203312.109638 nChanged 52 Iteration 242Q (1295.952208 sec): 19 clusters Score: Raw -4224604.832444 + Penalty 21288.940409 = -4203315.892036 nChanged 47 Iteration 243Q (1297.268748 sec): 19 clusters Score: Raw -4224608.602864 + Penalty 21288.940409 = -4203319.662455 nChanged 36 Iteration 244Q (1298.519598 sec): 19 clusters Score: Raw -4224611.199744 + Penalty 21288.940409 = -4203322.259335 nChanged 37 Iteration 245Q (1299.782070 sec): 19 clusters Score: Raw -4224615.050483 + Penalty 21288.940409 = -4203326.110074 nChanged 38 Iteration 246Q (1301.043035 sec): 19 clusters Score: Raw -4224617.964891 + Penalty 21288.940409 = -4203329.024482 nChanged 37 Iteration 247Q (1302.328500 sec): 19 clusters Score: Raw -4224620.163507 + Penalty 21288.940409 = -4203331.223098 nChanged 33 Iteration 248Q (1303.590047 sec): 19 clusters Score: Raw -4224622.046780 + Penalty 21288.940409 = -4203333.106371 nChanged 29 Iteration 249Q (1304.908634 sec): 19 clusters Score: Raw -4224623.778606 + Penalty 21288.940409 = -4203334.838198 nChanged 32 Iteration 250Q (1306.241168 sec): 19 clusters Score: Raw -4224625.341976 + Penalty 21288.940409 = -4203336.401567 nChanged 24 Iteration 251Q (1307.484360 sec): 19 clusters Score: Raw -4224627.165322 + Penalty 21288.940409 = -4203338.224913 nChanged 31 Iteration 252Q (1308.728177 sec): 19 clusters Score: Raw -4224629.034193 + Penalty 21288.940409 = -4203340.093784 nChanged 25 Iteration 253Q (1309.902419 sec): 19 clusters Score: Raw -4224630.269116 + Penalty 21288.940409 = -4203341.328707 nChanged 22 Iteration 254Q (1311.114870 sec): 19 clusters Score: Raw -4224631.634482 + Penalty 21288.940409 = -4203342.694074 nChanged 17 Iteration 255Q (1312.381586 sec): 19 clusters Score: Raw -4224632.434452 + Penalty 21288.940409 = -4203343.494043 nChanged 12 Iteration 256Q (1313.554207 sec): 19 clusters Score: Raw -4224632.858289 + Penalty 21288.940409 = -4203343.917881 nChanged 12 Iteration 257Q (1314.830937 sec): 19 clusters Score: Raw -4224633.349214 + Penalty 21288.940409 = -4203344.408806 nChanged 13 Iteration 258Q (1316.047546 sec): 19 clusters Score: Raw -4224634.048954 + Penalty 21288.940409 = -4203345.108545 nChanged 18 Writing temp clu file Because OldScore, -4203344.408806, is greater than current (better) Score,-4203345.108545 Compute initial score before splitting: Score: Raw -4224634.048954 + Penalty 21288.940409 = -4203345.108545 Trying to split cluster 1 (11221 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1316.181282 sec): 2 clusters Score: Raw -674773.925302 + Penalty 979.181942 = -673794.743360 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1316.275193 sec): 3 clusters Score: Raw -668106.164922 + Penalty 1958.363883 = -666147.801038 nChanged 5039 SP:Iteration 1F (1316.402612 sec): 3 clusters Score: Raw -670872.494587 + Penalty 1958.363883 = -668914.130704 nChanged 707 SP:Iteration 2F (1316.520572 sec): 3 clusters Score: Raw -671242.874735 + Penalty 1958.363883 = -669284.510852 nChanged 708 SP:Iteration 3F (1316.610306 sec): 3 clusters Score: Raw -671659.572249 + Penalty 1958.363883 = -669701.208365 nChanged 723 SP:Iteration 4F (1316.707706 sec): 3 clusters Score: Raw -672094.931475 + Penalty 1958.363883 = -670136.567592 nChanged 721 SP:Iteration 5F (1316.801487 sec): 3 clusters Score: Raw -672558.362261 + Penalty 1958.363883 = -670599.998378 nChanged 631 SP:Iteration 6F (1316.905253 sec): 3 clusters Score: Raw -672972.486110 + Penalty 1958.363883 = -671014.122227 nChanged 531 SP:Iteration 7Q (1317.001838 sec): 3 clusters Score: Raw -673321.404021 + Penalty 1958.363883 = -671363.040138 nChanged 473 SP:Iteration 8Q (1317.102898 sec): 3 clusters Score: Raw -673620.802510 + Penalty 1958.363883 = -671662.438626 nChanged 366 SP:Iteration 9Q (1317.216637 sec): 3 clusters Score: Raw -673847.407051 + Penalty 1958.363883 = -671889.043167 nChanged 280 SP:Iteration 10Q (1317.308375 sec): 3 clusters Score: Raw -674022.895918 + Penalty 1958.363883 = -672064.532035 nChanged 241 SP:Iteration 11Q (1317.411144 sec): 3 clusters Score: Raw -674187.923331 + Penalty 1958.363883 = -672229.559448 nChanged 214 SP:Iteration 12Q (1317.512536 sec): 3 clusters Score: Raw -674340.214104 + Penalty 1958.363883 = -672381.850220 nChanged 201 SP:Iteration 13Q (1317.594869 sec): 3 clusters Score: Raw -674504.642334 + Penalty 1958.363883 = -672546.278450 nChanged 197 SP:Iteration 14Q (1317.693360 sec): 3 clusters Score: Raw -674684.752189 + Penalty 1958.363883 = -672726.388306 nChanged 187 SP:Iteration 15Q (1317.783205 sec): 3 clusters Score: Raw -674899.946499 + Penalty 1958.363883 = -672941.582616 nChanged 175 SP:Iteration 16Q (1317.901886 sec): 3 clusters Score: Raw -675090.727906 + Penalty 1958.363883 = -673132.364022 nChanged 140 SP:Iteration 17Q (1317.986845 sec): 3 clusters Score: Raw -675214.814265 + Penalty 1958.363883 = -673256.450382 nChanged 127 SP:Iteration 18Q (1318.076107 sec): 3 clusters Score: Raw -675287.273337 + Penalty 1958.363883 = -673328.909454 nChanged 82 SP:Iteration 19Q (1318.172978 sec): 3 clusters Score: Raw -675322.613522 + Penalty 1958.363883 = -673364.249639 nChanged 61 SP:Iteration 20F (1318.281979 sec): 3 clusters Score: Raw -675344.075197 + Penalty 1958.363883 = -673385.711314 nChanged 36 SP:Iteration 21Q (1318.372261 sec): 3 clusters Score: Raw -675352.553463 + Penalty 1958.363883 = -673394.189580 nChanged 21 SP:Iteration 22Q (1318.463484 sec): 3 clusters Score: Raw -675356.596331 + Penalty 1958.363883 = -673398.232448 nChanged 14 SP:Iteration 23Q (1318.568731 sec): 3 clusters Score: Raw -675358.607081 + Penalty 1958.363883 = -673400.243198 nChanged 13 SP:Iteration 24Q (1318.654934 sec): 3 clusters Score: Raw -675360.765452 + Penalty 1958.363883 = -673402.401569 nChanged 5 SP:Iteration 25Q (1318.753152 sec): 3 clusters Score: Raw -675361.733296 + Penalty 1958.363883 = -673403.369413 nChanged 4 SP:Iteration 26Q (1318.858867 sec): 3 clusters Score: Raw -675362.134055 + Penalty 1958.363883 = -673403.770171 nChanged 1 SP:Iteration 27Q (1318.946343 sec): 3 clusters Score: Raw -675362.184710 + Penalty 1958.363883 = -673403.820827 nChanged 1 SP:Iteration 28Q (1319.057370 sec): 3 clusters Score: Raw -675362.218183 + Penalty 1958.363883 = -673403.854300 nChanged 0 SP:Iteration 29F (1319.153806 sec): 3 clusters Score: Raw -675362.218183 + Penalty 1958.363883 = -673403.854300 nChanged 0 Trying to split cluster 2 (2617 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1319.214606 sec): 2 clusters Score: Raw -124600.372003 + Penalty 826.327310 = -123774.044693 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1319.281662 sec): 3 clusters Score: Raw -123304.980326 + Penalty 1652.654620 = -121652.325706 nChanged 1017 SP:Iteration 1F (1319.372001 sec): 3 clusters Score: Raw -124093.609712 + Penalty 1652.654620 = -122440.955093 nChanged 274 SP:Iteration 2F (1319.475367 sec): 3 clusters Score: Raw -124415.448045 + Penalty 1652.654620 = -122762.793426 nChanged 199 SP:Iteration 3F (1319.557730 sec): 3 clusters Score: Raw -124594.175699 + Penalty 1652.654620 = -122941.521080 nChanged 138 SP:Iteration 4F (1319.648651 sec): 3 clusters Score: Raw -124707.082811 + Penalty 1652.654620 = -123054.428191 nChanged 94 SP:Iteration 5Q (1319.721973 sec): 3 clusters Score: Raw -124766.039466 + Penalty 1652.654620 = -123113.384846 nChanged 71 SP:Iteration 6Q (1319.820314 sec): 3 clusters Score: Raw -124804.656206 + Penalty 1652.654620 = -123152.001586 nChanged 67 SP:Iteration 7Q (1319.899897 sec): 3 clusters Score: Raw -124850.369268 + Penalty 1652.654620 = -123197.714649 nChanged 77 SP:Iteration 8Q (1319.990298 sec): 3 clusters Score: Raw -124900.273855 + Penalty 1652.654620 = -123247.619235 nChanged 82 SP:Iteration 9Q (1320.063174 sec): 3 clusters Score: Raw -124950.504716 + Penalty 1652.654620 = -123297.850097 nChanged 85 SP:Iteration 10Q (1320.164823 sec): 3 clusters Score: Raw -125005.190224 + Penalty 1652.654620 = -123352.535604 nChanged 74 SP:Iteration 11Q (1320.257466 sec): 3 clusters Score: Raw -125056.131947 + Penalty 1652.654620 = -123403.477327 nChanged 67 SP:Iteration 12Q (1320.342777 sec): 3 clusters Score: Raw -125105.085780 + Penalty 1652.654620 = -123452.431160 nChanged 63 SP:Iteration 13Q (1320.411789 sec): 3 clusters Score: Raw -125144.479566 + Penalty 1652.654620 = -123491.824947 nChanged 49 SP:Iteration 14Q (1320.497857 sec): 3 clusters Score: Raw -125177.818509 + Penalty 1652.654620 = -123525.163890 nChanged 39 SP:Iteration 15Q (1320.593157 sec): 3 clusters Score: Raw -125203.526325 + Penalty 1652.654620 = -123550.871705 nChanged 36 SP:Iteration 16Q (1320.681767 sec): 3 clusters Score: Raw -125224.850104 + Penalty 1652.654620 = -123572.195485 nChanged 27 SP:Iteration 17Q (1320.766993 sec): 3 clusters Score: Raw -125239.308459 + Penalty 1652.654620 = -123586.653839 nChanged 20 SP:Iteration 18Q (1320.871503 sec): 3 clusters Score: Raw -125250.389071 + Penalty 1652.654620 = -123597.734452 nChanged 19 SP:Iteration 19Q (1320.960818 sec): 3 clusters Score: Raw -125259.408316 + Penalty 1652.654620 = -123606.753696 nChanged 15 SP:Iteration 20F (1321.046295 sec): 3 clusters Score: Raw -125266.562271 + Penalty 1652.654620 = -123613.907651 nChanged 9 SP:Iteration 21Q (1321.133694 sec): 3 clusters Score: Raw -125269.882181 + Penalty 1652.654620 = -123617.227562 nChanged 9 SP:Iteration 22Q (1321.219690 sec): 3 clusters Score: Raw -125273.311553 + Penalty 1652.654620 = -123620.656933 nChanged 9 SP:Iteration 23Q (1321.304264 sec): 3 clusters Score: Raw -125278.858429 + Penalty 1652.654620 = -123626.203809 nChanged 8 SP:Iteration 24Q (1321.383280 sec): 3 clusters Score: Raw -125283.045876 + Penalty 1652.654620 = -123630.391256 nChanged 5 SP:Iteration 25Q (1321.469079 sec): 3 clusters Score: Raw -125284.773615 + Penalty 1652.654620 = -123632.118996 nChanged 4 SP:Iteration 26Q (1321.545185 sec): 3 clusters Score: Raw -125287.618326 + Penalty 1652.654620 = -123634.963706 nChanged 3 SP:Iteration 27Q (1321.647395 sec): 3 clusters Score: Raw -125289.061468 + Penalty 1652.654620 = -123636.406848 nChanged 2 SP:Iteration 28Q (1321.723443 sec): 3 clusters Score: Raw -125289.611209 + Penalty 1652.654620 = -123636.956590 nChanged 0 SP:Iteration 29F (1321.821681 sec): 3 clusters Score: Raw -125289.611209 + Penalty 1652.654620 = -123636.956590 nChanged 0 Trying to split cluster 3 (6091 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1321.882233 sec): 2 clusters Score: Raw -316888.095461 + Penalty 915.029593 = -315973.065868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1321.975294 sec): 3 clusters Score: Raw -313456.049603 + Penalty 1830.059186 = -311625.990417 nChanged 2658 SP:Iteration 1F (1322.058236 sec): 3 clusters Score: Raw -315143.908206 + Penalty 1830.059186 = -313313.849020 nChanged 546 SP:Iteration 2F (1322.128946 sec): 3 clusters Score: Raw -315562.845166 + Penalty 1830.059186 = -313732.785980 nChanged 458 SP:Iteration 3F (1322.230126 sec): 3 clusters Score: Raw -315918.902464 + Penalty 1830.059186 = -314088.843278 nChanged 402 SP:Iteration 4F (1322.322621 sec): 3 clusters Score: Raw -316254.201473 + Penalty 1830.059186 = -314424.142287 nChanged 373 SP:Iteration 5F (1322.403056 sec): 3 clusters Score: Raw -316590.335902 + Penalty 1830.059186 = -314760.276717 nChanged 297 SP:Iteration 6Q (1322.512095 sec): 3 clusters Score: Raw -316860.891766 + Penalty 1830.059186 = -315030.832580 nChanged 210 SP:Iteration 7Q (1322.600983 sec): 3 clusters Score: Raw -317024.481611 + Penalty 1830.059186 = -315194.422425 nChanged 141 SP:Iteration 8Q (1322.678877 sec): 3 clusters Score: Raw -317142.018559 + Penalty 1830.059186 = -315311.959373 nChanged 90 SP:Iteration 9Q (1322.782975 sec): 3 clusters Score: Raw -317221.318918 + Penalty 1830.059186 = -315391.259732 nChanged 63 SP:Iteration 10Q (1322.876553 sec): 3 clusters Score: Raw -317279.452540 + Penalty 1830.059186 = -315449.393354 nChanged 49 SP:Iteration 11Q (1322.950069 sec): 3 clusters Score: Raw -317320.730997 + Penalty 1830.059186 = -315490.671811 nChanged 39 SP:Iteration 12Q (1323.048667 sec): 3 clusters Score: Raw -317366.736472 + Penalty 1830.059186 = -315536.677286 nChanged 49 SP:Iteration 13Q (1323.123733 sec): 3 clusters Score: Raw -317429.873887 + Penalty 1830.059186 = -315599.814701 nChanged 46 SP:Iteration 14Q (1323.215475 sec): 3 clusters Score: Raw -317486.978493 + Penalty 1830.059186 = -315656.919307 nChanged 31 SP:Iteration 15Q (1323.315303 sec): 3 clusters Score: Raw -317509.191694 + Penalty 1830.059186 = -315679.132509 nChanged 24 SP:Iteration 16Q (1323.414104 sec): 3 clusters Score: Raw -317518.115723 + Penalty 1830.059186 = -315688.056537 nChanged 12 SP:Iteration 17Q (1323.504587 sec): 3 clusters Score: Raw -317522.329963 + Penalty 1830.059186 = -315692.270778 nChanged 14 SP:Iteration 18Q (1323.595732 sec): 3 clusters Score: Raw -317528.022300 + Penalty 1830.059186 = -315697.963114 nChanged 7 SP:Iteration 19Q (1323.671356 sec): 3 clusters Score: Raw -317529.927104 + Penalty 1830.059186 = -315699.867919 nChanged 1 SP:Iteration 20F (1323.755674 sec): 3 clusters Score: Raw -317530.228987 + Penalty 1830.059186 = -315700.169801 nChanged 2 SP:Iteration 21Q (1323.861426 sec): 3 clusters Score: Raw -317530.882319 + Penalty 1830.059186 = -315700.823133 nChanged 3 SP:Iteration 22Q (1323.934653 sec): 3 clusters Score: Raw -317532.111901 + Penalty 1830.059186 = -315702.052715 nChanged 5 SP:Iteration 23Q (1324.046622 sec): 3 clusters Score: Raw -317533.980570 + Penalty 1830.059186 = -315703.921385 nChanged 7 SP:Iteration 24Q (1324.132354 sec): 3 clusters Score: Raw -317535.216449 + Penalty 1830.059186 = -315705.157264 nChanged 3 SP:Iteration 25Q (1324.224068 sec): 3 clusters Score: Raw -317537.328356 + Penalty 1830.059186 = -315707.269171 nChanged 7 SP:Iteration 26Q (1324.313856 sec): 3 clusters Score: Raw -317541.818299 + Penalty 1830.059186 = -315711.759113 nChanged 8 SP:Iteration 27Q (1324.401461 sec): 3 clusters Score: Raw -317547.241002 + Penalty 1830.059186 = -315717.181817 nChanged 12 SP:Iteration 28Q (1324.475456 sec): 3 clusters Score: Raw -317551.671489 + Penalty 1830.059186 = -315721.612303 nChanged 1 SP:Iteration 29Q (1324.585069 sec): 3 clusters Score: Raw -317551.997295 + Penalty 1830.059186 = -315721.938109 nChanged 0 SP:Iteration 30F (1324.655263 sec): 3 clusters Score: Raw -317551.997295 + Penalty 1830.059186 = -315721.938109 nChanged 0 Trying to split cluster 4 (1377 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1324.719034 sec): 2 clusters Score: Raw -75048.524114 + Penalty 758.904562 = -74289.619552 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1324.802582 sec): 3 clusters Score: Raw -74464.209544 + Penalty 1517.809125 = -72946.400419 nChanged 476 SP:Iteration 1F (1324.900761 sec): 3 clusters Score: Raw -74820.220931 + Penalty 1517.809125 = -73302.411807 nChanged 136 SP:Iteration 2F (1324.973625 sec): 3 clusters Score: Raw -74934.618832 + Penalty 1517.809125 = -73416.809708 nChanged 89 SP:Iteration 3F (1325.040647 sec): 3 clusters Score: Raw -75024.764394 + Penalty 1517.809125 = -73506.955269 nChanged 86 SP:Iteration 4F (1325.125705 sec): 3 clusters Score: Raw -75110.413649 + Penalty 1517.809125 = -73592.604525 nChanged 60 SP:Iteration 5Q (1325.224431 sec): 3 clusters Score: Raw -75157.356744 + Penalty 1517.809125 = -73639.547620 nChanged 44 SP:Iteration 6Q (1325.312029 sec): 3 clusters Score: Raw -75186.508299 + Penalty 1517.809125 = -73668.699175 nChanged 20 SP:Iteration 7Q (1325.396450 sec): 3 clusters Score: Raw -75201.167223 + Penalty 1517.809125 = -73683.358098 nChanged 18 SP:Iteration 8Q (1325.481844 sec): 3 clusters Score: Raw -75212.074347 + Penalty 1517.809125 = -73694.265222 nChanged 11 SP:Iteration 9Q (1325.565070 sec): 3 clusters Score: Raw -75219.125130 + Penalty 1517.809125 = -73701.316005 nChanged 10 SP:Iteration 10Q (1325.640753 sec): 3 clusters Score: Raw -75227.518272 + Penalty 1517.809125 = -73709.709147 nChanged 9 SP:Iteration 11Q (1325.736714 sec): 3 clusters Score: Raw -75231.837534 + Penalty 1517.809125 = -73714.028409 nChanged 9 SP:Iteration 12Q (1325.830505 sec): 3 clusters Score: Raw -75235.988819 + Penalty 1517.809125 = -73718.179694 nChanged 6 SP:Iteration 13Q (1325.920128 sec): 3 clusters Score: Raw -75239.159847 + Penalty 1517.809125 = -73721.350723 nChanged 2 SP:Iteration 14Q (1325.996163 sec): 3 clusters Score: Raw -75241.033949 + Penalty 1517.809125 = -73723.224824 nChanged 3 SP:Iteration 15Q (1326.073892 sec): 3 clusters Score: Raw -75242.143622 + Penalty 1517.809125 = -73724.334497 nChanged 0 SP:Iteration 16F (1326.165344 sec): 3 clusters Score: Raw -75242.143622 + Penalty 1517.809125 = -73724.334497 nChanged 0 Trying to split cluster 5 (3114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1326.209116 sec): 2 clusters Score: Raw -184213.891465 + Penalty 844.584652 = -183369.306813 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1326.296223 sec): 3 clusters Score: Raw -182638.858456 + Penalty 1689.169304 = -180949.689152 nChanged 1263 SP:Iteration 1F (1326.392903 sec): 3 clusters Score: Raw -183394.962683 + Penalty 1689.169304 = -181705.793379 nChanged 247 SP:Iteration 2F (1326.470897 sec): 3 clusters Score: Raw -183540.622891 + Penalty 1689.169304 = -181851.453587 nChanged 186 SP:Iteration 3F (1326.547841 sec): 3 clusters Score: Raw -183650.310071 + Penalty 1689.169304 = -181961.140767 nChanged 130 SP:Iteration 4Q (1326.642619 sec): 3 clusters Score: Raw -183713.019615 + Penalty 1689.169304 = -182023.850311 nChanged 111 SP:Iteration 5Q (1326.725034 sec): 3 clusters Score: Raw -183768.007352 + Penalty 1689.169304 = -182078.838048 nChanged 100 SP:Iteration 6Q (1326.797379 sec): 3 clusters Score: Raw -183815.395584 + Penalty 1689.169304 = -182126.226280 nChanged 83 SP:Iteration 7Q (1326.895756 sec): 3 clusters Score: Raw -183848.773361 + Penalty 1689.169304 = -182159.604057 nChanged 61 SP:Iteration 8Q (1326.978672 sec): 3 clusters Score: Raw -183876.224604 + Penalty 1689.169304 = -182187.055300 nChanged 67 SP:Iteration 9Q (1327.062919 sec): 3 clusters Score: Raw -183903.764008 + Penalty 1689.169304 = -182214.594704 nChanged 64 SP:Iteration 10Q (1327.158630 sec): 3 clusters Score: Raw -183932.440372 + Penalty 1689.169304 = -182243.271068 nChanged 51 SP:Iteration 11Q (1327.247338 sec): 3 clusters Score: Raw -183949.213271 + Penalty 1689.169304 = -182260.043967 nChanged 51 SP:Iteration 12Q (1327.327752 sec): 3 clusters Score: Raw -183976.091940 + Penalty 1689.169304 = -182286.922636 nChanged 62 SP:Iteration 13Q (1327.419835 sec): 3 clusters Score: Raw -184004.965716 + Penalty 1689.169304 = -182315.796412 nChanged 67 SP:Iteration 14Q (1327.493365 sec): 3 clusters Score: Raw -184034.368564 + Penalty 1689.169304 = -182345.199260 nChanged 43 SP:Iteration 15Q (1327.590310 sec): 3 clusters Score: Raw -184052.013580 + Penalty 1689.169304 = -182362.844276 nChanged 29 SP:Iteration 16Q (1327.665667 sec): 3 clusters Score: Raw -184063.196806 + Penalty 1689.169304 = -182374.027502 nChanged 34 SP:Iteration 17Q (1327.734038 sec): 3 clusters Score: Raw -184074.401294 + Penalty 1689.169304 = -182385.231990 nChanged 32 SP:Iteration 18Q (1327.838609 sec): 3 clusters Score: Raw -184085.232471 + Penalty 1689.169304 = -182396.063167 nChanged 19 SP:Iteration 19Q (1327.918479 sec): 3 clusters Score: Raw -184090.863151 + Penalty 1689.169304 = -182401.693847 nChanged 18 SP:Iteration 20F (1328.001738 sec): 3 clusters Score: Raw -184096.127233 + Penalty 1689.169304 = -182406.957929 nChanged 11 SP:Iteration 21Q (1328.079424 sec): 3 clusters Score: Raw -184098.272230 + Penalty 1689.169304 = -182409.102926 nChanged 12 SP:Iteration 22Q (1328.191139 sec): 3 clusters Score: Raw -184103.430195 + Penalty 1689.169304 = -182414.260891 nChanged 15 SP:Iteration 23Q (1328.279179 sec): 3 clusters Score: Raw -184109.272691 + Penalty 1689.169304 = -182420.103387 nChanged 16 SP:Iteration 24Q (1328.370681 sec): 3 clusters Score: Raw -184114.276782 + Penalty 1689.169304 = -182425.107478 nChanged 19 SP:Iteration 25Q (1328.465925 sec): 3 clusters Score: Raw -184119.919227 + Penalty 1689.169304 = -182430.749923 nChanged 15 SP:Iteration 26Q (1328.557110 sec): 3 clusters Score: Raw -184123.028992 + Penalty 1689.169304 = -182433.859688 nChanged 13 SP:Iteration 27Q (1328.652378 sec): 3 clusters Score: Raw -184126.626305 + Penalty 1689.169304 = -182437.457001 nChanged 10 SP:Iteration 28Q (1328.726866 sec): 3 clusters Score: Raw -184128.535755 + Penalty 1689.169304 = -182439.366451 nChanged 7 SP:Iteration 29Q (1328.814738 sec): 3 clusters Score: Raw -184130.765659 + Penalty 1689.169304 = -182441.596355 nChanged 7 SP:Iteration 30Q (1328.903151 sec): 3 clusters Score: Raw -184132.348885 + Penalty 1689.169304 = -182443.179581 nChanged 6 SP:Iteration 31Q (1329.006504 sec): 3 clusters Score: Raw -184133.388145 + Penalty 1689.169304 = -182444.218841 nChanged 3 SP:Iteration 32Q (1329.096262 sec): 3 clusters Score: Raw -184134.265553 + Penalty 1689.169304 = -182445.096249 nChanged 7 SP:Iteration 33Q (1329.180092 sec): 3 clusters Score: Raw -184137.995080 + Penalty 1689.169304 = -182448.825776 nChanged 7 SP:Iteration 34Q (1329.253136 sec): 3 clusters Score: Raw -184139.317565 + Penalty 1689.169304 = -182450.148261 nChanged 4 SP:Iteration 35Q (1329.354405 sec): 3 clusters Score: Raw -184140.833668 + Penalty 1689.169304 = -182451.664364 nChanged 5 SP:Iteration 36Q (1329.457279 sec): 3 clusters Score: Raw -184142.024387 + Penalty 1689.169304 = -182452.855083 nChanged 6 SP:Iteration 37Q (1329.541180 sec): 3 clusters Score: Raw -184143.821384 + Penalty 1689.169304 = -182454.652080 nChanged 8 SP:Iteration 38Q (1329.631787 sec): 3 clusters Score: Raw -184145.066230 + Penalty 1689.169304 = -182455.896926 nChanged 2 SP:Iteration 39Q (1329.703865 sec): 3 clusters Score: Raw -184145.311359 + Penalty 1689.169304 = -182456.142055 nChanged 4 SP:Iteration 40F (1329.796712 sec): 3 clusters Score: Raw -184146.115093 + Penalty 1689.169304 = -182456.945789 nChanged 7 SP:Iteration 41Q (1329.878885 sec): 3 clusters Score: Raw -184147.390590 + Penalty 1689.169304 = -182458.221286 nChanged 4 SP:Iteration 42Q (1329.961095 sec): 3 clusters Score: Raw -184148.086481 + Penalty 1689.169304 = -182458.917177 nChanged 2 SP:Iteration 43Q (1330.071103 sec): 3 clusters Score: Raw -184148.274954 + Penalty 1689.169304 = -182459.105650 nChanged 0 SP:Iteration 44F (1330.156065 sec): 3 clusters Score: Raw -184148.274954 + Penalty 1689.169304 = -182459.105650 nChanged 0 Trying to split cluster 6 (1090 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1330.212674 sec): 2 clusters Score: Raw -40479.770146 + Penalty 734.362962 = -39745.407184 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1330.287085 sec): 3 clusters Score: Raw -40119.111883 + Penalty 1468.725925 = -38650.385958 nChanged 392 SP:Iteration 1F (1330.389189 sec): 3 clusters Score: Raw -40724.746579 + Penalty 1468.725925 = -39256.020655 nChanged 112 SP:Iteration 2F (1330.453094 sec): 3 clusters Score: Raw -40848.007387 + Penalty 1468.725925 = -39379.281462 nChanged 50 SP:Iteration 3Q (1330.527634 sec): 3 clusters Score: Raw -40907.374557 + Penalty 1468.725925 = -39438.648633 nChanged 33 SP:Iteration 4Q (1330.631184 sec): 3 clusters Score: Raw -40935.840183 + Penalty 1468.725925 = -39467.114258 nChanged 16 SP:Iteration 5Q (1330.708270 sec): 3 clusters Score: Raw -40951.101042 + Penalty 1468.725925 = -39482.375117 nChanged 15 SP:Iteration 6Q (1330.797497 sec): 3 clusters Score: Raw -40968.629486 + Penalty 1468.725925 = -39499.903561 nChanged 11 SP:Iteration 7Q (1330.868933 sec): 3 clusters Score: Raw -40983.118315 + Penalty 1468.725925 = -39514.392390 nChanged 14 SP:Iteration 8Q (1330.949580 sec): 3 clusters Score: Raw -40998.807605 + Penalty 1468.725925 = -39530.081681 nChanged 13 SP:Iteration 9Q (1331.053724 sec): 3 clusters Score: Raw -41006.599986 + Penalty 1468.725925 = -39537.874062 nChanged 14 SP:Iteration 10Q (1331.137363 sec): 3 clusters Score: Raw -41019.097290 + Penalty 1468.725925 = -39550.371365 nChanged 4 SP:Iteration 11Q (1331.225586 sec): 3 clusters Score: Raw -41022.599214 + Penalty 1468.725925 = -39553.873289 nChanged 4 SP:Iteration 12Q (1331.285152 sec): 3 clusters Score: Raw -41024.978904 + Penalty 1468.725925 = -39556.252980 nChanged 2 SP:Iteration 13Q (1331.380052 sec): 3 clusters Score: Raw -41025.678393 + Penalty 1468.725925 = -39556.952468 nChanged 0 SP:Iteration 14F (1331.464514 sec): 3 clusters Score: Raw -41025.678393 + Penalty 1468.725925 = -39556.952468 nChanged 0 Trying to split cluster 7 (7093 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1331.525181 sec): 2 clusters Score: Raw -400135.996475 + Penalty 931.020684 = -399204.975791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1331.609080 sec): 3 clusters Score: Raw -396073.468318 + Penalty 1862.041369 = -394211.426949 nChanged 3073 SP:Iteration 1F (1331.713041 sec): 3 clusters Score: Raw -398035.814862 + Penalty 1862.041369 = -396173.773493 nChanged 594 SP:Iteration 2F (1331.793626 sec): 3 clusters Score: Raw -398459.678889 + Penalty 1862.041369 = -396597.637520 nChanged 516 SP:Iteration 3F (1331.882142 sec): 3 clusters Score: Raw -398793.728797 + Penalty 1862.041369 = -396931.687428 nChanged 426 SP:Iteration 4F (1331.978896 sec): 3 clusters Score: Raw -399044.736030 + Penalty 1862.041369 = -397182.694661 nChanged 370 SP:Iteration 5F (1332.086939 sec): 3 clusters Score: Raw -399246.751417 + Penalty 1862.041369 = -397384.710048 nChanged 322 SP:Iteration 6Q (1332.164483 sec): 3 clusters Score: Raw -399419.437457 + Penalty 1862.041369 = -397557.396088 nChanged 275 SP:Iteration 7Q (1332.250866 sec): 3 clusters Score: Raw -399569.930685 + Penalty 1862.041369 = -397707.889316 nChanged 248 SP:Iteration 8Q (1332.367723 sec): 3 clusters Score: Raw -399668.981794 + Penalty 1862.041369 = -397806.940425 nChanged 207 SP:Iteration 9Q (1332.461794 sec): 3 clusters Score: Raw -399743.668271 + Penalty 1862.041369 = -397881.626903 nChanged 167 SP:Iteration 10Q (1332.560857 sec): 3 clusters Score: Raw -399804.516889 + Penalty 1862.041369 = -397942.475520 nChanged 147 SP:Iteration 11Q (1332.652789 sec): 3 clusters Score: Raw -399858.590586 + Penalty 1862.041369 = -397996.549217 nChanged 113 SP:Iteration 12Q (1332.729586 sec): 3 clusters Score: Raw -399897.223656 + Penalty 1862.041369 = -398035.182287 nChanged 107 SP:Iteration 13Q (1332.818729 sec): 3 clusters Score: Raw -399933.933194 + Penalty 1862.041369 = -398071.891826 nChanged 84 SP:Iteration 14Q (1332.920474 sec): 3 clusters Score: Raw -399957.225341 + Penalty 1862.041369 = -398095.183972 nChanged 72 SP:Iteration 15Q (1333.003950 sec): 3 clusters Score: Raw -399973.993524 + Penalty 1862.041369 = -398111.952155 nChanged 54 SP:Iteration 16Q (1333.101123 sec): 3 clusters Score: Raw -399984.274287 + Penalty 1862.041369 = -398122.232918 nChanged 39 SP:Iteration 17Q (1333.187615 sec): 3 clusters Score: Raw -399990.115553 + Penalty 1862.041369 = -398128.074185 nChanged 30 SP:Iteration 18Q (1333.289582 sec): 3 clusters Score: Raw -399995.146504 + Penalty 1862.041369 = -398133.105135 nChanged 26 SP:Iteration 19Q (1333.373233 sec): 3 clusters Score: Raw -400001.383529 + Penalty 1862.041369 = -398139.342160 nChanged 32 SP:Iteration 20F (1333.454152 sec): 3 clusters Score: Raw -400007.547395 + Penalty 1862.041369 = -398145.506027 nChanged 34 SP:Iteration 21Q (1333.558699 sec): 3 clusters Score: Raw -400013.263305 + Penalty 1862.041369 = -398151.221936 nChanged 37 SP:Iteration 22Q (1333.649587 sec): 3 clusters Score: Raw -400019.512593 + Penalty 1862.041369 = -398157.471224 nChanged 29 SP:Iteration 23Q (1333.737152 sec): 3 clusters Score: Raw -400026.413233 + Penalty 1862.041369 = -398164.371864 nChanged 31 SP:Iteration 24Q (1333.839309 sec): 3 clusters Score: Raw -400031.732659 + Penalty 1862.041369 = -398169.691290 nChanged 27 SP:Iteration 25Q (1333.916702 sec): 3 clusters Score: Raw -400035.641516 + Penalty 1862.041369 = -398173.600147 nChanged 23 SP:Iteration 26Q (1334.000706 sec): 3 clusters Score: Raw -400039.159758 + Penalty 1862.041369 = -398177.118390 nChanged 28 SP:Iteration 27Q (1334.100492 sec): 3 clusters Score: Raw -400043.100776 + Penalty 1862.041369 = -398181.059407 nChanged 23 SP:Iteration 28Q (1334.186995 sec): 3 clusters Score: Raw -400046.759555 + Penalty 1862.041369 = -398184.718186 nChanged 25 SP:Iteration 29Q (1334.280692 sec): 3 clusters Score: Raw -400050.398817 + Penalty 1862.041369 = -398188.357449 nChanged 17 SP:Iteration 30Q (1334.382384 sec): 3 clusters Score: Raw -400052.328338 + Penalty 1862.041369 = -398190.286969 nChanged 25 SP:Iteration 31Q (1334.467088 sec): 3 clusters Score: Raw -400055.274173 + Penalty 1862.041369 = -398193.232805 nChanged 17 SP:Iteration 32Q (1334.570418 sec): 3 clusters Score: Raw -400057.216356 + Penalty 1862.041369 = -398195.174987 nChanged 16 SP:Iteration 33Q (1334.655936 sec): 3 clusters Score: Raw -400059.147546 + Penalty 1862.041369 = -398197.106177 nChanged 21 SP:Iteration 34Q (1334.745873 sec): 3 clusters Score: Raw -400061.098979 + Penalty 1862.041369 = -398199.057610 nChanged 10 SP:Iteration 35Q (1334.826923 sec): 3 clusters Score: Raw -400061.759832 + Penalty 1862.041369 = -398199.718463 nChanged 6 SP:Iteration 36Q (1334.945038 sec): 3 clusters Score: Raw -400062.247266 + Penalty 1862.041369 = -398200.205897 nChanged 8 SP:Iteration 37Q (1335.029559 sec): 3 clusters Score: Raw -400062.796186 + Penalty 1862.041369 = -398200.754818 nChanged 7 SP:Iteration 38Q (1335.120130 sec): 3 clusters Score: Raw -400063.300357 + Penalty 1862.041369 = -398201.258988 nChanged 4 SP:Iteration 39Q (1335.212527 sec): 3 clusters Score: Raw -400063.571249 + Penalty 1862.041369 = -398201.529880 nChanged 2 SP:Iteration 40F (1335.297129 sec): 3 clusters Score: Raw -400063.728423 + Penalty 1862.041369 = -398201.687055 nChanged 2 SP:Iteration 41Q (1335.408637 sec): 3 clusters Score: Raw -400063.875687 + Penalty 1862.041369 = -398201.834318 nChanged 1 SP:Iteration 42Q (1335.502418 sec): 3 clusters Score: Raw -400063.892183 + Penalty 1862.041369 = -398201.850814 nChanged 0 SP:Iteration 43F (1335.601613 sec): 3 clusters Score: Raw -400063.892183 + Penalty 1862.041369 = -398201.850814 nChanged 0 Trying to split cluster 8 (4375 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1335.659829 sec): 2 clusters Score: Raw -256498.114630 + Penalty 880.284489 = -255617.830141 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1335.746197 sec): 3 clusters Score: Raw -254147.321647 + Penalty 1760.568978 = -252386.752670 nChanged 1803 SP:Iteration 1F (1335.816437 sec): 3 clusters Score: Raw -255383.674457 + Penalty 1760.568978 = -253623.105479 nChanged 380 SP:Iteration 2F (1335.923383 sec): 3 clusters Score: Raw -255670.056300 + Penalty 1760.568978 = -253909.487323 nChanged 322 SP:Iteration 3F (1336.009871 sec): 3 clusters Score: Raw -255932.884988 + Penalty 1760.568978 = -254172.316010 nChanged 282 SP:Iteration 4F (1336.083443 sec): 3 clusters Score: Raw -256161.237143 + Penalty 1760.568978 = -254400.668165 nChanged 259 SP:Iteration 5F (1336.175110 sec): 3 clusters Score: Raw -256360.404768 + Penalty 1760.568978 = -254599.835790 nChanged 210 SP:Iteration 6Q (1336.275347 sec): 3 clusters Score: Raw -256502.778044 + Penalty 1760.568978 = -254742.209066 nChanged 168 SP:Iteration 7Q (1336.361161 sec): 3 clusters Score: Raw -256590.646105 + Penalty 1760.568978 = -254830.077128 nChanged 102 SP:Iteration 8Q (1336.457207 sec): 3 clusters Score: Raw -256633.787081 + Penalty 1760.568978 = -254873.218103 nChanged 82 SP:Iteration 9Q (1336.543515 sec): 3 clusters Score: Raw -256670.155824 + Penalty 1760.568978 = -254909.586846 nChanged 73 SP:Iteration 10Q (1336.634506 sec): 3 clusters Score: Raw -256699.418938 + Penalty 1760.568978 = -254938.849960 nChanged 44 SP:Iteration 11Q (1336.746751 sec): 3 clusters Score: Raw -256713.591217 + Penalty 1760.568978 = -254953.022239 nChanged 27 SP:Iteration 12Q (1336.828216 sec): 3 clusters Score: Raw -256722.798550 + Penalty 1760.568978 = -254962.229572 nChanged 25 SP:Iteration 13Q (1336.926688 sec): 3 clusters Score: Raw -256731.282430 + Penalty 1760.568978 = -254970.713453 nChanged 21 SP:Iteration 14Q (1337.022835 sec): 3 clusters Score: Raw -256735.981850 + Penalty 1760.568978 = -254975.412873 nChanged 15 SP:Iteration 15Q (1337.117320 sec): 3 clusters Score: Raw -256739.568910 + Penalty 1760.568978 = -254978.999933 nChanged 15 SP:Iteration 16Q (1337.203861 sec): 3 clusters Score: Raw -256743.799908 + Penalty 1760.568978 = -254983.230930 nChanged 15 SP:Iteration 17Q (1337.311848 sec): 3 clusters Score: Raw -256746.985879 + Penalty 1760.568978 = -254986.416901 nChanged 14 SP:Iteration 18Q (1337.382916 sec): 3 clusters Score: Raw -256750.048768 + Penalty 1760.568978 = -254989.479790 nChanged 14 SP:Iteration 19Q (1337.483231 sec): 3 clusters Score: Raw -256753.340731 + Penalty 1760.568978 = -254992.771753 nChanged 11 SP:Iteration 20F (1337.557428 sec): 3 clusters Score: Raw -256754.919749 + Penalty 1760.568978 = -254994.350771 nChanged 8 SP:Iteration 21Q (1337.631990 sec): 3 clusters Score: Raw -256756.269543 + Penalty 1760.568978 = -254995.700565 nChanged 10 SP:Iteration 22Q (1337.729770 sec): 3 clusters Score: Raw -256758.465449 + Penalty 1760.568978 = -254997.896471 nChanged 10 SP:Iteration 23Q (1337.806608 sec): 3 clusters Score: Raw -256761.019475 + Penalty 1760.568978 = -255000.450497 nChanged 9 SP:Iteration 24Q (1337.887781 sec): 3 clusters Score: Raw -256762.507425 + Penalty 1760.568978 = -255001.938447 nChanged 5 SP:Iteration 25Q (1337.970120 sec): 3 clusters Score: Raw -256763.646726 + Penalty 1760.568978 = -255003.077748 nChanged 7 SP:Iteration 26Q (1338.072518 sec): 3 clusters Score: Raw -256765.367116 + Penalty 1760.568978 = -255004.798138 nChanged 6 SP:Iteration 27Q (1338.163306 sec): 3 clusters Score: Raw -256766.313545 + Penalty 1760.568978 = -255005.744568 nChanged 4 SP:Iteration 28Q (1338.252884 sec): 3 clusters Score: Raw -256766.891027 + Penalty 1760.568978 = -255006.322049 nChanged 2 SP:Iteration 29Q (1338.322506 sec): 3 clusters Score: Raw -256767.007938 + Penalty 1760.568978 = -255006.438960 nChanged 1 SP:Iteration 30Q (1338.406801 sec): 3 clusters Score: Raw -256767.381074 + Penalty 1760.568978 = -255006.812096 nChanged 1 SP:Iteration 31Q (1338.502689 sec): 3 clusters Score: Raw -256767.577490 + Penalty 1760.568978 = -255007.008512 nChanged 1 SP:Iteration 32Q (1338.596509 sec): 3 clusters Score: Raw -256768.876218 + Penalty 1760.568978 = -255008.307240 nChanged 2 SP:Iteration 33Q (1338.671792 sec): 3 clusters Score: Raw -256769.300895 + Penalty 1760.568978 = -255008.731917 nChanged 1 SP:Iteration 34Q (1338.754316 sec): 3 clusters Score: Raw -256769.682127 + Penalty 1760.568978 = -255009.113149 nChanged 1 SP:Iteration 35Q (1338.841485 sec): 3 clusters Score: Raw -256769.872074 + Penalty 1760.568978 = -255009.303097 nChanged 3 SP:Iteration 36Q (1338.936806 sec): 3 clusters Score: Raw -256770.673011 + Penalty 1760.568978 = -255010.104034 nChanged 4 SP:Iteration 37Q (1339.028027 sec): 3 clusters Score: Raw -256771.683958 + Penalty 1760.568978 = -255011.114980 nChanged 5 SP:Iteration 38Q (1339.099829 sec): 3 clusters Score: Raw -256772.358429 + Penalty 1760.568978 = -255011.789451 nChanged 1 SP:Iteration 39Q (1339.195063 sec): 3 clusters Score: Raw -256772.419516 + Penalty 1760.568978 = -255011.850538 nChanged 0 SP:Iteration 40F (1339.282699 sec): 3 clusters Score: Raw -256772.419516 + Penalty 1760.568978 = -255011.850538 nChanged 0 Trying to split cluster 9 (2862 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1339.331755 sec): 2 clusters Score: Raw -167080.377373 + Penalty 835.723976 = -166244.653397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1339.403197 sec): 3 clusters Score: Raw -165655.186212 + Penalty 1671.447952 = -163983.738261 nChanged 1100 SP:Iteration 1F (1339.487277 sec): 3 clusters Score: Raw -166332.532148 + Penalty 1671.447952 = -164661.084197 nChanged 247 SP:Iteration 2F (1339.578358 sec): 3 clusters Score: Raw -166536.999434 + Penalty 1671.447952 = -164865.551482 nChanged 189 SP:Iteration 3F (1339.650629 sec): 3 clusters Score: Raw -166678.137103 + Penalty 1671.447952 = -165006.689151 nChanged 140 SP:Iteration 4Q (1339.740186 sec): 3 clusters Score: Raw -166787.070900 + Penalty 1671.447952 = -165115.622948 nChanged 122 SP:Iteration 5Q (1339.827712 sec): 3 clusters Score: Raw -166887.289084 + Penalty 1671.447952 = -165215.841132 nChanged 122 SP:Iteration 6Q (1339.929251 sec): 3 clusters Score: Raw -166979.470910 + Penalty 1671.447952 = -165308.022959 nChanged 96 SP:Iteration 7Q (1340.022447 sec): 3 clusters Score: Raw -167066.038892 + Penalty 1671.447952 = -165394.590940 nChanged 99 SP:Iteration 8Q (1340.093543 sec): 3 clusters Score: Raw -167130.628467 + Penalty 1671.447952 = -165459.180515 nChanged 63 SP:Iteration 9Q (1340.194681 sec): 3 clusters Score: Raw -167162.392385 + Penalty 1671.447952 = -165490.944433 nChanged 43 SP:Iteration 10Q (1340.253785 sec): 3 clusters Score: Raw -167183.491756 + Penalty 1671.447952 = -165512.043805 nChanged 42 SP:Iteration 11Q (1340.365758 sec): 3 clusters Score: Raw -167204.072263 + Penalty 1671.447952 = -165532.624311 nChanged 38 SP:Iteration 12Q (1340.441044 sec): 3 clusters Score: Raw -167218.371949 + Penalty 1671.447952 = -165546.923997 nChanged 23 SP:Iteration 13Q (1340.540874 sec): 3 clusters Score: Raw -167227.617610 + Penalty 1671.447952 = -165556.169658 nChanged 20 SP:Iteration 14Q (1340.622144 sec): 3 clusters Score: Raw -167235.546530 + Penalty 1671.447952 = -165564.098579 nChanged 14 SP:Iteration 15Q (1340.713905 sec): 3 clusters Score: Raw -167239.841608 + Penalty 1671.447952 = -165568.393656 nChanged 14 SP:Iteration 16Q (1340.790980 sec): 3 clusters Score: Raw -167244.747643 + Penalty 1671.447952 = -165573.299692 nChanged 13 SP:Iteration 17Q (1340.874064 sec): 3 clusters Score: Raw -167247.394815 + Penalty 1671.447952 = -165575.946863 nChanged 11 SP:Iteration 18Q (1340.950808 sec): 3 clusters Score: Raw -167250.021337 + Penalty 1671.447952 = -165578.573386 nChanged 8 SP:Iteration 19Q (1341.053553 sec): 3 clusters Score: Raw -167252.091871 + Penalty 1671.447952 = -165580.643919 nChanged 4 SP:Iteration 20F (1341.124976 sec): 3 clusters Score: Raw -167253.551522 + Penalty 1671.447952 = -165582.103571 nChanged 3 SP:Iteration 21Q (1341.214149 sec): 3 clusters Score: Raw -167255.017900 + Penalty 1671.447952 = -165583.569948 nChanged 3 SP:Iteration 22Q (1341.322406 sec): 3 clusters Score: Raw -167255.892963 + Penalty 1671.447952 = -165584.445011 nChanged 4 SP:Iteration 23Q (1341.383413 sec): 3 clusters Score: Raw -167256.885924 + Penalty 1671.447952 = -165585.437972 nChanged 2 SP:Iteration 24Q (1341.493657 sec): 3 clusters Score: Raw -167257.417299 + Penalty 1671.447952 = -165585.969348 nChanged 2 SP:Iteration 25Q (1341.591292 sec): 3 clusters Score: Raw -167257.607462 + Penalty 1671.447952 = -165586.159511 nChanged 1 SP:Iteration 26Q (1341.647267 sec): 3 clusters Score: Raw -167257.726988 + Penalty 1671.447952 = -165586.279037 nChanged 1 SP:Iteration 27Q (1341.710614 sec): 3 clusters Score: Raw -167257.899569 + Penalty 1671.447952 = -165586.451618 nChanged 2 SP:Iteration 28Q (1341.799094 sec): 3 clusters Score: Raw -167258.357275 + Penalty 1671.447952 = -165586.909324 nChanged 2 SP:Iteration 29Q (1341.898212 sec): 3 clusters Score: Raw -167258.899751 + Penalty 1671.447952 = -165587.451800 nChanged 2 SP:Iteration 30Q (1341.982992 sec): 3 clusters Score: Raw -167259.376436 + Penalty 1671.447952 = -165587.928485 nChanged 1 SP:Iteration 31Q (1342.066494 sec): 3 clusters Score: Raw -167259.745197 + Penalty 1671.447952 = -165588.297246 nChanged 1 SP:Iteration 32Q (1342.143894 sec): 3 clusters Score: Raw -167260.030593 + Penalty 1671.447952 = -165588.582641 nChanged 3 SP:Iteration 33Q (1342.227747 sec): 3 clusters Score: Raw -167260.907394 + Penalty 1671.447952 = -165589.459442 nChanged 7 SP:Iteration 34Q (1342.316958 sec): 3 clusters Score: Raw -167262.012369 + Penalty 1671.447952 = -165590.564417 nChanged 1 SP:Iteration 35Q (1342.389752 sec): 3 clusters Score: Raw -167262.165888 + Penalty 1671.447952 = -165590.717936 nChanged 0 SP:Iteration 36F (1342.478553 sec): 3 clusters Score: Raw -167262.165888 + Penalty 1671.447952 = -165590.717936 nChanged 0 Trying to split cluster 10 (2698 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1342.533905 sec): 2 clusters Score: Raw -126247.122923 + Penalty 829.527934 = -125417.594989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1342.640462 sec): 3 clusters Score: Raw -124982.481162 + Penalty 1659.055868 = -123323.425295 nChanged 1075 SP:Iteration 1F (1342.706258 sec): 3 clusters Score: Raw -125886.018317 + Penalty 1659.055868 = -124226.962449 nChanged 262 SP:Iteration 2F (1342.799141 sec): 3 clusters Score: Raw -126188.622809 + Penalty 1659.055868 = -124529.566941 nChanged 217 SP:Iteration 3F (1342.894656 sec): 3 clusters Score: Raw -126474.974082 + Penalty 1659.055868 = -124815.918214 nChanged 154 SP:Iteration 4F (1342.994869 sec): 3 clusters Score: Raw -126650.470129 + Penalty 1659.055868 = -124991.414261 nChanged 127 SP:Iteration 5Q (1343.070565 sec): 3 clusters Score: Raw -126774.444679 + Penalty 1659.055868 = -125115.388811 nChanged 104 SP:Iteration 6Q (1343.170388 sec): 3 clusters Score: Raw -126839.678530 + Penalty 1659.055868 = -125180.622662 nChanged 57 SP:Iteration 7Q (1343.238286 sec): 3 clusters Score: Raw -126869.811812 + Penalty 1659.055868 = -125210.755944 nChanged 33 SP:Iteration 8Q (1343.330822 sec): 3 clusters Score: Raw -126885.947770 + Penalty 1659.055868 = -125226.891903 nChanged 28 SP:Iteration 9Q (1343.410615 sec): 3 clusters Score: Raw -126898.368897 + Penalty 1659.055868 = -125239.313030 nChanged 30 SP:Iteration 10Q (1343.505219 sec): 3 clusters Score: Raw -126913.573742 + Penalty 1659.055868 = -125254.517874 nChanged 32 SP:Iteration 11Q (1343.584805 sec): 3 clusters Score: Raw -126924.854442 + Penalty 1659.055868 = -125265.798574 nChanged 15 SP:Iteration 12Q (1343.681840 sec): 3 clusters Score: Raw -126930.335363 + Penalty 1659.055868 = -125271.279496 nChanged 14 SP:Iteration 13Q (1343.750652 sec): 3 clusters Score: Raw -126935.132702 + Penalty 1659.055868 = -125276.076835 nChanged 7 SP:Iteration 14Q (1343.848171 sec): 3 clusters Score: Raw -126938.608621 + Penalty 1659.055868 = -125279.552754 nChanged 6 SP:Iteration 15Q (1343.953825 sec): 3 clusters Score: Raw -126940.592438 + Penalty 1659.055868 = -125281.536570 nChanged 7 SP:Iteration 16Q (1344.032788 sec): 3 clusters Score: Raw -126942.762435 + Penalty 1659.055868 = -125283.706567 nChanged 6 SP:Iteration 17Q (1344.121241 sec): 3 clusters Score: Raw -126944.041193 + Penalty 1659.055868 = -125284.985325 nChanged 4 SP:Iteration 18Q (1344.203326 sec): 3 clusters Score: Raw -126945.060863 + Penalty 1659.055868 = -125286.004995 nChanged 6 SP:Iteration 19Q (1344.295344 sec): 3 clusters Score: Raw -126946.571492 + Penalty 1659.055868 = -125287.515624 nChanged 6 SP:Iteration 20F (1344.374617 sec): 3 clusters Score: Raw -126947.886816 + Penalty 1659.055868 = -125288.830948 nChanged 2 SP:Iteration 21Q (1344.448080 sec): 3 clusters Score: Raw -126948.250530 + Penalty 1659.055868 = -125289.194662 nChanged 2 SP:Iteration 22Q (1344.542502 sec): 3 clusters Score: Raw -126948.557379 + Penalty 1659.055868 = -125289.501511 nChanged 0 SP:Iteration 23F (1344.618143 sec): 3 clusters Score: Raw -126948.557379 + Penalty 1659.055868 = -125289.501511 nChanged 0 Trying to split cluster 11 (2786 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1344.662378 sec): 2 clusters Score: Raw -148106.258073 + Penalty 832.898026 = -147273.360047 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1344.749445 sec): 3 clusters Score: Raw -146726.829465 + Penalty 1665.796052 = -145061.033412 nChanged 1098 SP:Iteration 1F (1344.836098 sec): 3 clusters Score: Raw -147414.217027 + Penalty 1665.796052 = -145748.420974 nChanged 219 SP:Iteration 2F (1344.911730 sec): 3 clusters Score: Raw -147586.444617 + Penalty 1665.796052 = -145920.648564 nChanged 188 SP:Iteration 3F (1344.992666 sec): 3 clusters Score: Raw -147765.342808 + Penalty 1665.796052 = -146099.546756 nChanged 173 SP:Iteration 4F (1345.082504 sec): 3 clusters Score: Raw -147942.862972 + Penalty 1665.796052 = -146277.066920 nChanged 165 SP:Iteration 5F (1345.148129 sec): 3 clusters Score: Raw -148072.609678 + Penalty 1665.796052 = -146406.813626 nChanged 111 SP:Iteration 6Q (1345.244127 sec): 3 clusters Score: Raw -148171.404376 + Penalty 1665.796052 = -146505.608324 nChanged 107 SP:Iteration 7Q (1345.329448 sec): 3 clusters Score: Raw -148260.927669 + Penalty 1665.796052 = -146595.131617 nChanged 83 SP:Iteration 8Q (1345.414950 sec): 3 clusters Score: Raw -148314.357041 + Penalty 1665.796052 = -146648.560988 nChanged 57 SP:Iteration 9Q (1345.506838 sec): 3 clusters Score: Raw -148343.265289 + Penalty 1665.796052 = -146677.469236 nChanged 41 SP:Iteration 10Q (1345.603445 sec): 3 clusters Score: Raw -148360.078954 + Penalty 1665.796052 = -146694.282902 nChanged 25 SP:Iteration 11Q (1345.696243 sec): 3 clusters Score: Raw -148368.999970 + Penalty 1665.796052 = -146703.203918 nChanged 17 SP:Iteration 12Q (1345.775717 sec): 3 clusters Score: Raw -148376.490450 + Penalty 1665.796052 = -146710.694397 nChanged 15 SP:Iteration 13Q (1345.857459 sec): 3 clusters Score: Raw -148381.037480 + Penalty 1665.796052 = -146715.241428 nChanged 8 SP:Iteration 14Q (1345.942251 sec): 3 clusters Score: Raw -148382.702859 + Penalty 1665.796052 = -146716.906807 nChanged 6 SP:Iteration 15Q (1346.043688 sec): 3 clusters Score: Raw -148383.891946 + Penalty 1665.796052 = -146718.095894 nChanged 1 SP:Iteration 16Q (1346.121094 sec): 3 clusters Score: Raw -148384.277819 + Penalty 1665.796052 = -146718.481767 nChanged 4 SP:Iteration 17Q (1346.196599 sec): 3 clusters Score: Raw -148385.694247 + Penalty 1665.796052 = -146719.898195 nChanged 9 SP:Iteration 18Q (1346.295079 sec): 3 clusters Score: Raw -148387.906324 + Penalty 1665.796052 = -146722.110272 nChanged 11 SP:Iteration 19Q (1346.374981 sec): 3 clusters Score: Raw -148390.082283 + Penalty 1665.796052 = -146724.286231 nChanged 4 SP:Iteration 20F (1346.457058 sec): 3 clusters Score: Raw -148390.713768 + Penalty 1665.796052 = -146724.917715 nChanged 2 SP:Iteration 21Q (1346.542058 sec): 3 clusters Score: Raw -148391.212792 + Penalty 1665.796052 = -146725.416740 nChanged 2 SP:Iteration 22Q (1346.635257 sec): 3 clusters Score: Raw -148391.510204 + Penalty 1665.796052 = -146725.714151 nChanged 0 SP:Iteration 23F (1346.714123 sec): 3 clusters Score: Raw -148391.510204 + Penalty 1665.796052 = -146725.714151 nChanged 0 Trying to split cluster 12 (3178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1346.796888 sec): 2 clusters Score: Raw -193452.735621 + Penalty 846.720771 = -192606.014849 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1346.872194 sec): 3 clusters Score: Raw -191782.903740 + Penalty 1693.441543 = -190089.462197 nChanged 1299 SP:Iteration 1F (1346.952398 sec): 3 clusters Score: Raw -192542.137790 + Penalty 1693.441543 = -190848.696247 nChanged 265 SP:Iteration 2F (1347.059753 sec): 3 clusters Score: Raw -192736.005509 + Penalty 1693.441543 = -191042.563966 nChanged 220 SP:Iteration 3F (1347.126401 sec): 3 clusters Score: Raw -192894.444159 + Penalty 1693.441543 = -191201.002616 nChanged 182 SP:Iteration 4F (1347.233952 sec): 3 clusters Score: Raw -193030.310351 + Penalty 1693.441543 = -191336.868808 nChanged 158 SP:Iteration 5Q (1347.320197 sec): 3 clusters Score: Raw -193142.714801 + Penalty 1693.441543 = -191449.273258 nChanged 143 SP:Iteration 6Q (1347.400809 sec): 3 clusters Score: Raw -193257.185518 + Penalty 1693.441543 = -191563.743975 nChanged 121 SP:Iteration 7Q (1347.496618 sec): 3 clusters Score: Raw -193342.302752 + Penalty 1693.441543 = -191648.861209 nChanged 114 SP:Iteration 8Q (1347.585156 sec): 3 clusters Score: Raw -193427.096908 + Penalty 1693.441543 = -191733.655365 nChanged 100 SP:Iteration 9Q (1347.672554 sec): 3 clusters Score: Raw -193497.908573 + Penalty 1693.441543 = -191804.467030 nChanged 91 SP:Iteration 10Q (1347.757801 sec): 3 clusters Score: Raw -193549.320323 + Penalty 1693.441543 = -191855.878780 nChanged 70 SP:Iteration 11Q (1347.845360 sec): 3 clusters Score: Raw -193580.116517 + Penalty 1693.441543 = -191886.674975 nChanged 49 SP:Iteration 12Q (1347.934888 sec): 3 clusters Score: Raw -193600.406940 + Penalty 1693.441543 = -191906.965397 nChanged 31 SP:Iteration 13Q (1348.012388 sec): 3 clusters Score: Raw -193608.873753 + Penalty 1693.441543 = -191915.432210 nChanged 15 SP:Iteration 14Q (1348.104512 sec): 3 clusters Score: Raw -193612.564655 + Penalty 1693.441543 = -191919.123112 nChanged 15 SP:Iteration 15Q (1348.192281 sec): 3 clusters Score: Raw -193616.103068 + Penalty 1693.441543 = -191922.661525 nChanged 12 SP:Iteration 16Q (1348.267410 sec): 3 clusters Score: Raw -193618.872781 + Penalty 1693.441543 = -191925.431238 nChanged 13 SP:Iteration 17Q (1348.372458 sec): 3 clusters Score: Raw -193623.284308 + Penalty 1693.441543 = -191929.842765 nChanged 13 SP:Iteration 18Q (1348.463969 sec): 3 clusters Score: Raw -193627.338279 + Penalty 1693.441543 = -191933.896736 nChanged 12 SP:Iteration 19Q (1348.539599 sec): 3 clusters Score: Raw -193630.939854 + Penalty 1693.441543 = -191937.498311 nChanged 8 SP:Iteration 20F (1348.643697 sec): 3 clusters Score: Raw -193633.025032 + Penalty 1693.441543 = -191939.583489 nChanged 6 SP:Iteration 21Q (1348.727561 sec): 3 clusters Score: Raw -193635.545793 + Penalty 1693.441543 = -191942.104250 nChanged 10 SP:Iteration 22Q (1348.823189 sec): 3 clusters Score: Raw -193639.106094 + Penalty 1693.441543 = -191945.664551 nChanged 7 SP:Iteration 23Q (1348.912766 sec): 3 clusters Score: Raw -193640.664606 + Penalty 1693.441543 = -191947.223064 nChanged 5 SP:Iteration 24Q (1349.001129 sec): 3 clusters Score: Raw -193642.617087 + Penalty 1693.441543 = -191949.175544 nChanged 8 SP:Iteration 25Q (1349.075104 sec): 3 clusters Score: Raw -193644.480174 + Penalty 1693.441543 = -191951.038631 nChanged 6 SP:Iteration 26Q (1349.176243 sec): 3 clusters Score: Raw -193645.660522 + Penalty 1693.441543 = -191952.218979 nChanged 7 SP:Iteration 27Q (1349.246697 sec): 3 clusters Score: Raw -193647.318644 + Penalty 1693.441543 = -191953.877101 nChanged 4 SP:Iteration 28Q (1349.334219 sec): 3 clusters Score: Raw -193647.966668 + Penalty 1693.441543 = -191954.525125 nChanged 5 SP:Iteration 29Q (1349.422380 sec): 3 clusters Score: Raw -193648.913937 + Penalty 1693.441543 = -191955.472394 nChanged 0 SP:Iteration 30F (1349.502226 sec): 3 clusters Score: Raw -193648.913937 + Penalty 1693.441543 = -191955.472394 nChanged 0 Trying to split cluster 13 (1479 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1349.545675 sec): 2 clusters Score: Raw -72082.317084 + Penalty 766.407754 = -71315.909331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1349.632648 sec): 3 clusters Score: Raw -71437.894590 + Penalty 1532.815507 = -69905.079083 nChanged 574 SP:Iteration 1F (1349.732938 sec): 3 clusters Score: Raw -71889.578138 + Penalty 1532.815507 = -70356.762631 nChanged 154 SP:Iteration 2F (1349.810670 sec): 3 clusters Score: Raw -72044.010979 + Penalty 1532.815507 = -70511.195472 nChanged 101 SP:Iteration 3F (1349.887879 sec): 3 clusters Score: Raw -72158.275433 + Penalty 1532.815507 = -70625.459926 nChanged 85 SP:Iteration 4F (1349.966824 sec): 3 clusters Score: Raw -72292.546513 + Penalty 1532.815507 = -70759.731006 nChanged 84 SP:Iteration 5F (1350.066661 sec): 3 clusters Score: Raw -72394.744141 + Penalty 1532.815507 = -70861.928634 nChanged 66 SP:Iteration 6Q (1350.152966 sec): 3 clusters Score: Raw -72458.093359 + Penalty 1532.815507 = -70925.277852 nChanged 42 SP:Iteration 7Q (1350.238563 sec): 3 clusters Score: Raw -72496.342694 + Penalty 1532.815507 = -70963.527187 nChanged 27 SP:Iteration 8Q (1350.293461 sec): 3 clusters Score: Raw -72520.761949 + Penalty 1532.815507 = -70987.946442 nChanged 29 SP:Iteration 9Q (1350.383850 sec): 3 clusters Score: Raw -72551.687398 + Penalty 1532.815507 = -71018.871891 nChanged 35 SP:Iteration 10Q (1350.463399 sec): 3 clusters Score: Raw -72606.267635 + Penalty 1532.815507 = -71073.452128 nChanged 48 SP:Iteration 11Q (1350.566903 sec): 3 clusters Score: Raw -72680.437789 + Penalty 1532.815507 = -71147.622282 nChanged 49 SP:Iteration 12Q (1350.661681 sec): 3 clusters Score: Raw -72753.285790 + Penalty 1532.815507 = -71220.470283 nChanged 43 SP:Iteration 13Q (1350.739353 sec): 3 clusters Score: Raw -72821.961626 + Penalty 1532.815507 = -71289.146119 nChanged 36 SP:Iteration 14Q (1350.827715 sec): 3 clusters Score: Raw -72867.184006 + Penalty 1532.815507 = -71334.368499 nChanged 29 SP:Iteration 15Q (1350.894485 sec): 3 clusters Score: Raw -72900.433196 + Penalty 1532.815507 = -71367.617688 nChanged 26 SP:Iteration 16Q (1350.979523 sec): 3 clusters Score: Raw -72926.740029 + Penalty 1532.815507 = -71393.924522 nChanged 17 SP:Iteration 17Q (1351.066074 sec): 3 clusters Score: Raw -72944.892137 + Penalty 1532.815507 = -71412.076630 nChanged 17 SP:Iteration 18Q (1351.149118 sec): 3 clusters Score: Raw -72958.403892 + Penalty 1532.815507 = -71425.588385 nChanged 18 SP:Iteration 19Q (1351.241533 sec): 3 clusters Score: Raw -72970.858879 + Penalty 1532.815507 = -71438.043372 nChanged 12 SP:Iteration 20F (1351.316406 sec): 3 clusters Score: Raw -72982.210340 + Penalty 1532.815507 = -71449.394833 nChanged 11 SP:Iteration 21Q (1351.394984 sec): 3 clusters Score: Raw -72991.861120 + Penalty 1532.815507 = -71459.045613 nChanged 4 SP:Iteration 22Q (1351.495634 sec): 3 clusters Score: Raw -72994.583981 + Penalty 1532.815507 = -71461.768473 nChanged 1 SP:Iteration 23Q (1351.584449 sec): 3 clusters Score: Raw -72995.510429 + Penalty 1532.815507 = -71462.694922 nChanged 0 SP:Iteration 24F (1351.662576 sec): 3 clusters Score: Raw -72995.510429 + Penalty 1532.815507 = -71462.694922 nChanged 0 Score: Raw -4225547.945429 + Penalty 22471.659320 = -4203076.286109 Splitting cluster 13 changes total score from -4203345.108545 to -4203076.286109 So it's not getting split. Trying to split cluster 14 (1522 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1353.319201 sec): 2 clusters Score: Raw -89212.685382 + Penalty 769.416957 = -88443.268425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1353.417634 sec): 3 clusters Score: Raw -88557.201403 + Penalty 1538.833913 = -87018.367490 nChanged 528 SP:Iteration 1F (1353.486983 sec): 3 clusters Score: Raw -88927.992641 + Penalty 1538.833913 = -87389.158728 nChanged 138 SP:Iteration 2F (1353.583491 sec): 3 clusters Score: Raw -89059.143244 + Penalty 1538.833913 = -87520.309331 nChanged 96 SP:Iteration 3F (1353.657370 sec): 3 clusters Score: Raw -89145.425513 + Penalty 1538.833913 = -87606.591600 nChanged 74 SP:Iteration 4Q (1353.742220 sec): 3 clusters Score: Raw -89227.236396 + Penalty 1538.833913 = -87688.402483 nChanged 63 SP:Iteration 5Q (1353.832549 sec): 3 clusters Score: Raw -89290.316135 + Penalty 1538.833913 = -87751.482222 nChanged 67 SP:Iteration 6Q (1353.925736 sec): 3 clusters Score: Raw -89352.243551 + Penalty 1538.833913 = -87813.409638 nChanged 60 SP:Iteration 7Q (1354.015693 sec): 3 clusters Score: Raw -89402.971685 + Penalty 1538.833913 = -87864.137772 nChanged 43 SP:Iteration 8Q (1354.106682 sec): 3 clusters Score: Raw -89434.300065 + Penalty 1538.833913 = -87895.466152 nChanged 34 SP:Iteration 9Q (1354.178788 sec): 3 clusters Score: Raw -89456.565892 + Penalty 1538.833913 = -87917.731979 nChanged 26 SP:Iteration 10Q (1354.257221 sec): 3 clusters Score: Raw -89470.605539 + Penalty 1538.833913 = -87931.771626 nChanged 18 SP:Iteration 11Q (1354.344725 sec): 3 clusters Score: Raw -89477.622374 + Penalty 1538.833913 = -87938.788461 nChanged 13 SP:Iteration 12Q (1354.420370 sec): 3 clusters Score: Raw -89484.250908 + Penalty 1538.833913 = -87945.416995 nChanged 9 SP:Iteration 13Q (1354.494810 sec): 3 clusters Score: Raw -89487.445991 + Penalty 1538.833913 = -87948.612078 nChanged 6 SP:Iteration 14Q (1354.582319 sec): 3 clusters Score: Raw -89490.451634 + Penalty 1538.833913 = -87951.617721 nChanged 6 SP:Iteration 15Q (1354.664609 sec): 3 clusters Score: Raw -89492.211730 + Penalty 1538.833913 = -87953.377817 nChanged 3 SP:Iteration 16Q (1354.765386 sec): 3 clusters Score: Raw -89493.525121 + Penalty 1538.833913 = -87954.691208 nChanged 2 SP:Iteration 17Q (1354.851956 sec): 3 clusters Score: Raw -89494.215731 + Penalty 1538.833913 = -87955.381818 nChanged 0 SP:Iteration 18F (1354.933451 sec): 3 clusters Score: Raw -89494.215731 + Penalty 1538.833913 = -87955.381818 nChanged 0 Trying to split cluster 15 (1266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1354.974057 sec): 2 clusters Score: Raw -54017.991885 + Penalty 750.079848 = -53267.912037 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1355.063646 sec): 3 clusters Score: Raw -53500.977650 + Penalty 1500.159697 = -52000.817954 nChanged 435 SP:Iteration 1F (1355.141152 sec): 3 clusters Score: Raw -53913.183592 + Penalty 1500.159697 = -52413.023895 nChanged 133 SP:Iteration 2F (1355.247163 sec): 3 clusters Score: Raw -54103.861609 + Penalty 1500.159697 = -52603.701912 nChanged 102 SP:Iteration 3F (1355.336168 sec): 3 clusters Score: Raw -54226.519550 + Penalty 1500.159697 = -52726.359853 nChanged 79 SP:Iteration 4F (1355.414503 sec): 3 clusters Score: Raw -54311.383712 + Penalty 1500.159697 = -52811.224016 nChanged 48 SP:Iteration 5Q (1355.499821 sec): 3 clusters Score: Raw -54364.105736 + Penalty 1500.159697 = -52863.946040 nChanged 45 SP:Iteration 6Q (1355.574890 sec): 3 clusters Score: Raw -54406.080494 + Penalty 1500.159697 = -52905.920798 nChanged 43 SP:Iteration 7Q (1355.650836 sec): 3 clusters Score: Raw -54458.545314 + Penalty 1500.159697 = -52958.385617 nChanged 50 SP:Iteration 8Q (1355.732015 sec): 3 clusters Score: Raw -54511.198138 + Penalty 1500.159697 = -53011.038441 nChanged 35 SP:Iteration 9Q (1355.841602 sec): 3 clusters Score: Raw -54553.201571 + Penalty 1500.159697 = -53053.041875 nChanged 26 SP:Iteration 10Q (1355.900023 sec): 3 clusters Score: Raw -54593.294043 + Penalty 1500.159697 = -53093.134346 nChanged 28 SP:Iteration 11Q (1356.004719 sec): 3 clusters Score: Raw -54615.149918 + Penalty 1500.159697 = -53114.990221 nChanged 17 SP:Iteration 12Q (1356.078592 sec): 3 clusters Score: Raw -54626.386674 + Penalty 1500.159697 = -53126.226977 nChanged 10 SP:Iteration 13Q (1356.173990 sec): 3 clusters Score: Raw -54631.385245 + Penalty 1500.159697 = -53131.225548 nChanged 7 SP:Iteration 14Q (1356.264398 sec): 3 clusters Score: Raw -54633.160972 + Penalty 1500.159697 = -53133.001276 nChanged 1 SP:Iteration 15Q (1356.352892 sec): 3 clusters Score: Raw -54633.615484 + Penalty 1500.159697 = -53133.455788 nChanged 3 SP:Iteration 16Q (1356.420123 sec): 3 clusters Score: Raw -54635.394531 + Penalty 1500.159697 = -53135.234834 nChanged 1 SP:Iteration 17Q (1356.503928 sec): 3 clusters Score: Raw -54635.731783 + Penalty 1500.159697 = -53135.572086 nChanged 1 SP:Iteration 18Q (1356.589930 sec): 3 clusters Score: Raw -54635.986614 + Penalty 1500.159697 = -53135.826918 nChanged 1 SP:Iteration 19Q (1356.683134 sec): 3 clusters Score: Raw -54636.202760 + Penalty 1500.159697 = -53136.043063 nChanged 0 SP:Iteration 20F (1356.771326 sec): 3 clusters Score: Raw -54640.930451 + Penalty 1500.159697 = -53140.770754 nChanged 2 SP:Iteration 21Q (1356.863514 sec): 3 clusters Score: Raw -54651.115482 + Penalty 1500.159697 = -53150.955786 nChanged 3 SP:Iteration 22Q (1356.932252 sec): 3 clusters Score: Raw -54652.884937 + Penalty 1500.159697 = -53152.725241 nChanged 0 SP:Iteration 23F (1357.017802 sec): 3 clusters Score: Raw -54652.884937 + Penalty 1500.159697 = -53152.725241 nChanged 0 Trying to split cluster 16 (17410 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1357.123424 sec): 2 clusters Score: Raw -1042656.976014 + Penalty 1025.304003 = -1041631.672010 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1357.230680 sec): 3 clusters Score: Raw -1032010.854305 + Penalty 2050.608007 = -1029960.246298 nChanged 8005 SP:Iteration 1F (1357.329175 sec): 3 clusters Score: Raw -1036518.954011 + Penalty 2050.608007 = -1034468.346004 nChanged 898 SP:Iteration 2F (1357.425179 sec): 3 clusters Score: Raw -1036877.248145 + Penalty 2050.608007 = -1034826.640138 nChanged 901 SP:Iteration 3F (1357.547411 sec): 3 clusters Score: Raw -1037256.719972 + Penalty 2050.608007 = -1035206.111965 nChanged 950 SP:Iteration 4F (1357.669599 sec): 3 clusters Score: Raw -1037691.933385 + Penalty 2050.608007 = -1035641.325378 nChanged 1020 SP:Iteration 5F (1357.775666 sec): 3 clusters Score: Raw -1038267.589097 + Penalty 2050.608007 = -1036216.981090 nChanged 1135 SP:Iteration 6F (1357.886189 sec): 3 clusters Score: Raw -1039009.141854 + Penalty 2050.608007 = -1036958.533848 nChanged 1167 SP:Iteration 7F (1357.989374 sec): 3 clusters Score: Raw -1039865.534823 + Penalty 2050.608007 = -1037814.926816 nChanged 1061 SP:Iteration 8F (1358.098116 sec): 3 clusters Score: Raw -1040705.092406 + Penalty 2050.608007 = -1038654.484399 nChanged 853 SP:Iteration 9Q (1358.208593 sec): 3 clusters Score: Raw -1041404.497973 + Penalty 2050.608007 = -1039353.889966 nChanged 634 SP:Iteration 10Q (1358.317832 sec): 3 clusters Score: Raw -1041929.652696 + Penalty 2050.608007 = -1039879.044689 nChanged 446 SP:Iteration 11Q (1358.420366 sec): 3 clusters Score: Raw -1042287.077317 + Penalty 2050.608007 = -1040236.469310 nChanged 265 SP:Iteration 12Q (1358.533832 sec): 3 clusters Score: Raw -1042497.608930 + Penalty 2050.608007 = -1040447.000923 nChanged 156 SP:Iteration 13Q (1358.638081 sec): 3 clusters Score: Raw -1042611.985722 + Penalty 2050.608007 = -1040561.377716 nChanged 88 SP:Iteration 14Q (1358.734536 sec): 3 clusters Score: Raw -1042676.252007 + Penalty 2050.608007 = -1040625.644000 nChanged 55 SP:Iteration 15Q (1358.839683 sec): 3 clusters Score: Raw -1042722.473594 + Penalty 2050.608007 = -1040671.865587 nChanged 35 SP:Iteration 16Q (1358.950262 sec): 3 clusters Score: Raw -1042750.936966 + Penalty 2050.608007 = -1040700.328959 nChanged 21 SP:Iteration 17Q (1359.053801 sec): 3 clusters Score: Raw -1042766.685787 + Penalty 2050.608007 = -1040716.077780 nChanged 19 SP:Iteration 18Q (1359.166574 sec): 3 clusters Score: Raw -1042779.217896 + Penalty 2050.608007 = -1040728.609889 nChanged 11 SP:Iteration 19Q (1359.287975 sec): 3 clusters Score: Raw -1042787.111160 + Penalty 2050.608007 = -1040736.503153 nChanged 12 SP:Iteration 20F (1359.395756 sec): 3 clusters Score: Raw -1042798.257384 + Penalty 2050.608007 = -1040747.649377 nChanged 12 SP:Iteration 21Q (1359.523833 sec): 3 clusters Score: Raw -1042807.471985 + Penalty 2050.608007 = -1040756.863978 nChanged 8 SP:Iteration 22Q (1359.622013 sec): 3 clusters Score: Raw -1042813.124982 + Penalty 2050.608007 = -1040762.516975 nChanged 4 SP:Iteration 23Q (1359.712047 sec): 3 clusters Score: Raw -1042815.919760 + Penalty 2050.608007 = -1040765.311753 nChanged 3 SP:Iteration 24Q (1359.836104 sec): 3 clusters Score: Raw -1042819.994207 + Penalty 2050.608007 = -1040769.386200 nChanged 8 SP:Iteration 25Q (1359.932014 sec): 3 clusters Score: Raw -1042828.486223 + Penalty 2050.608007 = -1040777.878216 nChanged 9 SP:Iteration 26Q (1360.049056 sec): 3 clusters Score: Raw -1042833.692505 + Penalty 2050.608007 = -1040783.084498 nChanged 6 SP:Iteration 27Q (1360.147796 sec): 3 clusters Score: Raw -1042837.834883 + Penalty 2050.608007 = -1040787.226876 nChanged 2 SP:Iteration 28Q (1360.248178 sec): 3 clusters Score: Raw -1042838.405370 + Penalty 2050.608007 = -1040787.797363 nChanged 1 SP:Iteration 29Q (1360.352441 sec): 3 clusters Score: Raw -1042839.690694 + Penalty 2050.608007 = -1040789.082687 nChanged 1 SP:Iteration 30Q (1360.459749 sec): 3 clusters Score: Raw -1042841.904843 + Penalty 2050.608007 = -1040791.296836 nChanged 5 SP:Iteration 31Q (1360.548418 sec): 3 clusters Score: Raw -1042846.525470 + Penalty 2050.608007 = -1040795.917463 nChanged 3 SP:Iteration 32Q (1360.669549 sec): 3 clusters Score: Raw -1042848.912714 + Penalty 2050.608007 = -1040798.304707 nChanged 3 SP:Iteration 33Q (1360.766334 sec): 3 clusters Score: Raw -1042850.554092 + Penalty 2050.608007 = -1040799.946085 nChanged 1 SP:Iteration 34Q (1360.863131 sec): 3 clusters Score: Raw -1042850.947809 + Penalty 2050.608007 = -1040800.339802 nChanged 2 SP:Iteration 35Q (1360.972093 sec): 3 clusters Score: Raw -1042852.089046 + Penalty 2050.608007 = -1040801.481039 nChanged 0 SP:Iteration 36F (1361.077447 sec): 3 clusters Score: Raw -1042852.089046 + Penalty 2050.608007 = -1040801.481039 nChanged 0 Trying to split cluster 17 (5211 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1361.153105 sec): 2 clusters Score: Raw -302572.262220 + Penalty 898.645341 = -301673.616879 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1361.225685 sec): 3 clusters Score: Raw -299690.254202 + Penalty 1797.290682 = -297892.963520 nChanged 2232 SP:Iteration 1F (1361.322839 sec): 3 clusters Score: Raw -300948.130475 + Penalty 1797.290682 = -299150.839794 nChanged 386 SP:Iteration 2F (1361.420927 sec): 3 clusters Score: Raw -301159.490280 + Penalty 1797.290682 = -299362.199598 nChanged 305 SP:Iteration 3F (1361.502192 sec): 3 clusters Score: Raw -301324.064341 + Penalty 1797.290682 = -299526.773659 nChanged 259 SP:Iteration 4Q (1361.599199 sec): 3 clusters Score: Raw -301502.754550 + Penalty 1797.290682 = -299705.463869 nChanged 263 SP:Iteration 5F (1361.699830 sec): 3 clusters Score: Raw -301691.244380 + Penalty 1797.290682 = -299893.953699 nChanged 233 SP:Iteration 6Q (1361.780668 sec): 3 clusters Score: Raw -301856.418013 + Penalty 1797.290682 = -300059.127332 nChanged 193 SP:Iteration 7Q (1361.870777 sec): 3 clusters Score: Raw -301971.278573 + Penalty 1797.290682 = -300173.987891 nChanged 181 SP:Iteration 8Q (1361.953306 sec): 3 clusters Score: Raw -302072.072419 + Penalty 1797.290682 = -300274.781737 nChanged 160 SP:Iteration 9Q (1362.049445 sec): 3 clusters Score: Raw -302163.062357 + Penalty 1797.290682 = -300365.771676 nChanged 145 SP:Iteration 10Q (1362.136479 sec): 3 clusters Score: Raw -302238.581347 + Penalty 1797.290682 = -300441.290666 nChanged 139 SP:Iteration 11Q (1362.210719 sec): 3 clusters Score: Raw -302302.939832 + Penalty 1797.290682 = -300505.649151 nChanged 108 SP:Iteration 12Q (1362.310180 sec): 3 clusters Score: Raw -302343.217191 + Penalty 1797.290682 = -300545.926510 nChanged 81 SP:Iteration 13Q (1362.398990 sec): 3 clusters Score: Raw -302375.824613 + Penalty 1797.290682 = -300578.533932 nChanged 59 SP:Iteration 14Q (1362.486913 sec): 3 clusters Score: Raw -302396.516819 + Penalty 1797.290682 = -300599.226137 nChanged 57 SP:Iteration 15Q (1362.575028 sec): 3 clusters Score: Raw -302420.229064 + Penalty 1797.290682 = -300622.938383 nChanged 52 SP:Iteration 16Q (1362.674272 sec): 3 clusters Score: Raw -302436.964002 + Penalty 1797.290682 = -300639.673321 nChanged 38 SP:Iteration 17Q (1362.757709 sec): 3 clusters Score: Raw -302447.384637 + Penalty 1797.290682 = -300650.093955 nChanged 32 SP:Iteration 18Q (1362.838086 sec): 3 clusters Score: Raw -302455.865782 + Penalty 1797.290682 = -300658.575101 nChanged 26 SP:Iteration 19Q (1362.935359 sec): 3 clusters Score: Raw -302463.113238 + Penalty 1797.290682 = -300665.822556 nChanged 29 SP:Iteration 20F (1363.028990 sec): 3 clusters Score: Raw -302471.987763 + Penalty 1797.290682 = -300674.697081 nChanged 35 SP:Iteration 21Q (1363.110632 sec): 3 clusters Score: Raw -302482.820615 + Penalty 1797.290682 = -300685.529933 nChanged 36 SP:Iteration 22Q (1363.181487 sec): 3 clusters Score: Raw -302493.093778 + Penalty 1797.290682 = -300695.803096 nChanged 29 SP:Iteration 23Q (1363.286226 sec): 3 clusters Score: Raw -302501.185517 + Penalty 1797.290682 = -300703.894836 nChanged 27 SP:Iteration 24Q (1363.376837 sec): 3 clusters Score: Raw -302509.116463 + Penalty 1797.290682 = -300711.825781 nChanged 32 SP:Iteration 25Q (1363.446392 sec): 3 clusters Score: Raw -302518.959678 + Penalty 1797.290682 = -300721.668996 nChanged 29 SP:Iteration 26Q (1363.540650 sec): 3 clusters Score: Raw -302527.862371 + Penalty 1797.290682 = -300730.571689 nChanged 32 SP:Iteration 27Q (1363.636306 sec): 3 clusters Score: Raw -302539.848975 + Penalty 1797.290682 = -300742.558293 nChanged 48 SP:Iteration 28Q (1363.715092 sec): 3 clusters Score: Raw -302554.630318 + Penalty 1797.290682 = -300757.339637 nChanged 39 SP:Iteration 29Q (1363.802891 sec): 3 clusters Score: Raw -302568.113727 + Penalty 1797.290682 = -300770.823046 nChanged 43 SP:Iteration 30Q (1363.898174 sec): 3 clusters Score: Raw -302586.531533 + Penalty 1797.290682 = -300789.240852 nChanged 41 SP:Iteration 31Q (1363.987308 sec): 3 clusters Score: Raw -302601.270224 + Penalty 1797.290682 = -300803.979542 nChanged 24 SP:Iteration 32Q (1364.072960 sec): 3 clusters Score: Raw -302608.213677 + Penalty 1797.290682 = -300810.922996 nChanged 30 SP:Iteration 33Q (1364.154902 sec): 3 clusters Score: Raw -302617.569801 + Penalty 1797.290682 = -300820.279120 nChanged 27 SP:Iteration 34Q (1364.246964 sec): 3 clusters Score: Raw -302626.799124 + Penalty 1797.290682 = -300829.508442 nChanged 33 SP:Iteration 35Q (1364.335368 sec): 3 clusters Score: Raw -302637.284051 + Penalty 1797.290682 = -300839.993369 nChanged 31 SP:Iteration 36Q (1364.411852 sec): 3 clusters Score: Raw -302649.507719 + Penalty 1797.290682 = -300852.217037 nChanged 33 SP:Iteration 37Q (1364.508286 sec): 3 clusters Score: Raw -302662.701579 + Penalty 1797.290682 = -300865.410897 nChanged 32 SP:Iteration 38Q (1364.609721 sec): 3 clusters Score: Raw -302673.328569 + Penalty 1797.290682 = -300876.037887 nChanged 32 SP:Iteration 39Q (1364.685114 sec): 3 clusters Score: Raw -302683.813323 + Penalty 1797.290682 = -300886.522641 nChanged 27 SP:Iteration 40F (1364.787037 sec): 3 clusters Score: Raw -302691.524364 + Penalty 1797.290682 = -300894.233682 nChanged 26 SP:Iteration 41Q (1364.871293 sec): 3 clusters Score: Raw -302701.045476 + Penalty 1797.290682 = -300903.754795 nChanged 24 SP:Iteration 42Q (1364.955719 sec): 3 clusters Score: Raw -302709.092208 + Penalty 1797.290682 = -300911.801526 nChanged 25 SP:Iteration 43Q (1365.061875 sec): 3 clusters Score: Raw -302720.638614 + Penalty 1797.290682 = -300923.347933 nChanged 29 SP:Iteration 44Q (1365.156426 sec): 3 clusters Score: Raw -302732.923840 + Penalty 1797.290682 = -300935.633158 nChanged 30 SP:Iteration 45Q (1365.242363 sec): 3 clusters Score: Raw -302745.539937 + Penalty 1797.290682 = -300948.249256 nChanged 21 SP:Iteration 46Q (1365.337395 sec): 3 clusters Score: Raw -302752.744792 + Penalty 1797.290682 = -300955.454111 nChanged 14 SP:Iteration 47Q (1365.436626 sec): 3 clusters Score: Raw -302756.059305 + Penalty 1797.290682 = -300958.768623 nChanged 11 SP:Iteration 48Q (1365.535059 sec): 3 clusters Score: Raw -302760.148242 + Penalty 1797.290682 = -300962.857560 nChanged 12 SP:Iteration 49Q (1365.624542 sec): 3 clusters Score: Raw -302765.465233 + Penalty 1797.290682 = -300968.174552 nChanged 14 SP:Iteration 50Q (1365.713283 sec): 3 clusters Score: Raw -302770.726570 + Penalty 1797.290682 = -300973.435888 nChanged 11 SP:Iteration 51Q (1365.795480 sec): 3 clusters Score: Raw -302774.652245 + Penalty 1797.290682 = -300977.361564 nChanged 9 SP:Iteration 52Q (1365.903282 sec): 3 clusters Score: Raw -302776.905977 + Penalty 1797.290682 = -300979.615296 nChanged 8 SP:Iteration 53Q (1365.977440 sec): 3 clusters Score: Raw -302778.674777 + Penalty 1797.290682 = -300981.384095 nChanged 7 SP:Iteration 54Q (1366.074559 sec): 3 clusters Score: Raw -302780.800439 + Penalty 1797.290682 = -300983.509757 nChanged 6 SP:Iteration 55Q (1366.155763 sec): 3 clusters Score: Raw -302783.367779 + Penalty 1797.290682 = -300986.077097 nChanged 5 SP:Iteration 56Q (1366.247730 sec): 3 clusters Score: Raw -302784.950853 + Penalty 1797.290682 = -300987.660171 nChanged 4 SP:Iteration 57Q (1366.321165 sec): 3 clusters Score: Raw -302785.750538 + Penalty 1797.290682 = -300988.459857 nChanged 4 SP:Iteration 58Q (1366.421452 sec): 3 clusters Score: Raw -302786.474811 + Penalty 1797.290682 = -300989.184129 nChanged 4 SP:Iteration 59Q (1366.507837 sec): 3 clusters Score: Raw -302787.255904 + Penalty 1797.290682 = -300989.965222 nChanged 5 SP:Iteration 60F (1366.595137 sec): 3 clusters Score: Raw -302788.153723 + Penalty 1797.290682 = -300990.863041 nChanged 2 SP:Iteration 61Q (1366.686317 sec): 3 clusters Score: Raw -302788.612139 + Penalty 1797.290682 = -300991.321458 nChanged 3 SP:Iteration 62Q (1366.781309 sec): 3 clusters Score: Raw -302789.294317 + Penalty 1797.290682 = -300992.003636 nChanged 4 SP:Iteration 63Q (1366.879453 sec): 3 clusters Score: Raw -302790.221568 + Penalty 1797.290682 = -300992.930887 nChanged 3 SP:Iteration 64Q (1366.964587 sec): 3 clusters Score: Raw -302791.029961 + Penalty 1797.290682 = -300993.739280 nChanged 2 SP:Iteration 65Q (1367.053754 sec): 3 clusters Score: Raw -302791.601955 + Penalty 1797.290682 = -300994.311273 nChanged 3 SP:Iteration 66Q (1367.156878 sec): 3 clusters Score: Raw -302792.183226 + Penalty 1797.290682 = -300994.892544 nChanged 1 SP:Iteration 67Q (1367.242812 sec): 3 clusters Score: Raw -302792.346181 + Penalty 1797.290682 = -300995.055500 nChanged 0 SP:Iteration 68F (1367.326026 sec): 3 clusters Score: Raw -302792.346181 + Penalty 1797.290682 = -300995.055500 nChanged 0 Trying to split cluster 18 (2553 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1367.359580 sec): 2 clusters Score: Raw -156705.832291 + Penalty 823.727564 = -155882.104727 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1367.452082 sec): 3 clusters Score: Raw -155452.573140 + Penalty 1647.455128 = -153805.118013 nChanged 994 SP:Iteration 1F (1367.545034 sec): 3 clusters Score: Raw -155968.579859 + Penalty 1647.455128 = -154321.124731 nChanged 196 SP:Iteration 2F (1367.627362 sec): 3 clusters Score: Raw -156088.729323 + Penalty 1647.455128 = -154441.274196 nChanged 164 SP:Iteration 3F (1367.703371 sec): 3 clusters Score: Raw -156179.891882 + Penalty 1647.455128 = -154532.436754 nChanged 124 SP:Iteration 4Q (1367.790786 sec): 3 clusters Score: Raw -156257.775633 + Penalty 1647.455128 = -154610.320506 nChanged 120 SP:Iteration 5Q (1367.891021 sec): 3 clusters Score: Raw -156343.091945 + Penalty 1647.455128 = -154695.636817 nChanged 102 SP:Iteration 6Q (1367.964678 sec): 3 clusters Score: Raw -156413.544013 + Penalty 1647.455128 = -154766.088886 nChanged 88 SP:Iteration 7Q (1368.054121 sec): 3 clusters Score: Raw -156473.268648 + Penalty 1647.455128 = -154825.813520 nChanged 71 SP:Iteration 8Q (1368.131356 sec): 3 clusters Score: Raw -156517.647855 + Penalty 1647.455128 = -154870.192728 nChanged 70 SP:Iteration 9Q (1368.223089 sec): 3 clusters Score: Raw -156567.641240 + Penalty 1647.455128 = -154920.186113 nChanged 63 SP:Iteration 10Q (1368.320086 sec): 3 clusters Score: Raw -156611.774927 + Penalty 1647.455128 = -154964.319800 nChanged 53 SP:Iteration 11Q (1368.416396 sec): 3 clusters Score: Raw -156647.709236 + Penalty 1647.455128 = -155000.254109 nChanged 35 SP:Iteration 12Q (1368.494179 sec): 3 clusters Score: Raw -156672.206537 + Penalty 1647.455128 = -155024.751409 nChanged 42 SP:Iteration 13Q (1368.581934 sec): 3 clusters Score: Raw -156701.252760 + Penalty 1647.455128 = -155053.797632 nChanged 43 SP:Iteration 14Q (1368.656139 sec): 3 clusters Score: Raw -156729.643293 + Penalty 1647.455128 = -155082.188166 nChanged 40 SP:Iteration 15Q (1368.753850 sec): 3 clusters Score: Raw -156760.886131 + Penalty 1647.455128 = -155113.431003 nChanged 39 SP:Iteration 16Q (1368.843023 sec): 3 clusters Score: Raw -156796.853339 + Penalty 1647.455128 = -155149.398211 nChanged 30 SP:Iteration 17Q (1368.910435 sec): 3 clusters Score: Raw -156815.917785 + Penalty 1647.455128 = -155168.462657 nChanged 28 SP:Iteration 18Q (1369.020035 sec): 3 clusters Score: Raw -156830.561731 + Penalty 1647.455128 = -155183.106604 nChanged 18 SP:Iteration 19Q (1369.091233 sec): 3 clusters Score: Raw -156837.711055 + Penalty 1647.455128 = -155190.255927 nChanged 19 SP:Iteration 20F (1369.158194 sec): 3 clusters Score: Raw -156845.849697 + Penalty 1647.455128 = -155198.394569 nChanged 9 SP:Iteration 21Q (1369.273386 sec): 3 clusters Score: Raw -156849.882523 + Penalty 1647.455128 = -155202.427395 nChanged 9 SP:Iteration 22Q (1369.354910 sec): 3 clusters Score: Raw -156853.805140 + Penalty 1647.455128 = -155206.350012 nChanged 10 SP:Iteration 23Q (1369.440786 sec): 3 clusters Score: Raw -156859.959564 + Penalty 1647.455128 = -155212.504437 nChanged 10 SP:Iteration 24Q (1369.506749 sec): 3 clusters Score: Raw -156864.417243 + Penalty 1647.455128 = -155216.962115 nChanged 10 SP:Iteration 25Q (1369.600892 sec): 3 clusters Score: Raw -156868.861843 + Penalty 1647.455128 = -155221.406715 nChanged 13 SP:Iteration 26Q (1369.679575 sec): 3 clusters Score: Raw -156874.108660 + Penalty 1647.455128 = -155226.653533 nChanged 10 SP:Iteration 27Q (1369.764556 sec): 3 clusters Score: Raw -156880.012663 + Penalty 1647.455128 = -155232.557535 nChanged 8 SP:Iteration 28Q (1369.854205 sec): 3 clusters Score: Raw -156882.291665 + Penalty 1647.455128 = -155234.836537 nChanged 4 SP:Iteration 29Q (1369.952524 sec): 3 clusters Score: Raw -156883.408371 + Penalty 1647.455128 = -155235.953243 nChanged 3 SP:Iteration 30Q (1370.035052 sec): 3 clusters Score: Raw -156884.439730 + Penalty 1647.455128 = -155236.984602 nChanged 4 SP:Iteration 31Q (1370.125158 sec): 3 clusters Score: Raw -156885.423996 + Penalty 1647.455128 = -155237.968868 nChanged 2 SP:Iteration 32Q (1370.212904 sec): 3 clusters Score: Raw -156885.925290 + Penalty 1647.455128 = -155238.470163 nChanged 3 SP:Iteration 33Q (1370.291286 sec): 3 clusters Score: Raw -156886.968824 + Penalty 1647.455128 = -155239.513697 nChanged 1 SP:Iteration 34Q (1370.380044 sec): 3 clusters Score: Raw -156887.223484 + Penalty 1647.455128 = -155239.768356 nChanged 3 SP:Iteration 35Q (1370.448604 sec): 3 clusters Score: Raw -156887.979034 + Penalty 1647.455128 = -155240.523906 nChanged 3 SP:Iteration 36Q (1370.546570 sec): 3 clusters Score: Raw -156890.067640 + Penalty 1647.455128 = -155242.612512 nChanged 6 SP:Iteration 37Q (1370.633090 sec): 3 clusters Score: Raw -156891.905329 + Penalty 1647.455128 = -155244.450201 nChanged 7 SP:Iteration 38Q (1370.717841 sec): 3 clusters Score: Raw -156894.008776 + Penalty 1647.455128 = -155246.553648 nChanged 5 SP:Iteration 39Q (1370.819826 sec): 3 clusters Score: Raw -156896.754323 + Penalty 1647.455128 = -155249.299195 nChanged 6 SP:Iteration 40F (1370.889281 sec): 3 clusters Score: Raw -156900.475965 + Penalty 1647.455128 = -155253.020838 nChanged 8 SP:Iteration 41Q (1370.979009 sec): 3 clusters Score: Raw -156904.197680 + Penalty 1647.455128 = -155256.742553 nChanged 9 SP:Iteration 42Q (1371.068827 sec): 3 clusters Score: Raw -156907.346905 + Penalty 1647.455128 = -155259.891777 nChanged 3 SP:Iteration 43Q (1371.149755 sec): 3 clusters Score: Raw -156908.550580 + Penalty 1647.455128 = -155261.095452 nChanged 6 SP:Iteration 44Q (1371.253064 sec): 3 clusters Score: Raw -156915.252857 + Penalty 1647.455128 = -155267.797730 nChanged 9 SP:Iteration 45Q (1371.341673 sec): 3 clusters Score: Raw -156918.948771 + Penalty 1647.455128 = -155271.493644 nChanged 5 SP:Iteration 46Q (1371.431795 sec): 3 clusters Score: Raw -156920.808752 + Penalty 1647.455128 = -155273.353624 nChanged 3 SP:Iteration 47Q (1371.534445 sec): 3 clusters Score: Raw -156922.199144 + Penalty 1647.455128 = -155274.744016 nChanged 2 SP:Iteration 48Q (1371.625026 sec): 3 clusters Score: Raw -156922.870423 + Penalty 1647.455128 = -155275.415296 nChanged 2 SP:Iteration 49Q (1371.709565 sec): 3 clusters Score: Raw -156923.678441 + Penalty 1647.455128 = -155276.223314 nChanged 1 SP:Iteration 50Q (1371.787350 sec): 3 clusters Score: Raw -156924.060866 + Penalty 1647.455128 = -155276.605738 nChanged 4 SP:Iteration 51Q (1371.856960 sec): 3 clusters Score: Raw -156925.820110 + Penalty 1647.455128 = -155278.364982 nChanged 2 SP:Iteration 52Q (1371.933962 sec): 3 clusters Score: Raw -156927.127750 + Penalty 1647.455128 = -155279.672622 nChanged 3 SP:Iteration 53Q (1372.015584 sec): 3 clusters Score: Raw -156929.123035 + Penalty 1647.455128 = -155281.667907 nChanged 6 SP:Iteration 54Q (1372.089727 sec): 3 clusters Score: Raw -156932.429329 + Penalty 1647.455128 = -155284.974201 nChanged 8 SP:Iteration 55Q (1372.199864 sec): 3 clusters Score: Raw -156936.465106 + Penalty 1647.455128 = -155289.009978 nChanged 7 SP:Iteration 56Q (1372.268812 sec): 3 clusters Score: Raw -156939.848807 + Penalty 1647.455128 = -155292.393680 nChanged 5 SP:Iteration 57Q (1372.350406 sec): 3 clusters Score: Raw -156943.165822 + Penalty 1647.455128 = -155295.710694 nChanged 6 SP:Iteration 58Q (1372.447967 sec): 3 clusters Score: Raw -156946.931503 + Penalty 1647.455128 = -155299.476376 nChanged 8 SP:Iteration 59Q (1372.528653 sec): 3 clusters Score: Raw -156951.889211 + Penalty 1647.455128 = -155304.434083 nChanged 7 SP:Iteration 60F (1372.610744 sec): 3 clusters Score: Raw -156956.306771 + Penalty 1647.455128 = -155308.851643 nChanged 5 SP:Iteration 61Q (1372.697736 sec): 3 clusters Score: Raw -156958.608696 + Penalty 1647.455128 = -155311.153568 nChanged 3 SP:Iteration 62Q (1372.766505 sec): 3 clusters Score: Raw -156961.028252 + Penalty 1647.455128 = -155313.573124 nChanged 3 SP:Iteration 63Q (1372.860665 sec): 3 clusters Score: Raw -156962.404838 + Penalty 1647.455128 = -155314.949710 nChanged 3 SP:Iteration 64Q (1372.960697 sec): 3 clusters Score: Raw -156964.086726 + Penalty 1647.455128 = -155316.631598 nChanged 3 SP:Iteration 65Q (1373.048252 sec): 3 clusters Score: Raw -156964.790697 + Penalty 1647.455128 = -155317.335569 nChanged 2 SP:Iteration 66Q (1373.134184 sec): 3 clusters Score: Raw -156965.325086 + Penalty 1647.455128 = -155317.869958 nChanged 4 SP:Iteration 67Q (1373.219107 sec): 3 clusters Score: Raw -156967.151933 + Penalty 1647.455128 = -155319.696805 nChanged 2 SP:Iteration 68Q (1373.292588 sec): 3 clusters Score: Raw -156968.001490 + Penalty 1647.455128 = -155320.546362 nChanged 0 SP:Iteration 69F (1373.382473 sec): 3 clusters Score: Raw -156968.001490 + Penalty 1647.455128 = -155320.546362 nChanged 0 Iteration 259Q (1374.583049 sec): 19 clusters Score: Raw -4224634.917131 + Penalty 21288.940409 = -4203345.976722 nChanged 20 Iteration 260F (1376.119916 sec): 19 clusters Score: Raw -4224636.063126 + Penalty 21288.940409 = -4203347.122718 nChanged 16 Iteration 261Q (1377.340676 sec): 19 clusters Score: Raw -4224636.841593 + Penalty 21288.940409 = -4203347.901185 nChanged 13 Iteration 262Q (1378.573414 sec): 19 clusters Score: Raw -4224637.431526 + Penalty 21288.940409 = -4203348.491118 nChanged 16 Iteration 263Q (1379.822678 sec): 19 clusters Score: Raw -4224638.071978 + Penalty 21288.940409 = -4203349.131569 nChanged 13 Iteration 264Q (1381.034802 sec): 19 clusters Score: Raw -4224638.787301 + Penalty 21288.940409 = -4203349.846893 nChanged 11 Iteration 265Q (1382.218687 sec): 19 clusters Score: Raw -4224639.339084 + Penalty 21288.940409 = -4203350.398675 nChanged 12 Iteration 266Q (1383.427307 sec): 19 clusters Score: Raw -4224639.938877 + Penalty 21288.940409 = -4203350.998468 nChanged 10 Iteration 267Q (1384.696032 sec): 19 clusters Score: Raw -4224640.357637 + Penalty 21288.940409 = -4203351.417228 nChanged 2 Iteration 268Q (1385.971360 sec): 19 clusters Score: Raw -4224640.435078 + Penalty 21288.940409 = -4203351.494670 nChanged 2 Iteration 269Q (1387.183355 sec): 19 clusters Score: Raw -4224640.583573 + Penalty 21288.940409 = -4203351.643164 nChanged 1 Iteration 270Q (1388.402389 sec): 19 clusters Score: Raw -4224640.598664 + Penalty 21288.940409 = -4203351.658256 nChanged 2 Iteration 271Q (1389.651467 sec): 19 clusters Score: Raw -4224640.691462 + Penalty 21288.940409 = -4203351.751053 nChanged 3 Iteration 272Q (1390.855243 sec): 19 clusters Score: Raw -4224640.763799 + Penalty 21288.940409 = -4203351.823390 nChanged 6 Iteration 273Q (1392.076903 sec): 19 clusters Score: Raw -4224641.005310 + Penalty 21288.940409 = -4203352.064902 nChanged 2 Iteration 274Q (1393.276143 sec): 19 clusters Score: Raw -4224641.098296 + Penalty 21288.940409 = -4203352.157887 nChanged 2 Iteration 275Q (1394.496660 sec): 19 clusters Score: Raw -4224641.208715 + Penalty 21288.940409 = -4203352.268306 nChanged 0 Iteration 276F (1396.065728 sec): 19 clusters Score: Raw -4224641.208715 + Penalty 21288.940409 = -4203352.268306 nChanged 0 Compute initial score before splitting: Score: Raw -4224641.208715 + Penalty 21288.940409 = -4203352.268306 Trying to split cluster 1 (11129 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1396.192623 sec): 2 clusters Score: Raw -669463.889834 + Penalty 978.317507 = -668485.572327 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1396.289813 sec): 3 clusters Score: Raw -662914.417499 + Penalty 1956.635015 = -660957.782484 nChanged 4920 SP:Iteration 1F (1396.387309 sec): 3 clusters Score: Raw -665604.012941 + Penalty 1956.635015 = -663647.377927 nChanged 681 SP:Iteration 2F (1396.484134 sec): 3 clusters Score: Raw -665952.417698 + Penalty 1956.635015 = -663995.782683 nChanged 664 SP:Iteration 3F (1396.573691 sec): 3 clusters Score: Raw -666307.201999 + Penalty 1956.635015 = -664350.566985 nChanged 640 SP:Iteration 4F (1396.681052 sec): 3 clusters Score: Raw -666671.296140 + Penalty 1956.635015 = -664714.661126 nChanged 599 SP:Iteration 5F (1396.791784 sec): 3 clusters Score: Raw -667028.567265 + Penalty 1956.635015 = -665071.932251 nChanged 635 SP:Iteration 6F (1396.898629 sec): 3 clusters Score: Raw -667426.986770 + Penalty 1956.635015 = -665470.351755 nChanged 634 SP:Iteration 7F (1396.983710 sec): 3 clusters Score: Raw -667828.151311 + Penalty 1956.635015 = -665871.516296 nChanged 567 SP:Iteration 8F (1397.102832 sec): 3 clusters Score: Raw -668192.724800 + Penalty 1956.635015 = -666236.089785 nChanged 494 SP:Iteration 9Q (1397.189275 sec): 3 clusters Score: Raw -668512.211035 + Penalty 1956.635015 = -666555.576020 nChanged 452 SP:Iteration 10Q (1397.280018 sec): 3 clusters Score: Raw -668810.014100 + Penalty 1956.635015 = -666853.379085 nChanged 370 SP:Iteration 11Q (1397.367259 sec): 3 clusters Score: Raw -669077.538492 + Penalty 1956.635015 = -667120.903477 nChanged 304 SP:Iteration 12Q (1397.466205 sec): 3 clusters Score: Raw -669289.329306 + Penalty 1956.635015 = -667332.694291 nChanged 181 SP:Iteration 13Q (1397.571276 sec): 3 clusters Score: Raw -669408.193334 + Penalty 1956.635015 = -667451.558320 nChanged 125 SP:Iteration 14Q (1397.680529 sec): 3 clusters Score: Raw -669485.690335 + Penalty 1956.635015 = -667529.055320 nChanged 83 SP:Iteration 15Q (1397.777383 sec): 3 clusters Score: Raw -669537.155485 + Penalty 1956.635015 = -667580.520470 nChanged 60 SP:Iteration 16Q (1397.879328 sec): 3 clusters Score: Raw -669581.486092 + Penalty 1956.635015 = -667624.851078 nChanged 40 SP:Iteration 17Q (1397.972202 sec): 3 clusters Score: Raw -669607.480649 + Penalty 1956.635015 = -667650.845635 nChanged 27 SP:Iteration 18Q (1398.062499 sec): 3 clusters Score: Raw -669622.184945 + Penalty 1956.635015 = -667665.549930 nChanged 11 SP:Iteration 19Q (1398.170991 sec): 3 clusters Score: Raw -669628.624688 + Penalty 1956.635015 = -667671.989674 nChanged 7 SP:Iteration 20F (1398.281679 sec): 3 clusters Score: Raw -669634.640563 + Penalty 1956.635015 = -667678.005549 nChanged 7 SP:Iteration 21Q (1398.356194 sec): 3 clusters Score: Raw -669640.039413 + Penalty 1956.635015 = -667683.404398 nChanged 8 SP:Iteration 22Q (1398.456878 sec): 3 clusters Score: Raw -669647.416253 + Penalty 1956.635015 = -667690.781238 nChanged 2 SP:Iteration 23Q (1398.563667 sec): 3 clusters Score: Raw -669648.852676 + Penalty 1956.635015 = -667692.217662 nChanged 1 SP:Iteration 24Q (1398.654656 sec): 3 clusters Score: Raw -669649.784005 + Penalty 1956.635015 = -667693.148991 nChanged 2 SP:Iteration 25Q (1398.758300 sec): 3 clusters Score: Raw -669651.324141 + Penalty 1956.635015 = -667694.689126 nChanged 4 SP:Iteration 26Q (1398.842957 sec): 3 clusters Score: Raw -669655.080798 + Penalty 1956.635015 = -667698.445784 nChanged 4 SP:Iteration 27Q (1398.937567 sec): 3 clusters Score: Raw -669658.245042 + Penalty 1956.635015 = -667701.610027 nChanged 6 SP:Iteration 28Q (1399.027717 sec): 3 clusters Score: Raw -669663.264392 + Penalty 1956.635015 = -667706.629378 nChanged 5 SP:Iteration 29Q (1399.134813 sec): 3 clusters Score: Raw -669667.880734 + Penalty 1956.635015 = -667711.245719 nChanged 5 SP:Iteration 30Q (1399.258713 sec): 3 clusters Score: Raw -669671.591344 + Penalty 1956.635015 = -667714.956330 nChanged 1 SP:Iteration 31Q (1399.349366 sec): 3 clusters Score: Raw -669672.105056 + Penalty 1956.635015 = -667715.470041 nChanged 0 SP:Iteration 32F (1399.441094 sec): 3 clusters Score: Raw -669672.105056 + Penalty 1956.635015 = -667715.470041 nChanged 0 Trying to split cluster 2 (2618 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1399.489071 sec): 2 clusters Score: Raw -124649.161034 + Penalty 826.367424 = -123822.793609 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1399.583897 sec): 3 clusters Score: Raw -123412.295048 + Penalty 1652.734849 = -121759.560200 nChanged 1029 SP:Iteration 1F (1399.667279 sec): 3 clusters Score: Raw -124143.234580 + Penalty 1652.734849 = -122490.499731 nChanged 222 SP:Iteration 2F (1399.744810 sec): 3 clusters Score: Raw -124328.430189 + Penalty 1652.734849 = -122675.695341 nChanged 160 SP:Iteration 3F (1399.838469 sec): 3 clusters Score: Raw -124459.730899 + Penalty 1652.734849 = -122806.996050 nChanged 135 SP:Iteration 4F (1399.934639 sec): 3 clusters Score: Raw -124580.041447 + Penalty 1652.734849 = -122927.306598 nChanged 137 SP:Iteration 5F (1400.022134 sec): 3 clusters Score: Raw -124679.000460 + Penalty 1652.734849 = -123026.265611 nChanged 105 SP:Iteration 6Q (1400.095996 sec): 3 clusters Score: Raw -124769.694949 + Penalty 1652.734849 = -123116.960100 nChanged 99 SP:Iteration 7Q (1400.197723 sec): 3 clusters Score: Raw -124856.127633 + Penalty 1652.734849 = -123203.392784 nChanged 95 SP:Iteration 8Q (1400.280607 sec): 3 clusters Score: Raw -124933.840647 + Penalty 1652.734849 = -123281.105798 nChanged 86 SP:Iteration 9Q (1400.374993 sec): 3 clusters Score: Raw -124989.469998 + Penalty 1652.734849 = -123336.735150 nChanged 62 SP:Iteration 10Q (1400.451994 sec): 3 clusters Score: Raw -125032.428741 + Penalty 1652.734849 = -123379.693892 nChanged 60 SP:Iteration 11Q (1400.554079 sec): 3 clusters Score: Raw -125066.355546 + Penalty 1652.734849 = -123413.620697 nChanged 50 SP:Iteration 12Q (1400.642072 sec): 3 clusters Score: Raw -125091.765942 + Penalty 1652.734849 = -123439.031093 nChanged 41 SP:Iteration 13Q (1400.725502 sec): 3 clusters Score: Raw -125121.668688 + Penalty 1652.734849 = -123468.933839 nChanged 52 SP:Iteration 14Q (1400.796447 sec): 3 clusters Score: Raw -125168.781024 + Penalty 1652.734849 = -123516.046175 nChanged 69 SP:Iteration 15Q (1400.879577 sec): 3 clusters Score: Raw -125219.581204 + Penalty 1652.734849 = -123566.846355 nChanged 55 SP:Iteration 16Q (1400.968123 sec): 3 clusters Score: Raw -125260.959137 + Penalty 1652.734849 = -123608.224289 nChanged 54 SP:Iteration 17Q (1401.052848 sec): 3 clusters Score: Raw -125306.650493 + Penalty 1652.734849 = -123653.915644 nChanged 44 SP:Iteration 18Q (1401.136942 sec): 3 clusters Score: Raw -125347.032339 + Penalty 1652.734849 = -123694.297490 nChanged 48 SP:Iteration 19Q (1401.230906 sec): 3 clusters Score: Raw -125387.323837 + Penalty 1652.734849 = -123734.588988 nChanged 32 SP:Iteration 20F (1401.317577 sec): 3 clusters Score: Raw -125422.112809 + Penalty 1652.734849 = -123769.377960 nChanged 37 SP:Iteration 21Q (1401.419558 sec): 3 clusters Score: Raw -125465.524609 + Penalty 1652.734849 = -123812.789761 nChanged 33 SP:Iteration 22Q (1401.512570 sec): 3 clusters Score: Raw -125488.181951 + Penalty 1652.734849 = -123835.447102 nChanged 25 SP:Iteration 23Q (1401.592500 sec): 3 clusters Score: Raw -125499.242395 + Penalty 1652.734849 = -123846.507546 nChanged 16 SP:Iteration 24Q (1401.686685 sec): 3 clusters Score: Raw -125505.987906 + Penalty 1652.734849 = -123853.253057 nChanged 16 SP:Iteration 25Q (1401.780735 sec): 3 clusters Score: Raw -125514.133849 + Penalty 1652.734849 = -123861.399000 nChanged 14 SP:Iteration 26Q (1401.893475 sec): 3 clusters Score: Raw -125521.048728 + Penalty 1652.734849 = -123868.313879 nChanged 6 SP:Iteration 27Q (1401.983375 sec): 3 clusters Score: Raw -125522.531045 + Penalty 1652.734849 = -123869.796196 nChanged 8 SP:Iteration 28Q (1402.104444 sec): 3 clusters Score: Raw -125526.752017 + Penalty 1652.734849 = -123874.017168 nChanged 8 SP:Iteration 29Q (1402.216087 sec): 3 clusters Score: Raw -125530.799066 + Penalty 1652.734849 = -123878.064218 nChanged 10 SP:Iteration 30Q (1402.322001 sec): 3 clusters Score: Raw -125536.077309 + Penalty 1652.734849 = -123883.342460 nChanged 5 SP:Iteration 31Q (1402.388295 sec): 3 clusters Score: Raw -125537.502230 + Penalty 1652.734849 = -123884.767382 nChanged 3 SP:Iteration 32Q (1402.470371 sec): 3 clusters Score: Raw -125538.593485 + Penalty 1652.734849 = -123885.858636 nChanged 3 SP:Iteration 33Q (1402.559171 sec): 3 clusters Score: Raw -125540.269328 + Penalty 1652.734849 = -123887.534480 nChanged 2 SP:Iteration 34Q (1402.648507 sec): 3 clusters Score: Raw -125540.758341 + Penalty 1652.734849 = -123888.023492 nChanged 2 SP:Iteration 35Q (1402.726558 sec): 3 clusters Score: Raw -125541.327132 + Penalty 1652.734849 = -123888.592284 nChanged 3 SP:Iteration 36Q (1402.816863 sec): 3 clusters Score: Raw -125542.673684 + Penalty 1652.734849 = -123889.938835 nChanged 1 SP:Iteration 37Q (1402.895901 sec): 3 clusters Score: Raw -125542.893241 + Penalty 1652.734849 = -123890.158392 nChanged 1 SP:Iteration 38Q (1402.971368 sec): 3 clusters Score: Raw -125543.117147 + Penalty 1652.734849 = -123890.382298 nChanged 1 SP:Iteration 39Q (1403.067765 sec): 3 clusters Score: Raw -125544.125587 + Penalty 1652.734849 = -123891.390738 nChanged 1 SP:Iteration 40F (1403.151723 sec): 3 clusters Score: Raw -125544.603356 + Penalty 1652.734849 = -123891.868507 nChanged 0 Score: Raw -4225536.651037 + Penalty 22471.659320 = -4203064.991717 Splitting cluster 2 changes total score from -4203352.268306 to -4203064.991717 So it's not getting split. Trying to split cluster 3 (6093 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1404.714619 sec): 2 clusters Score: Raw -317001.476088 + Penalty 915.064064 = -316086.412024 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1404.807890 sec): 3 clusters Score: Raw -313554.356339 + Penalty 1830.128129 = -311724.228210 nChanged 2636 SP:Iteration 1F (1404.887316 sec): 3 clusters Score: Raw -315369.628361 + Penalty 1830.128129 = -313539.500232 nChanged 602 SP:Iteration 2F (1404.983557 sec): 3 clusters Score: Raw -315914.988444 + Penalty 1830.128129 = -314084.860316 nChanged 501 SP:Iteration 3F (1405.063139 sec): 3 clusters Score: Raw -316380.430610 + Penalty 1830.128129 = -314550.302481 nChanged 430 SP:Iteration 4F (1405.165166 sec): 3 clusters Score: Raw -316736.817412 + Penalty 1830.128129 = -314906.689284 nChanged 330 SP:Iteration 5F (1405.242189 sec): 3 clusters Score: Raw -316968.283696 + Penalty 1830.128129 = -315138.155568 nChanged 243 SP:Iteration 6Q (1405.337982 sec): 3 clusters Score: Raw -317117.306279 + Penalty 1830.128129 = -315287.178151 nChanged 210 SP:Iteration 7Q (1405.437780 sec): 3 clusters Score: Raw -317251.072817 + Penalty 1830.128129 = -315420.944688 nChanged 197 SP:Iteration 8Q (1405.520953 sec): 3 clusters Score: Raw -317385.965866 + Penalty 1830.128129 = -315555.837738 nChanged 190 SP:Iteration 9Q (1405.605011 sec): 3 clusters Score: Raw -317516.470359 + Penalty 1830.128129 = -315686.342231 nChanged 154 SP:Iteration 10Q (1405.690259 sec): 3 clusters Score: Raw -317596.080959 + Penalty 1830.128129 = -315765.952831 nChanged 120 SP:Iteration 11Q (1405.801468 sec): 3 clusters Score: Raw -317655.463605 + Penalty 1830.128129 = -315825.335476 nChanged 100 SP:Iteration 12Q (1405.877484 sec): 3 clusters Score: Raw -317704.328527 + Penalty 1830.128129 = -315874.200398 nChanged 70 SP:Iteration 13Q (1405.962923 sec): 3 clusters Score: Raw -317729.737910 + Penalty 1830.128129 = -315899.609781 nChanged 54 SP:Iteration 14Q (1406.068873 sec): 3 clusters Score: Raw -317750.130936 + Penalty 1830.128129 = -315920.002807 nChanged 56 SP:Iteration 15Q (1406.142586 sec): 3 clusters Score: Raw -317777.487701 + Penalty 1830.128129 = -315947.359572 nChanged 55 SP:Iteration 16Q (1406.246382 sec): 3 clusters Score: Raw -317804.011825 + Penalty 1830.128129 = -315973.883696 nChanged 47 SP:Iteration 17Q (1406.318863 sec): 3 clusters Score: Raw -317822.878514 + Penalty 1830.128129 = -315992.750386 nChanged 49 SP:Iteration 18Q (1406.424276 sec): 3 clusters Score: Raw -317845.459083 + Penalty 1830.128129 = -316015.330954 nChanged 43 SP:Iteration 19Q (1406.496721 sec): 3 clusters Score: Raw -317863.415352 + Penalty 1830.128129 = -316033.287224 nChanged 39 SP:Iteration 20F (1406.583786 sec): 3 clusters Score: Raw -317879.037156 + Penalty 1830.128129 = -316048.909027 nChanged 44 SP:Iteration 21Q (1406.669429 sec): 3 clusters Score: Raw -317897.951355 + Penalty 1830.128129 = -316067.823226 nChanged 41 SP:Iteration 22Q (1406.776685 sec): 3 clusters Score: Raw -317917.312044 + Penalty 1830.128129 = -316087.183916 nChanged 44 SP:Iteration 23Q (1406.859786 sec): 3 clusters Score: Raw -317938.098076 + Penalty 1830.128129 = -316107.969947 nChanged 46 SP:Iteration 24Q (1406.955482 sec): 3 clusters Score: Raw -317960.538274 + Penalty 1830.128129 = -316130.410146 nChanged 48 SP:Iteration 25Q (1407.025440 sec): 3 clusters Score: Raw -317982.672221 + Penalty 1830.128129 = -316152.544092 nChanged 43 SP:Iteration 26Q (1407.119142 sec): 3 clusters Score: Raw -317999.939001 + Penalty 1830.128129 = -316169.810873 nChanged 30 SP:Iteration 27Q (1407.199842 sec): 3 clusters Score: Raw -318012.018020 + Penalty 1830.128129 = -316181.889892 nChanged 39 SP:Iteration 28Q (1407.305718 sec): 3 clusters Score: Raw -318027.908235 + Penalty 1830.128129 = -316197.780107 nChanged 42 SP:Iteration 29Q (1407.397020 sec): 3 clusters Score: Raw -318042.609920 + Penalty 1830.128129 = -316212.481792 nChanged 38 SP:Iteration 30Q (1407.504036 sec): 3 clusters Score: Raw -318057.806533 + Penalty 1830.128129 = -316227.678405 nChanged 35 SP:Iteration 31Q (1407.602469 sec): 3 clusters Score: Raw -318071.846722 + Penalty 1830.128129 = -316241.718593 nChanged 42 SP:Iteration 32Q (1407.704512 sec): 3 clusters Score: Raw -318089.273325 + Penalty 1830.128129 = -316259.145196 nChanged 38 SP:Iteration 33Q (1407.799486 sec): 3 clusters Score: Raw -318104.683834 + Penalty 1830.128129 = -316274.555706 nChanged 35 SP:Iteration 34Q (1407.893857 sec): 3 clusters Score: Raw -318119.497643 + Penalty 1830.128129 = -316289.369515 nChanged 38 SP:Iteration 35Q (1407.966131 sec): 3 clusters Score: Raw -318137.176593 + Penalty 1830.128129 = -316307.048464 nChanged 40 SP:Iteration 36Q (1408.060322 sec): 3 clusters Score: Raw -318156.462006 + Penalty 1830.128129 = -316326.333877 nChanged 44 SP:Iteration 37Q (1408.150156 sec): 3 clusters Score: Raw -318175.034903 + Penalty 1830.128129 = -316344.906775 nChanged 30 SP:Iteration 38Q (1408.238209 sec): 3 clusters Score: Raw -318186.008141 + Penalty 1830.128129 = -316355.880012 nChanged 25 SP:Iteration 39Q (1408.319167 sec): 3 clusters Score: Raw -318196.545687 + Penalty 1830.128129 = -316366.417558 nChanged 33 SP:Iteration 40F (1408.421093 sec): 3 clusters Score: Raw -318211.410478 + Penalty 1830.128129 = -316381.282349 nChanged 32 SP:Iteration 41Q (1408.556852 sec): 3 clusters Score: Raw -318227.373498 + Penalty 1830.128129 = -316397.245369 nChanged 34 SP:Iteration 42Q (1408.665806 sec): 3 clusters Score: Raw -318246.475164 + Penalty 1830.128129 = -316416.347036 nChanged 36 SP:Iteration 43Q (1408.772472 sec): 3 clusters Score: Raw -318262.082463 + Penalty 1830.128129 = -316431.954335 nChanged 32 SP:Iteration 44Q (1408.844361 sec): 3 clusters Score: Raw -318274.886099 + Penalty 1830.128129 = -316444.757970 nChanged 25 SP:Iteration 45Q (1408.960985 sec): 3 clusters Score: Raw -318284.062125 + Penalty 1830.128129 = -316453.933996 nChanged 14 SP:Iteration 46Q (1409.090754 sec): 3 clusters Score: Raw -318288.738175 + Penalty 1830.128129 = -316458.610047 nChanged 9 SP:Iteration 47Q (1409.188358 sec): 3 clusters Score: Raw -318291.439751 + Penalty 1830.128129 = -316461.311622 nChanged 8 SP:Iteration 48Q (1409.283818 sec): 3 clusters Score: Raw -318293.133403 + Penalty 1830.128129 = -316463.005275 nChanged 8 SP:Iteration 49Q (1409.391745 sec): 3 clusters Score: Raw -318295.393489 + Penalty 1830.128129 = -316465.265361 nChanged 6 SP:Iteration 50Q (1409.479397 sec): 3 clusters Score: Raw -318296.769610 + Penalty 1830.128129 = -316466.641481 nChanged 5 SP:Iteration 51Q (1409.554207 sec): 3 clusters Score: Raw -318298.274051 + Penalty 1830.128129 = -316468.145922 nChanged 3 SP:Iteration 52Q (1409.651404 sec): 3 clusters Score: Raw -318299.681497 + Penalty 1830.128129 = -316469.553368 nChanged 6 SP:Iteration 53Q (1409.725531 sec): 3 clusters Score: Raw -318302.754506 + Penalty 1830.128129 = -316472.626377 nChanged 6 SP:Iteration 54Q (1409.835961 sec): 3 clusters Score: Raw -318306.342038 + Penalty 1830.128129 = -316476.213910 nChanged 5 SP:Iteration 55Q (1409.924289 sec): 3 clusters Score: Raw -318307.154448 + Penalty 1830.128129 = -316477.026319 nChanged 1 SP:Iteration 56Q (1410.014859 sec): 3 clusters Score: Raw -318307.810030 + Penalty 1830.128129 = -316477.681902 nChanged 2 SP:Iteration 57Q (1410.087929 sec): 3 clusters Score: Raw -318308.383709 + Penalty 1830.128129 = -316478.255581 nChanged 1 SP:Iteration 58Q (1410.192325 sec): 3 clusters Score: Raw -318308.700190 + Penalty 1830.128129 = -316478.572062 nChanged 2 SP:Iteration 59Q (1410.278018 sec): 3 clusters Score: Raw -318309.088953 + Penalty 1830.128129 = -316478.960824 nChanged 0 SP:Iteration 60F (1410.373927 sec): 3 clusters Score: Raw -318309.088953 + Penalty 1830.128129 = -316478.960824 nChanged 0 Score: Raw -4225948.821579 + Penalty 22471.659320 = -4203477.162259 Splitting cluster 3 changes total score from -4203352.268306 to -4203477.162259 So it's getting split into cluster 19. Trying to split cluster 4 (1374 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1411.861069 sec): 2 clusters Score: Raw -74876.045358 + Penalty 758.675555 = -74117.369804 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1411.939464 sec): 3 clusters Score: Raw -74281.416812 + Penalty 1517.351109 = -72764.065702 nChanged 506 SP:Iteration 1F (1412.037063 sec): 3 clusters Score: Raw -74705.167427 + Penalty 1517.351109 = -73187.816318 nChanged 135 SP:Iteration 2F (1412.109675 sec): 3 clusters Score: Raw -74837.247570 + Penalty 1517.351109 = -73319.896461 nChanged 88 SP:Iteration 3F (1412.210369 sec): 3 clusters Score: Raw -74920.140543 + Penalty 1517.351109 = -73402.789434 nChanged 59 SP:Iteration 4Q (1412.296544 sec): 3 clusters Score: Raw -74980.081887 + Penalty 1517.351109 = -73462.730778 nChanged 34 SP:Iteration 5Q (1412.368689 sec): 3 clusters Score: Raw -75010.753497 + Penalty 1517.351109 = -73493.402388 nChanged 27 SP:Iteration 6Q (1412.456429 sec): 3 clusters Score: Raw -75044.959313 + Penalty 1517.351109 = -73527.608204 nChanged 26 SP:Iteration 7Q (1412.556115 sec): 3 clusters Score: Raw -75073.020857 + Penalty 1517.351109 = -73555.669748 nChanged 29 SP:Iteration 8Q (1412.637248 sec): 3 clusters Score: Raw -75095.103067 + Penalty 1517.351109 = -73577.751958 nChanged 22 SP:Iteration 9Q (1412.717582 sec): 3 clusters Score: Raw -75110.208368 + Penalty 1517.351109 = -73592.857259 nChanged 14 SP:Iteration 10Q (1412.791229 sec): 3 clusters Score: Raw -75117.533445 + Penalty 1517.351109 = -73600.182336 nChanged 10 SP:Iteration 11Q (1412.879999 sec): 3 clusters Score: Raw -75124.186740 + Penalty 1517.351109 = -73606.835631 nChanged 11 SP:Iteration 12Q (1412.973155 sec): 3 clusters Score: Raw -75132.644548 + Penalty 1517.351109 = -73615.293439 nChanged 9 SP:Iteration 13Q (1413.047270 sec): 3 clusters Score: Raw -75137.216403 + Penalty 1517.351109 = -73619.865294 nChanged 6 SP:Iteration 14Q (1413.136741 sec): 3 clusters Score: Raw -75140.014808 + Penalty 1517.351109 = -73622.663699 nChanged 3 SP:Iteration 15Q (1413.224282 sec): 3 clusters Score: Raw -75141.159362 + Penalty 1517.351109 = -73623.808253 nChanged 1 SP:Iteration 16Q (1413.304752 sec): 3 clusters Score: Raw -75141.570154 + Penalty 1517.351109 = -73624.219045 nChanged 0 SP:Iteration 17F (1413.390033 sec): 3 clusters Score: Raw -75141.570154 + Penalty 1517.351109 = -73624.219045 nChanged 0 Trying to split cluster 5 (3117 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1413.456296 sec): 2 clusters Score: Raw -184379.346523 + Penalty 844.685759 = -183534.660764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1413.534649 sec): 3 clusters Score: Raw -182816.026653 + Penalty 1689.371519 = -181126.655134 nChanged 1252 SP:Iteration 1F (1413.618592 sec): 3 clusters Score: Raw -183595.394442 + Penalty 1689.371519 = -181906.022923 nChanged 273 SP:Iteration 2F (1413.720377 sec): 3 clusters Score: Raw -183792.921345 + Penalty 1689.371519 = -182103.549826 nChanged 195 SP:Iteration 3F (1413.807200 sec): 3 clusters Score: Raw -183931.401730 + Penalty 1689.371519 = -182242.030211 nChanged 161 SP:Iteration 4F (1413.876210 sec): 3 clusters Score: Raw -184043.070149 + Penalty 1689.371519 = -182353.698630 nChanged 131 SP:Iteration 5Q (1413.966609 sec): 3 clusters Score: Raw -184135.929807 + Penalty 1689.371519 = -182446.558289 nChanged 113 SP:Iteration 6Q (1414.058567 sec): 3 clusters Score: Raw -184213.393147 + Penalty 1689.371519 = -182524.021628 nChanged 92 SP:Iteration 7Q (1414.141396 sec): 3 clusters Score: Raw -184281.832300 + Penalty 1689.371519 = -182592.460782 nChanged 78 SP:Iteration 8Q (1414.237002 sec): 3 clusters Score: Raw -184329.236086 + Penalty 1689.371519 = -182639.864567 nChanged 71 SP:Iteration 9Q (1414.321358 sec): 3 clusters Score: Raw -184370.233197 + Penalty 1689.371519 = -182680.861679 nChanged 63 SP:Iteration 10Q (1414.416426 sec): 3 clusters Score: Raw -184404.708753 + Penalty 1689.371519 = -182715.337234 nChanged 63 SP:Iteration 11Q (1414.499929 sec): 3 clusters Score: Raw -184437.656736 + Penalty 1689.371519 = -182748.285217 nChanged 45 SP:Iteration 12Q (1414.585703 sec): 3 clusters Score: Raw -184461.880207 + Penalty 1689.371519 = -182772.508689 nChanged 43 SP:Iteration 13Q (1414.660125 sec): 3 clusters Score: Raw -184482.239135 + Penalty 1689.371519 = -182792.867617 nChanged 40 SP:Iteration 14Q (1414.764227 sec): 3 clusters Score: Raw -184496.486372 + Penalty 1689.371519 = -182807.114853 nChanged 37 SP:Iteration 15Q (1414.835767 sec): 3 clusters Score: Raw -184512.552313 + Penalty 1689.371519 = -182823.180794 nChanged 37 SP:Iteration 16Q (1414.942739 sec): 3 clusters Score: Raw -184524.630442 + Penalty 1689.371519 = -182835.258923 nChanged 29 SP:Iteration 17Q (1415.035645 sec): 3 clusters Score: Raw -184538.347437 + Penalty 1689.371519 = -182848.975918 nChanged 31 SP:Iteration 18Q (1415.125736 sec): 3 clusters Score: Raw -184554.850010 + Penalty 1689.371519 = -182865.478491 nChanged 38 SP:Iteration 19Q (1415.211741 sec): 3 clusters Score: Raw -184572.855932 + Penalty 1689.371519 = -182883.484414 nChanged 35 SP:Iteration 20F (1415.281987 sec): 3 clusters Score: Raw -184597.015262 + Penalty 1689.371519 = -182907.643743 nChanged 42 SP:Iteration 21Q (1415.369480 sec): 3 clusters Score: Raw -184623.127540 + Penalty 1689.371519 = -182933.756021 nChanged 40 SP:Iteration 22Q (1415.465968 sec): 3 clusters Score: Raw -184642.314080 + Penalty 1689.371519 = -182952.942562 nChanged 32 SP:Iteration 23Q (1415.551762 sec): 3 clusters Score: Raw -184658.880930 + Penalty 1689.371519 = -182969.509411 nChanged 28 SP:Iteration 24Q (1415.642012 sec): 3 clusters Score: Raw -184674.285820 + Penalty 1689.371519 = -182984.914301 nChanged 33 SP:Iteration 25Q (1415.710766 sec): 3 clusters Score: Raw -184693.180652 + Penalty 1689.371519 = -183003.809133 nChanged 29 SP:Iteration 26Q (1415.811910 sec): 3 clusters Score: Raw -184713.634248 + Penalty 1689.371519 = -183024.262729 nChanged 31 SP:Iteration 27Q (1415.907809 sec): 3 clusters Score: Raw -184732.165911 + Penalty 1689.371519 = -183042.794392 nChanged 23 SP:Iteration 28Q (1415.992378 sec): 3 clusters Score: Raw -184745.615327 + Penalty 1689.371519 = -183056.243808 nChanged 23 SP:Iteration 29Q (1416.060810 sec): 3 clusters Score: Raw -184754.726006 + Penalty 1689.371519 = -183065.354488 nChanged 19 SP:Iteration 30Q (1416.150633 sec): 3 clusters Score: Raw -184763.330297 + Penalty 1689.371519 = -183073.958778 nChanged 17 SP:Iteration 31Q (1416.246591 sec): 3 clusters Score: Raw -184768.688892 + Penalty 1689.371519 = -183079.317373 nChanged 6 SP:Iteration 32Q (1416.339438 sec): 3 clusters Score: Raw -184769.989344 + Penalty 1689.371519 = -183080.617825 nChanged 4 SP:Iteration 33Q (1416.415659 sec): 3 clusters Score: Raw -184770.698205 + Penalty 1689.371519 = -183081.326686 nChanged 3 SP:Iteration 34Q (1416.521702 sec): 3 clusters Score: Raw -184771.039372 + Penalty 1689.371519 = -183081.667853 nChanged 1 SP:Iteration 35Q (1416.613005 sec): 3 clusters Score: Raw -184771.137029 + Penalty 1689.371519 = -183081.765511 nChanged 0 SP:Iteration 36F (1416.692332 sec): 3 clusters Score: Raw -184771.776624 + Penalty 1689.371519 = -183082.405105 nChanged 1 SP:Iteration 37Q (1416.782060 sec): 3 clusters Score: Raw -184772.762485 + Penalty 1689.371519 = -183083.390966 nChanged 2 SP:Iteration 38Q (1416.870734 sec): 3 clusters Score: Raw -184773.684496 + Penalty 1689.371519 = -183084.312977 nChanged 1 SP:Iteration 39Q (1416.955949 sec): 3 clusters Score: Raw -184773.794639 + Penalty 1689.371519 = -183084.423121 nChanged 3 SP:Iteration 40F (1417.039674 sec): 3 clusters Score: Raw -184774.252527 + Penalty 1689.371519 = -183084.881009 nChanged 2 SP:Iteration 41Q (1417.130626 sec): 3 clusters Score: Raw -184774.663895 + Penalty 1689.371519 = -183085.292376 nChanged 2 SP:Iteration 42Q (1417.219664 sec): 3 clusters Score: Raw -184775.171531 + Penalty 1689.371519 = -183085.800013 nChanged 0 SP:Iteration 43F (1417.321069 sec): 3 clusters Score: Raw -184775.171531 + Penalty 1689.371519 = -183085.800013 nChanged 0 Trying to split cluster 6 (1090 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1417.367766 sec): 2 clusters Score: Raw -40479.770146 + Penalty 734.362962 = -39745.407184 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1417.435663 sec): 3 clusters Score: Raw -40071.466548 + Penalty 1468.725925 = -38602.740623 nChanged 375 SP:Iteration 1F (1417.521075 sec): 3 clusters Score: Raw -40450.805942 + Penalty 1468.725925 = -38982.080017 nChanged 110 SP:Iteration 2F (1417.613649 sec): 3 clusters Score: Raw -40589.907199 + Penalty 1468.725925 = -39121.181274 nChanged 71 SP:Iteration 3F (1417.676658 sec): 3 clusters Score: Raw -40681.952910 + Penalty 1468.725925 = -39213.226985 nChanged 44 SP:Iteration 4Q (1417.771583 sec): 3 clusters Score: Raw -40737.720175 + Penalty 1468.725925 = -39268.994251 nChanged 48 SP:Iteration 5Q (1417.867524 sec): 3 clusters Score: Raw -40847.147489 + Penalty 1468.725925 = -39378.421564 nChanged 46 SP:Iteration 6Q (1417.953725 sec): 3 clusters Score: Raw -40934.533862 + Penalty 1468.725925 = -39465.807937 nChanged 33 SP:Iteration 7Q (1418.078576 sec): 3 clusters Score: Raw -40972.558544 + Penalty 1468.725925 = -39503.832619 nChanged 19 SP:Iteration 8Q (1418.172514 sec): 3 clusters Score: Raw -40989.873408 + Penalty 1468.725925 = -39521.147483 nChanged 9 SP:Iteration 9Q (1418.258734 sec): 3 clusters Score: Raw -41000.461247 + Penalty 1468.725925 = -39531.735322 nChanged 15 SP:Iteration 10Q (1418.364342 sec): 3 clusters Score: Raw -41018.612870 + Penalty 1468.725925 = -39549.886945 nChanged 16 SP:Iteration 11Q (1418.439837 sec): 3 clusters Score: Raw -41032.211222 + Penalty 1468.725925 = -39563.485298 nChanged 16 SP:Iteration 12Q (1418.546513 sec): 3 clusters Score: Raw -41053.811460 + Penalty 1468.725925 = -39585.085535 nChanged 14 SP:Iteration 13Q (1418.646279 sec): 3 clusters Score: Raw -41066.458322 + Penalty 1468.725925 = -39597.732397 nChanged 12 SP:Iteration 14Q (1418.732230 sec): 3 clusters Score: Raw -41074.709024 + Penalty 1468.725925 = -39605.983100 nChanged 9 SP:Iteration 15Q (1418.826254 sec): 3 clusters Score: Raw -41081.792809 + Penalty 1468.725925 = -39613.066884 nChanged 9 SP:Iteration 16Q (1418.922883 sec): 3 clusters Score: Raw -41087.948851 + Penalty 1468.725925 = -39619.222926 nChanged 7 SP:Iteration 17Q (1419.017887 sec): 3 clusters Score: Raw -41091.617580 + Penalty 1468.725925 = -39622.891655 nChanged 5 SP:Iteration 18Q (1419.112823 sec): 3 clusters Score: Raw -41095.606220 + Penalty 1468.725925 = -39626.880295 nChanged 3 SP:Iteration 19Q (1419.199952 sec): 3 clusters Score: Raw -41097.778116 + Penalty 1468.725925 = -39629.052191 nChanged 3 SP:Iteration 20F (1419.300538 sec): 3 clusters Score: Raw -41100.109290 + Penalty 1468.725925 = -39631.383365 nChanged 2 SP:Iteration 21Q (1419.414836 sec): 3 clusters Score: Raw -41101.352454 + Penalty 1468.725925 = -39632.626529 nChanged 0 SP:Iteration 22F (1419.501921 sec): 3 clusters Score: Raw -41101.352454 + Penalty 1468.725925 = -39632.626529 nChanged 0 Trying to split cluster 7 (7093 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1419.570440 sec): 2 clusters Score: Raw -400135.996475 + Penalty 931.020684 = -399204.975791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1419.656518 sec): 3 clusters Score: Raw -396144.995356 + Penalty 1862.041369 = -394282.953987 nChanged 3007 SP:Iteration 1F (1419.748309 sec): 3 clusters Score: Raw -398036.014793 + Penalty 1862.041369 = -396173.973424 nChanged 599 SP:Iteration 2F (1419.835287 sec): 3 clusters Score: Raw -398460.101555 + Penalty 1862.041369 = -396598.060186 nChanged 506 SP:Iteration 3F (1419.926530 sec): 3 clusters Score: Raw -398780.091885 + Penalty 1862.041369 = -396918.050516 nChanged 425 SP:Iteration 4F (1420.015298 sec): 3 clusters Score: Raw -399074.302783 + Penalty 1862.041369 = -397212.261415 nChanged 401 SP:Iteration 5F (1420.107870 sec): 3 clusters Score: Raw -399367.446842 + Penalty 1862.041369 = -397505.405473 nChanged 311 SP:Iteration 6Q (1420.207159 sec): 3 clusters Score: Raw -399593.648791 + Penalty 1862.041369 = -397731.607422 nChanged 243 SP:Iteration 7Q (1420.300661 sec): 3 clusters Score: Raw -399740.828426 + Penalty 1862.041369 = -397878.787058 nChanged 182 SP:Iteration 8Q (1420.369518 sec): 3 clusters Score: Raw -399841.128019 + Penalty 1862.041369 = -397979.086650 nChanged 159 SP:Iteration 9Q (1420.463439 sec): 3 clusters Score: Raw -399918.416031 + Penalty 1862.041369 = -398056.374663 nChanged 140 SP:Iteration 10Q (1420.555809 sec): 3 clusters Score: Raw -399989.868473 + Penalty 1862.041369 = -398127.827104 nChanged 133 SP:Iteration 11Q (1420.649069 sec): 3 clusters Score: Raw -400053.326490 + Penalty 1862.041369 = -398191.285121 nChanged 110 SP:Iteration 12Q (1420.722282 sec): 3 clusters Score: Raw -400112.698937 + Penalty 1862.041369 = -398250.657568 nChanged 115 SP:Iteration 13Q (1420.824124 sec): 3 clusters Score: Raw -400170.442573 + Penalty 1862.041369 = -398308.401204 nChanged 94 SP:Iteration 14Q (1420.915370 sec): 3 clusters Score: Raw -400226.958727 + Penalty 1862.041369 = -398364.917358 nChanged 77 SP:Iteration 15Q (1421.004478 sec): 3 clusters Score: Raw -400270.266956 + Penalty 1862.041369 = -398408.225587 nChanged 76 SP:Iteration 16Q (1421.076550 sec): 3 clusters Score: Raw -400305.935104 + Penalty 1862.041369 = -398443.893735 nChanged 70 SP:Iteration 17Q (1421.171769 sec): 3 clusters Score: Raw -400337.584574 + Penalty 1862.041369 = -398475.543205 nChanged 56 SP:Iteration 18Q (1421.264882 sec): 3 clusters Score: Raw -400360.383713 + Penalty 1862.041369 = -398498.342344 nChanged 53 SP:Iteration 19Q (1421.358387 sec): 3 clusters Score: Raw -400377.414975 + Penalty 1862.041369 = -398515.373607 nChanged 41 SP:Iteration 20F (1421.450918 sec): 3 clusters Score: Raw -400392.370542 + Penalty 1862.041369 = -398530.329173 nChanged 40 SP:Iteration 21Q (1421.536309 sec): 3 clusters Score: Raw -400407.645715 + Penalty 1862.041369 = -398545.604346 nChanged 34 SP:Iteration 22Q (1421.628442 sec): 3 clusters Score: Raw -400417.831909 + Penalty 1862.041369 = -398555.790540 nChanged 31 SP:Iteration 23Q (1421.706418 sec): 3 clusters Score: Raw -400429.649166 + Penalty 1862.041369 = -398567.607797 nChanged 39 SP:Iteration 24Q (1421.792647 sec): 3 clusters Score: Raw -400445.791365 + Penalty 1862.041369 = -398583.749996 nChanged 37 SP:Iteration 25Q (1421.900685 sec): 3 clusters Score: Raw -400458.639169 + Penalty 1862.041369 = -398596.597800 nChanged 34 SP:Iteration 26Q (1421.979986 sec): 3 clusters Score: Raw -400471.412920 + Penalty 1862.041369 = -398609.371551 nChanged 31 SP:Iteration 27Q (1422.070559 sec): 3 clusters Score: Raw -400481.368217 + Penalty 1862.041369 = -398619.326848 nChanged 29 SP:Iteration 28Q (1422.164165 sec): 3 clusters Score: Raw -400489.487353 + Penalty 1862.041369 = -398627.445984 nChanged 32 SP:Iteration 29Q (1422.238109 sec): 3 clusters Score: Raw -400503.703766 + Penalty 1862.041369 = -398641.662397 nChanged 35 SP:Iteration 30Q (1422.321877 sec): 3 clusters Score: Raw -400524.104888 + Penalty 1862.041369 = -398662.063519 nChanged 45 SP:Iteration 31Q (1422.419352 sec): 3 clusters Score: Raw -400551.448119 + Penalty 1862.041369 = -398689.406750 nChanged 37 SP:Iteration 32Q (1422.510418 sec): 3 clusters Score: Raw -400566.244113 + Penalty 1862.041369 = -398704.202744 nChanged 32 SP:Iteration 33Q (1422.596644 sec): 3 clusters Score: Raw -400586.855848 + Penalty 1862.041369 = -398724.814479 nChanged 35 SP:Iteration 34Q (1422.698306 sec): 3 clusters Score: Raw -400613.157086 + Penalty 1862.041369 = -398751.115717 nChanged 33 SP:Iteration 35Q (1422.797276 sec): 3 clusters Score: Raw -400637.042628 + Penalty 1862.041369 = -398775.001259 nChanged 32 SP:Iteration 36Q (1422.891679 sec): 3 clusters Score: Raw -400656.389045 + Penalty 1862.041369 = -398794.347676 nChanged 26 SP:Iteration 37Q (1422.971134 sec): 3 clusters Score: Raw -400670.629963 + Penalty 1862.041369 = -398808.588594 nChanged 25 SP:Iteration 38Q (1423.053347 sec): 3 clusters Score: Raw -400682.891521 + Penalty 1862.041369 = -398820.850152 nChanged 12 SP:Iteration 39Q (1423.145538 sec): 3 clusters Score: Raw -400688.757795 + Penalty 1862.041369 = -398826.716426 nChanged 18 SP:Iteration 40F (1423.246862 sec): 3 clusters Score: Raw -400698.096477 + Penalty 1862.041369 = -398836.055108 nChanged 14 SP:Iteration 41Q (1423.320387 sec): 3 clusters Score: Raw -400702.419059 + Penalty 1862.041369 = -398840.377690 nChanged 8 SP:Iteration 42Q (1423.416841 sec): 3 clusters Score: Raw -400705.207521 + Penalty 1862.041369 = -398843.166152 nChanged 7 SP:Iteration 43Q (1423.518000 sec): 3 clusters Score: Raw -400707.606394 + Penalty 1862.041369 = -398845.565025 nChanged 7 SP:Iteration 44Q (1423.599714 sec): 3 clusters Score: Raw -400710.119423 + Penalty 1862.041369 = -398848.078054 nChanged 5 SP:Iteration 45Q (1423.698012 sec): 3 clusters Score: Raw -400712.642119 + Penalty 1862.041369 = -398850.600750 nChanged 3 SP:Iteration 46Q (1423.772582 sec): 3 clusters Score: Raw -400715.616522 + Penalty 1862.041369 = -398853.575153 nChanged 6 SP:Iteration 47Q (1423.872708 sec): 3 clusters Score: Raw -400721.551884 + Penalty 1862.041369 = -398859.510515 nChanged 7 SP:Iteration 48Q (1423.955693 sec): 3 clusters Score: Raw -400723.918140 + Penalty 1862.041369 = -398861.876772 nChanged 5 SP:Iteration 49Q (1424.056313 sec): 3 clusters Score: Raw -400724.835295 + Penalty 1862.041369 = -398862.793926 nChanged 0 SP:Iteration 50F (1424.148773 sec): 3 clusters Score: Raw -400724.835295 + Penalty 1862.041369 = -398862.793926 nChanged 0 Trying to split cluster 8 (4378 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1424.208798 sec): 2 clusters Score: Raw -256667.713064 + Penalty 880.356464 = -255787.356600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1424.306496 sec): 3 clusters Score: Raw -254320.289999 + Penalty 1760.712928 = -252559.577071 nChanged 1847 SP:Iteration 1F (1424.393608 sec): 3 clusters Score: Raw -255433.703842 + Penalty 1760.712928 = -253672.990913 nChanged 298 SP:Iteration 2F (1424.487688 sec): 3 clusters Score: Raw -255608.168460 + Penalty 1760.712928 = -253847.455531 nChanged 248 SP:Iteration 3F (1424.578920 sec): 3 clusters Score: Raw -255749.115189 + Penalty 1760.712928 = -253988.402261 nChanged 214 SP:Iteration 4Q (1424.675519 sec): 3 clusters Score: Raw -255886.827352 + Penalty 1760.712928 = -254126.114424 nChanged 216 SP:Iteration 5Q (1424.812986 sec): 3 clusters Score: Raw -256040.685584 + Penalty 1760.712928 = -254279.972656 nChanged 209 SP:Iteration 6Q (1424.937180 sec): 3 clusters Score: Raw -256175.785126 + Penalty 1760.712928 = -254415.072197 nChanged 160 SP:Iteration 7Q (1425.028168 sec): 3 clusters Score: Raw -256286.487023 + Penalty 1760.712928 = -254525.774095 nChanged 141 SP:Iteration 8Q (1425.114347 sec): 3 clusters Score: Raw -256403.391723 + Penalty 1760.712928 = -254642.678795 nChanged 120 SP:Iteration 9Q (1425.208405 sec): 3 clusters Score: Raw -256509.057095 + Penalty 1760.712928 = -254748.344167 nChanged 92 SP:Iteration 10Q (1425.337436 sec): 3 clusters Score: Raw -256570.018492 + Penalty 1760.712928 = -254809.305563 nChanged 82 SP:Iteration 11Q (1425.465636 sec): 3 clusters Score: Raw -256617.105337 + Penalty 1760.712928 = -254856.392409 nChanged 48 SP:Iteration 12Q (1425.564281 sec): 3 clusters Score: Raw -256640.777223 + Penalty 1760.712928 = -254880.064295 nChanged 40 SP:Iteration 13Q (1425.635234 sec): 3 clusters Score: Raw -256666.161183 + Penalty 1760.712928 = -254905.448254 nChanged 51 SP:Iteration 14Q (1425.738968 sec): 3 clusters Score: Raw -256698.937704 + Penalty 1760.712928 = -254938.224776 nChanged 48 SP:Iteration 15Q (1425.819628 sec): 3 clusters Score: Raw -256720.060007 + Penalty 1760.712928 = -254959.347079 nChanged 38 SP:Iteration 16Q (1425.905497 sec): 3 clusters Score: Raw -256737.050078 + Penalty 1760.712928 = -254976.337149 nChanged 34 SP:Iteration 17Q (1426.001910 sec): 3 clusters Score: Raw -256758.920794 + Penalty 1760.712928 = -254998.207866 nChanged 40 SP:Iteration 18Q (1426.085348 sec): 3 clusters Score: Raw -256776.194821 + Penalty 1760.712928 = -255015.481893 nChanged 28 SP:Iteration 19Q (1426.156103 sec): 3 clusters Score: Raw -256790.538471 + Penalty 1760.712928 = -255029.825543 nChanged 36 SP:Iteration 20F (1426.243952 sec): 3 clusters Score: Raw -256804.994088 + Penalty 1760.712928 = -255044.281160 nChanged 19 SP:Iteration 21Q (1426.334078 sec): 3 clusters Score: Raw -256814.349142 + Penalty 1760.712928 = -255053.636213 nChanged 18 SP:Iteration 22Q (1426.418944 sec): 3 clusters Score: Raw -256824.036479 + Penalty 1760.712928 = -255063.323551 nChanged 17 SP:Iteration 23Q (1426.516806 sec): 3 clusters Score: Raw -256828.920184 + Penalty 1760.712928 = -255068.207256 nChanged 15 SP:Iteration 24Q (1426.592386 sec): 3 clusters Score: Raw -256836.528553 + Penalty 1760.712928 = -255075.815624 nChanged 14 SP:Iteration 25Q (1426.672116 sec): 3 clusters Score: Raw -256842.518438 + Penalty 1760.712928 = -255081.805509 nChanged 10 SP:Iteration 26Q (1426.759346 sec): 3 clusters Score: Raw -256846.017752 + Penalty 1760.712928 = -255085.304823 nChanged 8 SP:Iteration 27Q (1426.844903 sec): 3 clusters Score: Raw -256848.969861 + Penalty 1760.712928 = -255088.256932 nChanged 10 SP:Iteration 28Q (1426.928940 sec): 3 clusters Score: Raw -256852.833454 + Penalty 1760.712928 = -255092.120525 nChanged 6 SP:Iteration 29Q (1427.025503 sec): 3 clusters Score: Raw -256854.477433 + Penalty 1760.712928 = -255093.764504 nChanged 5 SP:Iteration 30Q (1427.105185 sec): 3 clusters Score: Raw -256856.281917 + Penalty 1760.712928 = -255095.568989 nChanged 7 SP:Iteration 31Q (1427.184084 sec): 3 clusters Score: Raw -256858.192708 + Penalty 1760.712928 = -255097.479780 nChanged 5 SP:Iteration 32Q (1427.275078 sec): 3 clusters Score: Raw -256860.537129 + Penalty 1760.712928 = -255099.824200 nChanged 3 SP:Iteration 33Q (1427.372134 sec): 3 clusters Score: Raw -256862.291500 + Penalty 1760.712928 = -255101.578572 nChanged 7 SP:Iteration 34Q (1427.456124 sec): 3 clusters Score: Raw -256865.356265 + Penalty 1760.712928 = -255104.643337 nChanged 8 SP:Iteration 35Q (1427.522670 sec): 3 clusters Score: Raw -256868.242795 + Penalty 1760.712928 = -255107.529866 nChanged 5 SP:Iteration 36Q (1427.624997 sec): 3 clusters Score: Raw -256869.099017 + Penalty 1760.712928 = -255108.386089 nChanged 3 SP:Iteration 37Q (1427.714716 sec): 3 clusters Score: Raw -256869.865549 + Penalty 1760.712928 = -255109.152621 nChanged 2 SP:Iteration 38Q (1427.784734 sec): 3 clusters Score: Raw -256870.246094 + Penalty 1760.712928 = -255109.533165 nChanged 2 SP:Iteration 39Q (1427.884832 sec): 3 clusters Score: Raw -256870.817522 + Penalty 1760.712928 = -255110.104594 nChanged 3 SP:Iteration 40F (1427.972105 sec): 3 clusters Score: Raw -256871.797727 + Penalty 1760.712928 = -255111.084799 nChanged 3 SP:Iteration 41Q (1428.053761 sec): 3 clusters Score: Raw -256872.834201 + Penalty 1760.712928 = -255112.121273 nChanged 4 SP:Iteration 42Q (1428.131806 sec): 3 clusters Score: Raw -256873.858703 + Penalty 1760.712928 = -255113.145775 nChanged 1 SP:Iteration 43Q (1428.232524 sec): 3 clusters Score: Raw -256874.029003 + Penalty 1760.712928 = -255113.316075 nChanged 1 SP:Iteration 44Q (1428.307369 sec): 3 clusters Score: Raw -256874.166252 + Penalty 1760.712928 = -255113.453323 nChanged 1 SP:Iteration 45Q (1428.392622 sec): 3 clusters Score: Raw -256874.338277 + Penalty 1760.712928 = -255113.625349 nChanged 1 SP:Iteration 46Q (1428.489864 sec): 3 clusters Score: Raw -256874.583498 + Penalty 1760.712928 = -255113.870570 nChanged 1 SP:Iteration 47Q (1428.558050 sec): 3 clusters Score: Raw -256874.617571 + Penalty 1760.712928 = -255113.904643 nChanged 0 SP:Iteration 48F (1428.667101 sec): 3 clusters Score: Raw -256874.617571 + Penalty 1760.712928 = -255113.904643 nChanged 0 Trying to split cluster 9 (2869 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1428.717126 sec): 2 clusters Score: Raw -167492.158712 + Penalty 835.980476 = -166656.178236 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1428.791172 sec): 3 clusters Score: Raw -166012.881186 + Penalty 1671.960951 = -164340.920235 nChanged 1169 SP:Iteration 1F (1428.876054 sec): 3 clusters Score: Raw -166741.864674 + Penalty 1671.960951 = -165069.903723 nChanged 191 SP:Iteration 2F (1428.966000 sec): 3 clusters Score: Raw -166845.056424 + Penalty 1671.960951 = -165173.095472 nChanged 140 SP:Iteration 3Q (1429.045838 sec): 3 clusters Score: Raw -166921.735500 + Penalty 1671.960951 = -165249.774548 nChanged 124 SP:Iteration 4Q (1429.138898 sec): 3 clusters Score: Raw -166992.879815 + Penalty 1671.960951 = -165320.918863 nChanged 99 SP:Iteration 5Q (1429.223949 sec): 3 clusters Score: Raw -167039.773692 + Penalty 1671.960951 = -165367.812741 nChanged 74 SP:Iteration 6Q (1429.300864 sec): 3 clusters Score: Raw -167081.173921 + Penalty 1671.960951 = -165409.212970 nChanged 83 SP:Iteration 7Q (1429.386460 sec): 3 clusters Score: Raw -167122.788705 + Penalty 1671.960951 = -165450.827754 nChanged 72 SP:Iteration 8Q (1429.468944 sec): 3 clusters Score: Raw -167170.934707 + Penalty 1671.960951 = -165498.973756 nChanged 84 SP:Iteration 9Q (1429.551552 sec): 3 clusters Score: Raw -167229.345600 + Penalty 1671.960951 = -165557.384649 nChanged 92 SP:Iteration 10Q (1429.637356 sec): 3 clusters Score: Raw -167284.827168 + Penalty 1671.960951 = -165612.866216 nChanged 84 SP:Iteration 11Q (1429.724046 sec): 3 clusters Score: Raw -167338.146109 + Penalty 1671.960951 = -165666.185157 nChanged 76 SP:Iteration 12Q (1429.807459 sec): 3 clusters Score: Raw -167380.511846 + Penalty 1671.960951 = -165708.550894 nChanged 72 SP:Iteration 13Q (1429.903918 sec): 3 clusters Score: Raw -167418.943510 + Penalty 1671.960951 = -165746.982559 nChanged 62 SP:Iteration 14Q (1430.001668 sec): 3 clusters Score: Raw -167452.075283 + Penalty 1671.960951 = -165780.114332 nChanged 63 SP:Iteration 15Q (1430.068593 sec): 3 clusters Score: Raw -167475.683128 + Penalty 1671.960951 = -165803.722176 nChanged 40 SP:Iteration 16Q (1430.153930 sec): 3 clusters Score: Raw -167496.328453 + Penalty 1671.960951 = -165824.367502 nChanged 42 SP:Iteration 17Q (1430.267500 sec): 3 clusters Score: Raw -167511.707318 + Penalty 1671.960951 = -165839.746366 nChanged 30 SP:Iteration 18Q (1430.369474 sec): 3 clusters Score: Raw -167520.643970 + Penalty 1671.960951 = -165848.683018 nChanged 26 SP:Iteration 19Q (1430.455744 sec): 3 clusters Score: Raw -167531.766117 + Penalty 1671.960951 = -165859.805165 nChanged 29 SP:Iteration 20F (1430.547635 sec): 3 clusters Score: Raw -167542.972622 + Penalty 1671.960951 = -165871.011670 nChanged 20 SP:Iteration 21Q (1430.620161 sec): 3 clusters Score: Raw -167548.483029 + Penalty 1671.960951 = -165876.522078 nChanged 22 SP:Iteration 22Q (1430.729405 sec): 3 clusters Score: Raw -167556.532645 + Penalty 1671.960951 = -165884.571693 nChanged 16 SP:Iteration 23Q (1430.832684 sec): 3 clusters Score: Raw -167561.828140 + Penalty 1671.960951 = -165889.867188 nChanged 14 SP:Iteration 24Q (1430.909012 sec): 3 clusters Score: Raw -167565.166263 + Penalty 1671.960951 = -165893.205311 nChanged 9 SP:Iteration 25Q (1431.013145 sec): 3 clusters Score: Raw -167567.310046 + Penalty 1671.960951 = -165895.349094 nChanged 9 SP:Iteration 26Q (1431.111992 sec): 3 clusters Score: Raw -167569.717368 + Penalty 1671.960951 = -165897.756417 nChanged 11 SP:Iteration 27Q (1431.224682 sec): 3 clusters Score: Raw -167573.461326 + Penalty 1671.960951 = -165901.500375 nChanged 17 SP:Iteration 28Q (1431.324215 sec): 3 clusters Score: Raw -167579.352744 + Penalty 1671.960951 = -165907.391792 nChanged 16 SP:Iteration 29Q (1431.406545 sec): 3 clusters Score: Raw -167585.292755 + Penalty 1671.960951 = -165913.331804 nChanged 21 SP:Iteration 30Q (1431.512838 sec): 3 clusters Score: Raw -167590.581190 + Penalty 1671.960951 = -165918.620239 nChanged 14 SP:Iteration 31Q (1431.580922 sec): 3 clusters Score: Raw -167594.685569 + Penalty 1671.960951 = -165922.724618 nChanged 12 SP:Iteration 32Q (1431.708211 sec): 3 clusters Score: Raw -167596.807874 + Penalty 1671.960951 = -165924.846922 nChanged 11 SP:Iteration 33Q (1431.812991 sec): 3 clusters Score: Raw -167599.410841 + Penalty 1671.960951 = -165927.449889 nChanged 5 SP:Iteration 34Q (1431.916440 sec): 3 clusters Score: Raw -167600.451599 + Penalty 1671.960951 = -165928.490648 nChanged 6 SP:Iteration 35Q (1432.028583 sec): 3 clusters Score: Raw -167601.904108 + Penalty 1671.960951 = -165929.943156 nChanged 6 SP:Iteration 36Q (1432.133919 sec): 3 clusters Score: Raw -167603.687166 + Penalty 1671.960951 = -165931.726214 nChanged 6 SP:Iteration 37Q (1432.218976 sec): 3 clusters Score: Raw -167604.849990 + Penalty 1671.960951 = -165932.889038 nChanged 3 SP:Iteration 38Q (1432.307670 sec): 3 clusters Score: Raw -167605.515372 + Penalty 1671.960951 = -165933.554420 nChanged 3 SP:Iteration 39Q (1432.412929 sec): 3 clusters Score: Raw -167605.843884 + Penalty 1671.960951 = -165933.882932 nChanged 2 SP:Iteration 40F (1432.482331 sec): 3 clusters Score: Raw -167606.408376 + Penalty 1671.960951 = -165934.447424 nChanged 2 SP:Iteration 41Q (1432.582193 sec): 3 clusters Score: Raw -167606.780106 + Penalty 1671.960951 = -165934.819155 nChanged 0 SP:Iteration 42F (1432.663722 sec): 3 clusters Score: Raw -167606.780106 + Penalty 1671.960951 = -165934.819155 nChanged 0 Trying to split cluster 10 (2697 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1432.690472 sec): 2 clusters Score: Raw -126197.576016 + Penalty 829.489009 = -125368.087007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1432.789473 sec): 3 clusters Score: Raw -124862.791031 + Penalty 1658.978018 = -123203.813013 nChanged 1041 SP:Iteration 1F (1432.879233 sec): 3 clusters Score: Raw -125542.874008 + Penalty 1658.978018 = -123883.895990 nChanged 263 SP:Iteration 2F (1432.949337 sec): 3 clusters Score: Raw -125780.038194 + Penalty 1658.978018 = -124121.060176 nChanged 210 SP:Iteration 3F (1433.048735 sec): 3 clusters Score: Raw -125916.581029 + Penalty 1658.978018 = -124257.603011 nChanged 145 SP:Iteration 4F (1433.136011 sec): 3 clusters Score: Raw -126003.358659 + Penalty 1658.978018 = -124344.380641 nChanged 121 SP:Iteration 5Q (1433.228505 sec): 3 clusters Score: Raw -126083.854573 + Penalty 1658.978018 = -124424.876555 nChanged 101 SP:Iteration 6Q (1433.306361 sec): 3 clusters Score: Raw -126153.111608 + Penalty 1658.978018 = -124494.133590 nChanged 106 SP:Iteration 7Q (1433.396678 sec): 3 clusters Score: Raw -126243.296220 + Penalty 1658.978018 = -124584.318202 nChanged 111 SP:Iteration 8Q (1433.476372 sec): 3 clusters Score: Raw -126334.513917 + Penalty 1658.978018 = -124675.535900 nChanged 97 SP:Iteration 9Q (1433.555987 sec): 3 clusters Score: Raw -126400.518947 + Penalty 1658.978018 = -124741.540929 nChanged 78 SP:Iteration 10Q (1433.655897 sec): 3 clusters Score: Raw -126454.811346 + Penalty 1658.978018 = -124795.833328 nChanged 55 SP:Iteration 11Q (1433.756785 sec): 3 clusters Score: Raw -126483.469255 + Penalty 1658.978018 = -124824.491238 nChanged 42 SP:Iteration 12Q (1433.824023 sec): 3 clusters Score: Raw -126504.321385 + Penalty 1658.978018 = -124845.343367 nChanged 30 SP:Iteration 13Q (1433.922189 sec): 3 clusters Score: Raw -126516.764353 + Penalty 1658.978018 = -124857.786335 nChanged 28 SP:Iteration 14Q (1434.010770 sec): 3 clusters Score: Raw -126534.087055 + Penalty 1658.978018 = -124875.109037 nChanged 36 SP:Iteration 15Q (1434.098686 sec): 3 clusters Score: Raw -126555.638682 + Penalty 1658.978018 = -124896.660664 nChanged 34 SP:Iteration 16Q (1434.171110 sec): 3 clusters Score: Raw -126578.287153 + Penalty 1658.978018 = -124919.309135 nChanged 50 SP:Iteration 17Q (1434.259756 sec): 3 clusters Score: Raw -126604.463759 + Penalty 1658.978018 = -124945.485741 nChanged 52 SP:Iteration 18Q (1434.346646 sec): 3 clusters Score: Raw -126639.155147 + Penalty 1658.978018 = -124980.177130 nChanged 60 SP:Iteration 19Q (1434.438436 sec): 3 clusters Score: Raw -126688.960768 + Penalty 1658.978018 = -125029.982750 nChanged 52 SP:Iteration 20F (1434.513732 sec): 3 clusters Score: Raw -126726.423042 + Penalty 1658.978018 = -125067.445024 nChanged 51 SP:Iteration 21Q (1434.608158 sec): 3 clusters Score: Raw -126758.429390 + Penalty 1658.978018 = -125099.451373 nChanged 37 SP:Iteration 22Q (1434.701309 sec): 3 clusters Score: Raw -126782.012572 + Penalty 1658.978018 = -125123.034554 nChanged 27 SP:Iteration 23Q (1434.787768 sec): 3 clusters Score: Raw -126795.146444 + Penalty 1658.978018 = -125136.168426 nChanged 25 SP:Iteration 24Q (1434.859972 sec): 3 clusters Score: Raw -126803.544507 + Penalty 1658.978018 = -125144.566489 nChanged 13 SP:Iteration 25Q (1434.958524 sec): 3 clusters Score: Raw -126808.081873 + Penalty 1658.978018 = -125149.103855 nChanged 11 SP:Iteration 26Q (1435.038226 sec): 3 clusters Score: Raw -126812.413613 + Penalty 1658.978018 = -125153.435595 nChanged 12 SP:Iteration 27Q (1435.104799 sec): 3 clusters Score: Raw -126819.496818 + Penalty 1658.978018 = -125160.518800 nChanged 14 SP:Iteration 28Q (1435.189723 sec): 3 clusters Score: Raw -126827.414169 + Penalty 1658.978018 = -125168.436151 nChanged 13 SP:Iteration 29Q (1435.279917 sec): 3 clusters Score: Raw -126834.418197 + Penalty 1658.978018 = -125175.440179 nChanged 14 SP:Iteration 30Q (1435.366369 sec): 3 clusters Score: Raw -126840.258934 + Penalty 1658.978018 = -125181.280916 nChanged 12 SP:Iteration 31Q (1435.449053 sec): 3 clusters Score: Raw -126843.893160 + Penalty 1658.978018 = -125184.915142 nChanged 8 SP:Iteration 32Q (1435.525800 sec): 3 clusters Score: Raw -126845.815959 + Penalty 1658.978018 = -125186.837941 nChanged 4 SP:Iteration 33Q (1435.618041 sec): 3 clusters Score: Raw -126846.491018 + Penalty 1658.978018 = -125187.513000 nChanged 4 SP:Iteration 34Q (1435.709905 sec): 3 clusters Score: Raw -126847.430918 + Penalty 1658.978018 = -125188.452900 nChanged 4 SP:Iteration 35Q (1435.782825 sec): 3 clusters Score: Raw -126848.783435 + Penalty 1658.978018 = -125189.805417 nChanged 5 SP:Iteration 36Q (1435.867052 sec): 3 clusters Score: Raw -126849.907024 + Penalty 1658.978018 = -125190.929006 nChanged 3 SP:Iteration 37Q (1435.949023 sec): 3 clusters Score: Raw -126850.892753 + Penalty 1658.978018 = -125191.914736 nChanged 2 SP:Iteration 38Q (1436.042324 sec): 3 clusters Score: Raw -126851.279169 + Penalty 1658.978018 = -125192.301152 nChanged 0 SP:Iteration 39F (1436.119351 sec): 3 clusters Score: Raw -126851.279169 + Penalty 1658.978018 = -125192.301152 nChanged 0 Trying to split cluster 11 (2792 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1436.172252 sec): 2 clusters Score: Raw -148430.808740 + Penalty 833.123914 = -147597.684826 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1436.258351 sec): 3 clusters Score: Raw -147008.180835 + Penalty 1666.247827 = -145341.933007 nChanged 1104 SP:Iteration 1F (1436.339264 sec): 3 clusters Score: Raw -147682.321566 + Penalty 1666.247827 = -146016.073738 nChanged 230 SP:Iteration 2F (1436.403870 sec): 3 clusters Score: Raw -147861.540838 + Penalty 1666.247827 = -146195.293011 nChanged 198 SP:Iteration 3F (1436.481818 sec): 3 clusters Score: Raw -148015.845402 + Penalty 1666.247827 = -146349.597575 nChanged 170 SP:Iteration 4F (1436.554995 sec): 3 clusters Score: Raw -148147.916920 + Penalty 1666.247827 = -146481.669093 nChanged 155 SP:Iteration 5F (1436.647114 sec): 3 clusters Score: Raw -148259.300682 + Penalty 1666.247827 = -146593.052855 nChanged 109 SP:Iteration 6Q (1436.742764 sec): 3 clusters Score: Raw -148329.543444 + Penalty 1666.247827 = -146663.295616 nChanged 91 SP:Iteration 7Q (1436.814097 sec): 3 clusters Score: Raw -148384.647453 + Penalty 1666.247827 = -146718.399626 nChanged 70 SP:Iteration 8Q (1436.904244 sec): 3 clusters Score: Raw -148425.198271 + Penalty 1666.247827 = -146758.950444 nChanged 64 SP:Iteration 9Q (1437.005790 sec): 3 clusters Score: Raw -148457.124672 + Penalty 1666.247827 = -146790.876844 nChanged 50 SP:Iteration 10Q (1437.094972 sec): 3 clusters Score: Raw -148480.248348 + Penalty 1666.247827 = -146814.000521 nChanged 36 SP:Iteration 11Q (1437.197573 sec): 3 clusters Score: Raw -148494.510251 + Penalty 1666.247827 = -146828.262423 nChanged 34 SP:Iteration 12Q (1437.294514 sec): 3 clusters Score: Raw -148511.027739 + Penalty 1666.247827 = -146844.779911 nChanged 28 SP:Iteration 13Q (1437.400405 sec): 3 clusters Score: Raw -148522.559960 + Penalty 1666.247827 = -146856.312133 nChanged 33 SP:Iteration 14Q (1437.487043 sec): 3 clusters Score: Raw -148539.279527 + Penalty 1666.247827 = -146873.031700 nChanged 25 SP:Iteration 15Q (1437.565627 sec): 3 clusters Score: Raw -148553.981791 + Penalty 1666.247827 = -146887.733963 nChanged 26 SP:Iteration 16Q (1437.694740 sec): 3 clusters Score: Raw -148571.738997 + Penalty 1666.247827 = -146905.491169 nChanged 30 SP:Iteration 17Q (1437.790213 sec): 3 clusters Score: Raw -148589.011480 + Penalty 1666.247827 = -146922.763653 nChanged 27 SP:Iteration 18Q (1437.876487 sec): 3 clusters Score: Raw -148599.522852 + Penalty 1666.247827 = -146933.275025 nChanged 20 SP:Iteration 19Q (1437.986644 sec): 3 clusters Score: Raw -148606.632528 + Penalty 1666.247827 = -146940.384701 nChanged 9 SP:Iteration 20F (1438.085703 sec): 3 clusters Score: Raw -148609.734273 + Penalty 1666.247827 = -146943.486445 nChanged 5 SP:Iteration 21Q (1438.196507 sec): 3 clusters Score: Raw -148611.115999 + Penalty 1666.247827 = -146944.868171 nChanged 3 SP:Iteration 22Q (1438.272986 sec): 3 clusters Score: Raw -148612.101231 + Penalty 1666.247827 = -146945.853404 nChanged 3 SP:Iteration 23Q (1438.377746 sec): 3 clusters Score: Raw -148612.636862 + Penalty 1666.247827 = -146946.389035 nChanged 2 SP:Iteration 24Q (1438.459873 sec): 3 clusters Score: Raw -148613.678529 + Penalty 1666.247827 = -146947.430701 nChanged 1 SP:Iteration 25Q (1438.526588 sec): 3 clusters Score: Raw -148614.327770 + Penalty 1666.247827 = -146948.079942 nChanged 3 SP:Iteration 26Q (1438.616466 sec): 3 clusters Score: Raw -148615.504961 + Penalty 1666.247827 = -146949.257134 nChanged 5 SP:Iteration 27Q (1438.697378 sec): 3 clusters Score: Raw -148618.206852 + Penalty 1666.247827 = -146951.959025 nChanged 7 SP:Iteration 28Q (1438.775965 sec): 3 clusters Score: Raw -148623.735647 + Penalty 1666.247827 = -146957.487819 nChanged 9 SP:Iteration 29Q (1438.870891 sec): 3 clusters Score: Raw -148630.695734 + Penalty 1666.247827 = -146964.447907 nChanged 10 SP:Iteration 30Q (1438.959065 sec): 3 clusters Score: Raw -148636.020209 + Penalty 1666.247827 = -146969.772382 nChanged 8 SP:Iteration 31Q (1439.040207 sec): 3 clusters Score: Raw -148639.137701 + Penalty 1666.247827 = -146972.889873 nChanged 10 SP:Iteration 32Q (1439.119190 sec): 3 clusters Score: Raw -148644.578051 + Penalty 1666.247827 = -146978.330223 nChanged 9 SP:Iteration 33Q (1439.223589 sec): 3 clusters Score: Raw -148649.362701 + Penalty 1666.247827 = -146983.114874 nChanged 11 SP:Iteration 34Q (1439.302123 sec): 3 clusters Score: Raw -148655.215205 + Penalty 1666.247827 = -146988.967378 nChanged 12 SP:Iteration 35Q (1439.378985 sec): 3 clusters Score: Raw -148662.772723 + Penalty 1666.247827 = -146996.524896 nChanged 9 SP:Iteration 36Q (1439.473045 sec): 3 clusters Score: Raw -148666.630859 + Penalty 1666.247827 = -147000.383031 nChanged 4 SP:Iteration 37Q (1439.547103 sec): 3 clusters Score: Raw -148668.443241 + Penalty 1666.247827 = -147002.195414 nChanged 7 SP:Iteration 38Q (1439.631727 sec): 3 clusters Score: Raw -148671.587383 + Penalty 1666.247827 = -147005.339555 nChanged 10 SP:Iteration 39Q (1439.709826 sec): 3 clusters Score: Raw -148678.728023 + Penalty 1666.247827 = -147012.480196 nChanged 13 SP:Iteration 40F (1439.809121 sec): 3 clusters Score: Raw -148685.282949 + Penalty 1666.247827 = -147019.035122 nChanged 9 SP:Iteration 41Q (1439.886104 sec): 3 clusters Score: Raw -148689.849444 + Penalty 1666.247827 = -147023.601616 nChanged 10 SP:Iteration 42Q (1439.971742 sec): 3 clusters Score: Raw -148694.597607 + Penalty 1666.247827 = -147028.349780 nChanged 7 SP:Iteration 43Q (1440.059995 sec): 3 clusters Score: Raw -148698.308427 + Penalty 1666.247827 = -147032.060600 nChanged 7 SP:Iteration 44Q (1440.124468 sec): 3 clusters Score: Raw -148700.670150 + Penalty 1666.247827 = -147034.422322 nChanged 4 SP:Iteration 45Q (1440.210830 sec): 3 clusters Score: Raw -148701.541091 + Penalty 1666.247827 = -147035.293264 nChanged 1 SP:Iteration 46Q (1440.314003 sec): 3 clusters Score: Raw -148702.025836 + Penalty 1666.247827 = -147035.778009 nChanged 2 SP:Iteration 47Q (1440.394826 sec): 3 clusters Score: Raw -148703.166833 + Penalty 1666.247827 = -147036.919005 nChanged 2 SP:Iteration 48Q (1440.483578 sec): 3 clusters Score: Raw -148703.799473 + Penalty 1666.247827 = -147037.551645 nChanged 3 SP:Iteration 49Q (1440.563861 sec): 3 clusters Score: Raw -148705.849801 + Penalty 1666.247827 = -147039.601974 nChanged 2 SP:Iteration 50Q (1440.636739 sec): 3 clusters Score: Raw -148706.464943 + Penalty 1666.247827 = -147040.217116 nChanged 3 SP:Iteration 51Q (1440.726913 sec): 3 clusters Score: Raw -148707.991636 + Penalty 1666.247827 = -147041.743808 nChanged 2 SP:Iteration 52Q (1440.805726 sec): 3 clusters Score: Raw -148708.965983 + Penalty 1666.247827 = -147042.718156 nChanged 1 SP:Iteration 53Q (1440.902620 sec): 3 clusters Score: Raw -148709.335279 + Penalty 1666.247827 = -147043.087451 nChanged 0 SP:Iteration 54F (1440.987342 sec): 3 clusters Score: Raw -148709.335279 + Penalty 1666.247827 = -147043.087451 nChanged 0 Trying to split cluster 12 (3183 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1441.031976 sec): 2 clusters Score: Raw -193751.771794 + Penalty 846.885840 = -192904.885954 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1441.111567 sec): 3 clusters Score: Raw -192046.959486 + Penalty 1693.771680 = -190353.187806 nChanged 1320 SP:Iteration 1F (1441.202070 sec): 3 clusters Score: Raw -192800.825350 + Penalty 1693.771680 = -191107.053670 nChanged 216 SP:Iteration 2F (1441.281940 sec): 3 clusters Score: Raw -192916.221670 + Penalty 1693.771680 = -191222.449990 nChanged 172 SP:Iteration 3F (1441.361333 sec): 3 clusters Score: Raw -193028.357190 + Penalty 1693.771680 = -191334.585511 nChanged 182 SP:Iteration 4F (1441.454810 sec): 3 clusters Score: Raw -193143.004156 + Penalty 1693.771680 = -191449.232476 nChanged 154 SP:Iteration 5Q (1441.541868 sec): 3 clusters Score: Raw -193244.963233 + Penalty 1693.771680 = -191551.191553 nChanged 126 SP:Iteration 6Q (1441.609221 sec): 3 clusters Score: Raw -193319.688916 + Penalty 1693.771680 = -191625.917236 nChanged 116 SP:Iteration 7Q (1441.683312 sec): 3 clusters Score: Raw -193405.561486 + Penalty 1693.771680 = -191711.789806 nChanged 122 SP:Iteration 8Q (1441.784536 sec): 3 clusters Score: Raw -193532.566936 + Penalty 1693.771680 = -191838.795257 nChanged 108 SP:Iteration 9Q (1441.864445 sec): 3 clusters Score: Raw -193624.925986 + Penalty 1693.771680 = -191931.154307 nChanged 94 SP:Iteration 10Q (1441.952684 sec): 3 clusters Score: Raw -193705.140642 + Penalty 1693.771680 = -192011.368962 nChanged 97 SP:Iteration 11Q (1442.041565 sec): 3 clusters Score: Raw -193782.541110 + Penalty 1693.771680 = -192088.769431 nChanged 78 SP:Iteration 12Q (1442.128777 sec): 3 clusters Score: Raw -193836.441069 + Penalty 1693.771680 = -192142.669389 nChanged 69 SP:Iteration 13Q (1442.195485 sec): 3 clusters Score: Raw -193875.716137 + Penalty 1693.771680 = -192181.944457 nChanged 41 SP:Iteration 14Q (1442.273177 sec): 3 clusters Score: Raw -193901.002646 + Penalty 1693.771680 = -192207.230966 nChanged 30 SP:Iteration 15Q (1442.379345 sec): 3 clusters Score: Raw -193918.841526 + Penalty 1693.771680 = -192225.069847 nChanged 24 SP:Iteration 16Q (1442.471142 sec): 3 clusters Score: Raw -193931.625124 + Penalty 1693.771680 = -192237.853444 nChanged 19 SP:Iteration 17Q (1442.547225 sec): 3 clusters Score: Raw -193938.983766 + Penalty 1693.771680 = -192245.212087 nChanged 11 SP:Iteration 18Q (1442.629086 sec): 3 clusters Score: Raw -193942.878638 + Penalty 1693.771680 = -192249.106959 nChanged 12 SP:Iteration 19Q (1442.702276 sec): 3 clusters Score: Raw -193946.929694 + Penalty 1693.771680 = -192253.158014 nChanged 11 SP:Iteration 20F (1442.803784 sec): 3 clusters Score: Raw -193951.025447 + Penalty 1693.771680 = -192257.253767 nChanged 10 SP:Iteration 21Q (1442.876219 sec): 3 clusters Score: Raw -193954.697763 + Penalty 1693.771680 = -192260.926084 nChanged 8 SP:Iteration 22Q (1442.948548 sec): 3 clusters Score: Raw -193958.475045 + Penalty 1693.771680 = -192264.703366 nChanged 11 SP:Iteration 23Q (1443.048870 sec): 3 clusters Score: Raw -193964.142048 + Penalty 1693.771680 = -192270.370368 nChanged 10 SP:Iteration 24Q (1443.120516 sec): 3 clusters Score: Raw -193967.499869 + Penalty 1693.771680 = -192273.728189 nChanged 15 SP:Iteration 25Q (1443.214373 sec): 3 clusters Score: Raw -193973.058968 + Penalty 1693.771680 = -192279.287288 nChanged 14 SP:Iteration 26Q (1443.288163 sec): 3 clusters Score: Raw -193978.581603 + Penalty 1693.771680 = -192284.809923 nChanged 10 SP:Iteration 27Q (1443.422242 sec): 3 clusters Score: Raw -193983.275971 + Penalty 1693.771680 = -192289.504292 nChanged 9 SP:Iteration 28Q (1443.497191 sec): 3 clusters Score: Raw -193987.525129 + Penalty 1693.771680 = -192293.753449 nChanged 7 SP:Iteration 29Q (1443.599917 sec): 3 clusters Score: Raw -193990.566129 + Penalty 1693.771680 = -192296.794449 nChanged 7 SP:Iteration 30Q (1443.669611 sec): 3 clusters Score: Raw -193994.029494 + Penalty 1693.771680 = -192300.257815 nChanged 11 SP:Iteration 31Q (1443.771018 sec): 3 clusters Score: Raw -193998.167818 + Penalty 1693.771680 = -192304.396138 nChanged 15 SP:Iteration 32Q (1443.893804 sec): 3 clusters Score: Raw -194004.171397 + Penalty 1693.771680 = -192310.399718 nChanged 11 SP:Iteration 33Q (1443.971188 sec): 3 clusters Score: Raw -194009.818695 + Penalty 1693.771680 = -192316.047015 nChanged 15 SP:Iteration 34Q (1444.084222 sec): 3 clusters Score: Raw -194015.258855 + Penalty 1693.771680 = -192321.487175 nChanged 10 SP:Iteration 35Q (1444.180496 sec): 3 clusters Score: Raw -194018.830856 + Penalty 1693.771680 = -192325.059176 nChanged 9 SP:Iteration 36Q (1444.285398 sec): 3 clusters Score: Raw -194022.419982 + Penalty 1693.771680 = -192328.648303 nChanged 7 SP:Iteration 37Q (1444.392809 sec): 3 clusters Score: Raw -194024.551546 + Penalty 1693.771680 = -192330.779866 nChanged 3 SP:Iteration 38Q (1444.478335 sec): 3 clusters Score: Raw -194026.376927 + Penalty 1693.771680 = -192332.605247 nChanged 6 SP:Iteration 39Q (1444.575321 sec): 3 clusters Score: Raw -194028.556852 + Penalty 1693.771680 = -192334.785172 nChanged 5 SP:Iteration 40F (1444.696846 sec): 3 clusters Score: Raw -194030.658100 + Penalty 1693.771680 = -192336.886421 nChanged 10 SP:Iteration 41Q (1444.786922 sec): 3 clusters Score: Raw -194034.887183 + Penalty 1693.771680 = -192341.115503 nChanged 6 SP:Iteration 42Q (1444.865189 sec): 3 clusters Score: Raw -194036.671287 + Penalty 1693.771680 = -192342.899607 nChanged 2 SP:Iteration 43Q (1444.948147 sec): 3 clusters Score: Raw -194037.872570 + Penalty 1693.771680 = -192344.100890 nChanged 5 SP:Iteration 44Q (1445.046516 sec): 3 clusters Score: Raw -194039.111285 + Penalty 1693.771680 = -192345.339605 nChanged 4 SP:Iteration 45Q (1445.124427 sec): 3 clusters Score: Raw -194040.278040 + Penalty 1693.771680 = -192346.506360 nChanged 4 SP:Iteration 46Q (1445.216163 sec): 3 clusters Score: Raw -194041.795121 + Penalty 1693.771680 = -192348.023441 nChanged 3 SP:Iteration 47Q (1445.297180 sec): 3 clusters Score: Raw -194042.534572 + Penalty 1693.771680 = -192348.762892 nChanged 3 SP:Iteration 48Q (1445.389870 sec): 3 clusters Score: Raw -194043.422434 + Penalty 1693.771680 = -192349.650755 nChanged 1 SP:Iteration 49Q (1445.484277 sec): 3 clusters Score: Raw -194043.726349 + Penalty 1693.771680 = -192349.954670 nChanged 3 SP:Iteration 50Q (1445.571157 sec): 3 clusters Score: Raw -194045.033467 + Penalty 1693.771680 = -192351.261787 nChanged 1 SP:Iteration 51Q (1445.658373 sec): 3 clusters Score: Raw -194045.743183 + Penalty 1693.771680 = -192351.971504 nChanged 2 SP:Iteration 52Q (1445.741276 sec): 3 clusters Score: Raw -194046.727739 + Penalty 1693.771680 = -192352.956059 nChanged 3 SP:Iteration 53Q (1445.835579 sec): 3 clusters Score: Raw -194047.587957 + Penalty 1693.771680 = -192353.816277 nChanged 3 SP:Iteration 54Q (1445.915820 sec): 3 clusters Score: Raw -194049.454699 + Penalty 1693.771680 = -192355.683019 nChanged 4 SP:Iteration 55Q (1445.988924 sec): 3 clusters Score: Raw -194051.460796 + Penalty 1693.771680 = -192357.689116 nChanged 4 SP:Iteration 56Q (1446.091666 sec): 3 clusters Score: Raw -194052.966761 + Penalty 1693.771680 = -192359.195081 nChanged 5 SP:Iteration 57Q (1446.178577 sec): 3 clusters Score: Raw -194054.253847 + Penalty 1693.771680 = -192360.482168 nChanged 6 SP:Iteration 58Q (1446.255283 sec): 3 clusters Score: Raw -194057.034945 + Penalty 1693.771680 = -192363.263265 nChanged 5 SP:Iteration 59Q (1446.336774 sec): 3 clusters Score: Raw -194059.009739 + Penalty 1693.771680 = -192365.238059 nChanged 7 SP:Iteration 60F (1446.422620 sec): 3 clusters Score: Raw -194061.755824 + Penalty 1693.771680 = -192367.984144 nChanged 9 SP:Iteration 61Q (1446.512997 sec): 3 clusters Score: Raw -194064.530049 + Penalty 1693.771680 = -192370.758369 nChanged 3 SP:Iteration 62Q (1446.586804 sec): 3 clusters Score: Raw -194065.405527 + Penalty 1693.771680 = -192371.633847 nChanged 4 SP:Iteration 63Q (1446.675825 sec): 3 clusters Score: Raw -194066.311750 + Penalty 1693.771680 = -192372.540071 nChanged 3 SP:Iteration 64Q (1446.769089 sec): 3 clusters Score: Raw -194068.064207 + Penalty 1693.771680 = -192374.292527 nChanged 3 SP:Iteration 65Q (1446.853829 sec): 3 clusters Score: Raw -194070.013466 + Penalty 1693.771680 = -192376.241786 nChanged 3 SP:Iteration 66Q (1446.937512 sec): 3 clusters Score: Raw -194071.221174 + Penalty 1693.771680 = -192377.449494 nChanged 3 SP:Iteration 67Q (1447.029563 sec): 3 clusters Score: Raw -194072.392236 + Penalty 1693.771680 = -192378.620557 nChanged 6 SP:Iteration 68Q (1447.119867 sec): 3 clusters Score: Raw -194075.564617 + Penalty 1693.771680 = -192381.792937 nChanged 6 SP:Iteration 69Q (1447.201178 sec): 3 clusters Score: Raw -194078.014998 + Penalty 1693.771680 = -192384.243319 nChanged 4 SP:Iteration 70Q (1447.282128 sec): 3 clusters Score: Raw -194079.688881 + Penalty 1693.771680 = -192385.917201 nChanged 9 SP:Iteration 71Q (1447.370775 sec): 3 clusters Score: Raw -194083.647675 + Penalty 1693.771680 = -192389.875996 nChanged 8 SP:Iteration 72Q (1447.452053 sec): 3 clusters Score: Raw -194089.627627 + Penalty 1693.771680 = -192395.855947 nChanged 8 SP:Iteration 73Q (1447.526651 sec): 3 clusters Score: Raw -194093.108875 + Penalty 1693.771680 = -192399.337195 nChanged 7 SP:Iteration 74Q (1447.610344 sec): 3 clusters Score: Raw -194095.322712 + Penalty 1693.771680 = -192401.551033 nChanged 4 SP:Iteration 75Q (1447.699083 sec): 3 clusters Score: Raw -194096.679505 + Penalty 1693.771680 = -192402.907825 nChanged 2 SP:Iteration 76Q (1447.789865 sec): 3 clusters Score: Raw -194096.994336 + Penalty 1693.771680 = -192403.222656 nChanged 0 SP:Iteration 77F (1447.885035 sec): 3 clusters Score: Raw -194096.994336 + Penalty 1693.771680 = -192403.222656 nChanged 0 Trying to split cluster 13 (1479 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1447.930225 sec): 2 clusters Score: Raw -72082.317084 + Penalty 766.407754 = -71315.909331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1448.007017 sec): 3 clusters Score: Raw -71475.254853 + Penalty 1532.815507 = -69942.439346 nChanged 560 SP:Iteration 1F (1448.075623 sec): 3 clusters Score: Raw -72120.848330 + Penalty 1532.815507 = -70588.032823 nChanged 181 SP:Iteration 2F (1448.182123 sec): 3 clusters Score: Raw -72469.481597 + Penalty 1532.815507 = -70936.666090 nChanged 133 SP:Iteration 3F (1448.267635 sec): 3 clusters Score: Raw -72758.878956 + Penalty 1532.815507 = -71226.063449 nChanged 102 SP:Iteration 4F (1448.356331 sec): 3 clusters Score: Raw -72933.271259 + Penalty 1532.815507 = -71400.455752 nChanged 71 SP:Iteration 5Q (1448.430947 sec): 3 clusters Score: Raw -73016.941817 + Penalty 1532.815507 = -71484.126310 nChanged 34 SP:Iteration 6Q (1448.496936 sec): 3 clusters Score: Raw -73049.059427 + Penalty 1532.815507 = -71516.243920 nChanged 28 SP:Iteration 7Q (1448.593568 sec): 3 clusters Score: Raw -73072.012254 + Penalty 1532.815507 = -71539.196747 nChanged 25 SP:Iteration 8Q (1448.672412 sec): 3 clusters Score: Raw -73094.101844 + Penalty 1532.815507 = -71561.286337 nChanged 26 SP:Iteration 9Q (1448.750807 sec): 3 clusters Score: Raw -73115.229803 + Penalty 1532.815507 = -71582.414296 nChanged 19 SP:Iteration 10Q (1448.830896 sec): 3 clusters Score: Raw -73126.664397 + Penalty 1532.815507 = -71593.848890 nChanged 11 SP:Iteration 11Q (1448.917322 sec): 3 clusters Score: Raw -73134.652375 + Penalty 1532.815507 = -71601.836867 nChanged 7 SP:Iteration 12Q (1448.983670 sec): 3 clusters Score: Raw -73137.558184 + Penalty 1532.815507 = -71604.742676 nChanged 2 SP:Iteration 13Q (1449.084457 sec): 3 clusters Score: Raw -73138.933291 + Penalty 1532.815507 = -71606.117784 nChanged 1 SP:Iteration 14Q (1449.160820 sec): 3 clusters Score: Raw -73139.564516 + Penalty 1532.815507 = -71606.749009 nChanged 0 SP:Iteration 15F (1449.245769 sec): 3 clusters Score: Raw -73139.564516 + Penalty 1532.815507 = -71606.749009 nChanged 0 Score: Raw -4227006.069012 + Penalty 23654.378232 = -4203351.690780 Splitting cluster 13 changes total score from -4203352.268306 to -4203351.690780 So it's not getting split. Trying to split cluster 14 (1522 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1451.073392 sec): 2 clusters Score: Raw -89212.685382 + Penalty 769.416957 = -88443.268425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1451.183452 sec): 3 clusters Score: Raw -88576.377470 + Penalty 1538.833913 = -87037.543556 nChanged 546 SP:Iteration 1F (1451.267631 sec): 3 clusters Score: Raw -88972.404546 + Penalty 1538.833913 = -87433.570633 nChanged 123 SP:Iteration 2F (1451.381489 sec): 3 clusters Score: Raw -89119.518391 + Penalty 1538.833913 = -87580.684478 nChanged 100 SP:Iteration 3F (1451.471144 sec): 3 clusters Score: Raw -89242.937448 + Penalty 1538.833913 = -87704.103535 nChanged 101 SP:Iteration 4F (1451.568966 sec): 3 clusters Score: Raw -89347.230479 + Penalty 1538.833913 = -87808.396566 nChanged 82 SP:Iteration 5F (1451.689375 sec): 3 clusters Score: Raw -89435.698964 + Penalty 1538.833913 = -87896.865051 nChanged 68 SP:Iteration 6Q (1451.783836 sec): 3 clusters Score: Raw -89506.649088 + Penalty 1538.833913 = -87967.815175 nChanged 48 SP:Iteration 7Q (1451.879989 sec): 3 clusters Score: Raw -89553.548067 + Penalty 1538.833913 = -88014.714154 nChanged 38 SP:Iteration 8Q (1451.953738 sec): 3 clusters Score: Raw -89578.792502 + Penalty 1538.833913 = -88039.958589 nChanged 23 SP:Iteration 9Q (1452.038730 sec): 3 clusters Score: Raw -89592.946537 + Penalty 1538.833913 = -88054.112624 nChanged 23 SP:Iteration 10Q (1452.124440 sec): 3 clusters Score: Raw -89608.137365 + Penalty 1538.833913 = -88069.303452 nChanged 15 SP:Iteration 11Q (1452.206956 sec): 3 clusters Score: Raw -89616.072583 + Penalty 1538.833913 = -88077.238670 nChanged 18 SP:Iteration 12Q (1452.301481 sec): 3 clusters Score: Raw -89626.935604 + Penalty 1538.833913 = -88088.101691 nChanged 19 SP:Iteration 13Q (1452.370366 sec): 3 clusters Score: Raw -89638.078234 + Penalty 1538.833913 = -88099.244321 nChanged 15 SP:Iteration 14Q (1452.460489 sec): 3 clusters Score: Raw -89645.338338 + Penalty 1538.833913 = -88106.504425 nChanged 10 SP:Iteration 15Q (1452.545687 sec): 3 clusters Score: Raw -89655.046194 + Penalty 1538.833913 = -88116.212281 nChanged 16 SP:Iteration 16Q (1452.615937 sec): 3 clusters Score: Raw -89667.160830 + Penalty 1538.833913 = -88128.326917 nChanged 11 SP:Iteration 17Q (1452.703398 sec): 3 clusters Score: Raw -89674.124868 + Penalty 1538.833913 = -88135.290955 nChanged 6 SP:Iteration 18Q (1452.783810 sec): 3 clusters Score: Raw -89676.487372 + Penalty 1538.833913 = -88137.653458 nChanged 5 SP:Iteration 19Q (1452.863236 sec): 3 clusters Score: Raw -89677.996937 + Penalty 1538.833913 = -88139.163024 nChanged 5 SP:Iteration 20F (1452.941659 sec): 3 clusters Score: Raw -89679.281966 + Penalty 1538.833913 = -88140.448053 nChanged 2 SP:Iteration 21Q (1453.029824 sec): 3 clusters Score: Raw -89680.224860 + Penalty 1538.833913 = -88141.390947 nChanged 3 SP:Iteration 22Q (1453.115552 sec): 3 clusters Score: Raw -89681.976160 + Penalty 1538.833913 = -88143.142247 nChanged 3 SP:Iteration 23Q (1453.188449 sec): 3 clusters Score: Raw -89683.352877 + Penalty 1538.833913 = -88144.518964 nChanged 0 SP:Iteration 24F (1453.277386 sec): 3 clusters Score: Raw -89683.352877 + Penalty 1538.833913 = -88144.518964 nChanged 0 Trying to split cluster 15 (1266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1453.332854 sec): 2 clusters Score: Raw -54017.991885 + Penalty 750.079848 = -53267.912037 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1453.410343 sec): 3 clusters Score: Raw -53491.793494 + Penalty 1500.159697 = -51991.633797 nChanged 482 SP:Iteration 1F (1453.496136 sec): 3 clusters Score: Raw -53878.309406 + Penalty 1500.159697 = -52378.149709 nChanged 114 SP:Iteration 2F (1453.581646 sec): 3 clusters Score: Raw -54003.355894 + Penalty 1500.159697 = -52503.196197 nChanged 83 SP:Iteration 3F (1453.655303 sec): 3 clusters Score: Raw -54125.572368 + Penalty 1500.159697 = -52625.412672 nChanged 83 SP:Iteration 4F (1453.741280 sec): 3 clusters Score: Raw -54216.328090 + Penalty 1500.159697 = -52716.168394 nChanged 53 SP:Iteration 5Q (1453.802459 sec): 3 clusters Score: Raw -54281.470187 + Penalty 1500.159697 = -52781.310491 nChanged 46 SP:Iteration 6Q (1453.882500 sec): 3 clusters Score: Raw -54317.082562 + Penalty 1500.159697 = -52816.922865 nChanged 27 SP:Iteration 7Q (1453.961222 sec): 3 clusters Score: Raw -54336.628935 + Penalty 1500.159697 = -52836.469238 nChanged 18 SP:Iteration 8Q (1454.057570 sec): 3 clusters Score: Raw -54349.787500 + Penalty 1500.159697 = -52849.627804 nChanged 15 SP:Iteration 9Q (1454.126365 sec): 3 clusters Score: Raw -54362.292227 + Penalty 1500.159697 = -52862.132530 nChanged 12 SP:Iteration 10Q (1454.213446 sec): 3 clusters Score: Raw -54372.594301 + Penalty 1500.159697 = -52872.434604 nChanged 12 SP:Iteration 11Q (1454.293660 sec): 3 clusters Score: Raw -54380.462319 + Penalty 1500.159697 = -52880.302622 nChanged 8 SP:Iteration 12Q (1454.382074 sec): 3 clusters Score: Raw -54387.417632 + Penalty 1500.159697 = -52887.257936 nChanged 7 SP:Iteration 13Q (1454.455260 sec): 3 clusters Score: Raw -54392.309201 + Penalty 1500.159697 = -52892.149505 nChanged 6 SP:Iteration 14Q (1454.534488 sec): 3 clusters Score: Raw -54395.061492 + Penalty 1500.159697 = -52894.901795 nChanged 4 SP:Iteration 15Q (1454.614939 sec): 3 clusters Score: Raw -54398.305773 + Penalty 1500.159697 = -52898.146076 nChanged 3 SP:Iteration 16Q (1454.692523 sec): 3 clusters Score: Raw -54399.144273 + Penalty 1500.159697 = -52898.984577 nChanged 1 SP:Iteration 17Q (1454.766124 sec): 3 clusters Score: Raw -54399.439827 + Penalty 1500.159697 = -52899.280130 nChanged 0 SP:Iteration 18F (1454.850520 sec): 3 clusters Score: Raw -54399.439827 + Penalty 1500.159697 = -52899.280130 nChanged 0 Trying to split cluster 16 (17471 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1454.944805 sec): 2 clusters Score: Raw -1046210.328901 + Penalty 1025.671252 = -1045184.657648 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1455.043345 sec): 3 clusters Score: Raw -1035439.846755 + Penalty 2051.342505 = -1033388.504250 nChanged 7984 SP:Iteration 1F (1455.145781 sec): 3 clusters Score: Raw -1040274.504610 + Penalty 2051.342505 = -1038223.162105 nChanged 1143 SP:Iteration 2F (1455.261553 sec): 3 clusters Score: Raw -1040892.769241 + Penalty 2051.342505 = -1038841.426736 nChanged 1113 SP:Iteration 3F (1455.370526 sec): 3 clusters Score: Raw -1041560.005697 + Penalty 2051.342505 = -1039508.663192 nChanged 1086 SP:Iteration 4F (1455.471866 sec): 3 clusters Score: Raw -1042304.387313 + Penalty 2051.342505 = -1040253.044808 nChanged 1093 SP:Iteration 5F (1455.582213 sec): 3 clusters Score: Raw -1043201.549877 + Penalty 2051.342505 = -1041150.207372 nChanged 1003 SP:Iteration 6F (1455.673486 sec): 3 clusters Score: Raw -1044060.126696 + Penalty 2051.342505 = -1042008.784191 nChanged 817 SP:Iteration 7Q (1455.777679 sec): 3 clusters Score: Raw -1044712.365644 + Penalty 2051.342505 = -1042661.023139 nChanged 623 SP:Iteration 8Q (1455.891329 sec): 3 clusters Score: Raw -1045171.815462 + Penalty 2051.342505 = -1043120.472957 nChanged 481 SP:Iteration 9Q (1455.991939 sec): 3 clusters Score: Raw -1045543.609955 + Penalty 2051.342505 = -1043492.267450 nChanged 390 SP:Iteration 10Q (1456.107825 sec): 3 clusters Score: Raw -1045911.281943 + Penalty 2051.342505 = -1043859.939438 nChanged 375 SP:Iteration 11Q (1456.243530 sec): 3 clusters Score: Raw -1046320.362745 + Penalty 2051.342505 = -1044269.020241 nChanged 379 SP:Iteration 12Q (1456.326721 sec): 3 clusters Score: Raw -1046759.657563 + Penalty 2051.342505 = -1044708.315058 nChanged 356 SP:Iteration 13Q (1456.445072 sec): 3 clusters Score: Raw -1047183.492823 + Penalty 2051.342505 = -1045132.150318 nChanged 306 SP:Iteration 14Q (1456.578791 sec): 3 clusters Score: Raw -1047498.921630 + Penalty 2051.342505 = -1045447.579125 nChanged 270 SP:Iteration 15Q (1456.675513 sec): 3 clusters Score: Raw -1047713.631634 + Penalty 2051.342505 = -1045662.289130 nChanged 246 SP:Iteration 16Q (1456.798620 sec): 3 clusters Score: Raw -1047873.952963 + Penalty 2051.342505 = -1045822.610458 nChanged 192 SP:Iteration 17Q (1456.899288 sec): 3 clusters Score: Raw -1047985.015955 + Penalty 2051.342505 = -1045933.673451 nChanged 168 SP:Iteration 18Q (1457.035262 sec): 3 clusters Score: Raw -1048069.353567 + Penalty 2051.342505 = -1046018.011062 nChanged 128 SP:Iteration 19Q (1457.151526 sec): 3 clusters Score: Raw -1048119.395922 + Penalty 2051.342505 = -1046068.053417 nChanged 89 SP:Iteration 20F (1457.253111 sec): 3 clusters Score: Raw -1048171.132613 + Penalty 2051.342505 = -1046119.790108 nChanged 85 SP:Iteration 21Q (1457.384232 sec): 3 clusters Score: Raw -1048204.411654 + Penalty 2051.342505 = -1046153.069149 nChanged 65 SP:Iteration 22Q (1457.498121 sec): 3 clusters Score: Raw -1048223.821659 + Penalty 2051.342505 = -1046172.479154 nChanged 59 SP:Iteration 23Q (1457.625354 sec): 3 clusters Score: Raw -1048237.031334 + Penalty 2051.342505 = -1046185.688829 nChanged 42 SP:Iteration 24Q (1457.742500 sec): 3 clusters Score: Raw -1048244.543719 + Penalty 2051.342505 = -1046193.201214 nChanged 27 SP:Iteration 25Q (1457.878982 sec): 3 clusters Score: Raw -1048247.793244 + Penalty 2051.342505 = -1046196.450739 nChanged 22 SP:Iteration 26Q (1458.001510 sec): 3 clusters Score: Raw -1048250.128387 + Penalty 2051.342505 = -1046198.785882 nChanged 14 SP:Iteration 27Q (1458.123149 sec): 3 clusters Score: Raw -1048251.271209 + Penalty 2051.342505 = -1046199.928704 nChanged 11 SP:Iteration 28Q (1458.243671 sec): 3 clusters Score: Raw -1048252.055877 + Penalty 2051.342505 = -1046200.713372 nChanged 10 SP:Iteration 29Q (1458.363289 sec): 3 clusters Score: Raw -1048253.020333 + Penalty 2051.342505 = -1046201.677829 nChanged 11 SP:Iteration 30Q (1458.463954 sec): 3 clusters Score: Raw -1048253.897343 + Penalty 2051.342505 = -1046202.554839 nChanged 8 SP:Iteration 31Q (1458.567027 sec): 3 clusters Score: Raw -1048254.449448 + Penalty 2051.342505 = -1046203.106943 nChanged 2 SP:Iteration 32Q (1458.660736 sec): 3 clusters Score: Raw -1048254.520357 + Penalty 2051.342505 = -1046203.177852 nChanged 1 SP:Iteration 33Q (1458.759929 sec): 3 clusters Score: Raw -1048254.594071 + Penalty 2051.342505 = -1046203.251566 nChanged 2 SP:Iteration 34Q (1458.865131 sec): 3 clusters Score: Raw -1048254.709196 + Penalty 2051.342505 = -1046203.366691 nChanged 0 SP:Iteration 35F (1458.972054 sec): 3 clusters Score: Raw -1048254.709196 + Penalty 2051.342505 = -1046203.366691 nChanged 0 Score: Raw -4227993.201874 + Penalty 23654.378232 = -4204338.823643 Splitting cluster 16 changes total score from -4203352.268306 to -4204338.823643 So it's getting split into cluster 20. Trying to split cluster 17 (5217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1460.614778 sec): 2 clusters Score: Raw -302917.810224 + Penalty 898.766169 = -302019.044054 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1460.695749 sec): 3 clusters Score: Raw -300020.707959 + Penalty 1797.532339 = -298223.175620 nChanged 2260 SP:Iteration 1F (1460.774125 sec): 3 clusters Score: Raw -301317.112864 + Penalty 1797.532339 = -299519.580526 nChanged 385 SP:Iteration 2F (1460.868900 sec): 3 clusters Score: Raw -301540.737114 + Penalty 1797.532339 = -299743.204775 nChanged 317 SP:Iteration 3F (1460.944750 sec): 3 clusters Score: Raw -301742.288245 + Penalty 1797.532339 = -299944.755906 nChanged 274 SP:Iteration 4F (1461.050547 sec): 3 clusters Score: Raw -301918.714588 + Penalty 1797.532339 = -300121.182249 nChanged 268 SP:Iteration 5F (1461.126694 sec): 3 clusters Score: Raw -302091.460464 + Penalty 1797.532339 = -300293.928126 nChanged 243 SP:Iteration 6Q (1461.222992 sec): 3 clusters Score: Raw -302256.980795 + Penalty 1797.532339 = -300459.448456 nChanged 236 SP:Iteration 7Q (1461.304570 sec): 3 clusters Score: Raw -302407.574569 + Penalty 1797.532339 = -300610.042231 nChanged 203 SP:Iteration 8Q (1461.392945 sec): 3 clusters Score: Raw -302534.934006 + Penalty 1797.532339 = -300737.401668 nChanged 164 SP:Iteration 9Q (1461.497923 sec): 3 clusters Score: Raw -302619.781205 + Penalty 1797.532339 = -300822.248866 nChanged 129 SP:Iteration 10Q (1461.575717 sec): 3 clusters Score: Raw -302680.322679 + Penalty 1797.532339 = -300882.790341 nChanged 122 SP:Iteration 11Q (1461.659059 sec): 3 clusters Score: Raw -302744.672794 + Penalty 1797.532339 = -300947.140455 nChanged 108 SP:Iteration 12Q (1461.735085 sec): 3 clusters Score: Raw -302793.554936 + Penalty 1797.532339 = -300996.022597 nChanged 91 SP:Iteration 13Q (1461.838330 sec): 3 clusters Score: Raw -302838.938222 + Penalty 1797.532339 = -301041.405883 nChanged 101 SP:Iteration 14Q (1461.923047 sec): 3 clusters Score: Raw -302884.072739 + Penalty 1797.532339 = -301086.540400 nChanged 96 SP:Iteration 15Q (1462.003646 sec): 3 clusters Score: Raw -302922.353937 + Penalty 1797.532339 = -301124.821598 nChanged 64 SP:Iteration 16Q (1462.077735 sec): 3 clusters Score: Raw -302947.049966 + Penalty 1797.532339 = -301149.517627 nChanged 74 SP:Iteration 17Q (1462.171999 sec): 3 clusters Score: Raw -302975.373693 + Penalty 1797.532339 = -301177.841354 nChanged 77 SP:Iteration 18Q (1462.273004 sec): 3 clusters Score: Raw -303001.838542 + Penalty 1797.532339 = -301204.306204 nChanged 64 SP:Iteration 19Q (1462.362730 sec): 3 clusters Score: Raw -303022.728076 + Penalty 1797.532339 = -301225.195737 nChanged 50 SP:Iteration 20F (1462.448537 sec): 3 clusters Score: Raw -303035.183040 + Penalty 1797.532339 = -301237.650701 nChanged 35 SP:Iteration 21Q (1462.539420 sec): 3 clusters Score: Raw -303041.654570 + Penalty 1797.532339 = -301244.122231 nChanged 26 SP:Iteration 22Q (1462.636982 sec): 3 clusters Score: Raw -303047.949484 + Penalty 1797.532339 = -301250.417145 nChanged 27 SP:Iteration 23Q (1462.702098 sec): 3 clusters Score: Raw -303052.376386 + Penalty 1797.532339 = -301254.844047 nChanged 15 SP:Iteration 24Q (1462.793865 sec): 3 clusters Score: Raw -303054.893230 + Penalty 1797.532339 = -301257.360891 nChanged 13 SP:Iteration 25Q (1462.890330 sec): 3 clusters Score: Raw -303057.503468 + Penalty 1797.532339 = -301259.971129 nChanged 10 SP:Iteration 26Q (1462.981709 sec): 3 clusters Score: Raw -303061.945678 + Penalty 1797.532339 = -301264.413339 nChanged 20 SP:Iteration 27Q (1463.060126 sec): 3 clusters Score: Raw -303068.108859 + Penalty 1797.532339 = -301270.576520 nChanged 22 SP:Iteration 28Q (1463.158482 sec): 3 clusters Score: Raw -303073.709464 + Penalty 1797.532339 = -301276.177125 nChanged 19 SP:Iteration 29Q (1463.251323 sec): 3 clusters Score: Raw -303078.976573 + Penalty 1797.532339 = -301281.444235 nChanged 19 SP:Iteration 30Q (1463.328842 sec): 3 clusters Score: Raw -303082.948560 + Penalty 1797.532339 = -301285.416221 nChanged 23 SP:Iteration 31Q (1463.453743 sec): 3 clusters Score: Raw -303090.277753 + Penalty 1797.532339 = -301292.745415 nChanged 33 SP:Iteration 32Q (1463.529003 sec): 3 clusters Score: Raw -303100.176804 + Penalty 1797.532339 = -301302.644465 nChanged 31 SP:Iteration 33Q (1463.641070 sec): 3 clusters Score: Raw -303108.055951 + Penalty 1797.532339 = -301310.523612 nChanged 28 SP:Iteration 34Q (1463.739675 sec): 3 clusters Score: Raw -303113.681755 + Penalty 1797.532339 = -301316.149416 nChanged 20 SP:Iteration 35Q (1463.853537 sec): 3 clusters Score: Raw -303117.329393 + Penalty 1797.532339 = -301319.797054 nChanged 15 SP:Iteration 36Q (1463.936239 sec): 3 clusters Score: Raw -303119.035777 + Penalty 1797.532339 = -301321.503438 nChanged 6 SP:Iteration 37Q (1464.026326 sec): 3 clusters Score: Raw -303119.645807 + Penalty 1797.532339 = -301322.113469 nChanged 3 SP:Iteration 38Q (1464.138804 sec): 3 clusters Score: Raw -303119.916434 + Penalty 1797.532339 = -301322.384095 nChanged 2 SP:Iteration 39Q (1464.227808 sec): 3 clusters Score: Raw -303120.163472 + Penalty 1797.532339 = -301322.631134 nChanged 3 SP:Iteration 40F (1464.333964 sec): 3 clusters Score: Raw -303120.487843 + Penalty 1797.532339 = -301322.955504 nChanged 2 SP:Iteration 41Q (1464.416717 sec): 3 clusters Score: Raw -303120.609001 + Penalty 1797.532339 = -301323.076663 nChanged 0 SP:Iteration 42F (1464.545105 sec): 3 clusters Score: Raw -303120.609001 + Penalty 1797.532339 = -301323.076663 nChanged 0 Trying to split cluster 18 (2555 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1464.576121 sec): 2 clusters Score: Raw -156818.972378 + Penalty 823.809788 = -155995.162590 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1464.697198 sec): 3 clusters Score: Raw -155544.241368 + Penalty 1647.619576 = -153896.621792 nChanged 1020 SP:Iteration 1F (1464.785779 sec): 3 clusters Score: Raw -156104.532315 + Penalty 1647.619576 = -154456.912739 nChanged 203 SP:Iteration 2F (1464.888123 sec): 3 clusters Score: Raw -156237.572316 + Penalty 1647.619576 = -154589.952741 nChanged 147 SP:Iteration 3F (1464.961372 sec): 3 clusters Score: Raw -156326.468665 + Penalty 1647.619576 = -154678.849089 nChanged 111 SP:Iteration 4Q (1465.063907 sec): 3 clusters Score: Raw -156387.263562 + Penalty 1647.619576 = -154739.643986 nChanged 103 SP:Iteration 5Q (1465.161154 sec): 3 clusters Score: Raw -156437.601807 + Penalty 1647.619576 = -154789.982232 nChanged 82 SP:Iteration 6Q (1465.235777 sec): 3 clusters Score: Raw -156486.980236 + Penalty 1647.619576 = -154839.360660 nChanged 77 SP:Iteration 7Q (1465.316810 sec): 3 clusters Score: Raw -156526.216775 + Penalty 1647.619576 = -154878.597200 nChanged 64 SP:Iteration 8Q (1465.405332 sec): 3 clusters Score: Raw -156556.040173 + Penalty 1647.619576 = -154908.420597 nChanged 46 SP:Iteration 9Q (1465.501280 sec): 3 clusters Score: Raw -156575.117448 + Penalty 1647.619576 = -154927.497873 nChanged 41 SP:Iteration 10Q (1465.587625 sec): 3 clusters Score: Raw -156594.026382 + Penalty 1647.619576 = -154946.406807 nChanged 38 SP:Iteration 11Q (1465.652719 sec): 3 clusters Score: Raw -156608.971739 + Penalty 1647.619576 = -154961.352164 nChanged 36 SP:Iteration 12Q (1465.748217 sec): 3 clusters Score: Raw -156623.681194 + Penalty 1647.619576 = -154976.061618 nChanged 40 SP:Iteration 13Q (1465.840642 sec): 3 clusters Score: Raw -156639.721167 + Penalty 1647.619576 = -154992.101592 nChanged 37 SP:Iteration 14Q (1465.930288 sec): 3 clusters Score: Raw -156654.487919 + Penalty 1647.619576 = -155006.868343 nChanged 32 SP:Iteration 15Q (1465.994240 sec): 3 clusters Score: Raw -156667.604490 + Penalty 1647.619576 = -155019.984915 nChanged 25 SP:Iteration 16Q (1466.078201 sec): 3 clusters Score: Raw -156678.952410 + Penalty 1647.619576 = -155031.332834 nChanged 34 SP:Iteration 17Q (1466.160204 sec): 3 clusters Score: Raw -156697.764832 + Penalty 1647.619576 = -155050.145256 nChanged 40 SP:Iteration 18Q (1466.257186 sec): 3 clusters Score: Raw -156723.121753 + Penalty 1647.619576 = -155075.502178 nChanged 47 SP:Iteration 19Q (1466.318764 sec): 3 clusters Score: Raw -156752.768434 + Penalty 1647.619576 = -155105.148858 nChanged 49 SP:Iteration 20F (1466.414192 sec): 3 clusters Score: Raw -156777.957894 + Penalty 1647.619576 = -155130.338318 nChanged 49 SP:Iteration 21Q (1466.503192 sec): 3 clusters Score: Raw -156801.746078 + Penalty 1647.619576 = -155154.126502 nChanged 37 SP:Iteration 22Q (1466.574311 sec): 3 clusters Score: Raw -156818.843149 + Penalty 1647.619576 = -155171.223573 nChanged 37 SP:Iteration 23Q (1466.660813 sec): 3 clusters Score: Raw -156838.747312 + Penalty 1647.619576 = -155191.127737 nChanged 43 SP:Iteration 24Q (1466.737256 sec): 3 clusters Score: Raw -156863.899380 + Penalty 1647.619576 = -155216.279805 nChanged 40 SP:Iteration 25Q (1466.837023 sec): 3 clusters Score: Raw -156893.548069 + Penalty 1647.619576 = -155245.928494 nChanged 41 SP:Iteration 26Q (1466.903297 sec): 3 clusters Score: Raw -156918.928091 + Penalty 1647.619576 = -155271.308516 nChanged 40 SP:Iteration 27Q (1466.999973 sec): 3 clusters Score: Raw -156944.185623 + Penalty 1647.619576 = -155296.566047 nChanged 38 SP:Iteration 28Q (1467.084648 sec): 3 clusters Score: Raw -156974.127057 + Penalty 1647.619576 = -155326.507481 nChanged 26 SP:Iteration 29Q (1467.157654 sec): 3 clusters Score: Raw -156992.429015 + Penalty 1647.619576 = -155344.809439 nChanged 20 SP:Iteration 30Q (1467.242177 sec): 3 clusters Score: Raw -157006.212118 + Penalty 1647.619576 = -155358.592542 nChanged 21 SP:Iteration 31Q (1467.326326 sec): 3 clusters Score: Raw -157026.358899 + Penalty 1647.619576 = -155378.739324 nChanged 21 SP:Iteration 32Q (1467.409481 sec): 3 clusters Score: Raw -157042.301103 + Penalty 1647.619576 = -155394.681527 nChanged 11 SP:Iteration 33Q (1467.502996 sec): 3 clusters Score: Raw -157050.997508 + Penalty 1647.619576 = -155403.377933 nChanged 11 SP:Iteration 34Q (1467.582696 sec): 3 clusters Score: Raw -157061.671200 + Penalty 1647.619576 = -155414.051624 nChanged 9 SP:Iteration 35Q (1467.671492 sec): 3 clusters Score: Raw -157068.858951 + Penalty 1647.619576 = -155421.239375 nChanged 4 SP:Iteration 36Q (1467.762549 sec): 3 clusters Score: Raw -157072.857636 + Penalty 1647.619576 = -155425.238061 nChanged 5 SP:Iteration 37Q (1467.853789 sec): 3 clusters Score: Raw -157075.954099 + Penalty 1647.619576 = -155428.334523 nChanged 3 SP:Iteration 38Q (1467.934802 sec): 3 clusters Score: Raw -157080.076918 + Penalty 1647.619576 = -155432.457343 nChanged 5 SP:Iteration 39Q (1468.024205 sec): 3 clusters Score: Raw -157083.670390 + Penalty 1647.619576 = -155436.050814 nChanged 1 SP:Iteration 40F (1468.103446 sec): 3 clusters Score: Raw -157084.816628 + Penalty 1647.619576 = -155437.197053 nChanged 2 SP:Iteration 41Q (1468.182353 sec): 3 clusters Score: Raw -157086.249739 + Penalty 1647.619576 = -155438.630163 nChanged 1 SP:Iteration 42Q (1468.273361 sec): 3 clusters Score: Raw -157087.397699 + Penalty 1647.619576 = -155439.778123 nChanged 1 SP:Iteration 43Q (1468.354534 sec): 3 clusters Score: Raw -157088.441580 + Penalty 1647.619576 = -155440.822004 nChanged 0 SP:Iteration 44F (1468.427993 sec): 3 clusters Score: Raw -157088.441580 + Penalty 1647.619576 = -155440.822004 nChanged 0 Iteration 277F (1470.276782 sec): 21 clusters Score: Raw -4228791.332414 + Penalty 23654.378232 = -4205136.954182 nChanged 1300 Iteration 278Q (1471.843957 sec): 21 clusters Score: Raw -4229157.430202 + Penalty 23654.378232 = -4205503.051970 nChanged 551 Iteration 279Q (1473.147848 sec): 21 clusters Score: Raw -4229255.895506 + Penalty 23654.378232 = -4205601.517274 nChanged 301 Iteration 280F (1474.755364 sec): 21 clusters Score: Raw -4229297.937289 + Penalty 23654.378232 = -4205643.559057 nChanged 198 Iteration 281Q (1476.011558 sec): 21 clusters Score: Raw -4229323.581797 + Penalty 23654.378232 = -4205669.203566 nChanged 177 Iteration 282Q (1477.376448 sec): 21 clusters Score: Raw -4229344.391509 + Penalty 23654.378232 = -4205690.013277 nChanged 122 Iteration 283Q (1478.855305 sec): 21 clusters Score: Raw -4229358.095715 + Penalty 23654.378232 = -4205703.717484 nChanged 95 Iteration 284Q (1480.114322 sec): 21 clusters Score: Raw -4229368.339950 + Penalty 23654.378232 = -4205713.961718 nChanged 74 Iteration 285Q (1481.406885 sec): 21 clusters Score: Raw -4229376.709281 + Penalty 23654.378232 = -4205722.331049 nChanged 76 Iteration 286Q (1482.674282 sec): 21 clusters Score: Raw -4229382.908627 + Penalty 23654.378232 = -4205728.530396 nChanged 51 Iteration 287Q (1484.007120 sec): 21 clusters Score: Raw -4229387.113519 + Penalty 23654.378232 = -4205732.735288 nChanged 37 Iteration 288Q (1485.389654 sec): 21 clusters Score: Raw -4229389.898909 + Penalty 23654.378232 = -4205735.520677 nChanged 22 Iteration 289Q (1486.876687 sec): 21 clusters Score: Raw -4229391.461560 + Penalty 23654.378232 = -4205737.083328 nChanged 17 Iteration 290Q (1488.204203 sec): 21 clusters Score: Raw -4229393.721966 + Penalty 23654.378232 = -4205739.343735 nChanged 20 Iteration 291Q (1489.487476 sec): 21 clusters Score: Raw -4229395.719451 + Penalty 23654.378232 = -4205741.341219 nChanged 14 Iteration 292Q (1490.753076 sec): 21 clusters Score: Raw -4229397.112834 + Penalty 23654.378232 = -4205742.734602 nChanged 18 Iteration 293Q (1492.252513 sec): 21 clusters Score: Raw -4229398.953634 + Penalty 23654.378232 = -4205744.575402 nChanged 15 Iteration 294Q (1493.638831 sec): 21 clusters Score: Raw -4229400.211700 + Penalty 23654.378232 = -4205745.833468 nChanged 8 Iteration 295Q (1494.932019 sec): 21 clusters Score: Raw -4229401.159823 + Penalty 23654.378232 = -4205746.781592 nChanged 7 Iteration 296Q (1496.172169 sec): 21 clusters Score: Raw -4229401.793101 + Penalty 23654.378232 = -4205747.414870 nChanged 6 Iteration 297Q (1497.458686 sec): 21 clusters Score: Raw -4229402.425415 + Penalty 23654.378232 = -4205748.047183 nChanged 7 Iteration 298Q (1498.958935 sec): 21 clusters Score: Raw -4229403.135534 + Penalty 23654.378232 = -4205748.757303 nChanged 8 Writing temp clu file Because OldScore, -4205748.047183, is greater than current (better) Score,-4205748.757303 Compute initial score before splitting: Score: Raw -4229403.135534 + Penalty 23654.378232 = -4205748.757303 Trying to split cluster 1 (11032 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1499.094086 sec): 2 clusters Score: Raw -663775.057869 + Penalty 977.398319 = -662797.659550 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1499.206951 sec): 3 clusters Score: Raw -657231.335191 + Penalty 1954.796638 = -655276.538553 nChanged 4975 SP:Iteration 1F (1499.324705 sec): 3 clusters Score: Raw -660067.553599 + Penalty 1954.796638 = -658112.756961 nChanged 706 SP:Iteration 2F (1499.417721 sec): 3 clusters Score: Raw -660407.214229 + Penalty 1954.796638 = -658452.417591 nChanged 608 SP:Iteration 3F (1499.538940 sec): 3 clusters Score: Raw -660707.458890 + Penalty 1954.796638 = -658752.662252 nChanged 586 SP:Iteration 4F (1499.639204 sec): 3 clusters Score: Raw -661010.789298 + Penalty 1954.796638 = -659055.992660 nChanged 551 SP:Iteration 5Q (1499.756018 sec): 3 clusters Score: Raw -661294.404008 + Penalty 1954.796638 = -659339.607370 nChanged 524 SP:Iteration 6Q (1499.846108 sec): 3 clusters Score: Raw -661554.131239 + Penalty 1954.796638 = -659599.334601 nChanged 452 SP:Iteration 7Q (1499.946224 sec): 3 clusters Score: Raw -661762.390884 + Penalty 1954.796638 = -659807.594246 nChanged 391 SP:Iteration 8Q (1500.048396 sec): 3 clusters Score: Raw -661945.412927 + Penalty 1954.796638 = -659990.616289 nChanged 354 SP:Iteration 9Q (1500.143353 sec): 3 clusters Score: Raw -662120.835796 + Penalty 1954.796638 = -660166.039158 nChanged 326 SP:Iteration 10Q (1500.228588 sec): 3 clusters Score: Raw -662247.874340 + Penalty 1954.796638 = -660293.077702 nChanged 272 SP:Iteration 11Q (1500.346523 sec): 3 clusters Score: Raw -662337.038859 + Penalty 1954.796638 = -660382.242221 nChanged 199 SP:Iteration 12Q (1500.449572 sec): 3 clusters Score: Raw -662391.337771 + Penalty 1954.796638 = -660436.541133 nChanged 153 SP:Iteration 13Q (1500.563298 sec): 3 clusters Score: Raw -662433.665909 + Penalty 1954.796638 = -660478.869271 nChanged 166 SP:Iteration 14Q (1500.648010 sec): 3 clusters Score: Raw -662474.607408 + Penalty 1954.796638 = -660519.810770 nChanged 142 SP:Iteration 15Q (1500.763780 sec): 3 clusters Score: Raw -662511.999400 + Penalty 1954.796638 = -660557.202761 nChanged 136 SP:Iteration 16Q (1500.854022 sec): 3 clusters Score: Raw -662541.183536 + Penalty 1954.796638 = -660586.386898 nChanged 122 SP:Iteration 17Q (1500.939483 sec): 3 clusters Score: Raw -662571.865316 + Penalty 1954.796638 = -660617.068678 nChanged 120 SP:Iteration 18Q (1501.041002 sec): 3 clusters Score: Raw -662604.708506 + Penalty 1954.796638 = -660649.911868 nChanged 125 SP:Iteration 19Q (1501.152566 sec): 3 clusters Score: Raw -662638.862185 + Penalty 1954.796638 = -660684.065547 nChanged 136 SP:Iteration 20F (1501.253403 sec): 3 clusters Score: Raw -662675.055404 + Penalty 1954.796638 = -660720.258766 nChanged 140 SP:Iteration 21Q (1501.347056 sec): 3 clusters Score: Raw -662720.246117 + Penalty 1954.796638 = -660765.449478 nChanged 153 SP:Iteration 22Q (1501.443118 sec): 3 clusters Score: Raw -662775.135564 + Penalty 1954.796638 = -660820.338925 nChanged 150 SP:Iteration 23Q (1501.520318 sec): 3 clusters Score: Raw -662820.243831 + Penalty 1954.796638 = -660865.447193 nChanged 117 SP:Iteration 24Q (1501.622446 sec): 3 clusters Score: Raw -662855.359167 + Penalty 1954.796638 = -660900.562529 nChanged 116 SP:Iteration 25Q (1501.708294 sec): 3 clusters Score: Raw -662888.626885 + Penalty 1954.796638 = -660933.830247 nChanged 105 SP:Iteration 26Q (1501.809807 sec): 3 clusters Score: Raw -662917.010758 + Penalty 1954.796638 = -660962.214120 nChanged 109 SP:Iteration 27Q (1501.897071 sec): 3 clusters Score: Raw -662945.209580 + Penalty 1954.796638 = -660990.412942 nChanged 104 SP:Iteration 28Q (1502.009370 sec): 3 clusters Score: Raw -662972.262439 + Penalty 1954.796638 = -661017.465801 nChanged 108 SP:Iteration 29Q (1502.101413 sec): 3 clusters Score: Raw -663001.019587 + Penalty 1954.796638 = -661046.222949 nChanged 129 SP:Iteration 30Q (1502.200351 sec): 3 clusters Score: Raw -663038.161114 + Penalty 1954.796638 = -661083.364476 nChanged 109 SP:Iteration 31Q (1502.302085 sec): 3 clusters Score: Raw -663069.887490 + Penalty 1954.796638 = -661115.090852 nChanged 112 SP:Iteration 32Q (1502.379266 sec): 3 clusters Score: Raw -663104.047340 + Penalty 1954.796638 = -661149.250702 nChanged 121 SP:Iteration 33Q (1502.489810 sec): 3 clusters Score: Raw -663144.042800 + Penalty 1954.796638 = -661189.246162 nChanged 133 SP:Iteration 34Q (1502.576715 sec): 3 clusters Score: Raw -663189.220723 + Penalty 1954.796638 = -661234.424084 nChanged 122 SP:Iteration 35Q (1502.661123 sec): 3 clusters Score: Raw -663233.944762 + Penalty 1954.796638 = -661279.148124 nChanged 120 SP:Iteration 36Q (1502.756824 sec): 3 clusters Score: Raw -663277.768261 + Penalty 1954.796638 = -661322.971623 nChanged 128 SP:Iteration 37Q (1502.842416 sec): 3 clusters Score: Raw -663330.668820 + Penalty 1954.796638 = -661375.872182 nChanged 128 SP:Iteration 38Q (1502.948720 sec): 3 clusters Score: Raw -663385.347705 + Penalty 1954.796638 = -661430.551067 nChanged 127 SP:Iteration 39Q (1503.030146 sec): 3 clusters Score: Raw -663435.015508 + Penalty 1954.796638 = -661480.218870 nChanged 132 SP:Iteration 40F (1503.126827 sec): 3 clusters Score: Raw -663493.752712 + Penalty 1954.796638 = -661538.956074 nChanged 121 SP:Iteration 41Q (1503.219607 sec): 3 clusters Score: Raw -663556.489672 + Penalty 1954.796638 = -661601.693034 nChanged 100 SP:Iteration 42Q (1503.318298 sec): 3 clusters Score: Raw -663601.891601 + Penalty 1954.796638 = -661647.094963 nChanged 89 SP:Iteration 43Q (1503.415648 sec): 3 clusters Score: Raw -663643.466898 + Penalty 1954.796638 = -661688.670260 nChanged 80 SP:Iteration 44Q (1503.507925 sec): 3 clusters Score: Raw -663675.627387 + Penalty 1954.796638 = -661720.830749 nChanged 81 SP:Iteration 45Q (1503.611081 sec): 3 clusters Score: Raw -663709.298257 + Penalty 1954.796638 = -661754.501619 nChanged 70 SP:Iteration 46Q (1503.695193 sec): 3 clusters Score: Raw -663743.622519 + Penalty 1954.796638 = -661788.825881 nChanged 68 SP:Iteration 47Q (1503.788327 sec): 3 clusters Score: Raw -663779.813995 + Penalty 1954.796638 = -661825.017357 nChanged 68 SP:Iteration 48Q (1503.904066 sec): 3 clusters Score: Raw -663822.045730 + Penalty 1954.796638 = -661867.249092 nChanged 66 SP:Iteration 49Q (1504.001732 sec): 3 clusters Score: Raw -663860.014796 + Penalty 1954.796638 = -661905.218158 nChanged 61 SP:Iteration 50Q (1504.102819 sec): 3 clusters Score: Raw -663889.963933 + Penalty 1954.796638 = -661935.167295 nChanged 42 SP:Iteration 51Q (1504.217154 sec): 3 clusters Score: Raw -663909.580938 + Penalty 1954.796638 = -661954.784299 nChanged 37 SP:Iteration 52Q (1504.345405 sec): 3 clusters Score: Raw -663927.012515 + Penalty 1954.796638 = -661972.215877 nChanged 26 SP:Iteration 53Q (1504.459948 sec): 3 clusters Score: Raw -663939.703965 + Penalty 1954.796638 = -661984.907326 nChanged 29 SP:Iteration 54Q (1504.558695 sec): 3 clusters Score: Raw -663954.408144 + Penalty 1954.796638 = -661999.611506 nChanged 23 SP:Iteration 55Q (1504.681978 sec): 3 clusters Score: Raw -663964.450339 + Penalty 1954.796638 = -662009.653701 nChanged 19 SP:Iteration 56Q (1504.775624 sec): 3 clusters Score: Raw -663972.014070 + Penalty 1954.796638 = -662017.217432 nChanged 11 SP:Iteration 57Q (1504.886839 sec): 3 clusters Score: Raw -663977.329366 + Penalty 1954.796638 = -662022.532728 nChanged 13 SP:Iteration 58Q (1504.977589 sec): 3 clusters Score: Raw -663981.821770 + Penalty 1954.796638 = -662027.025132 nChanged 6 SP:Iteration 59Q (1505.095718 sec): 3 clusters Score: Raw -663983.483405 + Penalty 1954.796638 = -662028.686767 nChanged 3 SP:Iteration 60F (1505.219746 sec): 3 clusters Score: Raw -663984.633176 + Penalty 1954.796638 = -662029.836538 nChanged 4 SP:Iteration 61Q (1505.300375 sec): 3 clusters Score: Raw -663986.144155 + Penalty 1954.796638 = -662031.347516 nChanged 4 SP:Iteration 62Q (1505.400288 sec): 3 clusters Score: Raw -663987.841256 + Penalty 1954.796638 = -662033.044618 nChanged 3 SP:Iteration 63Q (1505.502195 sec): 3 clusters Score: Raw -663989.219795 + Penalty 1954.796638 = -662034.423157 nChanged 2 SP:Iteration 64Q (1505.610670 sec): 3 clusters Score: Raw -663990.237746 + Penalty 1954.796638 = -662035.441108 nChanged 4 SP:Iteration 65Q (1505.720622 sec): 3 clusters Score: Raw -663992.261281 + Penalty 1954.796638 = -662037.464643 nChanged 2 SP:Iteration 66Q (1505.838782 sec): 3 clusters Score: Raw -663993.479893 + Penalty 1954.796638 = -662038.683255 nChanged 4 SP:Iteration 67Q (1505.944381 sec): 3 clusters Score: Raw -663994.811396 + Penalty 1954.796638 = -662040.014758 nChanged 3 SP:Iteration 68Q (1506.026080 sec): 3 clusters Score: Raw -663995.887401 + Penalty 1954.796638 = -662041.090762 nChanged 3 SP:Iteration 69Q (1506.140701 sec): 3 clusters Score: Raw -663996.629979 + Penalty 1954.796638 = -662041.833341 nChanged 3 SP:Iteration 70Q (1506.262045 sec): 3 clusters Score: Raw -663997.714012 + Penalty 1954.796638 = -662042.917374 nChanged 2 SP:Iteration 71Q (1506.344292 sec): 3 clusters Score: Raw -663998.056072 + Penalty 1954.796638 = -662043.259434 nChanged 3 SP:Iteration 72Q (1506.437240 sec): 3 clusters Score: Raw -663999.059971 + Penalty 1954.796638 = -662044.263333 nChanged 0 SP:Iteration 73F (1506.542039 sec): 3 clusters Score: Raw -663999.059971 + Penalty 1954.796638 = -662044.263333 nChanged 0 Trying to split cluster 2 (2487 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1506.604298 sec): 2 clusters Score: Raw -118259.112433 + Penalty 820.977407 = -117438.135027 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1506.668379 sec): 3 clusters Score: Raw -117030.758180 + Penalty 1641.954813 = -115388.803367 nChanged 962 SP:Iteration 1F (1506.751626 sec): 3 clusters Score: Raw -117683.112422 + Penalty 1641.954813 = -116041.157609 nChanged 239 SP:Iteration 2F (1506.837103 sec): 3 clusters Score: Raw -117906.634457 + Penalty 1641.954813 = -116264.679644 nChanged 178 SP:Iteration 3F (1506.909472 sec): 3 clusters Score: Raw -118042.666501 + Penalty 1641.954813 = -116400.711688 nChanged 144 SP:Iteration 4F (1507.007174 sec): 3 clusters Score: Raw -118179.354859 + Penalty 1641.954813 = -116537.400046 nChanged 124 SP:Iteration 5Q (1507.085628 sec): 3 clusters Score: Raw -118279.466009 + Penalty 1641.954813 = -116637.511196 nChanged 111 SP:Iteration 6Q (1507.173737 sec): 3 clusters Score: Raw -118378.137047 + Penalty 1641.954813 = -116736.182233 nChanged 106 SP:Iteration 7Q (1507.246846 sec): 3 clusters Score: Raw -118464.582065 + Penalty 1641.954813 = -116822.627251 nChanged 97 SP:Iteration 8Q (1507.353762 sec): 3 clusters Score: Raw -118548.991777 + Penalty 1641.954813 = -116907.036964 nChanged 88 SP:Iteration 9Q (1507.425881 sec): 3 clusters Score: Raw -118618.121929 + Penalty 1641.954813 = -116976.167116 nChanged 68 SP:Iteration 10Q (1507.517436 sec): 3 clusters Score: Raw -118661.061544 + Penalty 1641.954813 = -117019.106731 nChanged 61 SP:Iteration 11Q (1507.583038 sec): 3 clusters Score: Raw -118694.401363 + Penalty 1641.954813 = -117052.446550 nChanged 54 SP:Iteration 12Q (1507.671532 sec): 3 clusters Score: Raw -118727.568606 + Penalty 1641.954813 = -117085.613792 nChanged 36 SP:Iteration 13Q (1507.770386 sec): 3 clusters Score: Raw -118759.871885 + Penalty 1641.954813 = -117117.917072 nChanged 44 SP:Iteration 14Q (1507.849000 sec): 3 clusters Score: Raw -118790.201867 + Penalty 1641.954813 = -117148.247054 nChanged 39 SP:Iteration 15Q (1507.924513 sec): 3 clusters Score: Raw -118815.291929 + Penalty 1641.954813 = -117173.337116 nChanged 36 SP:Iteration 16Q (1508.015498 sec): 3 clusters Score: Raw -118832.317510 + Penalty 1641.954813 = -117190.362696 nChanged 22 SP:Iteration 17Q (1508.103669 sec): 3 clusters Score: Raw -118840.860144 + Penalty 1641.954813 = -117198.905331 nChanged 19 SP:Iteration 18Q (1508.189749 sec): 3 clusters Score: Raw -118848.358150 + Penalty 1641.954813 = -117206.403337 nChanged 14 SP:Iteration 19Q (1508.269391 sec): 3 clusters Score: Raw -118853.477905 + Penalty 1641.954813 = -117211.523092 nChanged 12 SP:Iteration 20F (1508.359901 sec): 3 clusters Score: Raw -118857.454098 + Penalty 1641.954813 = -117215.499285 nChanged 10 SP:Iteration 21Q (1508.451061 sec): 3 clusters Score: Raw -118860.936034 + Penalty 1641.954813 = -117218.981221 nChanged 4 SP:Iteration 22Q (1508.530133 sec): 3 clusters Score: Raw -118861.959188 + Penalty 1641.954813 = -117220.004375 nChanged 5 SP:Iteration 23Q (1508.612602 sec): 3 clusters Score: Raw -118863.313774 + Penalty 1641.954813 = -117221.358961 nChanged 1 SP:Iteration 24Q (1508.696029 sec): 3 clusters Score: Raw -118864.099050 + Penalty 1641.954813 = -117222.144236 nChanged 0 SP:Iteration 25F (1508.777147 sec): 3 clusters Score: Raw -118864.099050 + Penalty 1641.954813 = -117222.144236 nChanged 0 Trying to split cluster 3 (1182 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1508.837775 sec): 2 clusters Score: Raw -68616.407252 + Penalty 742.871136 = -67873.536117 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1508.906160 sec): 3 clusters Score: Raw -68120.650924 + Penalty 1485.742272 = -66634.908652 nChanged 407 SP:Iteration 1F (1509.001879 sec): 3 clusters Score: Raw -68482.996830 + Penalty 1485.742272 = -66997.254559 nChanged 124 SP:Iteration 2F (1509.068985 sec): 3 clusters Score: Raw -68626.603034 + Penalty 1485.742272 = -67140.860762 nChanged 52 SP:Iteration 3Q (1509.152057 sec): 3 clusters Score: Raw -68686.583557 + Penalty 1485.742272 = -67200.841286 nChanged 47 SP:Iteration 4Q (1509.241961 sec): 3 clusters Score: Raw -68738.063826 + Penalty 1485.742272 = -67252.321554 nChanged 37 SP:Iteration 5Q (1509.317829 sec): 3 clusters Score: Raw -68774.108801 + Penalty 1485.742272 = -67288.366529 nChanged 34 SP:Iteration 6Q (1509.403901 sec): 3 clusters Score: Raw -68806.224522 + Penalty 1485.742272 = -67320.482250 nChanged 21 SP:Iteration 7Q (1509.491723 sec): 3 clusters Score: Raw -68823.803724 + Penalty 1485.742272 = -67338.061452 nChanged 18 SP:Iteration 8Q (1509.560664 sec): 3 clusters Score: Raw -68834.172537 + Penalty 1485.742272 = -67348.430266 nChanged 11 SP:Iteration 9Q (1509.646399 sec): 3 clusters Score: Raw -68842.803757 + Penalty 1485.742272 = -67357.061485 nChanged 10 SP:Iteration 10Q (1509.726720 sec): 3 clusters Score: Raw -68845.693949 + Penalty 1485.742272 = -67359.951678 nChanged 5 SP:Iteration 11Q (1509.802443 sec): 3 clusters Score: Raw -68848.727399 + Penalty 1485.742272 = -67362.985127 nChanged 3 SP:Iteration 12Q (1509.881754 sec): 3 clusters Score: Raw -68851.220173 + Penalty 1485.742272 = -67365.477901 nChanged 2 SP:Iteration 13Q (1509.988109 sec): 3 clusters Score: Raw -68852.677615 + Penalty 1485.742272 = -67366.935343 nChanged 4 SP:Iteration 14Q (1510.060338 sec): 3 clusters Score: Raw -68855.901592 + Penalty 1485.742272 = -67370.159321 nChanged 4 SP:Iteration 15Q (1510.138778 sec): 3 clusters Score: Raw -68858.677082 + Penalty 1485.742272 = -67372.934811 nChanged 3 SP:Iteration 16Q (1510.226157 sec): 3 clusters Score: Raw -68860.419632 + Penalty 1485.742272 = -67374.677360 nChanged 2 SP:Iteration 17Q (1510.305197 sec): 3 clusters Score: Raw -68861.913463 + Penalty 1485.742272 = -67376.171191 nChanged 1 SP:Iteration 18Q (1510.382736 sec): 3 clusters Score: Raw -68863.338977 + Penalty 1485.742272 = -67377.596706 nChanged 2 SP:Iteration 19Q (1510.472185 sec): 3 clusters Score: Raw -68864.205339 + Penalty 1485.742272 = -67378.463068 nChanged 4 SP:Iteration 20F (1510.548649 sec): 3 clusters Score: Raw -68867.902637 + Penalty 1485.742272 = -67382.160366 nChanged 2 SP:Iteration 21Q (1510.612010 sec): 3 clusters Score: Raw -68868.263823 + Penalty 1485.742272 = -67382.521552 nChanged 0 SP:Iteration 22F (1510.715512 sec): 3 clusters Score: Raw -68868.263823 + Penalty 1485.742272 = -67382.521552 nChanged 0 Trying to split cluster 4 (1378 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1510.746531 sec): 2 clusters Score: Raw -75093.340799 + Penalty 758.980787 = -74334.360011 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1510.839518 sec): 3 clusters Score: Raw -74453.128679 + Penalty 1517.961575 = -72935.167105 nChanged 537 SP:Iteration 1F (1510.916590 sec): 3 clusters Score: Raw -74773.430325 + Penalty 1517.961575 = -73255.468750 nChanged 130 SP:Iteration 2F (1510.992161 sec): 3 clusters Score: Raw -74875.873061 + Penalty 1517.961575 = -73357.911486 nChanged 77 SP:Iteration 3F (1511.075353 sec): 3 clusters Score: Raw -74944.121513 + Penalty 1517.961575 = -73426.159938 nChanged 66 SP:Iteration 4Q (1511.179238 sec): 3 clusters Score: Raw -75002.332493 + Penalty 1517.961575 = -73484.370918 nChanged 60 SP:Iteration 5Q (1511.277946 sec): 3 clusters Score: Raw -75052.955389 + Penalty 1517.961575 = -73534.993814 nChanged 51 SP:Iteration 6Q (1511.357557 sec): 3 clusters Score: Raw -75093.417633 + Penalty 1517.961575 = -73575.456058 nChanged 44 SP:Iteration 7Q (1511.451589 sec): 3 clusters Score: Raw -75128.299706 + Penalty 1517.961575 = -73610.338131 nChanged 38 SP:Iteration 8Q (1511.589071 sec): 3 clusters Score: Raw -75158.387914 + Penalty 1517.961575 = -73640.426339 nChanged 38 SP:Iteration 9Q (1511.661881 sec): 3 clusters Score: Raw -75192.112758 + Penalty 1517.961575 = -73674.151183 nChanged 33 SP:Iteration 10Q (1511.759861 sec): 3 clusters Score: Raw -75215.571420 + Penalty 1517.961575 = -73697.609845 nChanged 24 SP:Iteration 11Q (1511.866781 sec): 3 clusters Score: Raw -75228.264456 + Penalty 1517.961575 = -73710.302881 nChanged 19 SP:Iteration 12Q (1511.966398 sec): 3 clusters Score: Raw -75244.971547 + Penalty 1517.961575 = -73727.009972 nChanged 28 SP:Iteration 13Q (1512.042859 sec): 3 clusters Score: Raw -75266.399211 + Penalty 1517.961575 = -73748.437636 nChanged 21 SP:Iteration 14Q (1512.148372 sec): 3 clusters Score: Raw -75277.301024 + Penalty 1517.961575 = -73759.339449 nChanged 12 SP:Iteration 15Q (1512.249109 sec): 3 clusters Score: Raw -75287.604863 + Penalty 1517.961575 = -73769.643288 nChanged 10 SP:Iteration 16Q (1512.324096 sec): 3 clusters Score: Raw -75293.350022 + Penalty 1517.961575 = -73775.388448 nChanged 8 SP:Iteration 17Q (1512.420865 sec): 3 clusters Score: Raw -75299.182653 + Penalty 1517.961575 = -73781.221078 nChanged 6 SP:Iteration 18Q (1512.521082 sec): 3 clusters Score: Raw -75304.151883 + Penalty 1517.961575 = -73786.190308 nChanged 5 SP:Iteration 19Q (1512.635302 sec): 3 clusters Score: Raw -75307.090090 + Penalty 1517.961575 = -73789.128515 nChanged 0 SP:Iteration 20F (1512.718121 sec): 3 clusters Score: Raw -75307.403352 + Penalty 1517.961575 = -73789.441778 nChanged 1 SP:Iteration 21Q (1512.806780 sec): 3 clusters Score: Raw -75308.648260 + Penalty 1517.961575 = -73790.686685 nChanged 1 SP:Iteration 22Q (1512.895570 sec): 3 clusters Score: Raw -75308.866255 + Penalty 1517.961575 = -73790.904680 nChanged 2 SP:Iteration 23Q (1512.980943 sec): 3 clusters Score: Raw -75309.499950 + Penalty 1517.961575 = -73791.538375 nChanged 0 SP:Iteration 24F (1513.057529 sec): 3 clusters Score: Raw -75309.499950 + Penalty 1517.961575 = -73791.538375 nChanged 0 Trying to split cluster 5 (3124 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1513.113810 sec): 2 clusters Score: Raw -184804.841350 + Penalty 844.921299 = -183959.920051 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1513.202448 sec): 3 clusters Score: Raw -183177.313498 + Penalty 1689.842597 = -181487.470901 nChanged 1251 SP:Iteration 1F (1513.265141 sec): 3 clusters Score: Raw -183912.292046 + Penalty 1689.842597 = -182222.449448 nChanged 224 SP:Iteration 2F (1513.351967 sec): 3 clusters Score: Raw -184050.586757 + Penalty 1689.842597 = -182360.744160 nChanged 181 SP:Iteration 3F (1513.434314 sec): 3 clusters Score: Raw -184170.017073 + Penalty 1689.842597 = -182480.174476 nChanged 176 SP:Iteration 4F (1513.524338 sec): 3 clusters Score: Raw -184291.769803 + Penalty 1689.842597 = -182601.927205 nChanged 163 SP:Iteration 5F (1513.598593 sec): 3 clusters Score: Raw -184408.908985 + Penalty 1689.842597 = -182719.066387 nChanged 137 SP:Iteration 6Q (1513.682812 sec): 3 clusters Score: Raw -184499.055329 + Penalty 1689.842597 = -182809.212732 nChanged 97 SP:Iteration 7Q (1513.759692 sec): 3 clusters Score: Raw -184550.346227 + Penalty 1689.842597 = -182860.503629 nChanged 75 SP:Iteration 8Q (1513.860547 sec): 3 clusters Score: Raw -184598.000158 + Penalty 1689.842597 = -182908.157561 nChanged 76 SP:Iteration 9Q (1513.930616 sec): 3 clusters Score: Raw -184648.710043 + Penalty 1689.842597 = -182958.867445 nChanged 66 SP:Iteration 10Q (1514.031626 sec): 3 clusters Score: Raw -184708.127818 + Penalty 1689.842597 = -183018.285221 nChanged 66 SP:Iteration 11Q (1514.105988 sec): 3 clusters Score: Raw -184760.937185 + Penalty 1689.842597 = -183071.094587 nChanged 42 SP:Iteration 12Q (1514.189087 sec): 3 clusters Score: Raw -184790.275872 + Penalty 1689.842597 = -183100.433274 nChanged 28 SP:Iteration 13Q (1514.297321 sec): 3 clusters Score: Raw -184811.554490 + Penalty 1689.842597 = -183121.711893 nChanged 26 SP:Iteration 14Q (1514.361116 sec): 3 clusters Score: Raw -184826.671698 + Penalty 1689.842597 = -183136.829101 nChanged 21 SP:Iteration 15Q (1514.462284 sec): 3 clusters Score: Raw -184834.311414 + Penalty 1689.842597 = -183144.468816 nChanged 15 SP:Iteration 16Q (1514.539917 sec): 3 clusters Score: Raw -184841.789382 + Penalty 1689.842597 = -183151.946785 nChanged 14 SP:Iteration 17Q (1514.625714 sec): 3 clusters Score: Raw -184847.200027 + Penalty 1689.842597 = -183157.357429 nChanged 15 SP:Iteration 18Q (1514.716176 sec): 3 clusters Score: Raw -184853.259470 + Penalty 1689.842597 = -183163.416872 nChanged 12 SP:Iteration 19Q (1514.790464 sec): 3 clusters Score: Raw -184857.134607 + Penalty 1689.842597 = -183167.292010 nChanged 14 SP:Iteration 20F (1514.886264 sec): 3 clusters Score: Raw -184862.886135 + Penalty 1689.842597 = -183173.043537 nChanged 10 SP:Iteration 21Q (1514.970561 sec): 3 clusters Score: Raw -184866.994153 + Penalty 1689.842597 = -183177.151556 nChanged 5 SP:Iteration 22Q (1515.032393 sec): 3 clusters Score: Raw -184869.090190 + Penalty 1689.842597 = -183179.247592 nChanged 7 SP:Iteration 23Q (1515.131039 sec): 3 clusters Score: Raw -184871.546779 + Penalty 1689.842597 = -183181.704182 nChanged 9 SP:Iteration 24Q (1515.203627 sec): 3 clusters Score: Raw -184874.475451 + Penalty 1689.842597 = -183184.632854 nChanged 6 SP:Iteration 25Q (1515.303897 sec): 3 clusters Score: Raw -184876.724097 + Penalty 1689.842597 = -183186.881500 nChanged 7 SP:Iteration 26Q (1515.373692 sec): 3 clusters Score: Raw -184880.597216 + Penalty 1689.842597 = -183190.754619 nChanged 9 SP:Iteration 27Q (1515.463973 sec): 3 clusters Score: Raw -184884.565225 + Penalty 1689.842597 = -183194.722628 nChanged 8 SP:Iteration 28Q (1515.555146 sec): 3 clusters Score: Raw -184887.289804 + Penalty 1689.842597 = -183197.447207 nChanged 5 SP:Iteration 29Q (1515.646902 sec): 3 clusters Score: Raw -184888.801967 + Penalty 1689.842597 = -183198.959369 nChanged 1 SP:Iteration 30Q (1515.716104 sec): 3 clusters Score: Raw -184888.969082 + Penalty 1689.842597 = -183199.126485 nChanged 2 SP:Iteration 31Q (1515.816052 sec): 3 clusters Score: Raw -184889.249143 + Penalty 1689.842597 = -183199.406546 nChanged 1 SP:Iteration 32Q (1515.899340 sec): 3 clusters Score: Raw -184889.559587 + Penalty 1689.842597 = -183199.716990 nChanged 0 SP:Iteration 33F (1515.992864 sec): 3 clusters Score: Raw -184889.559587 + Penalty 1689.842597 = -183199.716990 nChanged 0 Trying to split cluster 6 (1090 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1516.037867 sec): 2 clusters Score: Raw -40459.190396 + Penalty 734.362962 = -39724.827434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1516.111083 sec): 3 clusters Score: Raw -40044.798256 + Penalty 1468.725925 = -38576.072331 nChanged 410 SP:Iteration 1F (1516.180120 sec): 3 clusters Score: Raw -40463.640910 + Penalty 1468.725925 = -38994.914985 nChanged 124 SP:Iteration 2F (1516.260245 sec): 3 clusters Score: Raw -40668.426741 + Penalty 1468.725925 = -39199.700816 nChanged 79 SP:Iteration 3F (1516.343356 sec): 3 clusters Score: Raw -40823.193829 + Penalty 1468.725925 = -39354.467904 nChanged 53 SP:Iteration 4Q (1516.439222 sec): 3 clusters Score: Raw -40923.202910 + Penalty 1468.725925 = -39454.476986 nChanged 46 SP:Iteration 5Q (1516.527112 sec): 3 clusters Score: Raw -40965.073201 + Penalty 1468.725925 = -39496.347277 nChanged 20 SP:Iteration 6Q (1516.611416 sec): 3 clusters Score: Raw -40983.267440 + Penalty 1468.725925 = -39514.541515 nChanged 20 SP:Iteration 7Q (1516.691406 sec): 3 clusters Score: Raw -41001.632107 + Penalty 1468.725925 = -39532.906182 nChanged 14 SP:Iteration 8Q (1516.765238 sec): 3 clusters Score: Raw -41014.892992 + Penalty 1468.725925 = -39546.167067 nChanged 14 SP:Iteration 9Q (1516.849541 sec): 3 clusters Score: Raw -41024.720562 + Penalty 1468.725925 = -39555.994637 nChanged 15 SP:Iteration 10Q (1516.924545 sec): 3 clusters Score: Raw -41039.153544 + Penalty 1468.725925 = -39570.427619 nChanged 13 SP:Iteration 11Q (1517.013529 sec): 3 clusters Score: Raw -41047.619558 + Penalty 1468.725925 = -39578.893633 nChanged 5 SP:Iteration 12Q (1517.090814 sec): 3 clusters Score: Raw -41050.069695 + Penalty 1468.725925 = -39581.343770 nChanged 4 SP:Iteration 13Q (1517.177358 sec): 3 clusters Score: Raw -41051.665977 + Penalty 1468.725925 = -39582.940052 nChanged 1 SP:Iteration 14Q (1517.261204 sec): 3 clusters Score: Raw -41051.949568 + Penalty 1468.725925 = -39583.223644 nChanged 0 SP:Iteration 15F (1517.347160 sec): 3 clusters Score: Raw -41051.949568 + Penalty 1468.725925 = -39583.223644 nChanged 0 Trying to split cluster 7 (7106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1517.427859 sec): 2 clusters Score: Raw -400904.720833 + Penalty 931.212952 = -399973.507882 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1517.521413 sec): 3 clusters Score: Raw -396831.798829 + Penalty 1862.425903 = -394969.372926 nChanged 3126 SP:Iteration 1F (1517.604685 sec): 3 clusters Score: Raw -398795.419483 + Penalty 1862.425903 = -396932.993580 nChanged 638 SP:Iteration 2F (1517.692268 sec): 3 clusters Score: Raw -399246.326101 + Penalty 1862.425903 = -397383.900198 nChanged 546 SP:Iteration 3F (1517.779485 sec): 3 clusters Score: Raw -399609.357875 + Penalty 1862.425903 = -397746.931972 nChanged 450 SP:Iteration 4F (1517.874369 sec): 3 clusters Score: Raw -399884.153605 + Penalty 1862.425903 = -398021.727701 nChanged 355 SP:Iteration 5Q (1517.992831 sec): 3 clusters Score: Raw -400081.189568 + Penalty 1862.425903 = -398218.763665 nChanged 263 SP:Iteration 6Q (1518.088653 sec): 3 clusters Score: Raw -400210.404462 + Penalty 1862.425903 = -398347.978559 nChanged 194 SP:Iteration 7Q (1518.210013 sec): 3 clusters Score: Raw -400294.827756 + Penalty 1862.425903 = -398432.401853 nChanged 186 SP:Iteration 8Q (1518.293016 sec): 3 clusters Score: Raw -400378.367155 + Penalty 1862.425903 = -398515.941252 nChanged 148 SP:Iteration 9Q (1518.421352 sec): 3 clusters Score: Raw -400447.612918 + Penalty 1862.425903 = -398585.187015 nChanged 144 SP:Iteration 10Q (1518.504451 sec): 3 clusters Score: Raw -400511.638824 + Penalty 1862.425903 = -398649.212921 nChanged 135 SP:Iteration 11Q (1518.602927 sec): 3 clusters Score: Raw -400563.536814 + Penalty 1862.425903 = -398701.110911 nChanged 128 SP:Iteration 12Q (1518.728343 sec): 3 clusters Score: Raw -400620.583436 + Penalty 1862.425903 = -398758.157533 nChanged 112 SP:Iteration 13Q (1518.822612 sec): 3 clusters Score: Raw -400674.099437 + Penalty 1862.425903 = -398811.673534 nChanged 110 SP:Iteration 14Q (1518.903255 sec): 3 clusters Score: Raw -400728.008667 + Penalty 1862.425903 = -398865.582764 nChanged 103 SP:Iteration 15Q (1518.999427 sec): 3 clusters Score: Raw -400797.405232 + Penalty 1862.425903 = -398934.979329 nChanged 109 SP:Iteration 16Q (1519.077088 sec): 3 clusters Score: Raw -400871.448802 + Penalty 1862.425903 = -399009.022899 nChanged 100 SP:Iteration 17Q (1519.178236 sec): 3 clusters Score: Raw -400929.106730 + Penalty 1862.425903 = -399066.680827 nChanged 73 SP:Iteration 18Q (1519.267985 sec): 3 clusters Score: Raw -400965.948720 + Penalty 1862.425903 = -399103.522817 nChanged 65 SP:Iteration 19Q (1519.338109 sec): 3 clusters Score: Raw -401000.791981 + Penalty 1862.425903 = -399138.366078 nChanged 52 SP:Iteration 20F (1519.438928 sec): 3 clusters Score: Raw -401021.119623 + Penalty 1862.425903 = -399158.693720 nChanged 37 SP:Iteration 21Q (1519.534093 sec): 3 clusters Score: Raw -401036.756891 + Penalty 1862.425903 = -399174.330988 nChanged 34 SP:Iteration 22Q (1519.622094 sec): 3 clusters Score: Raw -401049.940742 + Penalty 1862.425903 = -399187.514839 nChanged 29 SP:Iteration 23Q (1519.720055 sec): 3 clusters Score: Raw -401059.463246 + Penalty 1862.425903 = -399197.037343 nChanged 23 SP:Iteration 24Q (1519.802430 sec): 3 clusters Score: Raw -401067.617641 + Penalty 1862.425903 = -399205.191738 nChanged 18 SP:Iteration 25Q (1519.888308 sec): 3 clusters Score: Raw -401075.011123 + Penalty 1862.425903 = -399212.585220 nChanged 20 SP:Iteration 26Q (1519.975746 sec): 3 clusters Score: Raw -401086.006433 + Penalty 1862.425903 = -399223.580530 nChanged 19 SP:Iteration 27Q (1520.049472 sec): 3 clusters Score: Raw -401094.411361 + Penalty 1862.425903 = -399231.985458 nChanged 21 SP:Iteration 28Q (1520.142751 sec): 3 clusters Score: Raw -401102.458157 + Penalty 1862.425903 = -399240.032254 nChanged 12 SP:Iteration 29Q (1520.250730 sec): 3 clusters Score: Raw -401105.737950 + Penalty 1862.425903 = -399243.312047 nChanged 7 SP:Iteration 30Q (1520.335086 sec): 3 clusters Score: Raw -401109.393531 + Penalty 1862.425903 = -399246.967628 nChanged 8 SP:Iteration 31Q (1520.431276 sec): 3 clusters Score: Raw -401111.575889 + Penalty 1862.425903 = -399249.149986 nChanged 5 SP:Iteration 32Q (1520.508797 sec): 3 clusters Score: Raw -401113.104130 + Penalty 1862.425903 = -399250.678227 nChanged 5 SP:Iteration 33Q (1520.605716 sec): 3 clusters Score: Raw -401113.991953 + Penalty 1862.425903 = -399251.566050 nChanged 4 SP:Iteration 34Q (1520.700819 sec): 3 clusters Score: Raw -401115.064654 + Penalty 1862.425903 = -399252.638751 nChanged 4 SP:Iteration 35Q (1520.775284 sec): 3 clusters Score: Raw -401115.834511 + Penalty 1862.425903 = -399253.408608 nChanged 1 SP:Iteration 36Q (1520.886745 sec): 3 clusters Score: Raw -401115.936524 + Penalty 1862.425903 = -399253.510621 nChanged 2 SP:Iteration 37Q (1520.957949 sec): 3 clusters Score: Raw -401116.682749 + Penalty 1862.425903 = -399254.256846 nChanged 2 SP:Iteration 38Q (1521.065320 sec): 3 clusters Score: Raw -401117.404518 + Penalty 1862.425903 = -399254.978615 nChanged 1 SP:Iteration 39Q (1521.144047 sec): 3 clusters Score: Raw -401117.848546 + Penalty 1862.425903 = -399255.422643 nChanged 0 SP:Iteration 40F (1521.231083 sec): 3 clusters Score: Raw -401117.848546 + Penalty 1862.425903 = -399255.422643 nChanged 0 Trying to split cluster 8 (4321 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1521.292055 sec): 2 clusters Score: Raw -253264.842332 + Penalty 878.980424 = -252385.861908 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1521.358141 sec): 3 clusters Score: Raw -250908.906561 + Penalty 1757.960849 = -249150.945712 nChanged 1820 SP:Iteration 1F (1521.463802 sec): 3 clusters Score: Raw -251966.822057 + Penalty 1757.960849 = -250208.861208 nChanged 354 SP:Iteration 2F (1521.544155 sec): 3 clusters Score: Raw -252198.853247 + Penalty 1757.960849 = -250440.892398 nChanged 281 SP:Iteration 3F (1521.617031 sec): 3 clusters Score: Raw -252398.571919 + Penalty 1757.960849 = -250640.611070 nChanged 255 SP:Iteration 4F (1521.713091 sec): 3 clusters Score: Raw -252599.126500 + Penalty 1757.960849 = -250841.165651 nChanged 242 SP:Iteration 5F (1521.816503 sec): 3 clusters Score: Raw -252768.896559 + Penalty 1757.960849 = -251010.935710 nChanged 186 SP:Iteration 6Q (1521.895843 sec): 3 clusters Score: Raw -252913.400594 + Penalty 1757.960849 = -251155.439746 nChanged 166 SP:Iteration 7Q (1521.988750 sec): 3 clusters Score: Raw -253038.195363 + Penalty 1757.960849 = -251280.234515 nChanged 154 SP:Iteration 8Q (1522.078895 sec): 3 clusters Score: Raw -253135.820806 + Penalty 1757.960849 = -251377.859957 nChanged 118 SP:Iteration 9Q (1522.148079 sec): 3 clusters Score: Raw -253207.524666 + Penalty 1757.960849 = -251449.563817 nChanged 124 SP:Iteration 10Q (1522.238350 sec): 3 clusters Score: Raw -253280.051110 + Penalty 1757.960849 = -251522.090262 nChanged 101 SP:Iteration 11Q (1522.322468 sec): 3 clusters Score: Raw -253335.852046 + Penalty 1757.960849 = -251577.891198 nChanged 81 SP:Iteration 12Q (1522.403792 sec): 3 clusters Score: Raw -253384.892514 + Penalty 1757.960849 = -251626.931665 nChanged 78 SP:Iteration 13Q (1522.482354 sec): 3 clusters Score: Raw -253436.695302 + Penalty 1757.960849 = -251678.734453 nChanged 67 SP:Iteration 14Q (1522.582129 sec): 3 clusters Score: Raw -253488.048134 + Penalty 1757.960849 = -251730.087286 nChanged 56 SP:Iteration 15Q (1522.663245 sec): 3 clusters Score: Raw -253529.623063 + Penalty 1757.960849 = -251771.662214 nChanged 51 SP:Iteration 16Q (1522.757285 sec): 3 clusters Score: Raw -253562.374255 + Penalty 1757.960849 = -251804.413407 nChanged 38 SP:Iteration 17Q (1522.838547 sec): 3 clusters Score: Raw -253579.821151 + Penalty 1757.960849 = -251821.860302 nChanged 21 SP:Iteration 18Q (1522.948818 sec): 3 clusters Score: Raw -253588.512162 + Penalty 1757.960849 = -251830.551313 nChanged 15 SP:Iteration 19Q (1523.035060 sec): 3 clusters Score: Raw -253595.878981 + Penalty 1757.960849 = -251837.918133 nChanged 15 SP:Iteration 20F (1523.099143 sec): 3 clusters Score: Raw -253600.856922 + Penalty 1757.960849 = -251842.896073 nChanged 5 SP:Iteration 21Q (1523.212118 sec): 3 clusters Score: Raw -253603.270212 + Penalty 1757.960849 = -251845.309363 nChanged 7 SP:Iteration 22Q (1523.295835 sec): 3 clusters Score: Raw -253605.002867 + Penalty 1757.960849 = -251847.042019 nChanged 6 SP:Iteration 23Q (1523.365908 sec): 3 clusters Score: Raw -253606.545712 + Penalty 1757.960849 = -251848.584863 nChanged 4 SP:Iteration 24Q (1523.464835 sec): 3 clusters Score: Raw -253607.483057 + Penalty 1757.960849 = -251849.522208 nChanged 5 SP:Iteration 25Q (1523.545407 sec): 3 clusters Score: Raw -253608.851280 + Penalty 1757.960849 = -251850.890431 nChanged 2 SP:Iteration 26Q (1523.614235 sec): 3 clusters Score: Raw -253609.757419 + Penalty 1757.960849 = -251851.796570 nChanged 4 SP:Iteration 27Q (1523.703288 sec): 3 clusters Score: Raw -253611.255883 + Penalty 1757.960849 = -251853.295034 nChanged 3 SP:Iteration 28Q (1523.801404 sec): 3 clusters Score: Raw -253613.000516 + Penalty 1757.960849 = -251855.039667 nChanged 3 SP:Iteration 29Q (1523.907327 sec): 3 clusters Score: Raw -253615.722292 + Penalty 1757.960849 = -251857.761443 nChanged 3 SP:Iteration 30Q (1524.000495 sec): 3 clusters Score: Raw -253617.815321 + Penalty 1757.960849 = -251859.854472 nChanged 5 SP:Iteration 31Q (1524.091316 sec): 3 clusters Score: Raw -253619.781037 + Penalty 1757.960849 = -251861.820188 nChanged 4 SP:Iteration 32Q (1524.203823 sec): 3 clusters Score: Raw -253621.059531 + Penalty 1757.960849 = -251863.098682 nChanged 2 SP:Iteration 33Q (1524.299644 sec): 3 clusters Score: Raw -253621.502494 + Penalty 1757.960849 = -251863.541646 nChanged 0 SP:Iteration 34F (1524.419004 sec): 3 clusters Score: Raw -253621.502494 + Penalty 1757.960849 = -251863.541646 nChanged 0 Trying to split cluster 9 (2829 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1524.452411 sec): 2 clusters Score: Raw -164883.891671 + Penalty 834.506250 = -164049.385421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1524.541313 sec): 3 clusters Score: Raw -163465.386251 + Penalty 1669.012500 = -161796.373751 nChanged 1148 SP:Iteration 1F (1524.650724 sec): 3 clusters Score: Raw -164255.389472 + Penalty 1669.012500 = -162586.376972 nChanged 243 SP:Iteration 2F (1524.777003 sec): 3 clusters Score: Raw -164433.296564 + Penalty 1669.012500 = -162764.284064 nChanged 203 SP:Iteration 3F (1524.861527 sec): 3 clusters Score: Raw -164587.998064 + Penalty 1669.012500 = -162918.985564 nChanged 157 SP:Iteration 4F (1524.991220 sec): 3 clusters Score: Raw -164710.890353 + Penalty 1669.012500 = -163041.877853 nChanged 154 SP:Iteration 5F (1525.070537 sec): 3 clusters Score: Raw -164834.477677 + Penalty 1669.012500 = -163165.465177 nChanged 130 SP:Iteration 6Q (1525.157018 sec): 3 clusters Score: Raw -164927.215275 + Penalty 1669.012500 = -163258.202775 nChanged 92 SP:Iteration 7Q (1525.241802 sec): 3 clusters Score: Raw -164992.945227 + Penalty 1669.012500 = -163323.932727 nChanged 74 SP:Iteration 8Q (1525.317564 sec): 3 clusters Score: Raw -165042.676911 + Penalty 1669.012500 = -163373.664411 nChanged 66 SP:Iteration 9Q (1525.387755 sec): 3 clusters Score: Raw -165095.091071 + Penalty 1669.012500 = -163426.078571 nChanged 62 SP:Iteration 10Q (1525.488283 sec): 3 clusters Score: Raw -165135.067740 + Penalty 1669.012500 = -163466.055240 nChanged 42 SP:Iteration 11Q (1525.564176 sec): 3 clusters Score: Raw -165166.869661 + Penalty 1669.012500 = -163497.857161 nChanged 30 SP:Iteration 12Q (1525.648223 sec): 3 clusters Score: Raw -165181.668178 + Penalty 1669.012500 = -163512.655678 nChanged 18 SP:Iteration 13Q (1525.735463 sec): 3 clusters Score: Raw -165189.110689 + Penalty 1669.012500 = -163520.098189 nChanged 13 SP:Iteration 14Q (1525.816240 sec): 3 clusters Score: Raw -165193.201674 + Penalty 1669.012500 = -163524.189174 nChanged 10 SP:Iteration 15Q (1525.889647 sec): 3 clusters Score: Raw -165197.208998 + Penalty 1669.012500 = -163528.196498 nChanged 5 SP:Iteration 16Q (1525.985632 sec): 3 clusters Score: Raw -165198.680944 + Penalty 1669.012500 = -163529.668444 nChanged 1 SP:Iteration 17Q (1526.063490 sec): 3 clusters Score: Raw -165199.196699 + Penalty 1669.012500 = -163530.184199 nChanged 3 SP:Iteration 18Q (1526.152193 sec): 3 clusters Score: Raw -165199.973504 + Penalty 1669.012500 = -163530.961004 nChanged 2 SP:Iteration 19Q (1526.235953 sec): 3 clusters Score: Raw -165200.331038 + Penalty 1669.012500 = -163531.318538 nChanged 1 SP:Iteration 20F (1526.313330 sec): 3 clusters Score: Raw -165200.639618 + Penalty 1669.012500 = -163531.627118 nChanged 3 SP:Iteration 21Q (1526.398666 sec): 3 clusters Score: Raw -165201.187440 + Penalty 1669.012500 = -163532.174940 nChanged 4 SP:Iteration 22Q (1526.487148 sec): 3 clusters Score: Raw -165202.441989 + Penalty 1669.012500 = -163533.429490 nChanged 3 SP:Iteration 23Q (1526.577782 sec): 3 clusters Score: Raw -165203.522996 + Penalty 1669.012500 = -163534.510496 nChanged 0 SP:Iteration 24F (1526.651227 sec): 3 clusters Score: Raw -165203.522996 + Penalty 1669.012500 = -163534.510496 nChanged 0 Trying to split cluster 10 (2565 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1526.700963 sec): 2 clusters Score: Raw -119996.001918 + Penalty 824.219945 = -119171.781973 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1526.791410 sec): 3 clusters Score: Raw -118734.421182 + Penalty 1648.439889 = -117085.981293 nChanged 1032 SP:Iteration 1F (1526.896107 sec): 3 clusters Score: Raw -119528.969297 + Penalty 1648.439889 = -117880.529408 nChanged 304 SP:Iteration 2F (1526.963807 sec): 3 clusters Score: Raw -119874.855008 + Penalty 1648.439889 = -118226.415119 nChanged 227 SP:Iteration 3F (1527.069221 sec): 3 clusters Score: Raw -120105.500511 + Penalty 1648.439889 = -118457.060622 nChanged 169 SP:Iteration 4F (1527.131736 sec): 3 clusters Score: Raw -120269.160897 + Penalty 1648.439889 = -118620.721008 nChanged 125 SP:Iteration 5Q (1527.219498 sec): 3 clusters Score: Raw -120383.012030 + Penalty 1648.439889 = -118734.572141 nChanged 101 SP:Iteration 6Q (1527.302754 sec): 3 clusters Score: Raw -120476.481408 + Penalty 1648.439889 = -118828.041519 nChanged 72 SP:Iteration 7Q (1527.386024 sec): 3 clusters Score: Raw -120537.336562 + Penalty 1648.439889 = -118888.896673 nChanged 54 SP:Iteration 8Q (1527.460373 sec): 3 clusters Score: Raw -120577.668853 + Penalty 1648.439889 = -118929.228964 nChanged 38 SP:Iteration 9Q (1527.549112 sec): 3 clusters Score: Raw -120598.880963 + Penalty 1648.439889 = -118950.441074 nChanged 27 SP:Iteration 10Q (1527.635519 sec): 3 clusters Score: Raw -120613.213441 + Penalty 1648.439889 = -118964.773552 nChanged 23 SP:Iteration 11Q (1527.703960 sec): 3 clusters Score: Raw -120625.760259 + Penalty 1648.439889 = -118977.320370 nChanged 21 SP:Iteration 12Q (1527.795225 sec): 3 clusters Score: Raw -120636.802420 + Penalty 1648.439889 = -118988.362531 nChanged 18 SP:Iteration 13Q (1527.885898 sec): 3 clusters Score: Raw -120649.532398 + Penalty 1648.439889 = -119001.092509 nChanged 24 SP:Iteration 14Q (1527.976606 sec): 3 clusters Score: Raw -120666.492610 + Penalty 1648.439889 = -119018.052721 nChanged 18 SP:Iteration 15Q (1528.053459 sec): 3 clusters Score: Raw -120681.361415 + Penalty 1648.439889 = -119032.921526 nChanged 21 SP:Iteration 16Q (1528.133486 sec): 3 clusters Score: Raw -120693.496397 + Penalty 1648.439889 = -119045.056508 nChanged 13 SP:Iteration 17Q (1528.217056 sec): 3 clusters Score: Raw -120701.092867 + Penalty 1648.439889 = -119052.652978 nChanged 16 SP:Iteration 18Q (1528.302021 sec): 3 clusters Score: Raw -120707.456568 + Penalty 1648.439889 = -119059.016679 nChanged 6 SP:Iteration 19Q (1528.394019 sec): 3 clusters Score: Raw -120709.783290 + Penalty 1648.439889 = -119061.343401 nChanged 3 SP:Iteration 20F (1528.465675 sec): 3 clusters Score: Raw -120710.808206 + Penalty 1648.439889 = -119062.368317 nChanged 5 SP:Iteration 21Q (1528.546380 sec): 3 clusters Score: Raw -120713.102833 + Penalty 1648.439889 = -119064.662944 nChanged 7 SP:Iteration 22Q (1528.635258 sec): 3 clusters Score: Raw -120716.178173 + Penalty 1648.439889 = -119067.738284 nChanged 3 SP:Iteration 23Q (1528.728224 sec): 3 clusters Score: Raw -120717.394104 + Penalty 1648.439889 = -119068.954215 nChanged 3 SP:Iteration 24Q (1528.797079 sec): 3 clusters Score: Raw -120718.714995 + Penalty 1648.439889 = -119070.275106 nChanged 4 SP:Iteration 25Q (1528.892628 sec): 3 clusters Score: Raw -120720.732752 + Penalty 1648.439889 = -119072.292863 nChanged 5 SP:Iteration 26Q (1528.980823 sec): 3 clusters Score: Raw -120727.352814 + Penalty 1648.439889 = -119078.912924 nChanged 10 SP:Iteration 27Q (1529.041299 sec): 3 clusters Score: Raw -120733.604341 + Penalty 1648.439889 = -119085.164452 nChanged 11 SP:Iteration 28Q (1529.117864 sec): 3 clusters Score: Raw -120738.704620 + Penalty 1648.439889 = -119090.264730 nChanged 7 SP:Iteration 29Q (1529.189716 sec): 3 clusters Score: Raw -120742.653513 + Penalty 1648.439889 = -119094.213624 nChanged 11 SP:Iteration 30Q (1529.269364 sec): 3 clusters Score: Raw -120748.296595 + Penalty 1648.439889 = -119099.856706 nChanged 12 SP:Iteration 31Q (1529.348815 sec): 3 clusters Score: Raw -120753.509277 + Penalty 1648.439889 = -119105.069388 nChanged 8 SP:Iteration 32Q (1529.437259 sec): 3 clusters Score: Raw -120757.488767 + Penalty 1648.439889 = -119109.048878 nChanged 8 SP:Iteration 33Q (1529.538987 sec): 3 clusters Score: Raw -120762.162016 + Penalty 1648.439889 = -119113.722127 nChanged 7 SP:Iteration 34Q (1529.641986 sec): 3 clusters Score: Raw -120767.222201 + Penalty 1648.439889 = -119118.782311 nChanged 5 SP:Iteration 35Q (1529.731002 sec): 3 clusters Score: Raw -120770.151782 + Penalty 1648.439889 = -119121.711893 nChanged 5 SP:Iteration 36Q (1529.819436 sec): 3 clusters Score: Raw -120771.927758 + Penalty 1648.439889 = -119123.487869 nChanged 3 SP:Iteration 37Q (1529.908326 sec): 3 clusters Score: Raw -120772.580621 + Penalty 1648.439889 = -119124.140732 nChanged 1 SP:Iteration 38Q (1529.992514 sec): 3 clusters Score: Raw -120772.778296 + Penalty 1648.439889 = -119124.338407 nChanged 1 SP:Iteration 39Q (1530.085381 sec): 3 clusters Score: Raw -120773.043903 + Penalty 1648.439889 = -119124.604014 nChanged 0 SP:Iteration 40F (1530.164274 sec): 3 clusters Score: Raw -120773.043903 + Penalty 1648.439889 = -119124.604014 nChanged 0 Trying to split cluster 11 (2743 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1530.237529 sec): 2 clusters Score: Raw -145904.116341 + Penalty 831.264787 = -145072.851554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1530.330349 sec): 3 clusters Score: Raw -144546.471934 + Penalty 1662.529573 = -142883.942361 nChanged 1090 SP:Iteration 1F (1530.410087 sec): 3 clusters Score: Raw -145278.843849 + Penalty 1662.529573 = -143616.314276 nChanged 223 SP:Iteration 2F (1530.497218 sec): 3 clusters Score: Raw -145444.028472 + Penalty 1662.529573 = -143781.498898 nChanged 164 SP:Iteration 3F (1530.612730 sec): 3 clusters Score: Raw -145574.084073 + Penalty 1662.529573 = -143911.554500 nChanged 134 SP:Iteration 4Q (1530.705660 sec): 3 clusters Score: Raw -145693.561429 + Penalty 1662.529573 = -144031.031856 nChanged 123 SP:Iteration 5Q (1530.814234 sec): 3 clusters Score: Raw -145792.476316 + Penalty 1662.529573 = -144129.946743 nChanged 97 SP:Iteration 6Q (1530.920233 sec): 3 clusters Score: Raw -145877.081557 + Penalty 1662.529573 = -144214.551984 nChanged 107 SP:Iteration 7Q (1531.016368 sec): 3 clusters Score: Raw -145964.272383 + Penalty 1662.529573 = -144301.742809 nChanged 89 SP:Iteration 8Q (1531.111741 sec): 3 clusters Score: Raw -146034.873193 + Penalty 1662.529573 = -144372.343620 nChanged 72 SP:Iteration 9Q (1531.199840 sec): 3 clusters Score: Raw -146089.904927 + Penalty 1662.529573 = -144427.375354 nChanged 48 SP:Iteration 10Q (1531.289846 sec): 3 clusters Score: Raw -146130.056699 + Penalty 1662.529573 = -144467.527126 nChanged 48 SP:Iteration 11Q (1531.373509 sec): 3 clusters Score: Raw -146165.860692 + Penalty 1662.529573 = -144503.331119 nChanged 29 SP:Iteration 12Q (1531.472820 sec): 3 clusters Score: Raw -146186.385292 + Penalty 1662.529573 = -144523.855719 nChanged 23 SP:Iteration 13Q (1531.551673 sec): 3 clusters Score: Raw -146197.040284 + Penalty 1662.529573 = -144534.510711 nChanged 16 SP:Iteration 14Q (1531.644602 sec): 3 clusters Score: Raw -146204.198191 + Penalty 1662.529573 = -144541.668618 nChanged 16 SP:Iteration 15Q (1531.710862 sec): 3 clusters Score: Raw -146211.906948 + Penalty 1662.529573 = -144549.377375 nChanged 12 SP:Iteration 16Q (1531.806410 sec): 3 clusters Score: Raw -146217.381977 + Penalty 1662.529573 = -144554.852403 nChanged 17 SP:Iteration 17Q (1531.882390 sec): 3 clusters Score: Raw -146223.968068 + Penalty 1662.529573 = -144561.438495 nChanged 15 SP:Iteration 18Q (1531.959995 sec): 3 clusters Score: Raw -146228.710274 + Penalty 1662.529573 = -144566.180701 nChanged 8 SP:Iteration 19Q (1532.056739 sec): 3 clusters Score: Raw -146233.081276 + Penalty 1662.529573 = -144570.551703 nChanged 11 SP:Iteration 20F (1532.128509 sec): 3 clusters Score: Raw -146238.194190 + Penalty 1662.529573 = -144575.664617 nChanged 11 SP:Iteration 21Q (1532.214523 sec): 3 clusters Score: Raw -146243.641979 + Penalty 1662.529573 = -144581.112406 nChanged 8 SP:Iteration 22Q (1532.302634 sec): 3 clusters Score: Raw -146246.156900 + Penalty 1662.529573 = -144583.627327 nChanged 5 SP:Iteration 23Q (1532.395759 sec): 3 clusters Score: Raw -146248.100310 + Penalty 1662.529573 = -144585.570737 nChanged 6 SP:Iteration 24Q (1532.469612 sec): 3 clusters Score: Raw -146250.162683 + Penalty 1662.529573 = -144587.633110 nChanged 7 SP:Iteration 25Q (1532.567327 sec): 3 clusters Score: Raw -146252.014197 + Penalty 1662.529573 = -144589.484624 nChanged 6 SP:Iteration 26Q (1532.643287 sec): 3 clusters Score: Raw -146254.983984 + Penalty 1662.529573 = -144592.454411 nChanged 6 SP:Iteration 27Q (1532.726522 sec): 3 clusters Score: Raw -146257.741641 + Penalty 1662.529573 = -144595.212068 nChanged 7 SP:Iteration 28Q (1532.809209 sec): 3 clusters Score: Raw -146260.494486 + Penalty 1662.529573 = -144597.964913 nChanged 7 SP:Iteration 29Q (1532.893415 sec): 3 clusters Score: Raw -146263.766768 + Penalty 1662.529573 = -144601.237195 nChanged 5 SP:Iteration 30Q (1532.985405 sec): 3 clusters Score: Raw -146267.259114 + Penalty 1662.529573 = -144604.729541 nChanged 4 SP:Iteration 31Q (1533.072536 sec): 3 clusters Score: Raw -146269.078324 + Penalty 1662.529573 = -144606.548750 nChanged 3 SP:Iteration 32Q (1533.164185 sec): 3 clusters Score: Raw -146269.966898 + Penalty 1662.529573 = -144607.437325 nChanged 6 SP:Iteration 33Q (1533.253728 sec): 3 clusters Score: Raw -146272.932345 + Penalty 1662.529573 = -144610.402771 nChanged 7 SP:Iteration 34Q (1533.330859 sec): 3 clusters Score: Raw -146275.058810 + Penalty 1662.529573 = -144612.529237 nChanged 7 SP:Iteration 35Q (1533.402715 sec): 3 clusters Score: Raw -146278.715773 + Penalty 1662.529573 = -144616.186200 nChanged 6 SP:Iteration 36Q (1533.497806 sec): 3 clusters Score: Raw -146280.294463 + Penalty 1662.529573 = -144617.764890 nChanged 4 SP:Iteration 37Q (1533.582351 sec): 3 clusters Score: Raw -146280.840318 + Penalty 1662.529573 = -144618.310745 nChanged 1 SP:Iteration 38Q (1533.670380 sec): 3 clusters Score: Raw -146281.049392 + Penalty 1662.529573 = -144618.519819 nChanged 0 SP:Iteration 39F (1533.765867 sec): 3 clusters Score: Raw -146281.049392 + Penalty 1662.529573 = -144618.519819 nChanged 0 Trying to split cluster 12 (3263 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1533.798447 sec): 2 clusters Score: Raw -198463.804363 + Penalty 849.492241 = -197614.312122 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1533.890210 sec): 3 clusters Score: Raw -196739.255563 + Penalty 1698.984482 = -195040.271081 nChanged 1326 SP:Iteration 1F (1533.976448 sec): 3 clusters Score: Raw -197526.978795 + Penalty 1698.984482 = -195827.994313 nChanged 301 SP:Iteration 2F (1534.046583 sec): 3 clusters Score: Raw -197742.479633 + Penalty 1698.984482 = -196043.495150 nChanged 225 SP:Iteration 3F (1534.148072 sec): 3 clusters Score: Raw -197899.074152 + Penalty 1698.984482 = -196200.089670 nChanged 179 SP:Iteration 4F (1534.217416 sec): 3 clusters Score: Raw -198037.424464 + Penalty 1698.984482 = -196338.439982 nChanged 163 SP:Iteration 5Q (1534.297271 sec): 3 clusters Score: Raw -198148.848445 + Penalty 1698.984482 = -196449.863963 nChanged 140 SP:Iteration 6Q (1534.398812 sec): 3 clusters Score: Raw -198252.678629 + Penalty 1698.984482 = -196553.694147 nChanged 141 SP:Iteration 7Q (1534.473535 sec): 3 clusters Score: Raw -198352.246293 + Penalty 1698.984482 = -196653.261811 nChanged 117 SP:Iteration 8Q (1534.570082 sec): 3 clusters Score: Raw -198420.935411 + Penalty 1698.984482 = -196721.950928 nChanged 90 SP:Iteration 9Q (1534.639432 sec): 3 clusters Score: Raw -198474.309557 + Penalty 1698.984482 = -196775.325074 nChanged 69 SP:Iteration 10Q (1534.723666 sec): 3 clusters Score: Raw -198509.093807 + Penalty 1698.984482 = -196810.109324 nChanged 64 SP:Iteration 11Q (1534.813914 sec): 3 clusters Score: Raw -198548.601606 + Penalty 1698.984482 = -196849.617124 nChanged 46 SP:Iteration 12Q (1534.886189 sec): 3 clusters Score: Raw -198569.927903 + Penalty 1698.984482 = -196870.943420 nChanged 32 SP:Iteration 13Q (1534.974639 sec): 3 clusters Score: Raw -198584.555023 + Penalty 1698.984482 = -196885.570541 nChanged 36 SP:Iteration 14Q (1535.067764 sec): 3 clusters Score: Raw -198604.463686 + Penalty 1698.984482 = -196905.479204 nChanged 32 SP:Iteration 15Q (1535.135686 sec): 3 clusters Score: Raw -198621.377977 + Penalty 1698.984482 = -196922.393494 nChanged 35 SP:Iteration 16Q (1535.218130 sec): 3 clusters Score: Raw -198639.494254 + Penalty 1698.984482 = -196940.509772 nChanged 29 SP:Iteration 17Q (1535.311803 sec): 3 clusters Score: Raw -198652.105589 + Penalty 1698.984482 = -196953.121107 nChanged 29 SP:Iteration 18Q (1535.393315 sec): 3 clusters Score: Raw -198664.109621 + Penalty 1698.984482 = -196965.125139 nChanged 25 SP:Iteration 19Q (1535.479274 sec): 3 clusters Score: Raw -198680.154657 + Penalty 1698.984482 = -196981.170175 nChanged 38 SP:Iteration 20F (1535.565652 sec): 3 clusters Score: Raw -198706.085243 + Penalty 1698.984482 = -197007.100761 nChanged 40 SP:Iteration 21Q (1535.636650 sec): 3 clusters Score: Raw -198733.116847 + Penalty 1698.984482 = -197034.132365 nChanged 44 SP:Iteration 22Q (1535.723889 sec): 3 clusters Score: Raw -198769.566019 + Penalty 1698.984482 = -197070.581537 nChanged 41 SP:Iteration 23Q (1535.834161 sec): 3 clusters Score: Raw -198807.011064 + Penalty 1698.984482 = -197108.026582 nChanged 43 SP:Iteration 24Q (1535.918486 sec): 3 clusters Score: Raw -198857.147131 + Penalty 1698.984482 = -197158.162649 nChanged 43 SP:Iteration 25Q (1536.027437 sec): 3 clusters Score: Raw -198899.432185 + Penalty 1698.984482 = -197200.447702 nChanged 38 SP:Iteration 26Q (1536.127294 sec): 3 clusters Score: Raw -198936.647210 + Penalty 1698.984482 = -197237.662728 nChanged 37 SP:Iteration 27Q (1536.262350 sec): 3 clusters Score: Raw -198963.997629 + Penalty 1698.984482 = -197265.013147 nChanged 32 SP:Iteration 28Q (1536.370350 sec): 3 clusters Score: Raw -198993.942770 + Penalty 1698.984482 = -197294.958288 nChanged 35 SP:Iteration 29Q (1536.447376 sec): 3 clusters Score: Raw -199024.603856 + Penalty 1698.984482 = -197325.619373 nChanged 23 SP:Iteration 30Q (1536.565951 sec): 3 clusters Score: Raw -199042.773693 + Penalty 1698.984482 = -197343.789211 nChanged 24 SP:Iteration 31Q (1536.638084 sec): 3 clusters Score: Raw -199062.183255 + Penalty 1698.984482 = -197363.198773 nChanged 18 SP:Iteration 32Q (1536.748131 sec): 3 clusters Score: Raw -199073.433868 + Penalty 1698.984482 = -197374.449386 nChanged 19 SP:Iteration 33Q (1536.830190 sec): 3 clusters Score: Raw -199082.010567 + Penalty 1698.984482 = -197383.026085 nChanged 9 SP:Iteration 34Q (1536.944921 sec): 3 clusters Score: Raw -199085.815957 + Penalty 1698.984482 = -197386.831474 nChanged 5 SP:Iteration 35Q (1537.063238 sec): 3 clusters Score: Raw -199087.280167 + Penalty 1698.984482 = -197388.295685 nChanged 4 SP:Iteration 36Q (1537.159515 sec): 3 clusters Score: Raw -199088.524006 + Penalty 1698.984482 = -197389.539524 nChanged 3 SP:Iteration 37Q (1537.286288 sec): 3 clusters Score: Raw -199089.646284 + Penalty 1698.984482 = -197390.661802 nChanged 3 SP:Iteration 38Q (1537.376660 sec): 3 clusters Score: Raw -199090.078932 + Penalty 1698.984482 = -197391.094450 nChanged 0 SP:Iteration 39F (1537.478911 sec): 3 clusters Score: Raw -199090.078932 + Penalty 1698.984482 = -197391.094450 nChanged 0 Trying to split cluster 13 (1491 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1537.509897 sec): 2 clusters Score: Raw -72576.563622 + Penalty 767.256243 = -71809.307379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1537.600918 sec): 3 clusters Score: Raw -71926.792580 + Penalty 1534.512486 = -70392.280094 nChanged 541 SP:Iteration 1F (1537.676401 sec): 3 clusters Score: Raw -72452.595221 + Penalty 1534.512486 = -70918.082735 nChanged 178 SP:Iteration 2F (1537.780279 sec): 3 clusters Score: Raw -72727.758504 + Penalty 1534.512486 = -71193.246018 nChanged 135 SP:Iteration 3F (1537.849696 sec): 3 clusters Score: Raw -72971.318348 + Penalty 1534.512486 = -71436.805862 nChanged 122 SP:Iteration 4F (1537.941376 sec): 3 clusters Score: Raw -73229.646786 + Penalty 1534.512486 = -71695.134300 nChanged 106 SP:Iteration 5F (1538.030878 sec): 3 clusters Score: Raw -73377.156649 + Penalty 1534.512486 = -71842.644163 nChanged 65 SP:Iteration 6Q (1538.118931 sec): 3 clusters Score: Raw -73472.446883 + Penalty 1534.512486 = -71937.934397 nChanged 41 SP:Iteration 7Q (1538.216890 sec): 3 clusters Score: Raw -73523.821491 + Penalty 1534.512486 = -71989.309005 nChanged 40 SP:Iteration 8Q (1538.294582 sec): 3 clusters Score: Raw -73564.762811 + Penalty 1534.512486 = -72030.250325 nChanged 24 SP:Iteration 9Q (1538.378024 sec): 3 clusters Score: Raw -73587.209649 + Penalty 1534.512486 = -72052.697163 nChanged 18 SP:Iteration 10Q (1538.462088 sec): 3 clusters Score: Raw -73606.602913 + Penalty 1534.512486 = -72072.090427 nChanged 14 SP:Iteration 11Q (1538.538523 sec): 3 clusters Score: Raw -73614.111330 + Penalty 1534.512486 = -72079.598844 nChanged 13 SP:Iteration 12Q (1538.618543 sec): 3 clusters Score: Raw -73625.161058 + Penalty 1534.512486 = -72090.648572 nChanged 12 SP:Iteration 13Q (1538.706523 sec): 3 clusters Score: Raw -73635.327356 + Penalty 1534.512486 = -72100.814870 nChanged 9 SP:Iteration 14Q (1538.788985 sec): 3 clusters Score: Raw -73641.891110 + Penalty 1534.512486 = -72107.378624 nChanged 7 SP:Iteration 15Q (1538.871223 sec): 3 clusters Score: Raw -73644.667373 + Penalty 1534.512486 = -72110.154887 nChanged 2 SP:Iteration 16Q (1538.953895 sec): 3 clusters Score: Raw -73646.404075 + Penalty 1534.512486 = -72111.891589 nChanged 2 SP:Iteration 17Q (1539.036863 sec): 3 clusters Score: Raw -73647.675698 + Penalty 1534.512486 = -72113.163212 nChanged 2 SP:Iteration 18Q (1539.121885 sec): 3 clusters Score: Raw -73648.193137 + Penalty 1534.512486 = -72113.680651 nChanged 0 SP:Iteration 19F (1539.205507 sec): 3 clusters Score: Raw -73648.193137 + Penalty 1534.512486 = -72113.680651 nChanged 0 Score: Raw -4230475.813973 + Penalty 24837.097143 = -4205638.716829 Splitting cluster 13 changes total score from -4205748.757303 to -4205638.716829 So it's not getting split. Trying to split cluster 14 (1524 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1540.923342 sec): 2 clusters Score: Raw -89327.125678 + Penalty 769.554842 = -88557.570836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1541.012094 sec): 3 clusters Score: Raw -88666.208342 + Penalty 1539.109685 = -87127.098658 nChanged 553 SP:Iteration 1F (1541.092897 sec): 3 clusters Score: Raw -89068.463525 + Penalty 1539.109685 = -87529.353841 nChanged 143 SP:Iteration 2F (1541.183724 sec): 3 clusters Score: Raw -89190.402768 + Penalty 1539.109685 = -87651.293084 nChanged 103 SP:Iteration 3F (1541.260004 sec): 3 clusters Score: Raw -89263.600455 + Penalty 1539.109685 = -87724.490770 nChanged 71 SP:Iteration 4Q (1541.347691 sec): 3 clusters Score: Raw -89356.388451 + Penalty 1539.109685 = -87817.278766 nChanged 80 SP:Iteration 5F (1541.417769 sec): 3 clusters Score: Raw -89444.685192 + Penalty 1539.109685 = -87905.575507 nChanged 68 SP:Iteration 6Q (1541.505726 sec): 3 clusters Score: Raw -89501.277768 + Penalty 1539.109685 = -87962.168084 nChanged 44 SP:Iteration 7Q (1541.581615 sec): 3 clusters Score: Raw -89549.400257 + Penalty 1539.109685 = -88010.290572 nChanged 52 SP:Iteration 8Q (1541.670131 sec): 3 clusters Score: Raw -89582.943555 + Penalty 1539.109685 = -88043.833871 nChanged 31 SP:Iteration 9Q (1541.766101 sec): 3 clusters Score: Raw -89605.822749 + Penalty 1539.109685 = -88066.713065 nChanged 24 SP:Iteration 10Q (1541.843806 sec): 3 clusters Score: Raw -89619.860055 + Penalty 1539.109685 = -88080.750371 nChanged 18 SP:Iteration 11Q (1541.923297 sec): 3 clusters Score: Raw -89627.827721 + Penalty 1539.109685 = -88088.718037 nChanged 13 SP:Iteration 12Q (1542.003782 sec): 3 clusters Score: Raw -89635.427083 + Penalty 1539.109685 = -88096.317398 nChanged 18 SP:Iteration 13Q (1542.079329 sec): 3 clusters Score: Raw -89643.941327 + Penalty 1539.109685 = -88104.831642 nChanged 8 SP:Iteration 14Q (1542.169872 sec): 3 clusters Score: Raw -89647.825895 + Penalty 1539.109685 = -88108.716211 nChanged 12 SP:Iteration 15Q (1542.245042 sec): 3 clusters Score: Raw -89655.121165 + Penalty 1539.109685 = -88116.011481 nChanged 11 SP:Iteration 16Q (1542.324327 sec): 3 clusters Score: Raw -89660.384444 + Penalty 1539.109685 = -88121.274760 nChanged 10 SP:Iteration 17Q (1542.394597 sec): 3 clusters Score: Raw -89664.515350 + Penalty 1539.109685 = -88125.405666 nChanged 9 SP:Iteration 18Q (1542.496547 sec): 3 clusters Score: Raw -89667.719529 + Penalty 1539.109685 = -88128.609844 nChanged 7 SP:Iteration 19Q (1542.585002 sec): 3 clusters Score: Raw -89672.281754 + Penalty 1539.109685 = -88133.172070 nChanged 8 SP:Iteration 20F (1542.647990 sec): 3 clusters Score: Raw -89676.564575 + Penalty 1539.109685 = -88137.454891 nChanged 6 SP:Iteration 21Q (1542.755414 sec): 3 clusters Score: Raw -89678.125361 + Penalty 1539.109685 = -88139.015676 nChanged 3 SP:Iteration 22Q (1542.832812 sec): 3 clusters Score: Raw -89679.564807 + Penalty 1539.109685 = -88140.455122 nChanged 4 SP:Iteration 23Q (1542.940237 sec): 3 clusters Score: Raw -89682.829267 + Penalty 1539.109685 = -88143.719583 nChanged 5 SP:Iteration 24Q (1543.008864 sec): 3 clusters Score: Raw -89683.702966 + Penalty 1539.109685 = -88144.593282 nChanged 2 SP:Iteration 25Q (1543.104594 sec): 3 clusters Score: Raw -89684.100863 + Penalty 1539.109685 = -88144.991178 nChanged 2 SP:Iteration 26Q (1543.221025 sec): 3 clusters Score: Raw -89685.005190 + Penalty 1539.109685 = -88145.895505 nChanged 1 SP:Iteration 27Q (1543.311092 sec): 3 clusters Score: Raw -89685.590962 + Penalty 1539.109685 = -88146.481278 nChanged 2 SP:Iteration 28Q (1543.410622 sec): 3 clusters Score: Raw -89686.295302 + Penalty 1539.109685 = -88147.185618 nChanged 5 SP:Iteration 29Q (1543.515255 sec): 3 clusters Score: Raw -89688.115683 + Penalty 1539.109685 = -88149.005998 nChanged 5 SP:Iteration 30Q (1543.621624 sec): 3 clusters Score: Raw -89689.860760 + Penalty 1539.109685 = -88150.751075 nChanged 5 SP:Iteration 31Q (1543.706065 sec): 3 clusters Score: Raw -89692.808580 + Penalty 1539.109685 = -88153.698895 nChanged 8 SP:Iteration 32Q (1543.777914 sec): 3 clusters Score: Raw -89696.135982 + Penalty 1539.109685 = -88157.026297 nChanged 7 SP:Iteration 33Q (1543.907073 sec): 3 clusters Score: Raw -89698.778446 + Penalty 1539.109685 = -88159.668762 nChanged 6 SP:Iteration 34Q (1544.034189 sec): 3 clusters Score: Raw -89703.397155 + Penalty 1539.109685 = -88164.287470 nChanged 6 SP:Iteration 35Q (1544.124773 sec): 3 clusters Score: Raw -89708.438895 + Penalty 1539.109685 = -88169.329210 nChanged 6 SP:Iteration 36Q (1544.224049 sec): 3 clusters Score: Raw -89710.805240 + Penalty 1539.109685 = -88171.695556 nChanged 8 SP:Iteration 37Q (1544.309547 sec): 3 clusters Score: Raw -89713.669806 + Penalty 1539.109685 = -88174.560121 nChanged 7 SP:Iteration 38Q (1544.408531 sec): 3 clusters Score: Raw -89716.560673 + Penalty 1539.109685 = -88177.450988 nChanged 4 SP:Iteration 39Q (1544.504603 sec): 3 clusters Score: Raw -89717.438148 + Penalty 1539.109685 = -88178.328464 nChanged 4 SP:Iteration 40F (1544.582231 sec): 3 clusters Score: Raw -89718.584759 + Penalty 1539.109685 = -88179.475075 nChanged 5 SP:Iteration 41Q (1544.669300 sec): 3 clusters Score: Raw -89720.176878 + Penalty 1539.109685 = -88181.067193 nChanged 6 SP:Iteration 42Q (1544.766752 sec): 3 clusters Score: Raw -89722.032965 + Penalty 1539.109685 = -88182.923281 nChanged 7 SP:Iteration 43Q (1544.850234 sec): 3 clusters Score: Raw -89724.297187 + Penalty 1539.109685 = -88185.187502 nChanged 7 SP:Iteration 44Q (1544.935078 sec): 3 clusters Score: Raw -89729.047885 + Penalty 1539.109685 = -88189.938200 nChanged 7 SP:Iteration 45Q (1545.017542 sec): 3 clusters Score: Raw -89731.233480 + Penalty 1539.109685 = -88192.123796 nChanged 7 SP:Iteration 46Q (1545.101423 sec): 3 clusters Score: Raw -89734.682783 + Penalty 1539.109685 = -88195.573098 nChanged 3 SP:Iteration 47Q (1545.167203 sec): 3 clusters Score: Raw -89736.021094 + Penalty 1539.109685 = -88196.911410 nChanged 5 SP:Iteration 48Q (1545.263676 sec): 3 clusters Score: Raw -89741.253797 + Penalty 1539.109685 = -88202.144112 nChanged 9 SP:Iteration 49Q (1545.349930 sec): 3 clusters Score: Raw -89746.434216 + Penalty 1539.109685 = -88207.324531 nChanged 5 SP:Iteration 50Q (1545.426096 sec): 3 clusters Score: Raw -89751.112806 + Penalty 1539.109685 = -88212.003121 nChanged 6 SP:Iteration 51Q (1545.518054 sec): 3 clusters Score: Raw -89756.807214 + Penalty 1539.109685 = -88217.697530 nChanged 6 SP:Iteration 52Q (1545.612993 sec): 3 clusters Score: Raw -89760.963040 + Penalty 1539.109685 = -88221.853355 nChanged 4 SP:Iteration 53Q (1545.692746 sec): 3 clusters Score: Raw -89762.304986 + Penalty 1539.109685 = -88223.195301 nChanged 2 SP:Iteration 54Q (1545.762900 sec): 3 clusters Score: Raw -89762.593093 + Penalty 1539.109685 = -88223.483408 nChanged 0 SP:Iteration 55F (1545.854626 sec): 3 clusters Score: Raw -89762.593093 + Penalty 1539.109685 = -88223.483408 nChanged 0 Trying to split cluster 15 (1247 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1545.905955 sec): 2 clusters Score: Raw -53262.297610 + Penalty 748.492074 = -52513.805536 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1545.994842 sec): 3 clusters Score: Raw -52737.930558 + Penalty 1496.984149 = -51240.946409 nChanged 454 SP:Iteration 1F (1546.067789 sec): 3 clusters Score: Raw -53147.718702 + Penalty 1496.984149 = -51650.734554 nChanged 130 SP:Iteration 2F (1546.152427 sec): 3 clusters Score: Raw -53279.534624 + Penalty 1496.984149 = -51782.550475 nChanged 98 SP:Iteration 3F (1546.253453 sec): 3 clusters Score: Raw -53377.955038 + Penalty 1496.984149 = -51880.970889 nChanged 70 SP:Iteration 4F (1546.330357 sec): 3 clusters Score: Raw -53454.483381 + Penalty 1496.984149 = -51957.499233 nChanged 56 SP:Iteration 5Q (1546.419375 sec): 3 clusters Score: Raw -53521.572204 + Penalty 1496.984149 = -52024.588056 nChanged 43 SP:Iteration 6Q (1546.501761 sec): 3 clusters Score: Raw -53582.797858 + Penalty 1496.984149 = -52085.813709 nChanged 32 SP:Iteration 7Q (1546.578188 sec): 3 clusters Score: Raw -53636.834614 + Penalty 1496.984149 = -52139.850466 nChanged 34 SP:Iteration 8Q (1546.665192 sec): 3 clusters Score: Raw -53679.231098 + Penalty 1496.984149 = -52182.246949 nChanged 29 SP:Iteration 9Q (1546.765353 sec): 3 clusters Score: Raw -53707.331499 + Penalty 1496.984149 = -52210.347350 nChanged 24 SP:Iteration 10Q (1546.838040 sec): 3 clusters Score: Raw -53731.177694 + Penalty 1496.984149 = -52234.193546 nChanged 25 SP:Iteration 11Q (1546.924668 sec): 3 clusters Score: Raw -53757.792540 + Penalty 1496.984149 = -52260.808392 nChanged 20 SP:Iteration 12Q (1547.022803 sec): 3 clusters Score: Raw -53774.134170 + Penalty 1496.984149 = -52277.150022 nChanged 11 SP:Iteration 13Q (1547.110333 sec): 3 clusters Score: Raw -53784.333354 + Penalty 1496.984149 = -52287.349205 nChanged 9 SP:Iteration 14Q (1547.188107 sec): 3 clusters Score: Raw -53788.411878 + Penalty 1496.984149 = -52291.427730 nChanged 11 SP:Iteration 15Q (1547.252580 sec): 3 clusters Score: Raw -53797.245171 + Penalty 1496.984149 = -52300.261022 nChanged 5 SP:Iteration 16Q (1547.341663 sec): 3 clusters Score: Raw -53799.843423 + Penalty 1496.984149 = -52302.859274 nChanged 8 SP:Iteration 17Q (1547.431526 sec): 3 clusters Score: Raw -53803.466801 + Penalty 1496.984149 = -52306.482652 nChanged 5 SP:Iteration 18Q (1547.507840 sec): 3 clusters Score: Raw -53806.561314 + Penalty 1496.984149 = -52309.577165 nChanged 6 SP:Iteration 19Q (1547.588546 sec): 3 clusters Score: Raw -53812.309637 + Penalty 1496.984149 = -52315.325489 nChanged 8 SP:Iteration 20F (1547.676075 sec): 3 clusters Score: Raw -53820.451436 + Penalty 1496.984149 = -52323.467287 nChanged 8 SP:Iteration 21Q (1547.772610 sec): 3 clusters Score: Raw -53830.037620 + Penalty 1496.984149 = -52333.053471 nChanged 13 SP:Iteration 22Q (1547.844381 sec): 3 clusters Score: Raw -53844.391952 + Penalty 1496.984149 = -52347.407803 nChanged 11 SP:Iteration 23Q (1547.925142 sec): 3 clusters Score: Raw -53851.020747 + Penalty 1496.984149 = -52354.036598 nChanged 3 SP:Iteration 24Q (1548.012646 sec): 3 clusters Score: Raw -53853.503095 + Penalty 1496.984149 = -52356.518947 nChanged 2 SP:Iteration 25Q (1548.102178 sec): 3 clusters Score: Raw -53855.781197 + Penalty 1496.984149 = -52358.797049 nChanged 2 SP:Iteration 26Q (1548.188074 sec): 3 clusters Score: Raw -53857.471950 + Penalty 1496.984149 = -52360.487801 nChanged 1 SP:Iteration 27Q (1548.268184 sec): 3 clusters Score: Raw -53859.809285 + Penalty 1496.984149 = -52362.825136 nChanged 1 SP:Iteration 28Q (1548.351751 sec): 3 clusters Score: Raw -53865.732983 + Penalty 1496.984149 = -52368.748834 nChanged 6 SP:Iteration 29Q (1548.438588 sec): 3 clusters Score: Raw -53885.649818 + Penalty 1496.984149 = -52388.665669 nChanged 10 SP:Iteration 30Q (1548.528934 sec): 3 clusters Score: Raw -53908.814845 + Penalty 1496.984149 = -52411.830696 nChanged 10 SP:Iteration 31Q (1548.621406 sec): 3 clusters Score: Raw -53915.995712 + Penalty 1496.984149 = -52419.011563 nChanged 6 SP:Iteration 32Q (1548.711129 sec): 3 clusters Score: Raw -53918.597690 + Penalty 1496.984149 = -52421.613542 nChanged 2 SP:Iteration 33Q (1548.798357 sec): 3 clusters Score: Raw -53919.341364 + Penalty 1496.984149 = -52422.357216 nChanged 4 SP:Iteration 34Q (1548.882565 sec): 3 clusters Score: Raw -53921.148897 + Penalty 1496.984149 = -52424.164749 nChanged 5 SP:Iteration 35Q (1548.971319 sec): 3 clusters Score: Raw -53923.100100 + Penalty 1496.984149 = -52426.115952 nChanged 4 SP:Iteration 36Q (1549.054627 sec): 3 clusters Score: Raw -53924.041340 + Penalty 1496.984149 = -52427.057191 nChanged 7 SP:Iteration 37Q (1549.141197 sec): 3 clusters Score: Raw -53927.961216 + Penalty 1496.984149 = -52430.977068 nChanged 7 SP:Iteration 38Q (1549.230365 sec): 3 clusters Score: Raw -53933.994625 + Penalty 1496.984149 = -52437.010476 nChanged 7 SP:Iteration 39Q (1549.315102 sec): 3 clusters Score: Raw -53936.800366 + Penalty 1496.984149 = -52439.816218 nChanged 3 SP:Iteration 40F (1549.397458 sec): 3 clusters Score: Raw -53938.115704 + Penalty 1496.984149 = -52441.131556 nChanged 4 SP:Iteration 41Q (1549.475023 sec): 3 clusters Score: Raw -53939.645288 + Penalty 1496.984149 = -52442.661139 nChanged 2 SP:Iteration 42Q (1549.556158 sec): 3 clusters Score: Raw -53940.039522 + Penalty 1496.984149 = -52443.055373 nChanged 1 SP:Iteration 43Q (1549.656722 sec): 3 clusters Score: Raw -53940.273102 + Penalty 1496.984149 = -52443.288953 nChanged 1 SP:Iteration 44Q (1549.728824 sec): 3 clusters Score: Raw -53941.086490 + Penalty 1496.984149 = -52444.102341 nChanged 2 SP:Iteration 45Q (1549.819672 sec): 3 clusters Score: Raw -53942.274646 + Penalty 1496.984149 = -52445.290498 nChanged 3 SP:Iteration 46Q (1549.907761 sec): 3 clusters Score: Raw -53943.282479 + Penalty 1496.984149 = -52446.298330 nChanged 2 SP:Iteration 47Q (1550.019925 sec): 3 clusters Score: Raw -53944.131483 + Penalty 1496.984149 = -52447.147334 nChanged 0 SP:Iteration 48F (1550.101088 sec): 3 clusters Score: Raw -53944.131483 + Penalty 1496.984149 = -52447.147334 nChanged 0 Trying to split cluster 16 (4652 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1550.156821 sec): 2 clusters Score: Raw -282673.516409 + Penalty 886.730514 = -281786.785895 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1550.248880 sec): 3 clusters Score: Raw -280103.137661 + Penalty 1773.461028 = -278329.676633 nChanged 1980 SP:Iteration 1F (1550.318606 sec): 3 clusters Score: Raw -281156.072090 + Penalty 1773.461028 = -279382.611062 nChanged 327 SP:Iteration 2F (1550.423096 sec): 3 clusters Score: Raw -281347.725066 + Penalty 1773.461028 = -279574.264038 nChanged 312 SP:Iteration 3F (1550.506352 sec): 3 clusters Score: Raw -281561.112485 + Penalty 1773.461028 = -279787.651457 nChanged 319 SP:Iteration 4F (1550.597061 sec): 3 clusters Score: Raw -281788.572314 + Penalty 1773.461028 = -280015.111286 nChanged 288 SP:Iteration 5F (1550.685006 sec): 3 clusters Score: Raw -282012.746656 + Penalty 1773.461028 = -280239.285628 nChanged 249 SP:Iteration 6F (1550.774985 sec): 3 clusters Score: Raw -282214.422346 + Penalty 1773.461028 = -280440.961318 nChanged 202 SP:Iteration 7Q (1550.859067 sec): 3 clusters Score: Raw -282376.119563 + Penalty 1773.461028 = -280602.658535 nChanged 173 SP:Iteration 8Q (1550.945581 sec): 3 clusters Score: Raw -282522.088277 + Penalty 1773.461028 = -280748.627249 nChanged 131 SP:Iteration 9Q (1551.037128 sec): 3 clusters Score: Raw -282626.591141 + Penalty 1773.461028 = -280853.130113 nChanged 82 SP:Iteration 10Q (1551.131986 sec): 3 clusters Score: Raw -282685.935743 + Penalty 1773.461028 = -280912.474716 nChanged 59 SP:Iteration 11Q (1551.208979 sec): 3 clusters Score: Raw -282734.102920 + Penalty 1773.461028 = -280960.641893 nChanged 30 SP:Iteration 12Q (1551.307719 sec): 3 clusters Score: Raw -282756.156657 + Penalty 1773.461028 = -280982.695629 nChanged 19 SP:Iteration 13Q (1551.383425 sec): 3 clusters Score: Raw -282775.762600 + Penalty 1773.461028 = -281002.301572 nChanged 24 SP:Iteration 14Q (1551.491177 sec): 3 clusters Score: Raw -282796.091079 + Penalty 1773.461028 = -281022.630051 nChanged 11 SP:Iteration 15Q (1551.577650 sec): 3 clusters Score: Raw -282801.771434 + Penalty 1773.461028 = -281028.310407 nChanged 4 SP:Iteration 16Q (1551.657665 sec): 3 clusters Score: Raw -282804.392408 + Penalty 1773.461028 = -281030.931381 nChanged 6 SP:Iteration 17Q (1551.750477 sec): 3 clusters Score: Raw -282806.572618 + Penalty 1773.461028 = -281033.111590 nChanged 1 SP:Iteration 18Q (1551.840866 sec): 3 clusters Score: Raw -282808.002483 + Penalty 1773.461028 = -281034.541456 nChanged 3 SP:Iteration 19Q (1551.942326 sec): 3 clusters Score: Raw -282809.420242 + Penalty 1773.461028 = -281035.959215 nChanged 2 SP:Iteration 20F (1552.010144 sec): 3 clusters Score: Raw -282810.378424 + Penalty 1773.461028 = -281036.917396 nChanged 0 Trying to split cluster 17 (5187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1552.106092 sec): 2 clusters Score: Raw -301238.237556 + Penalty 898.160631 = -300340.076925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1552.198957 sec): 3 clusters Score: Raw -298354.435169 + Penalty 1796.321263 = -296558.113907 nChanged 2181 SP:Iteration 1F (1552.307096 sec): 3 clusters Score: Raw -299732.160567 + Penalty 1796.321263 = -297935.839305 nChanged 440 SP:Iteration 2F (1552.400547 sec): 3 clusters Score: Raw -300009.883253 + Penalty 1796.321263 = -298213.561990 nChanged 381 SP:Iteration 3F (1552.502266 sec): 3 clusters Score: Raw -300256.571648 + Penalty 1796.321263 = -298460.250386 nChanged 324 SP:Iteration 4F (1552.597937 sec): 3 clusters Score: Raw -300494.149104 + Penalty 1796.321263 = -298697.827841 nChanged 298 SP:Iteration 5F (1552.700692 sec): 3 clusters Score: Raw -300725.078731 + Penalty 1796.321263 = -298928.757468 nChanged 241 SP:Iteration 6Q (1552.808096 sec): 3 clusters Score: Raw -300911.440282 + Penalty 1796.321263 = -299115.119020 nChanged 203 SP:Iteration 7Q (1552.882775 sec): 3 clusters Score: Raw -301080.052459 + Penalty 1796.321263 = -299283.731196 nChanged 184 SP:Iteration 8Q (1552.971182 sec): 3 clusters Score: Raw -301197.106010 + Penalty 1796.321263 = -299400.784747 nChanged 142 SP:Iteration 9Q (1553.077838 sec): 3 clusters Score: Raw -301277.949854 + Penalty 1796.321263 = -299481.628592 nChanged 87 SP:Iteration 10Q (1553.172379 sec): 3 clusters Score: Raw -301318.514872 + Penalty 1796.321263 = -299522.193609 nChanged 72 SP:Iteration 11Q (1553.284836 sec): 3 clusters Score: Raw -301347.435508 + Penalty 1796.321263 = -299551.114245 nChanged 50 SP:Iteration 12Q (1553.381351 sec): 3 clusters Score: Raw -301361.952697 + Penalty 1796.321263 = -299565.631434 nChanged 26 SP:Iteration 13Q (1553.491931 sec): 3 clusters Score: Raw -301368.659193 + Penalty 1796.321263 = -299572.337931 nChanged 21 SP:Iteration 14Q (1553.596457 sec): 3 clusters Score: Raw -301373.775755 + Penalty 1796.321263 = -299577.454492 nChanged 17 SP:Iteration 15Q (1553.681652 sec): 3 clusters Score: Raw -301377.179850 + Penalty 1796.321263 = -299580.858587 nChanged 13 SP:Iteration 16Q (1553.778820 sec): 3 clusters Score: Raw -301379.644193 + Penalty 1796.321263 = -299583.322931 nChanged 11 SP:Iteration 17Q (1553.859760 sec): 3 clusters Score: Raw -301382.230947 + Penalty 1796.321263 = -299585.909684 nChanged 18 SP:Iteration 18Q (1553.946582 sec): 3 clusters Score: Raw -301385.681315 + Penalty 1796.321263 = -299589.360053 nChanged 11 SP:Iteration 19Q (1554.041889 sec): 3 clusters Score: Raw -301387.500597 + Penalty 1796.321263 = -299591.179334 nChanged 6 SP:Iteration 20F (1554.110016 sec): 3 clusters Score: Raw -301388.447086 + Penalty 1796.321263 = -299592.125824 nChanged 5 SP:Iteration 21Q (1554.201288 sec): 3 clusters Score: Raw -301389.277059 + Penalty 1796.321263 = -299592.955797 nChanged 6 SP:Iteration 22Q (1554.296249 sec): 3 clusters Score: Raw -301390.941007 + Penalty 1796.321263 = -299594.619745 nChanged 9 SP:Iteration 23Q (1554.394584 sec): 3 clusters Score: Raw -301392.576996 + Penalty 1796.321263 = -299596.255733 nChanged 6 SP:Iteration 24Q (1554.481107 sec): 3 clusters Score: Raw -301393.471624 + Penalty 1796.321263 = -299597.150361 nChanged 3 SP:Iteration 25Q (1554.565606 sec): 3 clusters Score: Raw -301394.023414 + Penalty 1796.321263 = -299597.702152 nChanged 5 SP:Iteration 26Q (1554.653910 sec): 3 clusters Score: Raw -301394.773111 + Penalty 1796.321263 = -299598.451848 nChanged 4 SP:Iteration 27Q (1554.733683 sec): 3 clusters Score: Raw -301395.166334 + Penalty 1796.321263 = -299598.845072 nChanged 2 SP:Iteration 28Q (1554.821709 sec): 3 clusters Score: Raw -301395.273204 + Penalty 1796.321263 = -299598.951941 nChanged 0 SP:Iteration 29F (1554.898447 sec): 3 clusters Score: Raw -301395.273204 + Penalty 1796.321263 = -299598.951941 nChanged 0 Trying to split cluster 18 (2682 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1554.938297 sec): 2 clusters Score: Raw -164298.103019 + Penalty 828.903397 = -163469.199622 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1555.026128 sec): 3 clusters Score: Raw -162921.507399 + Penalty 1657.806793 = -161263.700605 nChanged 1050 SP:Iteration 1F (1555.089846 sec): 3 clusters Score: Raw -163546.474888 + Penalty 1657.806793 = -161888.668095 nChanged 229 SP:Iteration 2F (1555.178861 sec): 3 clusters Score: Raw -163687.340277 + Penalty 1657.806793 = -162029.533484 nChanged 153 SP:Iteration 3F (1555.275392 sec): 3 clusters Score: Raw -163769.612178 + Penalty 1657.806793 = -162111.805385 nChanged 108 SP:Iteration 4Q (1555.341823 sec): 3 clusters Score: Raw -163831.781230 + Penalty 1657.806793 = -162173.974436 nChanged 101 SP:Iteration 5Q (1555.430397 sec): 3 clusters Score: Raw -163885.142420 + Penalty 1657.806793 = -162227.335627 nChanged 81 SP:Iteration 6Q (1555.516558 sec): 3 clusters Score: Raw -163923.623680 + Penalty 1657.806793 = -162265.816887 nChanged 65 SP:Iteration 7Q (1555.618383 sec): 3 clusters Score: Raw -163953.955563 + Penalty 1657.806793 = -162296.148769 nChanged 57 SP:Iteration 8Q (1555.699304 sec): 3 clusters Score: Raw -163976.435355 + Penalty 1657.806793 = -162318.628562 nChanged 42 SP:Iteration 9Q (1555.794462 sec): 3 clusters Score: Raw -163993.159574 + Penalty 1657.806793 = -162335.352781 nChanged 41 SP:Iteration 10Q (1555.868674 sec): 3 clusters Score: Raw -164012.426813 + Penalty 1657.806793 = -162354.620020 nChanged 47 SP:Iteration 11Q (1555.968604 sec): 3 clusters Score: Raw -164034.399393 + Penalty 1657.806793 = -162376.592599 nChanged 54 SP:Iteration 12Q (1556.044495 sec): 3 clusters Score: Raw -164063.793969 + Penalty 1657.806793 = -162405.987175 nChanged 62 SP:Iteration 13Q (1556.132625 sec): 3 clusters Score: Raw -164100.529497 + Penalty 1657.806793 = -162442.722704 nChanged 65 SP:Iteration 14Q (1556.200809 sec): 3 clusters Score: Raw -164145.120185 + Penalty 1657.806793 = -162487.313391 nChanged 67 SP:Iteration 15Q (1556.299443 sec): 3 clusters Score: Raw -164181.256629 + Penalty 1657.806793 = -162523.449835 nChanged 60 SP:Iteration 16Q (1556.374062 sec): 3 clusters Score: Raw -164213.944399 + Penalty 1657.806793 = -162556.137605 nChanged 62 SP:Iteration 17Q (1556.456029 sec): 3 clusters Score: Raw -164249.304132 + Penalty 1657.806793 = -162591.497339 nChanged 71 SP:Iteration 18Q (1556.546893 sec): 3 clusters Score: Raw -164296.020450 + Penalty 1657.806793 = -162638.213656 nChanged 73 SP:Iteration 19Q (1556.635485 sec): 3 clusters Score: Raw -164344.942236 + Penalty 1657.806793 = -162687.135443 nChanged 77 SP:Iteration 20F (1556.707939 sec): 3 clusters Score: Raw -164386.930547 + Penalty 1657.806793 = -162729.123754 nChanged 57 SP:Iteration 21Q (1556.797458 sec): 3 clusters Score: Raw -164417.677634 + Penalty 1657.806793 = -162759.870841 nChanged 40 SP:Iteration 22Q (1556.870614 sec): 3 clusters Score: Raw -164437.211841 + Penalty 1657.806793 = -162779.405047 nChanged 41 SP:Iteration 23Q (1556.952454 sec): 3 clusters Score: Raw -164455.850723 + Penalty 1657.806793 = -162798.043930 nChanged 39 SP:Iteration 24Q (1557.042557 sec): 3 clusters Score: Raw -164472.232953 + Penalty 1657.806793 = -162814.426160 nChanged 42 SP:Iteration 25Q (1557.127146 sec): 3 clusters Score: Raw -164494.604866 + Penalty 1657.806793 = -162836.798073 nChanged 40 SP:Iteration 26Q (1557.219732 sec): 3 clusters Score: Raw -164514.436844 + Penalty 1657.806793 = -162856.630050 nChanged 30 SP:Iteration 27Q (1557.291614 sec): 3 clusters Score: Raw -164531.390306 + Penalty 1657.806793 = -162873.583513 nChanged 27 SP:Iteration 28Q (1557.376303 sec): 3 clusters Score: Raw -164543.918692 + Penalty 1657.806793 = -162886.111899 nChanged 32 SP:Iteration 29Q (1557.458474 sec): 3 clusters Score: Raw -164556.401626 + Penalty 1657.806793 = -162898.594833 nChanged 29 SP:Iteration 30Q (1557.554897 sec): 3 clusters Score: Raw -164571.013654 + Penalty 1657.806793 = -162913.206860 nChanged 17 SP:Iteration 31Q (1557.613240 sec): 3 clusters Score: Raw -164579.259676 + Penalty 1657.806793 = -162921.452882 nChanged 13 SP:Iteration 32Q (1557.704160 sec): 3 clusters Score: Raw -164583.590917 + Penalty 1657.806793 = -162925.784124 nChanged 10 SP:Iteration 33Q (1557.780927 sec): 3 clusters Score: Raw -164588.706113 + Penalty 1657.806793 = -162930.899320 nChanged 16 SP:Iteration 34Q (1557.885236 sec): 3 clusters Score: Raw -164597.263376 + Penalty 1657.806793 = -162939.456583 nChanged 22 SP:Iteration 35Q (1557.973699 sec): 3 clusters Score: Raw -164609.467254 + Penalty 1657.806793 = -162951.660460 nChanged 20 SP:Iteration 36Q (1558.060212 sec): 3 clusters Score: Raw -164616.740408 + Penalty 1657.806793 = -162958.933614 nChanged 18 SP:Iteration 37Q (1558.179217 sec): 3 clusters Score: Raw -164623.958219 + Penalty 1657.806793 = -162966.151426 nChanged 15 SP:Iteration 38Q (1558.253826 sec): 3 clusters Score: Raw -164630.917195 + Penalty 1657.806793 = -162973.110402 nChanged 12 SP:Iteration 39Q (1558.388310 sec): 3 clusters Score: Raw -164637.832318 + Penalty 1657.806793 = -162980.025525 nChanged 19 SP:Iteration 40F (1558.467590 sec): 3 clusters Score: Raw -164649.792092 + Penalty 1657.806793 = -162991.985298 nChanged 17 SP:Iteration 41Q (1558.564341 sec): 3 clusters Score: Raw -164660.139908 + Penalty 1657.806793 = -163002.333115 nChanged 19 SP:Iteration 42Q (1558.678656 sec): 3 clusters Score: Raw -164669.457921 + Penalty 1657.806793 = -163011.651127 nChanged 18 SP:Iteration 43Q (1558.769973 sec): 3 clusters Score: Raw -164675.217087 + Penalty 1657.806793 = -163017.410293 nChanged 14 SP:Iteration 44Q (1558.881208 sec): 3 clusters Score: Raw -164681.759573 + Penalty 1657.806793 = -163023.952779 nChanged 8 SP:Iteration 45Q (1558.978112 sec): 3 clusters Score: Raw -164684.264632 + Penalty 1657.806793 = -163026.457839 nChanged 6 SP:Iteration 46Q (1559.102054 sec): 3 clusters Score: Raw -164686.381689 + Penalty 1657.806793 = -163028.574896 nChanged 8 SP:Iteration 47Q (1559.183586 sec): 3 clusters Score: Raw -164688.901294 + Penalty 1657.806793 = -163031.094501 nChanged 5 SP:Iteration 48Q (1559.298927 sec): 3 clusters Score: Raw -164690.836650 + Penalty 1657.806793 = -163033.029856 nChanged 8 SP:Iteration 49Q (1559.418365 sec): 3 clusters Score: Raw -164694.127378 + Penalty 1657.806793 = -163036.320585 nChanged 10 SP:Iteration 50Q (1559.520043 sec): 3 clusters Score: Raw -164699.079428 + Penalty 1657.806793 = -163041.272634 nChanged 10 SP:Iteration 51Q (1559.622732 sec): 3 clusters Score: Raw -164703.656688 + Penalty 1657.806793 = -163045.849894 nChanged 7 SP:Iteration 52Q (1559.723086 sec): 3 clusters Score: Raw -164707.913529 + Penalty 1657.806793 = -163050.106735 nChanged 7 SP:Iteration 53Q (1559.790111 sec): 3 clusters Score: Raw -164711.320084 + Penalty 1657.806793 = -163053.513290 nChanged 5 SP:Iteration 54Q (1559.877059 sec): 3 clusters Score: Raw -164712.861553 + Penalty 1657.806793 = -163055.054760 nChanged 5 SP:Iteration 55Q (1559.948770 sec): 3 clusters Score: Raw -164714.274086 + Penalty 1657.806793 = -163056.467293 nChanged 1 SP:Iteration 56Q (1560.030567 sec): 3 clusters Score: Raw -164714.345417 + Penalty 1657.806793 = -163056.538624 nChanged 1 SP:Iteration 57Q (1560.131485 sec): 3 clusters Score: Raw -164714.861117 + Penalty 1657.806793 = -163057.054324 nChanged 0 SP:Iteration 58F (1560.205746 sec): 3 clusters Score: Raw -164714.861117 + Penalty 1657.806793 = -163057.054324 nChanged 0 Trying to split cluster 19 (4858 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1560.245092 sec): 2 clusters Score: Raw -248619.880608 + Penalty 891.280122 = -247728.600486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1560.331462 sec): 3 clusters Score: Raw -245937.359900 + Penalty 1782.560243 = -244154.799657 nChanged 2084 SP:Iteration 1F (1560.426062 sec): 3 clusters Score: Raw -247234.080873 + Penalty 1782.560243 = -245451.520630 nChanged 369 SP:Iteration 2F (1560.524106 sec): 3 clusters Score: Raw -247466.604172 + Penalty 1782.560243 = -245684.043929 nChanged 285 SP:Iteration 3F (1560.597337 sec): 3 clusters Score: Raw -247659.707494 + Penalty 1782.560243 = -245877.147251 nChanged 267 SP:Iteration 4F (1560.691582 sec): 3 clusters Score: Raw -247822.538680 + Penalty 1782.560243 = -246039.978437 nChanged 229 SP:Iteration 5Q (1560.770730 sec): 3 clusters Score: Raw -247945.762917 + Penalty 1782.560243 = -246163.202674 nChanged 197 SP:Iteration 6Q (1560.864308 sec): 3 clusters Score: Raw -248046.367046 + Penalty 1782.560243 = -246263.806803 nChanged 159 SP:Iteration 7Q (1560.956125 sec): 3 clusters Score: Raw -248120.861278 + Penalty 1782.560243 = -246338.301035 nChanged 130 SP:Iteration 8Q (1561.044607 sec): 3 clusters Score: Raw -248190.148612 + Penalty 1782.560243 = -246407.588369 nChanged 129 SP:Iteration 9Q (1561.142052 sec): 3 clusters Score: Raw -248248.389760 + Penalty 1782.560243 = -246465.829517 nChanged 111 SP:Iteration 10Q (1561.226395 sec): 3 clusters Score: Raw -248296.259814 + Penalty 1782.560243 = -246513.699571 nChanged 106 SP:Iteration 11Q (1561.300714 sec): 3 clusters Score: Raw -248341.813127 + Penalty 1782.560243 = -246559.252884 nChanged 106 SP:Iteration 12Q (1561.388980 sec): 3 clusters Score: Raw -248379.886598 + Penalty 1782.560243 = -246597.326355 nChanged 88 SP:Iteration 13Q (1561.475716 sec): 3 clusters Score: Raw -248410.449609 + Penalty 1782.560243 = -246627.889366 nChanged 77 SP:Iteration 14Q (1561.570734 sec): 3 clusters Score: Raw -248437.332417 + Penalty 1782.560243 = -246654.772174 nChanged 68 SP:Iteration 15Q (1561.659170 sec): 3 clusters Score: Raw -248462.458636 + Penalty 1782.560243 = -246679.898393 nChanged 61 SP:Iteration 16Q (1561.746128 sec): 3 clusters Score: Raw -248485.619324 + Penalty 1782.560243 = -246703.059081 nChanged 55 SP:Iteration 17Q (1561.826031 sec): 3 clusters Score: Raw -248506.808670 + Penalty 1782.560243 = -246724.248427 nChanged 60 SP:Iteration 18Q (1561.917616 sec): 3 clusters Score: Raw -248533.154750 + Penalty 1782.560243 = -246750.594507 nChanged 62 SP:Iteration 19Q (1562.003693 sec): 3 clusters Score: Raw -248563.693703 + Penalty 1782.560243 = -246781.133460 nChanged 63 SP:Iteration 20F (1562.093808 sec): 3 clusters Score: Raw -248591.873442 + Penalty 1782.560243 = -246809.313199 nChanged 56 SP:Iteration 21Q (1562.167464 sec): 3 clusters Score: Raw -248614.190613 + Penalty 1782.560243 = -246831.630370 nChanged 54 SP:Iteration 22Q (1562.266243 sec): 3 clusters Score: Raw -248636.859142 + Penalty 1782.560243 = -246854.298899 nChanged 52 SP:Iteration 23Q (1562.343378 sec): 3 clusters Score: Raw -248660.467419 + Penalty 1782.560243 = -246877.907176 nChanged 52 SP:Iteration 24Q (1562.426626 sec): 3 clusters Score: Raw -248680.600839 + Penalty 1782.560243 = -246898.040596 nChanged 59 SP:Iteration 25Q (1562.516814 sec): 3 clusters Score: Raw -248702.676489 + Penalty 1782.560243 = -246920.116246 nChanged 58 SP:Iteration 26Q (1562.600929 sec): 3 clusters Score: Raw -248722.785293 + Penalty 1782.560243 = -246940.225050 nChanged 41 SP:Iteration 27Q (1562.692183 sec): 3 clusters Score: Raw -248736.077386 + Penalty 1782.560243 = -246953.517143 nChanged 40 SP:Iteration 28Q (1562.783835 sec): 3 clusters Score: Raw -248749.028538 + Penalty 1782.560243 = -246966.468295 nChanged 37 SP:Iteration 29Q (1562.870673 sec): 3 clusters Score: Raw -248758.361957 + Penalty 1782.560243 = -246975.801714 nChanged 24 SP:Iteration 30Q (1562.948829 sec): 3 clusters Score: Raw -248763.926679 + Penalty 1782.560243 = -246981.366436 nChanged 20 SP:Iteration 31Q (1563.031751 sec): 3 clusters Score: Raw -248768.385404 + Penalty 1782.560243 = -246985.825161 nChanged 23 SP:Iteration 32Q (1563.124997 sec): 3 clusters Score: Raw -248773.917520 + Penalty 1782.560243 = -246991.357277 nChanged 25 SP:Iteration 33Q (1563.217930 sec): 3 clusters Score: Raw -248778.934435 + Penalty 1782.560243 = -246996.374192 nChanged 19 SP:Iteration 34Q (1563.305727 sec): 3 clusters Score: Raw -248781.912553 + Penalty 1782.560243 = -246999.352310 nChanged 20 SP:Iteration 35Q (1563.375970 sec): 3 clusters Score: Raw -248786.712598 + Penalty 1782.560243 = -247004.152355 nChanged 20 SP:Iteration 36Q (1563.458591 sec): 3 clusters Score: Raw -248790.706053 + Penalty 1782.560243 = -247008.145810 nChanged 19 SP:Iteration 37Q (1563.543030 sec): 3 clusters Score: Raw -248794.343366 + Penalty 1782.560243 = -247011.783123 nChanged 20 SP:Iteration 38Q (1563.633720 sec): 3 clusters Score: Raw -248801.081080 + Penalty 1782.560243 = -247018.520837 nChanged 32 SP:Iteration 39Q (1563.729341 sec): 3 clusters Score: Raw -248811.596679 + Penalty 1782.560243 = -247029.036436 nChanged 28 SP:Iteration 40F (1563.806253 sec): 3 clusters Score: Raw -248819.998841 + Penalty 1782.560243 = -247037.438598 nChanged 21 SP:Iteration 41Q (1563.890021 sec): 3 clusters Score: Raw -248825.856763 + Penalty 1782.560243 = -247043.296520 nChanged 23 SP:Iteration 42Q (1563.986613 sec): 3 clusters Score: Raw -248831.582873 + Penalty 1782.560243 = -247049.022630 nChanged 18 SP:Iteration 43Q (1564.072350 sec): 3 clusters Score: Raw -248837.351974 + Penalty 1782.560243 = -247054.791731 nChanged 19 SP:Iteration 44Q (1564.141335 sec): 3 clusters Score: Raw -248842.913203 + Penalty 1782.560243 = -247060.352960 nChanged 21 SP:Iteration 45Q (1564.222116 sec): 3 clusters Score: Raw -248848.111179 + Penalty 1782.560243 = -247065.550936 nChanged 18 SP:Iteration 46Q (1564.296538 sec): 3 clusters Score: Raw -248852.613616 + Penalty 1782.560243 = -247070.053373 nChanged 19 SP:Iteration 47Q (1564.380548 sec): 3 clusters Score: Raw -248857.948720 + Penalty 1782.560243 = -247075.388477 nChanged 18 SP:Iteration 48Q (1564.477725 sec): 3 clusters Score: Raw -248863.367864 + Penalty 1782.560243 = -247080.807621 nChanged 22 SP:Iteration 49Q (1564.555840 sec): 3 clusters Score: Raw -248869.107715 + Penalty 1782.560243 = -247086.547472 nChanged 21 SP:Iteration 50Q (1564.647032 sec): 3 clusters Score: Raw -248874.804223 + Penalty 1782.560243 = -247092.243980 nChanged 23 SP:Iteration 51Q (1564.752771 sec): 3 clusters Score: Raw -248878.836725 + Penalty 1782.560243 = -247096.276482 nChanged 16 SP:Iteration 52Q (1564.841293 sec): 3 clusters Score: Raw -248882.863870 + Penalty 1782.560243 = -247100.303627 nChanged 17 SP:Iteration 53Q (1564.942940 sec): 3 clusters Score: Raw -248886.734049 + Penalty 1782.560243 = -247104.173806 nChanged 19 SP:Iteration 54Q (1565.051676 sec): 3 clusters Score: Raw -248890.074127 + Penalty 1782.560243 = -247107.513884 nChanged 10 SP:Iteration 55Q (1565.161074 sec): 3 clusters Score: Raw -248891.989461 + Penalty 1782.560243 = -247109.429218 nChanged 10 SP:Iteration 56Q (1565.255954 sec): 3 clusters Score: Raw -248892.843385 + Penalty 1782.560243 = -247110.283142 nChanged 1 SP:Iteration 57Q (1565.336843 sec): 3 clusters Score: Raw -248892.944032 + Penalty 1782.560243 = -247110.383789 nChanged 0 SP:Iteration 58F (1565.481193 sec): 3 clusters Score: Raw -248892.944032 + Penalty 1782.560243 = -247110.383789 nChanged 0 Trying to split cluster 20 (13182 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1565.558848 sec): 2 clusters Score: Raw -795857.837325 + Penalty 996.093792 = -794861.743533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1565.681242 sec): 3 clusters Score: Raw -787870.996951 + Penalty 1992.187584 = -785878.809368 nChanged 5939 SP:Iteration 1F (1565.766851 sec): 3 clusters Score: Raw -791168.297866 + Penalty 1992.187584 = -789176.110283 nChanged 794 SP:Iteration 2F (1565.875924 sec): 3 clusters Score: Raw -791531.675141 + Penalty 1992.187584 = -789539.487557 nChanged 770 SP:Iteration 3F (1565.982400 sec): 3 clusters Score: Raw -791872.916516 + Penalty 1992.187584 = -789880.728932 nChanged 699 SP:Iteration 4F (1566.069923 sec): 3 clusters Score: Raw -792189.196446 + Penalty 1992.187584 = -790197.008862 nChanged 658 SP:Iteration 5Q (1566.174681 sec): 3 clusters Score: Raw -792460.658174 + Penalty 1992.187584 = -790468.470590 nChanged 566 SP:Iteration 6Q (1566.263758 sec): 3 clusters Score: Raw -792685.576386 + Penalty 1992.187584 = -790693.388803 nChanged 501 SP:Iteration 7Q (1566.370123 sec): 3 clusters Score: Raw -792885.262838 + Penalty 1992.187584 = -790893.075255 nChanged 457 SP:Iteration 8Q (1566.466721 sec): 3 clusters Score: Raw -793064.393766 + Penalty 1992.187584 = -791072.206182 nChanged 427 SP:Iteration 9Q (1566.567280 sec): 3 clusters Score: Raw -793204.107985 + Penalty 1992.187584 = -791211.920401 nChanged 353 SP:Iteration 10Q (1566.658063 sec): 3 clusters Score: Raw -793321.701821 + Penalty 1992.187584 = -791329.514237 nChanged 318 SP:Iteration 11Q (1566.749395 sec): 3 clusters Score: Raw -793423.614970 + Penalty 1992.187584 = -791431.427386 nChanged 320 SP:Iteration 12Q (1566.863962 sec): 3 clusters Score: Raw -793525.645674 + Penalty 1992.187584 = -791533.458090 nChanged 306 SP:Iteration 13Q (1566.961348 sec): 3 clusters Score: Raw -793623.568139 + Penalty 1992.187584 = -791631.380555 nChanged 299 SP:Iteration 14Q (1567.059544 sec): 3 clusters Score: Raw -793715.064304 + Penalty 1992.187584 = -791722.876720 nChanged 299 SP:Iteration 15Q (1567.148222 sec): 3 clusters Score: Raw -793815.557362 + Penalty 1992.187584 = -791823.369778 nChanged 314 SP:Iteration 16Q (1567.247361 sec): 3 clusters Score: Raw -793922.603830 + Penalty 1992.187584 = -791930.416246 nChanged 319 SP:Iteration 17Q (1567.362436 sec): 3 clusters Score: Raw -794040.758790 + Penalty 1992.187584 = -792048.571206 nChanged 319 SP:Iteration 18Q (1567.453873 sec): 3 clusters Score: Raw -794151.928559 + Penalty 1992.187584 = -792159.740976 nChanged 276 SP:Iteration 19Q (1567.551045 sec): 3 clusters Score: Raw -794242.357097 + Penalty 1992.187584 = -792250.169513 nChanged 239 SP:Iteration 20F (1567.640136 sec): 3 clusters Score: Raw -794308.215367 + Penalty 1992.187584 = -792316.027783 nChanged 191 SP:Iteration 21Q (1567.749003 sec): 3 clusters Score: Raw -794352.661252 + Penalty 1992.187584 = -792360.473668 nChanged 155 SP:Iteration 22Q (1567.850008 sec): 3 clusters Score: Raw -794387.459054 + Penalty 1992.187584 = -792395.271470 nChanged 152 SP:Iteration 23Q (1567.939906 sec): 3 clusters Score: Raw -794425.085799 + Penalty 1992.187584 = -792432.898215 nChanged 159 SP:Iteration 24Q (1568.039620 sec): 3 clusters Score: Raw -794464.336086 + Penalty 1992.187584 = -792472.148502 nChanged 149 SP:Iteration 25Q (1568.148888 sec): 3 clusters Score: Raw -794495.392695 + Penalty 1992.187584 = -792503.205112 nChanged 134 SP:Iteration 26Q (1568.248985 sec): 3 clusters Score: Raw -794526.949552 + Penalty 1992.187584 = -792534.761968 nChanged 136 SP:Iteration 27Q (1568.343162 sec): 3 clusters Score: Raw -794559.727732 + Penalty 1992.187584 = -792567.540148 nChanged 140 SP:Iteration 28Q (1568.433775 sec): 3 clusters Score: Raw -794593.054710 + Penalty 1992.187584 = -792600.867126 nChanged 138 SP:Iteration 29Q (1568.538051 sec): 3 clusters Score: Raw -794626.838755 + Penalty 1992.187584 = -792634.651171 nChanged 129 SP:Iteration 30Q (1568.637126 sec): 3 clusters Score: Raw -794655.308985 + Penalty 1992.187584 = -792663.121401 nChanged 118 SP:Iteration 31Q (1568.736360 sec): 3 clusters Score: Raw -794681.878724 + Penalty 1992.187584 = -792689.691140 nChanged 108 SP:Iteration 32Q (1568.821645 sec): 3 clusters Score: Raw -794701.400171 + Penalty 1992.187584 = -792709.212588 nChanged 82 SP:Iteration 33Q (1568.918746 sec): 3 clusters Score: Raw -794716.162953 + Penalty 1992.187584 = -792723.975369 nChanged 94 SP:Iteration 34Q (1569.024766 sec): 3 clusters Score: Raw -794734.965506 + Penalty 1992.187584 = -792742.777922 nChanged 110 SP:Iteration 35Q (1569.106886 sec): 3 clusters Score: Raw -794757.378705 + Penalty 1992.187584 = -792765.191122 nChanged 112 SP:Iteration 36Q (1569.220421 sec): 3 clusters Score: Raw -794781.989755 + Penalty 1992.187584 = -792789.802172 nChanged 127 SP:Iteration 37Q (1569.305737 sec): 3 clusters Score: Raw -794811.686227 + Penalty 1992.187584 = -792819.498643 nChanged 127 SP:Iteration 38Q (1569.405356 sec): 3 clusters Score: Raw -794842.900280 + Penalty 1992.187584 = -792850.712696 nChanged 132 SP:Iteration 39Q (1569.511564 sec): 3 clusters Score: Raw -794881.578650 + Penalty 1992.187584 = -792889.391066 nChanged 137 SP:Iteration 40F (1569.607691 sec): 3 clusters Score: Raw -794920.203535 + Penalty 1992.187584 = -792928.015952 nChanged 139 SP:Iteration 41Q (1569.697683 sec): 3 clusters Score: Raw -794955.307460 + Penalty 1992.187584 = -792963.119876 nChanged 120 SP:Iteration 42Q (1569.795277 sec): 3 clusters Score: Raw -794984.623623 + Penalty 1992.187584 = -792992.436040 nChanged 126 SP:Iteration 43Q (1569.889266 sec): 3 clusters Score: Raw -795017.535385 + Penalty 1992.187584 = -793025.347801 nChanged 131 SP:Iteration 44Q (1569.995948 sec): 3 clusters Score: Raw -795057.903565 + Penalty 1992.187584 = -793065.715982 nChanged 135 SP:Iteration 45Q (1570.083091 sec): 3 clusters Score: Raw -795098.167391 + Penalty 1992.187584 = -793105.979807 nChanged 136 SP:Iteration 46Q (1570.191947 sec): 3 clusters Score: Raw -795138.633376 + Penalty 1992.187584 = -793146.445792 nChanged 137 SP:Iteration 47Q (1570.285375 sec): 3 clusters Score: Raw -795180.424067 + Penalty 1992.187584 = -793188.236483 nChanged 137 SP:Iteration 48Q (1570.425879 sec): 3 clusters Score: Raw -795222.225538 + Penalty 1992.187584 = -793230.037954 nChanged 132 SP:Iteration 49Q (1570.536193 sec): 3 clusters Score: Raw -795262.692031 + Penalty 1992.187584 = -793270.504447 nChanged 120 SP:Iteration 50Q (1570.666980 sec): 3 clusters Score: Raw -795296.508033 + Penalty 1992.187584 = -793304.320449 nChanged 113 SP:Iteration 51Q (1570.783237 sec): 3 clusters Score: Raw -795328.298759 + Penalty 1992.187584 = -793336.111175 nChanged 111 SP:Iteration 52Q (1570.896419 sec): 3 clusters Score: Raw -795363.254165 + Penalty 1992.187584 = -793371.066581 nChanged 117 SP:Iteration 53Q (1570.993990 sec): 3 clusters Score: Raw -795401.389418 + Penalty 1992.187584 = -793409.201835 nChanged 116 SP:Iteration 54Q (1571.120117 sec): 3 clusters Score: Raw -795434.769820 + Penalty 1992.187584 = -793442.582237 nChanged 89 SP:Iteration 55Q (1571.223088 sec): 3 clusters Score: Raw -795459.586831 + Penalty 1992.187584 = -793467.399248 nChanged 101 SP:Iteration 56Q (1571.352293 sec): 3 clusters Score: Raw -795488.288174 + Penalty 1992.187584 = -793496.100591 nChanged 94 SP:Iteration 57Q (1571.457084 sec): 3 clusters Score: Raw -795516.611222 + Penalty 1992.187584 = -793524.423638 nChanged 100 SP:Iteration 58Q (1571.546741 sec): 3 clusters Score: Raw -795550.590058 + Penalty 1992.187584 = -793558.402475 nChanged 108 SP:Iteration 59Q (1571.663348 sec): 3 clusters Score: Raw -795589.958896 + Penalty 1992.187584 = -793597.771312 nChanged 100 SP:Iteration 60F (1571.789520 sec): 3 clusters Score: Raw -795624.118218 + Penalty 1992.187584 = -793631.930635 nChanged 94 SP:Iteration 61Q (1571.880228 sec): 3 clusters Score: Raw -795657.129458 + Penalty 1992.187584 = -793664.941874 nChanged 79 SP:Iteration 62Q (1571.989360 sec): 3 clusters Score: Raw -795683.189398 + Penalty 1992.187584 = -793691.001814 nChanged 77 SP:Iteration 63Q (1572.124971 sec): 3 clusters Score: Raw -795716.551902 + Penalty 1992.187584 = -793724.364318 nChanged 91 SP:Iteration 64Q (1572.245456 sec): 3 clusters Score: Raw -795753.126578 + Penalty 1992.187584 = -793760.938994 nChanged 81 SP:Iteration 65Q (1572.342734 sec): 3 clusters Score: Raw -795790.090287 + Penalty 1992.187584 = -793797.902704 nChanged 79 SP:Iteration 66Q (1572.448232 sec): 3 clusters Score: Raw -795818.578519 + Penalty 1992.187584 = -793826.390936 nChanged 64 SP:Iteration 67Q (1572.543371 sec): 3 clusters Score: Raw -795842.412796 + Penalty 1992.187584 = -793850.225212 nChanged 47 SP:Iteration 68Q (1572.646107 sec): 3 clusters Score: Raw -795860.914309 + Penalty 1992.187584 = -793868.726725 nChanged 44 SP:Iteration 69Q (1572.747965 sec): 3 clusters Score: Raw -795878.703701 + Penalty 1992.187584 = -793886.516118 nChanged 32 SP:Iteration 70Q (1572.847267 sec): 3 clusters Score: Raw -795890.252537 + Penalty 1992.187584 = -793898.064953 nChanged 30 SP:Iteration 71Q (1572.942844 sec): 3 clusters Score: Raw -795899.584322 + Penalty 1992.187584 = -793907.396739 nChanged 21 SP:Iteration 72Q (1573.043353 sec): 3 clusters Score: Raw -795906.020649 + Penalty 1992.187584 = -793913.833066 nChanged 19 SP:Iteration 73Q (1573.137335 sec): 3 clusters Score: Raw -795912.096904 + Penalty 1992.187584 = -793919.909320 nChanged 13 SP:Iteration 74Q (1573.221483 sec): 3 clusters Score: Raw -795917.228375 + Penalty 1992.187584 = -793925.040791 nChanged 18 SP:Iteration 75Q (1573.309721 sec): 3 clusters Score: Raw -795923.080431 + Penalty 1992.187584 = -793930.892848 nChanged 16 SP:Iteration 76Q (1573.420383 sec): 3 clusters Score: Raw -795928.386464 + Penalty 1992.187584 = -793936.198880 nChanged 15 SP:Iteration 77Q (1573.518208 sec): 3 clusters Score: Raw -795934.379949 + Penalty 1992.187584 = -793942.192365 nChanged 18 SP:Iteration 78Q (1573.606907 sec): 3 clusters Score: Raw -795940.555617 + Penalty 1992.187584 = -793948.368033 nChanged 12 SP:Iteration 79Q (1573.700782 sec): 3 clusters Score: Raw -795945.062112 + Penalty 1992.187584 = -793952.874528 nChanged 8 SP:Iteration 80F (1573.795360 sec): 3 clusters Score: Raw -795947.110873 + Penalty 1992.187584 = -793954.923290 nChanged 9 SP:Iteration 81Q (1573.885751 sec): 3 clusters Score: Raw -795949.315383 + Penalty 1992.187584 = -793957.127800 nChanged 6 SP:Iteration 82Q (1573.985552 sec): 3 clusters Score: Raw -795951.077928 + Penalty 1992.187584 = -793958.890344 nChanged 4 SP:Iteration 83Q (1574.080738 sec): 3 clusters Score: Raw -795952.235819 + Penalty 1992.187584 = -793960.048236 nChanged 5 SP:Iteration 84Q (1574.162259 sec): 3 clusters Score: Raw -795953.202360 + Penalty 1992.187584 = -793961.014776 nChanged 3 SP:Iteration 85Q (1574.275089 sec): 3 clusters Score: Raw -795954.076980 + Penalty 1992.187584 = -793961.889396 nChanged 4 SP:Iteration 86Q (1574.355441 sec): 3 clusters Score: Raw -795955.783070 + Penalty 1992.187584 = -793963.595486 nChanged 4 SP:Iteration 87Q (1574.454686 sec): 3 clusters Score: Raw -795957.205566 + Penalty 1992.187584 = -793965.017982 nChanged 4 SP:Iteration 88Q (1574.562342 sec): 3 clusters Score: Raw -795958.863860 + Penalty 1992.187584 = -793966.676277 nChanged 6 SP:Iteration 89Q (1574.656113 sec): 3 clusters Score: Raw -795962.488166 + Penalty 1992.187584 = -793970.300583 nChanged 11 SP:Iteration 90Q (1574.749281 sec): 3 clusters Score: Raw -795965.931114 + Penalty 1992.187584 = -793973.743531 nChanged 7 SP:Iteration 91Q (1574.826389 sec): 3 clusters Score: Raw -795967.288536 + Penalty 1992.187584 = -793975.100952 nChanged 2 SP:Iteration 92Q (1574.929717 sec): 3 clusters Score: Raw -795968.186646 + Penalty 1992.187584 = -793975.999062 nChanged 3 SP:Iteration 93Q (1575.023059 sec): 3 clusters Score: Raw -795969.257652 + Penalty 1992.187584 = -793977.070069 nChanged 10 SP:Iteration 94Q (1575.132894 sec): 3 clusters Score: Raw -795971.593036 + Penalty 1992.187584 = -793979.405452 nChanged 6 SP:Iteration 95Q (1575.204140 sec): 3 clusters Score: Raw -795973.514815 + Penalty 1992.187584 = -793981.327232 nChanged 11 SP:Iteration 96Q (1575.301494 sec): 3 clusters Score: Raw -795979.181783 + Penalty 1992.187584 = -793986.994200 nChanged 8 SP:Iteration 97Q (1575.393016 sec): 3 clusters Score: Raw -795981.032235 + Penalty 1992.187584 = -793988.844651 nChanged 10 SP:Iteration 98Q (1575.494106 sec): 3 clusters Score: Raw -795984.769902 + Penalty 1992.187584 = -793992.582318 nChanged 11 SP:Iteration 99Q (1575.594619 sec): 3 clusters Score: Raw -795987.821931 + Penalty 1992.187584 = -793995.634348 nChanged 8 SP:Iteration 100F (1575.689799 sec): 3 clusters Score: Raw -795989.861274 + Penalty 1992.187584 = -793997.673690 nChanged 4 SP:Iteration 101Q (1575.777937 sec): 3 clusters Score: Raw -795991.757439 + Penalty 1992.187584 = -793999.569855 nChanged 5 SP:Iteration 102Q (1575.885469 sec): 3 clusters Score: Raw -795993.502819 + Penalty 1992.187584 = -794001.315235 nChanged 3 SP:Iteration 103Q (1575.967556 sec): 3 clusters Score: Raw -795994.020021 + Penalty 1992.187584 = -794001.832437 nChanged 2 SP:Iteration 104Q (1576.059873 sec): 3 clusters Score: Raw -795994.671373 + Penalty 1992.187584 = -794002.483789 nChanged 1 SP:Iteration 105Q (1576.163917 sec): 3 clusters Score: Raw -795995.166602 + Penalty 1992.187584 = -794002.979018 nChanged 2 SP:Iteration 106Q (1576.245043 sec): 3 clusters Score: Raw -795995.719390 + Penalty 1992.187584 = -794003.531806 nChanged 2 SP:Iteration 107Q (1576.361486 sec): 3 clusters Score: Raw -795996.554733 + Penalty 1992.187584 = -794004.367149 nChanged 3 SP:Iteration 108Q (1576.460776 sec): 3 clusters Score: Raw -795997.733010 + Penalty 1992.187584 = -794005.545427 nChanged 5 SP:Iteration 109Q (1576.543075 sec): 3 clusters Score: Raw -795999.173764 + Penalty 1992.187584 = -794006.986180 nChanged 2 SP:Iteration 110Q (1576.669137 sec): 3 clusters Score: Raw -795999.570855 + Penalty 1992.187584 = -794007.383272 nChanged 0 SP:Iteration 111F (1576.790319 sec): 3 clusters Score: Raw -795999.570855 + Penalty 1992.187584 = -794007.383272 nChanged 0 Iteration 299Q (1578.367332 sec): 21 clusters Score: Raw -4229404.624473 + Penalty 23654.378232 = -4205750.246242 nChanged 15 Iteration 300F (1580.149145 sec): 21 clusters Score: Raw -4229406.199578 + Penalty 23654.378232 = -4205751.821346 nChanged 12 Iteration 301Q (1581.408240 sec): 21 clusters Score: Raw -4229407.143232 + Penalty 23654.378232 = -4205752.765001 nChanged 4 Iteration 302Q (1582.673723 sec): 21 clusters Score: Raw -4229407.354252 + Penalty 23654.378232 = -4205752.976020 nChanged 3 Iteration 303Q (1583.930717 sec): 21 clusters Score: Raw -4229407.474702 + Penalty 23654.378232 = -4205753.096470 nChanged 1 Iteration 304Q (1585.407416 sec): 21 clusters Score: Raw -4229407.494833 + Penalty 23654.378232 = -4205753.116601 nChanged 0 Iteration 305F (1587.166201 sec): 21 clusters Score: Raw -4229407.494833 + Penalty 23654.378232 = -4205753.116601 nChanged 0 Compute initial score before splitting: Score: Raw -4229407.494833 + Penalty 23654.378232 = -4205753.116601 Trying to split cluster 1 (11028 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1587.284208 sec): 2 clusters Score: Raw -663540.246613 + Penalty 977.360241 = -662562.886372 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1587.378016 sec): 3 clusters Score: Raw -657030.450020 + Penalty 1954.720482 = -655075.729538 nChanged 4922 SP:Iteration 1F (1587.470490 sec): 3 clusters Score: Raw -659961.548768 + Penalty 1954.720482 = -658006.828285 nChanged 731 SP:Iteration 2F (1587.563863 sec): 3 clusters Score: Raw -660309.682618 + Penalty 1954.720482 = -658354.962136 nChanged 648 SP:Iteration 3F (1587.665088 sec): 3 clusters Score: Raw -660621.008732 + Penalty 1954.720482 = -658666.288250 nChanged 574 SP:Iteration 4F (1587.760744 sec): 3 clusters Score: Raw -660893.900592 + Penalty 1954.720482 = -658939.180110 nChanged 544 SP:Iteration 5Q (1587.845585 sec): 3 clusters Score: Raw -661169.979989 + Penalty 1954.720482 = -659215.259507 nChanged 492 SP:Iteration 6Q (1587.935013 sec): 3 clusters Score: Raw -661405.819332 + Penalty 1954.720482 = -659451.098849 nChanged 457 SP:Iteration 7Q (1588.036882 sec): 3 clusters Score: Raw -661608.566840 + Penalty 1954.720482 = -659653.846358 nChanged 378 SP:Iteration 8Q (1588.125031 sec): 3 clusters Score: Raw -661770.975837 + Penalty 1954.720482 = -659816.255355 nChanged 317 SP:Iteration 9Q (1588.213918 sec): 3 clusters Score: Raw -661888.989743 + Penalty 1954.720482 = -659934.269261 nChanged 276 SP:Iteration 10Q (1588.309254 sec): 3 clusters Score: Raw -661995.466693 + Penalty 1954.720482 = -660040.746211 nChanged 229 SP:Iteration 11Q (1588.402651 sec): 3 clusters Score: Raw -662071.127250 + Penalty 1954.720482 = -660116.406768 nChanged 197 SP:Iteration 12Q (1588.498686 sec): 3 clusters Score: Raw -662145.690482 + Penalty 1954.720482 = -660190.970000 nChanged 199 SP:Iteration 13Q (1588.601806 sec): 3 clusters Score: Raw -662214.477224 + Penalty 1954.720482 = -660259.756742 nChanged 190 SP:Iteration 14Q (1588.698060 sec): 3 clusters Score: Raw -662286.545519 + Penalty 1954.720482 = -660331.825037 nChanged 170 SP:Iteration 15Q (1588.776440 sec): 3 clusters Score: Raw -662352.758550 + Penalty 1954.720482 = -660398.038068 nChanged 174 SP:Iteration 16Q (1588.878445 sec): 3 clusters Score: Raw -662421.115206 + Penalty 1954.720482 = -660466.394724 nChanged 167 SP:Iteration 17Q (1588.969733 sec): 3 clusters Score: Raw -662491.641007 + Penalty 1954.720482 = -660536.920524 nChanged 163 SP:Iteration 18Q (1589.076622 sec): 3 clusters Score: Raw -662554.737371 + Penalty 1954.720482 = -660600.016888 nChanged 147 SP:Iteration 19Q (1589.167228 sec): 3 clusters Score: Raw -662605.186776 + Penalty 1954.720482 = -660650.466294 nChanged 150 SP:Iteration 20F (1589.253700 sec): 3 clusters Score: Raw -662653.129057 + Penalty 1954.720482 = -660698.408575 nChanged 139 SP:Iteration 21Q (1589.349250 sec): 3 clusters Score: Raw -662696.742464 + Penalty 1954.720482 = -660742.021982 nChanged 134 SP:Iteration 22Q (1589.446062 sec): 3 clusters Score: Raw -662736.523860 + Penalty 1954.720482 = -660781.803378 nChanged 142 SP:Iteration 23Q (1589.529250 sec): 3 clusters Score: Raw -662783.380973 + Penalty 1954.720482 = -660828.660491 nChanged 123 SP:Iteration 24Q (1589.618667 sec): 3 clusters Score: Raw -662820.476450 + Penalty 1954.720482 = -660865.755968 nChanged 126 SP:Iteration 25Q (1589.725593 sec): 3 clusters Score: Raw -662857.524905 + Penalty 1954.720482 = -660902.804423 nChanged 90 SP:Iteration 26Q (1589.832954 sec): 3 clusters Score: Raw -662880.482633 + Penalty 1954.720482 = -660925.762151 nChanged 89 SP:Iteration 27Q (1589.907303 sec): 3 clusters Score: Raw -662904.460167 + Penalty 1954.720482 = -660949.739684 nChanged 94 SP:Iteration 28Q (1590.003329 sec): 3 clusters Score: Raw -662935.899270 + Penalty 1954.720482 = -660981.178788 nChanged 109 SP:Iteration 29Q (1590.113239 sec): 3 clusters Score: Raw -662972.535763 + Penalty 1954.720482 = -661017.815281 nChanged 103 SP:Iteration 30Q (1590.205662 sec): 3 clusters Score: Raw -663008.385008 + Penalty 1954.720482 = -661053.664525 nChanged 99 SP:Iteration 31Q (1590.297944 sec): 3 clusters Score: Raw -663041.895326 + Penalty 1954.720482 = -661087.174843 nChanged 102 SP:Iteration 32Q (1590.390458 sec): 3 clusters Score: Raw -663076.201652 + Penalty 1954.720482 = -661121.481170 nChanged 92 SP:Iteration 33Q (1590.465199 sec): 3 clusters Score: Raw -663111.735936 + Penalty 1954.720482 = -661157.015454 nChanged 94 SP:Iteration 34Q (1590.553880 sec): 3 clusters Score: Raw -663152.106537 + Penalty 1954.720482 = -661197.386055 nChanged 89 SP:Iteration 35Q (1590.649805 sec): 3 clusters Score: Raw -663200.178886 + Penalty 1954.720482 = -661245.458404 nChanged 86 SP:Iteration 36Q (1590.763448 sec): 3 clusters Score: Raw -663253.003165 + Penalty 1954.720482 = -661298.282683 nChanged 90 SP:Iteration 37Q (1590.867574 sec): 3 clusters Score: Raw -663296.182150 + Penalty 1954.720482 = -661341.461668 nChanged 101 SP:Iteration 38Q (1590.973482 sec): 3 clusters Score: Raw -663341.347814 + Penalty 1954.720482 = -661386.627332 nChanged 81 SP:Iteration 39Q (1591.062396 sec): 3 clusters Score: Raw -663376.781108 + Penalty 1954.720482 = -661422.060626 nChanged 70 SP:Iteration 40F (1591.201798 sec): 3 clusters Score: Raw -663407.718487 + Penalty 1954.720482 = -661452.998005 nChanged 74 SP:Iteration 41Q (1591.312465 sec): 3 clusters Score: Raw -663435.600760 + Penalty 1954.720482 = -661480.880278 nChanged 61 SP:Iteration 42Q (1591.421542 sec): 3 clusters Score: Raw -663455.905106 + Penalty 1954.720482 = -661501.184624 nChanged 51 SP:Iteration 43Q (1591.543109 sec): 3 clusters Score: Raw -663473.272636 + Penalty 1954.720482 = -661518.552154 nChanged 44 SP:Iteration 44Q (1591.657028 sec): 3 clusters Score: Raw -663492.022330 + Penalty 1954.720482 = -661537.301848 nChanged 41 SP:Iteration 45Q (1591.765383 sec): 3 clusters Score: Raw -663507.467199 + Penalty 1954.720482 = -661552.746716 nChanged 38 SP:Iteration 46Q (1591.888617 sec): 3 clusters Score: Raw -663521.430058 + Penalty 1954.720482 = -661566.709576 nChanged 42 SP:Iteration 47Q (1591.981233 sec): 3 clusters Score: Raw -663536.006807 + Penalty 1954.720482 = -661581.286325 nChanged 30 SP:Iteration 48Q (1592.076781 sec): 3 clusters Score: Raw -663544.974616 + Penalty 1954.720482 = -661590.254134 nChanged 24 SP:Iteration 49Q (1592.197026 sec): 3 clusters Score: Raw -663550.752638 + Penalty 1954.720482 = -661596.032156 nChanged 15 SP:Iteration 50Q (1592.334916 sec): 3 clusters Score: Raw -663554.205035 + Penalty 1954.720482 = -661599.484553 nChanged 14 SP:Iteration 51Q (1592.418170 sec): 3 clusters Score: Raw -663557.110082 + Penalty 1954.720482 = -661602.389600 nChanged 15 SP:Iteration 52Q (1592.543589 sec): 3 clusters Score: Raw -663561.793307 + Penalty 1954.720482 = -661607.072825 nChanged 18 SP:Iteration 53Q (1592.637523 sec): 3 clusters Score: Raw -663566.564445 + Penalty 1954.720482 = -661611.843963 nChanged 18 SP:Iteration 54Q (1592.764266 sec): 3 clusters Score: Raw -663570.688430 + Penalty 1954.720482 = -661615.967948 nChanged 15 SP:Iteration 55Q (1592.868234 sec): 3 clusters Score: Raw -663574.348491 + Penalty 1954.720482 = -661619.628009 nChanged 17 SP:Iteration 56Q (1592.965640 sec): 3 clusters Score: Raw -663578.568195 + Penalty 1954.720482 = -661623.847713 nChanged 8 SP:Iteration 57Q (1593.061829 sec): 3 clusters Score: Raw -663580.111734 + Penalty 1954.720482 = -661625.391252 nChanged 6 SP:Iteration 58Q (1593.158311 sec): 3 clusters Score: Raw -663581.754288 + Penalty 1954.720482 = -661627.033806 nChanged 6 SP:Iteration 59Q (1593.245544 sec): 3 clusters Score: Raw -663582.701365 + Penalty 1954.720482 = -661627.980883 nChanged 4 SP:Iteration 60F (1593.340920 sec): 3 clusters Score: Raw -663583.508365 + Penalty 1954.720482 = -661628.787883 nChanged 5 SP:Iteration 61Q (1593.438276 sec): 3 clusters Score: Raw -663584.398133 + Penalty 1954.720482 = -661629.677651 nChanged 7 SP:Iteration 62Q (1593.534077 sec): 3 clusters Score: Raw -663585.832010 + Penalty 1954.720482 = -661631.111528 nChanged 5 SP:Iteration 63Q (1593.611596 sec): 3 clusters Score: Raw -663586.589761 + Penalty 1954.720482 = -661631.869279 nChanged 4 SP:Iteration 64Q (1593.709822 sec): 3 clusters Score: Raw -663586.961157 + Penalty 1954.720482 = -661632.240675 nChanged 2 SP:Iteration 65Q (1593.798112 sec): 3 clusters Score: Raw -663587.130353 + Penalty 1954.720482 = -661632.409871 nChanged 1 SP:Iteration 66Q (1593.890013 sec): 3 clusters Score: Raw -663587.350398 + Penalty 1954.720482 = -661632.629915 nChanged 1 SP:Iteration 67Q (1593.995818 sec): 3 clusters Score: Raw -663587.483119 + Penalty 1954.720482 = -661632.762637 nChanged 2 SP:Iteration 68Q (1594.075653 sec): 3 clusters Score: Raw -663587.791570 + Penalty 1954.720482 = -661633.071088 nChanged 2 SP:Iteration 69Q (1594.162036 sec): 3 clusters Score: Raw -663588.272402 + Penalty 1954.720482 = -661633.551920 nChanged 2 SP:Iteration 70Q (1594.274530 sec): 3 clusters Score: Raw -663588.646951 + Penalty 1954.720482 = -661633.926468 nChanged 1 SP:Iteration 71Q (1594.354456 sec): 3 clusters Score: Raw -663588.798617 + Penalty 1954.720482 = -661634.078135 nChanged 1 SP:Iteration 72Q (1594.453364 sec): 3 clusters Score: Raw -663589.033861 + Penalty 1954.720482 = -661634.313379 nChanged 3 SP:Iteration 73Q (1594.533082 sec): 3 clusters Score: Raw -663589.411030 + Penalty 1954.720482 = -661634.690548 nChanged 2 SP:Iteration 74Q (1594.638367 sec): 3 clusters Score: Raw -663589.734077 + Penalty 1954.720482 = -661635.013595 nChanged 2 SP:Iteration 75Q (1594.750087 sec): 3 clusters Score: Raw -663590.076162 + Penalty 1954.720482 = -661635.355679 nChanged 2 SP:Iteration 76Q (1594.829907 sec): 3 clusters Score: Raw -663590.283336 + Penalty 1954.720482 = -661635.562854 nChanged 0 SP:Iteration 77F (1594.934601 sec): 3 clusters Score: Raw -663590.283336 + Penalty 1954.720482 = -661635.562854 nChanged 0 Trying to split cluster 2 (2487 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1594.990208 sec): 2 clusters Score: Raw -118260.391130 + Penalty 820.977407 = -117439.413724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1595.057514 sec): 3 clusters Score: Raw -117009.569919 + Penalty 1641.954813 = -115367.615106 nChanged 1000 SP:Iteration 1F (1595.147812 sec): 3 clusters Score: Raw -117759.971613 + Penalty 1641.954813 = -116118.016800 nChanged 267 SP:Iteration 2F (1595.228910 sec): 3 clusters Score: Raw -118029.390045 + Penalty 1641.954813 = -116387.435232 nChanged 223 SP:Iteration 3F (1595.316394 sec): 3 clusters Score: Raw -118226.165436 + Penalty 1641.954813 = -116584.210623 nChanged 148 SP:Iteration 4F (1595.404548 sec): 3 clusters Score: Raw -118320.744512 + Penalty 1641.954813 = -116678.789699 nChanged 110 SP:Iteration 5Q (1595.483997 sec): 3 clusters Score: Raw -118387.055430 + Penalty 1641.954813 = -116745.100617 nChanged 69 SP:Iteration 6Q (1595.564453 sec): 3 clusters Score: Raw -118434.172745 + Penalty 1641.954813 = -116792.217932 nChanged 54 SP:Iteration 7Q (1595.665621 sec): 3 clusters Score: Raw -118465.422473 + Penalty 1641.954813 = -116823.467660 nChanged 40 SP:Iteration 8Q (1595.731118 sec): 3 clusters Score: Raw -118486.824255 + Penalty 1641.954813 = -116844.869442 nChanged 38 SP:Iteration 9Q (1595.827875 sec): 3 clusters Score: Raw -118518.508935 + Penalty 1641.954813 = -116876.554122 nChanged 46 SP:Iteration 10Q (1595.897206 sec): 3 clusters Score: Raw -118557.069135 + Penalty 1641.954813 = -116915.114321 nChanged 53 SP:Iteration 11Q (1595.985965 sec): 3 clusters Score: Raw -118595.939419 + Penalty 1641.954813 = -116953.984606 nChanged 48 SP:Iteration 12Q (1596.065739 sec): 3 clusters Score: Raw -118633.396072 + Penalty 1641.954813 = -116991.441259 nChanged 49 SP:Iteration 13Q (1596.156099 sec): 3 clusters Score: Raw -118682.773675 + Penalty 1641.954813 = -117040.818862 nChanged 65 SP:Iteration 14Q (1596.239021 sec): 3 clusters Score: Raw -118744.690289 + Penalty 1641.954813 = -117102.735476 nChanged 62 SP:Iteration 15Q (1596.323001 sec): 3 clusters Score: Raw -118786.600533 + Penalty 1641.954813 = -117144.645719 nChanged 47 SP:Iteration 16Q (1596.396288 sec): 3 clusters Score: Raw -118813.531996 + Penalty 1641.954813 = -117171.577183 nChanged 51 SP:Iteration 17Q (1596.478933 sec): 3 clusters Score: Raw -118846.211846 + Penalty 1641.954813 = -117204.257032 nChanged 58 SP:Iteration 18Q (1596.556263 sec): 3 clusters Score: Raw -118896.724494 + Penalty 1641.954813 = -117254.769681 nChanged 58 SP:Iteration 19Q (1596.647073 sec): 3 clusters Score: Raw -118950.577854 + Penalty 1641.954813 = -117308.623041 nChanged 45 SP:Iteration 20F (1596.728038 sec): 3 clusters Score: Raw -118982.179420 + Penalty 1641.954813 = -117340.224607 nChanged 35 SP:Iteration 21Q (1596.807491 sec): 3 clusters Score: Raw -119000.631714 + Penalty 1641.954813 = -117358.676900 nChanged 37 SP:Iteration 22Q (1596.890765 sec): 3 clusters Score: Raw -119020.814040 + Penalty 1641.954813 = -117378.859227 nChanged 32 SP:Iteration 23Q (1596.950902 sec): 3 clusters Score: Raw -119041.998835 + Penalty 1641.954813 = -117400.044022 nChanged 28 SP:Iteration 24Q (1597.037331 sec): 3 clusters Score: Raw -119070.135649 + Penalty 1641.954813 = -117428.180836 nChanged 28 SP:Iteration 25Q (1597.161346 sec): 3 clusters Score: Raw -119088.462927 + Penalty 1641.954813 = -117446.508114 nChanged 19 SP:Iteration 26Q (1597.249283 sec): 3 clusters Score: Raw -119101.049347 + Penalty 1641.954813 = -117459.094534 nChanged 18 SP:Iteration 27Q (1597.380533 sec): 3 clusters Score: Raw -119114.231966 + Penalty 1641.954813 = -117472.277153 nChanged 15 SP:Iteration 28Q (1597.460499 sec): 3 clusters Score: Raw -119125.031362 + Penalty 1641.954813 = -117483.076548 nChanged 16 SP:Iteration 29Q (1597.576935 sec): 3 clusters Score: Raw -119135.999195 + Penalty 1641.954813 = -117494.044382 nChanged 15 SP:Iteration 30Q (1597.666183 sec): 3 clusters Score: Raw -119144.836557 + Penalty 1641.954813 = -117502.881743 nChanged 12 SP:Iteration 31Q (1597.778609 sec): 3 clusters Score: Raw -119149.942686 + Penalty 1641.954813 = -117507.987873 nChanged 6 SP:Iteration 32Q (1597.895774 sec): 3 clusters Score: Raw -119154.461877 + Penalty 1641.954813 = -117512.507064 nChanged 4 SP:Iteration 33Q (1597.987916 sec): 3 clusters Score: Raw -119155.800521 + Penalty 1641.954813 = -117513.845708 nChanged 1 SP:Iteration 34Q (1598.083603 sec): 3 clusters Score: Raw -119156.374968 + Penalty 1641.954813 = -117514.420155 nChanged 0 SP:Iteration 35F (1598.170377 sec): 3 clusters Score: Raw -119156.374968 + Penalty 1641.954813 = -117514.420155 nChanged 0 Score: Raw -4230303.478671 + Penalty 24837.097143 = -4205466.381527 Splitting cluster 2 changes total score from -4205753.116601 to -4205466.381527 So it's not getting split. Trying to split cluster 3 (1182 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1599.939641 sec): 2 clusters Score: Raw -68616.407252 + Penalty 742.871136 = -67873.536117 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1600.049150 sec): 3 clusters Score: Raw -68140.360195 + Penalty 1485.742272 = -66654.617923 nChanged 423 SP:Iteration 1F (1600.130202 sec): 3 clusters Score: Raw -68435.255266 + Penalty 1485.742272 = -66949.512995 nChanged 90 SP:Iteration 2F (1600.208068 sec): 3 clusters Score: Raw -68520.727106 + Penalty 1485.742272 = -67034.984834 nChanged 68 SP:Iteration 3F (1600.275478 sec): 3 clusters Score: Raw -68582.136802 + Penalty 1485.742272 = -67096.394530 nChanged 51 SP:Iteration 4Q (1600.358815 sec): 3 clusters Score: Raw -68629.608249 + Penalty 1485.742272 = -67143.865978 nChanged 38 SP:Iteration 5Q (1600.446642 sec): 3 clusters Score: Raw -68669.064486 + Penalty 1485.742272 = -67183.322214 nChanged 33 SP:Iteration 6Q (1600.535515 sec): 3 clusters Score: Raw -68693.733365 + Penalty 1485.742272 = -67207.991094 nChanged 28 SP:Iteration 7Q (1600.629460 sec): 3 clusters Score: Raw -68718.568072 + Penalty 1485.742272 = -67232.825801 nChanged 23 SP:Iteration 8Q (1600.692219 sec): 3 clusters Score: Raw -68739.116479 + Penalty 1485.742272 = -67253.374207 nChanged 18 SP:Iteration 9Q (1600.776247 sec): 3 clusters Score: Raw -68752.624450 + Penalty 1485.742272 = -67266.882179 nChanged 16 SP:Iteration 10Q (1600.857728 sec): 3 clusters Score: Raw -68764.658966 + Penalty 1485.742272 = -67278.916695 nChanged 16 SP:Iteration 11Q (1600.947275 sec): 3 clusters Score: Raw -68776.028760 + Penalty 1485.742272 = -67290.286488 nChanged 11 SP:Iteration 12Q (1601.029460 sec): 3 clusters Score: Raw -68782.163366 + Penalty 1485.742272 = -67296.421094 nChanged 10 SP:Iteration 13Q (1601.111863 sec): 3 clusters Score: Raw -68787.142073 + Penalty 1485.742272 = -67301.399801 nChanged 4 SP:Iteration 14Q (1601.191098 sec): 3 clusters Score: Raw -68789.541639 + Penalty 1485.742272 = -67303.799367 nChanged 2 SP:Iteration 15Q (1601.278759 sec): 3 clusters Score: Raw -68790.874907 + Penalty 1485.742272 = -67305.132635 nChanged 3 SP:Iteration 16Q (1601.352712 sec): 3 clusters Score: Raw -68792.521473 + Penalty 1485.742272 = -67306.779201 nChanged 2 SP:Iteration 17Q (1601.434925 sec): 3 clusters Score: Raw -68793.702686 + Penalty 1485.742272 = -67307.960415 nChanged 0 SP:Iteration 18F (1601.518376 sec): 3 clusters Score: Raw -68793.702686 + Penalty 1485.742272 = -67307.960415 nChanged 0 Trying to split cluster 4 (1377 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1601.552009 sec): 2 clusters Score: Raw -75037.082298 + Penalty 758.904562 = -74278.177736 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1601.635210 sec): 3 clusters Score: Raw -74452.083355 + Penalty 1517.809125 = -72934.274230 nChanged 503 SP:Iteration 1F (1601.736121 sec): 3 clusters Score: Raw -74802.178017 + Penalty 1517.809125 = -73284.368892 nChanged 118 SP:Iteration 2F (1601.813612 sec): 3 clusters Score: Raw -74904.262560 + Penalty 1517.809125 = -73386.453435 nChanged 76 SP:Iteration 3F (1601.892769 sec): 3 clusters Score: Raw -74957.617886 + Penalty 1517.809125 = -73439.808761 nChanged 61 SP:Iteration 4Q (1601.964864 sec): 3 clusters Score: Raw -74999.783916 + Penalty 1517.809125 = -73481.974791 nChanged 41 SP:Iteration 5Q (1602.065485 sec): 3 clusters Score: Raw -75026.709449 + Penalty 1517.809125 = -73508.900324 nChanged 40 SP:Iteration 6Q (1602.133353 sec): 3 clusters Score: Raw -75056.036276 + Penalty 1517.809125 = -73538.227152 nChanged 33 SP:Iteration 7Q (1602.220204 sec): 3 clusters Score: Raw -75091.119892 + Penalty 1517.809125 = -73573.310767 nChanged 35 SP:Iteration 8Q (1602.295295 sec): 3 clusters Score: Raw -75118.762204 + Penalty 1517.809125 = -73600.953079 nChanged 25 SP:Iteration 9Q (1602.381365 sec): 3 clusters Score: Raw -75134.136317 + Penalty 1517.809125 = -73616.327193 nChanged 15 SP:Iteration 10Q (1602.457706 sec): 3 clusters Score: Raw -75144.834372 + Penalty 1517.809125 = -73627.025247 nChanged 23 SP:Iteration 11Q (1602.536035 sec): 3 clusters Score: Raw -75161.388616 + Penalty 1517.809125 = -73643.579492 nChanged 18 SP:Iteration 12Q (1602.616116 sec): 3 clusters Score: Raw -75173.540582 + Penalty 1517.809125 = -73655.731458 nChanged 14 SP:Iteration 13Q (1602.713822 sec): 3 clusters Score: Raw -75179.969115 + Penalty 1517.809125 = -73662.159990 nChanged 9 SP:Iteration 14Q (1602.785267 sec): 3 clusters Score: Raw -75187.035566 + Penalty 1517.809125 = -73669.226441 nChanged 9 SP:Iteration 15Q (1602.878201 sec): 3 clusters Score: Raw -75191.296058 + Penalty 1517.809125 = -73673.486933 nChanged 8 SP:Iteration 16Q (1602.949256 sec): 3 clusters Score: Raw -75193.684744 + Penalty 1517.809125 = -73675.875619 nChanged 2 SP:Iteration 17Q (1603.023453 sec): 3 clusters Score: Raw -75194.647303 + Penalty 1517.809125 = -73676.838178 nChanged 2 SP:Iteration 18Q (1603.119937 sec): 3 clusters Score: Raw -75195.671584 + Penalty 1517.809125 = -73677.862460 nChanged 3 SP:Iteration 19Q (1603.218407 sec): 3 clusters Score: Raw -75196.689984 + Penalty 1517.809125 = -73678.880860 nChanged 4 SP:Iteration 20F (1603.331796 sec): 3 clusters Score: Raw -75198.061374 + Penalty 1517.809125 = -73680.252249 nChanged 3 SP:Iteration 21Q (1603.439724 sec): 3 clusters Score: Raw -75200.419353 + Penalty 1517.809125 = -73682.610228 nChanged 5 SP:Iteration 22Q (1603.520318 sec): 3 clusters Score: Raw -75203.243917 + Penalty 1517.809125 = -73685.434792 nChanged 3 SP:Iteration 23Q (1603.629408 sec): 3 clusters Score: Raw -75205.094862 + Penalty 1517.809125 = -73687.285738 nChanged 3 SP:Iteration 24Q (1603.752852 sec): 3 clusters Score: Raw -75206.344921 + Penalty 1517.809125 = -73688.535796 nChanged 3 SP:Iteration 25Q (1603.835219 sec): 3 clusters Score: Raw -75207.228091 + Penalty 1517.809125 = -73689.418966 nChanged 2 SP:Iteration 26Q (1603.936078 sec): 3 clusters Score: Raw -75208.216867 + Penalty 1517.809125 = -73690.407742 nChanged 3 SP:Iteration 27Q (1604.044498 sec): 3 clusters Score: Raw -75209.682183 + Penalty 1517.809125 = -73691.873059 nChanged 3 SP:Iteration 28Q (1604.157762 sec): 3 clusters Score: Raw -75211.385674 + Penalty 1517.809125 = -73693.576549 nChanged 4 SP:Iteration 29Q (1604.236576 sec): 3 clusters Score: Raw -75212.868250 + Penalty 1517.809125 = -73695.059125 nChanged 5 SP:Iteration 30Q (1604.334762 sec): 3 clusters Score: Raw -75214.919012 + Penalty 1517.809125 = -73697.109887 nChanged 6 SP:Iteration 31Q (1604.414713 sec): 3 clusters Score: Raw -75218.881758 + Penalty 1517.809125 = -73701.072634 nChanged 7 SP:Iteration 32Q (1604.497924 sec): 3 clusters Score: Raw -75223.732338 + Penalty 1517.809125 = -73705.923214 nChanged 12 SP:Iteration 33Q (1604.591212 sec): 3 clusters Score: Raw -75230.333400 + Penalty 1517.809125 = -73712.524276 nChanged 7 SP:Iteration 34Q (1604.681101 sec): 3 clusters Score: Raw -75234.769677 + Penalty 1517.809125 = -73716.960552 nChanged 7 SP:Iteration 35Q (1604.775846 sec): 3 clusters Score: Raw -75238.407633 + Penalty 1517.809125 = -73720.598509 nChanged 7 SP:Iteration 36Q (1604.874949 sec): 3 clusters Score: Raw -75242.110643 + Penalty 1517.809125 = -73724.301518 nChanged 7 SP:Iteration 37Q (1604.953506 sec): 3 clusters Score: Raw -75247.384700 + Penalty 1517.809125 = -73729.575575 nChanged 4 SP:Iteration 38Q (1605.049450 sec): 3 clusters Score: Raw -75249.253777 + Penalty 1517.809125 = -73731.444652 nChanged 5 SP:Iteration 39Q (1605.150130 sec): 3 clusters Score: Raw -75252.819213 + Penalty 1517.809125 = -73735.010088 nChanged 8 SP:Iteration 40F (1605.251150 sec): 3 clusters Score: Raw -75257.931365 + Penalty 1517.809125 = -73740.122240 nChanged 9 SP:Iteration 41Q (1605.344598 sec): 3 clusters Score: Raw -75262.386941 + Penalty 1517.809125 = -73744.577816 nChanged 10 SP:Iteration 42Q (1605.411001 sec): 3 clusters Score: Raw -75266.787231 + Penalty 1517.809125 = -73748.978107 nChanged 7 SP:Iteration 43Q (1605.502841 sec): 3 clusters Score: Raw -75270.667290 + Penalty 1517.809125 = -73752.858166 nChanged 7 SP:Iteration 44Q (1605.593835 sec): 3 clusters Score: Raw -75273.312735 + Penalty 1517.809125 = -73755.503610 nChanged 4 SP:Iteration 45Q (1605.671614 sec): 3 clusters Score: Raw -75275.844622 + Penalty 1517.809125 = -73758.035497 nChanged 3 SP:Iteration 46Q (1605.759526 sec): 3 clusters Score: Raw -75277.475344 + Penalty 1517.809125 = -73759.666219 nChanged 1 SP:Iteration 47Q (1605.827546 sec): 3 clusters Score: Raw -75278.318904 + Penalty 1517.809125 = -73760.509779 nChanged 0 SP:Iteration 48F (1605.918153 sec): 3 clusters Score: Raw -75278.318904 + Penalty 1517.809125 = -73760.509779 nChanged 0 Trying to split cluster 5 (3124 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1605.957403 sec): 2 clusters Score: Raw -184804.841350 + Penalty 844.921299 = -183959.920051 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1606.064356 sec): 3 clusters Score: Raw -183182.834692 + Penalty 1689.842597 = -181492.992094 nChanged 1265 SP:Iteration 1F (1606.142030 sec): 3 clusters Score: Raw -183918.400092 + Penalty 1689.842597 = -182228.557495 nChanged 252 SP:Iteration 2F (1606.222262 sec): 3 clusters Score: Raw -184099.360576 + Penalty 1689.842597 = -182409.517979 nChanged 201 SP:Iteration 3F (1606.304033 sec): 3 clusters Score: Raw -184258.331013 + Penalty 1689.842597 = -182568.488416 nChanged 174 SP:Iteration 4F (1606.400497 sec): 3 clusters Score: Raw -184384.306336 + Penalty 1689.842597 = -182694.463739 nChanged 154 SP:Iteration 5Q (1606.472720 sec): 3 clusters Score: Raw -184485.740293 + Penalty 1689.842597 = -182795.897695 nChanged 126 SP:Iteration 6Q (1606.572378 sec): 3 clusters Score: Raw -184558.685494 + Penalty 1689.842597 = -182868.842897 nChanged 89 SP:Iteration 7Q (1606.659295 sec): 3 clusters Score: Raw -184619.761301 + Penalty 1689.842597 = -182929.918704 nChanged 77 SP:Iteration 8Q (1606.743488 sec): 3 clusters Score: Raw -184678.611852 + Penalty 1689.842597 = -182988.769255 nChanged 67 SP:Iteration 9Q (1606.828221 sec): 3 clusters Score: Raw -184734.258378 + Penalty 1689.842597 = -183044.415780 nChanged 66 SP:Iteration 10Q (1606.912487 sec): 3 clusters Score: Raw -184791.647662 + Penalty 1689.842597 = -183101.805065 nChanged 59 SP:Iteration 11Q (1606.989454 sec): 3 clusters Score: Raw -184839.097642 + Penalty 1689.842597 = -183149.255045 nChanged 62 SP:Iteration 12Q (1607.096418 sec): 3 clusters Score: Raw -184884.528167 + Penalty 1689.842597 = -183194.685569 nChanged 56 SP:Iteration 13Q (1607.178768 sec): 3 clusters Score: Raw -184924.279886 + Penalty 1689.842597 = -183234.437288 nChanged 41 SP:Iteration 14Q (1607.260814 sec): 3 clusters Score: Raw -184949.816625 + Penalty 1689.842597 = -183259.974028 nChanged 33 SP:Iteration 15Q (1607.338890 sec): 3 clusters Score: Raw -184967.975920 + Penalty 1689.842597 = -183278.133323 nChanged 21 SP:Iteration 16Q (1607.424192 sec): 3 clusters Score: Raw -184975.344266 + Penalty 1689.842597 = -183285.501668 nChanged 14 SP:Iteration 17Q (1607.510388 sec): 3 clusters Score: Raw -184983.242206 + Penalty 1689.842597 = -183293.399608 nChanged 20 SP:Iteration 18Q (1607.612945 sec): 3 clusters Score: Raw -184993.117978 + Penalty 1689.842597 = -183303.275381 nChanged 15 SP:Iteration 19Q (1607.698368 sec): 3 clusters Score: Raw -184998.488727 + Penalty 1689.842597 = -183308.646130 nChanged 9 SP:Iteration 20F (1607.765353 sec): 3 clusters Score: Raw -185002.199676 + Penalty 1689.842597 = -183312.357079 nChanged 5 SP:Iteration 21Q (1607.853103 sec): 3 clusters Score: Raw -185005.088580 + Penalty 1689.842597 = -183315.245983 nChanged 10 SP:Iteration 22Q (1607.926332 sec): 3 clusters Score: Raw -185007.768178 + Penalty 1689.842597 = -183317.925581 nChanged 4 SP:Iteration 23Q (1608.025331 sec): 3 clusters Score: Raw -185009.096232 + Penalty 1689.842597 = -183319.253635 nChanged 4 SP:Iteration 24Q (1608.099433 sec): 3 clusters Score: Raw -185010.457886 + Penalty 1689.842597 = -183320.615289 nChanged 3 SP:Iteration 25Q (1608.164542 sec): 3 clusters Score: Raw -185012.605524 + Penalty 1689.842597 = -183322.762927 nChanged 3 SP:Iteration 26Q (1608.261556 sec): 3 clusters Score: Raw -185014.022927 + Penalty 1689.842597 = -183324.180330 nChanged 2 SP:Iteration 27Q (1608.343486 sec): 3 clusters Score: Raw -185015.123384 + Penalty 1689.842597 = -183325.280786 nChanged 4 SP:Iteration 28Q (1608.434156 sec): 3 clusters Score: Raw -185016.493345 + Penalty 1689.842597 = -183326.650748 nChanged 4 SP:Iteration 29Q (1608.519849 sec): 3 clusters Score: Raw -185018.010893 + Penalty 1689.842597 = -183328.168296 nChanged 4 SP:Iteration 30Q (1608.602434 sec): 3 clusters Score: Raw -185019.376711 + Penalty 1689.842597 = -183329.534114 nChanged 5 SP:Iteration 31Q (1608.687578 sec): 3 clusters Score: Raw -185021.874313 + Penalty 1689.842597 = -183332.031716 nChanged 5 SP:Iteration 32Q (1608.764069 sec): 3 clusters Score: Raw -185023.603701 + Penalty 1689.842597 = -183333.761104 nChanged 5 SP:Iteration 33Q (1608.865118 sec): 3 clusters Score: Raw -185024.841769 + Penalty 1689.842597 = -183334.999172 nChanged 6 SP:Iteration 34Q (1608.939557 sec): 3 clusters Score: Raw -185026.214886 + Penalty 1689.842597 = -183336.372289 nChanged 5 SP:Iteration 35Q (1609.034352 sec): 3 clusters Score: Raw -185027.337917 + Penalty 1689.842597 = -183337.495320 nChanged 2 SP:Iteration 36Q (1609.102657 sec): 3 clusters Score: Raw -185027.935210 + Penalty 1689.842597 = -183338.092613 nChanged 5 SP:Iteration 37Q (1609.180817 sec): 3 clusters Score: Raw -185030.020857 + Penalty 1689.842597 = -183340.178260 nChanged 6 SP:Iteration 38Q (1609.265130 sec): 3 clusters Score: Raw -185032.285973 + Penalty 1689.842597 = -183342.443375 nChanged 6 SP:Iteration 39Q (1609.350405 sec): 3 clusters Score: Raw -185036.349223 + Penalty 1689.842597 = -183346.506625 nChanged 3 SP:Iteration 40F (1609.432891 sec): 3 clusters Score: Raw -185036.987335 + Penalty 1689.842597 = -183347.144738 nChanged 0 Trying to split cluster 6 (1091 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1609.478530 sec): 2 clusters Score: Raw -40497.714255 + Penalty 734.459249 = -39763.255006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1609.567236 sec): 3 clusters Score: Raw -40115.621886 + Penalty 1468.918497 = -38646.703389 nChanged 392 SP:Iteration 1F (1609.642575 sec): 3 clusters Score: Raw -40566.666159 + Penalty 1468.918497 = -39097.747662 nChanged 143 SP:Iteration 2F (1609.742776 sec): 3 clusters Score: Raw -40797.127234 + Penalty 1468.918497 = -39328.208737 nChanged 90 SP:Iteration 3F (1609.832046 sec): 3 clusters Score: Raw -40942.142717 + Penalty 1468.918497 = -39473.224220 nChanged 60 SP:Iteration 4F (1609.940114 sec): 3 clusters Score: Raw -41003.366081 + Penalty 1468.918497 = -39534.447584 nChanged 31 SP:Iteration 5Q (1610.042828 sec): 3 clusters Score: Raw -41030.406930 + Penalty 1468.918497 = -39561.488433 nChanged 21 SP:Iteration 6Q (1610.122826 sec): 3 clusters Score: Raw -41047.337613 + Penalty 1468.918497 = -39578.419115 nChanged 14 SP:Iteration 7Q (1610.218320 sec): 3 clusters Score: Raw -41060.098953 + Penalty 1468.918497 = -39591.180456 nChanged 15 SP:Iteration 8Q (1610.328865 sec): 3 clusters Score: Raw -41072.786171 + Penalty 1468.918497 = -39603.867674 nChanged 11 SP:Iteration 9Q (1610.411089 sec): 3 clusters Score: Raw -41096.602021 + Penalty 1468.918497 = -39627.683524 nChanged 14 SP:Iteration 10Q (1610.526305 sec): 3 clusters Score: Raw -41119.233737 + Penalty 1468.918497 = -39650.315240 nChanged 8 SP:Iteration 11Q (1610.633923 sec): 3 clusters Score: Raw -41130.723801 + Penalty 1468.918497 = -39661.805304 nChanged 9 SP:Iteration 12Q (1610.715157 sec): 3 clusters Score: Raw -41136.127350 + Penalty 1468.918497 = -39667.208853 nChanged 5 SP:Iteration 13Q (1610.809466 sec): 3 clusters Score: Raw -41141.987374 + Penalty 1468.918497 = -39673.068877 nChanged 9 SP:Iteration 14Q (1610.901951 sec): 3 clusters Score: Raw -41149.545670 + Penalty 1468.918497 = -39680.627173 nChanged 8 SP:Iteration 15Q (1610.998027 sec): 3 clusters Score: Raw -41154.619735 + Penalty 1468.918497 = -39685.701238 nChanged 5 SP:Iteration 16Q (1611.088478 sec): 3 clusters Score: Raw -41158.017394 + Penalty 1468.918497 = -39689.098897 nChanged 5 SP:Iteration 17Q (1611.160487 sec): 3 clusters Score: Raw -41162.164545 + Penalty 1468.918497 = -39693.246048 nChanged 6 SP:Iteration 18Q (1611.228090 sec): 3 clusters Score: Raw -41165.686920 + Penalty 1468.918497 = -39696.768423 nChanged 4 SP:Iteration 19Q (1611.315699 sec): 3 clusters Score: Raw -41167.210378 + Penalty 1468.918497 = -39698.291881 nChanged 6 SP:Iteration 20F (1611.401794 sec): 3 clusters Score: Raw -41172.142839 + Penalty 1468.918497 = -39703.224342 nChanged 2 SP:Iteration 21Q (1611.468908 sec): 3 clusters Score: Raw -41174.020600 + Penalty 1468.918497 = -39705.102103 nChanged 4 SP:Iteration 22Q (1611.586283 sec): 3 clusters Score: Raw -41175.777491 + Penalty 1468.918497 = -39706.858994 nChanged 3 SP:Iteration 23Q (1611.677898 sec): 3 clusters Score: Raw -41176.857332 + Penalty 1468.918497 = -39707.938835 nChanged 2 SP:Iteration 24Q (1611.785688 sec): 3 clusters Score: Raw -41178.509206 + Penalty 1468.918497 = -39709.590709 nChanged 0 SP:Iteration 25F (1611.900053 sec): 3 clusters Score: Raw -41178.509206 + Penalty 1468.918497 = -39709.590709 nChanged 0 Trying to split cluster 7 (7105 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1611.951217 sec): 2 clusters Score: Raw -400853.082879 + Penalty 931.198174 = -399921.884704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1612.077157 sec): 3 clusters Score: Raw -396813.795138 + Penalty 1862.396349 = -394951.398789 nChanged 3104 SP:Iteration 1F (1612.175108 sec): 3 clusters Score: Raw -398740.453759 + Penalty 1862.396349 = -396878.057411 nChanged 494 SP:Iteration 2F (1612.296454 sec): 3 clusters Score: Raw -399037.037653 + Penalty 1862.396349 = -397174.641304 nChanged 433 SP:Iteration 3F (1612.405594 sec): 3 clusters Score: Raw -399288.889231 + Penalty 1862.396349 = -397426.492883 nChanged 394 SP:Iteration 4F (1612.507511 sec): 3 clusters Score: Raw -399531.455914 + Penalty 1862.396349 = -397669.059565 nChanged 355 SP:Iteration 5Q (1612.582834 sec): 3 clusters Score: Raw -399760.887351 + Penalty 1862.396349 = -397898.491002 nChanged 364 SP:Iteration 6F (1612.690266 sec): 3 clusters Score: Raw -400007.910424 + Penalty 1862.396349 = -398145.514075 nChanged 317 SP:Iteration 7Q (1612.768836 sec): 3 clusters Score: Raw -400178.404769 + Penalty 1862.396349 = -398316.008421 nChanged 269 SP:Iteration 8Q (1612.871218 sec): 3 clusters Score: Raw -400302.493288 + Penalty 1862.396349 = -398440.096939 nChanged 208 SP:Iteration 9Q (1612.964126 sec): 3 clusters Score: Raw -400384.687623 + Penalty 1862.396349 = -398522.291275 nChanged 167 SP:Iteration 10Q (1613.064738 sec): 3 clusters Score: Raw -400439.271811 + Penalty 1862.396349 = -398576.875463 nChanged 108 SP:Iteration 11Q (1613.154577 sec): 3 clusters Score: Raw -400468.913965 + Penalty 1862.396349 = -398606.517617 nChanged 95 SP:Iteration 12Q (1613.254771 sec): 3 clusters Score: Raw -400494.011946 + Penalty 1862.396349 = -398631.615597 nChanged 79 SP:Iteration 13Q (1613.356800 sec): 3 clusters Score: Raw -400509.026467 + Penalty 1862.396349 = -398646.630118 nChanged 74 SP:Iteration 14Q (1613.441721 sec): 3 clusters Score: Raw -400527.716018 + Penalty 1862.396349 = -398665.319670 nChanged 79 SP:Iteration 15Q (1613.533544 sec): 3 clusters Score: Raw -400550.461370 + Penalty 1862.396349 = -398688.065021 nChanged 74 SP:Iteration 16Q (1613.628284 sec): 3 clusters Score: Raw -400575.711381 + Penalty 1862.396349 = -398713.315033 nChanged 72 SP:Iteration 17Q (1613.720361 sec): 3 clusters Score: Raw -400594.445830 + Penalty 1862.396349 = -398732.049481 nChanged 61 SP:Iteration 18Q (1613.806467 sec): 3 clusters Score: Raw -400610.888692 + Penalty 1862.396349 = -398748.492343 nChanged 54 SP:Iteration 19Q (1613.884683 sec): 3 clusters Score: Raw -400622.653420 + Penalty 1862.396349 = -398760.257072 nChanged 40 SP:Iteration 20F (1613.972725 sec): 3 clusters Score: Raw -400633.052377 + Penalty 1862.396349 = -398770.656028 nChanged 49 SP:Iteration 21Q (1614.085541 sec): 3 clusters Score: Raw -400642.413117 + Penalty 1862.396349 = -398780.016768 nChanged 45 SP:Iteration 22Q (1614.152743 sec): 3 clusters Score: Raw -400651.648549 + Penalty 1862.396349 = -398789.252200 nChanged 33 SP:Iteration 23Q (1614.258835 sec): 3 clusters Score: Raw -400657.698766 + Penalty 1862.396349 = -398795.302417 nChanged 29 SP:Iteration 24Q (1614.351148 sec): 3 clusters Score: Raw -400662.061437 + Penalty 1862.396349 = -398799.665088 nChanged 21 SP:Iteration 25Q (1614.437343 sec): 3 clusters Score: Raw -400665.529549 + Penalty 1862.396349 = -398803.133201 nChanged 23 SP:Iteration 26Q (1614.531634 sec): 3 clusters Score: Raw -400669.615330 + Penalty 1862.396349 = -398807.218981 nChanged 18 SP:Iteration 27Q (1614.617960 sec): 3 clusters Score: Raw -400671.628884 + Penalty 1862.396349 = -398809.232536 nChanged 18 SP:Iteration 28Q (1614.701528 sec): 3 clusters Score: Raw -400673.391934 + Penalty 1862.396349 = -398810.995586 nChanged 21 SP:Iteration 29Q (1614.798862 sec): 3 clusters Score: Raw -400676.688516 + Penalty 1862.396349 = -398814.292168 nChanged 21 SP:Iteration 30Q (1614.889016 sec): 3 clusters Score: Raw -400678.955252 + Penalty 1862.396349 = -398816.558903 nChanged 16 SP:Iteration 31Q (1614.981683 sec): 3 clusters Score: Raw -400680.567346 + Penalty 1862.396349 = -398818.170998 nChanged 12 SP:Iteration 32Q (1615.060999 sec): 3 clusters Score: Raw -400681.953589 + Penalty 1862.396349 = -398819.557241 nChanged 16 SP:Iteration 33Q (1615.157255 sec): 3 clusters Score: Raw -400683.919248 + Penalty 1862.396349 = -398821.522899 nChanged 15 SP:Iteration 34Q (1615.239490 sec): 3 clusters Score: Raw -400685.561249 + Penalty 1862.396349 = -398823.164901 nChanged 14 SP:Iteration 35Q (1615.320997 sec): 3 clusters Score: Raw -400687.126846 + Penalty 1862.396349 = -398824.730497 nChanged 14 SP:Iteration 36Q (1615.409610 sec): 3 clusters Score: Raw -400688.547997 + Penalty 1862.396349 = -398826.151648 nChanged 14 SP:Iteration 37Q (1615.513499 sec): 3 clusters Score: Raw -400690.760456 + Penalty 1862.396349 = -398828.364108 nChanged 14 SP:Iteration 38Q (1615.603852 sec): 3 clusters Score: Raw -400693.051757 + Penalty 1862.396349 = -398830.655409 nChanged 20 SP:Iteration 39Q (1615.695028 sec): 3 clusters Score: Raw -400696.581939 + Penalty 1862.396349 = -398834.185591 nChanged 20 SP:Iteration 40F (1615.775027 sec): 3 clusters Score: Raw -400699.385063 + Penalty 1862.396349 = -398836.988715 nChanged 15 SP:Iteration 41Q (1615.863574 sec): 3 clusters Score: Raw -400700.998116 + Penalty 1862.396349 = -398838.601768 nChanged 15 SP:Iteration 42Q (1615.960962 sec): 3 clusters Score: Raw -400703.418341 + Penalty 1862.396349 = -398841.021993 nChanged 18 SP:Iteration 43Q (1616.049862 sec): 3 clusters Score: Raw -400705.920237 + Penalty 1862.396349 = -398843.523888 nChanged 15 SP:Iteration 44Q (1616.140242 sec): 3 clusters Score: Raw -400707.362396 + Penalty 1862.396349 = -398844.966048 nChanged 20 SP:Iteration 45Q (1616.221641 sec): 3 clusters Score: Raw -400709.660917 + Penalty 1862.396349 = -398847.264569 nChanged 13 SP:Iteration 46Q (1616.305445 sec): 3 clusters Score: Raw -400711.118960 + Penalty 1862.396349 = -398848.722612 nChanged 18 SP:Iteration 47Q (1616.384998 sec): 3 clusters Score: Raw -400713.378688 + Penalty 1862.396349 = -398850.982339 nChanged 13 SP:Iteration 48Q (1616.473158 sec): 3 clusters Score: Raw -400716.083685 + Penalty 1862.396349 = -398853.687336 nChanged 15 SP:Iteration 49Q (1616.573443 sec): 3 clusters Score: Raw -400718.179029 + Penalty 1862.396349 = -398855.782680 nChanged 24 SP:Iteration 50Q (1616.669611 sec): 3 clusters Score: Raw -400723.348086 + Penalty 1862.396349 = -398860.951737 nChanged 31 SP:Iteration 51Q (1616.759147 sec): 3 clusters Score: Raw -400728.721721 + Penalty 1862.396349 = -398866.325372 nChanged 28 SP:Iteration 52Q (1616.835629 sec): 3 clusters Score: Raw -400734.262174 + Penalty 1862.396349 = -398871.865825 nChanged 31 SP:Iteration 53Q (1616.957922 sec): 3 clusters Score: Raw -400739.001171 + Penalty 1862.396349 = -398876.604822 nChanged 20 SP:Iteration 54Q (1617.048163 sec): 3 clusters Score: Raw -400741.638027 + Penalty 1862.396349 = -398879.241679 nChanged 17 SP:Iteration 55Q (1617.160764 sec): 3 clusters Score: Raw -400744.123488 + Penalty 1862.396349 = -398881.727139 nChanged 17 SP:Iteration 56Q (1617.258342 sec): 3 clusters Score: Raw -400746.732507 + Penalty 1862.396349 = -398884.336158 nChanged 19 SP:Iteration 57Q (1617.358933 sec): 3 clusters Score: Raw -400750.084103 + Penalty 1862.396349 = -398887.687754 nChanged 20 SP:Iteration 58Q (1617.469310 sec): 3 clusters Score: Raw -400753.357847 + Penalty 1862.396349 = -398890.961498 nChanged 25 SP:Iteration 59Q (1617.571765 sec): 3 clusters Score: Raw -400756.960247 + Penalty 1862.396349 = -398894.563899 nChanged 19 SP:Iteration 60F (1617.685961 sec): 3 clusters Score: Raw -400759.508359 + Penalty 1862.396349 = -398897.112010 nChanged 23 SP:Iteration 61Q (1617.811885 sec): 3 clusters Score: Raw -400763.789554 + Penalty 1862.396349 = -398901.393205 nChanged 24 SP:Iteration 62Q (1617.911578 sec): 3 clusters Score: Raw -400769.577405 + Penalty 1862.396349 = -398907.181057 nChanged 27 SP:Iteration 63Q (1618.011212 sec): 3 clusters Score: Raw -400774.796587 + Penalty 1862.396349 = -398912.400238 nChanged 26 SP:Iteration 64Q (1618.136855 sec): 3 clusters Score: Raw -400780.312648 + Penalty 1862.396349 = -398917.916299 nChanged 35 SP:Iteration 65Q (1618.229354 sec): 3 clusters Score: Raw -400790.184070 + Penalty 1862.396349 = -398927.787721 nChanged 44 SP:Iteration 66Q (1618.359904 sec): 3 clusters Score: Raw -400802.688323 + Penalty 1862.396349 = -398940.291974 nChanged 46 SP:Iteration 67Q (1618.432863 sec): 3 clusters Score: Raw -400811.671987 + Penalty 1862.396349 = -398949.275639 nChanged 35 SP:Iteration 68Q (1618.537116 sec): 3 clusters Score: Raw -400822.625470 + Penalty 1862.396349 = -398960.229122 nChanged 49 SP:Iteration 69Q (1618.679714 sec): 3 clusters Score: Raw -400834.602340 + Penalty 1862.396349 = -398972.205991 nChanged 46 SP:Iteration 70Q (1618.798452 sec): 3 clusters Score: Raw -400843.424516 + Penalty 1862.396349 = -398981.028168 nChanged 40 SP:Iteration 71Q (1618.881603 sec): 3 clusters Score: Raw -400849.600504 + Penalty 1862.396349 = -398987.204156 nChanged 35 SP:Iteration 72Q (1618.954178 sec): 3 clusters Score: Raw -400855.146525 + Penalty 1862.396349 = -398992.750176 nChanged 35 SP:Iteration 73Q (1619.057757 sec): 3 clusters Score: Raw -400862.751756 + Penalty 1862.396349 = -399000.355408 nChanged 42 SP:Iteration 74Q (1619.139441 sec): 3 clusters Score: Raw -400871.243555 + Penalty 1862.396349 = -399008.847206 nChanged 35 SP:Iteration 75Q (1619.219190 sec): 3 clusters Score: Raw -400879.191351 + Penalty 1862.396349 = -399016.795002 nChanged 45 SP:Iteration 76Q (1619.307353 sec): 3 clusters Score: Raw -400891.831144 + Penalty 1862.396349 = -399029.434796 nChanged 41 SP:Iteration 77Q (1619.395848 sec): 3 clusters Score: Raw -400904.341035 + Penalty 1862.396349 = -399041.944687 nChanged 43 SP:Iteration 78Q (1619.483379 sec): 3 clusters Score: Raw -400917.992490 + Penalty 1862.396349 = -399055.596142 nChanged 40 SP:Iteration 79Q (1619.580880 sec): 3 clusters Score: Raw -400930.540937 + Penalty 1862.396349 = -399068.144589 nChanged 42 SP:Iteration 80F (1619.681246 sec): 3 clusters Score: Raw -400943.639673 + Penalty 1862.396349 = -399081.243324 nChanged 41 SP:Iteration 81Q (1619.752459 sec): 3 clusters Score: Raw -400954.032552 + Penalty 1862.396349 = -399091.636203 nChanged 33 SP:Iteration 82Q (1619.854436 sec): 3 clusters Score: Raw -400961.342220 + Penalty 1862.396349 = -399098.945871 nChanged 33 SP:Iteration 83Q (1619.944393 sec): 3 clusters Score: Raw -400970.525190 + Penalty 1862.396349 = -399108.128842 nChanged 36 SP:Iteration 84Q (1620.026036 sec): 3 clusters Score: Raw -400979.508613 + Penalty 1862.396349 = -399117.112265 nChanged 39 SP:Iteration 85Q (1620.117628 sec): 3 clusters Score: Raw -400989.789456 + Penalty 1862.396349 = -399127.393107 nChanged 33 SP:Iteration 86Q (1620.204790 sec): 3 clusters Score: Raw -400999.442961 + Penalty 1862.396349 = -399137.046612 nChanged 25 SP:Iteration 87Q (1620.287966 sec): 3 clusters Score: Raw -401008.209905 + Penalty 1862.396349 = -399145.813556 nChanged 43 SP:Iteration 88Q (1620.376433 sec): 3 clusters Score: Raw -401019.201152 + Penalty 1862.396349 = -399156.804803 nChanged 37 SP:Iteration 89Q (1620.467440 sec): 3 clusters Score: Raw -401028.830203 + Penalty 1862.396349 = -399166.433854 nChanged 36 SP:Iteration 90Q (1620.555390 sec): 3 clusters Score: Raw -401040.620470 + Penalty 1862.396349 = -399178.224121 nChanged 31 SP:Iteration 91Q (1620.657780 sec): 3 clusters Score: Raw -401052.242987 + Penalty 1862.396349 = -399189.846639 nChanged 30 SP:Iteration 92Q (1620.733208 sec): 3 clusters Score: Raw -401060.695611 + Penalty 1862.396349 = -399198.299263 nChanged 29 SP:Iteration 93Q (1620.822089 sec): 3 clusters Score: Raw -401070.059670 + Penalty 1862.396349 = -399207.663322 nChanged 33 SP:Iteration 94Q (1620.915061 sec): 3 clusters Score: Raw -401082.420005 + Penalty 1862.396349 = -399220.023657 nChanged 38 SP:Iteration 95Q (1621.007338 sec): 3 clusters Score: Raw -401094.309291 + Penalty 1862.396349 = -399231.912942 nChanged 35 SP:Iteration 96Q (1621.096379 sec): 3 clusters Score: Raw -401106.196885 + Penalty 1862.396349 = -399243.800536 nChanged 33 SP:Iteration 97Q (1621.191759 sec): 3 clusters Score: Raw -401114.967462 + Penalty 1862.396349 = -399252.571113 nChanged 33 SP:Iteration 98Q (1621.276489 sec): 3 clusters Score: Raw -401124.106263 + Penalty 1862.396349 = -399261.709914 nChanged 17 SP:Iteration 99Q (1621.357328 sec): 3 clusters Score: Raw -401128.488352 + Penalty 1862.396349 = -399266.092003 nChanged 16 SP:Iteration 100F (1621.451845 sec): 3 clusters Score: Raw -401133.145032 + Penalty 1862.396349 = -399270.748684 nChanged 15 SP:Iteration 101Q (1621.536453 sec): 3 clusters Score: Raw -401136.395290 + Penalty 1862.396349 = -399273.998942 nChanged 16 SP:Iteration 102Q (1621.621501 sec): 3 clusters Score: Raw -401139.041322 + Penalty 1862.396349 = -399276.644973 nChanged 12 SP:Iteration 103Q (1621.715981 sec): 3 clusters Score: Raw -401141.637671 + Penalty 1862.396349 = -399279.241322 nChanged 12 SP:Iteration 104Q (1621.818104 sec): 3 clusters Score: Raw -401143.605034 + Penalty 1862.396349 = -399281.208685 nChanged 9 SP:Iteration 105Q (1621.895088 sec): 3 clusters Score: Raw -401145.139170 + Penalty 1862.396349 = -399282.742821 nChanged 9 SP:Iteration 106Q (1621.978475 sec): 3 clusters Score: Raw -401146.760270 + Penalty 1862.396349 = -399284.363922 nChanged 10 SP:Iteration 107Q (1622.085683 sec): 3 clusters Score: Raw -401148.258475 + Penalty 1862.396349 = -399285.862127 nChanged 11 SP:Iteration 108Q (1622.180126 sec): 3 clusters Score: Raw -401150.101294 + Penalty 1862.396349 = -399287.704945 nChanged 10 SP:Iteration 109Q (1622.265472 sec): 3 clusters Score: Raw -401151.245180 + Penalty 1862.396349 = -399288.848831 nChanged 6 SP:Iteration 110Q (1622.341375 sec): 3 clusters Score: Raw -401151.834031 + Penalty 1862.396349 = -399289.437682 nChanged 9 SP:Iteration 111Q (1622.427130 sec): 3 clusters Score: Raw -401153.407419 + Penalty 1862.396349 = -399291.011071 nChanged 12 SP:Iteration 112Q (1622.539189 sec): 3 clusters Score: Raw -401157.093955 + Penalty 1862.396349 = -399294.697606 nChanged 18 SP:Iteration 113Q (1622.628733 sec): 3 clusters Score: Raw -401161.904872 + Penalty 1862.396349 = -399299.508524 nChanged 11 SP:Iteration 114Q (1622.702398 sec): 3 clusters Score: Raw -401164.850672 + Penalty 1862.396349 = -399302.454324 nChanged 11 SP:Iteration 115Q (1622.788984 sec): 3 clusters Score: Raw -401167.987655 + Penalty 1862.396349 = -399305.591306 nChanged 14 SP:Iteration 116Q (1622.883484 sec): 3 clusters Score: Raw -401171.222377 + Penalty 1862.396349 = -399308.826029 nChanged 13 SP:Iteration 117Q (1622.962479 sec): 3 clusters Score: Raw -401174.062617 + Penalty 1862.396349 = -399311.666268 nChanged 18 SP:Iteration 118Q (1623.063030 sec): 3 clusters Score: Raw -401178.253244 + Penalty 1862.396349 = -399315.856896 nChanged 18 SP:Iteration 119Q (1623.156896 sec): 3 clusters Score: Raw -401184.100239 + Penalty 1862.396349 = -399321.703891 nChanged 25 SP:Iteration 120F (1623.232408 sec): 3 clusters Score: Raw -401191.184145 + Penalty 1862.396349 = -399328.787797 nChanged 22 SP:Iteration 121Q (1623.324977 sec): 3 clusters Score: Raw -401196.897394 + Penalty 1862.396349 = -399334.501045 nChanged 16 SP:Iteration 122Q (1623.436897 sec): 3 clusters Score: Raw -401200.574864 + Penalty 1862.396349 = -399338.178515 nChanged 17 SP:Iteration 123Q (1623.527995 sec): 3 clusters Score: Raw -401203.538319 + Penalty 1862.396349 = -399341.141971 nChanged 7 SP:Iteration 124Q (1623.644023 sec): 3 clusters Score: Raw -401204.375512 + Penalty 1862.396349 = -399341.979164 nChanged 6 SP:Iteration 125Q (1623.748277 sec): 3 clusters Score: Raw -401204.914714 + Penalty 1862.396349 = -399342.518365 nChanged 5 SP:Iteration 126Q (1623.881762 sec): 3 clusters Score: Raw -401205.473626 + Penalty 1862.396349 = -399343.077278 nChanged 7 SP:Iteration 127Q (1623.982064 sec): 3 clusters Score: Raw -401206.414674 + Penalty 1862.396349 = -399344.018326 nChanged 2 SP:Iteration 128Q (1624.072719 sec): 3 clusters Score: Raw -401206.645934 + Penalty 1862.396349 = -399344.249586 nChanged 3 SP:Iteration 129Q (1624.191042 sec): 3 clusters Score: Raw -401207.017149 + Penalty 1862.396349 = -399344.620801 nChanged 2 SP:Iteration 130Q (1624.297754 sec): 3 clusters Score: Raw -401207.145459 + Penalty 1862.396349 = -399344.749111 nChanged 0 SP:Iteration 131F (1624.418243 sec): 3 clusters Score: Raw -401207.145459 + Penalty 1862.396349 = -399344.749111 nChanged 0 Trying to split cluster 8 (4321 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1624.453151 sec): 2 clusters Score: Raw -253264.842332 + Penalty 878.980424 = -252385.861908 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1624.553658 sec): 3 clusters Score: Raw -250915.224731 + Penalty 1757.960849 = -249157.263882 nChanged 1801 SP:Iteration 1F (1624.664419 sec): 3 clusters Score: Raw -251992.476328 + Penalty 1757.960849 = -250234.515480 nChanged 329 SP:Iteration 2F (1624.778342 sec): 3 clusters Score: Raw -252148.887027 + Penalty 1757.960849 = -250390.926178 nChanged 234 SP:Iteration 3F (1624.866277 sec): 3 clusters Score: Raw -252268.057611 + Penalty 1757.960849 = -250510.096762 nChanged 192 SP:Iteration 4Q (1624.963647 sec): 3 clusters Score: Raw -252370.214683 + Penalty 1757.960849 = -250612.253834 nChanged 210 SP:Iteration 5Q (1625.082964 sec): 3 clusters Score: Raw -252489.834536 + Penalty 1757.960849 = -250731.873687 nChanged 205 SP:Iteration 6Q (1625.169988 sec): 3 clusters Score: Raw -252604.925939 + Penalty 1757.960849 = -250846.965091 nChanged 191 SP:Iteration 7Q (1625.269230 sec): 3 clusters Score: Raw -252704.030128 + Penalty 1757.960849 = -250946.069279 nChanged 158 SP:Iteration 8Q (1625.366242 sec): 3 clusters Score: Raw -252786.340917 + Penalty 1757.960849 = -251028.380069 nChanged 142 SP:Iteration 9Q (1625.458311 sec): 3 clusters Score: Raw -252864.270687 + Penalty 1757.960849 = -251106.309838 nChanged 118 SP:Iteration 10Q (1625.541687 sec): 3 clusters Score: Raw -252935.701248 + Penalty 1757.960849 = -251177.740399 nChanged 116 SP:Iteration 11Q (1625.634349 sec): 3 clusters Score: Raw -253022.009216 + Penalty 1757.960849 = -251264.048367 nChanged 120 SP:Iteration 12Q (1625.704996 sec): 3 clusters Score: Raw -253123.738039 + Penalty 1757.960849 = -251365.777190 nChanged 119 SP:Iteration 13Q (1625.797401 sec): 3 clusters Score: Raw -253197.572978 + Penalty 1757.960849 = -251439.612129 nChanged 90 SP:Iteration 14Q (1625.874206 sec): 3 clusters Score: Raw -253257.858858 + Penalty 1757.960849 = -251499.898009 nChanged 84 SP:Iteration 15Q (1625.967158 sec): 3 clusters Score: Raw -253303.888331 + Penalty 1757.960849 = -251545.927482 nChanged 66 SP:Iteration 16Q (1626.048221 sec): 3 clusters Score: Raw -253337.534587 + Penalty 1757.960849 = -251579.573738 nChanged 45 SP:Iteration 17Q (1626.149160 sec): 3 clusters Score: Raw -253362.374168 + Penalty 1757.960849 = -251604.413319 nChanged 45 SP:Iteration 18Q (1626.223796 sec): 3 clusters Score: Raw -253386.455360 + Penalty 1757.960849 = -251628.494512 nChanged 41 SP:Iteration 19Q (1626.322085 sec): 3 clusters Score: Raw -253405.109448 + Penalty 1757.960849 = -251647.148600 nChanged 27 SP:Iteration 20F (1626.386842 sec): 3 clusters Score: Raw -253419.557852 + Penalty 1757.960849 = -251661.597003 nChanged 27 SP:Iteration 21Q (1626.475147 sec): 3 clusters Score: Raw -253431.719858 + Penalty 1757.960849 = -251673.759010 nChanged 27 SP:Iteration 22Q (1626.577182 sec): 3 clusters Score: Raw -253443.568447 + Penalty 1757.960849 = -251685.607598 nChanged 21 SP:Iteration 23Q (1626.664707 sec): 3 clusters Score: Raw -253453.259085 + Penalty 1757.960849 = -251695.298237 nChanged 21 SP:Iteration 24Q (1626.749392 sec): 3 clusters Score: Raw -253461.963092 + Penalty 1757.960849 = -251704.002243 nChanged 15 SP:Iteration 25Q (1626.834750 sec): 3 clusters Score: Raw -253466.744948 + Penalty 1757.960849 = -251708.784100 nChanged 11 SP:Iteration 26Q (1626.923473 sec): 3 clusters Score: Raw -253470.216141 + Penalty 1757.960849 = -251712.255292 nChanged 13 SP:Iteration 27Q (1627.016056 sec): 3 clusters Score: Raw -253473.115294 + Penalty 1757.960849 = -251715.154445 nChanged 10 SP:Iteration 28Q (1627.087327 sec): 3 clusters Score: Raw -253475.539303 + Penalty 1757.960849 = -251717.578455 nChanged 8 SP:Iteration 29Q (1627.170544 sec): 3 clusters Score: Raw -253477.804820 + Penalty 1757.960849 = -251719.843972 nChanged 9 SP:Iteration 30Q (1627.258887 sec): 3 clusters Score: Raw -253480.373195 + Penalty 1757.960849 = -251722.412346 nChanged 5 SP:Iteration 31Q (1627.363675 sec): 3 clusters Score: Raw -253481.207754 + Penalty 1757.960849 = -251723.246906 nChanged 3 SP:Iteration 32Q (1627.447319 sec): 3 clusters Score: Raw -253481.937390 + Penalty 1757.960849 = -251723.976541 nChanged 4 SP:Iteration 33Q (1627.520354 sec): 3 clusters Score: Raw -253482.750933 + Penalty 1757.960849 = -251724.790084 nChanged 3 SP:Iteration 34Q (1627.624233 sec): 3 clusters Score: Raw -253483.218433 + Penalty 1757.960849 = -251725.257584 nChanged 4 SP:Iteration 35Q (1627.696997 sec): 3 clusters Score: Raw -253483.874497 + Penalty 1757.960849 = -251725.913648 nChanged 1 SP:Iteration 36Q (1627.783176 sec): 3 clusters Score: Raw -253484.021928 + Penalty 1757.960849 = -251726.061079 nChanged 1 SP:Iteration 37Q (1627.861397 sec): 3 clusters Score: Raw -253484.151421 + Penalty 1757.960849 = -251726.190572 nChanged 1 SP:Iteration 38Q (1627.946891 sec): 3 clusters Score: Raw -253484.207057 + Penalty 1757.960849 = -251726.246208 nChanged 1 SP:Iteration 39Q (1628.042078 sec): 3 clusters Score: Raw -253484.226644 + Penalty 1757.960849 = -251726.265796 nChanged 0 SP:Iteration 40F (1628.139373 sec): 3 clusters Score: Raw -253484.226644 + Penalty 1757.960849 = -251726.265796 nChanged 0 Trying to split cluster 9 (2828 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1628.184650 sec): 2 clusters Score: Raw -164823.007088 + Penalty 834.469128 = -163988.537961 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1628.264912 sec): 3 clusters Score: Raw -163422.102654 + Penalty 1668.938256 = -161753.164398 nChanged 1118 SP:Iteration 1F (1628.351135 sec): 3 clusters Score: Raw -164107.729213 + Penalty 1668.938256 = -162438.790957 nChanged 223 SP:Iteration 2F (1628.436897 sec): 3 clusters Score: Raw -164303.993771 + Penalty 1668.938256 = -162635.055515 nChanged 213 SP:Iteration 3F (1628.522344 sec): 3 clusters Score: Raw -164476.081908 + Penalty 1668.938256 = -162807.143652 nChanged 180 SP:Iteration 4F (1628.591241 sec): 3 clusters Score: Raw -164612.747920 + Penalty 1668.938256 = -162943.809664 nChanged 148 SP:Iteration 5F (1628.684321 sec): 3 clusters Score: Raw -164708.078690 + Penalty 1668.938256 = -163039.140435 nChanged 109 SP:Iteration 6Q (1628.765649 sec): 3 clusters Score: Raw -164787.241879 + Penalty 1668.938256 = -163118.303623 nChanged 109 SP:Iteration 7Q (1628.854640 sec): 3 clusters Score: Raw -164860.155601 + Penalty 1668.938256 = -163191.217346 nChanged 98 SP:Iteration 8Q (1628.936516 sec): 3 clusters Score: Raw -164923.429059 + Penalty 1668.938256 = -163254.490804 nChanged 69 SP:Iteration 9Q (1629.022815 sec): 3 clusters Score: Raw -164968.294815 + Penalty 1668.938256 = -163299.356559 nChanged 52 SP:Iteration 10Q (1629.100795 sec): 3 clusters Score: Raw -164999.231939 + Penalty 1668.938256 = -163330.293683 nChanged 38 SP:Iteration 11Q (1629.194151 sec): 3 clusters Score: Raw -165017.746813 + Penalty 1668.938256 = -163348.808557 nChanged 36 SP:Iteration 12Q (1629.273803 sec): 3 clusters Score: Raw -165036.219918 + Penalty 1668.938256 = -163367.281663 nChanged 28 SP:Iteration 13Q (1629.348131 sec): 3 clusters Score: Raw -165051.724213 + Penalty 1668.938256 = -163382.785958 nChanged 29 SP:Iteration 14Q (1629.424360 sec): 3 clusters Score: Raw -165068.516520 + Penalty 1668.938256 = -163399.578265 nChanged 30 SP:Iteration 15Q (1629.535426 sec): 3 clusters Score: Raw -165085.243642 + Penalty 1668.938256 = -163416.305386 nChanged 27 SP:Iteration 16Q (1629.636440 sec): 3 clusters Score: Raw -165106.535464 + Penalty 1668.938256 = -163437.597208 nChanged 29 SP:Iteration 17Q (1629.716768 sec): 3 clusters Score: Raw -165128.114556 + Penalty 1668.938256 = -163459.176300 nChanged 27 SP:Iteration 18Q (1629.820788 sec): 3 clusters Score: Raw -165150.277760 + Penalty 1668.938256 = -163481.339504 nChanged 21 SP:Iteration 19Q (1629.914633 sec): 3 clusters Score: Raw -165166.272950 + Penalty 1668.938256 = -163497.334695 nChanged 18 SP:Iteration 20F (1630.037002 sec): 3 clusters Score: Raw -165176.917588 + Penalty 1668.938256 = -163507.979333 nChanged 15 SP:Iteration 21Q (1630.122321 sec): 3 clusters Score: Raw -165186.021128 + Penalty 1668.938256 = -163517.082873 nChanged 12 SP:Iteration 22Q (1630.232094 sec): 3 clusters Score: Raw -165192.683732 + Penalty 1668.938256 = -163523.745476 nChanged 14 SP:Iteration 23Q (1630.312273 sec): 3 clusters Score: Raw -165200.817693 + Penalty 1668.938256 = -163531.879437 nChanged 11 SP:Iteration 24Q (1630.431306 sec): 3 clusters Score: Raw -165206.609306 + Penalty 1668.938256 = -163537.671050 nChanged 4 SP:Iteration 25Q (1630.554176 sec): 3 clusters Score: Raw -165207.723939 + Penalty 1668.938256 = -163538.785683 nChanged 2 SP:Iteration 26Q (1630.675236 sec): 3 clusters Score: Raw -165208.457279 + Penalty 1668.938256 = -163539.519023 nChanged 1 SP:Iteration 27Q (1630.780542 sec): 3 clusters Score: Raw -165209.112989 + Penalty 1668.938256 = -163540.174733 nChanged 2 SP:Iteration 28Q (1630.855771 sec): 3 clusters Score: Raw -165209.891959 + Penalty 1668.938256 = -163540.953703 nChanged 3 SP:Iteration 29Q (1630.949195 sec): 3 clusters Score: Raw -165211.059974 + Penalty 1668.938256 = -163542.121718 nChanged 3 SP:Iteration 30Q (1631.037481 sec): 3 clusters Score: Raw -165212.459102 + Penalty 1668.938256 = -163543.520846 nChanged 1 SP:Iteration 31Q (1631.121517 sec): 3 clusters Score: Raw -165212.519807 + Penalty 1668.938256 = -163543.581551 nChanged 0 SP:Iteration 32F (1631.210482 sec): 3 clusters Score: Raw -165212.519807 + Penalty 1668.938256 = -163543.581551 nChanged 0 Trying to split cluster 10 (2557 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1631.245474 sec): 2 clusters Score: Raw -119627.515809 + Penalty 823.891947 = -118803.623861 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1631.358918 sec): 3 clusters Score: Raw -118396.209484 + Penalty 1647.783895 = -116748.425589 nChanged 1005 SP:Iteration 1F (1631.451463 sec): 3 clusters Score: Raw -119060.131068 + Penalty 1647.783895 = -117412.347173 nChanged 230 SP:Iteration 2F (1631.567072 sec): 3 clusters Score: Raw -119236.374159 + Penalty 1647.783895 = -117588.590264 nChanged 167 SP:Iteration 3F (1631.645933 sec): 3 clusters Score: Raw -119352.062572 + Penalty 1647.783895 = -117704.278677 nChanged 133 SP:Iteration 4F (1631.714506 sec): 3 clusters Score: Raw -119441.669509 + Penalty 1647.783895 = -117793.885614 nChanged 112 SP:Iteration 5Q (1631.796465 sec): 3 clusters Score: Raw -119506.885726 + Penalty 1647.783895 = -117859.101831 nChanged 91 SP:Iteration 6Q (1631.876218 sec): 3 clusters Score: Raw -119558.910480 + Penalty 1647.783895 = -117911.126585 nChanged 74 SP:Iteration 7Q (1631.955021 sec): 3 clusters Score: Raw -119600.350488 + Penalty 1647.783895 = -117952.566593 nChanged 57 SP:Iteration 8Q (1632.053794 sec): 3 clusters Score: Raw -119635.794191 + Penalty 1647.783895 = -117988.010297 nChanged 54 SP:Iteration 9Q (1632.138083 sec): 3 clusters Score: Raw -119669.734736 + Penalty 1647.783895 = -118021.950841 nChanged 62 SP:Iteration 10Q (1632.207037 sec): 3 clusters Score: Raw -119705.318875 + Penalty 1647.783895 = -118057.534981 nChanged 44 SP:Iteration 11Q (1632.304986 sec): 3 clusters Score: Raw -119727.389943 + Penalty 1647.783895 = -118079.606048 nChanged 43 SP:Iteration 12Q (1632.373073 sec): 3 clusters Score: Raw -119752.467851 + Penalty 1647.783895 = -118104.683956 nChanged 48 SP:Iteration 13Q (1632.468531 sec): 3 clusters Score: Raw -119783.129641 + Penalty 1647.783895 = -118135.345747 nChanged 50 SP:Iteration 14Q (1632.553096 sec): 3 clusters Score: Raw -119817.136496 + Penalty 1647.783895 = -118169.352601 nChanged 36 SP:Iteration 15Q (1632.612312 sec): 3 clusters Score: Raw -119833.855810 + Penalty 1647.783895 = -118186.071915 nChanged 26 SP:Iteration 16Q (1632.704533 sec): 3 clusters Score: Raw -119846.016202 + Penalty 1647.783895 = -118198.232307 nChanged 24 SP:Iteration 17Q (1632.777613 sec): 3 clusters Score: Raw -119858.339245 + Penalty 1647.783895 = -118210.555351 nChanged 25 SP:Iteration 18Q (1632.872094 sec): 3 clusters Score: Raw -119870.270552 + Penalty 1647.783895 = -118222.486657 nChanged 22 SP:Iteration 19Q (1632.961573 sec): 3 clusters Score: Raw -119878.491717 + Penalty 1647.783895 = -118230.707823 nChanged 18 SP:Iteration 20F (1633.041208 sec): 3 clusters Score: Raw -119884.509972 + Penalty 1647.783895 = -118236.726077 nChanged 16 SP:Iteration 21Q (1633.117607 sec): 3 clusters Score: Raw -119887.905643 + Penalty 1647.783895 = -118240.121748 nChanged 13 SP:Iteration 22Q (1633.196415 sec): 3 clusters Score: Raw -119891.686170 + Penalty 1647.783895 = -118243.902275 nChanged 10 SP:Iteration 23Q (1633.280906 sec): 3 clusters Score: Raw -119893.287067 + Penalty 1647.783895 = -118245.503172 nChanged 5 SP:Iteration 24Q (1633.378876 sec): 3 clusters Score: Raw -119894.332238 + Penalty 1647.783895 = -118246.548344 nChanged 6 SP:Iteration 25Q (1633.445004 sec): 3 clusters Score: Raw -119895.799838 + Penalty 1647.783895 = -118248.015943 nChanged 2 SP:Iteration 26Q (1633.540927 sec): 3 clusters Score: Raw -119896.104148 + Penalty 1647.783895 = -118248.320254 nChanged 1 SP:Iteration 27Q (1633.624351 sec): 3 clusters Score: Raw -119896.314015 + Penalty 1647.783895 = -118248.530120 nChanged 1 SP:Iteration 28Q (1633.707223 sec): 3 clusters Score: Raw -119896.410907 + Penalty 1647.783895 = -118248.627012 nChanged 2 SP:Iteration 29Q (1633.789469 sec): 3 clusters Score: Raw -119896.543319 + Penalty 1647.783895 = -118248.759424 nChanged 1 SP:Iteration 30Q (1633.867583 sec): 3 clusters Score: Raw -119896.769654 + Penalty 1647.783895 = -118248.985759 nChanged 2 SP:Iteration 31Q (1633.967797 sec): 3 clusters Score: Raw -119896.951862 + Penalty 1647.783895 = -118249.167968 nChanged 2 SP:Iteration 32Q (1634.037606 sec): 3 clusters Score: Raw -119897.736433 + Penalty 1647.783895 = -118249.952539 nChanged 3 SP:Iteration 33Q (1634.141435 sec): 3 clusters Score: Raw -119898.595148 + Penalty 1647.783895 = -118250.811253 nChanged 0 SP:Iteration 34F (1634.210973 sec): 3 clusters Score: Raw -119898.595148 + Penalty 1647.783895 = -118250.811253 nChanged 0 Trying to split cluster 11 (2746 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1634.266925 sec): 2 clusters Score: Raw -146089.103847 + Penalty 831.379562 = -145257.724285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1634.335070 sec): 3 clusters Score: Raw -144726.871519 + Penalty 1662.759123 = -143064.112395 nChanged 1068 SP:Iteration 1F (1634.423640 sec): 3 clusters Score: Raw -145357.350217 + Penalty 1662.759123 = -143694.591094 nChanged 225 SP:Iteration 2F (1634.500036 sec): 3 clusters Score: Raw -145509.143553 + Penalty 1662.759123 = -143846.384430 nChanged 160 SP:Iteration 3F (1634.588749 sec): 3 clusters Score: Raw -145615.482034 + Penalty 1662.759123 = -143952.722911 nChanged 127 SP:Iteration 4Q (1634.682133 sec): 3 clusters Score: Raw -145705.585339 + Penalty 1662.759123 = -144042.826216 nChanged 110 SP:Iteration 5Q (1634.755334 sec): 3 clusters Score: Raw -145781.405055 + Penalty 1662.759123 = -144118.645932 nChanged 97 SP:Iteration 6Q (1634.838288 sec): 3 clusters Score: Raw -145855.587237 + Penalty 1662.759123 = -144192.828114 nChanged 103 SP:Iteration 7Q (1634.923435 sec): 3 clusters Score: Raw -145921.327230 + Penalty 1662.759123 = -144258.568107 nChanged 82 SP:Iteration 8Q (1635.010509 sec): 3 clusters Score: Raw -145970.955674 + Penalty 1662.759123 = -144308.196551 nChanged 76 SP:Iteration 9Q (1635.085334 sec): 3 clusters Score: Raw -146007.779797 + Penalty 1662.759123 = -144345.020674 nChanged 61 SP:Iteration 10Q (1635.158600 sec): 3 clusters Score: Raw -146041.897769 + Penalty 1662.759123 = -144379.138646 nChanged 59 SP:Iteration 11Q (1635.256275 sec): 3 clusters Score: Raw -146079.792311 + Penalty 1662.759123 = -144417.033188 nChanged 63 SP:Iteration 12Q (1635.333364 sec): 3 clusters Score: Raw -146114.575234 + Penalty 1662.759123 = -144451.816111 nChanged 52 SP:Iteration 13Q (1635.412333 sec): 3 clusters Score: Raw -146142.026307 + Penalty 1662.759123 = -144479.267184 nChanged 50 SP:Iteration 14Q (1635.498265 sec): 3 clusters Score: Raw -146171.652776 + Penalty 1662.759123 = -144508.893653 nChanged 39 SP:Iteration 15Q (1635.594993 sec): 3 clusters Score: Raw -146186.102474 + Penalty 1662.759123 = -144523.343351 nChanged 23 SP:Iteration 16Q (1635.673884 sec): 3 clusters Score: Raw -146194.777287 + Penalty 1662.759123 = -144532.018164 nChanged 22 SP:Iteration 17Q (1635.765546 sec): 3 clusters Score: Raw -146204.229436 + Penalty 1662.759123 = -144541.470313 nChanged 22 SP:Iteration 18Q (1635.844279 sec): 3 clusters Score: Raw -146214.992442 + Penalty 1662.759123 = -144552.233319 nChanged 22 SP:Iteration 19Q (1635.939709 sec): 3 clusters Score: Raw -146221.751680 + Penalty 1662.759123 = -144558.992557 nChanged 14 SP:Iteration 20F (1636.021477 sec): 3 clusters Score: Raw -146227.487062 + Penalty 1662.759123 = -144564.727939 nChanged 11 SP:Iteration 21Q (1636.110286 sec): 3 clusters Score: Raw -146231.056678 + Penalty 1662.759123 = -144568.297555 nChanged 12 SP:Iteration 22Q (1636.193067 sec): 3 clusters Score: Raw -146234.649742 + Penalty 1662.759123 = -144571.890619 nChanged 7 SP:Iteration 23Q (1636.276917 sec): 3 clusters Score: Raw -146237.689938 + Penalty 1662.759123 = -144574.930815 nChanged 10 SP:Iteration 24Q (1636.353686 sec): 3 clusters Score: Raw -146244.543390 + Penalty 1662.759123 = -144581.784267 nChanged 14 SP:Iteration 25Q (1636.448879 sec): 3 clusters Score: Raw -146249.346333 + Penalty 1662.759123 = -144586.587210 nChanged 9 SP:Iteration 26Q (1636.534319 sec): 3 clusters Score: Raw -146252.158852 + Penalty 1662.759123 = -144589.399728 nChanged 8 SP:Iteration 27Q (1636.622545 sec): 3 clusters Score: Raw -146255.378725 + Penalty 1662.759123 = -144592.619602 nChanged 10 SP:Iteration 28Q (1636.706340 sec): 3 clusters Score: Raw -146258.485736 + Penalty 1662.759123 = -144595.726613 nChanged 6 SP:Iteration 29Q (1636.800205 sec): 3 clusters Score: Raw -146260.272867 + Penalty 1662.759123 = -144597.513744 nChanged 6 SP:Iteration 30Q (1636.870902 sec): 3 clusters Score: Raw -146261.275965 + Penalty 1662.759123 = -144598.516842 nChanged 6 SP:Iteration 31Q (1636.964761 sec): 3 clusters Score: Raw -146264.113196 + Penalty 1662.759123 = -144601.354072 nChanged 6 SP:Iteration 32Q (1637.044454 sec): 3 clusters Score: Raw -146267.307489 + Penalty 1662.759123 = -144604.548366 nChanged 4 SP:Iteration 33Q (1637.102396 sec): 3 clusters Score: Raw -146268.119361 + Penalty 1662.759123 = -144605.360238 nChanged 5 SP:Iteration 34Q (1637.176749 sec): 3 clusters Score: Raw -146269.387560 + Penalty 1662.759123 = -144606.628437 nChanged 6 SP:Iteration 35Q (1637.261803 sec): 3 clusters Score: Raw -146270.598406 + Penalty 1662.759123 = -144607.839283 nChanged 5 SP:Iteration 36Q (1637.349963 sec): 3 clusters Score: Raw -146272.005024 + Penalty 1662.759123 = -144609.245901 nChanged 4 SP:Iteration 37Q (1637.429519 sec): 3 clusters Score: Raw -146273.038135 + Penalty 1662.759123 = -144610.279012 nChanged 1 SP:Iteration 38Q (1637.517465 sec): 3 clusters Score: Raw -146274.078462 + Penalty 1662.759123 = -144611.319339 nChanged 2 SP:Iteration 39Q (1637.607039 sec): 3 clusters Score: Raw -146274.556260 + Penalty 1662.759123 = -144611.797137 nChanged 3 SP:Iteration 40F (1637.703866 sec): 3 clusters Score: Raw -146275.047248 + Penalty 1662.759123 = -144612.288125 nChanged 0 Trying to split cluster 12 (3265 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1637.786072 sec): 2 clusters Score: Raw -198577.289024 + Penalty 849.556579 = -197727.732444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1637.858611 sec): 3 clusters Score: Raw -196845.764493 + Penalty 1699.113159 = -195146.651335 nChanged 1342 SP:Iteration 1F (1637.945801 sec): 3 clusters Score: Raw -197545.739968 + Penalty 1699.113159 = -195846.626809 nChanged 253 SP:Iteration 2F (1638.034026 sec): 3 clusters Score: Raw -197680.980759 + Penalty 1699.113159 = -195981.867601 nChanged 193 SP:Iteration 3F (1638.149482 sec): 3 clusters Score: Raw -197784.824115 + Penalty 1699.113159 = -196085.710956 nChanged 159 SP:Iteration 4Q (1638.230562 sec): 3 clusters Score: Raw -197849.580137 + Penalty 1699.113159 = -196150.466978 nChanged 109 SP:Iteration 5Q (1638.350270 sec): 3 clusters Score: Raw -197892.023730 + Penalty 1699.113159 = -196192.910571 nChanged 80 SP:Iteration 6Q (1638.435090 sec): 3 clusters Score: Raw -197924.237477 + Penalty 1699.113159 = -196225.124319 nChanged 68 SP:Iteration 7Q (1638.522130 sec): 3 clusters Score: Raw -197946.036003 + Penalty 1699.113159 = -196246.922844 nChanged 48 SP:Iteration 8Q (1638.601408 sec): 3 clusters Score: Raw -197963.823826 + Penalty 1699.113159 = -196264.710668 nChanged 48 SP:Iteration 9Q (1638.700304 sec): 3 clusters Score: Raw -197980.702541 + Penalty 1699.113159 = -196281.589382 nChanged 50 SP:Iteration 10Q (1638.776855 sec): 3 clusters Score: Raw -198002.202446 + Penalty 1699.113159 = -196303.089287 nChanged 56 SP:Iteration 11Q (1638.853783 sec): 3 clusters Score: Raw -198025.483511 + Penalty 1699.113159 = -196326.370353 nChanged 69 SP:Iteration 12Q (1638.935966 sec): 3 clusters Score: Raw -198055.674200 + Penalty 1699.113159 = -196356.561041 nChanged 72 SP:Iteration 13Q (1639.034060 sec): 3 clusters Score: Raw -198093.923893 + Penalty 1699.113159 = -196394.810735 nChanged 72 SP:Iteration 14Q (1639.121725 sec): 3 clusters Score: Raw -198131.590748 + Penalty 1699.113159 = -196432.477589 nChanged 73 SP:Iteration 15Q (1639.191885 sec): 3 clusters Score: Raw -198166.239160 + Penalty 1699.113159 = -196467.126001 nChanged 74 SP:Iteration 16Q (1639.276371 sec): 3 clusters Score: Raw -198210.146067 + Penalty 1699.113159 = -196511.032908 nChanged 83 SP:Iteration 17Q (1639.371357 sec): 3 clusters Score: Raw -198253.813392 + Penalty 1699.113159 = -196554.700233 nChanged 61 SP:Iteration 18Q (1639.451522 sec): 3 clusters Score: Raw -198281.851051 + Penalty 1699.113159 = -196582.737892 nChanged 72 SP:Iteration 19Q (1639.527832 sec): 3 clusters Score: Raw -198323.510002 + Penalty 1699.113159 = -196624.396844 nChanged 83 SP:Iteration 20F (1639.613745 sec): 3 clusters Score: Raw -198374.259791 + Penalty 1699.113159 = -196675.146632 nChanged 86 SP:Iteration 21Q (1639.698033 sec): 3 clusters Score: Raw -198420.500346 + Penalty 1699.113159 = -196721.387187 nChanged 73 SP:Iteration 22Q (1639.800158 sec): 3 clusters Score: Raw -198457.628828 + Penalty 1699.113159 = -196758.515669 nChanged 54 SP:Iteration 23Q (1639.872340 sec): 3 clusters Score: Raw -198487.097136 + Penalty 1699.113159 = -196787.983978 nChanged 58 SP:Iteration 24Q (1639.965742 sec): 3 clusters Score: Raw -198515.438570 + Penalty 1699.113159 = -196816.325411 nChanged 53 SP:Iteration 25Q (1640.043424 sec): 3 clusters Score: Raw -198538.562450 + Penalty 1699.113159 = -196839.449291 nChanged 50 SP:Iteration 26Q (1640.124197 sec): 3 clusters Score: Raw -198561.413445 + Penalty 1699.113159 = -196862.300286 nChanged 38 SP:Iteration 27Q (1640.221273 sec): 3 clusters Score: Raw -198574.903665 + Penalty 1699.113159 = -196875.790506 nChanged 21 SP:Iteration 28Q (1640.297305 sec): 3 clusters Score: Raw -198580.585291 + Penalty 1699.113159 = -196881.472132 nChanged 20 SP:Iteration 29Q (1640.387825 sec): 3 clusters Score: Raw -198586.751217 + Penalty 1699.113159 = -196887.638059 nChanged 22 SP:Iteration 30Q (1640.474853 sec): 3 clusters Score: Raw -198595.122253 + Penalty 1699.113159 = -196896.009094 nChanged 26 SP:Iteration 31Q (1640.560165 sec): 3 clusters Score: Raw -198605.009698 + Penalty 1699.113159 = -196905.896539 nChanged 25 SP:Iteration 32Q (1640.626260 sec): 3 clusters Score: Raw -198615.657567 + Penalty 1699.113159 = -196916.544408 nChanged 27 SP:Iteration 33Q (1640.709278 sec): 3 clusters Score: Raw -198626.398632 + Penalty 1699.113159 = -196927.285473 nChanged 26 SP:Iteration 34Q (1640.803831 sec): 3 clusters Score: Raw -198636.236560 + Penalty 1699.113159 = -196937.123401 nChanged 20 SP:Iteration 35Q (1640.890273 sec): 3 clusters Score: Raw -198643.809802 + Penalty 1699.113159 = -196944.696644 nChanged 20 SP:Iteration 36Q (1640.961171 sec): 3 clusters Score: Raw -198650.721191 + Penalty 1699.113159 = -196951.608032 nChanged 20 SP:Iteration 37Q (1641.047433 sec): 3 clusters Score: Raw -198657.811114 + Penalty 1699.113159 = -196958.697955 nChanged 30 SP:Iteration 38Q (1641.129305 sec): 3 clusters Score: Raw -198672.090321 + Penalty 1699.113159 = -196972.977163 nChanged 36 SP:Iteration 39Q (1641.232804 sec): 3 clusters Score: Raw -198693.592023 + Penalty 1699.113159 = -196994.478864 nChanged 37 SP:Iteration 40F (1641.306933 sec): 3 clusters Score: Raw -198717.443800 + Penalty 1699.113159 = -197018.330642 nChanged 41 SP:Iteration 41Q (1641.401792 sec): 3 clusters Score: Raw -198748.606544 + Penalty 1699.113159 = -197049.493385 nChanged 43 SP:Iteration 42Q (1641.480263 sec): 3 clusters Score: Raw -198786.164802 + Penalty 1699.113159 = -197087.051644 nChanged 68 SP:Iteration 43Q (1641.576601 sec): 3 clusters Score: Raw -198851.353010 + Penalty 1699.113159 = -197152.239851 nChanged 58 SP:Iteration 44Q (1641.639541 sec): 3 clusters Score: Raw -198903.930198 + Penalty 1699.113159 = -197204.817040 nChanged 66 SP:Iteration 45Q (1641.728818 sec): 3 clusters Score: Raw -198967.745924 + Penalty 1699.113159 = -197268.632765 nChanged 58 SP:Iteration 46Q (1641.825400 sec): 3 clusters Score: Raw -199004.033800 + Penalty 1699.113159 = -197304.920641 nChanged 49 SP:Iteration 47Q (1641.900226 sec): 3 clusters Score: Raw -199032.131031 + Penalty 1699.113159 = -197333.017873 nChanged 44 SP:Iteration 48Q (1641.990319 sec): 3 clusters Score: Raw -199057.583035 + Penalty 1699.113159 = -197358.469876 nChanged 32 SP:Iteration 49Q (1642.052044 sec): 3 clusters Score: Raw -199074.394417 + Penalty 1699.113159 = -197375.281258 nChanged 29 SP:Iteration 50Q (1642.154265 sec): 3 clusters Score: Raw -199087.882627 + Penalty 1699.113159 = -197388.769469 nChanged 20 SP:Iteration 51Q (1642.229815 sec): 3 clusters Score: Raw -199095.989045 + Penalty 1699.113159 = -197396.875887 nChanged 20 SP:Iteration 52Q (1642.317946 sec): 3 clusters Score: Raw -199104.893544 + Penalty 1699.113159 = -197405.780385 nChanged 20 SP:Iteration 53Q (1642.406862 sec): 3 clusters Score: Raw -199113.135242 + Penalty 1699.113159 = -197414.022083 nChanged 13 SP:Iteration 54Q (1642.495089 sec): 3 clusters Score: Raw -199119.385764 + Penalty 1699.113159 = -197420.272605 nChanged 12 SP:Iteration 55Q (1642.567751 sec): 3 clusters Score: Raw -199122.596654 + Penalty 1699.113159 = -197423.483495 nChanged 3 SP:Iteration 56Q (1642.637011 sec): 3 clusters Score: Raw -199123.746113 + Penalty 1699.113159 = -197424.632954 nChanged 6 SP:Iteration 57Q (1642.744997 sec): 3 clusters Score: Raw -199126.623233 + Penalty 1699.113159 = -197427.510074 nChanged 7 SP:Iteration 58Q (1642.828865 sec): 3 clusters Score: Raw -199128.969313 + Penalty 1699.113159 = -197429.856154 nChanged 8 SP:Iteration 59Q (1642.918803 sec): 3 clusters Score: Raw -199131.764499 + Penalty 1699.113159 = -197432.651340 nChanged 9 SP:Iteration 60F (1643.039027 sec): 3 clusters Score: Raw -199138.615882 + Penalty 1699.113159 = -197439.502724 nChanged 10 SP:Iteration 61Q (1643.129793 sec): 3 clusters Score: Raw -199141.854156 + Penalty 1699.113159 = -197442.740998 nChanged 7 SP:Iteration 62Q (1643.244844 sec): 3 clusters Score: Raw -199143.877771 + Penalty 1699.113159 = -197444.764613 nChanged 6 SP:Iteration 63Q (1643.323109 sec): 3 clusters Score: Raw -199146.249915 + Penalty 1699.113159 = -197447.136756 nChanged 6 SP:Iteration 64Q (1643.419579 sec): 3 clusters Score: Raw -199147.900360 + Penalty 1699.113159 = -197448.787201 nChanged 4 SP:Iteration 65Q (1643.541713 sec): 3 clusters Score: Raw -199148.581870 + Penalty 1699.113159 = -197449.468711 nChanged 2 SP:Iteration 66Q (1643.658909 sec): 3 clusters Score: Raw -199149.098377 + Penalty 1699.113159 = -197449.985218 nChanged 1 SP:Iteration 67Q (1643.737308 sec): 3 clusters Score: Raw -199149.219427 + Penalty 1699.113159 = -197450.106268 nChanged 0 SP:Iteration 68F (1643.825459 sec): 3 clusters Score: Raw -199149.219427 + Penalty 1699.113159 = -197450.106268 nChanged 0 Trying to split cluster 13 (1492 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1643.876210 sec): 2 clusters Score: Raw -72628.561305 + Penalty 767.326642 = -71861.234663 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1643.986209 sec): 3 clusters Score: Raw -71970.710702 + Penalty 1534.653284 = -70436.057418 nChanged 547 SP:Iteration 1F (1644.092359 sec): 3 clusters Score: Raw -72498.561838 + Penalty 1534.653284 = -70963.908554 nChanged 157 SP:Iteration 2F (1644.196669 sec): 3 clusters Score: Raw -72702.928296 + Penalty 1534.653284 = -71168.275012 nChanged 114 SP:Iteration 3F (1644.292567 sec): 3 clusters Score: Raw -72866.366919 + Penalty 1534.653284 = -71331.713635 nChanged 96 SP:Iteration 4F (1644.364827 sec): 3 clusters Score: Raw -73051.740938 + Penalty 1534.653284 = -71517.087654 nChanged 92 SP:Iteration 5F (1644.437286 sec): 3 clusters Score: Raw -73203.132432 + Penalty 1534.653284 = -71668.479148 nChanged 82 SP:Iteration 6F (1644.528230 sec): 3 clusters Score: Raw -73354.949831 + Penalty 1534.653284 = -71820.296547 nChanged 69 SP:Iteration 7Q (1644.620004 sec): 3 clusters Score: Raw -73474.165878 + Penalty 1534.653284 = -71939.512594 nChanged 58 SP:Iteration 8Q (1644.707077 sec): 3 clusters Score: Raw -73558.998382 + Penalty 1534.653284 = -72024.345098 nChanged 45 SP:Iteration 9Q (1644.781581 sec): 3 clusters Score: Raw -73617.762360 + Penalty 1534.653284 = -72083.109076 nChanged 26 SP:Iteration 10Q (1644.864308 sec): 3 clusters Score: Raw -73640.317519 + Penalty 1534.653284 = -72105.664235 nChanged 23 SP:Iteration 11Q (1644.951698 sec): 3 clusters Score: Raw -73660.393117 + Penalty 1534.653284 = -72125.739833 nChanged 16 SP:Iteration 12Q (1645.025694 sec): 3 clusters Score: Raw -73673.692708 + Penalty 1534.653284 = -72139.039424 nChanged 15 SP:Iteration 13Q (1645.094972 sec): 3 clusters Score: Raw -73685.611047 + Penalty 1534.653284 = -72150.957763 nChanged 8 SP:Iteration 14Q (1645.169358 sec): 3 clusters Score: Raw -73690.152262 + Penalty 1534.653284 = -72155.498978 nChanged 12 SP:Iteration 15Q (1645.270070 sec): 3 clusters Score: Raw -73696.266754 + Penalty 1534.653284 = -72161.613470 nChanged 5 SP:Iteration 16Q (1645.357394 sec): 3 clusters Score: Raw -73699.451161 + Penalty 1534.653284 = -72164.797877 nChanged 5 SP:Iteration 17Q (1645.437437 sec): 3 clusters Score: Raw -73701.502918 + Penalty 1534.653284 = -72166.849634 nChanged 2 SP:Iteration 18Q (1645.532831 sec): 3 clusters Score: Raw -73702.535100 + Penalty 1534.653284 = -72167.881816 nChanged 0 SP:Iteration 19F (1645.606980 sec): 3 clusters Score: Raw -73702.535100 + Penalty 1534.653284 = -72167.881816 nChanged 0 Score: Raw -4230481.468628 + Penalty 24837.097143 = -4205644.371485 Splitting cluster 13 changes total score from -4205753.116601 to -4205644.371485 So it's not getting split. Trying to split cluster 14 (1524 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1647.278448 sec): 2 clusters Score: Raw -89327.125678 + Penalty 769.554842 = -88557.570836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1647.359760 sec): 3 clusters Score: Raw -88665.108550 + Penalty 1539.109685 = -87125.998865 nChanged 574 SP:Iteration 1F (1647.437213 sec): 3 clusters Score: Raw -89054.290309 + Penalty 1539.109685 = -87515.180624 nChanged 145 SP:Iteration 2F (1647.519000 sec): 3 clusters Score: Raw -89204.356159 + Penalty 1539.109685 = -87665.246475 nChanged 112 SP:Iteration 3F (1647.607624 sec): 3 clusters Score: Raw -89322.625511 + Penalty 1539.109685 = -87783.515826 nChanged 90 SP:Iteration 4F (1647.682617 sec): 3 clusters Score: Raw -89411.451714 + Penalty 1539.109685 = -87872.342029 nChanged 71 SP:Iteration 5Q (1647.755887 sec): 3 clusters Score: Raw -89493.205939 + Penalty 1539.109685 = -87954.096254 nChanged 59 SP:Iteration 6Q (1647.860137 sec): 3 clusters Score: Raw -89546.087556 + Penalty 1539.109685 = -88006.977872 nChanged 35 SP:Iteration 7Q (1647.928067 sec): 3 clusters Score: Raw -89577.468247 + Penalty 1539.109685 = -88038.358562 nChanged 34 SP:Iteration 8Q (1648.007859 sec): 3 clusters Score: Raw -89609.398541 + Penalty 1539.109685 = -88070.288856 nChanged 28 SP:Iteration 9Q (1648.085833 sec): 3 clusters Score: Raw -89628.864586 + Penalty 1539.109685 = -88089.754901 nChanged 21 SP:Iteration 10Q (1648.179363 sec): 3 clusters Score: Raw -89643.306699 + Penalty 1539.109685 = -88104.197014 nChanged 12 SP:Iteration 11Q (1648.248531 sec): 3 clusters Score: Raw -89649.944414 + Penalty 1539.109685 = -88110.834730 nChanged 7 SP:Iteration 12Q (1648.346409 sec): 3 clusters Score: Raw -89653.366263 + Penalty 1539.109685 = -88114.256578 nChanged 10 SP:Iteration 13Q (1648.425906 sec): 3 clusters Score: Raw -89657.613803 + Penalty 1539.109685 = -88118.504118 nChanged 3 SP:Iteration 14Q (1648.493317 sec): 3 clusters Score: Raw -89661.585865 + Penalty 1539.109685 = -88122.476180 nChanged 7 SP:Iteration 15Q (1648.591879 sec): 3 clusters Score: Raw -89667.416024 + Penalty 1539.109685 = -88128.306339 nChanged 5 SP:Iteration 16Q (1648.674241 sec): 3 clusters Score: Raw -89671.206077 + Penalty 1539.109685 = -88132.096393 nChanged 8 SP:Iteration 17Q (1648.737039 sec): 3 clusters Score: Raw -89673.817146 + Penalty 1539.109685 = -88134.707462 nChanged 2 SP:Iteration 18Q (1648.820982 sec): 3 clusters Score: Raw -89678.321603 + Penalty 1539.109685 = -88139.211918 nChanged 4 SP:Iteration 19Q (1648.909655 sec): 3 clusters Score: Raw -89679.937825 + Penalty 1539.109685 = -88140.828140 nChanged 1 SP:Iteration 20F (1648.986306 sec): 3 clusters Score: Raw -89680.270097 + Penalty 1539.109685 = -88141.160412 nChanged 0 Trying to split cluster 15 (1247 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1649.051428 sec): 2 clusters Score: Raw -53262.297610 + Penalty 748.492074 = -52513.805536 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1649.118104 sec): 3 clusters Score: Raw -52784.851812 + Penalty 1496.984149 = -51287.867663 nChanged 408 SP:Iteration 1F (1649.200134 sec): 3 clusters Score: Raw -53217.235731 + Penalty 1496.984149 = -51720.251582 nChanged 136 SP:Iteration 2F (1649.287406 sec): 3 clusters Score: Raw -53385.155591 + Penalty 1496.984149 = -51888.171442 nChanged 89 SP:Iteration 3F (1649.381639 sec): 3 clusters Score: Raw -53489.864664 + Penalty 1496.984149 = -51992.880515 nChanged 63 SP:Iteration 4F (1649.463223 sec): 3 clusters Score: Raw -53561.785203 + Penalty 1496.984149 = -52064.801055 nChanged 49 SP:Iteration 5Q (1649.526674 sec): 3 clusters Score: Raw -53614.457341 + Penalty 1496.984149 = -52117.473193 nChanged 28 SP:Iteration 6Q (1649.610888 sec): 3 clusters Score: Raw -53640.897659 + Penalty 1496.984149 = -52143.913510 nChanged 20 SP:Iteration 7Q (1649.700021 sec): 3 clusters Score: Raw -53655.677327 + Penalty 1496.984149 = -52158.693179 nChanged 9 SP:Iteration 8Q (1649.797412 sec): 3 clusters Score: Raw -53663.759007 + Penalty 1496.984149 = -52166.774859 nChanged 10 SP:Iteration 9Q (1649.870358 sec): 3 clusters Score: Raw -53669.542721 + Penalty 1496.984149 = -52172.558572 nChanged 8 SP:Iteration 10Q (1649.943688 sec): 3 clusters Score: Raw -53675.841754 + Penalty 1496.984149 = -52178.857606 nChanged 8 SP:Iteration 11Q (1650.032522 sec): 3 clusters Score: Raw -53682.132864 + Penalty 1496.984149 = -52185.148715 nChanged 12 SP:Iteration 12Q (1650.130368 sec): 3 clusters Score: Raw -53692.694472 + Penalty 1496.984149 = -52195.710323 nChanged 13 SP:Iteration 13Q (1650.213418 sec): 3 clusters Score: Raw -53706.365078 + Penalty 1496.984149 = -52209.380929 nChanged 10 SP:Iteration 14Q (1650.324725 sec): 3 clusters Score: Raw -53713.385962 + Penalty 1496.984149 = -52216.401813 nChanged 11 SP:Iteration 15Q (1650.425102 sec): 3 clusters Score: Raw -53717.971888 + Penalty 1496.984149 = -52220.987739 nChanged 10 SP:Iteration 16Q (1650.503977 sec): 3 clusters Score: Raw -53724.251756 + Penalty 1496.984149 = -52227.267608 nChanged 9 SP:Iteration 17Q (1650.593881 sec): 3 clusters Score: Raw -53731.733430 + Penalty 1496.984149 = -52234.749281 nChanged 13 SP:Iteration 18Q (1650.708791 sec): 3 clusters Score: Raw -53739.253550 + Penalty 1496.984149 = -52242.269401 nChanged 7 SP:Iteration 19Q (1650.831788 sec): 3 clusters Score: Raw -53744.489960 + Penalty 1496.984149 = -52247.505811 nChanged 4 SP:Iteration 20F (1650.929028 sec): 3 clusters Score: Raw -53747.745315 + Penalty 1496.984149 = -52250.761166 nChanged 8 SP:Iteration 21Q (1651.028214 sec): 3 clusters Score: Raw -53752.235392 + Penalty 1496.984149 = -52255.251243 nChanged 3 SP:Iteration 22Q (1651.100223 sec): 3 clusters Score: Raw -53753.488038 + Penalty 1496.984149 = -52256.503889 nChanged 1 SP:Iteration 23Q (1651.215528 sec): 3 clusters Score: Raw -53754.591734 + Penalty 1496.984149 = -52257.607585 nChanged 7 SP:Iteration 24Q (1651.292761 sec): 3 clusters Score: Raw -53760.073139 + Penalty 1496.984149 = -52263.088991 nChanged 4 SP:Iteration 25Q (1651.361847 sec): 3 clusters Score: Raw -53762.703525 + Penalty 1496.984149 = -52265.719377 nChanged 1 SP:Iteration 26Q (1651.440576 sec): 3 clusters Score: Raw -53764.139340 + Penalty 1496.984149 = -52267.155192 nChanged 2 SP:Iteration 27Q (1651.514929 sec): 3 clusters Score: Raw -53766.097303 + Penalty 1496.984149 = -52269.113154 nChanged 0 SP:Iteration 28F (1651.596756 sec): 3 clusters Score: Raw -53766.097303 + Penalty 1496.984149 = -52269.113154 nChanged 0 Trying to split cluster 16 (4652 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1651.674722 sec): 2 clusters Score: Raw -282673.516409 + Penalty 886.730514 = -281786.785895 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1651.760297 sec): 3 clusters Score: Raw -280157.749960 + Penalty 1773.461028 = -278384.288933 nChanged 1911 SP:Iteration 1F (1651.863713 sec): 3 clusters Score: Raw -281176.447162 + Penalty 1773.461028 = -279402.986134 nChanged 332 SP:Iteration 2F (1651.939326 sec): 3 clusters Score: Raw -281340.160133 + Penalty 1773.461028 = -279566.699106 nChanged 269 SP:Iteration 3F (1652.038293 sec): 3 clusters Score: Raw -281472.847280 + Penalty 1773.461028 = -279699.386252 nChanged 214 SP:Iteration 4Q (1652.106487 sec): 3 clusters Score: Raw -281579.093638 + Penalty 1773.461028 = -279805.632610 nChanged 187 SP:Iteration 5Q (1652.198003 sec): 3 clusters Score: Raw -281666.696124 + Penalty 1773.461028 = -279893.235097 nChanged 178 SP:Iteration 6Q (1652.289712 sec): 3 clusters Score: Raw -281759.589871 + Penalty 1773.461028 = -279986.128843 nChanged 180 SP:Iteration 7Q (1652.360314 sec): 3 clusters Score: Raw -281843.578022 + Penalty 1773.461028 = -280070.116995 nChanged 160 SP:Iteration 8Q (1652.453111 sec): 3 clusters Score: Raw -281909.644283 + Penalty 1773.461028 = -280136.183255 nChanged 128 SP:Iteration 9Q (1652.536406 sec): 3 clusters Score: Raw -281966.488580 + Penalty 1773.461028 = -280193.027552 nChanged 114 SP:Iteration 10Q (1652.633242 sec): 3 clusters Score: Raw -282011.853993 + Penalty 1773.461028 = -280238.392965 nChanged 99 SP:Iteration 11Q (1652.716167 sec): 3 clusters Score: Raw -282055.904868 + Penalty 1773.461028 = -280282.443840 nChanged 102 SP:Iteration 12Q (1652.800995 sec): 3 clusters Score: Raw -282099.934611 + Penalty 1773.461028 = -280326.473583 nChanged 104 SP:Iteration 13Q (1652.904824 sec): 3 clusters Score: Raw -282155.296394 + Penalty 1773.461028 = -280381.835366 nChanged 124 SP:Iteration 14Q (1652.975719 sec): 3 clusters Score: Raw -282217.730760 + Penalty 1773.461028 = -280444.269732 nChanged 130 SP:Iteration 15Q (1653.066899 sec): 3 clusters Score: Raw -282288.738617 + Penalty 1773.461028 = -280515.277589 nChanged 106 SP:Iteration 16Q (1653.142996 sec): 3 clusters Score: Raw -282350.119023 + Penalty 1773.461028 = -280576.657995 nChanged 108 SP:Iteration 17Q (1653.234251 sec): 3 clusters Score: Raw -282421.304277 + Penalty 1773.461028 = -280647.843250 nChanged 125 SP:Iteration 18Q (1653.331362 sec): 3 clusters Score: Raw -282508.520568 + Penalty 1773.461028 = -280735.059540 nChanged 134 SP:Iteration 19Q (1653.412027 sec): 3 clusters Score: Raw -282605.816852 + Penalty 1773.461028 = -280832.355825 nChanged 120 SP:Iteration 20F (1653.484687 sec): 3 clusters Score: Raw -282700.368194 + Penalty 1773.461028 = -280926.907166 nChanged 129 SP:Iteration 21Q (1653.578287 sec): 3 clusters Score: Raw -282819.219694 + Penalty 1773.461028 = -281045.758666 nChanged 131 SP:Iteration 22Q (1653.661305 sec): 3 clusters Score: Raw -282940.116055 + Penalty 1773.461028 = -281166.655027 nChanged 116 SP:Iteration 23Q (1653.744649 sec): 3 clusters Score: Raw -283036.404389 + Penalty 1773.461028 = -281262.943361 nChanged 109 SP:Iteration 24Q (1653.830556 sec): 3 clusters Score: Raw -283114.604169 + Penalty 1773.461028 = -281341.143141 nChanged 81 SP:Iteration 25Q (1653.919412 sec): 3 clusters Score: Raw -283170.227683 + Penalty 1773.461028 = -281396.766655 nChanged 69 SP:Iteration 26Q (1654.013995 sec): 3 clusters Score: Raw -283207.040338 + Penalty 1773.461028 = -281433.579310 nChanged 52 SP:Iteration 27Q (1654.092549 sec): 3 clusters Score: Raw -283233.937520 + Penalty 1773.461028 = -281460.476492 nChanged 36 SP:Iteration 28Q (1654.178389 sec): 3 clusters Score: Raw -283247.174419 + Penalty 1773.461028 = -281473.713391 nChanged 19 SP:Iteration 29Q (1654.262283 sec): 3 clusters Score: Raw -283252.021008 + Penalty 1773.461028 = -281478.559980 nChanged 14 SP:Iteration 30Q (1654.338555 sec): 3 clusters Score: Raw -283254.368954 + Penalty 1773.461028 = -281480.907926 nChanged 7 SP:Iteration 31Q (1654.429152 sec): 3 clusters Score: Raw -283255.467115 + Penalty 1773.461028 = -281482.006087 nChanged 7 SP:Iteration 32Q (1654.521533 sec): 3 clusters Score: Raw -283256.568616 + Penalty 1773.461028 = -281483.107588 nChanged 3 SP:Iteration 33Q (1654.598741 sec): 3 clusters Score: Raw -283256.859968 + Penalty 1773.461028 = -281483.398940 nChanged 0 SP:Iteration 34F (1654.681618 sec): 3 clusters Score: Raw -283256.859968 + Penalty 1773.461028 = -281483.398940 nChanged 0 Trying to split cluster 17 (5185 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1654.746396 sec): 2 clusters Score: Raw -301127.999419 + Penalty 898.120138 = -300229.879281 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1654.824540 sec): 3 clusters Score: Raw -298276.529323 + Penalty 1796.240275 = -296480.289048 nChanged 2195 SP:Iteration 1F (1654.917595 sec): 3 clusters Score: Raw -299613.799424 + Penalty 1796.240275 = -297817.559149 nChanged 398 SP:Iteration 2F (1654.992072 sec): 3 clusters Score: Raw -299861.565038 + Penalty 1796.240275 = -298065.324762 nChanged 338 SP:Iteration 3F (1655.082619 sec): 3 clusters Score: Raw -300075.267453 + Penalty 1796.240275 = -298279.027178 nChanged 276 SP:Iteration 4F (1655.169269 sec): 3 clusters Score: Raw -300258.949678 + Penalty 1796.240275 = -298462.709403 nChanged 223 SP:Iteration 5Q (1655.259014 sec): 3 clusters Score: Raw -300400.527458 + Penalty 1796.240275 = -298604.287183 nChanged 195 SP:Iteration 6Q (1655.341463 sec): 3 clusters Score: Raw -300521.522867 + Penalty 1796.240275 = -298725.282592 nChanged 191 SP:Iteration 7Q (1655.433209 sec): 3 clusters Score: Raw -300637.022109 + Penalty 1796.240275 = -298840.781833 nChanged 150 SP:Iteration 8Q (1655.509561 sec): 3 clusters Score: Raw -300726.043644 + Penalty 1796.240275 = -298929.803369 nChanged 134 SP:Iteration 9Q (1655.614092 sec): 3 clusters Score: Raw -300809.733216 + Penalty 1796.240275 = -299013.492941 nChanged 116 SP:Iteration 10Q (1655.707444 sec): 3 clusters Score: Raw -300883.177445 + Penalty 1796.240275 = -299086.937170 nChanged 96 SP:Iteration 11Q (1655.773255 sec): 3 clusters Score: Raw -300937.775459 + Penalty 1796.240275 = -299141.535184 nChanged 75 SP:Iteration 12Q (1655.871990 sec): 3 clusters Score: Raw -300971.876640 + Penalty 1796.240275 = -299175.636364 nChanged 68 SP:Iteration 13Q (1655.965341 sec): 3 clusters Score: Raw -301007.595075 + Penalty 1796.240275 = -299211.354799 nChanged 63 SP:Iteration 14Q (1656.045599 sec): 3 clusters Score: Raw -301041.759110 + Penalty 1796.240275 = -299245.518835 nChanged 57 SP:Iteration 15Q (1656.132066 sec): 3 clusters Score: Raw -301079.314767 + Penalty 1796.240275 = -299283.074492 nChanged 45 SP:Iteration 16Q (1656.227662 sec): 3 clusters Score: Raw -301109.696372 + Penalty 1796.240275 = -299313.456097 nChanged 39 SP:Iteration 17Q (1656.328655 sec): 3 clusters Score: Raw -301130.122140 + Penalty 1796.240275 = -299333.881864 nChanged 34 SP:Iteration 18Q (1656.410336 sec): 3 clusters Score: Raw -301148.191873 + Penalty 1796.240275 = -299351.951598 nChanged 24 SP:Iteration 19Q (1656.487237 sec): 3 clusters Score: Raw -301162.829823 + Penalty 1796.240275 = -299366.589547 nChanged 23 SP:Iteration 20F (1656.584232 sec): 3 clusters Score: Raw -301173.467849 + Penalty 1796.240275 = -299377.227573 nChanged 18 SP:Iteration 21Q (1656.687304 sec): 3 clusters Score: Raw -301182.637013 + Penalty 1796.240275 = -299386.396738 nChanged 15 SP:Iteration 22Q (1656.790389 sec): 3 clusters Score: Raw -301190.408139 + Penalty 1796.240275 = -299394.167864 nChanged 10 SP:Iteration 23Q (1656.902128 sec): 3 clusters Score: Raw -301195.516389 + Penalty 1796.240275 = -299399.276114 nChanged 13 SP:Iteration 24Q (1656.997085 sec): 3 clusters Score: Raw -301201.850251 + Penalty 1796.240275 = -299405.609975 nChanged 12 SP:Iteration 25Q (1657.077529 sec): 3 clusters Score: Raw -301205.788499 + Penalty 1796.240275 = -299409.548223 nChanged 5 SP:Iteration 26Q (1657.174193 sec): 3 clusters Score: Raw -301207.764386 + Penalty 1796.240275 = -299411.524110 nChanged 4 SP:Iteration 27Q (1657.265538 sec): 3 clusters Score: Raw -301209.055010 + Penalty 1796.240275 = -299412.814735 nChanged 5 SP:Iteration 28Q (1657.342801 sec): 3 clusters Score: Raw -301211.336282 + Penalty 1796.240275 = -299415.096007 nChanged 3 SP:Iteration 29Q (1657.456196 sec): 3 clusters Score: Raw -301212.312314 + Penalty 1796.240275 = -299416.072039 nChanged 3 SP:Iteration 30Q (1657.564340 sec): 3 clusters Score: Raw -301213.272939 + Penalty 1796.240275 = -299417.032663 nChanged 4 SP:Iteration 31Q (1657.665708 sec): 3 clusters Score: Raw -301213.985855 + Penalty 1796.240275 = -299417.745580 nChanged 1 SP:Iteration 32Q (1657.775252 sec): 3 clusters Score: Raw -301214.819646 + Penalty 1796.240275 = -299418.579371 nChanged 1 SP:Iteration 33Q (1657.877528 sec): 3 clusters Score: Raw -301215.383647 + Penalty 1796.240275 = -299419.143371 nChanged 1 SP:Iteration 34Q (1658.016419 sec): 3 clusters Score: Raw -301215.745794 + Penalty 1796.240275 = -299419.505519 nChanged 1 SP:Iteration 35Q (1658.115047 sec): 3 clusters Score: Raw -301216.127798 + Penalty 1796.240275 = -299419.887523 nChanged 0 SP:Iteration 36F (1658.202608 sec): 3 clusters Score: Raw -301216.127798 + Penalty 1796.240275 = -299419.887523 nChanged 0 Trying to split cluster 18 (2682 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1658.247165 sec): 2 clusters Score: Raw -164298.103019 + Penalty 828.903397 = -163469.199622 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1658.335570 sec): 3 clusters Score: Raw -162918.450351 + Penalty 1657.806793 = -161260.643557 nChanged 1092 SP:Iteration 1F (1658.423094 sec): 3 clusters Score: Raw -163590.741630 + Penalty 1657.806793 = -161932.934837 nChanged 222 SP:Iteration 2F (1658.496624 sec): 3 clusters Score: Raw -163758.287439 + Penalty 1657.806793 = -162100.480645 nChanged 182 SP:Iteration 3F (1658.569852 sec): 3 clusters Score: Raw -163906.999825 + Penalty 1657.806793 = -162249.193032 nChanged 174 SP:Iteration 4F (1658.651982 sec): 3 clusters Score: Raw -164068.339055 + Penalty 1657.806793 = -162410.532261 nChanged 155 SP:Iteration 5F (1658.750888 sec): 3 clusters Score: Raw -164196.381717 + Penalty 1657.806793 = -162538.574924 nChanged 119 SP:Iteration 6Q (1658.829908 sec): 3 clusters Score: Raw -164301.379781 + Penalty 1657.806793 = -162643.572987 nChanged 94 SP:Iteration 7Q (1658.915513 sec): 3 clusters Score: Raw -164378.127276 + Penalty 1657.806793 = -162720.320482 nChanged 84 SP:Iteration 8Q (1658.989875 sec): 3 clusters Score: Raw -164440.129488 + Penalty 1657.806793 = -162782.322694 nChanged 80 SP:Iteration 9Q (1659.063334 sec): 3 clusters Score: Raw -164488.629667 + Penalty 1657.806793 = -162830.822873 nChanged 51 SP:Iteration 10Q (1659.160855 sec): 3 clusters Score: Raw -164523.318201 + Penalty 1657.806793 = -162865.511408 nChanged 43 SP:Iteration 11Q (1659.247022 sec): 3 clusters Score: Raw -164549.550343 + Penalty 1657.806793 = -162891.743549 nChanged 45 SP:Iteration 12Q (1659.325354 sec): 3 clusters Score: Raw -164571.820315 + Penalty 1657.806793 = -162914.013521 nChanged 27 SP:Iteration 13Q (1659.419865 sec): 3 clusters Score: Raw -164585.351745 + Penalty 1657.806793 = -162927.544951 nChanged 26 SP:Iteration 14Q (1659.505125 sec): 3 clusters Score: Raw -164596.863857 + Penalty 1657.806793 = -162939.057063 nChanged 25 SP:Iteration 15Q (1659.605468 sec): 3 clusters Score: Raw -164603.893244 + Penalty 1657.806793 = -162946.086451 nChanged 17 SP:Iteration 16Q (1659.689239 sec): 3 clusters Score: Raw -164608.511760 + Penalty 1657.806793 = -162950.704967 nChanged 9 SP:Iteration 17Q (1659.760863 sec): 3 clusters Score: Raw -164611.065645 + Penalty 1657.806793 = -162953.258852 nChanged 5 SP:Iteration 18Q (1659.843691 sec): 3 clusters Score: Raw -164613.044947 + Penalty 1657.806793 = -162955.238154 nChanged 9 SP:Iteration 19Q (1659.938484 sec): 3 clusters Score: Raw -164616.371664 + Penalty 1657.806793 = -162958.564871 nChanged 12 SP:Iteration 20F (1660.022785 sec): 3 clusters Score: Raw -164620.359327 + Penalty 1657.806793 = -162962.552534 nChanged 8 SP:Iteration 21Q (1660.097943 sec): 3 clusters Score: Raw -164622.424597 + Penalty 1657.806793 = -162964.617803 nChanged 4 SP:Iteration 22Q (1660.190233 sec): 3 clusters Score: Raw -164622.895573 + Penalty 1657.806793 = -162965.088780 nChanged 1 SP:Iteration 23Q (1660.278375 sec): 3 clusters Score: Raw -164623.022759 + Penalty 1657.806793 = -162965.215966 nChanged 3 SP:Iteration 24Q (1660.364107 sec): 3 clusters Score: Raw -164623.718399 + Penalty 1657.806793 = -162965.911605 nChanged 5 SP:Iteration 25Q (1660.454315 sec): 3 clusters Score: Raw -164624.609928 + Penalty 1657.806793 = -162966.803135 nChanged 5 SP:Iteration 26Q (1660.521219 sec): 3 clusters Score: Raw -164625.903352 + Penalty 1657.806793 = -162968.096559 nChanged 3 SP:Iteration 27Q (1660.605705 sec): 3 clusters Score: Raw -164626.539730 + Penalty 1657.806793 = -162968.732937 nChanged 2 SP:Iteration 28Q (1660.686574 sec): 3 clusters Score: Raw -164626.804354 + Penalty 1657.806793 = -162968.997561 nChanged 0 SP:Iteration 29F (1660.783123 sec): 3 clusters Score: Raw -164626.804354 + Penalty 1657.806793 = -162968.997561 nChanged 0 Trying to split cluster 19 (4863 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1660.835272 sec): 2 clusters Score: Raw -248833.748745 + Penalty 891.388135 = -247942.360610 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1660.924729 sec): 3 clusters Score: Raw -246166.014699 + Penalty 1782.776270 = -244383.238429 nChanged 2063 SP:Iteration 1F (1660.991598 sec): 3 clusters Score: Raw -247499.106691 + Penalty 1782.776270 = -245716.330421 nChanged 424 SP:Iteration 2F (1661.089359 sec): 3 clusters Score: Raw -247801.095128 + Penalty 1782.776270 = -246018.318857 nChanged 336 SP:Iteration 3F (1661.166003 sec): 3 clusters Score: Raw -248048.961779 + Penalty 1782.776270 = -246266.185509 nChanged 278 SP:Iteration 4F (1661.260457 sec): 3 clusters Score: Raw -248273.901859 + Penalty 1782.776270 = -246491.125589 nChanged 243 SP:Iteration 5Q (1661.339785 sec): 3 clusters Score: Raw -248454.205507 + Penalty 1782.776270 = -246671.429237 nChanged 207 SP:Iteration 6Q (1661.426028 sec): 3 clusters Score: Raw -248599.130208 + Penalty 1782.776270 = -246816.353937 nChanged 165 SP:Iteration 7Q (1661.517676 sec): 3 clusters Score: Raw -248701.230198 + Penalty 1782.776270 = -246918.453927 nChanged 129 SP:Iteration 8Q (1661.600978 sec): 3 clusters Score: Raw -248771.449740 + Penalty 1782.776270 = -246988.673469 nChanged 104 SP:Iteration 9Q (1661.696352 sec): 3 clusters Score: Raw -248815.080527 + Penalty 1782.776270 = -247032.304257 nChanged 72 SP:Iteration 10Q (1661.785842 sec): 3 clusters Score: Raw -248847.648128 + Penalty 1782.776270 = -247064.871858 nChanged 65 SP:Iteration 11Q (1661.855708 sec): 3 clusters Score: Raw -248879.209312 + Penalty 1782.776270 = -247096.433042 nChanged 73 SP:Iteration 12Q (1661.943588 sec): 3 clusters Score: Raw -248910.819621 + Penalty 1782.776270 = -247128.043350 nChanged 65 SP:Iteration 13Q (1662.034967 sec): 3 clusters Score: Raw -248935.731741 + Penalty 1782.776270 = -247152.955471 nChanged 59 SP:Iteration 14Q (1662.137680 sec): 3 clusters Score: Raw -248959.336551 + Penalty 1782.776270 = -247176.560281 nChanged 54 SP:Iteration 15Q (1662.218954 sec): 3 clusters Score: Raw -248979.913379 + Penalty 1782.776270 = -247197.137109 nChanged 54 SP:Iteration 16Q (1662.294024 sec): 3 clusters Score: Raw -248998.845192 + Penalty 1782.776270 = -247216.068921 nChanged 44 SP:Iteration 17Q (1662.393700 sec): 3 clusters Score: Raw -249013.267822 + Penalty 1782.776270 = -247230.491552 nChanged 38 SP:Iteration 18Q (1662.490655 sec): 3 clusters Score: Raw -249025.231750 + Penalty 1782.776270 = -247242.455480 nChanged 35 SP:Iteration 19Q (1662.596542 sec): 3 clusters Score: Raw -249034.941346 + Penalty 1782.776270 = -247252.165075 nChanged 27 SP:Iteration 20F (1662.687159 sec): 3 clusters Score: Raw -249039.988428 + Penalty 1782.776270 = -247257.212158 nChanged 17 SP:Iteration 21Q (1662.779872 sec): 3 clusters Score: Raw -249043.856663 + Penalty 1782.776270 = -247261.080393 nChanged 16 SP:Iteration 22Q (1662.865829 sec): 3 clusters Score: Raw -249048.686068 + Penalty 1782.776270 = -247265.909798 nChanged 17 SP:Iteration 23Q (1662.980414 sec): 3 clusters Score: Raw -249052.942870 + Penalty 1782.776270 = -247270.166599 nChanged 11 SP:Iteration 24Q (1663.066164 sec): 3 clusters Score: Raw -249055.481857 + Penalty 1782.776270 = -247272.705587 nChanged 8 SP:Iteration 25Q (1663.164295 sec): 3 clusters Score: Raw -249057.447199 + Penalty 1782.776270 = -247274.670929 nChanged 10 SP:Iteration 26Q (1663.274225 sec): 3 clusters Score: Raw -249058.818232 + Penalty 1782.776270 = -247276.041962 nChanged 11 SP:Iteration 27Q (1663.395299 sec): 3 clusters Score: Raw -249060.441013 + Penalty 1782.776270 = -247277.664743 nChanged 8 SP:Iteration 28Q (1663.492486 sec): 3 clusters Score: Raw -249062.274634 + Penalty 1782.776270 = -247279.498364 nChanged 15 SP:Iteration 29Q (1663.584906 sec): 3 clusters Score: Raw -249065.521163 + Penalty 1782.776270 = -247282.744893 nChanged 12 SP:Iteration 30Q (1663.686714 sec): 3 clusters Score: Raw -249068.190606 + Penalty 1782.776270 = -247285.414335 nChanged 10 SP:Iteration 31Q (1663.797505 sec): 3 clusters Score: Raw -249070.466991 + Penalty 1782.776270 = -247287.690721 nChanged 8 SP:Iteration 32Q (1663.905189 sec): 3 clusters Score: Raw -249072.693655 + Penalty 1782.776270 = -247289.917385 nChanged 13 SP:Iteration 33Q (1664.002529 sec): 3 clusters Score: Raw -249075.513884 + Penalty 1782.776270 = -247292.737613 nChanged 20 SP:Iteration 34Q (1664.113697 sec): 3 clusters Score: Raw -249079.708393 + Penalty 1782.776270 = -247296.932123 nChanged 18 SP:Iteration 35Q (1664.232333 sec): 3 clusters Score: Raw -249084.574845 + Penalty 1782.776270 = -247301.798575 nChanged 19 SP:Iteration 36Q (1664.319222 sec): 3 clusters Score: Raw -249088.700631 + Penalty 1782.776270 = -247305.924360 nChanged 10 SP:Iteration 37Q (1664.431996 sec): 3 clusters Score: Raw -249091.187010 + Penalty 1782.776270 = -247308.410740 nChanged 12 SP:Iteration 38Q (1664.537330 sec): 3 clusters Score: Raw -249093.518602 + Penalty 1782.776270 = -247310.742332 nChanged 6 SP:Iteration 39Q (1664.619203 sec): 3 clusters Score: Raw -249095.354581 + Penalty 1782.776270 = -247312.578311 nChanged 12 SP:Iteration 40F (1664.700944 sec): 3 clusters Score: Raw -249099.468458 + Penalty 1782.776270 = -247316.692188 nChanged 12 SP:Iteration 41Q (1664.792287 sec): 3 clusters Score: Raw -249103.221605 + Penalty 1782.776270 = -247320.445334 nChanged 14 SP:Iteration 42Q (1664.861439 sec): 3 clusters Score: Raw -249107.731910 + Penalty 1782.776270 = -247324.955640 nChanged 23 SP:Iteration 43Q (1664.954857 sec): 3 clusters Score: Raw -249115.144560 + Penalty 1782.776270 = -247332.368290 nChanged 17 SP:Iteration 44Q (1665.038063 sec): 3 clusters Score: Raw -249119.397748 + Penalty 1782.776270 = -247336.621478 nChanged 17 SP:Iteration 45Q (1665.137064 sec): 3 clusters Score: Raw -249123.611905 + Penalty 1782.776270 = -247340.835635 nChanged 12 SP:Iteration 46Q (1665.211928 sec): 3 clusters Score: Raw -249126.592241 + Penalty 1782.776270 = -247343.815971 nChanged 15 SP:Iteration 47Q (1665.309280 sec): 3 clusters Score: Raw -249130.180810 + Penalty 1782.776270 = -247347.404540 nChanged 18 SP:Iteration 48Q (1665.384726 sec): 3 clusters Score: Raw -249137.790543 + Penalty 1782.776270 = -247355.014273 nChanged 26 SP:Iteration 49Q (1665.485530 sec): 3 clusters Score: Raw -249148.190281 + Penalty 1782.776270 = -247365.414011 nChanged 20 SP:Iteration 50Q (1665.580234 sec): 3 clusters Score: Raw -249153.557885 + Penalty 1782.776270 = -247370.781615 nChanged 20 SP:Iteration 51Q (1665.665791 sec): 3 clusters Score: Raw -249158.063336 + Penalty 1782.776270 = -247375.287065 nChanged 9 SP:Iteration 52Q (1665.757096 sec): 3 clusters Score: Raw -249160.203827 + Penalty 1782.776270 = -247377.427557 nChanged 9 SP:Iteration 53Q (1665.832593 sec): 3 clusters Score: Raw -249162.057570 + Penalty 1782.776270 = -247379.281300 nChanged 7 SP:Iteration 54Q (1665.927781 sec): 3 clusters Score: Raw -249163.067004 + Penalty 1782.776270 = -247380.290734 nChanged 2 SP:Iteration 55Q (1666.016507 sec): 3 clusters Score: Raw -249163.490105 + Penalty 1782.776270 = -247380.713835 nChanged 1 SP:Iteration 56Q (1666.094136 sec): 3 clusters Score: Raw -249163.612436 + Penalty 1782.776270 = -247380.836166 nChanged 2 SP:Iteration 57Q (1666.178344 sec): 3 clusters Score: Raw -249164.062824 + Penalty 1782.776270 = -247381.286554 nChanged 5 SP:Iteration 58Q (1666.259561 sec): 3 clusters Score: Raw -249165.352304 + Penalty 1782.776270 = -247382.576034 nChanged 6 SP:Iteration 59Q (1666.357343 sec): 3 clusters Score: Raw -249166.550426 + Penalty 1782.776270 = -247383.774156 nChanged 8 SP:Iteration 60F (1666.451073 sec): 3 clusters Score: Raw -249167.849982 + Penalty 1782.776270 = -247385.073712 nChanged 8 SP:Iteration 61Q (1666.538430 sec): 3 clusters Score: Raw -249169.076066 + Penalty 1782.776270 = -247386.299796 nChanged 4 SP:Iteration 62Q (1666.627790 sec): 3 clusters Score: Raw -249170.172045 + Penalty 1782.776270 = -247387.395775 nChanged 6 SP:Iteration 63Q (1666.717501 sec): 3 clusters Score: Raw -249170.988934 + Penalty 1782.776270 = -247388.212663 nChanged 3 SP:Iteration 64Q (1666.799739 sec): 3 clusters Score: Raw -249171.377837 + Penalty 1782.776270 = -247388.601567 nChanged 2 SP:Iteration 65Q (1666.890641 sec): 3 clusters Score: Raw -249171.925452 + Penalty 1782.776270 = -247389.149182 nChanged 4 SP:Iteration 66Q (1666.981203 sec): 3 clusters Score: Raw -249172.804778 + Penalty 1782.776270 = -247390.028508 nChanged 7 SP:Iteration 67Q (1667.057666 sec): 3 clusters Score: Raw -249173.788971 + Penalty 1782.776270 = -247391.012700 nChanged 8 SP:Iteration 68Q (1667.150685 sec): 3 clusters Score: Raw -249175.341885 + Penalty 1782.776270 = -247392.565615 nChanged 4 SP:Iteration 69Q (1667.240279 sec): 3 clusters Score: Raw -249176.283477 + Penalty 1782.776270 = -247393.507206 nChanged 5 SP:Iteration 70Q (1667.326211 sec): 3 clusters Score: Raw -249177.545824 + Penalty 1782.776270 = -247394.769554 nChanged 7 SP:Iteration 71Q (1667.411733 sec): 3 clusters Score: Raw -249178.711691 + Penalty 1782.776270 = -247395.935421 nChanged 10 SP:Iteration 72Q (1667.486519 sec): 3 clusters Score: Raw -249180.748945 + Penalty 1782.776270 = -247397.972675 nChanged 5 SP:Iteration 73Q (1667.578279 sec): 3 clusters Score: Raw -249181.378716 + Penalty 1782.776270 = -247398.602446 nChanged 0 SP:Iteration 74F (1667.650731 sec): 3 clusters Score: Raw -249181.378716 + Penalty 1782.776270 = -247398.602446 nChanged 0 Trying to split cluster 20 (13187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1667.732943 sec): 2 clusters Score: Raw -796136.380124 + Penalty 996.133611 = -795140.246513 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1667.837730 sec): 3 clusters Score: Raw -788313.403251 + Penalty 1992.267223 = -786321.136029 nChanged 5921 SP:Iteration 1F (1667.916260 sec): 3 clusters Score: Raw -791639.662711 + Penalty 1992.267223 = -789647.395489 nChanged 686 SP:Iteration 2F (1668.019396 sec): 3 clusters Score: Raw -791922.568397 + Penalty 1992.267223 = -789930.301175 nChanged 653 SP:Iteration 3Q (1668.126366 sec): 3 clusters Score: Raw -792234.149868 + Penalty 1992.267223 = -790241.882645 nChanged 706 SP:Iteration 4F (1668.220299 sec): 3 clusters Score: Raw -792573.293876 + Penalty 1992.267223 = -790581.026653 nChanged 655 SP:Iteration 5Q (1668.314273 sec): 3 clusters Score: Raw -792890.133213 + Penalty 1992.267223 = -790897.865990 nChanged 610 SP:Iteration 6Q (1668.401635 sec): 3 clusters Score: Raw -793189.780019 + Penalty 1992.267223 = -791197.512796 nChanged 583 SP:Iteration 7Q (1668.511296 sec): 3 clusters Score: Raw -793502.705400 + Penalty 1992.267223 = -791510.438178 nChanged 589 SP:Iteration 8Q (1668.606962 sec): 3 clusters Score: Raw -793798.366417 + Penalty 1992.267223 = -791806.099195 nChanged 550 SP:Iteration 9Q (1668.721174 sec): 3 clusters Score: Raw -794069.078001 + Penalty 1992.267223 = -792076.810778 nChanged 451 SP:Iteration 10Q (1668.838592 sec): 3 clusters Score: Raw -794273.338141 + Penalty 1992.267223 = -792281.070919 nChanged 352 SP:Iteration 11Q (1668.956794 sec): 3 clusters Score: Raw -794398.940372 + Penalty 1992.267223 = -792406.673149 nChanged 276 SP:Iteration 12Q (1669.075443 sec): 3 clusters Score: Raw -794485.962963 + Penalty 1992.267223 = -792493.695740 nChanged 228 SP:Iteration 13Q (1669.182755 sec): 3 clusters Score: Raw -794547.173471 + Penalty 1992.267223 = -792554.906249 nChanged 165 SP:Iteration 14Q (1669.301641 sec): 3 clusters Score: Raw -794592.445385 + Penalty 1992.267223 = -792600.178163 nChanged 148 SP:Iteration 15Q (1669.429226 sec): 3 clusters Score: Raw -794633.277009 + Penalty 1992.267223 = -792641.009786 nChanged 142 SP:Iteration 16Q (1669.550610 sec): 3 clusters Score: Raw -794664.201519 + Penalty 1992.267223 = -792671.934297 nChanged 99 SP:Iteration 17Q (1669.658398 sec): 3 clusters Score: Raw -794680.578362 + Penalty 1992.267223 = -792688.311140 nChanged 109 SP:Iteration 18Q (1669.760597 sec): 3 clusters Score: Raw -794699.204238 + Penalty 1992.267223 = -792706.937016 nChanged 95 SP:Iteration 19Q (1669.873401 sec): 3 clusters Score: Raw -794714.971037 + Penalty 1992.267223 = -792722.703814 nChanged 89 SP:Iteration 20F (1669.990718 sec): 3 clusters Score: Raw -794731.359379 + Penalty 1992.267223 = -792739.092157 nChanged 95 SP:Iteration 21Q (1670.098252 sec): 3 clusters Score: Raw -794746.707377 + Penalty 1992.267223 = -792754.440154 nChanged 88 SP:Iteration 22Q (1670.209231 sec): 3 clusters Score: Raw -794761.166772 + Penalty 1992.267223 = -792768.899549 nChanged 103 SP:Iteration 23Q (1670.323033 sec): 3 clusters Score: Raw -794781.263018 + Penalty 1992.267223 = -792788.995796 nChanged 103 SP:Iteration 24Q (1670.451951 sec): 3 clusters Score: Raw -794800.759807 + Penalty 1992.267223 = -792808.492585 nChanged 113 SP:Iteration 25Q (1670.583799 sec): 3 clusters Score: Raw -794821.160318 + Penalty 1992.267223 = -792828.893095 nChanged 99 SP:Iteration 26Q (1670.675743 sec): 3 clusters Score: Raw -794841.493173 + Penalty 1992.267223 = -792849.225951 nChanged 114 SP:Iteration 27Q (1670.817180 sec): 3 clusters Score: Raw -794865.222874 + Penalty 1992.267223 = -792872.955652 nChanged 109 SP:Iteration 28Q (1670.934612 sec): 3 clusters Score: Raw -794888.426628 + Penalty 1992.267223 = -792896.159405 nChanged 120 SP:Iteration 29Q (1671.058372 sec): 3 clusters Score: Raw -794915.938484 + Penalty 1992.267223 = -792923.671261 nChanged 126 SP:Iteration 30Q (1671.168995 sec): 3 clusters Score: Raw -794940.901335 + Penalty 1992.267223 = -792948.634112 nChanged 103 SP:Iteration 31Q (1671.287211 sec): 3 clusters Score: Raw -794961.697189 + Penalty 1992.267223 = -792969.429966 nChanged 99 SP:Iteration 32Q (1671.411670 sec): 3 clusters Score: Raw -794982.463278 + Penalty 1992.267223 = -792990.196056 nChanged 101 SP:Iteration 33Q (1671.525897 sec): 3 clusters Score: Raw -795001.216954 + Penalty 1992.267223 = -793008.949731 nChanged 103 SP:Iteration 34Q (1671.640888 sec): 3 clusters Score: Raw -795023.533737 + Penalty 1992.267223 = -793031.266514 nChanged 122 SP:Iteration 35Q (1671.761922 sec): 3 clusters Score: Raw -795054.796076 + Penalty 1992.267223 = -793062.528853 nChanged 136 SP:Iteration 36Q (1671.880155 sec): 3 clusters Score: Raw -795090.797982 + Penalty 1992.267223 = -793098.530759 nChanged 146 SP:Iteration 37Q (1671.996320 sec): 3 clusters Score: Raw -795127.085214 + Penalty 1992.267223 = -793134.817992 nChanged 137 SP:Iteration 38Q (1672.139837 sec): 3 clusters Score: Raw -795164.123594 + Penalty 1992.267223 = -793171.856372 nChanged 143 SP:Iteration 39Q (1672.271470 sec): 3 clusters Score: Raw -795213.583762 + Penalty 1992.267223 = -793221.316540 nChanged 157 SP:Iteration 40F (1672.421226 sec): 3 clusters Score: Raw -795265.921494 + Penalty 1992.267223 = -793273.654272 nChanged 160 SP:Iteration 41Q (1672.544517 sec): 3 clusters Score: Raw -795318.401648 + Penalty 1992.267223 = -793326.134425 nChanged 152 SP:Iteration 42Q (1672.652067 sec): 3 clusters Score: Raw -795366.785600 + Penalty 1992.267223 = -793374.518378 nChanged 135 SP:Iteration 43Q (1672.741986 sec): 3 clusters Score: Raw -795408.337419 + Penalty 1992.267223 = -793416.070197 nChanged 147 SP:Iteration 44Q (1672.841014 sec): 3 clusters Score: Raw -795457.863658 + Penalty 1992.267223 = -793465.596435 nChanged 147 SP:Iteration 45Q (1672.937295 sec): 3 clusters Score: Raw -795510.113851 + Penalty 1992.267223 = -793517.846629 nChanged 150 SP:Iteration 46Q (1673.066250 sec): 3 clusters Score: Raw -795565.619788 + Penalty 1992.267223 = -793573.352565 nChanged 153 SP:Iteration 47Q (1673.176171 sec): 3 clusters Score: Raw -795627.725478 + Penalty 1992.267223 = -793635.458255 nChanged 144 SP:Iteration 48Q (1673.268036 sec): 3 clusters Score: Raw -795680.265526 + Penalty 1992.267223 = -793687.998303 nChanged 131 SP:Iteration 49Q (1673.384200 sec): 3 clusters Score: Raw -795732.087081 + Penalty 1992.267223 = -793739.819858 nChanged 121 SP:Iteration 50Q (1673.508059 sec): 3 clusters Score: Raw -795778.959967 + Penalty 1992.267223 = -793786.692744 nChanged 114 SP:Iteration 51Q (1673.618788 sec): 3 clusters Score: Raw -795825.743580 + Penalty 1992.267223 = -793833.476357 nChanged 109 SP:Iteration 52Q (1673.701819 sec): 3 clusters Score: Raw -795873.182735 + Penalty 1992.267223 = -793880.915512 nChanged 103 SP:Iteration 53Q (1673.809392 sec): 3 clusters Score: Raw -795913.867637 + Penalty 1992.267223 = -793921.600415 nChanged 101 SP:Iteration 54Q (1673.920029 sec): 3 clusters Score: Raw -795952.597674 + Penalty 1992.267223 = -793960.330451 nChanged 89 SP:Iteration 55Q (1674.032239 sec): 3 clusters Score: Raw -795988.643019 + Penalty 1992.267223 = -793996.375796 nChanged 90 SP:Iteration 56Q (1674.133017 sec): 3 clusters Score: Raw -796025.502753 + Penalty 1992.267223 = -794033.235530 nChanged 86 SP:Iteration 57Q (1674.238294 sec): 3 clusters Score: Raw -796066.764095 + Penalty 1992.267223 = -794074.496873 nChanged 74 SP:Iteration 58Q (1674.336686 sec): 3 clusters Score: Raw -796104.101937 + Penalty 1992.267223 = -794111.834714 nChanged 58 SP:Iteration 59Q (1674.456649 sec): 3 clusters Score: Raw -796130.541228 + Penalty 1992.267223 = -794138.274005 nChanged 45 SP:Iteration 60F (1674.565852 sec): 3 clusters Score: Raw -796151.117348 + Penalty 1992.267223 = -794158.850126 nChanged 46 SP:Iteration 61Q (1674.669405 sec): 3 clusters Score: Raw -796174.229148 + Penalty 1992.267223 = -794181.961926 nChanged 50 SP:Iteration 62Q (1674.783552 sec): 3 clusters Score: Raw -796209.862971 + Penalty 1992.267223 = -794217.595748 nChanged 47 SP:Iteration 63Q (1674.882072 sec): 3 clusters Score: Raw -796241.524816 + Penalty 1992.267223 = -794249.257594 nChanged 49 SP:Iteration 64Q (1674.969060 sec): 3 clusters Score: Raw -796268.076358 + Penalty 1992.267223 = -794275.809135 nChanged 33 SP:Iteration 65Q (1675.075152 sec): 3 clusters Score: Raw -796284.813122 + Penalty 1992.267223 = -794292.545899 nChanged 22 SP:Iteration 66Q (1675.171476 sec): 3 clusters Score: Raw -796297.292385 + Penalty 1992.267223 = -794305.025163 nChanged 20 SP:Iteration 67Q (1675.278690 sec): 3 clusters Score: Raw -796308.324354 + Penalty 1992.267223 = -794316.057132 nChanged 13 SP:Iteration 68Q (1675.401837 sec): 3 clusters Score: Raw -796314.543915 + Penalty 1992.267223 = -794322.276693 nChanged 9 SP:Iteration 69Q (1675.486050 sec): 3 clusters Score: Raw -796319.031498 + Penalty 1992.267223 = -794326.764275 nChanged 10 SP:Iteration 70Q (1675.600799 sec): 3 clusters Score: Raw -796323.470096 + Penalty 1992.267223 = -794331.202874 nChanged 10 SP:Iteration 71Q (1675.691728 sec): 3 clusters Score: Raw -796328.994807 + Penalty 1992.267223 = -794336.727585 nChanged 7 SP:Iteration 72Q (1675.779995 sec): 3 clusters Score: Raw -796332.122766 + Penalty 1992.267223 = -794339.855543 nChanged 2 SP:Iteration 73Q (1675.885807 sec): 3 clusters Score: Raw -796333.071797 + Penalty 1992.267223 = -794340.804574 nChanged 2 SP:Iteration 74Q (1675.991447 sec): 3 clusters Score: Raw -796334.572931 + Penalty 1992.267223 = -794342.305709 nChanged 2 SP:Iteration 75Q (1676.097427 sec): 3 clusters Score: Raw -796335.171722 + Penalty 1992.267223 = -794342.904499 nChanged 2 SP:Iteration 76Q (1676.207604 sec): 3 clusters Score: Raw -796335.894619 + Penalty 1992.267223 = -794343.627396 nChanged 0 SP:Iteration 77F (1676.311635 sec): 3 clusters Score: Raw -796335.894619 + Penalty 1992.267223 = -794343.627396 nChanged 0 Time taken for this iteration:855.304490 seconds. 3->21 Clusters: Score -4205753.116601, best is -4207117.855505 Starting from 4 clusters... ------ Clustering full data set of 77963 points ------ SP: Assigned 4 initial classes randomly. Iteration 0F (1676.588144 sec): 4 clusters Score: Raw -3919116.234271 + Penalty 3548.156735 = -3915568.077536 nChanged 51698 Iteration 1F (1676.897770 sec): 4 clusters Score: Raw -4022717.572304 + Penalty 3548.156735 = -4019169.415570 nChanged 18793 Iteration 2F (1677.222198 sec): 4 clusters Score: Raw -4088007.491431 + Penalty 3548.156735 = -4084459.334697 nChanged 12598 Iteration 3F (1677.528117 sec): 4 clusters Score: Raw -4111752.742056 + Penalty 3548.156735 = -4108204.585321 nChanged 7939 Iteration 4F (1677.806670 sec): 4 clusters Score: Raw -4128889.369186 + Penalty 3548.156735 = -4125341.212451 nChanged 4226 Iteration 5F (1678.108198 sec): 4 clusters Score: Raw -4132863.149913 + Penalty 3548.156735 = -4129314.993178 nChanged 2162 Iteration 6Q (1678.389738 sec): 4 clusters Score: Raw -4134852.499923 + Penalty 3548.156735 = -4131304.343188 nChanged 1488 Iteration 7Q (1678.662127 sec): 4 clusters Score: Raw -4136468.689835 + Penalty 3548.156735 = -4132920.533100 nChanged 1115 Iteration 8Q (1678.920337 sec): 4 clusters Score: Raw -4137544.683296 + Penalty 3548.156735 = -4133996.526562 nChanged 821 Iteration 9Q (1679.227180 sec): 4 clusters Score: Raw -4138208.132092 + Penalty 3548.156735 = -4134659.975357 nChanged 575 Iteration 10Q (1679.498553 sec): 4 clusters Score: Raw -4138587.445255 + Penalty 3548.156735 = -4135039.288520 nChanged 386 Iteration 11Q (1679.760109 sec): 4 clusters Score: Raw -4138790.296585 + Penalty 3548.156735 = -4135242.139851 nChanged 287 Iteration 12Q (1680.017986 sec): 4 clusters Score: Raw -4138905.003732 + Penalty 3548.156735 = -4135356.846997 nChanged 196 Iteration 13Q (1680.316320 sec): 4 clusters Score: Raw -4138974.297270 + Penalty 3548.156735 = -4135426.140535 nChanged 178 Iteration 14Q (1680.571770 sec): 4 clusters Score: Raw -4139029.265580 + Penalty 3548.156735 = -4135481.108845 nChanged 145 Iteration 15Q (1680.827329 sec): 4 clusters Score: Raw -4139071.454449 + Penalty 3548.156735 = -4135523.297714 nChanged 144 Iteration 16Q (1681.106558 sec): 4 clusters Score: Raw -4139111.811209 + Penalty 3548.156735 = -4135563.654474 nChanged 131 Iteration 17Q (1681.389168 sec): 4 clusters Score: Raw -4139156.056809 + Penalty 3548.156735 = -4135607.900074 nChanged 133 Iteration 18Q (1681.634835 sec): 4 clusters Score: Raw -4139198.021701 + Penalty 3548.156735 = -4135649.864966 nChanged 135 Iteration 19Q (1681.884560 sec): 4 clusters Score: Raw -4139256.562499 + Penalty 3548.156735 = -4135708.405764 nChanged 154 Writing temp clu file Because OldScore, -4135649.864966, is greater than current (better) Score,-4135708.405764 Compute initial score before splitting: Score: Raw -4139256.562499 + Penalty 3548.156735 = -4135708.405764 Trying to split cluster 1 (10274 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1682.032504 sec): 2 clusters Score: Raw -567503.505147 + Penalty 969.924030 = -566533.581117 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1682.129921 sec): 3 clusters Score: Raw -561635.234490 + Penalty 1939.848059 = -559695.386430 nChanged 4547 SP:Iteration 1F (1682.218960 sec): 3 clusters Score: Raw -565630.893841 + Penalty 1939.848059 = -563691.045782 nChanged 1098 SP:Iteration 2F (1682.314321 sec): 3 clusters Score: Raw -566828.020925 + Penalty 1939.848059 = -564888.172865 nChanged 963 SP:Iteration 3F (1682.431141 sec): 3 clusters Score: Raw -567771.301830 + Penalty 1939.848059 = -565831.453771 nChanged 837 SP:Iteration 4F (1682.516278 sec): 3 clusters Score: Raw -568489.347129 + Penalty 1939.848059 = -566549.499070 nChanged 692 SP:Iteration 5F (1682.641289 sec): 3 clusters Score: Raw -568976.206599 + Penalty 1939.848059 = -567036.358540 nChanged 525 SP:Iteration 6F (1682.730699 sec): 3 clusters Score: Raw -569318.959658 + Penalty 1939.848059 = -567379.111599 nChanged 406 SP:Iteration 7Q (1682.833492 sec): 3 clusters Score: Raw -569552.334471 + Penalty 1939.848059 = -567612.486412 nChanged 309 SP:Iteration 8Q (1682.918332 sec): 3 clusters Score: Raw -569706.338071 + Penalty 1939.848059 = -567766.490012 nChanged 226 SP:Iteration 9Q (1683.031626 sec): 3 clusters Score: Raw -569795.378082 + Penalty 1939.848059 = -567855.530023 nChanged 172 SP:Iteration 10Q (1683.128809 sec): 3 clusters Score: Raw -569853.098043 + Penalty 1939.848059 = -567913.249983 nChanged 128 SP:Iteration 11Q (1683.230238 sec): 3 clusters Score: Raw -569889.087364 + Penalty 1939.848059 = -567949.239304 nChanged 97 SP:Iteration 12Q (1683.325723 sec): 3 clusters Score: Raw -569912.604524 + Penalty 1939.848059 = -567972.756465 nChanged 79 SP:Iteration 13Q (1683.420123 sec): 3 clusters Score: Raw -569929.949600 + Penalty 1939.848059 = -567990.101541 nChanged 59 SP:Iteration 14Q (1683.506209 sec): 3 clusters Score: Raw -569940.490148 + Penalty 1939.848059 = -568000.642089 nChanged 50 SP:Iteration 15Q (1683.621661 sec): 3 clusters Score: Raw -569950.064442 + Penalty 1939.848059 = -568010.216382 nChanged 46 SP:Iteration 16Q (1683.708813 sec): 3 clusters Score: Raw -569959.578689 + Penalty 1939.848059 = -568019.730629 nChanged 42 SP:Iteration 17Q (1683.811409 sec): 3 clusters Score: Raw -569967.389120 + Penalty 1939.848059 = -568027.541060 nChanged 45 SP:Iteration 18Q (1683.915978 sec): 3 clusters Score: Raw -569976.567786 + Penalty 1939.848059 = -568036.719727 nChanged 44 SP:Iteration 19Q (1683.993421 sec): 3 clusters Score: Raw -569986.536523 + Penalty 1939.848059 = -568046.688464 nChanged 35 SP:Iteration 20F (1684.103927 sec): 3 clusters Score: Raw -569991.678869 + Penalty 1939.848059 = -568051.830810 nChanged 33 SP:Iteration 21Q (1684.191313 sec): 3 clusters Score: Raw -569996.712648 + Penalty 1939.848059 = -568056.864588 nChanged 27 SP:Iteration 22Q (1684.282667 sec): 3 clusters Score: Raw -570001.537491 + Penalty 1939.848059 = -568061.689432 nChanged 21 SP:Iteration 23Q (1684.381143 sec): 3 clusters Score: Raw -570006.027232 + Penalty 1939.848059 = -568066.179173 nChanged 22 SP:Iteration 24Q (1684.486599 sec): 3 clusters Score: Raw -570010.697986 + Penalty 1939.848059 = -568070.849927 nChanged 19 SP:Iteration 25Q (1684.588951 sec): 3 clusters Score: Raw -570014.232027 + Penalty 1939.848059 = -568074.383967 nChanged 20 SP:Iteration 26Q (1684.690918 sec): 3 clusters Score: Raw -570017.066641 + Penalty 1939.848059 = -568077.218582 nChanged 24 SP:Iteration 27Q (1684.770407 sec): 3 clusters Score: Raw -570020.887618 + Penalty 1939.848059 = -568081.039558 nChanged 23 SP:Iteration 28Q (1684.863954 sec): 3 clusters Score: Raw -570023.910795 + Penalty 1939.848059 = -568084.062736 nChanged 21 SP:Iteration 29Q (1684.975324 sec): 3 clusters Score: Raw -570027.539061 + Penalty 1939.848059 = -568087.691001 nChanged 21 SP:Iteration 30Q (1685.072950 sec): 3 clusters Score: Raw -570031.754929 + Penalty 1939.848059 = -568091.906870 nChanged 22 SP:Iteration 31Q (1685.179215 sec): 3 clusters Score: Raw -570035.096327 + Penalty 1939.848059 = -568095.248268 nChanged 17 SP:Iteration 32Q (1685.268375 sec): 3 clusters Score: Raw -570037.487264 + Penalty 1939.848059 = -568097.639205 nChanged 13 SP:Iteration 33Q (1685.363113 sec): 3 clusters Score: Raw -570039.636608 + Penalty 1939.848059 = -568099.788548 nChanged 14 SP:Iteration 34Q (1685.461733 sec): 3 clusters Score: Raw -570042.207294 + Penalty 1939.848059 = -568102.359235 nChanged 14 SP:Iteration 35Q (1685.559852 sec): 3 clusters Score: Raw -570044.491411 + Penalty 1939.848059 = -568104.643351 nChanged 11 SP:Iteration 36Q (1685.674893 sec): 3 clusters Score: Raw -570046.900032 + Penalty 1939.848059 = -568107.051973 nChanged 13 SP:Iteration 37Q (1685.769271 sec): 3 clusters Score: Raw -570048.891816 + Penalty 1939.848059 = -568109.043756 nChanged 12 SP:Iteration 38Q (1685.860386 sec): 3 clusters Score: Raw -570050.658366 + Penalty 1939.848059 = -568110.810307 nChanged 11 SP:Iteration 39Q (1685.954784 sec): 3 clusters Score: Raw -570052.540609 + Penalty 1939.848059 = -568112.692549 nChanged 7 SP:Iteration 40F (1686.065851 sec): 3 clusters Score: Raw -570054.295154 + Penalty 1939.848059 = -568114.447094 nChanged 12 SP:Iteration 41Q (1686.162267 sec): 3 clusters Score: Raw -570055.915517 + Penalty 1939.848059 = -568116.067458 nChanged 5 SP:Iteration 42Q (1686.266500 sec): 3 clusters Score: Raw -570056.905941 + Penalty 1939.848059 = -568117.057882 nChanged 5 SP:Iteration 43Q (1686.368910 sec): 3 clusters Score: Raw -570057.628970 + Penalty 1939.848059 = -568117.780911 nChanged 6 SP:Iteration 44Q (1686.465233 sec): 3 clusters Score: Raw -570058.964881 + Penalty 1939.848059 = -568119.116822 nChanged 9 SP:Iteration 45Q (1686.583225 sec): 3 clusters Score: Raw -570060.340341 + Penalty 1939.848059 = -568120.492282 nChanged 10 SP:Iteration 46Q (1686.687316 sec): 3 clusters Score: Raw -570062.075118 + Penalty 1939.848059 = -568122.227058 nChanged 13 SP:Iteration 47Q (1686.779810 sec): 3 clusters Score: Raw -570064.117813 + Penalty 1939.848059 = -568124.269754 nChanged 9 SP:Iteration 48Q (1686.886111 sec): 3 clusters Score: Raw -570065.527482 + Penalty 1939.848059 = -568125.679423 nChanged 7 SP:Iteration 49Q (1686.994033 sec): 3 clusters Score: Raw -570066.588054 + Penalty 1939.848059 = -568126.739995 nChanged 8 SP:Iteration 50Q (1687.072479 sec): 3 clusters Score: Raw -570067.669253 + Penalty 1939.848059 = -568127.821194 nChanged 8 SP:Iteration 51Q (1687.183553 sec): 3 clusters Score: Raw -570068.956743 + Penalty 1939.848059 = -568129.108684 nChanged 5 SP:Iteration 52Q (1687.283088 sec): 3 clusters Score: Raw -570069.743095 + Penalty 1939.848059 = -568129.895035 nChanged 7 SP:Iteration 53Q (1687.364095 sec): 3 clusters Score: Raw -570070.579658 + Penalty 1939.848059 = -568130.731598 nChanged 6 SP:Iteration 54Q (1687.474003 sec): 3 clusters Score: Raw -570072.144823 + Penalty 1939.848059 = -568132.296764 nChanged 12 SP:Iteration 55Q (1687.554197 sec): 3 clusters Score: Raw -570074.581915 + Penalty 1939.848059 = -568134.733855 nChanged 9 SP:Iteration 56Q (1687.650610 sec): 3 clusters Score: Raw -570076.660327 + Penalty 1939.848059 = -568136.812267 nChanged 11 SP:Iteration 57Q (1687.765933 sec): 3 clusters Score: Raw -570079.856396 + Penalty 1939.848059 = -568140.008337 nChanged 10 SP:Iteration 58Q (1687.862041 sec): 3 clusters Score: Raw -570082.460714 + Penalty 1939.848059 = -568142.612655 nChanged 12 SP:Iteration 59Q (1687.954203 sec): 3 clusters Score: Raw -570085.986907 + Penalty 1939.848059 = -568146.138848 nChanged 16 SP:Iteration 60F (1688.053252 sec): 3 clusters Score: Raw -570091.870270 + Penalty 1939.848059 = -568152.022210 nChanged 20 SP:Iteration 61Q (1688.154095 sec): 3 clusters Score: Raw -570100.090409 + Penalty 1939.848059 = -568160.242350 nChanged 22 SP:Iteration 62Q (1688.268851 sec): 3 clusters Score: Raw -570109.909707 + Penalty 1939.848059 = -568170.061648 nChanged 18 SP:Iteration 63Q (1688.355419 sec): 3 clusters Score: Raw -570116.531661 + Penalty 1939.848059 = -568176.683601 nChanged 21 SP:Iteration 64Q (1688.457981 sec): 3 clusters Score: Raw -570126.163044 + Penalty 1939.848059 = -568186.314985 nChanged 22 SP:Iteration 65Q (1688.546455 sec): 3 clusters Score: Raw -570130.798476 + Penalty 1939.848059 = -568190.950417 nChanged 12 SP:Iteration 66Q (1688.663218 sec): 3 clusters Score: Raw -570132.480074 + Penalty 1939.848059 = -568192.632015 nChanged 4 SP:Iteration 67Q (1688.761667 sec): 3 clusters Score: Raw -570132.925399 + Penalty 1939.848059 = -568193.077339 nChanged 4 SP:Iteration 68Q (1688.847997 sec): 3 clusters Score: Raw -570133.439747 + Penalty 1939.848059 = -568193.591687 nChanged 4 SP:Iteration 69Q (1688.955901 sec): 3 clusters Score: Raw -570133.755733 + Penalty 1939.848059 = -568193.907673 nChanged 5 SP:Iteration 70Q (1689.058626 sec): 3 clusters Score: Raw -570134.294241 + Penalty 1939.848059 = -568194.446181 nChanged 2 SP:Iteration 71Q (1689.145572 sec): 3 clusters Score: Raw -570134.451528 + Penalty 1939.848059 = -568194.603469 nChanged 3 SP:Iteration 72Q (1689.227407 sec): 3 clusters Score: Raw -570134.585352 + Penalty 1939.848059 = -568194.737293 nChanged 1 SP:Iteration 73Q (1689.313341 sec): 3 clusters Score: Raw -570134.677540 + Penalty 1939.848059 = -568194.829481 nChanged 2 SP:Iteration 74Q (1689.410728 sec): 3 clusters Score: Raw -570134.949187 + Penalty 1939.848059 = -568195.101127 nChanged 2 SP:Iteration 75Q (1689.515725 sec): 3 clusters Score: Raw -570135.164707 + Penalty 1939.848059 = -568195.316648 nChanged 4 SP:Iteration 76Q (1689.630129 sec): 3 clusters Score: Raw -570135.677709 + Penalty 1939.848059 = -568195.829649 nChanged 5 SP:Iteration 77Q (1689.725647 sec): 3 clusters Score: Raw -570136.208058 + Penalty 1939.848059 = -568196.359998 nChanged 3 SP:Iteration 78Q (1689.812392 sec): 3 clusters Score: Raw -570136.603359 + Penalty 1939.848059 = -568196.755300 nChanged 5 SP:Iteration 79Q (1689.912881 sec): 3 clusters Score: Raw -570137.092663 + Penalty 1939.848059 = -568197.244604 nChanged 4 SP:Iteration 80F (1690.023431 sec): 3 clusters Score: Raw -570137.449262 + Penalty 1939.848059 = -568197.601202 nChanged 5 SP:Iteration 81Q (1690.105329 sec): 3 clusters Score: Raw -570138.346351 + Penalty 1939.848059 = -568198.498291 nChanged 8 SP:Iteration 82Q (1690.224725 sec): 3 clusters Score: Raw -570140.942347 + Penalty 1939.848059 = -568201.094288 nChanged 8 SP:Iteration 83Q (1690.306157 sec): 3 clusters Score: Raw -570143.169800 + Penalty 1939.848059 = -568203.321741 nChanged 7 SP:Iteration 84Q (1690.407521 sec): 3 clusters Score: Raw -570144.432947 + Penalty 1939.848059 = -568204.584888 nChanged 6 SP:Iteration 85Q (1690.504985 sec): 3 clusters Score: Raw -570145.202153 + Penalty 1939.848059 = -568205.354093 nChanged 1 SP:Iteration 86Q (1690.601714 sec): 3 clusters Score: Raw -570145.306945 + Penalty 1939.848059 = -568205.458886 nChanged 4 SP:Iteration 87Q (1690.716171 sec): 3 clusters Score: Raw -570145.865629 + Penalty 1939.848059 = -568206.017570 nChanged 2 SP:Iteration 88Q (1690.808872 sec): 3 clusters Score: Raw -570145.996739 + Penalty 1939.848059 = -568206.148680 nChanged 0 SP:Iteration 89F (1690.915453 sec): 3 clusters Score: Raw -570145.996739 + Penalty 1939.848059 = -568206.148680 nChanged 0 Score: Raw -4141948.025002 + Penalty 4730.875646 = -4137217.149356 Splitting cluster 1 changes total score from -4135708.405764 to -4137217.149356 So it's getting split into cluster 4. Trying to split cluster 2 (13184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1691.320100 sec): 2 clusters Score: Raw -568794.967144 + Penalty 996.109721 = -567798.857423 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1691.415843 sec): 3 clusters Score: Raw -561269.270287 + Penalty 1992.219443 = -559277.050844 nChanged 6010 SP:Iteration 1F (1691.522999 sec): 3 clusters Score: Raw -570662.827918 + Penalty 1992.219443 = -568670.608475 nChanged 2010 SP:Iteration 2F (1691.607749 sec): 3 clusters Score: Raw -574303.794139 + Penalty 1992.219443 = -572311.574696 nChanged 1244 SP:Iteration 3F (1691.719966 sec): 3 clusters Score: Raw -576052.685404 + Penalty 1992.219443 = -574060.465961 nChanged 615 SP:Iteration 4Q (1691.807943 sec): 3 clusters Score: Raw -576695.565872 + Penalty 1992.219443 = -574703.346430 nChanged 364 SP:Iteration 5Q (1691.921306 sec): 3 clusters Score: Raw -577077.019296 + Penalty 1992.219443 = -575084.799853 nChanged 289 SP:Iteration 6Q (1692.033471 sec): 3 clusters Score: Raw -577346.489336 + Penalty 1992.219443 = -575354.269893 nChanged 230 SP:Iteration 7Q (1692.119893 sec): 3 clusters Score: Raw -577506.156714 + Penalty 1992.219443 = -575513.937271 nChanged 192 SP:Iteration 8Q (1692.226576 sec): 3 clusters Score: Raw -577597.415429 + Penalty 1992.219443 = -575605.195986 nChanged 164 SP:Iteration 9Q (1692.321305 sec): 3 clusters Score: Raw -577675.490784 + Penalty 1992.219443 = -575683.271341 nChanged 139 SP:Iteration 10Q (1692.416437 sec): 3 clusters Score: Raw -577739.751902 + Penalty 1992.219443 = -575747.532459 nChanged 138 SP:Iteration 11Q (1692.512986 sec): 3 clusters Score: Raw -577797.333640 + Penalty 1992.219443 = -575805.114197 nChanged 136 SP:Iteration 12Q (1692.617329 sec): 3 clusters Score: Raw -577842.486190 + Penalty 1992.219443 = -575850.266748 nChanged 124 SP:Iteration 13Q (1692.718109 sec): 3 clusters Score: Raw -577877.155478 + Penalty 1992.219443 = -575884.936035 nChanged 107 SP:Iteration 14Q (1692.824086 sec): 3 clusters Score: Raw -577907.956535 + Penalty 1992.219443 = -575915.737092 nChanged 94 SP:Iteration 15Q (1692.929342 sec): 3 clusters Score: Raw -577928.736818 + Penalty 1992.219443 = -575936.517375 nChanged 58 SP:Iteration 16Q (1693.029506 sec): 3 clusters Score: Raw -577937.419922 + Penalty 1992.219443 = -575945.200479 nChanged 52 SP:Iteration 17Q (1693.131836 sec): 3 clusters Score: Raw -577951.505820 + Penalty 1992.219443 = -575959.286377 nChanged 49 SP:Iteration 18Q (1693.234659 sec): 3 clusters Score: Raw -577959.270760 + Penalty 1992.219443 = -575967.051317 nChanged 44 SP:Iteration 19Q (1693.334109 sec): 3 clusters Score: Raw -577964.321929 + Penalty 1992.219443 = -575972.102486 nChanged 42 SP:Iteration 20F (1693.438105 sec): 3 clusters Score: Raw -577997.962484 + Penalty 1992.219443 = -576005.743041 nChanged 47 SP:Iteration 21Q (1693.552568 sec): 3 clusters Score: Raw -578009.451760 + Penalty 1992.219443 = -576017.232317 nChanged 50 SP:Iteration 22Q (1693.656665 sec): 3 clusters Score: Raw -578017.238733 + Penalty 1992.219443 = -576025.019290 nChanged 48 SP:Iteration 23Q (1693.776691 sec): 3 clusters Score: Raw -578022.986031 + Penalty 1992.219443 = -576030.766588 nChanged 41 SP:Iteration 24Q (1693.879984 sec): 3 clusters Score: Raw -578026.637423 + Penalty 1992.219443 = -576034.417980 nChanged 35 SP:Iteration 25Q (1693.962778 sec): 3 clusters Score: Raw -578029.935511 + Penalty 1992.219443 = -576037.716068 nChanged 32 SP:Iteration 26Q (1694.077208 sec): 3 clusters Score: Raw -578033.429237 + Penalty 1992.219443 = -576041.209794 nChanged 32 SP:Iteration 27Q (1694.166370 sec): 3 clusters Score: Raw -578036.669709 + Penalty 1992.219443 = -576044.450266 nChanged 30 SP:Iteration 28Q (1694.273006 sec): 3 clusters Score: Raw -578039.218811 + Penalty 1992.219443 = -576046.999368 nChanged 19 SP:Iteration 29Q (1694.370312 sec): 3 clusters Score: Raw -578040.205263 + Penalty 1992.219443 = -576047.985820 nChanged 13 SP:Iteration 30Q (1694.463289 sec): 3 clusters Score: Raw -578040.729605 + Penalty 1992.219443 = -576048.510162 nChanged 15 SP:Iteration 31Q (1694.576169 sec): 3 clusters Score: Raw -578041.438257 + Penalty 1992.219443 = -576049.218814 nChanged 11 SP:Iteration 32Q (1694.699772 sec): 3 clusters Score: Raw -578042.376082 + Penalty 1992.219443 = -576050.156639 nChanged 14 SP:Iteration 33Q (1694.793179 sec): 3 clusters Score: Raw -578043.191892 + Penalty 1992.219443 = -576050.972449 nChanged 15 SP:Iteration 34Q (1694.891244 sec): 3 clusters Score: Raw -578044.296441 + Penalty 1992.219443 = -576052.076998 nChanged 11 SP:Iteration 35Q (1694.995871 sec): 3 clusters Score: Raw -578044.923696 + Penalty 1992.219443 = -576052.704253 nChanged 10 SP:Iteration 36Q (1695.096676 sec): 3 clusters Score: Raw -578045.452651 + Penalty 1992.219443 = -576053.233208 nChanged 8 SP:Iteration 37Q (1695.207973 sec): 3 clusters Score: Raw -578046.591104 + Penalty 1992.219443 = -576054.371662 nChanged 10 SP:Iteration 38Q (1695.307297 sec): 3 clusters Score: Raw -578047.185195 + Penalty 1992.219443 = -576054.965752 nChanged 9 SP:Iteration 39Q (1695.417383 sec): 3 clusters Score: Raw -578047.712485 + Penalty 1992.219443 = -576055.493042 nChanged 7 SP:Iteration 40F (1695.492200 sec): 3 clusters Score: Raw -578048.076268 + Penalty 1992.219443 = -576055.856825 nChanged 8 SP:Iteration 41Q (1695.593528 sec): 3 clusters Score: Raw -578048.416824 + Penalty 1992.219443 = -576056.197381 nChanged 6 SP:Iteration 42Q (1695.703894 sec): 3 clusters Score: Raw -578048.734124 + Penalty 1992.219443 = -576056.514681 nChanged 7 SP:Iteration 43Q (1695.791880 sec): 3 clusters Score: Raw -578049.187646 + Penalty 1992.219443 = -576056.968203 nChanged 4 SP:Iteration 44Q (1695.897978 sec): 3 clusters Score: Raw -578049.281077 + Penalty 1992.219443 = -576057.061634 nChanged 1 SP:Iteration 45Q (1696.007274 sec): 3 clusters Score: Raw -578049.295877 + Penalty 1992.219443 = -576057.076434 nChanged 0 SP:Iteration 46F (1696.095432 sec): 3 clusters Score: Raw -578049.295877 + Penalty 1992.219443 = -576057.076434 nChanged 0 Score: Raw -4151202.353735 + Penalty 5913.594558 = -4145288.759177 Splitting cluster 2 changes total score from -4135708.405764 to -4145288.759177 So it's getting split into cluster 5. Trying to split cluster 3 (54467 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1696.676554 sec): 2 clusters Score: Raw -3067080.364389 + Penalty 1145.061781 = -3065935.302608 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1696.840746 sec): 3 clusters Score: Raw -3031855.118910 + Penalty 2290.123561 = -3029564.995349 nChanged 26070 SP:Iteration 1F (1697.014107 sec): 3 clusters Score: Raw -3050494.653907 + Penalty 2290.123561 = -3048204.530345 nChanged 5368 SP:Iteration 2F (1697.177616 sec): 3 clusters Score: Raw -3057873.523331 + Penalty 2290.123561 = -3055583.399769 nChanged 6493 SP:Iteration 3F (1697.332612 sec): 3 clusters Score: Raw -3067684.847983 + Penalty 2290.123561 = -3065394.724422 nChanged 5753 SP:Iteration 4F (1697.502313 sec): 3 clusters Score: Raw -3073561.116341 + Penalty 2290.123561 = -3071270.992780 nChanged 3765 SP:Iteration 5F (1697.643059 sec): 3 clusters Score: Raw -3076301.039463 + Penalty 2290.123561 = -3074010.915901 nChanged 2374 SP:Iteration 6Q (1697.825358 sec): 3 clusters Score: Raw -3077964.811473 + Penalty 2290.123561 = -3075674.687911 nChanged 1776 SP:Iteration 7Q (1697.983147 sec): 3 clusters Score: Raw -3079411.637586 + Penalty 2290.123561 = -3077121.514025 nChanged 1457 SP:Iteration 8Q (1698.135635 sec): 3 clusters Score: Raw -3080818.853465 + Penalty 2290.123561 = -3078528.729903 nChanged 1262 SP:Iteration 9Q (1698.303206 sec): 3 clusters Score: Raw -3081864.421696 + Penalty 2290.123561 = -3079574.298134 nChanged 1008 SP:Iteration 10Q (1698.476478 sec): 3 clusters Score: Raw -3082574.543952 + Penalty 2290.123561 = -3080284.420391 nChanged 833 SP:Iteration 11Q (1698.643133 sec): 3 clusters Score: Raw -3083052.819209 + Penalty 2290.123561 = -3080762.695647 nChanged 642 SP:Iteration 12Q (1698.809601 sec): 3 clusters Score: Raw -3083337.483329 + Penalty 2290.123561 = -3081047.359768 nChanged 523 SP:Iteration 13Q (1698.974735 sec): 3 clusters Score: Raw -3083509.568263 + Penalty 2290.123561 = -3081219.444701 nChanged 412 SP:Iteration 14Q (1699.150606 sec): 3 clusters Score: Raw -3083627.592551 + Penalty 2290.123561 = -3081337.468990 nChanged 352 SP:Iteration 15Q (1699.332625 sec): 3 clusters Score: Raw -3083716.723571 + Penalty 2290.123561 = -3081426.600010 nChanged 289 SP:Iteration 16Q (1699.482352 sec): 3 clusters Score: Raw -3083779.403804 + Penalty 2290.123561 = -3081489.280243 nChanged 242 SP:Iteration 17Q (1699.640141 sec): 3 clusters Score: Raw -3083819.763214 + Penalty 2290.123561 = -3081529.639653 nChanged 208 SP:Iteration 18Q (1699.793806 sec): 3 clusters Score: Raw -3083849.307705 + Penalty 2290.123561 = -3081559.184144 nChanged 183 SP:Iteration 19Q (1699.945956 sec): 3 clusters Score: Raw -3083869.227944 + Penalty 2290.123561 = -3081579.104383 nChanged 148 SP:Iteration 20F (1700.098939 sec): 3 clusters Score: Raw -3083890.259412 + Penalty 2290.123561 = -3081600.135850 nChanged 120 SP:Iteration 21Q (1700.247799 sec): 3 clusters Score: Raw -3083902.893343 + Penalty 2290.123561 = -3081612.769782 nChanged 96 SP:Iteration 22Q (1700.390596 sec): 3 clusters Score: Raw -3083910.799199 + Penalty 2290.123561 = -3081620.675638 nChanged 57 SP:Iteration 23Q (1700.558186 sec): 3 clusters Score: Raw -3083914.425393 + Penalty 2290.123561 = -3081624.301831 nChanged 46 SP:Iteration 24Q (1700.713163 sec): 3 clusters Score: Raw -3083916.799626 + Penalty 2290.123561 = -3081626.676064 nChanged 32 SP:Iteration 25Q (1700.869015 sec): 3 clusters Score: Raw -3083918.513219 + Penalty 2290.123561 = -3081628.389658 nChanged 27 SP:Iteration 26Q (1701.020556 sec): 3 clusters Score: Raw -3083919.573624 + Penalty 2290.123561 = -3081629.450063 nChanged 30 SP:Iteration 27Q (1701.183742 sec): 3 clusters Score: Raw -3083920.555015 + Penalty 2290.123561 = -3081630.431453 nChanged 23 SP:Iteration 28Q (1701.341782 sec): 3 clusters Score: Raw -3083921.392990 + Penalty 2290.123561 = -3081631.269429 nChanged 15 SP:Iteration 29Q (1701.488277 sec): 3 clusters Score: Raw -3083921.796628 + Penalty 2290.123561 = -3081631.673067 nChanged 13 SP:Iteration 30Q (1701.650281 sec): 3 clusters Score: Raw -3083922.257754 + Penalty 2290.123561 = -3081632.134193 nChanged 14 SP:Iteration 31Q (1701.826897 sec): 3 clusters Score: Raw -3083922.751451 + Penalty 2290.123561 = -3081632.627890 nChanged 17 SP:Iteration 32Q (1701.982520 sec): 3 clusters Score: Raw -3083923.396674 + Penalty 2290.123561 = -3081633.273112 nChanged 15 SP:Iteration 33Q (1702.133592 sec): 3 clusters Score: Raw -3083924.101806 + Penalty 2290.123561 = -3081633.978245 nChanged 16 SP:Iteration 34Q (1702.292479 sec): 3 clusters Score: Raw -3083924.731030 + Penalty 2290.123561 = -3081634.607469 nChanged 14 SP:Iteration 35Q (1702.468109 sec): 3 clusters Score: Raw -3083925.207535 + Penalty 2290.123561 = -3081635.083974 nChanged 9 SP:Iteration 36Q (1702.618394 sec): 3 clusters Score: Raw -3083925.503625 + Penalty 2290.123561 = -3081635.380064 nChanged 11 SP:Iteration 37Q (1702.764031 sec): 3 clusters Score: Raw -3083925.817749 + Penalty 2290.123561 = -3081635.694187 nChanged 8 SP:Iteration 38Q (1702.927744 sec): 3 clusters Score: Raw -3083926.056375 + Penalty 2290.123561 = -3081635.932813 nChanged 10 SP:Iteration 39Q (1703.086457 sec): 3 clusters Score: Raw -3083926.422124 + Penalty 2290.123561 = -3081636.298562 nChanged 14 SP:Iteration 40F (1703.237877 sec): 3 clusters Score: Raw -3083926.987480 + Penalty 2290.123561 = -3081636.863919 nChanged 15 SP:Iteration 41Q (1703.401767 sec): 3 clusters Score: Raw -3083927.471935 + Penalty 2290.123561 = -3081637.348374 nChanged 10 SP:Iteration 42Q (1703.559018 sec): 3 clusters Score: Raw -3083927.864572 + Penalty 2290.123561 = -3081637.741011 nChanged 9 SP:Iteration 43Q (1703.719745 sec): 3 clusters Score: Raw -3083928.201833 + Penalty 2290.123561 = -3081638.078271 nChanged 11 SP:Iteration 44Q (1703.865288 sec): 3 clusters Score: Raw -3083928.816584 + Penalty 2290.123561 = -3081638.693023 nChanged 14 SP:Iteration 45Q (1704.013329 sec): 3 clusters Score: Raw -3083929.427085 + Penalty 2290.123561 = -3081639.303523 nChanged 15 SP:Iteration 46Q (1704.170485 sec): 3 clusters Score: Raw -3083929.863661 + Penalty 2290.123561 = -3081639.740100 nChanged 6 SP:Iteration 47Q (1704.327127 sec): 3 clusters Score: Raw -3083930.061391 + Penalty 2290.123561 = -3081639.937830 nChanged 5 SP:Iteration 48Q (1704.492527 sec): 3 clusters Score: Raw -3083930.202799 + Penalty 2290.123561 = -3081640.079238 nChanged 5 SP:Iteration 49Q (1704.647379 sec): 3 clusters Score: Raw -3083930.319126 + Penalty 2290.123561 = -3081640.195565 nChanged 2 SP:Iteration 50Q (1704.805925 sec): 3 clusters Score: Raw -3083930.333278 + Penalty 2290.123561 = -3081640.209716 nChanged 2 SP:Iteration 51Q (1704.961867 sec): 3 clusters Score: Raw -3083930.349528 + Penalty 2290.123561 = -3081640.225967 nChanged 2 SP:Iteration 52Q (1705.111932 sec): 3 clusters Score: Raw -3083930.362418 + Penalty 2290.123561 = -3081640.238857 nChanged 1 SP:Iteration 53Q (1705.265691 sec): 3 clusters Score: Raw -3083930.370105 + Penalty 2290.123561 = -3081640.246543 nChanged 2 SP:Iteration 54Q (1705.433700 sec): 3 clusters Score: Raw -3083930.417357 + Penalty 2290.123561 = -3081640.293795 nChanged 6 SP:Iteration 55Q (1705.599979 sec): 3 clusters Score: Raw -3083930.569490 + Penalty 2290.123561 = -3081640.445928 nChanged 4 SP:Iteration 56Q (1705.775442 sec): 3 clusters Score: Raw -3083930.724292 + Penalty 2290.123561 = -3081640.600730 nChanged 2 SP:Iteration 57Q (1705.932114 sec): 3 clusters Score: Raw -3083930.785853 + Penalty 2290.123561 = -3081640.662292 nChanged 2 SP:Iteration 58Q (1706.096826 sec): 3 clusters Score: Raw -3083930.827856 + Penalty 2290.123561 = -3081640.704295 nChanged 3 SP:Iteration 59Q (1706.261876 sec): 3 clusters Score: Raw -3083930.889379 + Penalty 2290.123561 = -3081640.765818 nChanged 4 SP:Iteration 60F (1706.432081 sec): 3 clusters Score: Raw -3083930.973525 + Penalty 2290.123561 = -3081640.849964 nChanged 5 SP:Iteration 61Q (1706.575859 sec): 3 clusters Score: Raw -3083931.055077 + Penalty 2290.123561 = -3081640.931515 nChanged 2 SP:Iteration 62Q (1706.732635 sec): 3 clusters Score: Raw -3083931.083663 + Penalty 2290.123561 = -3081640.960101 nChanged 3 SP:Iteration 63Q (1706.883943 sec): 3 clusters Score: Raw -3083931.126984 + Penalty 2290.123561 = -3081641.003422 nChanged 2 SP:Iteration 64Q (1707.031244 sec): 3 clusters Score: Raw -3083931.141230 + Penalty 2290.123561 = -3081641.017669 nChanged 1 SP:Iteration 65Q (1707.197787 sec): 3 clusters Score: Raw -3083931.156077 + Penalty 2290.123561 = -3081641.032516 nChanged 4 SP:Iteration 66Q (1707.361064 sec): 3 clusters Score: Raw -3083931.232115 + Penalty 2290.123561 = -3081641.108553 nChanged 0 SP:Iteration 67F (1707.496991 sec): 3 clusters Score: Raw -3083931.232115 + Penalty 2290.123561 = -3081641.108553 nChanged 0 Score: Raw -4168053.221460 + Penalty 7096.313470 = -4160956.907991 Splitting cluster 3 changes total score from -4135708.405764 to -4160956.907991 So it's getting split into cluster 6. Iteration 20F (1708.473506 sec): 7 clusters Score: Raw -4172055.717153 + Penalty 7096.313470 = -4164959.403684 nChanged 2690 Iteration 21Q (1708.908184 sec): 7 clusters Score: Raw -4173965.270109 + Penalty 7096.313470 = -4166868.956640 nChanged 1322 Iteration 22Q (1709.321929 sec): 7 clusters Score: Raw -4174732.267035 + Penalty 7096.313470 = -4167635.953566 nChanged 979 Iteration 23Q (1709.743340 sec): 7 clusters Score: Raw -4175150.969341 + Penalty 7096.313470 = -4168054.655871 nChanged 782 Iteration 24Q (1710.165016 sec): 7 clusters Score: Raw -4175401.356439 + Penalty 7096.313470 = -4168305.042969 nChanged 642 Iteration 25Q (1710.588856 sec): 7 clusters Score: Raw -4175598.836492 + Penalty 7096.313470 = -4168502.523023 nChanged 567 Iteration 26Q (1710.997712 sec): 7 clusters Score: Raw -4175748.299783 + Penalty 7096.313470 = -4168651.986313 nChanged 490 Iteration 27Q (1711.415759 sec): 7 clusters Score: Raw -4175872.401847 + Penalty 7096.313470 = -4168776.088377 nChanged 455 Iteration 28Q (1711.848297 sec): 7 clusters Score: Raw -4175993.958111 + Penalty 7096.313470 = -4168897.644641 nChanged 470 Iteration 29Q (1712.276573 sec): 7 clusters Score: Raw -4176134.196201 + Penalty 7096.313470 = -4169037.882732 nChanged 442 Iteration 30Q (1712.699673 sec): 7 clusters Score: Raw -4176253.228906 + Penalty 7096.313470 = -4169156.915436 nChanged 409 Iteration 31Q (1713.110013 sec): 7 clusters Score: Raw -4176355.677927 + Penalty 7096.313470 = -4169259.364458 nChanged 398 Iteration 32Q (1713.541562 sec): 7 clusters Score: Raw -4176451.549207 + Penalty 7096.313470 = -4169355.235737 nChanged 386 Iteration 33Q (1713.961556 sec): 7 clusters Score: Raw -4176554.540389 + Penalty 7096.313470 = -4169458.226919 nChanged 378 Iteration 34Q (1714.427217 sec): 7 clusters Score: Raw -4176642.973204 + Penalty 7096.313470 = -4169546.659734 nChanged 336 Iteration 35Q (1714.886261 sec): 7 clusters Score: Raw -4176715.554749 + Penalty 7096.313470 = -4169619.241280 nChanged 287 Iteration 36Q (1715.365999 sec): 7 clusters Score: Raw -4176770.948290 + Penalty 7096.313470 = -4169674.634821 nChanged 272 Iteration 37Q (1715.817352 sec): 7 clusters Score: Raw -4176820.887354 + Penalty 7096.313470 = -4169724.573885 nChanged 247 Iteration 38Q (1716.238348 sec): 7 clusters Score: Raw -4176867.744668 + Penalty 7096.313470 = -4169771.431199 nChanged 237 Iteration 39Q (1716.686889 sec): 7 clusters Score: Raw -4176919.872465 + Penalty 7096.313470 = -4169823.558996 nChanged 227 Iteration 40F (1717.204251 sec): 7 clusters Score: Raw -4176999.632576 + Penalty 7096.313470 = -4169903.319107 nChanged 243 Iteration 41Q (1717.642197 sec): 7 clusters Score: Raw -4177048.647487 + Penalty 7096.313470 = -4169952.334017 nChanged 217 Iteration 42Q (1718.087621 sec): 7 clusters Score: Raw -4177084.207821 + Penalty 7096.313470 = -4169987.894351 nChanged 191 Iteration 43Q (1718.556542 sec): 7 clusters Score: Raw -4177113.355342 + Penalty 7096.313470 = -4170017.041873 nChanged 184 Iteration 44Q (1719.023268 sec): 7 clusters Score: Raw -4177144.943333 + Penalty 7096.313470 = -4170048.629864 nChanged 150 Iteration 45Q (1719.516158 sec): 7 clusters Score: Raw -4177170.420997 + Penalty 7096.313470 = -4170074.107528 nChanged 147 Iteration 46Q (1719.958419 sec): 7 clusters Score: Raw -4177188.874454 + Penalty 7096.313470 = -4170092.560984 nChanged 115 Iteration 47Q (1720.412940 sec): 7 clusters Score: Raw -4177200.547470 + Penalty 7096.313470 = -4170104.234001 nChanged 92 Iteration 48Q (1720.877026 sec): 7 clusters Score: Raw -4177212.265750 + Penalty 7096.313470 = -4170115.952281 nChanged 89 Iteration 49Q (1721.348498 sec): 7 clusters Score: Raw -4177224.846189 + Penalty 7096.313470 = -4170128.532719 nChanged 94 Iteration 50Q (1721.813339 sec): 7 clusters Score: Raw -4177244.573993 + Penalty 7096.313470 = -4170148.260524 nChanged 109 Iteration 51Q (1722.229719 sec): 7 clusters Score: Raw -4177270.200723 + Penalty 7096.313470 = -4170173.887253 nChanged 127 Iteration 52Q (1722.684344 sec): 7 clusters Score: Raw -4177294.321238 + Penalty 7096.313470 = -4170198.007769 nChanged 124 Iteration 53Q (1723.185565 sec): 7 clusters Score: Raw -4177320.842021 + Penalty 7096.313470 = -4170224.528551 nChanged 138 Iteration 54Q (1723.646080 sec): 7 clusters Score: Raw -4177351.907076 + Penalty 7096.313470 = -4170255.593607 nChanged 151 Iteration 55Q (1724.117963 sec): 7 clusters Score: Raw -4177386.609250 + Penalty 7096.313470 = -4170290.295780 nChanged 136 Iteration 56Q (1724.575972 sec): 7 clusters Score: Raw -4177424.647318 + Penalty 7096.313470 = -4170328.333849 nChanged 129 Iteration 57Q (1725.058223 sec): 7 clusters Score: Raw -4177457.681422 + Penalty 7096.313470 = -4170361.367952 nChanged 123 Iteration 58Q (1725.523104 sec): 7 clusters Score: Raw -4177477.894798 + Penalty 7096.313470 = -4170381.581328 nChanged 100 Writing temp clu file Because OldScore, -4170361.367952, is greater than current (better) Score,-4170381.581328 Compute initial score before splitting: Score: Raw -4177477.894798 + Penalty 7096.313470 = -4170381.581328 Trying to split cluster 1 (8545 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1725.678261 sec): 2 clusters Score: Raw -480012.016220 + Penalty 950.575668 = -479061.440552 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1725.764335 sec): 3 clusters Score: Raw -475033.413980 + Penalty 1901.151335 = -473132.262645 nChanged 3760 SP:Iteration 1F (1725.872835 sec): 3 clusters Score: Raw -477851.129381 + Penalty 1901.151335 = -475949.978046 nChanged 805 SP:Iteration 2F (1725.950865 sec): 3 clusters Score: Raw -478501.785513 + Penalty 1901.151335 = -476600.634178 nChanged 640 SP:Iteration 3F (1726.063907 sec): 3 clusters Score: Raw -479028.324507 + Penalty 1901.151335 = -477127.173172 nChanged 501 SP:Iteration 4F (1726.142325 sec): 3 clusters Score: Raw -479379.130948 + Penalty 1901.151335 = -477477.979613 nChanged 350 SP:Iteration 5Q (1726.244830 sec): 3 clusters Score: Raw -479584.802182 + Penalty 1901.151335 = -477683.650847 nChanged 258 SP:Iteration 6Q (1726.342428 sec): 3 clusters Score: Raw -479724.824200 + Penalty 1901.151335 = -477823.672865 nChanged 227 SP:Iteration 7Q (1726.436646 sec): 3 clusters Score: Raw -479840.972966 + Penalty 1901.151335 = -477939.821630 nChanged 176 SP:Iteration 8Q (1726.532545 sec): 3 clusters Score: Raw -479925.818845 + Penalty 1901.151335 = -478024.667510 nChanged 150 SP:Iteration 9Q (1726.626619 sec): 3 clusters Score: Raw -479998.846603 + Penalty 1901.151335 = -478097.695268 nChanged 129 SP:Iteration 10Q (1726.729762 sec): 3 clusters Score: Raw -480072.687811 + Penalty 1901.151335 = -478171.536476 nChanged 126 SP:Iteration 11Q (1726.821850 sec): 3 clusters Score: Raw -480137.401220 + Penalty 1901.151335 = -478236.249885 nChanged 129 SP:Iteration 12Q (1726.925047 sec): 3 clusters Score: Raw -480186.390031 + Penalty 1901.151335 = -478285.238696 nChanged 97 SP:Iteration 13Q (1727.035965 sec): 3 clusters Score: Raw -480216.208524 + Penalty 1901.151335 = -478315.057189 nChanged 76 SP:Iteration 14Q (1727.124145 sec): 3 clusters Score: Raw -480235.424872 + Penalty 1901.151335 = -478334.273537 nChanged 54 SP:Iteration 15Q (1727.202400 sec): 3 clusters Score: Raw -480249.890428 + Penalty 1901.151335 = -478348.739093 nChanged 43 SP:Iteration 16Q (1727.301880 sec): 3 clusters Score: Raw -480262.072562 + Penalty 1901.151335 = -478360.921227 nChanged 46 SP:Iteration 17Q (1727.400535 sec): 3 clusters Score: Raw -480274.857919 + Penalty 1901.151335 = -478373.706584 nChanged 43 SP:Iteration 18Q (1727.494597 sec): 3 clusters Score: Raw -480288.133694 + Penalty 1901.151335 = -478386.982359 nChanged 42 SP:Iteration 19Q (1727.597917 sec): 3 clusters Score: Raw -480299.937434 + Penalty 1901.151335 = -478398.786099 nChanged 35 SP:Iteration 20F (1727.685545 sec): 3 clusters Score: Raw -480311.070340 + Penalty 1901.151335 = -478409.919005 nChanged 39 SP:Iteration 21Q (1727.781377 sec): 3 clusters Score: Raw -480321.565940 + Penalty 1901.151335 = -478420.414605 nChanged 25 SP:Iteration 22Q (1727.865558 sec): 3 clusters Score: Raw -480328.216540 + Penalty 1901.151335 = -478427.065205 nChanged 20 SP:Iteration 23Q (1727.966113 sec): 3 clusters Score: Raw -480334.027483 + Penalty 1901.151335 = -478432.876148 nChanged 23 SP:Iteration 24Q (1728.058782 sec): 3 clusters Score: Raw -480340.671975 + Penalty 1901.151335 = -478439.520640 nChanged 19 SP:Iteration 25Q (1728.149660 sec): 3 clusters Score: Raw -480346.920148 + Penalty 1901.151335 = -478445.768813 nChanged 23 SP:Iteration 26Q (1728.261508 sec): 3 clusters Score: Raw -480353.264183 + Penalty 1901.151335 = -478452.112848 nChanged 27 SP:Iteration 27Q (1728.346224 sec): 3 clusters Score: Raw -480361.301742 + Penalty 1901.151335 = -478460.150407 nChanged 30 SP:Iteration 28Q (1728.446101 sec): 3 clusters Score: Raw -480368.528764 + Penalty 1901.151335 = -478467.377428 nChanged 25 SP:Iteration 29Q (1728.556170 sec): 3 clusters Score: Raw -480373.723035 + Penalty 1901.151335 = -478472.571700 nChanged 17 SP:Iteration 30Q (1728.644061 sec): 3 clusters Score: Raw -480377.090287 + Penalty 1901.151335 = -478475.938952 nChanged 14 SP:Iteration 31Q (1728.743571 sec): 3 clusters Score: Raw -480379.034442 + Penalty 1901.151335 = -478477.883107 nChanged 9 SP:Iteration 32Q (1728.846067 sec): 3 clusters Score: Raw -480380.984600 + Penalty 1901.151335 = -478479.833265 nChanged 16 SP:Iteration 33Q (1728.947781 sec): 3 clusters Score: Raw -480384.130082 + Penalty 1901.151335 = -478482.978747 nChanged 15 SP:Iteration 34Q (1729.026330 sec): 3 clusters Score: Raw -480386.585429 + Penalty 1901.151335 = -478485.434094 nChanged 8 SP:Iteration 35Q (1729.134521 sec): 3 clusters Score: Raw -480388.432179 + Penalty 1901.151335 = -478487.280844 nChanged 8 SP:Iteration 36Q (1729.232869 sec): 3 clusters Score: Raw -480390.132786 + Penalty 1901.151335 = -478488.981451 nChanged 7 SP:Iteration 37Q (1729.326751 sec): 3 clusters Score: Raw -480391.248822 + Penalty 1901.151335 = -478490.097487 nChanged 7 SP:Iteration 38Q (1729.429393 sec): 3 clusters Score: Raw -480393.115291 + Penalty 1901.151335 = -478491.963956 nChanged 13 SP:Iteration 39Q (1729.514452 sec): 3 clusters Score: Raw -480396.064693 + Penalty 1901.151335 = -478494.913358 nChanged 12 SP:Iteration 40F (1729.611599 sec): 3 clusters Score: Raw -480398.443681 + Penalty 1901.151335 = -478497.292346 nChanged 20 SP:Iteration 41Q (1729.706038 sec): 3 clusters Score: Raw -480402.544964 + Penalty 1901.151335 = -478501.393629 nChanged 22 SP:Iteration 42Q (1729.796837 sec): 3 clusters Score: Raw -480408.618880 + Penalty 1901.151335 = -478507.467545 nChanged 17 SP:Iteration 43Q (1729.877440 sec): 3 clusters Score: Raw -480411.896524 + Penalty 1901.151335 = -478510.745189 nChanged 20 SP:Iteration 44Q (1729.990308 sec): 3 clusters Score: Raw -480420.580417 + Penalty 1901.151335 = -478519.429082 nChanged 26 SP:Iteration 45Q (1730.067397 sec): 3 clusters Score: Raw -480428.422528 + Penalty 1901.151335 = -478527.271193 nChanged 24 SP:Iteration 46Q (1730.166220 sec): 3 clusters Score: Raw -480435.578676 + Penalty 1901.151335 = -478534.427341 nChanged 22 SP:Iteration 47Q (1730.264590 sec): 3 clusters Score: Raw -480442.945193 + Penalty 1901.151335 = -478541.793858 nChanged 12 SP:Iteration 48Q (1730.365295 sec): 3 clusters Score: Raw -480448.073143 + Penalty 1901.151335 = -478546.921808 nChanged 18 SP:Iteration 49Q (1730.443790 sec): 3 clusters Score: Raw -480455.575150 + Penalty 1901.151335 = -478554.423815 nChanged 20 SP:Iteration 50Q (1730.542129 sec): 3 clusters Score: Raw -480464.771665 + Penalty 1901.151335 = -478563.620330 nChanged 25 SP:Iteration 51Q (1730.620731 sec): 3 clusters Score: Raw -480477.564738 + Penalty 1901.151335 = -478576.413403 nChanged 31 SP:Iteration 52Q (1730.715791 sec): 3 clusters Score: Raw -480499.404444 + Penalty 1901.151335 = -478598.253109 nChanged 34 SP:Iteration 53Q (1730.818713 sec): 3 clusters Score: Raw -480526.968363 + Penalty 1901.151335 = -478625.817028 nChanged 41 SP:Iteration 54Q (1730.934461 sec): 3 clusters Score: Raw -480552.233721 + Penalty 1901.151335 = -478651.082386 nChanged 37 SP:Iteration 55Q (1731.025016 sec): 3 clusters Score: Raw -480571.344791 + Penalty 1901.151335 = -478670.193456 nChanged 39 SP:Iteration 56Q (1731.137492 sec): 3 clusters Score: Raw -480584.489305 + Penalty 1901.151335 = -478683.337970 nChanged 26 SP:Iteration 57Q (1731.212229 sec): 3 clusters Score: Raw -480592.938252 + Penalty 1901.151335 = -478691.786917 nChanged 24 SP:Iteration 58Q (1731.300768 sec): 3 clusters Score: Raw -480601.526878 + Penalty 1901.151335 = -478700.375543 nChanged 22 SP:Iteration 59Q (1731.391275 sec): 3 clusters Score: Raw -480609.747181 + Penalty 1901.151335 = -478708.595846 nChanged 24 SP:Iteration 60F (1731.491407 sec): 3 clusters Score: Raw -480617.022015 + Penalty 1901.151335 = -478715.870680 nChanged 15 SP:Iteration 61Q (1731.574566 sec): 3 clusters Score: Raw -480622.650167 + Penalty 1901.151335 = -478721.498832 nChanged 14 SP:Iteration 62Q (1731.696587 sec): 3 clusters Score: Raw -480629.589785 + Penalty 1901.151335 = -478728.438450 nChanged 14 SP:Iteration 63Q (1731.770492 sec): 3 clusters Score: Raw -480634.762330 + Penalty 1901.151335 = -478733.610995 nChanged 12 SP:Iteration 64Q (1731.876780 sec): 3 clusters Score: Raw -480638.473241 + Penalty 1901.151335 = -478737.321905 nChanged 10 SP:Iteration 65Q (1731.974752 sec): 3 clusters Score: Raw -480640.514294 + Penalty 1901.151335 = -478739.362959 nChanged 3 SP:Iteration 66Q (1732.045714 sec): 3 clusters Score: Raw -480641.515144 + Penalty 1901.151335 = -478740.363809 nChanged 2 SP:Iteration 67Q (1732.171841 sec): 3 clusters Score: Raw -480641.751167 + Penalty 1901.151335 = -478740.599832 nChanged 1 SP:Iteration 68Q (1732.287061 sec): 3 clusters Score: Raw -480641.956883 + Penalty 1901.151335 = -478740.805548 nChanged 0 SP:Iteration 69F (1732.386285 sec): 3 clusters Score: Raw -480641.956883 + Penalty 1901.151335 = -478740.805548 nChanged 0 Trying to split cluster 2 (10811 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1732.441800 sec): 2 clusters Score: Raw -496840.079503 + Penalty 975.273538 = -495864.805964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1732.560760 sec): 3 clusters Score: Raw -490535.892137 + Penalty 1950.547077 = -488585.345060 nChanged 4825 SP:Iteration 1F (1732.646811 sec): 3 clusters Score: Raw -494749.685473 + Penalty 1950.547077 = -492799.138396 nChanged 1261 SP:Iteration 2F (1732.739944 sec): 3 clusters Score: Raw -496391.944712 + Penalty 1950.547077 = -494441.397635 nChanged 1058 SP:Iteration 3F (1732.853583 sec): 3 clusters Score: Raw -497597.175816 + Penalty 1950.547077 = -495646.628740 nChanged 758 SP:Iteration 4F (1732.949001 sec): 3 clusters Score: Raw -498261.055589 + Penalty 1950.547077 = -496310.508512 nChanged 532 SP:Iteration 5Q (1733.052309 sec): 3 clusters Score: Raw -498624.211989 + Penalty 1950.547077 = -496673.664912 nChanged 386 SP:Iteration 6Q (1733.141807 sec): 3 clusters Score: Raw -498885.078862 + Penalty 1950.547077 = -496934.531785 nChanged 329 SP:Iteration 7Q (1733.246283 sec): 3 clusters Score: Raw -499081.397136 + Penalty 1950.547077 = -497130.850059 nChanged 268 SP:Iteration 8Q (1733.360088 sec): 3 clusters Score: Raw -499267.069918 + Penalty 1950.547077 = -497316.522841 nChanged 274 SP:Iteration 9Q (1733.464299 sec): 3 clusters Score: Raw -499460.226236 + Penalty 1950.547077 = -497509.679159 nChanged 250 SP:Iteration 10Q (1733.554843 sec): 3 clusters Score: Raw -499647.420729 + Penalty 1950.547077 = -497696.873652 nChanged 232 SP:Iteration 11Q (1733.655571 sec): 3 clusters Score: Raw -499784.183028 + Penalty 1950.547077 = -497833.635951 nChanged 192 SP:Iteration 12Q (1733.751254 sec): 3 clusters Score: Raw -499867.785408 + Penalty 1950.547077 = -497917.238332 nChanged 148 SP:Iteration 13Q (1733.865206 sec): 3 clusters Score: Raw -499949.321717 + Penalty 1950.547077 = -497998.774641 nChanged 156 SP:Iteration 14Q (1733.947857 sec): 3 clusters Score: Raw -500049.348826 + Penalty 1950.547077 = -498098.801749 nChanged 173 SP:Iteration 15Q (1734.033320 sec): 3 clusters Score: Raw -500148.834412 + Penalty 1950.547077 = -498198.287335 nChanged 135 SP:Iteration 16Q (1734.147317 sec): 3 clusters Score: Raw -500203.206105 + Penalty 1950.547077 = -498252.659029 nChanged 114 SP:Iteration 17Q (1734.232135 sec): 3 clusters Score: Raw -500234.656829 + Penalty 1950.547077 = -498284.109752 nChanged 101 SP:Iteration 18Q (1734.329042 sec): 3 clusters Score: Raw -500268.897367 + Penalty 1950.547077 = -498318.350290 nChanged 79 SP:Iteration 19Q (1734.423327 sec): 3 clusters Score: Raw -500292.028619 + Penalty 1950.547077 = -498341.481542 nChanged 58 SP:Iteration 20F (1734.488779 sec): 3 clusters Score: Raw -500327.950738 + Penalty 1950.547077 = -498377.403661 nChanged 67 SP:Iteration 21Q (1734.599832 sec): 3 clusters Score: Raw -500388.786438 + Penalty 1950.547077 = -498438.239361 nChanged 87 SP:Iteration 22Q (1734.690290 sec): 3 clusters Score: Raw -500493.257175 + Penalty 1950.547077 = -498542.710099 nChanged 104 SP:Iteration 23Q (1734.772914 sec): 3 clusters Score: Raw -500686.538624 + Penalty 1950.547077 = -498735.991547 nChanged 134 SP:Iteration 24Q (1734.888475 sec): 3 clusters Score: Raw -500868.752066 + Penalty 1950.547077 = -498918.204989 nChanged 140 SP:Iteration 25Q (1734.977168 sec): 3 clusters Score: Raw -500981.103550 + Penalty 1950.547077 = -499030.556473 nChanged 139 SP:Iteration 26Q (1735.096153 sec): 3 clusters Score: Raw -501048.404263 + Penalty 1950.547077 = -499097.857186 nChanged 111 SP:Iteration 27Q (1735.201167 sec): 3 clusters Score: Raw -501090.148239 + Penalty 1950.547077 = -499139.601162 nChanged 83 SP:Iteration 28Q (1735.313070 sec): 3 clusters Score: Raw -501116.119382 + Penalty 1950.547077 = -499165.572305 nChanged 75 SP:Iteration 29Q (1735.403919 sec): 3 clusters Score: Raw -501151.348988 + Penalty 1950.547077 = -499200.801911 nChanged 101 SP:Iteration 30Q (1735.518690 sec): 3 clusters Score: Raw -501231.427614 + Penalty 1950.547077 = -499280.880537 nChanged 122 SP:Iteration 31Q (1735.596557 sec): 3 clusters Score: Raw -501325.548462 + Penalty 1950.547077 = -499375.001385 nChanged 130 SP:Iteration 32Q (1735.712974 sec): 3 clusters Score: Raw -501411.050526 + Penalty 1950.547077 = -499460.503449 nChanged 109 SP:Iteration 33Q (1735.807545 sec): 3 clusters Score: Raw -501466.324653 + Penalty 1950.547077 = -499515.777576 nChanged 83 SP:Iteration 34Q (1735.895994 sec): 3 clusters Score: Raw -501491.772734 + Penalty 1950.547077 = -499541.225657 nChanged 60 SP:Iteration 35Q (1736.000402 sec): 3 clusters Score: Raw -501505.796874 + Penalty 1950.547077 = -499555.249797 nChanged 39 SP:Iteration 36Q (1736.095054 sec): 3 clusters Score: Raw -501512.579426 + Penalty 1950.547077 = -499562.032350 nChanged 33 SP:Iteration 37Q (1736.199180 sec): 3 clusters Score: Raw -501516.879251 + Penalty 1950.547077 = -499566.332175 nChanged 28 SP:Iteration 38Q (1736.314765 sec): 3 clusters Score: Raw -501519.765449 + Penalty 1950.547077 = -499569.218372 nChanged 28 SP:Iteration 39Q (1736.412896 sec): 3 clusters Score: Raw -501522.420510 + Penalty 1950.547077 = -499571.873433 nChanged 20 SP:Iteration 40F (1736.524622 sec): 3 clusters Score: Raw -501526.286761 + Penalty 1950.547077 = -499575.739684 nChanged 21 SP:Iteration 41Q (1736.648126 sec): 3 clusters Score: Raw -501528.661975 + Penalty 1950.547077 = -499578.114899 nChanged 19 SP:Iteration 42Q (1736.755125 sec): 3 clusters Score: Raw -501530.245725 + Penalty 1950.547077 = -499579.698649 nChanged 13 SP:Iteration 43Q (1736.855009 sec): 3 clusters Score: Raw -501531.353658 + Penalty 1950.547077 = -499580.806581 nChanged 9 SP:Iteration 44Q (1736.950391 sec): 3 clusters Score: Raw -501532.300563 + Penalty 1950.547077 = -499581.753486 nChanged 8 SP:Iteration 45Q (1737.055643 sec): 3 clusters Score: Raw -501532.887439 + Penalty 1950.547077 = -499582.340363 nChanged 5 SP:Iteration 46Q (1737.149894 sec): 3 clusters Score: Raw -501533.167840 + Penalty 1950.547077 = -499582.620763 nChanged 3 SP:Iteration 47Q (1737.263562 sec): 3 clusters Score: Raw -501533.419972 + Penalty 1950.547077 = -499582.872895 nChanged 4 SP:Iteration 48Q (1737.356428 sec): 3 clusters Score: Raw -501533.879728 + Penalty 1950.547077 = -499583.332651 nChanged 8 SP:Iteration 49Q (1737.469563 sec): 3 clusters Score: Raw -501534.280886 + Penalty 1950.547077 = -499583.733809 nChanged 5 SP:Iteration 50Q (1737.581364 sec): 3 clusters Score: Raw -501534.706916 + Penalty 1950.547077 = -499584.159840 nChanged 3 SP:Iteration 51Q (1737.655652 sec): 3 clusters Score: Raw -501535.092962 + Penalty 1950.547077 = -499584.545886 nChanged 5 SP:Iteration 52Q (1737.763792 sec): 3 clusters Score: Raw -501535.422980 + Penalty 1950.547077 = -499584.875903 nChanged 3 SP:Iteration 53Q (1737.856479 sec): 3 clusters Score: Raw -501535.799514 + Penalty 1950.547077 = -499585.252438 nChanged 2 SP:Iteration 54Q (1737.947120 sec): 3 clusters Score: Raw -501535.903312 + Penalty 1950.547077 = -499585.356235 nChanged 2 SP:Iteration 55Q (1738.041979 sec): 3 clusters Score: Raw -501535.997829 + Penalty 1950.547077 = -499585.450752 nChanged 1 SP:Iteration 56Q (1738.151620 sec): 3 clusters Score: Raw -501536.081894 + Penalty 1950.547077 = -499585.534817 nChanged 2 SP:Iteration 57Q (1738.254828 sec): 3 clusters Score: Raw -501536.249173 + Penalty 1950.547077 = -499585.702096 nChanged 4 SP:Iteration 58Q (1738.346657 sec): 3 clusters Score: Raw -501536.576894 + Penalty 1950.547077 = -499586.029817 nChanged 1 SP:Iteration 59Q (1738.438709 sec): 3 clusters Score: Raw -501536.617534 + Penalty 1950.547077 = -499586.070457 nChanged 2 SP:Iteration 60F (1738.536352 sec): 3 clusters Score: Raw -501536.677310 + Penalty 1950.547077 = -499586.130233 nChanged 1 SP:Iteration 61Q (1738.656600 sec): 3 clusters Score: Raw -501536.706534 + Penalty 1950.547077 = -499586.159457 nChanged 0 SP:Iteration 62F (1738.771316 sec): 3 clusters Score: Raw -501536.706534 + Penalty 1950.547077 = -499586.159457 nChanged 0 Score: Raw -4182184.239379 + Penalty 8279.032381 = -4173905.206998 Splitting cluster 2 changes total score from -4170381.581328 to -4173905.206998 So it's getting split into cluster 7. Trying to split cluster 3 (40330 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1739.540217 sec): 2 clusters Score: Raw -2328412.736699 + Penalty 1113.509343 = -2327299.227356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1739.690814 sec): 3 clusters Score: Raw -2302599.822687 + Penalty 2227.018686 = -2300372.804001 nChanged 19126 SP:Iteration 1F (1739.834396 sec): 3 clusters Score: Raw -2314977.005307 + Penalty 2227.018686 = -2312749.986621 nChanged 2747 SP:Iteration 2F (1739.958273 sec): 3 clusters Score: Raw -2316759.554660 + Penalty 2227.018686 = -2314532.535973 nChanged 2880 SP:Iteration 3F (1740.107152 sec): 3 clusters Score: Raw -2318720.623237 + Penalty 2227.018686 = -2316493.604550 nChanged 2701 SP:Iteration 4F (1740.249984 sec): 3 clusters Score: Raw -2320568.078432 + Penalty 2227.018686 = -2318341.059745 nChanged 2543 SP:Iteration 5F (1740.382033 sec): 3 clusters Score: Raw -2322187.082423 + Penalty 2227.018686 = -2319960.063736 nChanged 2120 SP:Iteration 6F (1740.513283 sec): 3 clusters Score: Raw -2323441.606352 + Penalty 2227.018686 = -2321214.587665 nChanged 1718 SP:Iteration 7Q (1740.691991 sec): 3 clusters Score: Raw -2324500.313468 + Penalty 2227.018686 = -2322273.294782 nChanged 1536 SP:Iteration 8Q (1740.827353 sec): 3 clusters Score: Raw -2325451.811048 + Penalty 2227.018686 = -2323224.792361 nChanged 1303 SP:Iteration 9Q (1740.982288 sec): 3 clusters Score: Raw -2326181.655454 + Penalty 2227.018686 = -2323954.636767 nChanged 1100 SP:Iteration 10Q (1741.136027 sec): 3 clusters Score: Raw -2326701.475265 + Penalty 2227.018686 = -2324474.456579 nChanged 865 SP:Iteration 11Q (1741.280464 sec): 3 clusters Score: Raw -2327074.344074 + Penalty 2227.018686 = -2324847.325388 nChanged 777 SP:Iteration 12Q (1741.430336 sec): 3 clusters Score: Raw -2327389.545699 + Penalty 2227.018686 = -2325162.527012 nChanged 681 SP:Iteration 13Q (1741.544552 sec): 3 clusters Score: Raw -2327643.409454 + Penalty 2227.018686 = -2325416.390767 nChanged 642 SP:Iteration 14Q (1741.689348 sec): 3 clusters Score: Raw -2327888.624679 + Penalty 2227.018686 = -2325661.605992 nChanged 630 SP:Iteration 15Q (1741.833845 sec): 3 clusters Score: Raw -2328124.214470 + Penalty 2227.018686 = -2325897.195783 nChanged 579 SP:Iteration 16Q (1741.967646 sec): 3 clusters Score: Raw -2328345.403724 + Penalty 2227.018686 = -2326118.385037 nChanged 555 SP:Iteration 17Q (1742.093583 sec): 3 clusters Score: Raw -2328541.521520 + Penalty 2227.018686 = -2326314.502833 nChanged 509 SP:Iteration 18Q (1742.239444 sec): 3 clusters Score: Raw -2328719.006054 + Penalty 2227.018686 = -2326491.987368 nChanged 500 SP:Iteration 19Q (1742.372729 sec): 3 clusters Score: Raw -2328886.709939 + Penalty 2227.018686 = -2326659.691253 nChanged 503 SP:Iteration 20F (1742.544047 sec): 3 clusters Score: Raw -2329076.039540 + Penalty 2227.018686 = -2326849.020853 nChanged 509 SP:Iteration 21Q (1742.675880 sec): 3 clusters Score: Raw -2329288.728793 + Penalty 2227.018686 = -2327061.710106 nChanged 518 SP:Iteration 22Q (1742.800261 sec): 3 clusters Score: Raw -2329538.326757 + Penalty 2227.018686 = -2327311.308070 nChanged 521 SP:Iteration 23Q (1742.956108 sec): 3 clusters Score: Raw -2329847.204196 + Penalty 2227.018686 = -2327620.185510 nChanged 580 SP:Iteration 24Q (1743.095452 sec): 3 clusters Score: Raw -2330196.766177 + Penalty 2227.018686 = -2327969.747490 nChanged 606 SP:Iteration 25Q (1743.247844 sec): 3 clusters Score: Raw -2330574.700621 + Penalty 2227.018686 = -2328347.681935 nChanged 583 SP:Iteration 26Q (1743.385018 sec): 3 clusters Score: Raw -2330957.370536 + Penalty 2227.018686 = -2328730.351850 nChanged 510 SP:Iteration 27Q (1743.509243 sec): 3 clusters Score: Raw -2331222.045918 + Penalty 2227.018686 = -2328995.027232 nChanged 428 SP:Iteration 28Q (1743.655968 sec): 3 clusters Score: Raw -2331407.296474 + Penalty 2227.018686 = -2329180.277788 nChanged 381 SP:Iteration 29Q (1743.785991 sec): 3 clusters Score: Raw -2331563.690928 + Penalty 2227.018686 = -2329336.672242 nChanged 336 SP:Iteration 30Q (1743.896562 sec): 3 clusters Score: Raw -2331694.719675 + Penalty 2227.018686 = -2329467.700988 nChanged 306 SP:Iteration 31Q (1744.045033 sec): 3 clusters Score: Raw -2331798.667979 + Penalty 2227.018686 = -2329571.649293 nChanged 280 SP:Iteration 32Q (1744.165887 sec): 3 clusters Score: Raw -2331892.132666 + Penalty 2227.018686 = -2329665.113980 nChanged 285 SP:Iteration 33Q (1744.311322 sec): 3 clusters Score: Raw -2331994.767516 + Penalty 2227.018686 = -2329767.748829 nChanged 318 SP:Iteration 34Q (1744.446308 sec): 3 clusters Score: Raw -2332107.904659 + Penalty 2227.018686 = -2329880.885973 nChanged 306 SP:Iteration 35Q (1744.584243 sec): 3 clusters Score: Raw -2332216.415006 + Penalty 2227.018686 = -2329989.396319 nChanged 266 SP:Iteration 36Q (1744.709598 sec): 3 clusters Score: Raw -2332301.837203 + Penalty 2227.018686 = -2330074.818517 nChanged 234 SP:Iteration 37Q (1744.853160 sec): 3 clusters Score: Raw -2332365.300532 + Penalty 2227.018686 = -2330138.281846 nChanged 206 SP:Iteration 38Q (1744.990136 sec): 3 clusters Score: Raw -2332417.268925 + Penalty 2227.018686 = -2330190.250239 nChanged 176 SP:Iteration 39Q (1745.115455 sec): 3 clusters Score: Raw -2332451.315905 + Penalty 2227.018686 = -2330224.297219 nChanged 108 SP:Iteration 40F (1745.271792 sec): 3 clusters Score: Raw -2332654.229510 + Penalty 2227.018686 = -2330427.210824 nChanged 215 SP:Iteration 41Q (1745.401457 sec): 3 clusters Score: Raw -2332798.671901 + Penalty 2227.018686 = -2330571.653214 nChanged 223 SP:Iteration 42Q (1745.550784 sec): 3 clusters Score: Raw -2332893.755316 + Penalty 2227.018686 = -2330666.736630 nChanged 177 SP:Iteration 43Q (1745.682366 sec): 3 clusters Score: Raw -2332947.853185 + Penalty 2227.018686 = -2330720.834499 nChanged 128 SP:Iteration 44Q (1745.824899 sec): 3 clusters Score: Raw -2332972.547507 + Penalty 2227.018686 = -2330745.528820 nChanged 91 SP:Iteration 45Q (1745.956114 sec): 3 clusters Score: Raw -2332985.195773 + Penalty 2227.018686 = -2330758.177086 nChanged 63 SP:Iteration 46Q (1746.082308 sec): 3 clusters Score: Raw -2332993.472245 + Penalty 2227.018686 = -2330766.453559 nChanged 69 SP:Iteration 47Q (1746.223303 sec): 3 clusters Score: Raw -2333003.235391 + Penalty 2227.018686 = -2330776.216705 nChanged 67 SP:Iteration 48Q (1746.367291 sec): 3 clusters Score: Raw -2333015.372240 + Penalty 2227.018686 = -2330788.353554 nChanged 88 SP:Iteration 49Q (1746.494989 sec): 3 clusters Score: Raw -2333028.753069 + Penalty 2227.018686 = -2330801.734383 nChanged 78 SP:Iteration 50Q (1746.621907 sec): 3 clusters Score: Raw -2333038.846693 + Penalty 2227.018686 = -2330811.828007 nChanged 79 SP:Iteration 51Q (1746.766714 sec): 3 clusters Score: Raw -2333050.039827 + Penalty 2227.018686 = -2330823.021140 nChanged 82 SP:Iteration 52Q (1746.905549 sec): 3 clusters Score: Raw -2333060.435999 + Penalty 2227.018686 = -2330833.417313 nChanged 76 SP:Iteration 53Q (1747.031549 sec): 3 clusters Score: Raw -2333068.153205 + Penalty 2227.018686 = -2330841.134518 nChanged 69 SP:Iteration 54Q (1747.156106 sec): 3 clusters Score: Raw -2333076.122895 + Penalty 2227.018686 = -2330849.104208 nChanged 71 SP:Iteration 55Q (1747.303592 sec): 3 clusters Score: Raw -2333085.267858 + Penalty 2227.018686 = -2330858.249171 nChanged 83 SP:Iteration 56Q (1747.421740 sec): 3 clusters Score: Raw -2333095.155227 + Penalty 2227.018686 = -2330868.136541 nChanged 81 SP:Iteration 57Q (1747.564957 sec): 3 clusters Score: Raw -2333108.084464 + Penalty 2227.018686 = -2330881.065777 nChanged 95 SP:Iteration 58Q (1747.705016 sec): 3 clusters Score: Raw -2333124.357479 + Penalty 2227.018686 = -2330897.338792 nChanged 112 SP:Iteration 59Q (1747.835752 sec): 3 clusters Score: Raw -2333149.739285 + Penalty 2227.018686 = -2330922.720598 nChanged 164 SP:Iteration 60F (1747.970817 sec): 3 clusters Score: Raw -2333194.593086 + Penalty 2227.018686 = -2330967.574399 nChanged 195 SP:Iteration 61Q (1748.093402 sec): 3 clusters Score: Raw -2333255.663348 + Penalty 2227.018686 = -2331028.644661 nChanged 247 SP:Iteration 62Q (1748.259331 sec): 3 clusters Score: Raw -2333347.579591 + Penalty 2227.018686 = -2331120.560905 nChanged 296 SP:Iteration 63Q (1748.378599 sec): 3 clusters Score: Raw -2333470.192206 + Penalty 2227.018686 = -2331243.173520 nChanged 340 SP:Iteration 64Q (1748.526356 sec): 3 clusters Score: Raw -2333609.635966 + Penalty 2227.018686 = -2331382.617280 nChanged 363 SP:Iteration 65Q (1748.651962 sec): 3 clusters Score: Raw -2333777.387930 + Penalty 2227.018686 = -2331550.369244 nChanged 413 SP:Iteration 66Q (1748.762966 sec): 3 clusters Score: Raw -2333982.671574 + Penalty 2227.018686 = -2331755.652887 nChanged 452 SP:Iteration 67Q (1748.916241 sec): 3 clusters Score: Raw -2334227.632095 + Penalty 2227.018686 = -2332000.613409 nChanged 493 SP:Iteration 68Q (1749.050882 sec): 3 clusters Score: Raw -2334518.233801 + Penalty 2227.018686 = -2332291.215114 nChanged 570 SP:Iteration 69Q (1749.183938 sec): 3 clusters Score: Raw -2334878.422794 + Penalty 2227.018686 = -2332651.404108 nChanged 529 SP:Iteration 70Q (1749.314518 sec): 3 clusters Score: Raw -2335170.807282 + Penalty 2227.018686 = -2332943.788596 nChanged 488 SP:Iteration 71Q (1749.439512 sec): 3 clusters Score: Raw -2335411.344688 + Penalty 2227.018686 = -2333184.326001 nChanged 438 SP:Iteration 72Q (1749.581976 sec): 3 clusters Score: Raw -2335591.959600 + Penalty 2227.018686 = -2333364.940914 nChanged 365 SP:Iteration 73Q (1749.704378 sec): 3 clusters Score: Raw -2335717.475168 + Penalty 2227.018686 = -2333490.456481 nChanged 307 SP:Iteration 74Q (1749.840799 sec): 3 clusters Score: Raw -2335811.152800 + Penalty 2227.018686 = -2333584.134113 nChanged 268 SP:Iteration 75Q (1749.974914 sec): 3 clusters Score: Raw -2335878.976578 + Penalty 2227.018686 = -2333651.957891 nChanged 209 SP:Iteration 76Q (1750.117410 sec): 3 clusters Score: Raw -2335921.841515 + Penalty 2227.018686 = -2333694.822828 nChanged 164 SP:Iteration 77Q (1750.259976 sec): 3 clusters Score: Raw -2335950.608044 + Penalty 2227.018686 = -2333723.589358 nChanged 152 SP:Iteration 78Q (1750.377052 sec): 3 clusters Score: Raw -2335977.913442 + Penalty 2227.018686 = -2333750.894756 nChanged 127 SP:Iteration 79Q (1750.509148 sec): 3 clusters Score: Raw -2335996.432611 + Penalty 2227.018686 = -2333769.413924 nChanged 105 SP:Iteration 80F (1750.669767 sec): 3 clusters Score: Raw -2336073.564676 + Penalty 2227.018686 = -2333846.545990 nChanged 178 SP:Iteration 81Q (1750.808921 sec): 3 clusters Score: Raw -2336124.609776 + Penalty 2227.018686 = -2333897.591089 nChanged 153 SP:Iteration 82Q (1750.937633 sec): 3 clusters Score: Raw -2336151.359007 + Penalty 2227.018686 = -2333924.340321 nChanged 138 SP:Iteration 83Q (1751.069742 sec): 3 clusters Score: Raw -2336171.609880 + Penalty 2227.018686 = -2333944.591194 nChanged 131 SP:Iteration 84Q (1751.211334 sec): 3 clusters Score: Raw -2336189.683867 + Penalty 2227.018686 = -2333962.665180 nChanged 131 SP:Iteration 85Q (1751.340455 sec): 3 clusters Score: Raw -2336207.557637 + Penalty 2227.018686 = -2333980.538950 nChanged 128 SP:Iteration 86Q (1751.473041 sec): 3 clusters Score: Raw -2336225.374053 + Penalty 2227.018686 = -2333998.355366 nChanged 145 SP:Iteration 87Q (1751.600598 sec): 3 clusters Score: Raw -2336248.958565 + Penalty 2227.018686 = -2334021.939879 nChanged 151 SP:Iteration 88Q (1751.723236 sec): 3 clusters Score: Raw -2336272.533887 + Penalty 2227.018686 = -2334045.515200 nChanged 147 SP:Iteration 89Q (1751.874454 sec): 3 clusters Score: Raw -2336295.016067 + Penalty 2227.018686 = -2334067.997381 nChanged 138 SP:Iteration 90Q (1752.004631 sec): 3 clusters Score: Raw -2336315.432752 + Penalty 2227.018686 = -2334088.414065 nChanged 143 SP:Iteration 91Q (1752.149461 sec): 3 clusters Score: Raw -2336335.727086 + Penalty 2227.018686 = -2334108.708399 nChanged 132 SP:Iteration 92Q (1752.286044 sec): 3 clusters Score: Raw -2336352.770135 + Penalty 2227.018686 = -2334125.751448 nChanged 124 SP:Iteration 93Q (1752.419048 sec): 3 clusters Score: Raw -2336369.136647 + Penalty 2227.018686 = -2334142.117961 nChanged 124 SP:Iteration 94Q (1752.581192 sec): 3 clusters Score: Raw -2336386.321253 + Penalty 2227.018686 = -2334159.302567 nChanged 120 SP:Iteration 95Q (1752.714377 sec): 3 clusters Score: Raw -2336403.510224 + Penalty 2227.018686 = -2334176.491537 nChanged 146 SP:Iteration 96Q (1752.868786 sec): 3 clusters Score: Raw -2336425.271790 + Penalty 2227.018686 = -2334198.253103 nChanged 171 SP:Iteration 97Q (1753.000485 sec): 3 clusters Score: Raw -2336452.747305 + Penalty 2227.018686 = -2334225.728619 nChanged 158 SP:Iteration 98Q (1753.127241 sec): 3 clusters Score: Raw -2336477.371146 + Penalty 2227.018686 = -2334250.352460 nChanged 156 SP:Iteration 99Q (1753.277977 sec): 3 clusters Score: Raw -2336499.868507 + Penalty 2227.018686 = -2334272.849821 nChanged 154 SP:Iteration 100F (1753.422035 sec): 3 clusters Score: Raw -2336522.404854 + Penalty 2227.018686 = -2334295.386168 nChanged 147 SP:Iteration 101Q (1753.561116 sec): 3 clusters Score: Raw -2336544.239287 + Penalty 2227.018686 = -2334317.220600 nChanged 156 SP:Iteration 102Q (1753.703344 sec): 3 clusters Score: Raw -2336567.251078 + Penalty 2227.018686 = -2334340.232392 nChanged 162 SP:Iteration 103Q (1753.814459 sec): 3 clusters Score: Raw -2336590.642514 + Penalty 2227.018686 = -2334363.623827 nChanged 150 SP:Iteration 104Q (1753.957564 sec): 3 clusters Score: Raw -2336613.311987 + Penalty 2227.018686 = -2334386.293300 nChanged 162 SP:Iteration 105Q (1754.103900 sec): 3 clusters Score: Raw -2336640.408236 + Penalty 2227.018686 = -2334413.389550 nChanged 164 SP:Iteration 106Q (1754.244709 sec): 3 clusters Score: Raw -2336669.102294 + Penalty 2227.018686 = -2334442.083608 nChanged 174 SP:Iteration 107Q (1754.381800 sec): 3 clusters Score: Raw -2336703.503093 + Penalty 2227.018686 = -2334476.484407 nChanged 193 SP:Iteration 108Q (1754.521933 sec): 3 clusters Score: Raw -2336739.094652 + Penalty 2227.018686 = -2334512.075965 nChanged 181 SP:Iteration 109Q (1754.645613 sec): 3 clusters Score: Raw -2336771.314024 + Penalty 2227.018686 = -2334544.295338 nChanged 174 SP:Iteration 110Q (1754.810725 sec): 3 clusters Score: Raw -2336804.981997 + Penalty 2227.018686 = -2334577.963310 nChanged 202 SP:Iteration 111Q (1754.942230 sec): 3 clusters Score: Raw -2336841.319698 + Penalty 2227.018686 = -2334614.301012 nChanged 185 SP:Iteration 112Q (1755.061644 sec): 3 clusters Score: Raw -2336874.344314 + Penalty 2227.018686 = -2334647.325627 nChanged 169 SP:Iteration 113Q (1755.201690 sec): 3 clusters Score: Raw -2336902.886199 + Penalty 2227.018686 = -2334675.867513 nChanged 151 SP:Iteration 114Q (1755.325052 sec): 3 clusters Score: Raw -2336927.604917 + Penalty 2227.018686 = -2334700.586231 nChanged 149 SP:Iteration 115Q (1755.475208 sec): 3 clusters Score: Raw -2336952.473884 + Penalty 2227.018686 = -2334725.455198 nChanged 160 SP:Iteration 116Q (1755.609879 sec): 3 clusters Score: Raw -2336977.427294 + Penalty 2227.018686 = -2334750.408608 nChanged 139 SP:Iteration 117Q (1755.765231 sec): 3 clusters Score: Raw -2337001.659625 + Penalty 2227.018686 = -2334774.640938 nChanged 164 SP:Iteration 118Q (1755.904028 sec): 3 clusters Score: Raw -2337030.890798 + Penalty 2227.018686 = -2334803.872112 nChanged 173 SP:Iteration 119Q (1756.053630 sec): 3 clusters Score: Raw -2337061.181374 + Penalty 2227.018686 = -2334834.162688 nChanged 160 SP:Iteration 120F (1756.178239 sec): 3 clusters Score: Raw -2337087.768407 + Penalty 2227.018686 = -2334860.749721 nChanged 155 SP:Iteration 121Q (1756.328910 sec): 3 clusters Score: Raw -2337112.476238 + Penalty 2227.018686 = -2334885.457552 nChanged 145 SP:Iteration 122Q (1756.466229 sec): 3 clusters Score: Raw -2337132.671978 + Penalty 2227.018686 = -2334905.653291 nChanged 144 SP:Iteration 123Q (1756.601485 sec): 3 clusters Score: Raw -2337153.574007 + Penalty 2227.018686 = -2334926.555320 nChanged 136 SP:Iteration 124Q (1756.729936 sec): 3 clusters Score: Raw -2337171.571640 + Penalty 2227.018686 = -2334944.552953 nChanged 111 SP:Iteration 125Q (1756.878855 sec): 3 clusters Score: Raw -2337184.148418 + Penalty 2227.018686 = -2334957.129731 nChanged 98 SP:Iteration 126Q (1757.017226 sec): 3 clusters Score: Raw -2337195.148185 + Penalty 2227.018686 = -2334968.129499 nChanged 108 SP:Iteration 127Q (1757.164048 sec): 3 clusters Score: Raw -2337208.019183 + Penalty 2227.018686 = -2334981.000496 nChanged 114 SP:Iteration 128Q (1757.297936 sec): 3 clusters Score: Raw -2337221.423312 + Penalty 2227.018686 = -2334994.404625 nChanged 90 SP:Iteration 129Q (1757.426942 sec): 3 clusters Score: Raw -2337231.700009 + Penalty 2227.018686 = -2335004.681322 nChanged 81 SP:Iteration 130Q (1757.559127 sec): 3 clusters Score: Raw -2337239.786433 + Penalty 2227.018686 = -2335012.767746 nChanged 78 SP:Iteration 131Q (1757.711037 sec): 3 clusters Score: Raw -2337247.273358 + Penalty 2227.018686 = -2335020.254672 nChanged 80 SP:Iteration 132Q (1757.844313 sec): 3 clusters Score: Raw -2337255.011229 + Penalty 2227.018686 = -2335027.992542 nChanged 91 SP:Iteration 133Q (1757.982849 sec): 3 clusters Score: Raw -2337263.786161 + Penalty 2227.018686 = -2335036.767475 nChanged 82 SP:Iteration 134Q (1758.107871 sec): 3 clusters Score: Raw -2337271.340884 + Penalty 2227.018686 = -2335044.322197 nChanged 80 SP:Iteration 135Q (1758.268355 sec): 3 clusters Score: Raw -2337278.066885 + Penalty 2227.018686 = -2335051.048198 nChanged 65 SP:Iteration 136Q (1758.402339 sec): 3 clusters Score: Raw -2337282.736555 + Penalty 2227.018686 = -2335055.717869 nChanged 59 SP:Iteration 137Q (1758.550173 sec): 3 clusters Score: Raw -2337286.247252 + Penalty 2227.018686 = -2335059.228565 nChanged 42 SP:Iteration 138Q (1758.664771 sec): 3 clusters Score: Raw -2337288.410042 + Penalty 2227.018686 = -2335061.391355 nChanged 33 SP:Iteration 139Q (1758.809536 sec): 3 clusters Score: Raw -2337289.720715 + Penalty 2227.018686 = -2335062.702029 nChanged 26 SP:Iteration 140F (1758.950826 sec): 3 clusters Score: Raw -2337290.773858 + Penalty 2227.018686 = -2335063.755171 nChanged 21 SP:Iteration 141Q (1759.094340 sec): 3 clusters Score: Raw -2337291.621001 + Penalty 2227.018686 = -2335064.602315 nChanged 12 SP:Iteration 142Q (1759.211039 sec): 3 clusters Score: Raw -2337291.982325 + Penalty 2227.018686 = -2335064.963638 nChanged 13 SP:Iteration 143Q (1759.354741 sec): 3 clusters Score: Raw -2337292.332397 + Penalty 2227.018686 = -2335065.313711 nChanged 11 SP:Iteration 144Q (1759.492068 sec): 3 clusters Score: Raw -2337292.701573 + Penalty 2227.018686 = -2335065.682886 nChanged 12 SP:Iteration 145Q (1759.627691 sec): 3 clusters Score: Raw -2337293.053157 + Penalty 2227.018686 = -2335066.034470 nChanged 13 SP:Iteration 146Q (1759.773274 sec): 3 clusters Score: Raw -2337293.592971 + Penalty 2227.018686 = -2335066.574285 nChanged 22 SP:Iteration 147Q (1759.915789 sec): 3 clusters Score: Raw -2337294.779984 + Penalty 2227.018686 = -2335067.761298 nChanged 23 SP:Iteration 148Q (1760.050339 sec): 3 clusters Score: Raw -2337296.469300 + Penalty 2227.018686 = -2335069.450614 nChanged 27 SP:Iteration 149Q (1760.182252 sec): 3 clusters Score: Raw -2337297.998568 + Penalty 2227.018686 = -2335070.979882 nChanged 23 SP:Iteration 150Q (1760.325615 sec): 3 clusters Score: Raw -2337299.006721 + Penalty 2227.018686 = -2335071.988035 nChanged 20 SP:Iteration 151Q (1760.458361 sec): 3 clusters Score: Raw -2337299.851613 + Penalty 2227.018686 = -2335072.832926 nChanged 23 SP:Iteration 152Q (1760.597491 sec): 3 clusters Score: Raw -2337300.877511 + Penalty 2227.018686 = -2335073.858825 nChanged 24 SP:Iteration 153Q (1760.741172 sec): 3 clusters Score: Raw -2337301.907066 + Penalty 2227.018686 = -2335074.888380 nChanged 20 SP:Iteration 154Q (1760.872242 sec): 3 clusters Score: Raw -2337302.570580 + Penalty 2227.018686 = -2335075.551894 nChanged 12 SP:Iteration 155Q (1761.000344 sec): 3 clusters Score: Raw -2337302.971327 + Penalty 2227.018686 = -2335075.952641 nChanged 12 SP:Iteration 156Q (1761.157321 sec): 3 clusters Score: Raw -2337303.180866 + Penalty 2227.018686 = -2335076.162180 nChanged 3 SP:Iteration 157Q (1761.281699 sec): 3 clusters Score: Raw -2337303.210612 + Penalty 2227.018686 = -2335076.191926 nChanged 2 SP:Iteration 158Q (1761.447570 sec): 3 clusters Score: Raw -2337303.239044 + Penalty 2227.018686 = -2335076.220358 nChanged 3 SP:Iteration 159Q (1761.587757 sec): 3 clusters Score: Raw -2337303.342969 + Penalty 2227.018686 = -2335076.324283 nChanged 3 SP:Iteration 160F (1761.729435 sec): 3 clusters Score: Raw -2337303.391447 + Penalty 2227.018686 = -2335076.372760 nChanged 3 SP:Iteration 161Q (1761.862543 sec): 3 clusters Score: Raw -2337303.418396 + Penalty 2227.018686 = -2335076.399709 nChanged 4 SP:Iteration 162Q (1762.007511 sec): 3 clusters Score: Raw -2337303.487665 + Penalty 2227.018686 = -2335076.468979 nChanged 3 SP:Iteration 163Q (1762.151295 sec): 3 clusters Score: Raw -2337303.528331 + Penalty 2227.018686 = -2335076.509644 nChanged 2 SP:Iteration 164Q (1762.296446 sec): 3 clusters Score: Raw -2337303.582574 + Penalty 2227.018686 = -2335076.563888 nChanged 2 SP:Iteration 165Q (1762.451220 sec): 3 clusters Score: Raw -2337303.609397 + Penalty 2227.018686 = -2335076.590711 nChanged 3 SP:Iteration 166Q (1762.600723 sec): 3 clusters Score: Raw -2337303.679029 + Penalty 2227.018686 = -2335076.660343 nChanged 3 SP:Iteration 167Q (1762.733915 sec): 3 clusters Score: Raw -2337303.719194 + Penalty 2227.018686 = -2335076.700508 nChanged 3 SP:Iteration 168Q (1762.894287 sec): 3 clusters Score: Raw -2337303.765364 + Penalty 2227.018686 = -2335076.746678 nChanged 2 SP:Iteration 169Q (1763.013957 sec): 3 clusters Score: Raw -2337303.816772 + Penalty 2227.018686 = -2335076.798086 nChanged 1 SP:Iteration 170Q (1763.168058 sec): 3 clusters Score: Raw -2337303.845313 + Penalty 2227.018686 = -2335076.826627 nChanged 0 SP:Iteration 171F (1763.306632 sec): 3 clusters Score: Raw -2337303.845313 + Penalty 2227.018686 = -2335076.826627 nChanged 0 Score: Raw -4191075.347994 + Penalty 9461.751293 = -4181613.596701 Splitting cluster 3 changes total score from -4170381.581328 to -4181613.596701 So it's getting split into cluster 8. Trying to split cluster 4 (4714 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1764.072583 sec): 2 clusters Score: Raw -266759.333202 + Penalty 888.120669 = -265871.212533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1764.150966 sec): 3 clusters Score: Raw -264144.744087 + Penalty 1776.241338 = -262368.502749 nChanged 1993 SP:Iteration 1F (1764.244668 sec): 3 clusters Score: Raw -265332.405302 + Penalty 1776.241338 = -263556.163964 nChanged 427 SP:Iteration 2F (1764.317518 sec): 3 clusters Score: Raw -265709.845042 + Penalty 1776.241338 = -263933.603705 nChanged 434 SP:Iteration 3F (1764.412572 sec): 3 clusters Score: Raw -266143.435281 + Penalty 1776.241338 = -264367.193943 nChanged 442 SP:Iteration 4F (1764.504990 sec): 3 clusters Score: Raw -266643.255478 + Penalty 1776.241338 = -264867.014140 nChanged 395 SP:Iteration 5F (1764.604116 sec): 3 clusters Score: Raw -267129.636806 + Penalty 1776.241338 = -265353.395469 nChanged 317 SP:Iteration 6F (1764.691800 sec): 3 clusters Score: Raw -267630.120025 + Penalty 1776.241338 = -265853.878688 nChanged 274 SP:Iteration 7F (1764.776513 sec): 3 clusters Score: Raw -268220.892865 + Penalty 1776.241338 = -266444.651528 nChanged 200 SP:Iteration 8Q (1764.856652 sec): 3 clusters Score: Raw -268601.196895 + Penalty 1776.241338 = -266824.955558 nChanged 117 SP:Iteration 9Q (1764.953576 sec): 3 clusters Score: Raw -268695.035128 + Penalty 1776.241338 = -266918.793790 nChanged 70 SP:Iteration 10Q (1765.037621 sec): 3 clusters Score: Raw -268730.206222 + Penalty 1776.241338 = -266953.964884 nChanged 37 SP:Iteration 11Q (1765.147210 sec): 3 clusters Score: Raw -268745.020422 + Penalty 1776.241338 = -266968.779084 nChanged 17 SP:Iteration 12Q (1765.238905 sec): 3 clusters Score: Raw -268748.727772 + Penalty 1776.241338 = -266972.486435 nChanged 6 SP:Iteration 13Q (1765.324189 sec): 3 clusters Score: Raw -268749.825799 + Penalty 1776.241338 = -266973.584462 nChanged 2 SP:Iteration 14Q (1765.414103 sec): 3 clusters Score: Raw -268750.167563 + Penalty 1776.241338 = -266973.926226 nChanged 1 SP:Iteration 15Q (1765.491365 sec): 3 clusters Score: Raw -268750.274062 + Penalty 1776.241338 = -266974.032724 nChanged 1 SP:Iteration 16Q (1765.590093 sec): 3 clusters Score: Raw -268750.326101 + Penalty 1776.241338 = -266974.084764 nChanged 0 SP:Iteration 17F (1765.662966 sec): 3 clusters Score: Raw -268750.326101 + Penalty 1776.241338 = -266974.084764 nChanged 0 Score: Raw -4193066.340893 + Penalty 10644.470204 = -4182421.870689 Splitting cluster 4 changes total score from -4170381.581328 to -4182421.870689 So it's getting split into cluster 9. Trying to split cluster 5 (2785 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1766.451187 sec): 2 clusters Score: Raw -110309.299782 + Penalty 832.860331 = -109476.439451 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1766.545064 sec): 3 clusters Score: Raw -108971.080984 + Penalty 1665.720662 = -107305.360322 nChanged 1162 SP:Iteration 1F (1766.625914 sec): 3 clusters Score: Raw -110644.431183 + Penalty 1665.720662 = -108978.710521 nChanged 436 SP:Iteration 2F (1766.717365 sec): 3 clusters Score: Raw -111497.483555 + Penalty 1665.720662 = -109831.762893 nChanged 278 SP:Iteration 3F (1766.796864 sec): 3 clusters Score: Raw -112024.020828 + Penalty 1665.720662 = -110358.300166 nChanged 163 SP:Iteration 4F (1766.891781 sec): 3 clusters Score: Raw -112233.880417 + Penalty 1665.720662 = -110568.159755 nChanged 94 SP:Iteration 5Q (1766.981222 sec): 3 clusters Score: Raw -112334.740792 + Penalty 1665.720662 = -110669.020130 nChanged 60 SP:Iteration 6Q (1767.052191 sec): 3 clusters Score: Raw -112390.192577 + Penalty 1665.720662 = -110724.471915 nChanged 40 SP:Iteration 7Q (1767.141220 sec): 3 clusters Score: Raw -112426.975064 + Penalty 1665.720662 = -110761.254402 nChanged 30 SP:Iteration 8Q (1767.229014 sec): 3 clusters Score: Raw -112453.879285 + Penalty 1665.720662 = -110788.158623 nChanged 30 SP:Iteration 9Q (1767.308141 sec): 3 clusters Score: Raw -112477.100073 + Penalty 1665.720662 = -110811.379411 nChanged 31 SP:Iteration 10Q (1767.405256 sec): 3 clusters Score: Raw -112493.773029 + Penalty 1665.720662 = -110828.052367 nChanged 20 SP:Iteration 11Q (1767.481982 sec): 3 clusters Score: Raw -112504.217188 + Penalty 1665.720662 = -110838.496526 nChanged 20 SP:Iteration 12Q (1767.577389 sec): 3 clusters Score: Raw -112516.489236 + Penalty 1665.720662 = -110850.768574 nChanged 18 SP:Iteration 13Q (1767.654328 sec): 3 clusters Score: Raw -112525.884779 + Penalty 1665.720662 = -110860.164117 nChanged 16 SP:Iteration 14Q (1767.732502 sec): 3 clusters Score: Raw -112533.105247 + Penalty 1665.720662 = -110867.384585 nChanged 13 SP:Iteration 15Q (1767.828646 sec): 3 clusters Score: Raw -112540.788594 + Penalty 1665.720662 = -110875.067932 nChanged 16 SP:Iteration 16Q (1767.916234 sec): 3 clusters Score: Raw -112548.741021 + Penalty 1665.720662 = -110883.020359 nChanged 15 SP:Iteration 17Q (1768.005108 sec): 3 clusters Score: Raw -112553.723031 + Penalty 1665.720662 = -110888.002369 nChanged 10 SP:Iteration 18Q (1768.090789 sec): 3 clusters Score: Raw -112558.119762 + Penalty 1665.720662 = -110892.399100 nChanged 7 SP:Iteration 19Q (1768.184995 sec): 3 clusters Score: Raw -112560.195278 + Penalty 1665.720662 = -110894.474616 nChanged 9 SP:Iteration 20F (1768.252157 sec): 3 clusters Score: Raw -112563.246877 + Penalty 1665.720662 = -110897.526215 nChanged 9 SP:Iteration 21Q (1768.338126 sec): 3 clusters Score: Raw -112565.498258 + Penalty 1665.720662 = -110899.777596 nChanged 3 SP:Iteration 22Q (1768.435746 sec): 3 clusters Score: Raw -112565.949445 + Penalty 1665.720662 = -110900.228783 nChanged 2 SP:Iteration 23Q (1768.521575 sec): 3 clusters Score: Raw -112566.178562 + Penalty 1665.720662 = -110900.457900 nChanged 0 SP:Iteration 24F (1768.595505 sec): 3 clusters Score: Raw -112566.178562 + Penalty 1665.720662 = -110900.457900 nChanged 0 Score: Raw -4195323.219673 + Penalty 11827.189116 = -4183496.030557 Splitting cluster 5 changes total score from -4170381.581328 to -4183496.030557 So it's getting split into cluster 10. Trying to split cluster 6 (10750 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1769.527418 sec): 2 clusters Score: Raw -606009.252558 + Penalty 974.679409 = -605034.573149 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1769.618828 sec): 3 clusters Score: Raw -599749.702266 + Penalty 1949.358817 = -597800.343448 nChanged 4812 SP:Iteration 1F (1769.720353 sec): 3 clusters Score: Raw -603031.441597 + Penalty 1949.358817 = -601082.082779 nChanged 1033 SP:Iteration 2F (1769.808693 sec): 3 clusters Score: Raw -603956.185030 + Penalty 1949.358817 = -602006.826213 nChanged 908 SP:Iteration 3F (1769.904541 sec): 3 clusters Score: Raw -604713.447875 + Penalty 1949.358817 = -602764.089058 nChanged 767 SP:Iteration 4F (1770.005554 sec): 3 clusters Score: Raw -605256.304955 + Penalty 1949.358817 = -603306.946138 nChanged 595 SP:Iteration 5F (1770.081063 sec): 3 clusters Score: Raw -605601.656545 + Penalty 1949.358817 = -603652.297728 nChanged 428 SP:Iteration 6Q (1770.185419 sec): 3 clusters Score: Raw -605842.882216 + Penalty 1949.358817 = -603893.523399 nChanged 328 SP:Iteration 7Q (1770.271593 sec): 3 clusters Score: Raw -606011.197229 + Penalty 1949.358817 = -604061.838412 nChanged 311 SP:Iteration 8Q (1770.377321 sec): 3 clusters Score: Raw -606181.906730 + Penalty 1949.358817 = -604232.547913 nChanged 271 SP:Iteration 9Q (1770.469588 sec): 3 clusters Score: Raw -606346.258858 + Penalty 1949.358817 = -604396.900041 nChanged 252 SP:Iteration 10Q (1770.566928 sec): 3 clusters Score: Raw -606493.273742 + Penalty 1949.358817 = -604543.914925 nChanged 238 SP:Iteration 11Q (1770.672141 sec): 3 clusters Score: Raw -606618.370762 + Penalty 1949.358817 = -604669.011945 nChanged 235 SP:Iteration 12Q (1770.760338 sec): 3 clusters Score: Raw -606728.654687 + Penalty 1949.358817 = -604779.295870 nChanged 196 SP:Iteration 13Q (1770.859927 sec): 3 clusters Score: Raw -606811.119423 + Penalty 1949.358817 = -604861.760606 nChanged 165 SP:Iteration 14Q (1770.949794 sec): 3 clusters Score: Raw -606879.176420 + Penalty 1949.358817 = -604929.817603 nChanged 154 SP:Iteration 15Q (1771.051356 sec): 3 clusters Score: Raw -606946.247932 + Penalty 1949.358817 = -604996.889115 nChanged 153 SP:Iteration 16Q (1771.143226 sec): 3 clusters Score: Raw -607005.940820 + Penalty 1949.358817 = -605056.582003 nChanged 148 SP:Iteration 17Q (1771.240684 sec): 3 clusters Score: Raw -607074.780212 + Penalty 1949.358817 = -605125.421395 nChanged 163 SP:Iteration 18Q (1771.340190 sec): 3 clusters Score: Raw -607158.893955 + Penalty 1949.358817 = -605209.535138 nChanged 174 SP:Iteration 19Q (1771.441468 sec): 3 clusters Score: Raw -607272.651623 + Penalty 1949.358817 = -605323.292806 nChanged 203 SP:Iteration 20F (1771.539111 sec): 3 clusters Score: Raw -607418.358372 + Penalty 1949.358817 = -605468.999554 nChanged 200 SP:Iteration 21Q (1771.637717 sec): 3 clusters Score: Raw -607589.649607 + Penalty 1949.358817 = -605640.290790 nChanged 197 SP:Iteration 22Q (1771.734003 sec): 3 clusters Score: Raw -607754.537395 + Penalty 1949.358817 = -605805.178578 nChanged 192 SP:Iteration 23Q (1771.840241 sec): 3 clusters Score: Raw -607916.425828 + Penalty 1949.358817 = -605967.067011 nChanged 194 SP:Iteration 24Q (1771.951903 sec): 3 clusters Score: Raw -608051.682990 + Penalty 1949.358817 = -606102.324173 nChanged 179 SP:Iteration 25Q (1772.035660 sec): 3 clusters Score: Raw -608151.510763 + Penalty 1949.358817 = -606202.151946 nChanged 145 SP:Iteration 26Q (1772.144705 sec): 3 clusters Score: Raw -608217.152659 + Penalty 1949.358817 = -606267.793842 nChanged 111 SP:Iteration 27Q (1772.245324 sec): 3 clusters Score: Raw -608262.413384 + Penalty 1949.358817 = -606313.054567 nChanged 98 SP:Iteration 28Q (1772.343230 sec): 3 clusters Score: Raw -608299.547273 + Penalty 1949.358817 = -606350.188456 nChanged 81 SP:Iteration 29Q (1772.419870 sec): 3 clusters Score: Raw -608324.578154 + Penalty 1949.358817 = -606375.219337 nChanged 63 SP:Iteration 30Q (1772.522130 sec): 3 clusters Score: Raw -608341.709922 + Penalty 1949.358817 = -606392.351105 nChanged 59 SP:Iteration 31Q (1772.603009 sec): 3 clusters Score: Raw -608356.245350 + Penalty 1949.358817 = -606406.886533 nChanged 47 SP:Iteration 32Q (1772.719032 sec): 3 clusters Score: Raw -608368.728983 + Penalty 1949.358817 = -606419.370166 nChanged 37 SP:Iteration 33Q (1772.803996 sec): 3 clusters Score: Raw -608374.333602 + Penalty 1949.358817 = -606424.974785 nChanged 29 SP:Iteration 34Q (1772.906495 sec): 3 clusters Score: Raw -608379.220264 + Penalty 1949.358817 = -606429.861447 nChanged 23 SP:Iteration 35Q (1773.005575 sec): 3 clusters Score: Raw -608382.473187 + Penalty 1949.358817 = -606433.114370 nChanged 17 SP:Iteration 36Q (1773.091844 sec): 3 clusters Score: Raw -608384.944025 + Penalty 1949.358817 = -606435.585208 nChanged 19 SP:Iteration 37Q (1773.192301 sec): 3 clusters Score: Raw -608387.735519 + Penalty 1949.358817 = -606438.376702 nChanged 24 SP:Iteration 38Q (1773.268414 sec): 3 clusters Score: Raw -608391.841606 + Penalty 1949.358817 = -606442.482789 nChanged 27 SP:Iteration 39Q (1773.364416 sec): 3 clusters Score: Raw -608396.572527 + Penalty 1949.358817 = -606447.213710 nChanged 28 SP:Iteration 40F (1773.447551 sec): 3 clusters Score: Raw -608402.586902 + Penalty 1949.358817 = -606453.228085 nChanged 32 SP:Iteration 41Q (1773.555551 sec): 3 clusters Score: Raw -608409.582190 + Penalty 1949.358817 = -606460.223373 nChanged 32 SP:Iteration 42Q (1773.655879 sec): 3 clusters Score: Raw -608417.339742 + Penalty 1949.358817 = -606467.980925 nChanged 29 SP:Iteration 43Q (1773.761282 sec): 3 clusters Score: Raw -608422.698735 + Penalty 1949.358817 = -606473.339917 nChanged 23 SP:Iteration 44Q (1773.848419 sec): 3 clusters Score: Raw -608426.463946 + Penalty 1949.358817 = -606477.105129 nChanged 20 SP:Iteration 45Q (1773.961523 sec): 3 clusters Score: Raw -608428.788150 + Penalty 1949.358817 = -606479.429333 nChanged 15 SP:Iteration 46Q (1774.048674 sec): 3 clusters Score: Raw -608430.746717 + Penalty 1949.358817 = -606481.387900 nChanged 17 SP:Iteration 47Q (1774.159811 sec): 3 clusters Score: Raw -608433.388351 + Penalty 1949.358817 = -606484.029534 nChanged 16 SP:Iteration 48Q (1774.234763 sec): 3 clusters Score: Raw -608435.624529 + Penalty 1949.358817 = -606486.265711 nChanged 23 SP:Iteration 49Q (1774.344792 sec): 3 clusters Score: Raw -608439.405691 + Penalty 1949.358817 = -606490.046874 nChanged 18 SP:Iteration 50Q (1774.440577 sec): 3 clusters Score: Raw -608442.432857 + Penalty 1949.358817 = -606493.074040 nChanged 25 SP:Iteration 51Q (1774.527478 sec): 3 clusters Score: Raw -608446.117903 + Penalty 1949.358817 = -606496.759086 nChanged 28 SP:Iteration 52Q (1774.615627 sec): 3 clusters Score: Raw -608451.412971 + Penalty 1949.358817 = -606502.054154 nChanged 33 SP:Iteration 53Q (1774.723561 sec): 3 clusters Score: Raw -608456.992918 + Penalty 1949.358817 = -606507.634101 nChanged 25 SP:Iteration 54Q (1774.800566 sec): 3 clusters Score: Raw -608460.240412 + Penalty 1949.358817 = -606510.881595 nChanged 19 SP:Iteration 55Q (1774.910295 sec): 3 clusters Score: Raw -608462.695110 + Penalty 1949.358817 = -606513.336293 nChanged 13 SP:Iteration 56Q (1775.006714 sec): 3 clusters Score: Raw -608464.082990 + Penalty 1949.358817 = -606514.724173 nChanged 12 SP:Iteration 57Q (1775.104004 sec): 3 clusters Score: Raw -608465.445723 + Penalty 1949.358817 = -606516.086906 nChanged 11 SP:Iteration 58Q (1775.192650 sec): 3 clusters Score: Raw -608466.848028 + Penalty 1949.358817 = -606517.489211 nChanged 12 SP:Iteration 59Q (1775.281974 sec): 3 clusters Score: Raw -608468.423940 + Penalty 1949.358817 = -606519.065123 nChanged 12 SP:Iteration 60F (1775.384660 sec): 3 clusters Score: Raw -608469.322191 + Penalty 1949.358817 = -606519.963374 nChanged 5 SP:Iteration 61Q (1775.494671 sec): 3 clusters Score: Raw -608469.651385 + Penalty 1949.358817 = -606520.292568 nChanged 5 SP:Iteration 62Q (1775.593542 sec): 3 clusters Score: Raw -608470.126193 + Penalty 1949.358817 = -606520.767376 nChanged 5 SP:Iteration 63Q (1775.674510 sec): 3 clusters Score: Raw -608470.470238 + Penalty 1949.358817 = -606521.111421 nChanged 6 SP:Iteration 64Q (1775.787323 sec): 3 clusters Score: Raw -608471.076716 + Penalty 1949.358817 = -606521.717899 nChanged 7 SP:Iteration 65Q (1775.885284 sec): 3 clusters Score: Raw -608471.762508 + Penalty 1949.358817 = -606522.403691 nChanged 8 SP:Iteration 66Q (1775.983450 sec): 3 clusters Score: Raw -608472.469858 + Penalty 1949.358817 = -606523.111041 nChanged 4 SP:Iteration 67Q (1776.079845 sec): 3 clusters Score: Raw -608472.750322 + Penalty 1949.358817 = -606523.391505 nChanged 3 SP:Iteration 68Q (1776.161716 sec): 3 clusters Score: Raw -608472.985938 + Penalty 1949.358817 = -606523.627121 nChanged 2 SP:Iteration 69Q (1776.260765 sec): 3 clusters Score: Raw -608473.220984 + Penalty 1949.358817 = -606523.862167 nChanged 0 SP:Iteration 70F (1776.354454 sec): 3 clusters Score: Raw -608473.220984 + Penalty 1949.358817 = -606523.862167 nChanged 0 Score: Raw -4197787.188099 + Penalty 13009.908027 = -4184777.280071 Splitting cluster 6 changes total score from -4170381.581328 to -4184777.280071 So it's getting split into cluster 11. Iteration 59Q (1778.174296 sec): 12 clusters Score: Raw -4200513.751117 + Penalty 13009.908027 = -4187503.843090 nChanged 2834 Iteration 60F (1779.117803 sec): 12 clusters Score: Raw -4202143.450509 + Penalty 13009.908027 = -4189133.542482 nChanged 1490 Iteration 61Q (1779.917577 sec): 12 clusters Score: Raw -4202629.282453 + Penalty 13009.908027 = -4189619.374426 nChanged 840 Iteration 62Q (1780.675650 sec): 12 clusters Score: Raw -4202871.070024 + Penalty 13009.908027 = -4189861.161997 nChanged 597 Iteration 63Q (1781.438257 sec): 12 clusters Score: Raw -4203032.788153 + Penalty 13009.908027 = -4190022.880125 nChanged 469 Iteration 64Q (1782.205757 sec): 12 clusters Score: Raw -4203136.366740 + Penalty 13009.908027 = -4190126.458712 nChanged 352 Iteration 65Q (1782.959066 sec): 12 clusters Score: Raw -4203205.162878 + Penalty 13009.908027 = -4190195.254851 nChanged 277 Iteration 66Q (1783.710654 sec): 12 clusters Score: Raw -4203263.426110 + Penalty 13009.908027 = -4190253.518082 nChanged 247 Iteration 67Q (1784.497297 sec): 12 clusters Score: Raw -4203306.448884 + Penalty 13009.908027 = -4190296.540856 nChanged 178 Iteration 68Q (1785.286454 sec): 12 clusters Score: Raw -4203340.399660 + Penalty 13009.908027 = -4190330.491633 nChanged 186 Iteration 69Q (1786.096678 sec): 12 clusters Score: Raw -4203370.394491 + Penalty 13009.908027 = -4190360.486464 nChanged 162 Iteration 70Q (1786.880595 sec): 12 clusters Score: Raw -4203392.700758 + Penalty 13009.908027 = -4190382.792731 nChanged 122 Iteration 71Q (1787.697437 sec): 12 clusters Score: Raw -4203414.708734 + Penalty 13009.908027 = -4190404.800707 nChanged 111 Iteration 72Q (1788.492964 sec): 12 clusters Score: Raw -4203432.383350 + Penalty 13009.908027 = -4190422.475323 nChanged 90 Iteration 73Q (1789.249428 sec): 12 clusters Score: Raw -4203448.204080 + Penalty 13009.908027 = -4190438.296052 nChanged 93 Iteration 74Q (1790.046747 sec): 12 clusters Score: Raw -4203463.184556 + Penalty 13009.908027 = -4190453.276528 nChanged 88 Iteration 75Q (1790.853427 sec): 12 clusters Score: Raw -4203476.031379 + Penalty 13009.908027 = -4190466.123351 nChanged 83 Iteration 76Q (1791.660850 sec): 12 clusters Score: Raw -4203487.847880 + Penalty 13009.908027 = -4190477.939853 nChanged 60 Iteration 77Q (1792.473494 sec): 12 clusters Score: Raw -4203493.387332 + Penalty 13009.908027 = -4190483.479305 nChanged 48 Iteration 78Q (1793.232035 sec): 12 clusters Score: Raw -4203498.581893 + Penalty 13009.908027 = -4190488.673865 nChanged 48 Iteration 79Q (1794.016566 sec): 12 clusters Score: Raw -4203503.227707 + Penalty 13009.908027 = -4190493.319680 nChanged 32 Iteration 80F (1795.084019 sec): 12 clusters Score: Raw -4203540.055138 + Penalty 13009.908027 = -4190530.147110 nChanged 47 Iteration 81Q (1795.863366 sec): 12 clusters Score: Raw -4203555.398266 + Penalty 13009.908027 = -4190545.490239 nChanged 43 Iteration 82Q (1796.627145 sec): 12 clusters Score: Raw -4203562.570860 + Penalty 13009.908027 = -4190552.662833 nChanged 50 Iteration 83Q (1797.416464 sec): 12 clusters Score: Raw -4203569.931962 + Penalty 13009.908027 = -4190560.023935 nChanged 48 Iteration 84Q (1798.243427 sec): 12 clusters Score: Raw -4203576.031284 + Penalty 13009.908027 = -4190566.123256 nChanged 45 Iteration 85Q (1799.083329 sec): 12 clusters Score: Raw -4203582.188914 + Penalty 13009.908027 = -4190572.280886 nChanged 42 Iteration 86Q (1799.874808 sec): 12 clusters Score: Raw -4203588.179917 + Penalty 13009.908027 = -4190578.271889 nChanged 54 Iteration 87Q (1800.656283 sec): 12 clusters Score: Raw -4203596.465549 + Penalty 13009.908027 = -4190586.557522 nChanged 51 Iteration 88Q (1801.433369 sec): 12 clusters Score: Raw -4203603.908647 + Penalty 13009.908027 = -4190594.000620 nChanged 51 Iteration 89Q (1802.248232 sec): 12 clusters Score: Raw -4203610.492247 + Penalty 13009.908027 = -4190600.584220 nChanged 45 Iteration 90Q (1803.016234 sec): 12 clusters Score: Raw -4203616.394176 + Penalty 13009.908027 = -4190606.486149 nChanged 53 Iteration 91Q (1803.800103 sec): 12 clusters Score: Raw -4203623.520809 + Penalty 13009.908027 = -4190613.612781 nChanged 55 Iteration 92Q (1804.557778 sec): 12 clusters Score: Raw -4203629.607966 + Penalty 13009.908027 = -4190619.699939 nChanged 50 Iteration 93Q (1805.353893 sec): 12 clusters Score: Raw -4203636.470439 + Penalty 13009.908027 = -4190626.562411 nChanged 45 Iteration 94Q (1806.153062 sec): 12 clusters Score: Raw -4203641.861184 + Penalty 13009.908027 = -4190631.953156 nChanged 44 Iteration 95Q (1806.944772 sec): 12 clusters Score: Raw -4203646.561686 + Penalty 13009.908027 = -4190636.653659 nChanged 45 Iteration 96Q (1807.689845 sec): 12 clusters Score: Raw -4203650.407265 + Penalty 13009.908027 = -4190640.499238 nChanged 35 Iteration 97Q (1808.456335 sec): 12 clusters Score: Raw -4203653.633509 + Penalty 13009.908027 = -4190643.725481 nChanged 28 Iteration 98Q (1809.218404 sec): 12 clusters Score: Raw -4203656.870986 + Penalty 13009.908027 = -4190646.962958 nChanged 36 Writing temp clu file Because OldScore, -4190643.725481, is greater than current (better) Score,-4190646.962958 Compute initial score before splitting: Score: Raw -4203656.870986 + Penalty 13009.908027 = -4190646.962958 Trying to split cluster 1 (8430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1809.351747 sec): 2 clusters Score: Raw -474141.030914 + Penalty 949.152965 = -473191.877949 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1809.425883 sec): 3 clusters Score: Raw -469266.596121 + Penalty 1898.305931 = -467368.290190 nChanged 3729 SP:Iteration 1F (1809.524153 sec): 3 clusters Score: Raw -471902.261724 + Penalty 1898.305931 = -470003.955793 nChanged 787 SP:Iteration 2F (1809.613473 sec): 3 clusters Score: Raw -472526.143824 + Penalty 1898.305931 = -470627.837893 nChanged 702 SP:Iteration 3F (1809.706503 sec): 3 clusters Score: Raw -473047.536661 + Penalty 1898.305931 = -471149.230731 nChanged 565 SP:Iteration 4F (1809.811593 sec): 3 clusters Score: Raw -473423.650285 + Penalty 1898.305931 = -471525.344354 nChanged 475 SP:Iteration 5F (1809.899258 sec): 3 clusters Score: Raw -473730.152704 + Penalty 1898.305931 = -471831.846773 nChanged 406 SP:Iteration 6Q (1809.979027 sec): 3 clusters Score: Raw -473983.784072 + Penalty 1898.305931 = -472085.478142 nChanged 318 SP:Iteration 7Q (1810.091019 sec): 3 clusters Score: Raw -474151.099717 + Penalty 1898.305931 = -472252.793786 nChanged 233 SP:Iteration 8Q (1810.187814 sec): 3 clusters Score: Raw -474272.088988 + Penalty 1898.305931 = -472373.783057 nChanged 201 SP:Iteration 9Q (1810.269967 sec): 3 clusters Score: Raw -474402.425915 + Penalty 1898.305931 = -472504.119984 nChanged 202 SP:Iteration 10Q (1810.355859 sec): 3 clusters Score: Raw -474517.045594 + Penalty 1898.305931 = -472618.739663 nChanged 172 SP:Iteration 11Q (1810.467770 sec): 3 clusters Score: Raw -474620.389013 + Penalty 1898.305931 = -472722.083083 nChanged 155 SP:Iteration 12Q (1810.547282 sec): 3 clusters Score: Raw -474712.154090 + Penalty 1898.305931 = -472813.848159 nChanged 123 SP:Iteration 13Q (1810.641964 sec): 3 clusters Score: Raw -474788.870416 + Penalty 1898.305931 = -472890.564485 nChanged 106 SP:Iteration 14Q (1810.724081 sec): 3 clusters Score: Raw -474845.533260 + Penalty 1898.305931 = -472947.227329 nChanged 98 SP:Iteration 15Q (1810.831277 sec): 3 clusters Score: Raw -474898.038164 + Penalty 1898.305931 = -472999.732234 nChanged 86 SP:Iteration 16Q (1810.907856 sec): 3 clusters Score: Raw -474945.617711 + Penalty 1898.305931 = -473047.311781 nChanged 72 SP:Iteration 17Q (1811.011023 sec): 3 clusters Score: Raw -474997.392917 + Penalty 1898.305931 = -473099.086986 nChanged 95 SP:Iteration 18Q (1811.091327 sec): 3 clusters Score: Raw -475072.253664 + Penalty 1898.305931 = -473173.947733 nChanged 99 SP:Iteration 19Q (1811.202705 sec): 3 clusters Score: Raw -475158.688528 + Penalty 1898.305931 = -473260.382597 nChanged 79 SP:Iteration 20F (1811.281920 sec): 3 clusters Score: Raw -475232.805781 + Penalty 1898.305931 = -473334.499850 nChanged 90 SP:Iteration 21Q (1811.387927 sec): 3 clusters Score: Raw -475343.776227 + Penalty 1898.305931 = -473445.470297 nChanged 114 SP:Iteration 22Q (1811.474957 sec): 3 clusters Score: Raw -475530.918102 + Penalty 1898.305931 = -473632.612171 nChanged 105 SP:Iteration 23Q (1811.579618 sec): 3 clusters Score: Raw -475669.132103 + Penalty 1898.305931 = -473770.826172 nChanged 95 SP:Iteration 24Q (1811.669725 sec): 3 clusters Score: Raw -475750.952587 + Penalty 1898.305931 = -473852.646656 nChanged 71 SP:Iteration 25Q (1811.760616 sec): 3 clusters Score: Raw -475788.246172 + Penalty 1898.305931 = -473889.940241 nChanged 29 SP:Iteration 26Q (1811.859930 sec): 3 clusters Score: Raw -475798.672578 + Penalty 1898.305931 = -473900.366648 nChanged 20 SP:Iteration 27Q (1811.957176 sec): 3 clusters Score: Raw -475803.939660 + Penalty 1898.305931 = -473905.633729 nChanged 14 SP:Iteration 28Q (1812.033151 sec): 3 clusters Score: Raw -475807.275083 + Penalty 1898.305931 = -473908.969152 nChanged 9 SP:Iteration 29Q (1812.152664 sec): 3 clusters Score: Raw -475809.627176 + Penalty 1898.305931 = -473911.321245 nChanged 7 SP:Iteration 30Q (1812.218704 sec): 3 clusters Score: Raw -475811.346202 + Penalty 1898.305931 = -473913.040271 nChanged 4 SP:Iteration 31Q (1812.320965 sec): 3 clusters Score: Raw -475812.586527 + Penalty 1898.305931 = -473914.280596 nChanged 8 SP:Iteration 32Q (1812.406159 sec): 3 clusters Score: Raw -475813.919495 + Penalty 1898.305931 = -473915.613564 nChanged 5 SP:Iteration 33Q (1812.487889 sec): 3 clusters Score: Raw -475814.591195 + Penalty 1898.305931 = -473916.285264 nChanged 3 SP:Iteration 34Q (1812.581144 sec): 3 clusters Score: Raw -475814.935656 + Penalty 1898.305931 = -473916.629726 nChanged 2 SP:Iteration 35Q (1812.679441 sec): 3 clusters Score: Raw -475815.287268 + Penalty 1898.305931 = -473916.981338 nChanged 6 SP:Iteration 36Q (1812.776089 sec): 3 clusters Score: Raw -475815.854072 + Penalty 1898.305931 = -473917.548142 nChanged 2 SP:Iteration 37Q (1812.873118 sec): 3 clusters Score: Raw -475816.112437 + Penalty 1898.305931 = -473917.806506 nChanged 0 SP:Iteration 38F (1812.967268 sec): 3 clusters Score: Raw -475816.112437 + Penalty 1898.305931 = -473917.806506 nChanged 0 Score: Raw -4205335.386508 + Penalty 14192.626939 = -4191142.759569 Splitting cluster 1 changes total score from -4190646.962958 to -4191142.759569 So it's getting split into cluster 12. Trying to split cluster 2 (5953 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1814.072310 sec): 2 clusters Score: Raw -299132.320505 + Penalty 912.623310 = -298219.697195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1814.187318 sec): 3 clusters Score: Raw -295876.428565 + Penalty 1825.246620 = -294051.181945 nChanged 2535 SP:Iteration 1F (1814.278380 sec): 3 clusters Score: Raw -297790.001543 + Penalty 1825.246620 = -295964.754922 nChanged 622 SP:Iteration 2F (1814.352955 sec): 3 clusters Score: Raw -298392.630141 + Penalty 1825.246620 = -296567.383521 nChanged 496 SP:Iteration 3F (1814.470330 sec): 3 clusters Score: Raw -298773.907196 + Penalty 1825.246620 = -296948.660576 nChanged 357 SP:Iteration 4F (1814.551674 sec): 3 clusters Score: Raw -299040.130015 + Penalty 1825.246620 = -297214.883395 nChanged 290 SP:Iteration 5Q (1814.653469 sec): 3 clusters Score: Raw -299223.008366 + Penalty 1825.246620 = -297397.761746 nChanged 219 SP:Iteration 6Q (1814.736515 sec): 3 clusters Score: Raw -299358.479479 + Penalty 1825.246620 = -297533.232859 nChanged 181 SP:Iteration 7Q (1814.822776 sec): 3 clusters Score: Raw -299453.494167 + Penalty 1825.246620 = -297628.247547 nChanged 144 SP:Iteration 8Q (1814.909656 sec): 3 clusters Score: Raw -299523.188028 + Penalty 1825.246620 = -297697.941408 nChanged 135 SP:Iteration 9Q (1814.998982 sec): 3 clusters Score: Raw -299574.743401 + Penalty 1825.246620 = -297749.496781 nChanged 101 SP:Iteration 10Q (1815.077311 sec): 3 clusters Score: Raw -299616.421017 + Penalty 1825.246620 = -297791.174397 nChanged 96 SP:Iteration 11Q (1815.163968 sec): 3 clusters Score: Raw -299646.557953 + Penalty 1825.246620 = -297821.311332 nChanged 70 SP:Iteration 12Q (1815.269061 sec): 3 clusters Score: Raw -299674.942392 + Penalty 1825.246620 = -297849.695771 nChanged 73 SP:Iteration 13Q (1815.386307 sec): 3 clusters Score: Raw -299698.610280 + Penalty 1825.246620 = -297873.363659 nChanged 51 SP:Iteration 14Q (1815.461379 sec): 3 clusters Score: Raw -299711.957325 + Penalty 1825.246620 = -297886.710705 nChanged 41 SP:Iteration 15Q (1815.570397 sec): 3 clusters Score: Raw -299724.251726 + Penalty 1825.246620 = -297899.005106 nChanged 48 SP:Iteration 16Q (1815.676134 sec): 3 clusters Score: Raw -299740.651241 + Penalty 1825.246620 = -297915.404620 nChanged 48 SP:Iteration 17Q (1815.770581 sec): 3 clusters Score: Raw -299755.350454 + Penalty 1825.246620 = -297930.103834 nChanged 42 SP:Iteration 18Q (1815.849143 sec): 3 clusters Score: Raw -299766.074984 + Penalty 1825.246620 = -297940.828364 nChanged 37 SP:Iteration 19Q (1815.945942 sec): 3 clusters Score: Raw -299777.756201 + Penalty 1825.246620 = -297952.509580 nChanged 46 SP:Iteration 20F (1816.033077 sec): 3 clusters Score: Raw -299801.737983 + Penalty 1825.246620 = -297976.491362 nChanged 51 SP:Iteration 21Q (1816.135519 sec): 3 clusters Score: Raw -299822.319681 + Penalty 1825.246620 = -297997.073061 nChanged 52 SP:Iteration 22Q (1816.229577 sec): 3 clusters Score: Raw -299837.981644 + Penalty 1825.246620 = -298012.735024 nChanged 47 SP:Iteration 23Q (1816.304853 sec): 3 clusters Score: Raw -299848.813132 + Penalty 1825.246620 = -298023.566512 nChanged 32 SP:Iteration 24Q (1816.417729 sec): 3 clusters Score: Raw -299855.129066 + Penalty 1825.246620 = -298029.882446 nChanged 26 SP:Iteration 25Q (1816.496493 sec): 3 clusters Score: Raw -299859.481842 + Penalty 1825.246620 = -298034.235221 nChanged 25 SP:Iteration 26Q (1816.590085 sec): 3 clusters Score: Raw -299864.644387 + Penalty 1825.246620 = -298039.397766 nChanged 29 SP:Iteration 27Q (1816.672615 sec): 3 clusters Score: Raw -299870.828035 + Penalty 1825.246620 = -298045.581415 nChanged 30 SP:Iteration 28Q (1816.758440 sec): 3 clusters Score: Raw -299875.771136 + Penalty 1825.246620 = -298050.524516 nChanged 24 SP:Iteration 29Q (1816.856158 sec): 3 clusters Score: Raw -299880.557445 + Penalty 1825.246620 = -298055.310824 nChanged 24 SP:Iteration 30Q (1816.941108 sec): 3 clusters Score: Raw -299885.110128 + Penalty 1825.246620 = -298059.863507 nChanged 19 SP:Iteration 31Q (1817.028191 sec): 3 clusters Score: Raw -299887.738641 + Penalty 1825.246620 = -298062.492021 nChanged 13 SP:Iteration 32Q (1817.118878 sec): 3 clusters Score: Raw -299889.540378 + Penalty 1825.246620 = -298064.293758 nChanged 17 SP:Iteration 33Q (1817.225848 sec): 3 clusters Score: Raw -299891.334883 + Penalty 1825.246620 = -298066.088262 nChanged 11 SP:Iteration 34Q (1817.303680 sec): 3 clusters Score: Raw -299893.208671 + Penalty 1825.246620 = -298067.962051 nChanged 10 SP:Iteration 35Q (1817.399404 sec): 3 clusters Score: Raw -299894.813888 + Penalty 1825.246620 = -298069.567267 nChanged 12 SP:Iteration 36Q (1817.469638 sec): 3 clusters Score: Raw -299896.935579 + Penalty 1825.246620 = -298071.688958 nChanged 13 SP:Iteration 37Q (1817.563422 sec): 3 clusters Score: Raw -299899.518470 + Penalty 1825.246620 = -298074.271850 nChanged 16 SP:Iteration 38Q (1817.663276 sec): 3 clusters Score: Raw -299904.131260 + Penalty 1825.246620 = -298078.884640 nChanged 28 SP:Iteration 39Q (1817.756478 sec): 3 clusters Score: Raw -299908.736603 + Penalty 1825.246620 = -298083.489983 nChanged 20 SP:Iteration 40F (1817.843567 sec): 3 clusters Score: Raw -299913.087091 + Penalty 1825.246620 = -298087.840470 nChanged 18 SP:Iteration 41Q (1817.928012 sec): 3 clusters Score: Raw -299917.509491 + Penalty 1825.246620 = -298092.262871 nChanged 22 SP:Iteration 42Q (1818.028809 sec): 3 clusters Score: Raw -299922.438378 + Penalty 1825.246620 = -298097.191758 nChanged 26 SP:Iteration 43Q (1818.107533 sec): 3 clusters Score: Raw -299928.015386 + Penalty 1825.246620 = -298102.768766 nChanged 20 SP:Iteration 44Q (1818.189017 sec): 3 clusters Score: Raw -299933.015142 + Penalty 1825.246620 = -298107.768521 nChanged 26 SP:Iteration 45Q (1818.273752 sec): 3 clusters Score: Raw -299938.310354 + Penalty 1825.246620 = -298113.063734 nChanged 24 SP:Iteration 46Q (1818.364637 sec): 3 clusters Score: Raw -299942.931413 + Penalty 1825.246620 = -298117.684793 nChanged 18 SP:Iteration 47Q (1818.466905 sec): 3 clusters Score: Raw -299946.727444 + Penalty 1825.246620 = -298121.480823 nChanged 19 SP:Iteration 48Q (1818.566091 sec): 3 clusters Score: Raw -299952.588154 + Penalty 1825.246620 = -298127.341534 nChanged 36 SP:Iteration 49Q (1818.637399 sec): 3 clusters Score: Raw -299961.787810 + Penalty 1825.246620 = -298136.541190 nChanged 36 SP:Iteration 50Q (1818.740748 sec): 3 clusters Score: Raw -299972.564251 + Penalty 1825.246620 = -298147.317631 nChanged 39 SP:Iteration 51Q (1818.835088 sec): 3 clusters Score: Raw -299989.664134 + Penalty 1825.246620 = -298164.417514 nChanged 39 SP:Iteration 52Q (1818.915356 sec): 3 clusters Score: Raw -300009.947462 + Penalty 1825.246620 = -298184.700842 nChanged 56 SP:Iteration 53Q (1818.994540 sec): 3 clusters Score: Raw -300036.849172 + Penalty 1825.246620 = -298211.602552 nChanged 65 SP:Iteration 54Q (1819.086955 sec): 3 clusters Score: Raw -300067.935431 + Penalty 1825.246620 = -298242.688811 nChanged 59 SP:Iteration 55Q (1819.176418 sec): 3 clusters Score: Raw -300095.247773 + Penalty 1825.246620 = -298270.001152 nChanged 63 SP:Iteration 56Q (1819.281775 sec): 3 clusters Score: Raw -300120.632039 + Penalty 1825.246620 = -298295.385418 nChanged 67 SP:Iteration 57Q (1819.367160 sec): 3 clusters Score: Raw -300144.934789 + Penalty 1825.246620 = -298319.688168 nChanged 55 SP:Iteration 58Q (1819.455348 sec): 3 clusters Score: Raw -300164.767788 + Penalty 1825.246620 = -298339.521168 nChanged 48 SP:Iteration 59Q (1819.527605 sec): 3 clusters Score: Raw -300185.538301 + Penalty 1825.246620 = -298360.291681 nChanged 46 SP:Iteration 60F (1819.630730 sec): 3 clusters Score: Raw -300203.180147 + Penalty 1825.246620 = -298377.933526 nChanged 43 SP:Iteration 61Q (1819.712006 sec): 3 clusters Score: Raw -300218.743685 + Penalty 1825.246620 = -298393.497065 nChanged 41 SP:Iteration 62Q (1819.813790 sec): 3 clusters Score: Raw -300236.115016 + Penalty 1825.246620 = -298410.868396 nChanged 40 SP:Iteration 63Q (1819.894926 sec): 3 clusters Score: Raw -300260.739100 + Penalty 1825.246620 = -298435.492479 nChanged 59 SP:Iteration 64Q (1819.994937 sec): 3 clusters Score: Raw -300296.020334 + Penalty 1825.246620 = -298470.773714 nChanged 55 SP:Iteration 65Q (1820.079098 sec): 3 clusters Score: Raw -300331.696020 + Penalty 1825.246620 = -298506.449400 nChanged 58 SP:Iteration 66Q (1820.176732 sec): 3 clusters Score: Raw -300379.751542 + Penalty 1825.246620 = -298554.504922 nChanged 70 SP:Iteration 67Q (1820.276033 sec): 3 clusters Score: Raw -300453.286617 + Penalty 1825.246620 = -298628.039996 nChanged 77 SP:Iteration 68Q (1820.359916 sec): 3 clusters Score: Raw -300549.302886 + Penalty 1825.246620 = -298724.056265 nChanged 66 SP:Iteration 69Q (1820.466717 sec): 3 clusters Score: Raw -300653.309859 + Penalty 1825.246620 = -298828.063239 nChanged 83 SP:Iteration 70Q (1820.545496 sec): 3 clusters Score: Raw -300735.449114 + Penalty 1825.246620 = -298910.202493 nChanged 68 SP:Iteration 71Q (1820.633908 sec): 3 clusters Score: Raw -300775.121899 + Penalty 1825.246620 = -298949.875279 nChanged 47 SP:Iteration 72Q (1820.726030 sec): 3 clusters Score: Raw -300794.936587 + Penalty 1825.246620 = -298969.689967 nChanged 24 SP:Iteration 73Q (1820.816036 sec): 3 clusters Score: Raw -300804.637384 + Penalty 1825.246620 = -298979.390764 nChanged 21 SP:Iteration 74Q (1820.911180 sec): 3 clusters Score: Raw -300811.905799 + Penalty 1825.246620 = -298986.659179 nChanged 15 SP:Iteration 75Q (1820.986816 sec): 3 clusters Score: Raw -300815.432292 + Penalty 1825.246620 = -298990.185672 nChanged 6 SP:Iteration 76Q (1821.092057 sec): 3 clusters Score: Raw -300818.107550 + Penalty 1825.246620 = -298992.860930 nChanged 7 SP:Iteration 77Q (1821.170309 sec): 3 clusters Score: Raw -300819.559600 + Penalty 1825.246620 = -298994.312980 nChanged 8 SP:Iteration 78Q (1821.256820 sec): 3 clusters Score: Raw -300821.378549 + Penalty 1825.246620 = -298996.131928 nChanged 6 SP:Iteration 79Q (1821.347735 sec): 3 clusters Score: Raw -300825.177703 + Penalty 1825.246620 = -298999.931083 nChanged 9 SP:Iteration 80F (1821.451029 sec): 3 clusters Score: Raw -300828.580868 + Penalty 1825.246620 = -299003.334248 nChanged 10 SP:Iteration 81Q (1821.530934 sec): 3 clusters Score: Raw -300830.461691 + Penalty 1825.246620 = -299005.215070 nChanged 6 SP:Iteration 82Q (1821.616823 sec): 3 clusters Score: Raw -300831.744987 + Penalty 1825.246620 = -299006.498367 nChanged 4 SP:Iteration 83Q (1821.706540 sec): 3 clusters Score: Raw -300832.156931 + Penalty 1825.246620 = -299006.910310 nChanged 0 SP:Iteration 84F (1821.785935 sec): 3 clusters Score: Raw -300832.156931 + Penalty 1825.246620 = -299006.910310 nChanged 0 Score: Raw -4207035.222934 + Penalty 15375.345851 = -4191659.877083 Splitting cluster 2 changes total score from -4190646.962958 to -4191659.877083 So it's getting split into cluster 13. Trying to split cluster 3 (24272 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1823.002835 sec): 2 clusters Score: Raw -1426058.422856 + Penalty 1060.193264 = -1424998.229592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1823.110843 sec): 3 clusters Score: Raw -1410965.034471 + Penalty 2120.386527 = -1408844.647944 nChanged 11272 SP:Iteration 1F (1823.241823 sec): 3 clusters Score: Raw -1417953.186110 + Penalty 2120.386527 = -1415832.799583 nChanged 1786 SP:Iteration 2F (1823.357693 sec): 3 clusters Score: Raw -1419295.087162 + Penalty 2120.386527 = -1417174.700634 nChanged 1790 SP:Iteration 3F (1823.464104 sec): 3 clusters Score: Raw -1420553.098709 + Penalty 2120.386527 = -1418432.712182 nChanged 1620 SP:Iteration 4F (1823.606922 sec): 3 clusters Score: Raw -1421435.940408 + Penalty 2120.386527 = -1419315.553881 nChanged 1312 SP:Iteration 5F (1823.721735 sec): 3 clusters Score: Raw -1421978.163662 + Penalty 2120.386527 = -1419857.777134 nChanged 1035 SP:Iteration 6Q (1823.834365 sec): 3 clusters Score: Raw -1422319.975676 + Penalty 2120.386527 = -1420199.589148 nChanged 834 SP:Iteration 7Q (1823.957122 sec): 3 clusters Score: Raw -1422559.682565 + Penalty 2120.386527 = -1420439.296037 nChanged 698 SP:Iteration 8Q (1824.073030 sec): 3 clusters Score: Raw -1422751.022515 + Penalty 2120.386527 = -1420630.635988 nChanged 622 SP:Iteration 9Q (1824.187739 sec): 3 clusters Score: Raw -1422940.360396 + Penalty 2120.386527 = -1420819.973868 nChanged 575 SP:Iteration 10Q (1824.304713 sec): 3 clusters Score: Raw -1423112.193148 + Penalty 2120.386527 = -1420991.806620 nChanged 553 SP:Iteration 11Q (1824.403103 sec): 3 clusters Score: Raw -1423263.390432 + Penalty 2120.386527 = -1421143.003905 nChanged 465 SP:Iteration 12Q (1824.525594 sec): 3 clusters Score: Raw -1423397.841731 + Penalty 2120.386527 = -1421277.455204 nChanged 433 SP:Iteration 13Q (1824.625026 sec): 3 clusters Score: Raw -1423511.599091 + Penalty 2120.386527 = -1421391.212564 nChanged 411 SP:Iteration 14Q (1824.762747 sec): 3 clusters Score: Raw -1423623.339149 + Penalty 2120.386527 = -1421502.952621 nChanged 396 SP:Iteration 15Q (1824.866645 sec): 3 clusters Score: Raw -1423724.588779 + Penalty 2120.386527 = -1421604.202252 nChanged 377 SP:Iteration 16Q (1825.000596 sec): 3 clusters Score: Raw -1423818.930321 + Penalty 2120.386527 = -1421698.543794 nChanged 334 SP:Iteration 17Q (1825.123428 sec): 3 clusters Score: Raw -1423903.615683 + Penalty 2120.386527 = -1421783.229155 nChanged 324 SP:Iteration 18Q (1825.243718 sec): 3 clusters Score: Raw -1423986.546025 + Penalty 2120.386527 = -1421866.159497 nChanged 320 SP:Iteration 19Q (1825.362568 sec): 3 clusters Score: Raw -1424067.622870 + Penalty 2120.386527 = -1421947.236343 nChanged 313 SP:Iteration 20F (1825.485258 sec): 3 clusters Score: Raw -1424143.727793 + Penalty 2120.386527 = -1422023.341265 nChanged 278 SP:Iteration 21Q (1825.610963 sec): 3 clusters Score: Raw -1424203.994765 + Penalty 2120.386527 = -1422083.608237 nChanged 263 SP:Iteration 22Q (1825.731817 sec): 3 clusters Score: Raw -1424268.530192 + Penalty 2120.386527 = -1422148.143664 nChanged 291 SP:Iteration 23Q (1825.850968 sec): 3 clusters Score: Raw -1424339.709026 + Penalty 2120.386527 = -1422219.322499 nChanged 265 SP:Iteration 24Q (1825.968997 sec): 3 clusters Score: Raw -1424399.037580 + Penalty 2120.386527 = -1422278.651053 nChanged 264 SP:Iteration 25Q (1826.086292 sec): 3 clusters Score: Raw -1424457.108288 + Penalty 2120.386527 = -1422336.721760 nChanged 281 SP:Iteration 26Q (1826.237108 sec): 3 clusters Score: Raw -1424523.311219 + Penalty 2120.386527 = -1422402.924692 nChanged 270 SP:Iteration 27Q (1826.353786 sec): 3 clusters Score: Raw -1424581.233819 + Penalty 2120.386527 = -1422460.847291 nChanged 266 SP:Iteration 28Q (1826.470672 sec): 3 clusters Score: Raw -1424640.208824 + Penalty 2120.386527 = -1422519.822296 nChanged 280 SP:Iteration 29Q (1826.572241 sec): 3 clusters Score: Raw -1424709.097643 + Penalty 2120.386527 = -1422588.711115 nChanged 309 SP:Iteration 30Q (1826.704784 sec): 3 clusters Score: Raw -1424792.930046 + Penalty 2120.386527 = -1422672.543518 nChanged 317 SP:Iteration 31Q (1826.804775 sec): 3 clusters Score: Raw -1424877.735513 + Penalty 2120.386527 = -1422757.348986 nChanged 320 SP:Iteration 32Q (1826.925637 sec): 3 clusters Score: Raw -1424956.796495 + Penalty 2120.386527 = -1422836.409968 nChanged 287 SP:Iteration 33Q (1827.039204 sec): 3 clusters Score: Raw -1425021.702193 + Penalty 2120.386527 = -1422901.315666 nChanged 273 SP:Iteration 34Q (1827.165096 sec): 3 clusters Score: Raw -1425084.992873 + Penalty 2120.386527 = -1422964.606346 nChanged 279 SP:Iteration 35Q (1827.272811 sec): 3 clusters Score: Raw -1425155.406273 + Penalty 2120.386527 = -1423035.019746 nChanged 279 SP:Iteration 36Q (1827.390015 sec): 3 clusters Score: Raw -1425229.158106 + Penalty 2120.386527 = -1423108.771579 nChanged 286 SP:Iteration 37Q (1827.515241 sec): 3 clusters Score: Raw -1425309.271492 + Penalty 2120.386527 = -1423188.884965 nChanged 282 SP:Iteration 38Q (1827.613640 sec): 3 clusters Score: Raw -1425386.305826 + Penalty 2120.386527 = -1423265.919299 nChanged 275 SP:Iteration 39Q (1827.738528 sec): 3 clusters Score: Raw -1425466.613143 + Penalty 2120.386527 = -1423346.226616 nChanged 291 SP:Iteration 40F (1827.860096 sec): 3 clusters Score: Raw -1425554.575656 + Penalty 2120.386527 = -1423434.189128 nChanged 276 SP:Iteration 41Q (1827.982385 sec): 3 clusters Score: Raw -1425643.520656 + Penalty 2120.386527 = -1423523.134129 nChanged 268 SP:Iteration 42Q (1828.083281 sec): 3 clusters Score: Raw -1425730.315275 + Penalty 2120.386527 = -1423609.928747 nChanged 276 SP:Iteration 43Q (1828.203545 sec): 3 clusters Score: Raw -1425831.884776 + Penalty 2120.386527 = -1423711.498249 nChanged 278 SP:Iteration 44Q (1828.312615 sec): 3 clusters Score: Raw -1425942.848121 + Penalty 2120.386527 = -1423822.461594 nChanged 242 SP:Iteration 45Q (1828.433911 sec): 3 clusters Score: Raw -1426037.053421 + Penalty 2120.386527 = -1423916.666894 nChanged 213 SP:Iteration 46Q (1828.540503 sec): 3 clusters Score: Raw -1426118.446359 + Penalty 2120.386527 = -1423998.059831 nChanged 171 SP:Iteration 47Q (1828.642106 sec): 3 clusters Score: Raw -1426177.411256 + Penalty 2120.386527 = -1424057.024728 nChanged 140 SP:Iteration 48Q (1828.774569 sec): 3 clusters Score: Raw -1426229.431151 + Penalty 2120.386527 = -1424109.044624 nChanged 139 SP:Iteration 49Q (1828.875570 sec): 3 clusters Score: Raw -1426282.187101 + Penalty 2120.386527 = -1424161.800574 nChanged 117 SP:Iteration 50Q (1828.991557 sec): 3 clusters Score: Raw -1426332.220157 + Penalty 2120.386527 = -1424211.833630 nChanged 110 SP:Iteration 51Q (1829.092975 sec): 3 clusters Score: Raw -1426385.900554 + Penalty 2120.386527 = -1424265.514027 nChanged 95 SP:Iteration 52Q (1829.206737 sec): 3 clusters Score: Raw -1426430.899881 + Penalty 2120.386527 = -1424310.513354 nChanged 67 SP:Iteration 53Q (1829.298310 sec): 3 clusters Score: Raw -1426463.870733 + Penalty 2120.386527 = -1424343.484205 nChanged 61 SP:Iteration 54Q (1829.427067 sec): 3 clusters Score: Raw -1426500.044205 + Penalty 2120.386527 = -1424379.657677 nChanged 62 SP:Iteration 55Q (1829.527536 sec): 3 clusters Score: Raw -1426531.516675 + Penalty 2120.386527 = -1424411.130147 nChanged 53 SP:Iteration 56Q (1829.634667 sec): 3 clusters Score: Raw -1426563.833228 + Penalty 2120.386527 = -1424443.446701 nChanged 41 SP:Iteration 57Q (1829.747758 sec): 3 clusters Score: Raw -1426585.864399 + Penalty 2120.386527 = -1424465.477872 nChanged 32 SP:Iteration 58Q (1829.854496 sec): 3 clusters Score: Raw -1426602.258173 + Penalty 2120.386527 = -1424481.871645 nChanged 40 SP:Iteration 59Q (1829.974257 sec): 3 clusters Score: Raw -1426631.166026 + Penalty 2120.386527 = -1424510.779499 nChanged 44 SP:Iteration 60F (1830.087291 sec): 3 clusters Score: Raw -1426678.149230 + Penalty 2120.386527 = -1424557.762703 nChanged 60 SP:Iteration 61Q (1830.196201 sec): 3 clusters Score: Raw -1426747.263951 + Penalty 2120.386527 = -1424626.877424 nChanged 79 SP:Iteration 62Q (1830.315873 sec): 3 clusters Score: Raw -1426825.803560 + Penalty 2120.386527 = -1424705.417032 nChanged 88 SP:Iteration 63Q (1830.424291 sec): 3 clusters Score: Raw -1426956.640195 + Penalty 2120.386527 = -1424836.253668 nChanged 125 SP:Iteration 64Q (1830.535472 sec): 3 clusters Score: Raw -1427226.245374 + Penalty 2120.386527 = -1425105.858847 nChanged 193 SP:Iteration 65Q (1830.642030 sec): 3 clusters Score: Raw -1427597.497872 + Penalty 2120.386527 = -1425477.111345 nChanged 259 SP:Iteration 66Q (1830.747961 sec): 3 clusters Score: Raw -1428048.832709 + Penalty 2120.386527 = -1425928.446181 nChanged 285 SP:Iteration 67Q (1830.863631 sec): 3 clusters Score: Raw -1428412.803004 + Penalty 2120.386527 = -1426292.416477 nChanged 240 SP:Iteration 68Q (1830.974502 sec): 3 clusters Score: Raw -1428616.393647 + Penalty 2120.386527 = -1426496.007119 nChanged 153 SP:Iteration 69Q (1831.080748 sec): 3 clusters Score: Raw -1428693.056646 + Penalty 2120.386527 = -1426572.670119 nChanged 72 SP:Iteration 70Q (1831.198978 sec): 3 clusters Score: Raw -1428720.441516 + Penalty 2120.386527 = -1426600.054989 nChanged 42 SP:Iteration 71Q (1831.307508 sec): 3 clusters Score: Raw -1428731.513322 + Penalty 2120.386527 = -1426611.126795 nChanged 23 SP:Iteration 72Q (1831.405975 sec): 3 clusters Score: Raw -1428740.459720 + Penalty 2120.386527 = -1426620.073193 nChanged 19 SP:Iteration 73Q (1831.523882 sec): 3 clusters Score: Raw -1428743.309076 + Penalty 2120.386527 = -1426622.922549 nChanged 10 SP:Iteration 74Q (1831.630623 sec): 3 clusters Score: Raw -1428744.699441 + Penalty 2120.386527 = -1426624.312914 nChanged 3 SP:Iteration 75Q (1831.746096 sec): 3 clusters Score: Raw -1428744.919873 + Penalty 2120.386527 = -1426624.533346 nChanged 2 SP:Iteration 76Q (1831.834440 sec): 3 clusters Score: Raw -1428745.021609 + Penalty 2120.386527 = -1426624.635082 nChanged 2 SP:Iteration 77Q (1831.950058 sec): 3 clusters Score: Raw -1428745.133102 + Penalty 2120.386527 = -1426624.746575 nChanged 0 SP:Iteration 78F (1832.082401 sec): 3 clusters Score: Raw -1428852.742672 + Penalty 2120.386527 = -1426732.356145 nChanged 110 SP:Iteration 79Q (1832.211354 sec): 3 clusters Score: Raw -1428927.707888 + Penalty 2120.386527 = -1426807.321361 nChanged 71 SP:Iteration 80F (1832.303891 sec): 3 clusters Score: Raw -1428957.798444 + Penalty 2120.386527 = -1426837.411916 nChanged 46 SP:Iteration 81Q (1832.424781 sec): 3 clusters Score: Raw -1428971.708014 + Penalty 2120.386527 = -1426851.321486 nChanged 29 SP:Iteration 82Q (1832.550531 sec): 3 clusters Score: Raw -1428981.297906 + Penalty 2120.386527 = -1426860.911379 nChanged 25 SP:Iteration 83Q (1832.655257 sec): 3 clusters Score: Raw -1428991.497698 + Penalty 2120.386527 = -1426871.111171 nChanged 18 SP:Iteration 84Q (1832.764193 sec): 3 clusters Score: Raw -1428996.378030 + Penalty 2120.386527 = -1426875.991502 nChanged 16 SP:Iteration 85Q (1832.867451 sec): 3 clusters Score: Raw -1429001.179906 + Penalty 2120.386527 = -1426880.793379 nChanged 18 SP:Iteration 86Q (1832.984004 sec): 3 clusters Score: Raw -1429007.770920 + Penalty 2120.386527 = -1426887.384392 nChanged 18 SP:Iteration 87Q (1833.089659 sec): 3 clusters Score: Raw -1429015.367657 + Penalty 2120.386527 = -1426894.981130 nChanged 16 SP:Iteration 88Q (1833.202102 sec): 3 clusters Score: Raw -1429021.164172 + Penalty 2120.386527 = -1426900.777645 nChanged 20 SP:Iteration 89Q (1833.317396 sec): 3 clusters Score: Raw -1429027.526902 + Penalty 2120.386527 = -1426907.140375 nChanged 14 SP:Iteration 90Q (1833.425486 sec): 3 clusters Score: Raw -1429031.397301 + Penalty 2120.386527 = -1426911.010774 nChanged 14 SP:Iteration 91Q (1833.552651 sec): 3 clusters Score: Raw -1429035.067575 + Penalty 2120.386527 = -1426914.681048 nChanged 10 SP:Iteration 92Q (1833.664460 sec): 3 clusters Score: Raw -1429037.131635 + Penalty 2120.386527 = -1426916.745107 nChanged 7 SP:Iteration 93Q (1833.795390 sec): 3 clusters Score: Raw -1429037.984596 + Penalty 2120.386527 = -1426917.598068 nChanged 3 SP:Iteration 94Q (1833.928724 sec): 3 clusters Score: Raw -1429038.573630 + Penalty 2120.386527 = -1426918.187103 nChanged 5 SP:Iteration 95Q (1834.037133 sec): 3 clusters Score: Raw -1429039.606422 + Penalty 2120.386527 = -1426919.219895 nChanged 4 SP:Iteration 96Q (1834.150467 sec): 3 clusters Score: Raw -1429039.971461 + Penalty 2120.386527 = -1426919.584934 nChanged 1 SP:Iteration 97Q (1834.273312 sec): 3 clusters Score: Raw -1429040.051869 + Penalty 2120.386527 = -1426919.665341 nChanged 0 SP:Iteration 98F (1834.375038 sec): 3 clusters Score: Raw -1429040.051869 + Penalty 2120.386527 = -1426919.665341 nChanged 0 Score: Raw -4210016.851947 + Penalty 16558.064762 = -4193458.787185 Splitting cluster 3 changes total score from -4190646.962958 to -4193458.787185 So it's getting split into cluster 14. Trying to split cluster 4 (2635 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1835.640177 sec): 2 clusters Score: Raw -144172.512918 + Penalty 827.047038 = -143345.465880 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1835.726868 sec): 3 clusters Score: Raw -142831.159901 + Penalty 1654.094077 = -141177.065824 nChanged 1057 SP:Iteration 1F (1835.805785 sec): 3 clusters Score: Raw -143545.396135 + Penalty 1654.094077 = -141891.302058 nChanged 234 SP:Iteration 2F (1835.894608 sec): 3 clusters Score: Raw -143722.326397 + Penalty 1654.094077 = -142068.232320 nChanged 165 SP:Iteration 3F (1835.986938 sec): 3 clusters Score: Raw -143856.035392 + Penalty 1654.094077 = -142201.941316 nChanged 138 SP:Iteration 4F (1836.069112 sec): 3 clusters Score: Raw -143961.856501 + Penalty 1654.094077 = -142307.762424 nChanged 124 SP:Iteration 5Q (1836.168482 sec): 3 clusters Score: Raw -144089.514245 + Penalty 1654.094077 = -142435.420168 nChanged 106 SP:Iteration 6Q (1836.264932 sec): 3 clusters Score: Raw -144201.182984 + Penalty 1654.094077 = -142547.088908 nChanged 99 SP:Iteration 7Q (1836.343771 sec): 3 clusters Score: Raw -144304.715611 + Penalty 1654.094077 = -142650.621534 nChanged 96 SP:Iteration 8Q (1836.433292 sec): 3 clusters Score: Raw -144392.699186 + Penalty 1654.094077 = -142738.605109 nChanged 80 SP:Iteration 9Q (1836.507743 sec): 3 clusters Score: Raw -144468.153068 + Penalty 1654.094077 = -142814.058991 nChanged 72 SP:Iteration 10Q (1836.581173 sec): 3 clusters Score: Raw -144528.312384 + Penalty 1654.094077 = -142874.218307 nChanged 56 SP:Iteration 11Q (1836.672834 sec): 3 clusters Score: Raw -144556.066184 + Penalty 1654.094077 = -142901.972107 nChanged 32 SP:Iteration 12Q (1836.777034 sec): 3 clusters Score: Raw -144571.019092 + Penalty 1654.094077 = -142916.925015 nChanged 23 SP:Iteration 13Q (1836.858348 sec): 3 clusters Score: Raw -144580.220986 + Penalty 1654.094077 = -142926.126909 nChanged 20 SP:Iteration 14Q (1836.930304 sec): 3 clusters Score: Raw -144587.127427 + Penalty 1654.094077 = -142933.033350 nChanged 15 SP:Iteration 15Q (1837.021893 sec): 3 clusters Score: Raw -144594.262978 + Penalty 1654.094077 = -142940.168901 nChanged 17 SP:Iteration 16Q (1837.101793 sec): 3 clusters Score: Raw -144601.459911 + Penalty 1654.094077 = -142947.365834 nChanged 17 SP:Iteration 17Q (1837.208782 sec): 3 clusters Score: Raw -144609.064004 + Penalty 1654.094077 = -142954.969928 nChanged 14 SP:Iteration 18Q (1837.288931 sec): 3 clusters Score: Raw -144616.155898 + Penalty 1654.094077 = -142962.061821 nChanged 15 SP:Iteration 19Q (1837.372638 sec): 3 clusters Score: Raw -144621.782143 + Penalty 1654.094077 = -142967.688067 nChanged 11 SP:Iteration 20F (1837.439576 sec): 3 clusters Score: Raw -144626.047665 + Penalty 1654.094077 = -142971.953588 nChanged 7 SP:Iteration 21Q (1837.539927 sec): 3 clusters Score: Raw -144627.634873 + Penalty 1654.094077 = -142973.540797 nChanged 2 SP:Iteration 22Q (1837.621921 sec): 3 clusters Score: Raw -144627.841476 + Penalty 1654.094077 = -142973.747399 nChanged 0 SP:Iteration 23F (1837.723023 sec): 3 clusters Score: Raw -144627.841476 + Penalty 1654.094077 = -142973.747399 nChanged 0 Trying to split cluster 5 (1849 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1837.758049 sec): 2 clusters Score: Raw -83183.222805 + Penalty 789.852024 = -82393.370781 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1837.835143 sec): 3 clusters Score: Raw -82471.696849 + Penalty 1579.704049 = -80891.992801 nChanged 699 SP:Iteration 1F (1837.947512 sec): 3 clusters Score: Raw -83182.050667 + Penalty 1579.704049 = -81602.346618 nChanged 230 SP:Iteration 2F (1838.005165 sec): 3 clusters Score: Raw -83559.787020 + Penalty 1579.704049 = -81980.082971 nChanged 179 SP:Iteration 3F (1838.108599 sec): 3 clusters Score: Raw -83858.590923 + Penalty 1579.704049 = -82278.886875 nChanged 143 SP:Iteration 4F (1838.187394 sec): 3 clusters Score: Raw -84118.827093 + Penalty 1579.704049 = -82539.123044 nChanged 121 SP:Iteration 5F (1838.267366 sec): 3 clusters Score: Raw -84322.492585 + Penalty 1579.704049 = -82742.788537 nChanged 87 SP:Iteration 6Q (1838.356842 sec): 3 clusters Score: Raw -84409.518924 + Penalty 1579.704049 = -82829.814875 nChanged 41 SP:Iteration 7Q (1838.457385 sec): 3 clusters Score: Raw -84439.505278 + Penalty 1579.704049 = -82859.801229 nChanged 32 SP:Iteration 8Q (1838.532803 sec): 3 clusters Score: Raw -84458.522978 + Penalty 1579.704049 = -82878.818929 nChanged 17 SP:Iteration 9Q (1838.656197 sec): 3 clusters Score: Raw -84467.653155 + Penalty 1579.704049 = -82887.949106 nChanged 15 SP:Iteration 10Q (1838.742125 sec): 3 clusters Score: Raw -84476.757687 + Penalty 1579.704049 = -82897.053638 nChanged 12 SP:Iteration 11Q (1838.828687 sec): 3 clusters Score: Raw -84483.390470 + Penalty 1579.704049 = -82903.686422 nChanged 9 SP:Iteration 12Q (1838.921345 sec): 3 clusters Score: Raw -84488.770166 + Penalty 1579.704049 = -82909.066117 nChanged 13 SP:Iteration 13Q (1839.000115 sec): 3 clusters Score: Raw -84493.302294 + Penalty 1579.704049 = -82913.598246 nChanged 6 SP:Iteration 14Q (1839.108229 sec): 3 clusters Score: Raw -84496.598510 + Penalty 1579.704049 = -82916.894462 nChanged 8 SP:Iteration 15Q (1839.180545 sec): 3 clusters Score: Raw -84501.069124 + Penalty 1579.704049 = -82921.365075 nChanged 14 SP:Iteration 16Q (1839.265564 sec): 3 clusters Score: Raw -84511.332334 + Penalty 1579.704049 = -82931.628286 nChanged 18 SP:Iteration 17Q (1839.350101 sec): 3 clusters Score: Raw -84522.459997 + Penalty 1579.704049 = -82942.755949 nChanged 11 SP:Iteration 18Q (1839.442898 sec): 3 clusters Score: Raw -84527.925676 + Penalty 1579.704049 = -82948.221627 nChanged 11 SP:Iteration 19Q (1839.507509 sec): 3 clusters Score: Raw -84535.074135 + Penalty 1579.704049 = -82955.370086 nChanged 13 SP:Iteration 20F (1839.574571 sec): 3 clusters Score: Raw -84548.745669 + Penalty 1579.704049 = -82969.041620 nChanged 23 SP:Iteration 21Q (1839.662826 sec): 3 clusters Score: Raw -84572.736275 + Penalty 1579.704049 = -82993.032226 nChanged 21 SP:Iteration 22Q (1839.722488 sec): 3 clusters Score: Raw -84596.834316 + Penalty 1579.704049 = -83017.130268 nChanged 28 SP:Iteration 23Q (1839.815121 sec): 3 clusters Score: Raw -84628.590299 + Penalty 1579.704049 = -83048.886250 nChanged 20 SP:Iteration 24Q (1839.897419 sec): 3 clusters Score: Raw -84643.425904 + Penalty 1579.704049 = -83063.721855 nChanged 15 SP:Iteration 25Q (1839.977414 sec): 3 clusters Score: Raw -84654.027128 + Penalty 1579.704049 = -83074.323079 nChanged 10 SP:Iteration 26Q (1840.075299 sec): 3 clusters Score: Raw -84659.288182 + Penalty 1579.704049 = -83079.584134 nChanged 6 SP:Iteration 27Q (1840.148533 sec): 3 clusters Score: Raw -84663.391466 + Penalty 1579.704049 = -83083.687417 nChanged 8 SP:Iteration 28Q (1840.228354 sec): 3 clusters Score: Raw -84666.852379 + Penalty 1579.704049 = -83087.148330 nChanged 3 SP:Iteration 29Q (1840.337512 sec): 3 clusters Score: Raw -84668.269027 + Penalty 1579.704049 = -83088.564979 nChanged 1 SP:Iteration 30Q (1840.412079 sec): 3 clusters Score: Raw -84668.571776 + Penalty 1579.704049 = -83088.867727 nChanged 0 SP:Iteration 31F (1840.500887 sec): 3 clusters Score: Raw -84668.571776 + Penalty 1579.704049 = -83088.867727 nChanged 0 Score: Raw -4211502.200918 + Penalty 17740.783674 = -4193761.417244 Splitting cluster 5 changes total score from -4190646.962958 to -4193761.417244 So it's getting split into cluster 15. Trying to split cluster 6 (3943 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1841.837505 sec): 2 clusters Score: Raw -229188.472009 + Penalty 869.368199 = -228319.103810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1841.935065 sec): 3 clusters Score: Raw -227071.817348 + Penalty 1738.736398 = -225333.080950 nChanged 1641 SP:Iteration 1F (1842.031561 sec): 3 clusters Score: Raw -227993.262059 + Penalty 1738.736398 = -226254.525661 nChanged 310 SP:Iteration 2F (1842.122837 sec): 3 clusters Score: Raw -228181.671633 + Penalty 1738.736398 = -226442.935235 nChanged 267 SP:Iteration 3F (1842.186020 sec): 3 clusters Score: Raw -228332.679613 + Penalty 1738.736398 = -226593.943215 nChanged 230 SP:Iteration 4F (1842.283963 sec): 3 clusters Score: Raw -228477.822000 + Penalty 1738.736398 = -226739.085602 nChanged 218 SP:Iteration 5F (1842.383217 sec): 3 clusters Score: Raw -228613.453403 + Penalty 1738.736398 = -226874.717004 nChanged 192 SP:Iteration 6Q (1842.471252 sec): 3 clusters Score: Raw -228747.614684 + Penalty 1738.736398 = -227008.878286 nChanged 205 SP:Iteration 7F (1842.564283 sec): 3 clusters Score: Raw -228915.215679 + Penalty 1738.736398 = -227176.479281 nChanged 207 SP:Iteration 8F (1842.642522 sec): 3 clusters Score: Raw -229080.157272 + Penalty 1738.736398 = -227341.420874 nChanged 165 SP:Iteration 9Q (1842.719582 sec): 3 clusters Score: Raw -229225.129915 + Penalty 1738.736398 = -227486.393516 nChanged 149 SP:Iteration 10Q (1842.802034 sec): 3 clusters Score: Raw -229328.392042 + Penalty 1738.736398 = -227589.655644 nChanged 106 SP:Iteration 11Q (1842.883333 sec): 3 clusters Score: Raw -229390.495984 + Penalty 1738.736398 = -227651.759585 nChanged 61 SP:Iteration 12Q (1842.970767 sec): 3 clusters Score: Raw -229419.116312 + Penalty 1738.736398 = -227680.379914 nChanged 48 SP:Iteration 13Q (1843.054134 sec): 3 clusters Score: Raw -229436.955007 + Penalty 1738.736398 = -227698.218608 nChanged 43 SP:Iteration 14Q (1843.129717 sec): 3 clusters Score: Raw -229459.321459 + Penalty 1738.736398 = -227720.585061 nChanged 38 SP:Iteration 15Q (1843.209286 sec): 3 clusters Score: Raw -229479.058166 + Penalty 1738.736398 = -227740.321768 nChanged 34 SP:Iteration 16Q (1843.293845 sec): 3 clusters Score: Raw -229497.161496 + Penalty 1738.736398 = -227758.425097 nChanged 42 SP:Iteration 17Q (1843.399239 sec): 3 clusters Score: Raw -229516.976444 + Penalty 1738.736398 = -227778.240046 nChanged 30 SP:Iteration 18Q (1843.493801 sec): 3 clusters Score: Raw -229530.343505 + Penalty 1738.736398 = -227791.607106 nChanged 27 SP:Iteration 19Q (1843.602117 sec): 3 clusters Score: Raw -229538.668029 + Penalty 1738.736398 = -227799.931631 nChanged 24 SP:Iteration 20F (1843.678908 sec): 3 clusters Score: Raw -229549.894900 + Penalty 1738.736398 = -227811.158502 nChanged 16 SP:Iteration 21Q (1843.765139 sec): 3 clusters Score: Raw -229554.967929 + Penalty 1738.736398 = -227816.231530 nChanged 15 SP:Iteration 22Q (1843.849856 sec): 3 clusters Score: Raw -229559.492951 + Penalty 1738.736398 = -227820.756552 nChanged 15 SP:Iteration 23Q (1843.939545 sec): 3 clusters Score: Raw -229563.934715 + Penalty 1738.736398 = -227825.198317 nChanged 14 SP:Iteration 24Q (1844.020867 sec): 3 clusters Score: Raw -229569.042151 + Penalty 1738.736398 = -227830.305753 nChanged 10 SP:Iteration 25Q (1844.118038 sec): 3 clusters Score: Raw -229573.028085 + Penalty 1738.736398 = -227834.291687 nChanged 8 SP:Iteration 26Q (1844.212093 sec): 3 clusters Score: Raw -229576.134682 + Penalty 1738.736398 = -227837.398284 nChanged 12 SP:Iteration 27Q (1844.299743 sec): 3 clusters Score: Raw -229580.498215 + Penalty 1738.736398 = -227841.761817 nChanged 13 SP:Iteration 28Q (1844.375244 sec): 3 clusters Score: Raw -229584.410807 + Penalty 1738.736398 = -227845.674409 nChanged 12 SP:Iteration 29Q (1844.468232 sec): 3 clusters Score: Raw -229587.458964 + Penalty 1738.736398 = -227848.722566 nChanged 9 SP:Iteration 30Q (1844.531286 sec): 3 clusters Score: Raw -229591.720989 + Penalty 1738.736398 = -227852.984591 nChanged 14 SP:Iteration 31Q (1844.622467 sec): 3 clusters Score: Raw -229596.419374 + Penalty 1738.736398 = -227857.682976 nChanged 13 SP:Iteration 32Q (1844.702515 sec): 3 clusters Score: Raw -229599.543709 + Penalty 1738.736398 = -227860.807311 nChanged 9 SP:Iteration 33Q (1844.812815 sec): 3 clusters Score: Raw -229602.488845 + Penalty 1738.736398 = -227863.752446 nChanged 7 SP:Iteration 34Q (1844.892620 sec): 3 clusters Score: Raw -229604.191922 + Penalty 1738.736398 = -227865.455524 nChanged 5 SP:Iteration 35Q (1844.974857 sec): 3 clusters Score: Raw -229605.520787 + Penalty 1738.736398 = -227866.784389 nChanged 7 SP:Iteration 36Q (1845.086311 sec): 3 clusters Score: Raw -229606.858507 + Penalty 1738.736398 = -227868.122109 nChanged 7 SP:Iteration 37Q (1845.175557 sec): 3 clusters Score: Raw -229608.686510 + Penalty 1738.736398 = -227869.950112 nChanged 9 SP:Iteration 38Q (1845.254076 sec): 3 clusters Score: Raw -229613.460861 + Penalty 1738.736398 = -227874.724463 nChanged 14 SP:Iteration 39Q (1845.335358 sec): 3 clusters Score: Raw -229618.557579 + Penalty 1738.736398 = -227879.821181 nChanged 16 SP:Iteration 40F (1845.427308 sec): 3 clusters Score: Raw -229624.452473 + Penalty 1738.736398 = -227885.716075 nChanged 17 SP:Iteration 41Q (1845.525034 sec): 3 clusters Score: Raw -229628.782795 + Penalty 1738.736398 = -227890.046397 nChanged 8 SP:Iteration 42Q (1845.610648 sec): 3 clusters Score: Raw -229631.178938 + Penalty 1738.736398 = -227892.442540 nChanged 7 SP:Iteration 43Q (1845.723029 sec): 3 clusters Score: Raw -229632.946687 + Penalty 1738.736398 = -227894.210289 nChanged 9 SP:Iteration 44Q (1845.807714 sec): 3 clusters Score: Raw -229637.933933 + Penalty 1738.736398 = -227899.197534 nChanged 14 SP:Iteration 45Q (1845.890825 sec): 3 clusters Score: Raw -229642.370736 + Penalty 1738.736398 = -227903.634338 nChanged 10 SP:Iteration 46Q (1845.978521 sec): 3 clusters Score: Raw -229645.492923 + Penalty 1738.736398 = -227906.756525 nChanged 12 SP:Iteration 47Q (1846.064860 sec): 3 clusters Score: Raw -229648.910620 + Penalty 1738.736398 = -227910.174221 nChanged 10 SP:Iteration 48Q (1846.162659 sec): 3 clusters Score: Raw -229653.206665 + Penalty 1738.736398 = -227914.470267 nChanged 14 SP:Iteration 49Q (1846.245606 sec): 3 clusters Score: Raw -229658.777825 + Penalty 1738.736398 = -227920.041427 nChanged 17 SP:Iteration 50Q (1846.332610 sec): 3 clusters Score: Raw -229667.883063 + Penalty 1738.736398 = -227929.146665 nChanged 20 SP:Iteration 51Q (1846.410707 sec): 3 clusters Score: Raw -229674.620762 + Penalty 1738.736398 = -227935.884364 nChanged 13 SP:Iteration 52Q (1846.501256 sec): 3 clusters Score: Raw -229678.189597 + Penalty 1738.736398 = -227939.453199 nChanged 13 SP:Iteration 53Q (1846.583471 sec): 3 clusters Score: Raw -229682.259674 + Penalty 1738.736398 = -227943.523276 nChanged 14 SP:Iteration 54Q (1846.662577 sec): 3 clusters Score: Raw -229689.419660 + Penalty 1738.736398 = -227950.683262 nChanged 14 SP:Iteration 55Q (1846.783669 sec): 3 clusters Score: Raw -229694.573128 + Penalty 1738.736398 = -227955.836730 nChanged 9 SP:Iteration 56Q (1846.855564 sec): 3 clusters Score: Raw -229698.421313 + Penalty 1738.736398 = -227959.684915 nChanged 9 SP:Iteration 57Q (1846.963342 sec): 3 clusters Score: Raw -229703.017577 + Penalty 1738.736398 = -227964.281179 nChanged 7 SP:Iteration 58Q (1847.047473 sec): 3 clusters Score: Raw -229705.885853 + Penalty 1738.736398 = -227967.149454 nChanged 7 SP:Iteration 59Q (1847.150131 sec): 3 clusters Score: Raw -229708.676119 + Penalty 1738.736398 = -227969.939721 nChanged 8 SP:Iteration 60F (1847.223419 sec): 3 clusters Score: Raw -229710.520552 + Penalty 1738.736398 = -227971.784154 nChanged 4 SP:Iteration 61Q (1847.310277 sec): 3 clusters Score: Raw -229712.134449 + Penalty 1738.736398 = -227973.398051 nChanged 3 SP:Iteration 62Q (1847.389725 sec): 3 clusters Score: Raw -229712.922858 + Penalty 1738.736398 = -227974.186460 nChanged 1 SP:Iteration 63Q (1847.469104 sec): 3 clusters Score: Raw -229713.013420 + Penalty 1738.736398 = -227974.277022 nChanged 0 SP:Iteration 64F (1847.571556 sec): 3 clusters Score: Raw -229713.013420 + Penalty 1738.736398 = -227974.277022 nChanged 0 Trying to split cluster 7 (5243 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1847.654144 sec): 2 clusters Score: Raw -244258.648178 + Penalty 899.288159 = -243359.360019 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1847.748751 sec): 3 clusters Score: Raw -241408.086700 + Penalty 1798.576318 = -239609.510382 nChanged 2254 SP:Iteration 1F (1847.838636 sec): 3 clusters Score: Raw -243397.174147 + Penalty 1798.576318 = -241598.597829 nChanged 657 SP:Iteration 2F (1847.912827 sec): 3 clusters Score: Raw -244376.867709 + Penalty 1798.576318 = -242578.291391 nChanged 519 SP:Iteration 3F (1848.015802 sec): 3 clusters Score: Raw -245024.376440 + Penalty 1798.576318 = -243225.800122 nChanged 353 SP:Iteration 4F (1848.126415 sec): 3 clusters Score: Raw -245307.061195 + Penalty 1798.576318 = -243508.484877 nChanged 193 SP:Iteration 5Q (1848.216670 sec): 3 clusters Score: Raw -245421.131230 + Penalty 1798.576318 = -243622.554912 nChanged 130 SP:Iteration 6Q (1848.311939 sec): 3 clusters Score: Raw -245476.768502 + Penalty 1798.576318 = -243678.192184 nChanged 76 SP:Iteration 7Q (1848.406818 sec): 3 clusters Score: Raw -245501.316664 + Penalty 1798.576318 = -243702.740346 nChanged 54 SP:Iteration 8Q (1848.503384 sec): 3 clusters Score: Raw -245523.438678 + Penalty 1798.576318 = -243724.862360 nChanged 55 SP:Iteration 9Q (1848.596581 sec): 3 clusters Score: Raw -245543.435556 + Penalty 1798.576318 = -243744.859238 nChanged 44 SP:Iteration 10Q (1848.704282 sec): 3 clusters Score: Raw -245559.743312 + Penalty 1798.576318 = -243761.166994 nChanged 44 SP:Iteration 11Q (1848.786913 sec): 3 clusters Score: Raw -245575.263340 + Penalty 1798.576318 = -243776.687022 nChanged 43 SP:Iteration 12Q (1848.885357 sec): 3 clusters Score: Raw -245588.807500 + Penalty 1798.576318 = -243790.231182 nChanged 41 SP:Iteration 13Q (1848.983054 sec): 3 clusters Score: Raw -245600.596622 + Penalty 1798.576318 = -243802.020304 nChanged 30 SP:Iteration 14Q (1849.059536 sec): 3 clusters Score: Raw -245609.113504 + Penalty 1798.576318 = -243810.537186 nChanged 34 SP:Iteration 15Q (1849.149892 sec): 3 clusters Score: Raw -245620.562315 + Penalty 1798.576318 = -243821.985997 nChanged 32 SP:Iteration 16Q (1849.239014 sec): 3 clusters Score: Raw -245632.101006 + Penalty 1798.576318 = -243833.524688 nChanged 32 SP:Iteration 17Q (1849.311847 sec): 3 clusters Score: Raw -245639.909329 + Penalty 1798.576318 = -243841.333011 nChanged 26 SP:Iteration 18Q (1849.406501 sec): 3 clusters Score: Raw -245647.378708 + Penalty 1798.576318 = -243848.802390 nChanged 27 SP:Iteration 19Q (1849.507982 sec): 3 clusters Score: Raw -245656.475112 + Penalty 1798.576318 = -243857.898794 nChanged 33 SP:Iteration 20F (1849.590755 sec): 3 clusters Score: Raw -245672.430932 + Penalty 1798.576318 = -243873.854614 nChanged 38 SP:Iteration 21Q (1849.692492 sec): 3 clusters Score: Raw -245691.825558 + Penalty 1798.576318 = -243893.249240 nChanged 45 SP:Iteration 22Q (1849.767690 sec): 3 clusters Score: Raw -245714.542195 + Penalty 1798.576318 = -243915.965877 nChanged 45 SP:Iteration 23Q (1849.853525 sec): 3 clusters Score: Raw -245738.787525 + Penalty 1798.576318 = -243940.211207 nChanged 50 SP:Iteration 24Q (1849.940805 sec): 3 clusters Score: Raw -245770.481449 + Penalty 1798.576318 = -243971.905131 nChanged 66 SP:Iteration 25Q (1850.024928 sec): 3 clusters Score: Raw -245808.954820 + Penalty 1798.576318 = -244010.378502 nChanged 51 SP:Iteration 26Q (1850.131650 sec): 3 clusters Score: Raw -245835.768567 + Penalty 1798.576318 = -244037.192249 nChanged 44 SP:Iteration 27Q (1850.219418 sec): 3 clusters Score: Raw -245858.056765 + Penalty 1798.576318 = -244059.480447 nChanged 48 SP:Iteration 28Q (1850.309439 sec): 3 clusters Score: Raw -245883.426644 + Penalty 1798.576318 = -244084.850327 nChanged 52 SP:Iteration 29Q (1850.398202 sec): 3 clusters Score: Raw -245914.229098 + Penalty 1798.576318 = -244115.652781 nChanged 46 SP:Iteration 30Q (1850.483757 sec): 3 clusters Score: Raw -245944.588874 + Penalty 1798.576318 = -244146.012556 nChanged 47 SP:Iteration 31Q (1850.586095 sec): 3 clusters Score: Raw -245967.431668 + Penalty 1798.576318 = -244168.855350 nChanged 41 SP:Iteration 32Q (1850.688141 sec): 3 clusters Score: Raw -245985.885562 + Penalty 1798.576318 = -244187.309244 nChanged 34 SP:Iteration 33Q (1850.785157 sec): 3 clusters Score: Raw -246011.899000 + Penalty 1798.576318 = -244213.322682 nChanged 47 SP:Iteration 34Q (1850.861376 sec): 3 clusters Score: Raw -246055.770856 + Penalty 1798.576318 = -244257.194538 nChanged 46 SP:Iteration 35Q (1850.965915 sec): 3 clusters Score: Raw -246127.954294 + Penalty 1798.576318 = -244329.377977 nChanged 45 SP:Iteration 36Q (1851.069985 sec): 3 clusters Score: Raw -246177.179101 + Penalty 1798.576318 = -244378.602784 nChanged 37 SP:Iteration 37Q (1851.157192 sec): 3 clusters Score: Raw -246195.930499 + Penalty 1798.576318 = -244397.354182 nChanged 31 SP:Iteration 38Q (1851.229620 sec): 3 clusters Score: Raw -246214.442478 + Penalty 1798.576318 = -244415.866160 nChanged 24 SP:Iteration 39Q (1851.321066 sec): 3 clusters Score: Raw -246221.694248 + Penalty 1798.576318 = -244423.117930 nChanged 16 SP:Iteration 40F (1851.398810 sec): 3 clusters Score: Raw -246226.095219 + Penalty 1798.576318 = -244427.518901 nChanged 14 SP:Iteration 41Q (1851.500175 sec): 3 clusters Score: Raw -246229.175487 + Penalty 1798.576318 = -244430.599169 nChanged 7 SP:Iteration 42Q (1851.614498 sec): 3 clusters Score: Raw -246231.029555 + Penalty 1798.576318 = -244432.453237 nChanged 7 SP:Iteration 43Q (1851.706265 sec): 3 clusters Score: Raw -246233.348086 + Penalty 1798.576318 = -244434.771768 nChanged 8 SP:Iteration 44Q (1851.802053 sec): 3 clusters Score: Raw -246235.250891 + Penalty 1798.576318 = -244436.674573 nChanged 7 SP:Iteration 45Q (1851.894158 sec): 3 clusters Score: Raw -246235.953022 + Penalty 1798.576318 = -244437.376704 nChanged 1 SP:Iteration 46Q (1851.982714 sec): 3 clusters Score: Raw -246236.134841 + Penalty 1798.576318 = -244437.558523 nChanged 2 SP:Iteration 47Q (1852.084651 sec): 3 clusters Score: Raw -246236.594773 + Penalty 1798.576318 = -244438.018455 nChanged 2 SP:Iteration 48Q (1852.181033 sec): 3 clusters Score: Raw -246236.823328 + Penalty 1798.576318 = -244438.247010 nChanged 2 SP:Iteration 49Q (1852.252256 sec): 3 clusters Score: Raw -246237.033693 + Penalty 1798.576318 = -244438.457375 nChanged 0 SP:Iteration 50F (1852.358918 sec): 3 clusters Score: Raw -246237.033693 + Penalty 1798.576318 = -244438.457375 nChanged 0 Score: Raw -4213480.586433 + Penalty 18923.502585 = -4194557.083848 Splitting cluster 7 changes total score from -4190646.962958 to -4194557.083848 So it's getting split into cluster 16. Trying to split cluster 8 (14172 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1853.872499 sec): 2 clusters Score: Raw -841856.785180 + Penalty 1003.697464 = -840853.087717 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1853.976903 sec): 3 clusters Score: Raw -833227.054442 + Penalty 2007.394928 = -831219.659514 nChanged 6477 SP:Iteration 1F (1854.079339 sec): 3 clusters Score: Raw -836810.883121 + Penalty 2007.394928 = -834803.488193 nChanged 835 SP:Iteration 2F (1854.189996 sec): 3 clusters Score: Raw -837188.150591 + Penalty 2007.394928 = -835180.755663 nChanged 778 SP:Iteration 3F (1854.277127 sec): 3 clusters Score: Raw -837580.954723 + Penalty 2007.394928 = -835573.559795 nChanged 802 SP:Iteration 4F (1854.393315 sec): 3 clusters Score: Raw -838021.094822 + Penalty 2007.394928 = -836013.699894 nChanged 815 SP:Iteration 5F (1854.484654 sec): 3 clusters Score: Raw -838516.060903 + Penalty 2007.394928 = -836508.665975 nChanged 833 SP:Iteration 6F (1854.608478 sec): 3 clusters Score: Raw -839042.433493 + Penalty 2007.394928 = -837035.038565 nChanged 806 SP:Iteration 7F (1854.713694 sec): 3 clusters Score: Raw -839541.969306 + Penalty 2007.394928 = -837534.574379 nChanged 705 SP:Iteration 8Q (1854.842219 sec): 3 clusters Score: Raw -839969.945023 + Penalty 2007.394928 = -837962.550095 nChanged 622 SP:Iteration 9Q (1854.930785 sec): 3 clusters Score: Raw -840292.634017 + Penalty 2007.394928 = -838285.239089 nChanged 490 SP:Iteration 10Q (1855.029387 sec): 3 clusters Score: Raw -840482.905700 + Penalty 2007.394928 = -838475.510772 nChanged 371 SP:Iteration 11Q (1855.138088 sec): 3 clusters Score: Raw -840602.592035 + Penalty 2007.394928 = -838595.197107 nChanged 290 SP:Iteration 12Q (1855.246508 sec): 3 clusters Score: Raw -840680.754722 + Penalty 2007.394928 = -838673.359794 nChanged 243 SP:Iteration 13Q (1855.344418 sec): 3 clusters Score: Raw -840745.718901 + Penalty 2007.394928 = -838738.323973 nChanged 229 SP:Iteration 14Q (1855.438750 sec): 3 clusters Score: Raw -840793.457596 + Penalty 2007.394928 = -838786.062668 nChanged 156 SP:Iteration 15Q (1855.554796 sec): 3 clusters Score: Raw -840818.911857 + Penalty 2007.394928 = -838811.516929 nChanged 139 SP:Iteration 16Q (1855.651598 sec): 3 clusters Score: Raw -840844.292652 + Penalty 2007.394928 = -838836.897725 nChanged 119 SP:Iteration 17Q (1855.754935 sec): 3 clusters Score: Raw -840862.994448 + Penalty 2007.394928 = -838855.599520 nChanged 100 SP:Iteration 18Q (1855.861023 sec): 3 clusters Score: Raw -840878.385870 + Penalty 2007.394928 = -838870.990942 nChanged 102 SP:Iteration 19Q (1855.986935 sec): 3 clusters Score: Raw -840894.881431 + Penalty 2007.394928 = -838887.486503 nChanged 103 SP:Iteration 20F (1856.097409 sec): 3 clusters Score: Raw -840913.199637 + Penalty 2007.394928 = -838905.804709 nChanged 106 SP:Iteration 21Q (1856.201298 sec): 3 clusters Score: Raw -840933.484443 + Penalty 2007.394928 = -838926.089515 nChanged 113 SP:Iteration 22Q (1856.301131 sec): 3 clusters Score: Raw -840953.656290 + Penalty 2007.394928 = -838946.261362 nChanged 108 SP:Iteration 23Q (1856.415990 sec): 3 clusters Score: Raw -840971.394743 + Penalty 2007.394928 = -838963.999815 nChanged 114 SP:Iteration 24Q (1856.522200 sec): 3 clusters Score: Raw -840991.107942 + Penalty 2007.394928 = -838983.713014 nChanged 123 SP:Iteration 25Q (1856.627024 sec): 3 clusters Score: Raw -841012.992096 + Penalty 2007.394928 = -839005.597168 nChanged 115 SP:Iteration 26Q (1856.719648 sec): 3 clusters Score: Raw -841031.859169 + Penalty 2007.394928 = -839024.464242 nChanged 99 SP:Iteration 27Q (1856.852258 sec): 3 clusters Score: Raw -841049.218268 + Penalty 2007.394928 = -839041.823340 nChanged 93 SP:Iteration 28Q (1856.938562 sec): 3 clusters Score: Raw -841065.717955 + Penalty 2007.394928 = -839058.323027 nChanged 95 SP:Iteration 29Q (1857.061959 sec): 3 clusters Score: Raw -841080.390652 + Penalty 2007.394928 = -839072.995724 nChanged 91 SP:Iteration 30Q (1857.150515 sec): 3 clusters Score: Raw -841096.863367 + Penalty 2007.394928 = -839089.468439 nChanged 97 SP:Iteration 31Q (1857.261030 sec): 3 clusters Score: Raw -841113.553887 + Penalty 2007.394928 = -839106.158959 nChanged 101 SP:Iteration 32Q (1857.383461 sec): 3 clusters Score: Raw -841129.488084 + Penalty 2007.394928 = -839122.093157 nChanged 104 SP:Iteration 33Q (1857.485067 sec): 3 clusters Score: Raw -841147.388898 + Penalty 2007.394928 = -839139.993970 nChanged 111 SP:Iteration 34Q (1857.587904 sec): 3 clusters Score: Raw -841166.564256 + Penalty 2007.394928 = -839159.169328 nChanged 118 SP:Iteration 35Q (1857.688487 sec): 3 clusters Score: Raw -841187.255326 + Penalty 2007.394928 = -839179.860398 nChanged 124 SP:Iteration 36Q (1857.797119 sec): 3 clusters Score: Raw -841210.958847 + Penalty 2007.394928 = -839203.563919 nChanged 132 SP:Iteration 37Q (1857.900864 sec): 3 clusters Score: Raw -841236.068050 + Penalty 2007.394928 = -839228.673123 nChanged 130 SP:Iteration 38Q (1858.019090 sec): 3 clusters Score: Raw -841261.635338 + Penalty 2007.394928 = -839254.240410 nChanged 127 SP:Iteration 39Q (1858.118616 sec): 3 clusters Score: Raw -841283.595766 + Penalty 2007.394928 = -839276.200838 nChanged 112 SP:Iteration 40F (1858.215990 sec): 3 clusters Score: Raw -841301.942042 + Penalty 2007.394928 = -839294.547115 nChanged 99 SP:Iteration 41Q (1858.348907 sec): 3 clusters Score: Raw -841319.688335 + Penalty 2007.394928 = -839312.293407 nChanged 105 SP:Iteration 42Q (1858.449225 sec): 3 clusters Score: Raw -841338.569578 + Penalty 2007.394928 = -839331.174650 nChanged 101 SP:Iteration 43Q (1858.528555 sec): 3 clusters Score: Raw -841356.324830 + Penalty 2007.394928 = -839348.929902 nChanged 100 SP:Iteration 44Q (1858.651754 sec): 3 clusters Score: Raw -841376.396553 + Penalty 2007.394928 = -839369.001625 nChanged 113 SP:Iteration 45Q (1858.751271 sec): 3 clusters Score: Raw -841397.787362 + Penalty 2007.394928 = -839390.392434 nChanged 97 SP:Iteration 46Q (1858.848060 sec): 3 clusters Score: Raw -841415.016116 + Penalty 2007.394928 = -839407.621188 nChanged 103 SP:Iteration 47Q (1858.964397 sec): 3 clusters Score: Raw -841438.029989 + Penalty 2007.394928 = -839430.635061 nChanged 112 SP:Iteration 48Q (1859.054867 sec): 3 clusters Score: Raw -841466.656581 + Penalty 2007.394928 = -839459.261654 nChanged 129 SP:Iteration 49Q (1859.165459 sec): 3 clusters Score: Raw -841504.853812 + Penalty 2007.394928 = -839497.458884 nChanged 138 SP:Iteration 50Q (1859.291305 sec): 3 clusters Score: Raw -841548.626943 + Penalty 2007.394928 = -839541.232015 nChanged 139 SP:Iteration 51Q (1859.404525 sec): 3 clusters Score: Raw -841597.744101 + Penalty 2007.394928 = -839590.349174 nChanged 133 SP:Iteration 52Q (1859.486631 sec): 3 clusters Score: Raw -841653.834826 + Penalty 2007.394928 = -839646.439898 nChanged 134 SP:Iteration 53Q (1859.586595 sec): 3 clusters Score: Raw -841710.725728 + Penalty 2007.394928 = -839703.330800 nChanged 122 SP:Iteration 54Q (1859.701598 sec): 3 clusters Score: Raw -841769.549347 + Penalty 2007.394928 = -839762.154419 nChanged 127 SP:Iteration 55Q (1859.804061 sec): 3 clusters Score: Raw -841830.147904 + Penalty 2007.394928 = -839822.752976 nChanged 132 SP:Iteration 56Q (1859.902089 sec): 3 clusters Score: Raw -841904.338568 + Penalty 2007.394928 = -839896.943640 nChanged 127 SP:Iteration 57Q (1860.012472 sec): 3 clusters Score: Raw -842008.908216 + Penalty 2007.394928 = -840001.513288 nChanged 141 SP:Iteration 58Q (1860.110039 sec): 3 clusters Score: Raw -842144.864554 + Penalty 2007.394928 = -840137.469626 nChanged 158 SP:Iteration 59Q (1860.205909 sec): 3 clusters Score: Raw -842291.323089 + Penalty 2007.394928 = -840283.928161 nChanged 149 SP:Iteration 60F (1860.312145 sec): 3 clusters Score: Raw -842390.693374 + Penalty 2007.394928 = -840383.298446 nChanged 113 SP:Iteration 61Q (1860.427708 sec): 3 clusters Score: Raw -842440.912154 + Penalty 2007.394928 = -840433.517226 nChanged 82 SP:Iteration 62Q (1860.506740 sec): 3 clusters Score: Raw -842463.207440 + Penalty 2007.394928 = -840455.812512 nChanged 47 SP:Iteration 63Q (1860.608327 sec): 3 clusters Score: Raw -842477.503121 + Penalty 2007.394928 = -840470.108193 nChanged 44 SP:Iteration 64Q (1860.706709 sec): 3 clusters Score: Raw -842486.952126 + Penalty 2007.394928 = -840479.557198 nChanged 35 SP:Iteration 65Q (1860.822358 sec): 3 clusters Score: Raw -842492.695654 + Penalty 2007.394928 = -840485.300726 nChanged 24 SP:Iteration 66Q (1860.932770 sec): 3 clusters Score: Raw -842496.224107 + Penalty 2007.394928 = -840488.829179 nChanged 25 SP:Iteration 67Q (1861.013301 sec): 3 clusters Score: Raw -842501.246960 + Penalty 2007.394928 = -840493.852032 nChanged 24 SP:Iteration 68Q (1861.145462 sec): 3 clusters Score: Raw -842505.529965 + Penalty 2007.394928 = -840498.135037 nChanged 23 SP:Iteration 69Q (1861.245129 sec): 3 clusters Score: Raw -842510.819643 + Penalty 2007.394928 = -840503.424715 nChanged 28 SP:Iteration 70Q (1861.356112 sec): 3 clusters Score: Raw -842517.344751 + Penalty 2007.394928 = -840509.949824 nChanged 23 SP:Iteration 71Q (1861.455314 sec): 3 clusters Score: Raw -842521.887222 + Penalty 2007.394928 = -840514.492294 nChanged 15 SP:Iteration 72Q (1861.542939 sec): 3 clusters Score: Raw -842523.695641 + Penalty 2007.394928 = -840516.300714 nChanged 9 SP:Iteration 73Q (1861.658866 sec): 3 clusters Score: Raw -842524.972015 + Penalty 2007.394928 = -840517.577087 nChanged 3 SP:Iteration 74Q (1861.741849 sec): 3 clusters Score: Raw -842525.239068 + Penalty 2007.394928 = -840517.844140 nChanged 0 SP:Iteration 75F (1861.835204 sec): 3 clusters Score: Raw -842525.239068 + Penalty 2007.394928 = -840517.844140 nChanged 0 Trying to split cluster 9 (3082 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1861.901531 sec): 2 clusters Score: Raw -181256.440878 + Penalty 843.500072 = -180412.940806 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1861.962030 sec): 3 clusters Score: Raw -179686.273311 + Penalty 1687.000143 = -177999.273167 nChanged 1249 SP:Iteration 1F (1862.047167 sec): 3 clusters Score: Raw -180486.122396 + Penalty 1687.000143 = -178799.122252 nChanged 266 SP:Iteration 2F (1862.142640 sec): 3 clusters Score: Raw -180671.875869 + Penalty 1687.000143 = -178984.875726 nChanged 199 SP:Iteration 3F (1862.229013 sec): 3 clusters Score: Raw -180817.208571 + Penalty 1687.000143 = -179130.208428 nChanged 164 SP:Iteration 4F (1862.320585 sec): 3 clusters Score: Raw -180924.631966 + Penalty 1687.000143 = -179237.631823 nChanged 151 SP:Iteration 5Q (1862.404409 sec): 3 clusters Score: Raw -181009.439758 + Penalty 1687.000143 = -179322.439615 nChanged 110 SP:Iteration 6Q (1862.474902 sec): 3 clusters Score: Raw -181071.748745 + Penalty 1687.000143 = -179384.748602 nChanged 78 SP:Iteration 7Q (1862.563017 sec): 3 clusters Score: Raw -181108.459027 + Penalty 1687.000143 = -179421.458883 nChanged 69 SP:Iteration 8Q (1862.649434 sec): 3 clusters Score: Raw -181143.517005 + Penalty 1687.000143 = -179456.516862 nChanged 53 SP:Iteration 9Q (1862.717712 sec): 3 clusters Score: Raw -181165.155221 + Penalty 1687.000143 = -179478.155078 nChanged 50 SP:Iteration 10Q (1862.813198 sec): 3 clusters Score: Raw -181189.025881 + Penalty 1687.000143 = -179502.025738 nChanged 49 SP:Iteration 11Q (1862.913203 sec): 3 clusters Score: Raw -181210.006604 + Penalty 1687.000143 = -179523.006461 nChanged 40 SP:Iteration 12Q (1862.983675 sec): 3 clusters Score: Raw -181226.843326 + Penalty 1687.000143 = -179539.843183 nChanged 32 SP:Iteration 13Q (1863.059954 sec): 3 clusters Score: Raw -181243.331929 + Penalty 1687.000143 = -179556.331785 nChanged 25 SP:Iteration 14Q (1863.151196 sec): 3 clusters Score: Raw -181257.417795 + Penalty 1687.000143 = -179570.417652 nChanged 29 SP:Iteration 15Q (1863.226469 sec): 3 clusters Score: Raw -181272.755289 + Penalty 1687.000143 = -179585.755145 nChanged 16 SP:Iteration 16Q (1863.302857 sec): 3 clusters Score: Raw -181279.216911 + Penalty 1687.000143 = -179592.216768 nChanged 16 SP:Iteration 17Q (1863.397027 sec): 3 clusters Score: Raw -181290.541096 + Penalty 1687.000143 = -179603.540953 nChanged 19 SP:Iteration 18Q (1863.502039 sec): 3 clusters Score: Raw -181298.525193 + Penalty 1687.000143 = -179611.525050 nChanged 18 SP:Iteration 19Q (1863.574220 sec): 3 clusters Score: Raw -181304.672468 + Penalty 1687.000143 = -179617.672325 nChanged 13 SP:Iteration 20F (1863.659869 sec): 3 clusters Score: Raw -181308.485632 + Penalty 1687.000143 = -179621.485489 nChanged 10 SP:Iteration 21Q (1863.759906 sec): 3 clusters Score: Raw -181311.516360 + Penalty 1687.000143 = -179624.516217 nChanged 9 SP:Iteration 22Q (1863.839906 sec): 3 clusters Score: Raw -181313.621871 + Penalty 1687.000143 = -179626.621728 nChanged 5 SP:Iteration 23Q (1863.928709 sec): 3 clusters Score: Raw -181316.217140 + Penalty 1687.000143 = -179629.216997 nChanged 6 SP:Iteration 24Q (1864.019627 sec): 3 clusters Score: Raw -181320.031032 + Penalty 1687.000143 = -179633.030889 nChanged 5 SP:Iteration 25Q (1864.105467 sec): 3 clusters Score: Raw -181322.552950 + Penalty 1687.000143 = -179635.552806 nChanged 2 SP:Iteration 26Q (1864.187646 sec): 3 clusters Score: Raw -181323.727042 + Penalty 1687.000143 = -179636.726899 nChanged 7 SP:Iteration 27Q (1864.261077 sec): 3 clusters Score: Raw -181326.877879 + Penalty 1687.000143 = -179639.877735 nChanged 6 SP:Iteration 28Q (1864.359611 sec): 3 clusters Score: Raw -181329.711597 + Penalty 1687.000143 = -179642.711454 nChanged 4 SP:Iteration 29Q (1864.445689 sec): 3 clusters Score: Raw -181330.846407 + Penalty 1687.000143 = -179643.846264 nChanged 4 SP:Iteration 30Q (1864.528088 sec): 3 clusters Score: Raw -181331.930743 + Penalty 1687.000143 = -179644.930600 nChanged 2 SP:Iteration 31Q (1864.605914 sec): 3 clusters Score: Raw -181332.710090 + Penalty 1687.000143 = -179645.709946 nChanged 0 SP:Iteration 32F (1864.687913 sec): 3 clusters Score: Raw -181332.710090 + Penalty 1687.000143 = -179645.709946 nChanged 0 Trying to split cluster 10 (1699 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1864.750372 sec): 2 clusters Score: Raw -63222.763740 + Penalty 780.968488 = -62441.795252 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1864.821079 sec): 3 clusters Score: Raw -62566.783857 + Penalty 1561.936976 = -61004.846881 nChanged 652 SP:Iteration 1F (1864.912834 sec): 3 clusters Score: Raw -63425.044125 + Penalty 1561.936976 = -61863.107149 nChanged 185 SP:Iteration 2F (1864.994560 sec): 3 clusters Score: Raw -63757.936766 + Penalty 1561.936976 = -62195.999790 nChanged 151 SP:Iteration 3F (1865.063561 sec): 3 clusters Score: Raw -63946.143532 + Penalty 1561.936976 = -62384.206556 nChanged 86 SP:Iteration 4F (1865.142217 sec): 3 clusters Score: Raw -64040.137584 + Penalty 1561.936976 = -62478.200609 nChanged 62 SP:Iteration 5Q (1865.239321 sec): 3 clusters Score: Raw -64095.960804 + Penalty 1561.936976 = -62534.023829 nChanged 37 SP:Iteration 6Q (1865.315807 sec): 3 clusters Score: Raw -64123.361748 + Penalty 1561.936976 = -62561.424773 nChanged 24 SP:Iteration 7Q (1865.399472 sec): 3 clusters Score: Raw -64146.900595 + Penalty 1561.936976 = -62584.963620 nChanged 22 SP:Iteration 8Q (1865.490677 sec): 3 clusters Score: Raw -64167.061665 + Penalty 1561.936976 = -62605.124690 nChanged 16 SP:Iteration 9Q (1865.591747 sec): 3 clusters Score: Raw -64183.654657 + Penalty 1561.936976 = -62621.717682 nChanged 27 SP:Iteration 10Q (1865.670603 sec): 3 clusters Score: Raw -64209.994243 + Penalty 1561.936976 = -62648.057267 nChanged 20 SP:Iteration 11Q (1865.762321 sec): 3 clusters Score: Raw -64224.462732 + Penalty 1561.936976 = -62662.525757 nChanged 20 SP:Iteration 12Q (1865.859985 sec): 3 clusters Score: Raw -64237.009235 + Penalty 1561.936976 = -62675.072259 nChanged 11 SP:Iteration 13Q (1865.947316 sec): 3 clusters Score: Raw -64240.990245 + Penalty 1561.936976 = -62679.053269 nChanged 6 SP:Iteration 14Q (1866.028518 sec): 3 clusters Score: Raw -64243.737810 + Penalty 1561.936976 = -62681.800835 nChanged 7 SP:Iteration 15Q (1866.095688 sec): 3 clusters Score: Raw -64247.243067 + Penalty 1561.936976 = -62685.306091 nChanged 4 SP:Iteration 16Q (1866.185969 sec): 3 clusters Score: Raw -64248.520552 + Penalty 1561.936976 = -62686.583576 nChanged 1 SP:Iteration 17Q (1866.252750 sec): 3 clusters Score: Raw -64248.662582 + Penalty 1561.936976 = -62686.725606 nChanged 0 SP:Iteration 18F (1866.318611 sec): 3 clusters Score: Raw -64248.662582 + Penalty 1561.936976 = -62686.725606 nChanged 0 Score: Raw -4214506.485275 + Penalty 20106.221497 = -4194400.263778 Splitting cluster 10 changes total score from -4190646.962958 to -4194400.263778 So it's getting split into cluster 17. Trying to split cluster 11 (6665 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1867.982823 sec): 2 clusters Score: Raw -378508.087245 + Penalty 924.485649 = -377583.601596 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1868.060002 sec): 3 clusters Score: Raw -374758.292532 + Penalty 1848.971299 = -372909.321233 nChanged 2924 SP:Iteration 1F (1868.165065 sec): 3 clusters Score: Raw -376625.664312 + Penalty 1848.971299 = -374776.693013 nChanged 573 SP:Iteration 2F (1868.261933 sec): 3 clusters Score: Raw -377064.362688 + Penalty 1848.971299 = -375215.391390 nChanged 543 SP:Iteration 3F (1868.354639 sec): 3 clusters Score: Raw -377540.897397 + Penalty 1848.971299 = -375691.926098 nChanged 521 SP:Iteration 4F (1868.431393 sec): 3 clusters Score: Raw -377994.900987 + Penalty 1848.971299 = -376145.929688 nChanged 417 SP:Iteration 5F (1868.546075 sec): 3 clusters Score: Raw -378278.339026 + Penalty 1848.971299 = -376429.367727 nChanged 297 SP:Iteration 6Q (1868.641668 sec): 3 clusters Score: Raw -378456.526881 + Penalty 1848.971299 = -376607.555582 nChanged 238 SP:Iteration 7Q (1868.729285 sec): 3 clusters Score: Raw -378587.454125 + Penalty 1848.971299 = -376738.482826 nChanged 165 SP:Iteration 8Q (1868.807719 sec): 3 clusters Score: Raw -378669.441534 + Penalty 1848.971299 = -376820.470235 nChanged 138 SP:Iteration 9Q (1868.900498 sec): 3 clusters Score: Raw -378733.248835 + Penalty 1848.971299 = -376884.277536 nChanged 105 SP:Iteration 10Q (1869.000367 sec): 3 clusters Score: Raw -378783.446448 + Penalty 1848.971299 = -376934.475149 nChanged 107 SP:Iteration 11Q (1869.086931 sec): 3 clusters Score: Raw -378836.702503 + Penalty 1848.971299 = -376987.731204 nChanged 111 SP:Iteration 12Q (1869.164857 sec): 3 clusters Score: Raw -378901.944433 + Penalty 1848.971299 = -377052.973134 nChanged 104 SP:Iteration 13Q (1869.272429 sec): 3 clusters Score: Raw -378970.715509 + Penalty 1848.971299 = -377121.744210 nChanged 96 SP:Iteration 14Q (1869.347607 sec): 3 clusters Score: Raw -379034.906559 + Penalty 1848.971299 = -377185.935260 nChanged 87 SP:Iteration 15Q (1869.445997 sec): 3 clusters Score: Raw -379099.967937 + Penalty 1848.971299 = -377250.996638 nChanged 69 SP:Iteration 16Q (1869.532043 sec): 3 clusters Score: Raw -379164.156166 + Penalty 1848.971299 = -377315.184867 nChanged 64 SP:Iteration 17Q (1869.627713 sec): 3 clusters Score: Raw -379208.702161 + Penalty 1848.971299 = -377359.730862 nChanged 45 SP:Iteration 18Q (1869.727718 sec): 3 clusters Score: Raw -379233.735990 + Penalty 1848.971299 = -377384.764691 nChanged 38 SP:Iteration 19Q (1869.820958 sec): 3 clusters Score: Raw -379249.688693 + Penalty 1848.971299 = -377400.717394 nChanged 31 SP:Iteration 20F (1869.912700 sec): 3 clusters Score: Raw -379261.076062 + Penalty 1848.971299 = -377412.104763 nChanged 29 SP:Iteration 21Q (1870.018561 sec): 3 clusters Score: Raw -379269.838936 + Penalty 1848.971299 = -377420.867637 nChanged 20 SP:Iteration 22Q (1870.121657 sec): 3 clusters Score: Raw -379274.552845 + Penalty 1848.971299 = -377425.581546 nChanged 11 SP:Iteration 23Q (1870.214752 sec): 3 clusters Score: Raw -379277.269798 + Penalty 1848.971299 = -377428.298499 nChanged 8 SP:Iteration 24Q (1870.299035 sec): 3 clusters Score: Raw -379278.971930 + Penalty 1848.971299 = -377430.000631 nChanged 6 SP:Iteration 25Q (1870.391040 sec): 3 clusters Score: Raw -379280.217036 + Penalty 1848.971299 = -377431.245737 nChanged 7 SP:Iteration 26Q (1870.480867 sec): 3 clusters Score: Raw -379282.516727 + Penalty 1848.971299 = -377433.545428 nChanged 5 SP:Iteration 27Q (1870.554966 sec): 3 clusters Score: Raw -379284.160477 + Penalty 1848.971299 = -377435.189178 nChanged 5 SP:Iteration 28Q (1870.648200 sec): 3 clusters Score: Raw -379285.927718 + Penalty 1848.971299 = -377436.956419 nChanged 6 SP:Iteration 29Q (1870.751934 sec): 3 clusters Score: Raw -379287.383349 + Penalty 1848.971299 = -377438.412050 nChanged 2 SP:Iteration 30Q (1870.817921 sec): 3 clusters Score: Raw -379287.994651 + Penalty 1848.971299 = -377439.023352 nChanged 2 SP:Iteration 31Q (1870.897818 sec): 3 clusters Score: Raw -379288.306287 + Penalty 1848.971299 = -377439.334988 nChanged 4 SP:Iteration 32Q (1871.003603 sec): 3 clusters Score: Raw -379289.073863 + Penalty 1848.971299 = -377440.102564 nChanged 1 SP:Iteration 33Q (1871.083969 sec): 3 clusters Score: Raw -379289.121664 + Penalty 1848.971299 = -377440.150365 nChanged 0 SP:Iteration 34F (1871.179250 sec): 3 clusters Score: Raw -379289.121664 + Penalty 1848.971299 = -377440.150365 nChanged 0 Iteration 99Q (1872.628156 sec): 18 clusters Score: Raw -4216458.409161 + Penalty 20106.221497 = -4196352.187664 nChanged 2158 Iteration 100F (1874.237037 sec): 18 clusters Score: Raw -4217838.464403 + Penalty 20106.221497 = -4197732.242906 nChanged 1347 Iteration 101Q (1875.468554 sec): 18 clusters Score: Raw -4218377.530843 + Penalty 20106.221497 = -4198271.309346 nChanged 797 Iteration 102Q (1876.661857 sec): 18 clusters Score: Raw -4218648.450790 + Penalty 20106.221497 = -4198542.229293 nChanged 568 Iteration 103Q (1877.861672 sec): 18 clusters Score: Raw -4218829.746997 + Penalty 20106.221497 = -4198723.525500 nChanged 431 Iteration 104Q (1879.035830 sec): 18 clusters Score: Raw -4218958.143813 + Penalty 20106.221497 = -4198851.922316 nChanged 367 Iteration 105Q (1880.190725 sec): 18 clusters Score: Raw -4219064.592561 + Penalty 20106.221497 = -4198958.371064 nChanged 332 Iteration 106Q (1881.362405 sec): 18 clusters Score: Raw -4219159.841221 + Penalty 20106.221497 = -4199053.619724 nChanged 318 Iteration 107Q (1882.545673 sec): 18 clusters Score: Raw -4219240.595568 + Penalty 20106.221497 = -4199134.374071 nChanged 272 Iteration 108Q (1883.746510 sec): 18 clusters Score: Raw -4219299.254390 + Penalty 20106.221497 = -4199193.032893 nChanged 216 Iteration 109Q (1884.899699 sec): 18 clusters Score: Raw -4219347.530560 + Penalty 20106.221497 = -4199241.309063 nChanged 209 Iteration 110Q (1886.058257 sec): 18 clusters Score: Raw -4219383.807731 + Penalty 20106.221497 = -4199277.586234 nChanged 179 Iteration 111Q (1887.200442 sec): 18 clusters Score: Raw -4219417.380193 + Penalty 20106.221497 = -4199311.158696 nChanged 161 Iteration 112Q (1888.310466 sec): 18 clusters Score: Raw -4219451.005867 + Penalty 20106.221497 = -4199344.784370 nChanged 134 Iteration 113Q (1889.421496 sec): 18 clusters Score: Raw -4219477.802742 + Penalty 20106.221497 = -4199371.581245 nChanged 126 Iteration 114Q (1890.568855 sec): 18 clusters Score: Raw -4219497.132896 + Penalty 20106.221497 = -4199390.911399 nChanged 101 Iteration 115Q (1891.692659 sec): 18 clusters Score: Raw -4219510.656270 + Penalty 20106.221497 = -4199404.434773 nChanged 91 Iteration 116Q (1892.800093 sec): 18 clusters Score: Raw -4219521.787383 + Penalty 20106.221497 = -4199415.565886 nChanged 60 Iteration 117Q (1893.924382 sec): 18 clusters Score: Raw -4219531.988331 + Penalty 20106.221497 = -4199425.766834 nChanged 57 Iteration 118Q (1895.058676 sec): 18 clusters Score: Raw -4219544.942432 + Penalty 20106.221497 = -4199438.720935 nChanged 60 Iteration 119Q (1896.210606 sec): 18 clusters Score: Raw -4219557.811270 + Penalty 20106.221497 = -4199451.589773 nChanged 54 Iteration 120F (1897.638672 sec): 18 clusters Score: Raw -4219570.188528 + Penalty 20106.221497 = -4199463.967031 nChanged 59 Iteration 121Q (1898.793810 sec): 18 clusters Score: Raw -4219583.082217 + Penalty 20106.221497 = -4199476.860720 nChanged 48 Iteration 122Q (1899.943622 sec): 18 clusters Score: Raw -4219591.851826 + Penalty 20106.221497 = -4199485.630329 nChanged 41 Iteration 123Q (1901.084744 sec): 18 clusters Score: Raw -4219598.041950 + Penalty 20106.221497 = -4199491.820453 nChanged 42 Iteration 124Q (1902.234369 sec): 18 clusters Score: Raw -4219603.911573 + Penalty 20106.221497 = -4199497.690076 nChanged 33 Iteration 125Q (1903.420898 sec): 18 clusters Score: Raw -4219608.997801 + Penalty 20106.221497 = -4199502.776304 nChanged 27 Iteration 126Q (1904.591905 sec): 18 clusters Score: Raw -4219614.384919 + Penalty 20106.221497 = -4199508.163423 nChanged 29 Iteration 127Q (1905.778329 sec): 18 clusters Score: Raw -4219619.964913 + Penalty 20106.221497 = -4199513.743416 nChanged 28 Iteration 128Q (1906.962749 sec): 18 clusters Score: Raw -4219629.479536 + Penalty 20106.221497 = -4199523.258039 nChanged 38 Iteration 129Q (1908.170635 sec): 18 clusters Score: Raw -4219638.639648 + Penalty 20106.221497 = -4199532.418151 nChanged 32 Iteration 130Q (1909.368406 sec): 18 clusters Score: Raw -4219643.795698 + Penalty 20106.221497 = -4199537.574201 nChanged 23 Iteration 131Q (1910.548840 sec): 18 clusters Score: Raw -4219646.455544 + Penalty 20106.221497 = -4199540.234047 nChanged 22 Iteration 132Q (1911.707992 sec): 18 clusters Score: Raw -4219649.271503 + Penalty 20106.221497 = -4199543.050006 nChanged 14 Iteration 133Q (1912.796122 sec): 18 clusters Score: Raw -4219651.344022 + Penalty 20106.221497 = -4199545.122525 nChanged 14 Iteration 134Q (1913.936806 sec): 18 clusters Score: Raw -4219653.289155 + Penalty 20106.221497 = -4199547.067658 nChanged 16 Iteration 135Q (1915.115652 sec): 18 clusters Score: Raw -4219655.177265 + Penalty 20106.221497 = -4199548.955768 nChanged 11 Iteration 136Q (1916.286621 sec): 18 clusters Score: Raw -4219656.505038 + Penalty 20106.221497 = -4199550.283541 nChanged 9 Iteration 137Q (1917.444127 sec): 18 clusters Score: Raw -4219658.292042 + Penalty 20106.221497 = -4199552.070545 nChanged 8 Iteration 138Q (1918.576002 sec): 18 clusters Score: Raw -4219659.816030 + Penalty 20106.221497 = -4199553.594533 nChanged 9 Writing temp clu file Because OldScore, -4199552.070545, is greater than current (better) Score,-4199553.594533 Compute initial score before splitting: Score: Raw -4219659.816030 + Penalty 20106.221497 = -4199553.594533 Trying to split cluster 1 (1884 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1918.690091 sec): 2 clusters Score: Raw -110004.145043 + Penalty 791.821008 = -109212.324035 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1918.770453 sec): 3 clusters Score: Raw -109153.949427 + Penalty 1583.642016 = -107570.307411 nChanged 710 SP:Iteration 1F (1918.860043 sec): 3 clusters Score: Raw -109610.299069 + Penalty 1583.642016 = -108026.657054 nChanged 145 SP:Iteration 2F (1918.934316 sec): 3 clusters Score: Raw -109696.460414 + Penalty 1583.642016 = -108112.818399 nChanged 92 SP:Iteration 3Q (1919.030706 sec): 3 clusters Score: Raw -109758.730613 + Penalty 1583.642016 = -108175.088598 nChanged 77 SP:Iteration 4Q (1919.117628 sec): 3 clusters Score: Raw -109806.832305 + Penalty 1583.642016 = -108223.190289 nChanged 58 SP:Iteration 5Q (1919.196781 sec): 3 clusters Score: Raw -109846.401592 + Penalty 1583.642016 = -108262.759576 nChanged 61 SP:Iteration 6Q (1919.294438 sec): 3 clusters Score: Raw -109893.159494 + Penalty 1583.642016 = -108309.517478 nChanged 78 SP:Iteration 7Q (1919.385862 sec): 3 clusters Score: Raw -109947.796259 + Penalty 1583.642016 = -108364.154244 nChanged 70 SP:Iteration 8Q (1919.465170 sec): 3 clusters Score: Raw -110002.236941 + Penalty 1583.642016 = -108418.594925 nChanged 67 SP:Iteration 9Q (1919.543835 sec): 3 clusters Score: Raw -110058.560353 + Penalty 1583.642016 = -108474.918337 nChanged 70 SP:Iteration 10Q (1919.628747 sec): 3 clusters Score: Raw -110125.521015 + Penalty 1583.642016 = -108541.878999 nChanged 66 SP:Iteration 11Q (1919.709599 sec): 3 clusters Score: Raw -110176.484107 + Penalty 1583.642016 = -108592.842092 nChanged 40 SP:Iteration 12Q (1919.805316 sec): 3 clusters Score: Raw -110206.066745 + Penalty 1583.642016 = -108622.424730 nChanged 33 SP:Iteration 13Q (1919.894946 sec): 3 clusters Score: Raw -110230.193930 + Penalty 1583.642016 = -108646.551915 nChanged 23 SP:Iteration 14Q (1919.976970 sec): 3 clusters Score: Raw -110246.336994 + Penalty 1583.642016 = -108662.694978 nChanged 19 SP:Iteration 15Q (1920.050125 sec): 3 clusters Score: Raw -110256.464260 + Penalty 1583.642016 = -108672.822244 nChanged 12 SP:Iteration 16Q (1920.133072 sec): 3 clusters Score: Raw -110267.515992 + Penalty 1583.642016 = -108683.873976 nChanged 18 SP:Iteration 17Q (1920.229410 sec): 3 clusters Score: Raw -110277.662532 + Penalty 1583.642016 = -108694.020516 nChanged 9 SP:Iteration 18Q (1920.315563 sec): 3 clusters Score: Raw -110281.541193 + Penalty 1583.642016 = -108697.899177 nChanged 7 SP:Iteration 19Q (1920.382513 sec): 3 clusters Score: Raw -110289.246437 + Penalty 1583.642016 = -108705.604421 nChanged 10 SP:Iteration 20F (1920.464034 sec): 3 clusters Score: Raw -110296.279112 + Penalty 1583.642016 = -108712.637097 nChanged 11 SP:Iteration 21Q (1920.556244 sec): 3 clusters Score: Raw -110302.888495 + Penalty 1583.642016 = -108719.246480 nChanged 9 SP:Iteration 22Q (1920.625545 sec): 3 clusters Score: Raw -110307.285096 + Penalty 1583.642016 = -108723.643080 nChanged 7 SP:Iteration 23Q (1920.705050 sec): 3 clusters Score: Raw -110310.895369 + Penalty 1583.642016 = -108727.253353 nChanged 8 SP:Iteration 24Q (1920.801783 sec): 3 clusters Score: Raw -110314.176300 + Penalty 1583.642016 = -108730.534284 nChanged 5 SP:Iteration 25Q (1920.872668 sec): 3 clusters Score: Raw -110317.968492 + Penalty 1583.642016 = -108734.326476 nChanged 4 SP:Iteration 26Q (1920.980724 sec): 3 clusters Score: Raw -110319.960834 + Penalty 1583.642016 = -108736.318818 nChanged 6 SP:Iteration 27Q (1921.061468 sec): 3 clusters Score: Raw -110322.716825 + Penalty 1583.642016 = -108739.074810 nChanged 2 SP:Iteration 28Q (1921.119542 sec): 3 clusters Score: Raw -110323.423605 + Penalty 1583.642016 = -108739.781589 nChanged 1 SP:Iteration 29Q (1921.206917 sec): 3 clusters Score: Raw -110323.878660 + Penalty 1583.642016 = -108740.236644 nChanged 1 SP:Iteration 30Q (1921.295864 sec): 3 clusters Score: Raw -110324.587338 + Penalty 1583.642016 = -108740.945323 nChanged 2 SP:Iteration 31Q (1921.386094 sec): 3 clusters Score: Raw -110325.407052 + Penalty 1583.642016 = -108741.765037 nChanged 0 SP:Iteration 32F (1921.484399 sec): 3 clusters Score: Raw -110325.407052 + Penalty 1583.642016 = -108741.765037 nChanged 0 Trying to split cluster 2 (2754 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1921.518936 sec): 2 clusters Score: Raw -158694.041347 + Penalty 831.685016 = -157862.356331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1921.603693 sec): 3 clusters Score: Raw -157279.770818 + Penalty 1663.370033 = -155616.400785 nChanged 1116 SP:Iteration 1F (1921.701289 sec): 3 clusters Score: Raw -157982.048624 + Penalty 1663.370033 = -156318.678591 nChanged 273 SP:Iteration 2F (1921.781083 sec): 3 clusters Score: Raw -158299.414229 + Penalty 1663.370033 = -156636.044197 nChanged 272 SP:Iteration 3F (1921.871862 sec): 3 clusters Score: Raw -158612.889640 + Penalty 1663.370033 = -156949.519608 nChanged 210 SP:Iteration 4F (1921.956901 sec): 3 clusters Score: Raw -158806.156446 + Penalty 1663.370033 = -157142.786414 nChanged 142 SP:Iteration 5F (1922.050457 sec): 3 clusters Score: Raw -158909.726846 + Penalty 1663.370033 = -157246.356813 nChanged 98 SP:Iteration 6Q (1922.130430 sec): 3 clusters Score: Raw -158977.198611 + Penalty 1663.370033 = -157313.828579 nChanged 64 SP:Iteration 7Q (1922.206185 sec): 3 clusters Score: Raw -159014.301001 + Penalty 1663.370033 = -157350.930969 nChanged 45 SP:Iteration 8Q (1922.287814 sec): 3 clusters Score: Raw -159036.682285 + Penalty 1663.370033 = -157373.312253 nChanged 41 SP:Iteration 9Q (1922.380857 sec): 3 clusters Score: Raw -159060.516716 + Penalty 1663.370033 = -157397.146683 nChanged 48 SP:Iteration 10Q (1922.456374 sec): 3 clusters Score: Raw -159085.871701 + Penalty 1663.370033 = -157422.501668 nChanged 32 SP:Iteration 11Q (1922.539713 sec): 3 clusters Score: Raw -159105.442605 + Penalty 1663.370033 = -157442.072572 nChanged 35 SP:Iteration 12Q (1922.623261 sec): 3 clusters Score: Raw -159127.591374 + Penalty 1663.370033 = -157464.221342 nChanged 29 SP:Iteration 13Q (1922.722875 sec): 3 clusters Score: Raw -159139.891316 + Penalty 1663.370033 = -157476.521283 nChanged 18 SP:Iteration 14Q (1922.800275 sec): 3 clusters Score: Raw -159149.241373 + Penalty 1663.370033 = -157485.871341 nChanged 23 SP:Iteration 15Q (1922.882472 sec): 3 clusters Score: Raw -159162.880688 + Penalty 1663.370033 = -157499.510655 nChanged 20 SP:Iteration 16Q (1922.987859 sec): 3 clusters Score: Raw -159175.834160 + Penalty 1663.370033 = -157512.464127 nChanged 27 SP:Iteration 17Q (1923.059181 sec): 3 clusters Score: Raw -159196.640979 + Penalty 1663.370033 = -157533.270947 nChanged 29 SP:Iteration 18Q (1923.145559 sec): 3 clusters Score: Raw -159215.921482 + Penalty 1663.370033 = -157552.551449 nChanged 27 SP:Iteration 19Q (1923.247761 sec): 3 clusters Score: Raw -159234.161911 + Penalty 1663.370033 = -157570.791879 nChanged 23 SP:Iteration 20F (1923.315223 sec): 3 clusters Score: Raw -159248.892571 + Penalty 1663.370033 = -157585.522538 nChanged 20 SP:Iteration 21Q (1923.411585 sec): 3 clusters Score: Raw -159258.394556 + Penalty 1663.370033 = -157595.024524 nChanged 19 SP:Iteration 22Q (1923.504569 sec): 3 clusters Score: Raw -159269.106634 + Penalty 1663.370033 = -157605.736601 nChanged 12 SP:Iteration 23Q (1923.597586 sec): 3 clusters Score: Raw -159278.143351 + Penalty 1663.370033 = -157614.773318 nChanged 16 SP:Iteration 24Q (1923.673053 sec): 3 clusters Score: Raw -159295.473255 + Penalty 1663.370033 = -157632.103222 nChanged 7 SP:Iteration 25Q (1923.774172 sec): 3 clusters Score: Raw -159303.829817 + Penalty 1663.370033 = -157640.459784 nChanged 10 SP:Iteration 26Q (1923.863650 sec): 3 clusters Score: Raw -159310.769252 + Penalty 1663.370033 = -157647.399220 nChanged 10 SP:Iteration 27Q (1923.931248 sec): 3 clusters Score: Raw -159319.480471 + Penalty 1663.370033 = -157656.110438 nChanged 11 SP:Iteration 28Q (1924.031237 sec): 3 clusters Score: Raw -159327.037051 + Penalty 1663.370033 = -157663.667018 nChanged 6 SP:Iteration 29Q (1924.117100 sec): 3 clusters Score: Raw -159329.336306 + Penalty 1663.370033 = -157665.966274 nChanged 4 SP:Iteration 30Q (1924.201761 sec): 3 clusters Score: Raw -159331.034325 + Penalty 1663.370033 = -157667.664292 nChanged 4 SP:Iteration 31Q (1924.286411 sec): 3 clusters Score: Raw -159332.579498 + Penalty 1663.370033 = -157669.209465 nChanged 3 SP:Iteration 32Q (1924.376070 sec): 3 clusters Score: Raw -159334.412225 + Penalty 1663.370033 = -157671.042193 nChanged 3 SP:Iteration 33Q (1924.454979 sec): 3 clusters Score: Raw -159335.222848 + Penalty 1663.370033 = -157671.852816 nChanged 0 SP:Iteration 34F (1924.548526 sec): 3 clusters Score: Raw -159335.222848 + Penalty 1663.370033 = -157671.852816 nChanged 0 Trying to split cluster 3 (2671 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1924.590505 sec): 2 clusters Score: Raw -163488.352458 + Penalty 828.471862 = -162659.880596 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1924.673954 sec): 3 clusters Score: Raw -162157.710253 + Penalty 1656.943725 = -160500.766528 nChanged 1072 SP:Iteration 1F (1924.785993 sec): 3 clusters Score: Raw -162820.565272 + Penalty 1656.943725 = -161163.621547 nChanged 221 SP:Iteration 2F (1924.841432 sec): 3 clusters Score: Raw -163012.492398 + Penalty 1656.943725 = -161355.548673 nChanged 218 SP:Iteration 3F (1924.939975 sec): 3 clusters Score: Raw -163199.520181 + Penalty 1656.943725 = -161542.576456 nChanged 176 SP:Iteration 4F (1925.017530 sec): 3 clusters Score: Raw -163358.425026 + Penalty 1656.943725 = -161701.481301 nChanged 142 SP:Iteration 5F (1925.120244 sec): 3 clusters Score: Raw -163466.191445 + Penalty 1656.943725 = -161809.247720 nChanged 86 SP:Iteration 6Q (1925.202641 sec): 3 clusters Score: Raw -163530.201954 + Penalty 1656.943725 = -161873.258230 nChanged 67 SP:Iteration 7Q (1925.279002 sec): 3 clusters Score: Raw -163572.796190 + Penalty 1656.943725 = -161915.852465 nChanged 49 SP:Iteration 8Q (1925.365779 sec): 3 clusters Score: Raw -163604.666601 + Penalty 1656.943725 = -161947.722877 nChanged 34 SP:Iteration 9Q (1925.451782 sec): 3 clusters Score: Raw -163629.954249 + Penalty 1656.943725 = -161973.010524 nChanged 35 SP:Iteration 10Q (1925.539849 sec): 3 clusters Score: Raw -163648.929174 + Penalty 1656.943725 = -161991.985450 nChanged 25 SP:Iteration 11Q (1925.638385 sec): 3 clusters Score: Raw -163663.401026 + Penalty 1656.943725 = -162006.457301 nChanged 24 SP:Iteration 12Q (1925.700837 sec): 3 clusters Score: Raw -163676.720137 + Penalty 1656.943725 = -162019.776412 nChanged 18 SP:Iteration 13Q (1925.788720 sec): 3 clusters Score: Raw -163685.048230 + Penalty 1656.943725 = -162028.104506 nChanged 8 SP:Iteration 14Q (1925.887702 sec): 3 clusters Score: Raw -163687.410282 + Penalty 1656.943725 = -162030.466557 nChanged 6 SP:Iteration 15Q (1925.958343 sec): 3 clusters Score: Raw -163689.860108 + Penalty 1656.943725 = -162032.916383 nChanged 6 SP:Iteration 16Q (1926.044473 sec): 3 clusters Score: Raw -163692.169195 + Penalty 1656.943725 = -162035.225470 nChanged 9 SP:Iteration 17Q (1926.143799 sec): 3 clusters Score: Raw -163695.458190 + Penalty 1656.943725 = -162038.514466 nChanged 8 SP:Iteration 18Q (1926.224221 sec): 3 clusters Score: Raw -163697.770988 + Penalty 1656.943725 = -162040.827264 nChanged 3 SP:Iteration 19Q (1926.307147 sec): 3 clusters Score: Raw -163700.085009 + Penalty 1656.943725 = -162043.141284 nChanged 4 SP:Iteration 20F (1926.394405 sec): 3 clusters Score: Raw -163701.824144 + Penalty 1656.943725 = -162044.880420 nChanged 2 SP:Iteration 21Q (1926.470204 sec): 3 clusters Score: Raw -163702.644905 + Penalty 1656.943725 = -162045.701180 nChanged 1 SP:Iteration 22Q (1926.546862 sec): 3 clusters Score: Raw -163703.032531 + Penalty 1656.943725 = -162046.088806 nChanged 1 SP:Iteration 23Q (1926.634626 sec): 3 clusters Score: Raw -163703.213085 + Penalty 1656.943725 = -162046.269360 nChanged 0 SP:Iteration 24F (1926.732520 sec): 3 clusters Score: Raw -163703.213085 + Penalty 1656.943725 = -162046.269360 nChanged 0 Trying to split cluster 4 (2741 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1926.790672 sec): 2 clusters Score: Raw -149673.667389 + Penalty 831.188200 = -148842.479189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1926.876913 sec): 3 clusters Score: Raw -148291.320397 + Penalty 1662.376400 = -146628.943997 nChanged 1108 SP:Iteration 1F (1926.944207 sec): 3 clusters Score: Raw -148966.377918 + Penalty 1662.376400 = -147304.001518 nChanged 242 SP:Iteration 2F (1927.026570 sec): 3 clusters Score: Raw -149144.215993 + Penalty 1662.376400 = -147481.839593 nChanged 185 SP:Iteration 3F (1927.140226 sec): 3 clusters Score: Raw -149304.075965 + Penalty 1662.376400 = -147641.699565 nChanged 161 SP:Iteration 4F (1927.224086 sec): 3 clusters Score: Raw -149413.455768 + Penalty 1662.376400 = -147751.079367 nChanged 109 SP:Iteration 5Q (1927.291753 sec): 3 clusters Score: Raw -149487.655912 + Penalty 1662.376400 = -147825.279512 nChanged 92 SP:Iteration 6Q (1927.386245 sec): 3 clusters Score: Raw -149547.681710 + Penalty 1662.376400 = -147885.305310 nChanged 79 SP:Iteration 7Q (1927.471289 sec): 3 clusters Score: Raw -149591.563321 + Penalty 1662.376400 = -147929.186921 nChanged 69 SP:Iteration 8Q (1927.533973 sec): 3 clusters Score: Raw -149631.156727 + Penalty 1662.376400 = -147968.780327 nChanged 70 SP:Iteration 9Q (1927.618518 sec): 3 clusters Score: Raw -149669.128916 + Penalty 1662.376400 = -148006.752516 nChanged 59 SP:Iteration 10Q (1927.731841 sec): 3 clusters Score: Raw -149701.969137 + Penalty 1662.376400 = -148039.592737 nChanged 53 SP:Iteration 11Q (1927.801016 sec): 3 clusters Score: Raw -149739.816903 + Penalty 1662.376400 = -148077.440503 nChanged 47 SP:Iteration 12Q (1927.883450 sec): 3 clusters Score: Raw -149765.601227 + Penalty 1662.376400 = -148103.224826 nChanged 46 SP:Iteration 13Q (1927.981315 sec): 3 clusters Score: Raw -149791.784721 + Penalty 1662.376400 = -148129.408321 nChanged 32 SP:Iteration 14Q (1928.071076 sec): 3 clusters Score: Raw -149808.467808 + Penalty 1662.376400 = -148146.091408 nChanged 40 SP:Iteration 15Q (1928.153683 sec): 3 clusters Score: Raw -149830.917915 + Penalty 1662.376400 = -148168.541515 nChanged 41 SP:Iteration 16Q (1928.235752 sec): 3 clusters Score: Raw -149866.117877 + Penalty 1662.376400 = -148203.741477 nChanged 40 SP:Iteration 17Q (1928.327171 sec): 3 clusters Score: Raw -149899.167816 + Penalty 1662.376400 = -148236.791416 nChanged 46 SP:Iteration 18Q (1928.414265 sec): 3 clusters Score: Raw -149928.195908 + Penalty 1662.376400 = -148265.819507 nChanged 44 SP:Iteration 19Q (1928.482674 sec): 3 clusters Score: Raw -149956.622003 + Penalty 1662.376400 = -148294.245602 nChanged 37 SP:Iteration 20F (1928.586270 sec): 3 clusters Score: Raw -149979.489037 + Penalty 1662.376400 = -148317.112637 nChanged 37 SP:Iteration 21Q (1928.684955 sec): 3 clusters Score: Raw -150002.226030 + Penalty 1662.376400 = -148339.849629 nChanged 34 SP:Iteration 22Q (1928.775899 sec): 3 clusters Score: Raw -150019.916345 + Penalty 1662.376400 = -148357.539945 nChanged 24 SP:Iteration 23Q (1928.852660 sec): 3 clusters Score: Raw -150034.241631 + Penalty 1662.376400 = -148371.865230 nChanged 20 SP:Iteration 24Q (1928.929682 sec): 3 clusters Score: Raw -150044.251963 + Penalty 1662.376400 = -148381.875563 nChanged 22 SP:Iteration 25Q (1929.033426 sec): 3 clusters Score: Raw -150053.694616 + Penalty 1662.376400 = -148391.318216 nChanged 16 SP:Iteration 26Q (1929.105084 sec): 3 clusters Score: Raw -150060.860233 + Penalty 1662.376400 = -148398.483833 nChanged 22 SP:Iteration 27Q (1929.191448 sec): 3 clusters Score: Raw -150069.937588 + Penalty 1662.376400 = -148407.561187 nChanged 16 SP:Iteration 28Q (1929.275614 sec): 3 clusters Score: Raw -150076.068867 + Penalty 1662.376400 = -148413.692467 nChanged 12 SP:Iteration 29Q (1929.381027 sec): 3 clusters Score: Raw -150081.515664 + Penalty 1662.376400 = -148419.139263 nChanged 12 SP:Iteration 30Q (1929.457111 sec): 3 clusters Score: Raw -150085.986462 + Penalty 1662.376400 = -148423.610062 nChanged 8 SP:Iteration 31Q (1929.542983 sec): 3 clusters Score: Raw -150088.850010 + Penalty 1662.376400 = -148426.473610 nChanged 5 SP:Iteration 32Q (1929.619183 sec): 3 clusters Score: Raw -150090.222443 + Penalty 1662.376400 = -148427.846043 nChanged 3 SP:Iteration 33Q (1929.718420 sec): 3 clusters Score: Raw -150091.157400 + Penalty 1662.376400 = -148428.781000 nChanged 2 SP:Iteration 34Q (1929.816977 sec): 3 clusters Score: Raw -150091.966551 + Penalty 1662.376400 = -148429.590151 nChanged 1 SP:Iteration 35Q (1929.883446 sec): 3 clusters Score: Raw -150092.405525 + Penalty 1662.376400 = -148430.029125 nChanged 1 SP:Iteration 36Q (1929.983976 sec): 3 clusters Score: Raw -150092.466954 + Penalty 1662.376400 = -148430.090554 nChanged 0 SP:Iteration 37F (1930.071445 sec): 3 clusters Score: Raw -150092.466954 + Penalty 1662.376400 = -148430.090554 nChanged 0 Trying to split cluster 5 (892 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1930.099009 sec): 2 clusters Score: Raw -40248.250641 + Penalty 713.313944 = -39534.936698 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1930.204950 sec): 3 clusters Score: Raw -39971.192845 + Penalty 1426.627888 = -38544.564957 nChanged 278 SP:Iteration 1F (1930.277739 sec): 3 clusters Score: Raw -40271.775415 + Penalty 1426.627888 = -38845.147527 nChanged 77 SP:Iteration 2F (1930.368216 sec): 3 clusters Score: Raw -40397.137079 + Penalty 1426.627888 = -38970.509191 nChanged 63 SP:Iteration 3F (1930.435604 sec): 3 clusters Score: Raw -40498.745918 + Penalty 1426.627888 = -39072.118030 nChanged 41 SP:Iteration 4Q (1930.522227 sec): 3 clusters Score: Raw -40560.885357 + Penalty 1426.627888 = -39134.257469 nChanged 27 SP:Iteration 5Q (1930.616134 sec): 3 clusters Score: Raw -40591.981811 + Penalty 1426.627888 = -39165.353923 nChanged 19 SP:Iteration 6Q (1930.700803 sec): 3 clusters Score: Raw -40618.683658 + Penalty 1426.627888 = -39192.055770 nChanged 15 SP:Iteration 7Q (1930.776071 sec): 3 clusters Score: Raw -40635.107832 + Penalty 1426.627888 = -39208.479945 nChanged 8 SP:Iteration 8Q (1930.859235 sec): 3 clusters Score: Raw -40642.292319 + Penalty 1426.627888 = -39215.664431 nChanged 8 SP:Iteration 9Q (1930.944091 sec): 3 clusters Score: Raw -40652.663040 + Penalty 1426.627888 = -39226.035152 nChanged 12 SP:Iteration 10Q (1931.024665 sec): 3 clusters Score: Raw -40672.553416 + Penalty 1426.627888 = -39245.925528 nChanged 11 SP:Iteration 11Q (1931.123710 sec): 3 clusters Score: Raw -40691.008073 + Penalty 1426.627888 = -39264.380186 nChanged 9 SP:Iteration 12Q (1931.203969 sec): 3 clusters Score: Raw -40711.995598 + Penalty 1426.627888 = -39285.367710 nChanged 9 SP:Iteration 13Q (1931.312999 sec): 3 clusters Score: Raw -40731.223335 + Penalty 1426.627888 = -39304.595447 nChanged 15 SP:Iteration 14Q (1931.381402 sec): 3 clusters Score: Raw -40759.329183 + Penalty 1426.627888 = -39332.701295 nChanged 14 SP:Iteration 15Q (1931.463499 sec): 3 clusters Score: Raw -40783.479051 + Penalty 1426.627888 = -39356.851163 nChanged 12 SP:Iteration 16Q (1931.556429 sec): 3 clusters Score: Raw -40801.582465 + Penalty 1426.627888 = -39374.954577 nChanged 15 SP:Iteration 17Q (1931.639638 sec): 3 clusters Score: Raw -40820.984560 + Penalty 1426.627888 = -39394.356672 nChanged 6 SP:Iteration 18Q (1931.742488 sec): 3 clusters Score: Raw -40827.424556 + Penalty 1426.627888 = -39400.796668 nChanged 3 SP:Iteration 19Q (1931.804235 sec): 3 clusters Score: Raw -40830.428055 + Penalty 1426.627888 = -39403.800167 nChanged 0 SP:Iteration 20F (1931.903903 sec): 3 clusters Score: Raw -40830.428055 + Penalty 1426.627888 = -39403.800167 nChanged 0 Trying to split cluster 6 (3948 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1931.967289 sec): 2 clusters Score: Raw -230343.420990 + Penalty 869.501262 = -229473.919728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1932.056045 sec): 3 clusters Score: Raw -228194.461010 + Penalty 1739.002524 = -226455.458486 nChanged 1678 SP:Iteration 1F (1932.130996 sec): 3 clusters Score: Raw -229136.222723 + Penalty 1739.002524 = -227397.220199 nChanged 340 SP:Iteration 2F (1932.227221 sec): 3 clusters Score: Raw -229372.391918 + Penalty 1739.002524 = -227633.389394 nChanged 279 SP:Iteration 3F (1932.291587 sec): 3 clusters Score: Raw -229559.173628 + Penalty 1739.002524 = -227820.171103 nChanged 224 SP:Iteration 4F (1932.379246 sec): 3 clusters Score: Raw -229696.052190 + Penalty 1739.002524 = -227957.049665 nChanged 195 SP:Iteration 5Q (1932.483213 sec): 3 clusters Score: Raw -229815.443019 + Penalty 1739.002524 = -228076.440495 nChanged 177 SP:Iteration 6Q (1932.576417 sec): 3 clusters Score: Raw -229940.406850 + Penalty 1739.002524 = -228201.404326 nChanged 181 SP:Iteration 7Q (1932.650950 sec): 3 clusters Score: Raw -230057.840605 + Penalty 1739.002524 = -228318.838081 nChanged 151 SP:Iteration 8Q (1932.748498 sec): 3 clusters Score: Raw -230153.587356 + Penalty 1739.002524 = -228414.584832 nChanged 142 SP:Iteration 9Q (1932.827185 sec): 3 clusters Score: Raw -230240.681868 + Penalty 1739.002524 = -228501.679344 nChanged 126 SP:Iteration 10Q (1932.909399 sec): 3 clusters Score: Raw -230304.158485 + Penalty 1739.002524 = -228565.155960 nChanged 94 SP:Iteration 11Q (1932.997858 sec): 3 clusters Score: Raw -230352.021221 + Penalty 1739.002524 = -228613.018697 nChanged 92 SP:Iteration 12Q (1933.096682 sec): 3 clusters Score: Raw -230389.801886 + Penalty 1739.002524 = -228650.799361 nChanged 77 SP:Iteration 13Q (1933.168370 sec): 3 clusters Score: Raw -230424.359705 + Penalty 1739.002524 = -228685.357181 nChanged 77 SP:Iteration 14Q (1933.273347 sec): 3 clusters Score: Raw -230453.017087 + Penalty 1739.002524 = -228714.014562 nChanged 73 SP:Iteration 15Q (1933.369355 sec): 3 clusters Score: Raw -230483.555131 + Penalty 1739.002524 = -228744.552607 nChanged 69 SP:Iteration 16Q (1933.448122 sec): 3 clusters Score: Raw -230514.311319 + Penalty 1739.002524 = -228775.308795 nChanged 66 SP:Iteration 17Q (1933.531156 sec): 3 clusters Score: Raw -230540.575896 + Penalty 1739.002524 = -228801.573372 nChanged 57 SP:Iteration 18Q (1933.634010 sec): 3 clusters Score: Raw -230564.488228 + Penalty 1739.002524 = -228825.485704 nChanged 63 SP:Iteration 19Q (1933.725156 sec): 3 clusters Score: Raw -230589.007916 + Penalty 1739.002524 = -228850.005392 nChanged 56 SP:Iteration 20F (1933.815467 sec): 3 clusters Score: Raw -230612.496525 + Penalty 1739.002524 = -228873.494001 nChanged 49 SP:Iteration 21Q (1933.899824 sec): 3 clusters Score: Raw -230633.030373 + Penalty 1739.002524 = -228894.027849 nChanged 44 SP:Iteration 22Q (1933.977839 sec): 3 clusters Score: Raw -230651.249105 + Penalty 1739.002524 = -228912.246581 nChanged 48 SP:Iteration 23Q (1934.074091 sec): 3 clusters Score: Raw -230668.645111 + Penalty 1739.002524 = -228929.642586 nChanged 37 SP:Iteration 24Q (1934.162765 sec): 3 clusters Score: Raw -230682.353530 + Penalty 1739.002524 = -228943.351006 nChanged 32 SP:Iteration 25Q (1934.258403 sec): 3 clusters Score: Raw -230695.510859 + Penalty 1739.002524 = -228956.508335 nChanged 30 SP:Iteration 26Q (1934.336490 sec): 3 clusters Score: Raw -230704.383053 + Penalty 1739.002524 = -228965.380528 nChanged 21 SP:Iteration 27Q (1934.446213 sec): 3 clusters Score: Raw -230711.206088 + Penalty 1739.002524 = -228972.203564 nChanged 29 SP:Iteration 28Q (1934.533205 sec): 3 clusters Score: Raw -230722.301949 + Penalty 1739.002524 = -228983.299425 nChanged 27 SP:Iteration 29Q (1934.609971 sec): 3 clusters Score: Raw -230732.096738 + Penalty 1739.002524 = -228993.094213 nChanged 22 SP:Iteration 30Q (1934.717185 sec): 3 clusters Score: Raw -230740.509301 + Penalty 1739.002524 = -229001.506777 nChanged 22 SP:Iteration 31Q (1934.804769 sec): 3 clusters Score: Raw -230749.513956 + Penalty 1739.002524 = -229010.511432 nChanged 21 SP:Iteration 32Q (1934.893786 sec): 3 clusters Score: Raw -230761.306025 + Penalty 1739.002524 = -229022.303501 nChanged 23 SP:Iteration 33Q (1934.971159 sec): 3 clusters Score: Raw -230768.756246 + Penalty 1739.002524 = -229029.753722 nChanged 15 SP:Iteration 34Q (1935.072816 sec): 3 clusters Score: Raw -230772.499899 + Penalty 1739.002524 = -229033.497375 nChanged 11 SP:Iteration 35Q (1935.149709 sec): 3 clusters Score: Raw -230775.367124 + Penalty 1739.002524 = -229036.364600 nChanged 11 SP:Iteration 36Q (1935.245414 sec): 3 clusters Score: Raw -230778.979313 + Penalty 1739.002524 = -229039.976789 nChanged 15 SP:Iteration 37Q (1935.324288 sec): 3 clusters Score: Raw -230782.726516 + Penalty 1739.002524 = -229043.723992 nChanged 10 SP:Iteration 38Q (1935.403654 sec): 3 clusters Score: Raw -230785.397580 + Penalty 1739.002524 = -229046.395056 nChanged 6 SP:Iteration 39Q (1935.501375 sec): 3 clusters Score: Raw -230786.870107 + Penalty 1739.002524 = -229047.867582 nChanged 10 SP:Iteration 40F (1935.574871 sec): 3 clusters Score: Raw -230790.085745 + Penalty 1739.002524 = -229051.083221 nChanged 12 SP:Iteration 41Q (1935.654062 sec): 3 clusters Score: Raw -230794.831245 + Penalty 1739.002524 = -229055.828721 nChanged 11 SP:Iteration 42Q (1935.741861 sec): 3 clusters Score: Raw -230796.966470 + Penalty 1739.002524 = -229057.963946 nChanged 8 SP:Iteration 43Q (1935.834323 sec): 3 clusters Score: Raw -230799.034808 + Penalty 1739.002524 = -229060.032283 nChanged 7 SP:Iteration 44Q (1935.936718 sec): 3 clusters Score: Raw -230800.964728 + Penalty 1739.002524 = -229061.962204 nChanged 7 SP:Iteration 45Q (1936.008436 sec): 3 clusters Score: Raw -230803.616553 + Penalty 1739.002524 = -229064.614029 nChanged 4 SP:Iteration 46Q (1936.102228 sec): 3 clusters Score: Raw -230805.431368 + Penalty 1739.002524 = -229066.428844 nChanged 4 SP:Iteration 47Q (1936.196432 sec): 3 clusters Score: Raw -230807.659383 + Penalty 1739.002524 = -229068.656859 nChanged 4 SP:Iteration 48Q (1936.297249 sec): 3 clusters Score: Raw -230808.823456 + Penalty 1739.002524 = -229069.820931 nChanged 6 SP:Iteration 49Q (1936.393854 sec): 3 clusters Score: Raw -230811.089343 + Penalty 1739.002524 = -229072.086818 nChanged 5 SP:Iteration 50Q (1936.469321 sec): 3 clusters Score: Raw -230812.585757 + Penalty 1739.002524 = -229073.583233 nChanged 7 SP:Iteration 51Q (1936.562274 sec): 3 clusters Score: Raw -230814.617187 + Penalty 1739.002524 = -229075.614663 nChanged 3 SP:Iteration 52Q (1936.658214 sec): 3 clusters Score: Raw -230815.501706 + Penalty 1739.002524 = -229076.499182 nChanged 2 SP:Iteration 53Q (1936.727308 sec): 3 clusters Score: Raw -230815.839024 + Penalty 1739.002524 = -229076.836500 nChanged 2 SP:Iteration 54Q (1936.812435 sec): 3 clusters Score: Raw -230816.285923 + Penalty 1739.002524 = -229077.283399 nChanged 1 SP:Iteration 55Q (1936.905954 sec): 3 clusters Score: Raw -230816.428015 + Penalty 1739.002524 = -229077.425490 nChanged 0 SP:Iteration 56F (1937.016381 sec): 3 clusters Score: Raw -230816.428015 + Penalty 1739.002524 = -229077.425490 nChanged 0 Trying to split cluster 7 (2188 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1937.041296 sec): 2 clusters Score: Raw -111380.422634 + Penalty 807.528032 = -110572.894602 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1937.142169 sec): 3 clusters Score: Raw -110325.667805 + Penalty 1615.056064 = -108710.611741 nChanged 864 SP:Iteration 1F (1937.232167 sec): 3 clusters Score: Raw -111059.606058 + Penalty 1615.056064 = -109444.549994 nChanged 234 SP:Iteration 2F (1937.316235 sec): 3 clusters Score: Raw -111409.868505 + Penalty 1615.056064 = -109794.812441 nChanged 211 SP:Iteration 3F (1937.381707 sec): 3 clusters Score: Raw -111748.830135 + Penalty 1615.056064 = -110133.774071 nChanged 184 SP:Iteration 4F (1937.468919 sec): 3 clusters Score: Raw -112044.731973 + Penalty 1615.056064 = -110429.675909 nChanged 126 SP:Iteration 5F (1937.553595 sec): 3 clusters Score: Raw -112273.405786 + Penalty 1615.056064 = -110658.349721 nChanged 90 SP:Iteration 6Q (1937.651162 sec): 3 clusters Score: Raw -112403.250747 + Penalty 1615.056064 = -110788.194683 nChanged 56 SP:Iteration 7Q (1937.738267 sec): 3 clusters Score: Raw -112455.948027 + Penalty 1615.056064 = -110840.891963 nChanged 31 SP:Iteration 8Q (1937.814542 sec): 3 clusters Score: Raw -112479.151222 + Penalty 1615.056064 = -110864.095158 nChanged 18 SP:Iteration 9Q (1937.896518 sec): 3 clusters Score: Raw -112493.726150 + Penalty 1615.056064 = -110878.670086 nChanged 18 SP:Iteration 10Q (1937.972467 sec): 3 clusters Score: Raw -112506.450111 + Penalty 1615.056064 = -110891.394047 nChanged 10 SP:Iteration 11Q (1938.059829 sec): 3 clusters Score: Raw -112514.667726 + Penalty 1615.056064 = -110899.611662 nChanged 8 SP:Iteration 12Q (1938.142103 sec): 3 clusters Score: Raw -112517.956109 + Penalty 1615.056064 = -110902.900045 nChanged 5 SP:Iteration 13Q (1938.224011 sec): 3 clusters Score: Raw -112519.794127 + Penalty 1615.056064 = -110904.738063 nChanged 0 SP:Iteration 14F (1938.310849 sec): 3 clusters Score: Raw -112519.794127 + Penalty 1615.056064 = -110904.738063 nChanged 0 Score: Raw -4220800.111468 + Penalty 21288.940409 = -4199511.171059 Splitting cluster 7 changes total score from -4199553.594533 to -4199511.171059 So it's not getting split. Trying to split cluster 8 (13274 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1939.895471 sec): 2 clusters Score: Raw -791987.925782 + Penalty 996.824064 = -790991.101718 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1940.006455 sec): 3 clusters Score: Raw -784036.424974 + Penalty 1993.648128 = -782042.776846 nChanged 6044 SP:Iteration 1F (1940.102665 sec): 3 clusters Score: Raw -787557.571300 + Penalty 1993.648128 = -785563.923172 nChanged 821 SP:Iteration 2F (1940.202034 sec): 3 clusters Score: Raw -787982.741098 + Penalty 1993.648128 = -785989.092970 nChanged 864 SP:Iteration 3F (1940.299640 sec): 3 clusters Score: Raw -788493.065476 + Penalty 1993.648128 = -786499.417349 nChanged 900 SP:Iteration 4F (1940.396676 sec): 3 clusters Score: Raw -789057.423616 + Penalty 1993.648128 = -787063.775488 nChanged 849 SP:Iteration 5F (1940.491827 sec): 3 clusters Score: Raw -789600.748136 + Penalty 1993.648128 = -787607.100008 nChanged 760 SP:Iteration 6F (1940.590523 sec): 3 clusters Score: Raw -790086.736460 + Penalty 1993.648128 = -788093.088332 nChanged 653 SP:Iteration 7Q (1940.689582 sec): 3 clusters Score: Raw -790495.991887 + Penalty 1993.648128 = -788502.343759 nChanged 569 SP:Iteration 8Q (1940.813355 sec): 3 clusters Score: Raw -790843.179639 + Penalty 1993.648128 = -788849.531511 nChanged 484 SP:Iteration 9Q (1940.904876 sec): 3 clusters Score: Raw -791122.801931 + Penalty 1993.648128 = -789129.153803 nChanged 376 SP:Iteration 10Q (1941.007096 sec): 3 clusters Score: Raw -791323.306571 + Penalty 1993.648128 = -789329.658443 nChanged 299 SP:Iteration 11Q (1941.113962 sec): 3 clusters Score: Raw -791462.887132 + Penalty 1993.648128 = -789469.239004 nChanged 232 SP:Iteration 12Q (1941.228024 sec): 3 clusters Score: Raw -791576.048677 + Penalty 1993.648128 = -789582.400549 nChanged 216 SP:Iteration 13Q (1941.321417 sec): 3 clusters Score: Raw -791698.724098 + Penalty 1993.648128 = -789705.075970 nChanged 192 SP:Iteration 14Q (1941.434286 sec): 3 clusters Score: Raw -791795.408875 + Penalty 1993.648128 = -789801.760747 nChanged 148 SP:Iteration 15Q (1941.534656 sec): 3 clusters Score: Raw -791871.939559 + Penalty 1993.648128 = -789878.291431 nChanged 117 SP:Iteration 16Q (1941.622204 sec): 3 clusters Score: Raw -791935.335917 + Penalty 1993.648128 = -789941.687789 nChanged 96 SP:Iteration 17Q (1941.719002 sec): 3 clusters Score: Raw -791988.681301 + Penalty 1993.648128 = -789995.033173 nChanged 96 SP:Iteration 18Q (1941.824252 sec): 3 clusters Score: Raw -792051.607590 + Penalty 1993.648128 = -790057.959463 nChanged 70 SP:Iteration 19Q (1941.930876 sec): 3 clusters Score: Raw -792104.995078 + Penalty 1993.648128 = -790111.346950 nChanged 50 SP:Iteration 20F (1942.032157 sec): 3 clusters Score: Raw -792133.994703 + Penalty 1993.648128 = -790140.346575 nChanged 32 SP:Iteration 21Q (1942.105976 sec): 3 clusters Score: Raw -792152.911806 + Penalty 1993.648128 = -790159.263678 nChanged 28 SP:Iteration 22Q (1942.203527 sec): 3 clusters Score: Raw -792170.670904 + Penalty 1993.648128 = -790177.022776 nChanged 23 SP:Iteration 23Q (1942.323265 sec): 3 clusters Score: Raw -792182.055151 + Penalty 1993.648128 = -790188.407023 nChanged 13 SP:Iteration 24Q (1942.409557 sec): 3 clusters Score: Raw -792187.856500 + Penalty 1993.648128 = -790194.208372 nChanged 9 SP:Iteration 25Q (1942.516031 sec): 3 clusters Score: Raw -792192.051875 + Penalty 1993.648128 = -790198.403747 nChanged 7 SP:Iteration 26Q (1942.608685 sec): 3 clusters Score: Raw -792196.078907 + Penalty 1993.648128 = -790202.430779 nChanged 5 SP:Iteration 27Q (1942.728036 sec): 3 clusters Score: Raw -792198.254924 + Penalty 1993.648128 = -790204.606797 nChanged 3 SP:Iteration 28Q (1942.824742 sec): 3 clusters Score: Raw -792199.883115 + Penalty 1993.648128 = -790206.234987 nChanged 2 SP:Iteration 29Q (1942.917467 sec): 3 clusters Score: Raw -792200.962566 + Penalty 1993.648128 = -790207.314438 nChanged 2 SP:Iteration 30Q (1943.035222 sec): 3 clusters Score: Raw -792201.823474 + Penalty 1993.648128 = -790208.175346 nChanged 1 SP:Iteration 31Q (1943.121753 sec): 3 clusters Score: Raw -792202.296834 + Penalty 1993.648128 = -790208.648706 nChanged 2 SP:Iteration 32Q (1943.223466 sec): 3 clusters Score: Raw -792203.733992 + Penalty 1993.648128 = -790210.085864 nChanged 4 SP:Iteration 33Q (1943.328702 sec): 3 clusters Score: Raw -792208.384488 + Penalty 1993.648128 = -790214.736361 nChanged 5 SP:Iteration 34Q (1943.440859 sec): 3 clusters Score: Raw -792210.749182 + Penalty 1993.648128 = -790217.101054 nChanged 2 SP:Iteration 35Q (1943.527193 sec): 3 clusters Score: Raw -792212.638742 + Penalty 1993.648128 = -790218.990614 nChanged 4 SP:Iteration 36Q (1943.638389 sec): 3 clusters Score: Raw -792215.320490 + Penalty 1993.648128 = -790221.672362 nChanged 4 SP:Iteration 37Q (1943.725767 sec): 3 clusters Score: Raw -792217.979069 + Penalty 1993.648128 = -790224.330941 nChanged 2 SP:Iteration 38Q (1943.846524 sec): 3 clusters Score: Raw -792218.958483 + Penalty 1993.648128 = -790225.310355 nChanged 5 SP:Iteration 39Q (1943.954064 sec): 3 clusters Score: Raw -792221.108250 + Penalty 1993.648128 = -790227.460122 nChanged 2 SP:Iteration 40F (1944.050618 sec): 3 clusters Score: Raw -792222.219107 + Penalty 1993.648128 = -790228.570979 nChanged 0 Trying to split cluster 9 (2987 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1944.093980 sec): 2 clusters Score: Raw -176071.629468 + Penalty 840.212606 = -175231.416862 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1944.168967 sec): 3 clusters Score: Raw -174572.179192 + Penalty 1680.425212 = -172891.753980 nChanged 1216 SP:Iteration 1F (1944.262520 sec): 3 clusters Score: Raw -175296.112060 + Penalty 1680.425212 = -173615.686848 nChanged 228 SP:Iteration 2F (1944.349133 sec): 3 clusters Score: Raw -175428.225346 + Penalty 1680.425212 = -173747.800134 nChanged 149 SP:Iteration 3Q (1944.444813 sec): 3 clusters Score: Raw -175506.640819 + Penalty 1680.425212 = -173826.215607 nChanged 151 SP:Iteration 4F (1944.511884 sec): 3 clusters Score: Raw -175590.849259 + Penalty 1680.425212 = -173910.424047 nChanged 129 SP:Iteration 5Q (1944.617632 sec): 3 clusters Score: Raw -175660.032740 + Penalty 1680.425212 = -173979.607528 nChanged 126 SP:Iteration 6Q (1944.695962 sec): 3 clusters Score: Raw -175737.969861 + Penalty 1680.425212 = -174057.544649 nChanged 112 SP:Iteration 7Q (1944.774699 sec): 3 clusters Score: Raw -175803.265092 + Penalty 1680.425212 = -174122.839880 nChanged 107 SP:Iteration 8Q (1944.877056 sec): 3 clusters Score: Raw -175866.222755 + Penalty 1680.425212 = -174185.797544 nChanged 99 SP:Iteration 9Q (1944.967560 sec): 3 clusters Score: Raw -175931.776372 + Penalty 1680.425212 = -174251.351160 nChanged 84 SP:Iteration 10Q (1945.060405 sec): 3 clusters Score: Raw -175991.529652 + Penalty 1680.425212 = -174311.104440 nChanged 62 SP:Iteration 11Q (1945.136834 sec): 3 clusters Score: Raw -176029.325428 + Penalty 1680.425212 = -174348.900216 nChanged 53 SP:Iteration 12Q (1945.227158 sec): 3 clusters Score: Raw -176065.317316 + Penalty 1680.425212 = -174384.892104 nChanged 38 SP:Iteration 13Q (1945.310316 sec): 3 clusters Score: Raw -176095.862622 + Penalty 1680.425212 = -174415.437411 nChanged 37 SP:Iteration 14Q (1945.395404 sec): 3 clusters Score: Raw -176120.389683 + Penalty 1680.425212 = -174439.964471 nChanged 30 SP:Iteration 15Q (1945.497948 sec): 3 clusters Score: Raw -176139.999508 + Penalty 1680.425212 = -174459.574296 nChanged 21 SP:Iteration 16Q (1945.571694 sec): 3 clusters Score: Raw -176157.350044 + Penalty 1680.425212 = -174476.924833 nChanged 20 SP:Iteration 17Q (1945.675001 sec): 3 clusters Score: Raw -176171.170532 + Penalty 1680.425212 = -174490.745320 nChanged 12 SP:Iteration 18Q (1945.759666 sec): 3 clusters Score: Raw -176176.960872 + Penalty 1680.425212 = -174496.535660 nChanged 9 SP:Iteration 19Q (1945.840338 sec): 3 clusters Score: Raw -176184.755595 + Penalty 1680.425212 = -174504.330383 nChanged 6 SP:Iteration 20F (1945.924058 sec): 3 clusters Score: Raw -176190.132605 + Penalty 1680.425212 = -174509.707393 nChanged 5 SP:Iteration 21Q (1946.011583 sec): 3 clusters Score: Raw -176194.402760 + Penalty 1680.425212 = -174513.977548 nChanged 6 SP:Iteration 22Q (1946.102903 sec): 3 clusters Score: Raw -176197.147236 + Penalty 1680.425212 = -174516.722024 nChanged 3 SP:Iteration 23Q (1946.208548 sec): 3 clusters Score: Raw -176199.417102 + Penalty 1680.425212 = -174518.991890 nChanged 4 SP:Iteration 24Q (1946.290537 sec): 3 clusters Score: Raw -176201.979070 + Penalty 1680.425212 = -174521.553858 nChanged 2 SP:Iteration 25Q (1946.383591 sec): 3 clusters Score: Raw -176202.961159 + Penalty 1680.425212 = -174522.535947 nChanged 1 SP:Iteration 26Q (1946.472000 sec): 3 clusters Score: Raw -176203.687439 + Penalty 1680.425212 = -174523.262227 nChanged 0 SP:Iteration 27F (1946.553876 sec): 3 clusters Score: Raw -176203.687439 + Penalty 1680.425212 = -174523.262227 nChanged 0 Trying to split cluster 10 (945 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1946.612691 sec): 2 clusters Score: Raw -37351.236202 + Penalty 719.374417 = -36631.861785 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1946.690342 sec): 3 clusters Score: Raw -37030.679604 + Penalty 1438.748835 = -35591.930769 nChanged 342 SP:Iteration 1F (1946.761200 sec): 3 clusters Score: Raw -37354.079668 + Penalty 1438.748835 = -35915.330833 nChanged 94 SP:Iteration 2F (1946.855383 sec): 3 clusters Score: Raw -37499.417653 + Penalty 1438.748835 = -36060.668818 nChanged 76 SP:Iteration 3F (1946.935531 sec): 3 clusters Score: Raw -37606.954849 + Penalty 1438.748835 = -36168.206014 nChanged 48 SP:Iteration 4F (1947.030312 sec): 3 clusters Score: Raw -37654.242091 + Penalty 1438.748835 = -36215.493256 nChanged 28 SP:Iteration 5Q (1947.109382 sec): 3 clusters Score: Raw -37695.146054 + Penalty 1438.748835 = -36256.397219 nChanged 27 SP:Iteration 6Q (1947.186781 sec): 3 clusters Score: Raw -37731.554219 + Penalty 1438.748835 = -36292.805384 nChanged 22 SP:Iteration 7Q (1947.264843 sec): 3 clusters Score: Raw -37753.652422 + Penalty 1438.748835 = -36314.903588 nChanged 22 SP:Iteration 8Q (1947.359025 sec): 3 clusters Score: Raw -37775.890550 + Penalty 1438.748835 = -36337.141715 nChanged 18 SP:Iteration 9Q (1947.437247 sec): 3 clusters Score: Raw -37794.169684 + Penalty 1438.748835 = -36355.420849 nChanged 17 SP:Iteration 10Q (1947.525756 sec): 3 clusters Score: Raw -37817.491030 + Penalty 1438.748835 = -36378.742195 nChanged 14 SP:Iteration 11Q (1947.598961 sec): 3 clusters Score: Raw -37831.742757 + Penalty 1438.748835 = -36392.993922 nChanged 10 SP:Iteration 12Q (1947.682402 sec): 3 clusters Score: Raw -37842.790909 + Penalty 1438.748835 = -36404.042074 nChanged 6 SP:Iteration 13Q (1947.784207 sec): 3 clusters Score: Raw -37869.121034 + Penalty 1438.748835 = -36430.372199 nChanged 17 SP:Iteration 14Q (1947.841992 sec): 3 clusters Score: Raw -37911.179954 + Penalty 1438.748835 = -36472.431119 nChanged 18 SP:Iteration 15Q (1947.941660 sec): 3 clusters Score: Raw -37933.978098 + Penalty 1438.748835 = -36495.229263 nChanged 14 SP:Iteration 16Q (1948.005943 sec): 3 clusters Score: Raw -37948.467984 + Penalty 1438.748835 = -36509.719149 nChanged 9 SP:Iteration 17Q (1948.111553 sec): 3 clusters Score: Raw -37954.984042 + Penalty 1438.748835 = -36516.235207 nChanged 5 SP:Iteration 18Q (1948.191536 sec): 3 clusters Score: Raw -37959.349181 + Penalty 1438.748835 = -36520.600346 nChanged 2 SP:Iteration 19Q (1948.269039 sec): 3 clusters Score: Raw -37959.891671 + Penalty 1438.748835 = -36521.142836 nChanged 0 SP:Iteration 20F (1948.379719 sec): 3 clusters Score: Raw -37963.136132 + Penalty 1438.748835 = -36524.387298 nChanged 2 SP:Iteration 21Q (1948.450069 sec): 3 clusters Score: Raw -37969.806339 + Penalty 1438.748835 = -36531.057504 nChanged 3 SP:Iteration 22Q (1948.549951 sec): 3 clusters Score: Raw -37974.797668 + Penalty 1438.748835 = -36536.048833 nChanged 1 SP:Iteration 23Q (1948.617215 sec): 3 clusters Score: Raw -37975.149088 + Penalty 1438.748835 = -36536.400254 nChanged 1 SP:Iteration 24Q (1948.712377 sec): 3 clusters Score: Raw -37975.796671 + Penalty 1438.748835 = -36537.047836 nChanged 1 SP:Iteration 25Q (1948.802686 sec): 3 clusters Score: Raw -37977.176226 + Penalty 1438.748835 = -36538.427391 nChanged 3 SP:Iteration 26Q (1948.887726 sec): 3 clusters Score: Raw -37980.690357 + Penalty 1438.748835 = -36541.941522 nChanged 0 SP:Iteration 27F (1948.958201 sec): 3 clusters Score: Raw -37980.690357 + Penalty 1438.748835 = -36541.941522 nChanged 0 Trying to split cluster 11 (6282 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1949.038293 sec): 2 clusters Score: Raw -358384.949149 + Penalty 918.271586 = -357466.677562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1949.133646 sec): 3 clusters Score: Raw -354862.914345 + Penalty 1836.543173 = -353026.371173 nChanged 2717 SP:Iteration 1F (1949.207777 sec): 3 clusters Score: Raw -356426.619545 + Penalty 1836.543173 = -354590.076373 nChanged 472 SP:Iteration 2F (1949.317295 sec): 3 clusters Score: Raw -356747.449727 + Penalty 1836.543173 = -354910.906554 nChanged 434 SP:Iteration 3F (1949.393962 sec): 3 clusters Score: Raw -357043.857361 + Penalty 1836.543173 = -355207.314188 nChanged 389 SP:Iteration 4F (1949.481734 sec): 3 clusters Score: Raw -357304.997314 + Penalty 1836.543173 = -355468.454141 nChanged 328 SP:Iteration 5F (1949.579192 sec): 3 clusters Score: Raw -357502.054660 + Penalty 1836.543173 = -355665.511488 nChanged 296 SP:Iteration 6Q (1949.670950 sec): 3 clusters Score: Raw -357670.381591 + Penalty 1836.543173 = -355833.838418 nChanged 261 SP:Iteration 7Q (1949.748411 sec): 3 clusters Score: Raw -357811.376564 + Penalty 1836.543173 = -355974.833391 nChanged 212 SP:Iteration 8Q (1949.825893 sec): 3 clusters Score: Raw -357939.100007 + Penalty 1836.543173 = -356102.556834 nChanged 198 SP:Iteration 9Q (1949.912630 sec): 3 clusters Score: Raw -358051.183955 + Penalty 1836.543173 = -356214.640782 nChanged 165 SP:Iteration 10Q (1950.011915 sec): 3 clusters Score: Raw -358162.809552 + Penalty 1836.543173 = -356326.266379 nChanged 163 SP:Iteration 11Q (1950.122174 sec): 3 clusters Score: Raw -358290.850463 + Penalty 1836.543173 = -356454.307290 nChanged 154 SP:Iteration 12Q (1950.200643 sec): 3 clusters Score: Raw -358410.008122 + Penalty 1836.543173 = -356573.464950 nChanged 120 SP:Iteration 13Q (1950.285588 sec): 3 clusters Score: Raw -358509.868153 + Penalty 1836.543173 = -356673.324980 nChanged 102 SP:Iteration 14Q (1950.397781 sec): 3 clusters Score: Raw -358593.366234 + Penalty 1836.543173 = -356756.823061 nChanged 109 SP:Iteration 15Q (1950.493368 sec): 3 clusters Score: Raw -358655.193573 + Penalty 1836.543173 = -356818.650401 nChanged 84 SP:Iteration 16Q (1950.580713 sec): 3 clusters Score: Raw -358691.939576 + Penalty 1836.543173 = -356855.396403 nChanged 67 SP:Iteration 17Q (1950.652911 sec): 3 clusters Score: Raw -358723.875057 + Penalty 1836.543173 = -356887.331885 nChanged 50 SP:Iteration 18Q (1950.760593 sec): 3 clusters Score: Raw -358741.909259 + Penalty 1836.543173 = -356905.366086 nChanged 41 SP:Iteration 19Q (1950.841475 sec): 3 clusters Score: Raw -358754.136718 + Penalty 1836.543173 = -356917.593545 nChanged 34 SP:Iteration 20F (1950.920713 sec): 3 clusters Score: Raw -358766.833885 + Penalty 1836.543173 = -356930.290712 nChanged 27 SP:Iteration 21Q (1951.011156 sec): 3 clusters Score: Raw -358775.547050 + Penalty 1836.543173 = -356939.003877 nChanged 19 SP:Iteration 22Q (1951.098983 sec): 3 clusters Score: Raw -358780.367322 + Penalty 1836.543173 = -356943.824149 nChanged 17 SP:Iteration 23Q (1951.196313 sec): 3 clusters Score: Raw -358784.048780 + Penalty 1836.543173 = -356947.505607 nChanged 19 SP:Iteration 24Q (1951.287499 sec): 3 clusters Score: Raw -358788.546146 + Penalty 1836.543173 = -356952.002974 nChanged 18 SP:Iteration 25Q (1951.374347 sec): 3 clusters Score: Raw -358794.544998 + Penalty 1836.543173 = -356958.001825 nChanged 25 SP:Iteration 26Q (1951.463535 sec): 3 clusters Score: Raw -358801.468712 + Penalty 1836.543173 = -356964.925540 nChanged 16 SP:Iteration 27Q (1951.581795 sec): 3 clusters Score: Raw -358806.136187 + Penalty 1836.543173 = -356969.593014 nChanged 16 SP:Iteration 28Q (1951.685448 sec): 3 clusters Score: Raw -358809.921433 + Penalty 1836.543173 = -356973.378260 nChanged 14 SP:Iteration 29Q (1951.768006 sec): 3 clusters Score: Raw -358814.138650 + Penalty 1836.543173 = -356977.595477 nChanged 14 SP:Iteration 30Q (1951.863730 sec): 3 clusters Score: Raw -358818.249441 + Penalty 1836.543173 = -356981.706268 nChanged 10 SP:Iteration 31Q (1951.947014 sec): 3 clusters Score: Raw -358821.394899 + Penalty 1836.543173 = -356984.851726 nChanged 13 SP:Iteration 32Q (1952.031373 sec): 3 clusters Score: Raw -358825.346427 + Penalty 1836.543173 = -356988.803255 nChanged 5 SP:Iteration 33Q (1952.143771 sec): 3 clusters Score: Raw -358826.214348 + Penalty 1836.543173 = -356989.671175 nChanged 6 SP:Iteration 34Q (1952.231550 sec): 3 clusters Score: Raw -358826.951316 + Penalty 1836.543173 = -356990.408143 nChanged 5 SP:Iteration 35Q (1952.324808 sec): 3 clusters Score: Raw -358827.472513 + Penalty 1836.543173 = -356990.929340 nChanged 0 SP:Iteration 36F (1952.402939 sec): 3 clusters Score: Raw -358827.472513 + Penalty 1836.543173 = -356990.929340 nChanged 0 Trying to split cluster 12 (6564 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1952.456742 sec): 2 clusters Score: Raw -371206.367813 + Penalty 922.882322 = -370283.485490 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1952.556672 sec): 3 clusters Score: Raw -367485.345391 + Penalty 1845.764645 = -365639.580746 nChanged 2862 SP:Iteration 1F (1952.660073 sec): 3 clusters Score: Raw -369153.538139 + Penalty 1845.764645 = -367307.773494 nChanged 549 SP:Iteration 2F (1952.751080 sec): 3 clusters Score: Raw -369538.466552 + Penalty 1845.764645 = -367692.701907 nChanged 475 SP:Iteration 3F (1952.816195 sec): 3 clusters Score: Raw -369875.851272 + Penalty 1845.764645 = -368030.086627 nChanged 424 SP:Iteration 4F (1952.910419 sec): 3 clusters Score: Raw -370190.234514 + Penalty 1845.764645 = -368344.469869 nChanged 341 SP:Iteration 5F (1953.007924 sec): 3 clusters Score: Raw -370400.589254 + Penalty 1845.764645 = -368554.824609 nChanged 283 SP:Iteration 6Q (1953.097694 sec): 3 clusters Score: Raw -370573.636543 + Penalty 1845.764645 = -368727.871898 nChanged 228 SP:Iteration 7Q (1953.192521 sec): 3 clusters Score: Raw -370712.602212 + Penalty 1845.764645 = -368866.837567 nChanged 182 SP:Iteration 8Q (1953.279691 sec): 3 clusters Score: Raw -370833.588744 + Penalty 1845.764645 = -368987.824099 nChanged 170 SP:Iteration 9Q (1953.372590 sec): 3 clusters Score: Raw -370944.600728 + Penalty 1845.764645 = -369098.836083 nChanged 150 SP:Iteration 10Q (1953.450135 sec): 3 clusters Score: Raw -371046.177747 + Penalty 1845.764645 = -369200.413102 nChanged 113 SP:Iteration 11Q (1953.544225 sec): 3 clusters Score: Raw -371123.112608 + Penalty 1845.764645 = -369277.347963 nChanged 103 SP:Iteration 12Q (1953.635171 sec): 3 clusters Score: Raw -371192.080896 + Penalty 1845.764645 = -369346.316251 nChanged 102 SP:Iteration 13Q (1953.725469 sec): 3 clusters Score: Raw -371264.088936 + Penalty 1845.764645 = -369418.324291 nChanged 92 SP:Iteration 14Q (1953.822092 sec): 3 clusters Score: Raw -371326.146944 + Penalty 1845.764645 = -369480.382300 nChanged 72 SP:Iteration 15Q (1953.920441 sec): 3 clusters Score: Raw -371361.963821 + Penalty 1845.764645 = -369516.199176 nChanged 51 SP:Iteration 16Q (1954.011277 sec): 3 clusters Score: Raw -371389.376333 + Penalty 1845.764645 = -369543.611688 nChanged 48 SP:Iteration 17Q (1954.082545 sec): 3 clusters Score: Raw -371415.149039 + Penalty 1845.764645 = -369569.384394 nChanged 54 SP:Iteration 18Q (1954.183676 sec): 3 clusters Score: Raw -371440.393748 + Penalty 1845.764645 = -369594.629103 nChanged 45 SP:Iteration 19Q (1954.257121 sec): 3 clusters Score: Raw -371468.115105 + Penalty 1845.764645 = -369622.350460 nChanged 57 SP:Iteration 20F (1954.362546 sec): 3 clusters Score: Raw -371502.747650 + Penalty 1845.764645 = -369656.983005 nChanged 49 SP:Iteration 21Q (1954.439756 sec): 3 clusters Score: Raw -371525.977617 + Penalty 1845.764645 = -369680.212973 nChanged 32 SP:Iteration 22Q (1954.538606 sec): 3 clusters Score: Raw -371538.034055 + Penalty 1845.764645 = -369692.269410 nChanged 23 SP:Iteration 23Q (1954.620215 sec): 3 clusters Score: Raw -371549.373773 + Penalty 1845.764645 = -369703.609128 nChanged 19 SP:Iteration 24Q (1954.726789 sec): 3 clusters Score: Raw -371560.598875 + Penalty 1845.764645 = -369714.834230 nChanged 22 SP:Iteration 25Q (1954.827245 sec): 3 clusters Score: Raw -371569.845261 + Penalty 1845.764645 = -369724.080616 nChanged 21 SP:Iteration 26Q (1954.918455 sec): 3 clusters Score: Raw -371581.193023 + Penalty 1845.764645 = -369735.428378 nChanged 17 SP:Iteration 27Q (1955.011806 sec): 3 clusters Score: Raw -371590.601477 + Penalty 1845.764645 = -369744.836832 nChanged 14 SP:Iteration 28Q (1955.101731 sec): 3 clusters Score: Raw -371598.255463 + Penalty 1845.764645 = -369752.490818 nChanged 12 SP:Iteration 29Q (1955.182451 sec): 3 clusters Score: Raw -371604.595054 + Penalty 1845.764645 = -369758.830409 nChanged 11 SP:Iteration 30Q (1955.276714 sec): 3 clusters Score: Raw -371608.081507 + Penalty 1845.764645 = -369762.316862 nChanged 8 SP:Iteration 31Q (1955.351129 sec): 3 clusters Score: Raw -371610.192658 + Penalty 1845.764645 = -369764.428013 nChanged 5 SP:Iteration 32Q (1955.455499 sec): 3 clusters Score: Raw -371611.001365 + Penalty 1845.764645 = -369765.236720 nChanged 3 SP:Iteration 33Q (1955.534684 sec): 3 clusters Score: Raw -371612.122084 + Penalty 1845.764645 = -369766.357439 nChanged 4 SP:Iteration 34Q (1955.637386 sec): 3 clusters Score: Raw -371613.754077 + Penalty 1845.764645 = -369767.989432 nChanged 9 SP:Iteration 35Q (1955.712845 sec): 3 clusters Score: Raw -371617.871631 + Penalty 1845.764645 = -369772.106986 nChanged 9 SP:Iteration 36Q (1955.804710 sec): 3 clusters Score: Raw -371621.539079 + Penalty 1845.764645 = -369775.774434 nChanged 6 SP:Iteration 37Q (1955.913810 sec): 3 clusters Score: Raw -371624.578688 + Penalty 1845.764645 = -369778.814043 nChanged 8 SP:Iteration 38Q (1955.992781 sec): 3 clusters Score: Raw -371628.210488 + Penalty 1845.764645 = -369782.445843 nChanged 12 SP:Iteration 39Q (1956.095634 sec): 3 clusters Score: Raw -371636.097815 + Penalty 1845.764645 = -369790.333170 nChanged 11 SP:Iteration 40F (1956.188917 sec): 3 clusters Score: Raw -371642.310675 + Penalty 1845.764645 = -369796.546030 nChanged 10 SP:Iteration 41Q (1956.277927 sec): 3 clusters Score: Raw -371646.247363 + Penalty 1845.764645 = -369800.482718 nChanged 7 SP:Iteration 42Q (1956.369057 sec): 3 clusters Score: Raw -371649.434820 + Penalty 1845.764645 = -369803.670175 nChanged 7 SP:Iteration 43Q (1956.446062 sec): 3 clusters Score: Raw -371652.003295 + Penalty 1845.764645 = -369806.238650 nChanged 8 SP:Iteration 44Q (1956.551564 sec): 3 clusters Score: Raw -371655.386598 + Penalty 1845.764645 = -369809.621954 nChanged 8 SP:Iteration 45Q (1956.647703 sec): 3 clusters Score: Raw -371659.333775 + Penalty 1845.764645 = -369813.569130 nChanged 10 SP:Iteration 46Q (1956.735290 sec): 3 clusters Score: Raw -371662.815552 + Penalty 1845.764645 = -369817.050907 nChanged 4 SP:Iteration 47Q (1956.826598 sec): 3 clusters Score: Raw -371663.742741 + Penalty 1845.764645 = -369817.978096 nChanged 2 SP:Iteration 48Q (1956.912601 sec): 3 clusters Score: Raw -371664.056167 + Penalty 1845.764645 = -369818.291522 nChanged 2 SP:Iteration 49Q (1957.007404 sec): 3 clusters Score: Raw -371664.880874 + Penalty 1845.764645 = -369819.116229 nChanged 1 SP:Iteration 50Q (1957.096089 sec): 3 clusters Score: Raw -371664.975110 + Penalty 1845.764645 = -369819.210465 nChanged 0 SP:Iteration 51F (1957.193786 sec): 3 clusters Score: Raw -371664.975110 + Penalty 1845.764645 = -369819.210465 nChanged 0 Trying to split cluster 13 (4580 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1957.246725 sec): 2 clusters Score: Raw -224220.144046 + Penalty 885.092699 = -223335.051346 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1957.320546 sec): 3 clusters Score: Raw -221772.252336 + Penalty 1770.185398 = -220002.066938 nChanged 1910 SP:Iteration 1F (1957.415963 sec): 3 clusters Score: Raw -223271.292160 + Penalty 1770.185398 = -221501.106762 nChanged 439 SP:Iteration 2F (1957.498641 sec): 3 clusters Score: Raw -223761.689707 + Penalty 1770.185398 = -221991.504309 nChanged 395 SP:Iteration 3F (1957.609864 sec): 3 clusters Score: Raw -224165.722012 + Penalty 1770.185398 = -222395.536614 nChanged 260 SP:Iteration 4F (1957.693154 sec): 3 clusters Score: Raw -224377.571953 + Penalty 1770.185398 = -222607.386554 nChanged 193 SP:Iteration 5Q (1957.797731 sec): 3 clusters Score: Raw -224515.915904 + Penalty 1770.185398 = -222745.730506 nChanged 146 SP:Iteration 6Q (1957.874453 sec): 3 clusters Score: Raw -224611.321881 + Penalty 1770.185398 = -222841.136482 nChanged 105 SP:Iteration 7Q (1957.970934 sec): 3 clusters Score: Raw -224671.812060 + Penalty 1770.185398 = -222901.626662 nChanged 99 SP:Iteration 8Q (1958.064030 sec): 3 clusters Score: Raw -224729.480679 + Penalty 1770.185398 = -222959.295281 nChanged 81 SP:Iteration 9Q (1958.150868 sec): 3 clusters Score: Raw -224768.403484 + Penalty 1770.185398 = -222998.218085 nChanged 54 SP:Iteration 10Q (1958.240165 sec): 3 clusters Score: Raw -224790.727794 + Penalty 1770.185398 = -223020.542396 nChanged 47 SP:Iteration 11Q (1958.329381 sec): 3 clusters Score: Raw -224807.173531 + Penalty 1770.185398 = -223036.988133 nChanged 34 SP:Iteration 12Q (1958.409035 sec): 3 clusters Score: Raw -224821.193274 + Penalty 1770.185398 = -223051.007876 nChanged 27 SP:Iteration 13Q (1958.508601 sec): 3 clusters Score: Raw -224829.468535 + Penalty 1770.185398 = -223059.283136 nChanged 26 SP:Iteration 14Q (1958.589774 sec): 3 clusters Score: Raw -224838.856784 + Penalty 1770.185398 = -223068.671386 nChanged 25 SP:Iteration 15Q (1958.684262 sec): 3 clusters Score: Raw -224849.828252 + Penalty 1770.185398 = -223079.642854 nChanged 21 SP:Iteration 16Q (1958.780616 sec): 3 clusters Score: Raw -224861.027956 + Penalty 1770.185398 = -223090.842558 nChanged 25 SP:Iteration 17Q (1958.844611 sec): 3 clusters Score: Raw -224870.483276 + Penalty 1770.185398 = -223100.297878 nChanged 23 SP:Iteration 18Q (1958.930977 sec): 3 clusters Score: Raw -224879.488205 + Penalty 1770.185398 = -223109.302807 nChanged 22 SP:Iteration 19Q (1959.012914 sec): 3 clusters Score: Raw -224888.250060 + Penalty 1770.185398 = -223118.064661 nChanged 25 SP:Iteration 20F (1959.103910 sec): 3 clusters Score: Raw -224899.595817 + Penalty 1770.185398 = -223129.410419 nChanged 23 SP:Iteration 21Q (1959.193720 sec): 3 clusters Score: Raw -224907.546747 + Penalty 1770.185398 = -223137.361348 nChanged 19 SP:Iteration 22Q (1959.292242 sec): 3 clusters Score: Raw -224911.970002 + Penalty 1770.185398 = -223141.784604 nChanged 12 SP:Iteration 23Q (1959.369531 sec): 3 clusters Score: Raw -224915.070315 + Penalty 1770.185398 = -223144.884917 nChanged 8 SP:Iteration 24Q (1959.466550 sec): 3 clusters Score: Raw -224916.951625 + Penalty 1770.185398 = -223146.766226 nChanged 4 SP:Iteration 25Q (1959.544481 sec): 3 clusters Score: Raw -224917.962286 + Penalty 1770.185398 = -223147.776888 nChanged 4 SP:Iteration 26Q (1959.633027 sec): 3 clusters Score: Raw -224918.469345 + Penalty 1770.185398 = -223148.283947 nChanged 3 SP:Iteration 27Q (1959.732073 sec): 3 clusters Score: Raw -224918.692493 + Penalty 1770.185398 = -223148.507095 nChanged 0 SP:Iteration 28F (1959.821165 sec): 3 clusters Score: Raw -224918.692493 + Penalty 1770.185398 = -223148.507095 nChanged 0 Trying to split cluster 14 (21091 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1959.920988 sec): 2 clusters Score: Raw -1246186.237682 + Penalty 1045.443177 = -1245140.794505 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1960.016365 sec): 3 clusters Score: Raw -1233123.081193 + Penalty 2090.886355 = -1231032.194839 nChanged 9739 SP:Iteration 1F (1960.127894 sec): 3 clusters Score: Raw -1239064.832186 + Penalty 2090.886355 = -1236973.945831 nChanged 1383 SP:Iteration 2F (1960.239375 sec): 3 clusters Score: Raw -1239835.327505 + Penalty 2090.886355 = -1237744.441150 nChanged 1392 SP:Iteration 3F (1960.358776 sec): 3 clusters Score: Raw -1240694.905671 + Penalty 2090.886355 = -1238604.019317 nChanged 1328 SP:Iteration 4F (1960.494241 sec): 3 clusters Score: Raw -1241553.238433 + Penalty 2090.886355 = -1239462.352078 nChanged 1223 SP:Iteration 5F (1960.610901 sec): 3 clusters Score: Raw -1242306.301660 + Penalty 2090.886355 = -1240215.415306 nChanged 1009 SP:Iteration 6Q (1960.725314 sec): 3 clusters Score: Raw -1242962.561188 + Penalty 2090.886355 = -1240871.674834 nChanged 890 SP:Iteration 7Q (1960.835972 sec): 3 clusters Score: Raw -1243519.580775 + Penalty 2090.886355 = -1241428.694420 nChanged 704 SP:Iteration 8Q (1960.940195 sec): 3 clusters Score: Raw -1243919.114536 + Penalty 2090.886355 = -1241828.228182 nChanged 545 SP:Iteration 9Q (1961.054925 sec): 3 clusters Score: Raw -1244184.254941 + Penalty 2090.886355 = -1242093.368586 nChanged 442 SP:Iteration 10Q (1961.165988 sec): 3 clusters Score: Raw -1244384.685174 + Penalty 2090.886355 = -1242293.798819 nChanged 366 SP:Iteration 11Q (1961.300862 sec): 3 clusters Score: Raw -1244551.145451 + Penalty 2090.886355 = -1242460.259096 nChanged 341 SP:Iteration 12Q (1961.403741 sec): 3 clusters Score: Raw -1244694.475622 + Penalty 2090.886355 = -1242603.589267 nChanged 338 SP:Iteration 13Q (1961.514323 sec): 3 clusters Score: Raw -1244844.258688 + Penalty 2090.886355 = -1242753.372334 nChanged 324 SP:Iteration 14Q (1961.643816 sec): 3 clusters Score: Raw -1244980.767508 + Penalty 2090.886355 = -1242889.881154 nChanged 285 SP:Iteration 15Q (1961.749521 sec): 3 clusters Score: Raw -1245090.300567 + Penalty 2090.886355 = -1242999.414212 nChanged 276 SP:Iteration 16Q (1961.834475 sec): 3 clusters Score: Raw -1245201.845193 + Penalty 2090.886355 = -1243110.958838 nChanged 289 SP:Iteration 17Q (1961.955622 sec): 3 clusters Score: Raw -1245319.986140 + Penalty 2090.886355 = -1243229.099785 nChanged 289 SP:Iteration 18Q (1962.055485 sec): 3 clusters Score: Raw -1245437.769102 + Penalty 2090.886355 = -1243346.882747 nChanged 263 SP:Iteration 19Q (1962.180613 sec): 3 clusters Score: Raw -1245549.397029 + Penalty 2090.886355 = -1243458.510674 nChanged 248 SP:Iteration 20F (1962.294484 sec): 3 clusters Score: Raw -1245648.750295 + Penalty 2090.886355 = -1243557.863941 nChanged 228 SP:Iteration 21Q (1962.400353 sec): 3 clusters Score: Raw -1245732.035439 + Penalty 2090.886355 = -1243641.149084 nChanged 214 SP:Iteration 22Q (1962.517974 sec): 3 clusters Score: Raw -1245811.442703 + Penalty 2090.886355 = -1243720.556348 nChanged 203 SP:Iteration 23Q (1962.614677 sec): 3 clusters Score: Raw -1245892.887902 + Penalty 2090.886355 = -1243802.001547 nChanged 185 SP:Iteration 24Q (1962.764676 sec): 3 clusters Score: Raw -1245967.792906 + Penalty 2090.886355 = -1243876.906552 nChanged 156 SP:Iteration 25Q (1962.892699 sec): 3 clusters Score: Raw -1246022.712563 + Penalty 2090.886355 = -1243931.826209 nChanged 131 SP:Iteration 26Q (1963.014653 sec): 3 clusters Score: Raw -1246071.383253 + Penalty 2090.886355 = -1243980.496899 nChanged 124 SP:Iteration 27Q (1963.119141 sec): 3 clusters Score: Raw -1246115.857283 + Penalty 2090.886355 = -1244024.970928 nChanged 117 SP:Iteration 28Q (1963.229820 sec): 3 clusters Score: Raw -1246160.920531 + Penalty 2090.886355 = -1244070.034176 nChanged 127 SP:Iteration 29Q (1963.325055 sec): 3 clusters Score: Raw -1246223.065614 + Penalty 2090.886355 = -1244132.179260 nChanged 121 SP:Iteration 30Q (1963.456202 sec): 3 clusters Score: Raw -1246281.000915 + Penalty 2090.886355 = -1244190.114561 nChanged 98 SP:Iteration 31Q (1963.575571 sec): 3 clusters Score: Raw -1246330.361617 + Penalty 2090.886355 = -1244239.475263 nChanged 87 SP:Iteration 32Q (1963.684260 sec): 3 clusters Score: Raw -1246368.728592 + Penalty 2090.886355 = -1244277.842238 nChanged 70 SP:Iteration 33Q (1963.785344 sec): 3 clusters Score: Raw -1246399.217168 + Penalty 2090.886355 = -1244308.330814 nChanged 55 SP:Iteration 34Q (1963.882676 sec): 3 clusters Score: Raw -1246422.555155 + Penalty 2090.886355 = -1244331.668800 nChanged 53 SP:Iteration 35Q (1964.003647 sec): 3 clusters Score: Raw -1246445.237534 + Penalty 2090.886355 = -1244354.351180 nChanged 42 SP:Iteration 36Q (1964.107149 sec): 3 clusters Score: Raw -1246461.094673 + Penalty 2090.886355 = -1244370.208319 nChanged 36 SP:Iteration 37Q (1964.219389 sec): 3 clusters Score: Raw -1246475.757506 + Penalty 2090.886355 = -1244384.871152 nChanged 31 SP:Iteration 38Q (1964.342167 sec): 3 clusters Score: Raw -1246485.592227 + Penalty 2090.886355 = -1244394.705873 nChanged 26 SP:Iteration 39Q (1964.450970 sec): 3 clusters Score: Raw -1246493.537231 + Penalty 2090.886355 = -1244402.650877 nChanged 21 SP:Iteration 40F (1964.564573 sec): 3 clusters Score: Raw -1246498.660570 + Penalty 2090.886355 = -1244407.774216 nChanged 11 SP:Iteration 41Q (1964.691849 sec): 3 clusters Score: Raw -1246500.873388 + Penalty 2090.886355 = -1244409.987033 nChanged 11 SP:Iteration 42Q (1964.783523 sec): 3 clusters Score: Raw -1246502.920507 + Penalty 2090.886355 = -1244412.034152 nChanged 6 SP:Iteration 43Q (1964.894473 sec): 3 clusters Score: Raw -1246503.843836 + Penalty 2090.886355 = -1244412.957481 nChanged 3 SP:Iteration 44Q (1964.994366 sec): 3 clusters Score: Raw -1246505.034557 + Penalty 2090.886355 = -1244414.148202 nChanged 9 SP:Iteration 45Q (1965.104823 sec): 3 clusters Score: Raw -1246506.918869 + Penalty 2090.886355 = -1244416.032514 nChanged 8 SP:Iteration 46Q (1965.212591 sec): 3 clusters Score: Raw -1246508.984992 + Penalty 2090.886355 = -1244418.098637 nChanged 11 SP:Iteration 47Q (1965.313530 sec): 3 clusters Score: Raw -1246512.157405 + Penalty 2090.886355 = -1244421.271051 nChanged 12 SP:Iteration 48Q (1965.420656 sec): 3 clusters Score: Raw -1246514.749607 + Penalty 2090.886355 = -1244423.863252 nChanged 7 SP:Iteration 49Q (1965.553508 sec): 3 clusters Score: Raw -1246516.123695 + Penalty 2090.886355 = -1244425.237340 nChanged 4 SP:Iteration 50Q (1965.655822 sec): 3 clusters Score: Raw -1246516.753231 + Penalty 2090.886355 = -1244425.866877 nChanged 2 SP:Iteration 51Q (1965.770238 sec): 3 clusters Score: Raw -1246517.049692 + Penalty 2090.886355 = -1244426.163338 nChanged 1 SP:Iteration 52Q (1965.872164 sec): 3 clusters Score: Raw -1246517.331419 + Penalty 2090.886355 = -1244426.445065 nChanged 1 SP:Iteration 53Q (1965.986617 sec): 3 clusters Score: Raw -1246517.454090 + Penalty 2090.886355 = -1244426.567735 nChanged 2 SP:Iteration 54Q (1966.082932 sec): 3 clusters Score: Raw -1246517.714569 + Penalty 2090.886355 = -1244426.828215 nChanged 0 SP:Iteration 55F (1966.198780 sec): 3 clusters Score: Raw -1246517.714569 + Penalty 2090.886355 = -1244426.828215 nChanged 0 Trying to split cluster 15 (1250 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1966.266480 sec): 2 clusters Score: Raw -62299.134229 + Penalty 748.744377 = -61550.389852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1966.342420 sec): 3 clusters Score: Raw -61781.596506 + Penalty 1497.488754 = -60284.107752 nChanged 462 SP:Iteration 1F (1966.432187 sec): 3 clusters Score: Raw -62200.597822 + Penalty 1497.488754 = -60703.109068 nChanged 135 SP:Iteration 2F (1966.514807 sec): 3 clusters Score: Raw -62330.908957 + Penalty 1497.488754 = -60833.420203 nChanged 85 SP:Iteration 3F (1966.622504 sec): 3 clusters Score: Raw -62410.897917 + Penalty 1497.488754 = -60913.409162 nChanged 55 SP:Iteration 4Q (1966.682869 sec): 3 clusters Score: Raw -62462.375736 + Penalty 1497.488754 = -60964.886982 nChanged 50 SP:Iteration 5Q (1966.797104 sec): 3 clusters Score: Raw -62512.219493 + Penalty 1497.488754 = -61014.730738 nChanged 39 SP:Iteration 6Q (1966.860796 sec): 3 clusters Score: Raw -62570.258108 + Penalty 1497.488754 = -61072.769353 nChanged 45 SP:Iteration 7Q (1966.966245 sec): 3 clusters Score: Raw -62652.070579 + Penalty 1497.488754 = -61154.581825 nChanged 41 SP:Iteration 8Q (1967.049113 sec): 3 clusters Score: Raw -62712.908038 + Penalty 1497.488754 = -61215.419284 nChanged 40 SP:Iteration 9Q (1967.135683 sec): 3 clusters Score: Raw -62748.863996 + Penalty 1497.488754 = -61251.375241 nChanged 31 SP:Iteration 10Q (1967.219626 sec): 3 clusters Score: Raw -62772.193503 + Penalty 1497.488754 = -61274.704749 nChanged 23 SP:Iteration 11Q (1967.287347 sec): 3 clusters Score: Raw -62787.360657 + Penalty 1497.488754 = -61289.871903 nChanged 14 SP:Iteration 12Q (1967.373379 sec): 3 clusters Score: Raw -62794.857300 + Penalty 1497.488754 = -61297.368546 nChanged 13 SP:Iteration 13Q (1967.469538 sec): 3 clusters Score: Raw -62807.031124 + Penalty 1497.488754 = -61309.542370 nChanged 20 SP:Iteration 14Q (1967.550461 sec): 3 clusters Score: Raw -62822.240118 + Penalty 1497.488754 = -61324.751364 nChanged 10 SP:Iteration 15Q (1967.653995 sec): 3 clusters Score: Raw -62826.128062 + Penalty 1497.488754 = -61328.639307 nChanged 5 SP:Iteration 16Q (1967.735506 sec): 3 clusters Score: Raw -62829.634261 + Penalty 1497.488754 = -61332.145507 nChanged 1 SP:Iteration 17Q (1967.800079 sec): 3 clusters Score: Raw -62830.606311 + Penalty 1497.488754 = -61333.117556 nChanged 0 SP:Iteration 18F (1967.892951 sec): 3 clusters Score: Raw -62830.606311 + Penalty 1497.488754 = -61333.117556 nChanged 0 Trying to split cluster 16 (2997 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1967.943790 sec): 2 clusters Score: Raw -140737.041839 + Penalty 840.563542 = -139896.478296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1968.024669 sec): 3 clusters Score: Raw -139246.252261 + Penalty 1681.127084 = -137565.125177 nChanged 1221 SP:Iteration 1F (1968.109303 sec): 3 clusters Score: Raw -140219.062051 + Penalty 1681.127084 = -138537.934967 nChanged 345 SP:Iteration 2F (1968.186668 sec): 3 clusters Score: Raw -140614.597028 + Penalty 1681.127084 = -138933.469944 nChanged 260 SP:Iteration 3F (1968.276002 sec): 3 clusters Score: Raw -140858.459002 + Penalty 1681.127084 = -139177.331918 nChanged 177 SP:Iteration 4F (1968.368472 sec): 3 clusters Score: Raw -141002.634781 + Penalty 1681.127084 = -139321.507697 nChanged 127 SP:Iteration 5Q (1968.449403 sec): 3 clusters Score: Raw -141074.505341 + Penalty 1681.127084 = -139393.378257 nChanged 90 SP:Iteration 6Q (1968.516428 sec): 3 clusters Score: Raw -141115.916720 + Penalty 1681.127084 = -139434.789636 nChanged 57 SP:Iteration 7Q (1968.597846 sec): 3 clusters Score: Raw -141138.742756 + Penalty 1681.127084 = -139457.615672 nChanged 45 SP:Iteration 8Q (1968.688177 sec): 3 clusters Score: Raw -141153.387688 + Penalty 1681.127084 = -139472.260604 nChanged 33 SP:Iteration 9Q (1968.784334 sec): 3 clusters Score: Raw -141163.155088 + Penalty 1681.127084 = -139482.028004 nChanged 22 SP:Iteration 10Q (1968.880787 sec): 3 clusters Score: Raw -141170.069097 + Penalty 1681.127084 = -139488.942013 nChanged 20 SP:Iteration 11Q (1968.965886 sec): 3 clusters Score: Raw -141176.146495 + Penalty 1681.127084 = -139495.019411 nChanged 14 SP:Iteration 12Q (1969.041613 sec): 3 clusters Score: Raw -141179.502445 + Penalty 1681.127084 = -139498.375360 nChanged 11 SP:Iteration 13Q (1969.121522 sec): 3 clusters Score: Raw -141181.921934 + Penalty 1681.127084 = -139500.794849 nChanged 9 SP:Iteration 14Q (1969.225005 sec): 3 clusters Score: Raw -141184.575870 + Penalty 1681.127084 = -139503.448786 nChanged 8 SP:Iteration 15Q (1969.302955 sec): 3 clusters Score: Raw -141186.983436 + Penalty 1681.127084 = -139505.856352 nChanged 8 SP:Iteration 16Q (1969.381815 sec): 3 clusters Score: Raw -141188.325681 + Penalty 1681.127084 = -139507.198597 nChanged 6 SP:Iteration 17Q (1969.483517 sec): 3 clusters Score: Raw -141189.209846 + Penalty 1681.127084 = -139508.082762 nChanged 6 SP:Iteration 18Q (1969.567427 sec): 3 clusters Score: Raw -141190.652702 + Penalty 1681.127084 = -139509.525618 nChanged 5 SP:Iteration 19Q (1969.644861 sec): 3 clusters Score: Raw -141191.619232 + Penalty 1681.127084 = -139510.492147 nChanged 4 SP:Iteration 20F (1969.749053 sec): 3 clusters Score: Raw -141192.149192 + Penalty 1681.127084 = -139511.022108 nChanged 1 SP:Iteration 21Q (1969.827597 sec): 3 clusters Score: Raw -141192.345928 + Penalty 1681.127084 = -139511.218844 nChanged 0 SP:Iteration 22F (1969.932093 sec): 3 clusters Score: Raw -141192.345928 + Penalty 1681.127084 = -139511.218844 nChanged 0 Trying to split cluster 17 (895 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1969.978687 sec): 2 clusters Score: Raw -34490.162215 + Penalty 713.666490 = -33776.495725 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1970.054425 sec): 3 clusters Score: Raw -34231.249035 + Penalty 1427.332981 = -32803.916054 nChanged 296 SP:Iteration 1F (1970.133560 sec): 3 clusters Score: Raw -34558.767656 + Penalty 1427.332981 = -33131.434675 nChanged 59 SP:Iteration 2F (1970.212982 sec): 3 clusters Score: Raw -34608.213150 + Penalty 1427.332981 = -33180.880169 nChanged 37 SP:Iteration 3Q (1970.287932 sec): 3 clusters Score: Raw -34649.645157 + Penalty 1427.332981 = -33222.312176 nChanged 35 SP:Iteration 4Q (1970.370173 sec): 3 clusters Score: Raw -34684.023431 + Penalty 1427.332981 = -33256.690451 nChanged 24 SP:Iteration 5Q (1970.453173 sec): 3 clusters Score: Raw -34712.459298 + Penalty 1427.332981 = -33285.126317 nChanged 20 SP:Iteration 6Q (1970.537252 sec): 3 clusters Score: Raw -34735.207577 + Penalty 1427.332981 = -33307.874596 nChanged 23 SP:Iteration 7Q (1970.618577 sec): 3 clusters Score: Raw -34758.228091 + Penalty 1427.332981 = -33330.895110 nChanged 18 SP:Iteration 8Q (1970.715937 sec): 3 clusters Score: Raw -34781.820567 + Penalty 1427.332981 = -33354.487586 nChanged 18 SP:Iteration 9Q (1970.789802 sec): 3 clusters Score: Raw -34795.024723 + Penalty 1427.332981 = -33367.691742 nChanged 11 SP:Iteration 10Q (1970.864186 sec): 3 clusters Score: Raw -34804.814910 + Penalty 1427.332981 = -33377.481929 nChanged 7 SP:Iteration 11Q (1970.945463 sec): 3 clusters Score: Raw -34810.200343 + Penalty 1427.332981 = -33382.867362 nChanged 9 SP:Iteration 12Q (1971.047437 sec): 3 clusters Score: Raw -34820.498910 + Penalty 1427.332981 = -33393.165930 nChanged 14 SP:Iteration 13Q (1971.117531 sec): 3 clusters Score: Raw -34839.276896 + Penalty 1427.332981 = -33411.943915 nChanged 13 SP:Iteration 14Q (1971.220182 sec): 3 clusters Score: Raw -34851.139551 + Penalty 1427.332981 = -33423.806570 nChanged 13 SP:Iteration 15Q (1971.296111 sec): 3 clusters Score: Raw -34869.110154 + Penalty 1427.332981 = -33441.777173 nChanged 18 SP:Iteration 16Q (1971.392394 sec): 3 clusters Score: Raw -34888.151813 + Penalty 1427.332981 = -33460.818832 nChanged 15 SP:Iteration 17Q (1971.470644 sec): 3 clusters Score: Raw -34903.113990 + Penalty 1427.332981 = -33475.781009 nChanged 14 SP:Iteration 18Q (1971.572722 sec): 3 clusters Score: Raw -34915.664807 + Penalty 1427.332981 = -33488.331827 nChanged 13 SP:Iteration 19Q (1971.657207 sec): 3 clusters Score: Raw -34933.668366 + Penalty 1427.332981 = -33506.335385 nChanged 9 SP:Iteration 20F (1971.736231 sec): 3 clusters Score: Raw -34941.000775 + Penalty 1427.332981 = -33513.667794 nChanged 6 SP:Iteration 21Q (1971.828611 sec): 3 clusters Score: Raw -34947.450361 + Penalty 1427.332981 = -33520.117380 nChanged 5 SP:Iteration 22Q (1971.920931 sec): 3 clusters Score: Raw -34950.048672 + Penalty 1427.332981 = -33522.715691 nChanged 3 SP:Iteration 23Q (1972.000005 sec): 3 clusters Score: Raw -34951.094876 + Penalty 1427.332981 = -33523.761895 nChanged 1 SP:Iteration 24Q (1972.081682 sec): 3 clusters Score: Raw -34951.426512 + Penalty 1427.332981 = -33524.093531 nChanged 0 SP:Iteration 25F (1972.156188 sec): 3 clusters Score: Raw -34951.426512 + Penalty 1427.332981 = -33524.093531 nChanged 0 Iteration 139Q (1973.371905 sec): 18 clusters Score: Raw -4219660.905157 + Penalty 20106.221497 = -4199554.683660 nChanged 8 Iteration 140F (1974.777935 sec): 18 clusters Score: Raw -4219661.490929 + Penalty 20106.221497 = -4199555.269432 nChanged 5 Iteration 141Q (1975.872121 sec): 18 clusters Score: Raw -4219661.868147 + Penalty 20106.221497 = -4199555.646650 nChanged 3 Iteration 142Q (1976.964247 sec): 18 clusters Score: Raw -4219662.159122 + Penalty 20106.221497 = -4199555.937625 nChanged 3 Iteration 143Q (1978.019951 sec): 18 clusters Score: Raw -4219662.389121 + Penalty 20106.221497 = -4199556.167625 nChanged 4 Iteration 144Q (1979.134793 sec): 18 clusters Score: Raw -4219662.588891 + Penalty 20106.221497 = -4199556.367395 nChanged 3 Iteration 145Q (1980.381132 sec): 18 clusters Score: Raw -4219662.722343 + Penalty 20106.221497 = -4199556.500846 nChanged 1 Iteration 146Q (1981.551955 sec): 18 clusters Score: Raw -4219662.732726 + Penalty 20106.221497 = -4199556.511229 nChanged 2 Iteration 147Q (1982.609905 sec): 18 clusters Score: Raw -4219662.839264 + Penalty 20106.221497 = -4199556.617767 nChanged 2 Iteration 148Q (1983.728700 sec): 18 clusters Score: Raw -4219662.939412 + Penalty 20106.221497 = -4199556.717915 nChanged 0 Iteration 149F (1985.150151 sec): 18 clusters Score: Raw -4219662.939412 + Penalty 20106.221497 = -4199556.717915 nChanged 0 Compute initial score before splitting: Score: Raw -4219662.939412 + Penalty 20106.221497 = -4199556.717915 Trying to split cluster 1 (1884 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1985.259563 sec): 2 clusters Score: Raw -110004.145043 + Penalty 791.821008 = -109212.324035 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1985.347177 sec): 3 clusters Score: Raw -109094.130748 + Penalty 1583.642016 = -107510.488733 nChanged 731 SP:Iteration 1F (1985.414056 sec): 3 clusters Score: Raw -109547.253381 + Penalty 1583.642016 = -107963.611365 nChanged 170 SP:Iteration 2F (1985.513916 sec): 3 clusters Score: Raw -109682.025996 + Penalty 1583.642016 = -108098.383981 nChanged 117 SP:Iteration 3F (1985.586471 sec): 3 clusters Score: Raw -109779.846346 + Penalty 1583.642016 = -108196.204331 nChanged 93 SP:Iteration 4Q (1985.670659 sec): 3 clusters Score: Raw -109850.435029 + Penalty 1583.642016 = -108266.793014 nChanged 85 SP:Iteration 5Q (1985.762973 sec): 3 clusters Score: Raw -109914.944881 + Penalty 1583.642016 = -108331.302866 nChanged 73 SP:Iteration 6Q (1985.849851 sec): 3 clusters Score: Raw -109974.604985 + Penalty 1583.642016 = -108390.962969 nChanged 78 SP:Iteration 7Q (1985.924464 sec): 3 clusters Score: Raw -110032.966237 + Penalty 1583.642016 = -108449.324221 nChanged 66 SP:Iteration 8Q (1986.010467 sec): 3 clusters Score: Raw -110071.543567 + Penalty 1583.642016 = -108487.901551 nChanged 52 SP:Iteration 9Q (1986.096895 sec): 3 clusters Score: Raw -110096.344115 + Penalty 1583.642016 = -108512.702099 nChanged 26 SP:Iteration 10Q (1986.181384 sec): 3 clusters Score: Raw -110109.186356 + Penalty 1583.642016 = -108525.544340 nChanged 21 SP:Iteration 11Q (1986.280006 sec): 3 clusters Score: Raw -110120.904886 + Penalty 1583.642016 = -108537.262871 nChanged 22 SP:Iteration 12Q (1986.356672 sec): 3 clusters Score: Raw -110133.398172 + Penalty 1583.642016 = -108549.756157 nChanged 23 SP:Iteration 13Q (1986.456186 sec): 3 clusters Score: Raw -110143.383651 + Penalty 1583.642016 = -108559.741635 nChanged 18 SP:Iteration 14Q (1986.546912 sec): 3 clusters Score: Raw -110153.326165 + Penalty 1583.642016 = -108569.684149 nChanged 17 SP:Iteration 15Q (1986.634532 sec): 3 clusters Score: Raw -110163.527892 + Penalty 1583.642016 = -108579.885876 nChanged 19 SP:Iteration 16Q (1986.712602 sec): 3 clusters Score: Raw -110176.308783 + Penalty 1583.642016 = -108592.666767 nChanged 18 SP:Iteration 17Q (1986.793102 sec): 3 clusters Score: Raw -110187.156163 + Penalty 1583.642016 = -108603.514147 nChanged 15 SP:Iteration 18Q (1986.877169 sec): 3 clusters Score: Raw -110193.033387 + Penalty 1583.642016 = -108609.391371 nChanged 13 SP:Iteration 19Q (1986.968494 sec): 3 clusters Score: Raw -110200.456895 + Penalty 1583.642016 = -108616.814880 nChanged 11 SP:Iteration 20F (1987.047484 sec): 3 clusters Score: Raw -110206.027093 + Penalty 1583.642016 = -108622.385077 nChanged 4 SP:Iteration 21Q (1987.134303 sec): 3 clusters Score: Raw -110207.655175 + Penalty 1583.642016 = -108624.013159 nChanged 3 SP:Iteration 22Q (1987.235101 sec): 3 clusters Score: Raw -110208.732689 + Penalty 1583.642016 = -108625.090674 nChanged 2 SP:Iteration 23Q (1987.314307 sec): 3 clusters Score: Raw -110209.298920 + Penalty 1583.642016 = -108625.656904 nChanged 2 SP:Iteration 24Q (1987.386907 sec): 3 clusters Score: Raw -110210.935597 + Penalty 1583.642016 = -108627.293582 nChanged 2 SP:Iteration 25Q (1987.489792 sec): 3 clusters Score: Raw -110211.498983 + Penalty 1583.642016 = -108627.856967 nChanged 3 SP:Iteration 26Q (1987.564281 sec): 3 clusters Score: Raw -110212.833446 + Penalty 1583.642016 = -108629.191430 nChanged 1 SP:Iteration 27Q (1987.632802 sec): 3 clusters Score: Raw -110212.946784 + Penalty 1583.642016 = -108629.304768 nChanged 1 SP:Iteration 28Q (1987.719300 sec): 3 clusters Score: Raw -110213.336056 + Penalty 1583.642016 = -108629.694040 nChanged 2 SP:Iteration 29Q (1987.807167 sec): 3 clusters Score: Raw -110214.715670 + Penalty 1583.642016 = -108631.073654 nChanged 3 SP:Iteration 30Q (1987.908993 sec): 3 clusters Score: Raw -110215.937618 + Penalty 1583.642016 = -108632.295603 nChanged 3 SP:Iteration 31Q (1987.988793 sec): 3 clusters Score: Raw -110216.446761 + Penalty 1583.642016 = -108632.804745 nChanged 1 SP:Iteration 32Q (1988.083782 sec): 3 clusters Score: Raw -110216.604652 + Penalty 1583.642016 = -108632.962637 nChanged 0 SP:Iteration 33F (1988.154652 sec): 3 clusters Score: Raw -110216.604652 + Penalty 1583.642016 = -108632.962637 nChanged 0 Trying to split cluster 2 (2770 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1988.217291 sec): 2 clusters Score: Raw -159630.825451 + Penalty 832.293273 = -158798.532178 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1988.307575 sec): 3 clusters Score: Raw -158286.265756 + Penalty 1664.586546 = -156621.679210 nChanged 1094 SP:Iteration 1F (1988.398504 sec): 3 clusters Score: Raw -159035.944545 + Penalty 1664.586546 = -157371.357999 nChanged 291 SP:Iteration 2F (1988.482074 sec): 3 clusters Score: Raw -159334.310945 + Penalty 1664.586546 = -157669.724399 nChanged 238 SP:Iteration 3F (1988.569943 sec): 3 clusters Score: Raw -159564.458871 + Penalty 1664.586546 = -157899.872326 nChanged 178 SP:Iteration 4F (1988.654314 sec): 3 clusters Score: Raw -159714.499469 + Penalty 1664.586546 = -158049.912923 nChanged 145 SP:Iteration 5F (1988.740682 sec): 3 clusters Score: Raw -159818.106887 + Penalty 1664.586546 = -158153.520341 nChanged 98 SP:Iteration 6Q (1988.819904 sec): 3 clusters Score: Raw -159892.743275 + Penalty 1664.586546 = -158228.156729 nChanged 75 SP:Iteration 7Q (1988.917188 sec): 3 clusters Score: Raw -159955.519188 + Penalty 1664.586546 = -158290.932642 nChanged 71 SP:Iteration 8Q (1989.006190 sec): 3 clusters Score: Raw -160011.206174 + Penalty 1664.586546 = -158346.619628 nChanged 61 SP:Iteration 9Q (1989.098335 sec): 3 clusters Score: Raw -160064.324251 + Penalty 1664.586546 = -158399.737705 nChanged 59 SP:Iteration 10Q (1989.163257 sec): 3 clusters Score: Raw -160104.062099 + Penalty 1664.586546 = -158439.475553 nChanged 47 SP:Iteration 11Q (1989.276672 sec): 3 clusters Score: Raw -160146.672138 + Penalty 1664.586546 = -158482.085592 nChanged 40 SP:Iteration 12Q (1989.382051 sec): 3 clusters Score: Raw -160189.264678 + Penalty 1664.586546 = -158524.678132 nChanged 37 SP:Iteration 13Q (1989.483340 sec): 3 clusters Score: Raw -160217.628071 + Penalty 1664.586546 = -158553.041525 nChanged 28 SP:Iteration 14Q (1989.586515 sec): 3 clusters Score: Raw -160243.273139 + Penalty 1664.586546 = -158578.686593 nChanged 23 SP:Iteration 15Q (1989.676624 sec): 3 clusters Score: Raw -160259.015969 + Penalty 1664.586546 = -158594.429424 nChanged 13 SP:Iteration 16Q (1989.782201 sec): 3 clusters Score: Raw -160266.724635 + Penalty 1664.586546 = -158602.138089 nChanged 13 SP:Iteration 17Q (1989.871343 sec): 3 clusters Score: Raw -160275.182873 + Penalty 1664.586546 = -158610.596328 nChanged 9 SP:Iteration 18Q (1989.952276 sec): 3 clusters Score: Raw -160279.169206 + Penalty 1664.586546 = -158614.582660 nChanged 5 SP:Iteration 19Q (1990.045650 sec): 3 clusters Score: Raw -160281.434939 + Penalty 1664.586546 = -158616.848393 nChanged 5 SP:Iteration 20F (1990.152010 sec): 3 clusters Score: Raw -160283.115394 + Penalty 1664.586546 = -158618.528848 nChanged 5 SP:Iteration 21Q (1990.244919 sec): 3 clusters Score: Raw -160284.465642 + Penalty 1664.586546 = -158619.879096 nChanged 0 SP:Iteration 22F (1990.367149 sec): 3 clusters Score: Raw -160284.465642 + Penalty 1664.586546 = -158619.879096 nChanged 0 Trying to split cluster 3 (2667 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1990.420145 sec): 2 clusters Score: Raw -163245.412100 + Penalty 828.314500 = -162417.097600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1990.500469 sec): 3 clusters Score: Raw -161848.594157 + Penalty 1656.629000 = -160191.965157 nChanged 1080 SP:Iteration 1F (1990.584217 sec): 3 clusters Score: Raw -162440.497184 + Penalty 1656.629000 = -160783.868184 nChanged 239 SP:Iteration 2F (1990.684137 sec): 3 clusters Score: Raw -162608.951026 + Penalty 1656.629000 = -160952.322026 nChanged 181 SP:Iteration 3F (1990.788276 sec): 3 clusters Score: Raw -162744.846034 + Penalty 1656.629000 = -161088.217034 nChanged 152 SP:Iteration 4F (1990.892991 sec): 3 clusters Score: Raw -162888.663022 + Penalty 1656.629000 = -161232.034022 nChanged 168 SP:Iteration 5F (1990.990371 sec): 3 clusters Score: Raw -163044.201352 + Penalty 1656.629000 = -161387.572352 nChanged 143 SP:Iteration 6F (1991.062536 sec): 3 clusters Score: Raw -163165.723769 + Penalty 1656.629000 = -161509.094769 nChanged 122 SP:Iteration 7Q (1991.169883 sec): 3 clusters Score: Raw -163252.777055 + Penalty 1656.629000 = -161596.148055 nChanged 93 SP:Iteration 8Q (1991.261728 sec): 3 clusters Score: Raw -163306.885104 + Penalty 1656.629000 = -161650.256104 nChanged 66 SP:Iteration 9Q (1991.360932 sec): 3 clusters Score: Raw -163347.338288 + Penalty 1656.629000 = -161690.709288 nChanged 49 SP:Iteration 10Q (1991.482739 sec): 3 clusters Score: Raw -163369.255315 + Penalty 1656.629000 = -161712.626315 nChanged 35 SP:Iteration 11Q (1991.580934 sec): 3 clusters Score: Raw -163382.516682 + Penalty 1656.629000 = -161725.887681 nChanged 35 SP:Iteration 12Q (1991.674044 sec): 3 clusters Score: Raw -163401.182986 + Penalty 1656.629000 = -161744.553986 nChanged 24 SP:Iteration 13Q (1991.779172 sec): 3 clusters Score: Raw -163409.849674 + Penalty 1656.629000 = -161753.220673 nChanged 14 SP:Iteration 14Q (1991.889243 sec): 3 clusters Score: Raw -163414.166943 + Penalty 1656.629000 = -161757.537943 nChanged 11 SP:Iteration 15Q (1991.982112 sec): 3 clusters Score: Raw -163417.001005 + Penalty 1656.629000 = -161760.372005 nChanged 6 SP:Iteration 16Q (1992.114883 sec): 3 clusters Score: Raw -163418.931938 + Penalty 1656.629000 = -161762.302938 nChanged 7 SP:Iteration 17Q (1992.194711 sec): 3 clusters Score: Raw -163421.225174 + Penalty 1656.629000 = -161764.596174 nChanged 2 SP:Iteration 18Q (1992.287307 sec): 3 clusters Score: Raw -163421.528886 + Penalty 1656.629000 = -161764.899886 nChanged 2 SP:Iteration 19Q (1992.372459 sec): 3 clusters Score: Raw -163421.864456 + Penalty 1656.629000 = -161765.235456 nChanged 2 SP:Iteration 20F (1992.469758 sec): 3 clusters Score: Raw -163422.208006 + Penalty 1656.629000 = -161765.579006 nChanged 3 SP:Iteration 21Q (1992.541087 sec): 3 clusters Score: Raw -163422.595477 + Penalty 1656.629000 = -161765.966477 nChanged 1 SP:Iteration 22Q (1992.638836 sec): 3 clusters Score: Raw -163422.803127 + Penalty 1656.629000 = -161766.174126 nChanged 1 SP:Iteration 23Q (1992.718357 sec): 3 clusters Score: Raw -163422.883544 + Penalty 1656.629000 = -161766.254544 nChanged 1 SP:Iteration 24Q (1992.785600 sec): 3 clusters Score: Raw -163423.189243 + Penalty 1656.629000 = -161766.560243 nChanged 1 SP:Iteration 25Q (1992.880024 sec): 3 clusters Score: Raw -163423.278367 + Penalty 1656.629000 = -161766.649367 nChanged 1 SP:Iteration 26Q (1992.956054 sec): 3 clusters Score: Raw -163423.392908 + Penalty 1656.629000 = -161766.763908 nChanged 0 SP:Iteration 27F (1993.060369 sec): 3 clusters Score: Raw -163423.392908 + Penalty 1656.629000 = -161766.763908 nChanged 0 Trying to split cluster 4 (2740 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1993.109595 sec): 2 clusters Score: Raw -149620.833078 + Penalty 831.149886 = -148789.683193 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1993.175360 sec): 3 clusters Score: Raw -148237.275249 + Penalty 1662.299772 = -146574.975477 nChanged 1135 SP:Iteration 1F (1993.258355 sec): 3 clusters Score: Raw -148978.383138 + Penalty 1662.299772 = -147316.083366 nChanged 233 SP:Iteration 2F (1993.346114 sec): 3 clusters Score: Raw -149166.097616 + Penalty 1662.299772 = -147503.797844 nChanged 170 SP:Iteration 3F (1993.431594 sec): 3 clusters Score: Raw -149312.961364 + Penalty 1662.299772 = -147650.661593 nChanged 134 SP:Iteration 4Q (1993.525924 sec): 3 clusters Score: Raw -149464.485854 + Penalty 1662.299772 = -147802.186082 nChanged 152 SP:Iteration 5F (1993.607054 sec): 3 clusters Score: Raw -149633.183052 + Penalty 1662.299772 = -147970.883281 nChanged 129 SP:Iteration 6Q (1993.678667 sec): 3 clusters Score: Raw -149765.031673 + Penalty 1662.299772 = -148102.731901 nChanged 130 SP:Iteration 7Q (1993.780576 sec): 3 clusters Score: Raw -149900.473626 + Penalty 1662.299772 = -148238.173854 nChanged 112 SP:Iteration 8Q (1993.863908 sec): 3 clusters Score: Raw -150030.768938 + Penalty 1662.299772 = -148368.469166 nChanged 80 SP:Iteration 9Q (1993.958448 sec): 3 clusters Score: Raw -150098.734042 + Penalty 1662.299772 = -148436.434270 nChanged 61 SP:Iteration 10Q (1994.046613 sec): 3 clusters Score: Raw -150149.731807 + Penalty 1662.299772 = -148487.432036 nChanged 27 SP:Iteration 11Q (1994.128892 sec): 3 clusters Score: Raw -150165.398009 + Penalty 1662.299772 = -148503.098237 nChanged 20 SP:Iteration 12Q (1994.191673 sec): 3 clusters Score: Raw -150174.551042 + Penalty 1662.299772 = -148512.251270 nChanged 14 SP:Iteration 13Q (1994.287546 sec): 3 clusters Score: Raw -150181.748089 + Penalty 1662.299772 = -148519.448317 nChanged 11 SP:Iteration 14Q (1994.365773 sec): 3 clusters Score: Raw -150188.991244 + Penalty 1662.299772 = -148526.691472 nChanged 13 SP:Iteration 15Q (1994.447810 sec): 3 clusters Score: Raw -150199.918062 + Penalty 1662.299772 = -148537.618290 nChanged 15 SP:Iteration 16Q (1994.534867 sec): 3 clusters Score: Raw -150209.975853 + Penalty 1662.299772 = -148547.676081 nChanged 17 SP:Iteration 17Q (1994.635163 sec): 3 clusters Score: Raw -150222.450615 + Penalty 1662.299772 = -148560.150843 nChanged 14 SP:Iteration 18Q (1994.720753 sec): 3 clusters Score: Raw -150229.395027 + Penalty 1662.299772 = -148567.095255 nChanged 5 SP:Iteration 19Q (1994.792213 sec): 3 clusters Score: Raw -150231.520424 + Penalty 1662.299772 = -148569.220652 nChanged 4 SP:Iteration 20F (1994.876537 sec): 3 clusters Score: Raw -150232.864800 + Penalty 1662.299772 = -148570.565028 nChanged 3 SP:Iteration 21Q (1994.971054 sec): 3 clusters Score: Raw -150233.843821 + Penalty 1662.299772 = -148571.544049 nChanged 1 SP:Iteration 22Q (1995.061089 sec): 3 clusters Score: Raw -150234.298927 + Penalty 1662.299772 = -148571.999155 nChanged 1 SP:Iteration 23Q (1995.149260 sec): 3 clusters Score: Raw -150234.503357 + Penalty 1662.299772 = -148572.203585 nChanged 2 SP:Iteration 24Q (1995.233450 sec): 3 clusters Score: Raw -150235.051313 + Penalty 1662.299772 = -148572.751542 nChanged 1 SP:Iteration 25Q (1995.311219 sec): 3 clusters Score: Raw -150235.160792 + Penalty 1662.299772 = -148572.861020 nChanged 0 SP:Iteration 26F (1995.382308 sec): 3 clusters Score: Raw -150235.160792 + Penalty 1662.299772 = -148572.861020 nChanged 0 Trying to split cluster 5 (892 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1995.446134 sec): 2 clusters Score: Raw -40248.250641 + Penalty 713.313944 = -39534.936698 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1995.520636 sec): 3 clusters Score: Raw -39935.393307 + Penalty 1426.627888 = -38508.765419 nChanged 275 SP:Iteration 1F (1995.612782 sec): 3 clusters Score: Raw -40188.453592 + Penalty 1426.627888 = -38761.825704 nChanged 83 SP:Iteration 2F (1995.688498 sec): 3 clusters Score: Raw -40301.752827 + Penalty 1426.627888 = -38875.124939 nChanged 67 SP:Iteration 3F (1995.758328 sec): 3 clusters Score: Raw -40390.051907 + Penalty 1426.627888 = -38963.424019 nChanged 41 SP:Iteration 4Q (1995.839564 sec): 3 clusters Score: Raw -40440.378860 + Penalty 1426.627888 = -39013.750972 nChanged 32 SP:Iteration 5Q (1995.930257 sec): 3 clusters Score: Raw -40488.011238 + Penalty 1426.627888 = -39061.383350 nChanged 27 SP:Iteration 6Q (1996.011701 sec): 3 clusters Score: Raw -40515.137797 + Penalty 1426.627888 = -39088.509909 nChanged 20 SP:Iteration 7Q (1996.092395 sec): 3 clusters Score: Raw -40543.049513 + Penalty 1426.627888 = -39116.421626 nChanged 24 SP:Iteration 8Q (1996.172391 sec): 3 clusters Score: Raw -40574.742131 + Penalty 1426.627888 = -39148.114243 nChanged 26 SP:Iteration 9Q (1996.255269 sec): 3 clusters Score: Raw -40612.107845 + Penalty 1426.627888 = -39185.479957 nChanged 27 SP:Iteration 10Q (1996.334725 sec): 3 clusters Score: Raw -40672.372766 + Penalty 1426.627888 = -39245.744878 nChanged 23 SP:Iteration 11Q (1996.412528 sec): 3 clusters Score: Raw -40703.089420 + Penalty 1426.627888 = -39276.461532 nChanged 20 SP:Iteration 12Q (1996.497329 sec): 3 clusters Score: Raw -40726.644383 + Penalty 1426.627888 = -39300.016495 nChanged 12 SP:Iteration 13Q (1996.606402 sec): 3 clusters Score: Raw -40741.977873 + Penalty 1426.627888 = -39315.349985 nChanged 6 SP:Iteration 14Q (1996.720140 sec): 3 clusters Score: Raw -40748.174875 + Penalty 1426.627888 = -39321.546987 nChanged 3 SP:Iteration 15Q (1996.823389 sec): 3 clusters Score: Raw -40754.710520 + Penalty 1426.627888 = -39328.082633 nChanged 3 SP:Iteration 16Q (1996.934347 sec): 3 clusters Score: Raw -40756.031263 + Penalty 1426.627888 = -39329.403375 nChanged 0 SP:Iteration 17F (1997.027776 sec): 3 clusters Score: Raw -40756.031263 + Penalty 1426.627888 = -39329.403375 nChanged 0 Trying to split cluster 6 (3948 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1997.096452 sec): 2 clusters Score: Raw -230343.420990 + Penalty 869.501262 = -229473.919728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1997.212264 sec): 3 clusters Score: Raw -228279.454678 + Penalty 1739.002524 = -226540.452154 nChanged 1582 SP:Iteration 1F (1997.313383 sec): 3 clusters Score: Raw -229238.192108 + Penalty 1739.002524 = -227499.189584 nChanged 320 SP:Iteration 2F (1997.394661 sec): 3 clusters Score: Raw -229462.204089 + Penalty 1739.002524 = -227723.201565 nChanged 256 SP:Iteration 3F (1997.509325 sec): 3 clusters Score: Raw -229636.884468 + Penalty 1739.002524 = -227897.881943 nChanged 217 SP:Iteration 4F (1997.598866 sec): 3 clusters Score: Raw -229784.846197 + Penalty 1739.002524 = -228045.843673 nChanged 220 SP:Iteration 5F (1997.696893 sec): 3 clusters Score: Raw -229917.281084 + Penalty 1739.002524 = -228178.278560 nChanged 156 SP:Iteration 6Q (1997.803599 sec): 3 clusters Score: Raw -230016.932697 + Penalty 1739.002524 = -228277.930172 nChanged 143 SP:Iteration 7Q (1997.908239 sec): 3 clusters Score: Raw -230103.222386 + Penalty 1739.002524 = -228364.219862 nChanged 132 SP:Iteration 8Q (1998.026041 sec): 3 clusters Score: Raw -230173.002310 + Penalty 1739.002524 = -228433.999786 nChanged 101 SP:Iteration 9Q (1998.117260 sec): 3 clusters Score: Raw -230224.667918 + Penalty 1739.002524 = -228485.665394 nChanged 80 SP:Iteration 10Q (1998.247450 sec): 3 clusters Score: Raw -230260.826297 + Penalty 1739.002524 = -228521.823773 nChanged 64 SP:Iteration 11Q (1998.368713 sec): 3 clusters Score: Raw -230288.433939 + Penalty 1739.002524 = -228549.431415 nChanged 57 SP:Iteration 12Q (1998.478888 sec): 3 clusters Score: Raw -230314.657888 + Penalty 1739.002524 = -228575.655364 nChanged 61 SP:Iteration 13Q (1998.556524 sec): 3 clusters Score: Raw -230339.916308 + Penalty 1739.002524 = -228600.913784 nChanged 51 SP:Iteration 14Q (1998.675993 sec): 3 clusters Score: Raw -230356.858350 + Penalty 1739.002524 = -228617.855826 nChanged 39 SP:Iteration 15Q (1998.756865 sec): 3 clusters Score: Raw -230368.619107 + Penalty 1739.002524 = -228629.616583 nChanged 35 SP:Iteration 16Q (1998.852060 sec): 3 clusters Score: Raw -230380.660763 + Penalty 1739.002524 = -228641.658239 nChanged 40 SP:Iteration 17Q (1998.948049 sec): 3 clusters Score: Raw -230391.692622 + Penalty 1739.002524 = -228652.690097 nChanged 26 SP:Iteration 18Q (1999.041207 sec): 3 clusters Score: Raw -230401.511781 + Penalty 1739.002524 = -228662.509257 nChanged 25 SP:Iteration 19Q (1999.134598 sec): 3 clusters Score: Raw -230409.540979 + Penalty 1739.002524 = -228670.538454 nChanged 25 SP:Iteration 20F (1999.205659 sec): 3 clusters Score: Raw -230417.547022 + Penalty 1739.002524 = -228678.544498 nChanged 27 SP:Iteration 21Q (1999.304203 sec): 3 clusters Score: Raw -230426.062333 + Penalty 1739.002524 = -228687.059809 nChanged 27 SP:Iteration 22Q (1999.396982 sec): 3 clusters Score: Raw -230432.138921 + Penalty 1739.002524 = -228693.136397 nChanged 21 SP:Iteration 23Q (1999.468973 sec): 3 clusters Score: Raw -230437.189505 + Penalty 1739.002524 = -228698.186981 nChanged 13 SP:Iteration 24Q (1999.569274 sec): 3 clusters Score: Raw -230440.382909 + Penalty 1739.002524 = -228701.380385 nChanged 18 SP:Iteration 25Q (1999.668689 sec): 3 clusters Score: Raw -230445.027068 + Penalty 1739.002524 = -228706.024543 nChanged 13 SP:Iteration 26Q (1999.758631 sec): 3 clusters Score: Raw -230447.818580 + Penalty 1739.002524 = -228708.816055 nChanged 20 SP:Iteration 27Q (1999.829962 sec): 3 clusters Score: Raw -230451.400524 + Penalty 1739.002524 = -228712.398000 nChanged 14 SP:Iteration 28Q (1999.927983 sec): 3 clusters Score: Raw -230454.631184 + Penalty 1739.002524 = -228715.628659 nChanged 16 SP:Iteration 29Q (2000.027119 sec): 3 clusters Score: Raw -230460.453237 + Penalty 1739.002524 = -228721.450713 nChanged 20 SP:Iteration 30Q (2000.114299 sec): 3 clusters Score: Raw -230467.886211 + Penalty 1739.002524 = -228728.883687 nChanged 28 SP:Iteration 31Q (2000.195372 sec): 3 clusters Score: Raw -230476.695765 + Penalty 1739.002524 = -228737.693241 nChanged 25 SP:Iteration 32Q (2000.274500 sec): 3 clusters Score: Raw -230485.273343 + Penalty 1739.002524 = -228746.270819 nChanged 29 SP:Iteration 33Q (2000.362132 sec): 3 clusters Score: Raw -230493.625281 + Penalty 1739.002524 = -228754.622757 nChanged 25 SP:Iteration 34Q (2000.451309 sec): 3 clusters Score: Raw -230501.165806 + Penalty 1739.002524 = -228762.163282 nChanged 19 SP:Iteration 35Q (2000.547160 sec): 3 clusters Score: Raw -230506.065209 + Penalty 1739.002524 = -228767.062685 nChanged 20 SP:Iteration 36Q (2000.637541 sec): 3 clusters Score: Raw -230510.804244 + Penalty 1739.002524 = -228771.801719 nChanged 13 SP:Iteration 37Q (2000.725878 sec): 3 clusters Score: Raw -230513.662807 + Penalty 1739.002524 = -228774.660283 nChanged 6 SP:Iteration 38Q (2000.802494 sec): 3 clusters Score: Raw -230514.630699 + Penalty 1739.002524 = -228775.628174 nChanged 4 SP:Iteration 39Q (2000.884995 sec): 3 clusters Score: Raw -230515.324115 + Penalty 1739.002524 = -228776.321591 nChanged 2 SP:Iteration 40F (2000.975338 sec): 3 clusters Score: Raw -230515.540746 + Penalty 1739.002524 = -228776.538221 nChanged 0 Trying to split cluster 7 (2191 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2001.033166 sec): 2 clusters Score: Raw -111536.558654 + Penalty 807.671901 = -110728.886753 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2001.107141 sec): 3 clusters Score: Raw -110501.383584 + Penalty 1615.343801 = -108886.039782 nChanged 823 SP:Iteration 1F (2001.192619 sec): 3 clusters Score: Raw -111116.202896 + Penalty 1615.343801 = -109500.859095 nChanged 221 SP:Iteration 2F (2001.288249 sec): 3 clusters Score: Raw -111339.334147 + Penalty 1615.343801 = -109723.990346 nChanged 160 SP:Iteration 3F (2001.360588 sec): 3 clusters Score: Raw -111499.461122 + Penalty 1615.343801 = -109884.117321 nChanged 128 SP:Iteration 4F (2001.459253 sec): 3 clusters Score: Raw -111612.910988 + Penalty 1615.343801 = -109997.567187 nChanged 99 SP:Iteration 5Q (2001.540099 sec): 3 clusters Score: Raw -111699.630446 + Penalty 1615.343801 = -110084.286644 nChanged 82 SP:Iteration 6Q (2001.620013 sec): 3 clusters Score: Raw -111784.205046 + Penalty 1615.343801 = -110168.861244 nChanged 91 SP:Iteration 7Q (2001.688051 sec): 3 clusters Score: Raw -111878.956607 + Penalty 1615.343801 = -110263.612806 nChanged 71 SP:Iteration 8Q (2001.780787 sec): 3 clusters Score: Raw -111967.282372 + Penalty 1615.343801 = -110351.938571 nChanged 70 SP:Iteration 9Q (2001.869876 sec): 3 clusters Score: Raw -112053.701298 + Penalty 1615.343801 = -110438.357497 nChanged 75 SP:Iteration 10Q (2001.948184 sec): 3 clusters Score: Raw -112150.426952 + Penalty 1615.343801 = -110535.083150 nChanged 66 SP:Iteration 11Q (2002.024549 sec): 3 clusters Score: Raw -112237.556808 + Penalty 1615.343801 = -110622.213006 nChanged 69 SP:Iteration 12Q (2002.126581 sec): 3 clusters Score: Raw -112323.985501 + Penalty 1615.343801 = -110708.641700 nChanged 81 SP:Iteration 13Q (2002.192191 sec): 3 clusters Score: Raw -112441.903670 + Penalty 1615.343801 = -110826.559869 nChanged 77 SP:Iteration 14Q (2002.274066 sec): 3 clusters Score: Raw -112537.870148 + Penalty 1615.343801 = -110922.526346 nChanged 66 SP:Iteration 15Q (2002.376770 sec): 3 clusters Score: Raw -112617.457452 + Penalty 1615.343801 = -111002.113651 nChanged 40 SP:Iteration 16Q (2002.436945 sec): 3 clusters Score: Raw -112652.052905 + Penalty 1615.343801 = -111036.709104 nChanged 18 SP:Iteration 17Q (2002.549155 sec): 3 clusters Score: Raw -112664.547423 + Penalty 1615.343801 = -111049.203622 nChanged 9 SP:Iteration 18Q (2002.631483 sec): 3 clusters Score: Raw -112670.906625 + Penalty 1615.343801 = -111055.562824 nChanged 7 SP:Iteration 19Q (2002.703391 sec): 3 clusters Score: Raw -112675.607813 + Penalty 1615.343801 = -111060.264012 nChanged 10 SP:Iteration 20F (2002.805440 sec): 3 clusters Score: Raw -112680.193966 + Penalty 1615.343801 = -111064.850165 nChanged 1 SP:Iteration 21Q (2002.888174 sec): 3 clusters Score: Raw -112680.822240 + Penalty 1615.343801 = -111065.478439 nChanged 1 SP:Iteration 22Q (2002.989501 sec): 3 clusters Score: Raw -112681.179103 + Penalty 1615.343801 = -111065.835302 nChanged 0 SP:Iteration 23F (2003.085638 sec): 3 clusters Score: Raw -112681.179103 + Penalty 1615.343801 = -111065.835302 nChanged 0 Score: Raw -4220807.559862 + Penalty 21288.940409 = -4199518.619453 Splitting cluster 7 changes total score from -4199556.717915 to -4199518.619453 So it's not getting split. Trying to split cluster 8 (13274 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2004.751743 sec): 2 clusters Score: Raw -791990.846569 + Penalty 996.824064 = -790994.022505 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2004.860230 sec): 3 clusters Score: Raw -784088.283379 + Penalty 1993.648128 = -782094.635251 nChanged 5968 SP:Iteration 1F (2004.980272 sec): 3 clusters Score: Raw -787787.564976 + Penalty 1993.648128 = -785793.916848 nChanged 995 SP:Iteration 2F (2005.071536 sec): 3 clusters Score: Raw -788404.201067 + Penalty 1993.648128 = -786410.552940 nChanged 979 SP:Iteration 3F (2005.164436 sec): 3 clusters Score: Raw -789015.844958 + Penalty 1993.648128 = -787022.196830 nChanged 868 SP:Iteration 4F (2005.258250 sec): 3 clusters Score: Raw -789545.875809 + Penalty 1993.648128 = -787552.227681 nChanged 758 SP:Iteration 5F (2005.361384 sec): 3 clusters Score: Raw -789968.629145 + Penalty 1993.648128 = -787974.981017 nChanged 601 SP:Iteration 6Q (2005.471668 sec): 3 clusters Score: Raw -790271.051666 + Penalty 1993.648128 = -788277.403539 nChanged 496 SP:Iteration 7Q (2005.554469 sec): 3 clusters Score: Raw -790532.975968 + Penalty 1993.648128 = -788539.327840 nChanged 470 SP:Iteration 8Q (2005.646257 sec): 3 clusters Score: Raw -790773.806287 + Penalty 1993.648128 = -788780.158159 nChanged 411 SP:Iteration 9Q (2005.757860 sec): 3 clusters Score: Raw -790968.358085 + Penalty 1993.648128 = -788974.709957 nChanged 335 SP:Iteration 10Q (2005.842483 sec): 3 clusters Score: Raw -791127.872608 + Penalty 1993.648128 = -789134.224480 nChanged 309 SP:Iteration 11Q (2005.945067 sec): 3 clusters Score: Raw -791284.221477 + Penalty 1993.648128 = -789290.573349 nChanged 291 SP:Iteration 12Q (2006.060652 sec): 3 clusters Score: Raw -791431.744716 + Penalty 1993.648128 = -789438.096588 nChanged 274 SP:Iteration 13Q (2006.160991 sec): 3 clusters Score: Raw -791573.828087 + Penalty 1993.648128 = -789580.179959 nChanged 231 SP:Iteration 14Q (2006.242005 sec): 3 clusters Score: Raw -791694.479659 + Penalty 1993.648128 = -789700.831531 nChanged 177 SP:Iteration 15Q (2006.345926 sec): 3 clusters Score: Raw -791795.093082 + Penalty 1993.648128 = -789801.444954 nChanged 156 SP:Iteration 16Q (2006.457948 sec): 3 clusters Score: Raw -791892.402602 + Penalty 1993.648128 = -789898.754474 nChanged 119 SP:Iteration 17Q (2006.558399 sec): 3 clusters Score: Raw -791970.911588 + Penalty 1993.648128 = -789977.263460 nChanged 102 SP:Iteration 18Q (2006.653973 sec): 3 clusters Score: Raw -792034.433321 + Penalty 1993.648128 = -790040.785193 nChanged 81 SP:Iteration 19Q (2006.744387 sec): 3 clusters Score: Raw -792078.177588 + Penalty 1993.648128 = -790084.529461 nChanged 66 SP:Iteration 20F (2006.854782 sec): 3 clusters Score: Raw -792104.570463 + Penalty 1993.648128 = -790110.922335 nChanged 42 SP:Iteration 21Q (2006.949991 sec): 3 clusters Score: Raw -792122.303810 + Penalty 1993.648128 = -790128.655682 nChanged 30 SP:Iteration 22Q (2007.033362 sec): 3 clusters Score: Raw -792133.802864 + Penalty 1993.648128 = -790140.154736 nChanged 29 SP:Iteration 23Q (2007.139040 sec): 3 clusters Score: Raw -792143.741630 + Penalty 1993.648128 = -790150.093502 nChanged 19 SP:Iteration 24Q (2007.225272 sec): 3 clusters Score: Raw -792151.417718 + Penalty 1993.648128 = -790157.769591 nChanged 11 SP:Iteration 25Q (2007.343502 sec): 3 clusters Score: Raw -792155.529261 + Penalty 1993.648128 = -790161.881133 nChanged 12 SP:Iteration 26Q (2007.441624 sec): 3 clusters Score: Raw -792159.386618 + Penalty 1993.648128 = -790165.738490 nChanged 5 SP:Iteration 27Q (2007.532253 sec): 3 clusters Score: Raw -792161.014212 + Penalty 1993.648128 = -790167.366084 nChanged 6 SP:Iteration 28Q (2007.622677 sec): 3 clusters Score: Raw -792163.505596 + Penalty 1993.648128 = -790169.857468 nChanged 8 SP:Iteration 29Q (2007.731822 sec): 3 clusters Score: Raw -792166.247456 + Penalty 1993.648128 = -790172.599328 nChanged 2 SP:Iteration 30Q (2007.836018 sec): 3 clusters Score: Raw -792166.795179 + Penalty 1993.648128 = -790173.147051 nChanged 1 SP:Iteration 31Q (2007.920430 sec): 3 clusters Score: Raw -792166.976678 + Penalty 1993.648128 = -790173.328550 nChanged 3 SP:Iteration 32Q (2008.036940 sec): 3 clusters Score: Raw -792167.798310 + Penalty 1993.648128 = -790174.150182 nChanged 5 SP:Iteration 33Q (2008.138770 sec): 3 clusters Score: Raw -792169.278749 + Penalty 1993.648128 = -790175.630621 nChanged 5 SP:Iteration 34Q (2008.232914 sec): 3 clusters Score: Raw -792171.919365 + Penalty 1993.648128 = -790178.271237 nChanged 6 SP:Iteration 35Q (2008.328030 sec): 3 clusters Score: Raw -792173.549797 + Penalty 1993.648128 = -790179.901669 nChanged 3 SP:Iteration 36Q (2008.427147 sec): 3 clusters Score: Raw -792174.231018 + Penalty 1993.648128 = -790180.582890 nChanged 1 SP:Iteration 37Q (2008.522911 sec): 3 clusters Score: Raw -792174.644245 + Penalty 1993.648128 = -790180.996117 nChanged 2 SP:Iteration 38Q (2008.620477 sec): 3 clusters Score: Raw -792175.299776 + Penalty 1993.648128 = -790181.651648 nChanged 2 SP:Iteration 39Q (2008.716969 sec): 3 clusters Score: Raw -792175.678440 + Penalty 1993.648128 = -790182.030312 nChanged 0 SP:Iteration 40F (2008.797346 sec): 3 clusters Score: Raw -792175.678440 + Penalty 1993.648128 = -790182.030312 nChanged 0 Trying to split cluster 9 (2980 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2008.862257 sec): 2 clusters Score: Raw -175688.637376 + Penalty 839.966251 = -174848.671125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2008.949490 sec): 3 clusters Score: Raw -174158.311056 + Penalty 1679.932502 = -172478.378554 nChanged 1196 SP:Iteration 1F (2009.030552 sec): 3 clusters Score: Raw -174848.361275 + Penalty 1679.932502 = -173168.428774 nChanged 233 SP:Iteration 2F (2009.117392 sec): 3 clusters Score: Raw -175010.646802 + Penalty 1679.932502 = -173330.714300 nChanged 196 SP:Iteration 3F (2009.182378 sec): 3 clusters Score: Raw -175140.681871 + Penalty 1679.932502 = -173460.749369 nChanged 158 SP:Iteration 4F (2009.285315 sec): 3 clusters Score: Raw -175235.632127 + Penalty 1679.932502 = -173555.699625 nChanged 116 SP:Iteration 5Q (2009.374637 sec): 3 clusters Score: Raw -175298.972752 + Penalty 1679.932502 = -173619.040251 nChanged 105 SP:Iteration 6Q (2009.448268 sec): 3 clusters Score: Raw -175360.787155 + Penalty 1679.932502 = -173680.854654 nChanged 97 SP:Iteration 7Q (2009.542382 sec): 3 clusters Score: Raw -175432.174222 + Penalty 1679.932502 = -173752.241720 nChanged 88 SP:Iteration 8Q (2009.633901 sec): 3 clusters Score: Raw -175512.057516 + Penalty 1679.932502 = -173832.125014 nChanged 91 SP:Iteration 9Q (2009.713190 sec): 3 clusters Score: Raw -175594.006777 + Penalty 1679.932502 = -173914.074275 nChanged 87 SP:Iteration 10Q (2009.818541 sec): 3 clusters Score: Raw -175666.745311 + Penalty 1679.932502 = -173986.812809 nChanged 64 SP:Iteration 11Q (2009.920687 sec): 3 clusters Score: Raw -175714.239709 + Penalty 1679.932502 = -174034.307207 nChanged 46 SP:Iteration 12Q (2009.998954 sec): 3 clusters Score: Raw -175746.427933 + Penalty 1679.932502 = -174066.495431 nChanged 41 SP:Iteration 13Q (2010.123649 sec): 3 clusters Score: Raw -175767.747112 + Penalty 1679.932502 = -174087.814610 nChanged 23 SP:Iteration 14Q (2010.210167 sec): 3 clusters Score: Raw -175779.959615 + Penalty 1679.932502 = -174100.027113 nChanged 23 SP:Iteration 15Q (2010.316481 sec): 3 clusters Score: Raw -175795.449691 + Penalty 1679.932502 = -174115.517189 nChanged 25 SP:Iteration 16Q (2010.428555 sec): 3 clusters Score: Raw -175806.410561 + Penalty 1679.932502 = -174126.478059 nChanged 18 SP:Iteration 17Q (2010.508171 sec): 3 clusters Score: Raw -175815.041266 + Penalty 1679.932502 = -174135.108764 nChanged 16 SP:Iteration 18Q (2010.603070 sec): 3 clusters Score: Raw -175821.227089 + Penalty 1679.932502 = -174141.294588 nChanged 13 SP:Iteration 19Q (2010.703943 sec): 3 clusters Score: Raw -175826.529298 + Penalty 1679.932502 = -174146.596796 nChanged 10 SP:Iteration 20F (2010.837825 sec): 3 clusters Score: Raw -175832.533266 + Penalty 1679.932502 = -174152.600764 nChanged 14 SP:Iteration 21Q (2010.925141 sec): 3 clusters Score: Raw -175840.078994 + Penalty 1679.932502 = -174160.146492 nChanged 11 SP:Iteration 22Q (2011.043292 sec): 3 clusters Score: Raw -175845.831841 + Penalty 1679.932502 = -174165.899339 nChanged 11 SP:Iteration 23Q (2011.150635 sec): 3 clusters Score: Raw -175850.699515 + Penalty 1679.932502 = -174170.767014 nChanged 9 SP:Iteration 24Q (2011.261056 sec): 3 clusters Score: Raw -175854.344229 + Penalty 1679.932502 = -174174.411727 nChanged 5 SP:Iteration 25Q (2011.360618 sec): 3 clusters Score: Raw -175856.107188 + Penalty 1679.932502 = -174176.174687 nChanged 4 SP:Iteration 26Q (2011.464359 sec): 3 clusters Score: Raw -175857.411886 + Penalty 1679.932502 = -174177.479385 nChanged 3 SP:Iteration 27Q (2011.558033 sec): 3 clusters Score: Raw -175857.951212 + Penalty 1679.932502 = -174178.018711 nChanged 0 SP:Iteration 28F (2011.652120 sec): 3 clusters Score: Raw -175857.951212 + Penalty 1679.932502 = -174178.018711 nChanged 0 Trying to split cluster 10 (945 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2011.715631 sec): 2 clusters Score: Raw -37351.236202 + Penalty 719.374417 = -36631.861785 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2011.794255 sec): 3 clusters Score: Raw -37078.866093 + Penalty 1438.748835 = -35640.117258 nChanged 301 SP:Iteration 1F (2011.868593 sec): 3 clusters Score: Raw -37445.649335 + Penalty 1438.748835 = -36006.900500 nChanged 79 SP:Iteration 2F (2011.968710 sec): 3 clusters Score: Raw -37555.410487 + Penalty 1438.748835 = -36116.661653 nChanged 50 SP:Iteration 3F (2012.044398 sec): 3 clusters Score: Raw -37646.131206 + Penalty 1438.748835 = -36207.382371 nChanged 42 SP:Iteration 4Q (2012.129810 sec): 3 clusters Score: Raw -37729.069519 + Penalty 1438.748835 = -36290.320684 nChanged 30 SP:Iteration 5Q (2012.202248 sec): 3 clusters Score: Raw -37760.275672 + Penalty 1438.748835 = -36321.526837 nChanged 21 SP:Iteration 6Q (2012.295734 sec): 3 clusters Score: Raw -37778.272076 + Penalty 1438.748835 = -36339.523242 nChanged 17 SP:Iteration 7Q (2012.366711 sec): 3 clusters Score: Raw -37793.514795 + Penalty 1438.748835 = -36354.765960 nChanged 19 SP:Iteration 8Q (2012.463939 sec): 3 clusters Score: Raw -37816.964731 + Penalty 1438.748835 = -36378.215896 nChanged 18 SP:Iteration 9Q (2012.539080 sec): 3 clusters Score: Raw -37836.856566 + Penalty 1438.748835 = -36398.107731 nChanged 7 SP:Iteration 10Q (2012.620710 sec): 3 clusters Score: Raw -37851.622657 + Penalty 1438.748835 = -36412.873823 nChanged 8 SP:Iteration 11Q (2012.712495 sec): 3 clusters Score: Raw -37859.663943 + Penalty 1438.748835 = -36420.915108 nChanged 6 SP:Iteration 12Q (2012.798305 sec): 3 clusters Score: Raw -37864.165597 + Penalty 1438.748835 = -36425.416762 nChanged 4 SP:Iteration 13Q (2012.861575 sec): 3 clusters Score: Raw -37866.544263 + Penalty 1438.748835 = -36427.795428 nChanged 6 SP:Iteration 14Q (2012.946647 sec): 3 clusters Score: Raw -37868.971514 + Penalty 1438.748835 = -36430.222679 nChanged 3 SP:Iteration 15Q (2013.038591 sec): 3 clusters Score: Raw -37870.194344 + Penalty 1438.748835 = -36431.445509 nChanged 1 SP:Iteration 16Q (2013.126896 sec): 3 clusters Score: Raw -37870.675841 + Penalty 1438.748835 = -36431.927006 nChanged 0 SP:Iteration 17F (2013.190407 sec): 3 clusters Score: Raw -37870.675841 + Penalty 1438.748835 = -36431.927006 nChanged 0 Trying to split cluster 11 (6278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2013.247744 sec): 2 clusters Score: Raw -358164.945954 + Penalty 918.204707 = -357246.741247 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2013.349032 sec): 3 clusters Score: Raw -354638.503449 + Penalty 1836.409415 = -352802.094034 nChanged 2714 SP:Iteration 1F (2013.449951 sec): 3 clusters Score: Raw -356151.985359 + Penalty 1836.409415 = -354315.575944 nChanged 505 SP:Iteration 2F (2013.528891 sec): 3 clusters Score: Raw -356470.883838 + Penalty 1836.409415 = -354634.474423 nChanged 466 SP:Iteration 3F (2013.627382 sec): 3 clusters Score: Raw -356787.319182 + Penalty 1836.409415 = -354950.909767 nChanged 422 SP:Iteration 4F (2013.706668 sec): 3 clusters Score: Raw -357101.850707 + Penalty 1836.409415 = -355265.441292 nChanged 382 SP:Iteration 5F (2013.783170 sec): 3 clusters Score: Raw -357372.475311 + Penalty 1836.409415 = -355536.065896 nChanged 339 SP:Iteration 6F (2013.889383 sec): 3 clusters Score: Raw -357601.889267 + Penalty 1836.409415 = -355765.479852 nChanged 270 SP:Iteration 7Q (2013.976160 sec): 3 clusters Score: Raw -357790.012505 + Penalty 1836.409415 = -355953.603090 nChanged 232 SP:Iteration 8Q (2014.043766 sec): 3 clusters Score: Raw -357973.840181 + Penalty 1836.409415 = -356137.430766 nChanged 189 SP:Iteration 9Q (2014.144997 sec): 3 clusters Score: Raw -358099.133194 + Penalty 1836.409415 = -356262.723780 nChanged 143 SP:Iteration 10Q (2014.234737 sec): 3 clusters Score: Raw -358170.788444 + Penalty 1836.409415 = -356334.379030 nChanged 85 SP:Iteration 11Q (2014.311546 sec): 3 clusters Score: Raw -358200.364880 + Penalty 1836.409415 = -356363.955465 nChanged 71 SP:Iteration 12Q (2014.407906 sec): 3 clusters Score: Raw -358228.790945 + Penalty 1836.409415 = -356392.381530 nChanged 64 SP:Iteration 13Q (2014.508589 sec): 3 clusters Score: Raw -358251.244096 + Penalty 1836.409415 = -356414.834681 nChanged 44 SP:Iteration 14Q (2014.597131 sec): 3 clusters Score: Raw -358268.400718 + Penalty 1836.409415 = -356431.991303 nChanged 44 SP:Iteration 15Q (2014.692857 sec): 3 clusters Score: Raw -358285.838370 + Penalty 1836.409415 = -356449.428955 nChanged 36 SP:Iteration 16Q (2014.777090 sec): 3 clusters Score: Raw -358301.923170 + Penalty 1836.409415 = -356465.513755 nChanged 49 SP:Iteration 17Q (2014.858885 sec): 3 clusters Score: Raw -358325.270824 + Penalty 1836.409415 = -356488.861409 nChanged 43 SP:Iteration 18Q (2014.944406 sec): 3 clusters Score: Raw -358344.817279 + Penalty 1836.409415 = -356508.407864 nChanged 42 SP:Iteration 19Q (2015.022913 sec): 3 clusters Score: Raw -358364.790392 + Penalty 1836.409415 = -356528.380977 nChanged 46 SP:Iteration 20F (2015.115530 sec): 3 clusters Score: Raw -358387.089405 + Penalty 1836.409415 = -356550.679990 nChanged 32 SP:Iteration 21Q (2015.218409 sec): 3 clusters Score: Raw -358401.616550 + Penalty 1836.409415 = -356565.207135 nChanged 30 SP:Iteration 22Q (2015.287660 sec): 3 clusters Score: Raw -358416.759235 + Penalty 1836.409415 = -356580.349820 nChanged 37 SP:Iteration 23Q (2015.375570 sec): 3 clusters Score: Raw -358431.698259 + Penalty 1836.409415 = -356595.288844 nChanged 28 SP:Iteration 24Q (2015.481538 sec): 3 clusters Score: Raw -358443.379765 + Penalty 1836.409415 = -356606.970351 nChanged 24 SP:Iteration 25Q (2015.552049 sec): 3 clusters Score: Raw -358456.930357 + Penalty 1836.409415 = -356620.520942 nChanged 32 SP:Iteration 26Q (2015.644732 sec): 3 clusters Score: Raw -358476.760278 + Penalty 1836.409415 = -356640.350863 nChanged 40 SP:Iteration 27Q (2015.745852 sec): 3 clusters Score: Raw -358504.823422 + Penalty 1836.409415 = -356668.414007 nChanged 40 SP:Iteration 28Q (2015.835535 sec): 3 clusters Score: Raw -358526.611523 + Penalty 1836.409415 = -356690.202108 nChanged 38 SP:Iteration 29Q (2015.925678 sec): 3 clusters Score: Raw -358542.870986 + Penalty 1836.409415 = -356706.461571 nChanged 33 SP:Iteration 30Q (2016.004800 sec): 3 clusters Score: Raw -358556.255162 + Penalty 1836.409415 = -356719.845747 nChanged 28 SP:Iteration 31Q (2016.090686 sec): 3 clusters Score: Raw -358570.820857 + Penalty 1836.409415 = -356734.411442 nChanged 22 SP:Iteration 32Q (2016.204963 sec): 3 clusters Score: Raw -358582.270467 + Penalty 1836.409415 = -356745.861052 nChanged 22 SP:Iteration 33Q (2016.276366 sec): 3 clusters Score: Raw -358591.297113 + Penalty 1836.409415 = -356754.887698 nChanged 21 SP:Iteration 34Q (2016.369485 sec): 3 clusters Score: Raw -358597.954744 + Penalty 1836.409415 = -356761.545329 nChanged 16 SP:Iteration 35Q (2016.470012 sec): 3 clusters Score: Raw -358604.918546 + Penalty 1836.409415 = -356768.509131 nChanged 19 SP:Iteration 36Q (2016.574399 sec): 3 clusters Score: Raw -358615.003007 + Penalty 1836.409415 = -356778.593592 nChanged 22 SP:Iteration 37Q (2016.676057 sec): 3 clusters Score: Raw -358625.214349 + Penalty 1836.409415 = -356788.804934 nChanged 16 SP:Iteration 38Q (2016.770272 sec): 3 clusters Score: Raw -358631.955305 + Penalty 1836.409415 = -356795.545890 nChanged 15 SP:Iteration 39Q (2016.876134 sec): 3 clusters Score: Raw -358638.786529 + Penalty 1836.409415 = -356802.377115 nChanged 16 SP:Iteration 40F (2016.964261 sec): 3 clusters Score: Raw -358646.819624 + Penalty 1836.409415 = -356810.410210 nChanged 15 SP:Iteration 41Q (2017.072465 sec): 3 clusters Score: Raw -358652.533406 + Penalty 1836.409415 = -356816.123991 nChanged 14 SP:Iteration 42Q (2017.158096 sec): 3 clusters Score: Raw -358657.343594 + Penalty 1836.409415 = -356820.934179 nChanged 13 SP:Iteration 43Q (2017.255652 sec): 3 clusters Score: Raw -358661.664940 + Penalty 1836.409415 = -356825.255525 nChanged 6 SP:Iteration 44Q (2017.352808 sec): 3 clusters Score: Raw -358662.811362 + Penalty 1836.409415 = -356826.401948 nChanged 6 SP:Iteration 45Q (2017.471685 sec): 3 clusters Score: Raw -358664.271695 + Penalty 1836.409415 = -356827.862280 nChanged 8 SP:Iteration 46Q (2017.567548 sec): 3 clusters Score: Raw -358666.319470 + Penalty 1836.409415 = -356829.910055 nChanged 6 SP:Iteration 47Q (2017.658747 sec): 3 clusters Score: Raw -358667.828183 + Penalty 1836.409415 = -356831.418769 nChanged 10 SP:Iteration 48Q (2017.761810 sec): 3 clusters Score: Raw -358670.820235 + Penalty 1836.409415 = -356834.410820 nChanged 10 SP:Iteration 49Q (2017.848373 sec): 3 clusters Score: Raw -358673.495523 + Penalty 1836.409415 = -356837.086108 nChanged 8 SP:Iteration 50Q (2017.959087 sec): 3 clusters Score: Raw -358675.909466 + Penalty 1836.409415 = -356839.500051 nChanged 7 SP:Iteration 51Q (2018.066253 sec): 3 clusters Score: Raw -358677.843491 + Penalty 1836.409415 = -356841.434076 nChanged 6 SP:Iteration 52Q (2018.164157 sec): 3 clusters Score: Raw -358680.340744 + Penalty 1836.409415 = -356843.931329 nChanged 9 SP:Iteration 53Q (2018.268231 sec): 3 clusters Score: Raw -358683.307392 + Penalty 1836.409415 = -356846.897977 nChanged 5 SP:Iteration 54Q (2018.362817 sec): 3 clusters Score: Raw -358685.012546 + Penalty 1836.409415 = -356848.603131 nChanged 8 SP:Iteration 55Q (2018.435945 sec): 3 clusters Score: Raw -358689.834388 + Penalty 1836.409415 = -356853.424974 nChanged 14 SP:Iteration 56Q (2018.529305 sec): 3 clusters Score: Raw -358695.175670 + Penalty 1836.409415 = -356858.766255 nChanged 7 SP:Iteration 57Q (2018.618371 sec): 3 clusters Score: Raw -358697.247928 + Penalty 1836.409415 = -356860.838514 nChanged 3 SP:Iteration 58Q (2018.705154 sec): 3 clusters Score: Raw -358698.080838 + Penalty 1836.409415 = -356861.671423 nChanged 2 SP:Iteration 59Q (2018.801248 sec): 3 clusters Score: Raw -358698.288507 + Penalty 1836.409415 = -356861.879092 nChanged 1 SP:Iteration 60F (2018.880719 sec): 3 clusters Score: Raw -358698.692241 + Penalty 1836.409415 = -356862.282827 nChanged 2 SP:Iteration 61Q (2018.977452 sec): 3 clusters Score: Raw -358699.820541 + Penalty 1836.409415 = -356863.411126 nChanged 3 SP:Iteration 62Q (2019.072920 sec): 3 clusters Score: Raw -358700.837036 + Penalty 1836.409415 = -356864.427622 nChanged 3 SP:Iteration 63Q (2019.164527 sec): 3 clusters Score: Raw -358701.464228 + Penalty 1836.409415 = -356865.054813 nChanged 3 SP:Iteration 64Q (2019.256022 sec): 3 clusters Score: Raw -358701.815474 + Penalty 1836.409415 = -356865.406059 nChanged 0 SP:Iteration 65F (2019.343234 sec): 3 clusters Score: Raw -358701.815474 + Penalty 1836.409415 = -356865.406059 nChanged 0 Trying to split cluster 12 (6566 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2019.395495 sec): 2 clusters Score: Raw -371309.275239 + Penalty 922.914310 = -370386.360928 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2019.485521 sec): 3 clusters Score: Raw -367673.374341 + Penalty 1845.828621 = -365827.545720 nChanged 2802 SP:Iteration 1F (2019.557372 sec): 3 clusters Score: Raw -369490.996951 + Penalty 1845.828621 = -367645.168330 nChanged 616 SP:Iteration 2F (2019.653725 sec): 3 clusters Score: Raw -369939.754261 + Penalty 1845.828621 = -368093.925641 nChanged 478 SP:Iteration 3F (2019.754535 sec): 3 clusters Score: Raw -370228.309010 + Penalty 1845.828621 = -368382.480390 nChanged 385 SP:Iteration 4F (2019.832257 sec): 3 clusters Score: Raw -370462.713060 + Penalty 1845.828621 = -368616.884439 nChanged 296 SP:Iteration 5Q (2019.927673 sec): 3 clusters Score: Raw -370607.517250 + Penalty 1845.828621 = -368761.688629 nChanged 240 SP:Iteration 6Q (2020.010127 sec): 3 clusters Score: Raw -370731.709744 + Penalty 1845.828621 = -368885.881124 nChanged 174 SP:Iteration 7Q (2020.104294 sec): 3 clusters Score: Raw -370804.226640 + Penalty 1845.828621 = -368958.398020 nChanged 137 SP:Iteration 8Q (2020.192104 sec): 3 clusters Score: Raw -370864.989341 + Penalty 1845.828621 = -369019.160721 nChanged 111 SP:Iteration 9Q (2020.265488 sec): 3 clusters Score: Raw -370927.835350 + Penalty 1845.828621 = -369082.006730 nChanged 111 SP:Iteration 10Q (2020.357115 sec): 3 clusters Score: Raw -370984.295597 + Penalty 1845.828621 = -369138.466977 nChanged 96 SP:Iteration 11Q (2020.448687 sec): 3 clusters Score: Raw -371042.166799 + Penalty 1845.828621 = -369196.338178 nChanged 97 SP:Iteration 12Q (2020.542256 sec): 3 clusters Score: Raw -371104.356798 + Penalty 1845.828621 = -369258.528177 nChanged 102 SP:Iteration 13Q (2020.623030 sec): 3 clusters Score: Raw -371165.260914 + Penalty 1845.828621 = -369319.432293 nChanged 91 SP:Iteration 14Q (2020.725414 sec): 3 clusters Score: Raw -371233.402565 + Penalty 1845.828621 = -369387.573944 nChanged 95 SP:Iteration 15Q (2020.797807 sec): 3 clusters Score: Raw -371287.782272 + Penalty 1845.828621 = -369441.953651 nChanged 81 SP:Iteration 16Q (2020.888936 sec): 3 clusters Score: Raw -371321.098654 + Penalty 1845.828621 = -369475.270033 nChanged 82 SP:Iteration 17Q (2020.986089 sec): 3 clusters Score: Raw -371352.900858 + Penalty 1845.828621 = -369507.072237 nChanged 62 SP:Iteration 18Q (2021.082507 sec): 3 clusters Score: Raw -371379.078737 + Penalty 1845.828621 = -369533.250116 nChanged 60 SP:Iteration 19Q (2021.167214 sec): 3 clusters Score: Raw -371397.469289 + Penalty 1845.828621 = -369551.640669 nChanged 35 SP:Iteration 20F (2021.258432 sec): 3 clusters Score: Raw -371407.306276 + Penalty 1845.828621 = -369561.477655 nChanged 32 SP:Iteration 21Q (2021.348017 sec): 3 clusters Score: Raw -371416.748064 + Penalty 1845.828621 = -369570.919444 nChanged 32 SP:Iteration 22Q (2021.438031 sec): 3 clusters Score: Raw -371425.455016 + Penalty 1845.828621 = -369579.626396 nChanged 21 SP:Iteration 23Q (2021.509584 sec): 3 clusters Score: Raw -371429.736291 + Penalty 1845.828621 = -369583.907671 nChanged 18 SP:Iteration 24Q (2021.603048 sec): 3 clusters Score: Raw -371433.263171 + Penalty 1845.828621 = -369587.434550 nChanged 14 SP:Iteration 25Q (2021.701408 sec): 3 clusters Score: Raw -371436.245645 + Penalty 1845.828621 = -369590.417025 nChanged 13 SP:Iteration 26Q (2021.775783 sec): 3 clusters Score: Raw -371439.193069 + Penalty 1845.828621 = -369593.364449 nChanged 12 SP:Iteration 27Q (2021.860617 sec): 3 clusters Score: Raw -371441.601590 + Penalty 1845.828621 = -369595.772969 nChanged 6 SP:Iteration 28Q (2021.952349 sec): 3 clusters Score: Raw -371442.723273 + Penalty 1845.828621 = -369596.894653 nChanged 5 SP:Iteration 29Q (2022.050295 sec): 3 clusters Score: Raw -371443.733100 + Penalty 1845.828621 = -369597.904479 nChanged 9 SP:Iteration 30Q (2022.128731 sec): 3 clusters Score: Raw -371445.783155 + Penalty 1845.828621 = -369599.954534 nChanged 6 SP:Iteration 31Q (2022.239182 sec): 3 clusters Score: Raw -371446.447640 + Penalty 1845.828621 = -369600.619019 nChanged 6 SP:Iteration 32Q (2022.328216 sec): 3 clusters Score: Raw -371447.899444 + Penalty 1845.828621 = -369602.070824 nChanged 8 SP:Iteration 33Q (2022.424773 sec): 3 clusters Score: Raw -371449.813942 + Penalty 1845.828621 = -369603.985321 nChanged 7 SP:Iteration 34Q (2022.516401 sec): 3 clusters Score: Raw -371450.985679 + Penalty 1845.828621 = -369605.157058 nChanged 7 SP:Iteration 35Q (2022.649870 sec): 3 clusters Score: Raw -371452.336580 + Penalty 1845.828621 = -369606.507959 nChanged 8 SP:Iteration 36Q (2022.753255 sec): 3 clusters Score: Raw -371455.417478 + Penalty 1845.828621 = -369609.588857 nChanged 11 SP:Iteration 37Q (2022.854765 sec): 3 clusters Score: Raw -371458.166401 + Penalty 1845.828621 = -369612.337781 nChanged 15 SP:Iteration 38Q (2022.967896 sec): 3 clusters Score: Raw -371460.919678 + Penalty 1845.828621 = -369615.091057 nChanged 7 SP:Iteration 39Q (2023.059064 sec): 3 clusters Score: Raw -371462.664597 + Penalty 1845.828621 = -369616.835977 nChanged 11 SP:Iteration 40F (2023.170941 sec): 3 clusters Score: Raw -371465.802925 + Penalty 1845.828621 = -369619.974304 nChanged 7 SP:Iteration 41Q (2023.251488 sec): 3 clusters Score: Raw -371467.592698 + Penalty 1845.828621 = -369621.764077 nChanged 6 SP:Iteration 42Q (2023.361295 sec): 3 clusters Score: Raw -371469.028387 + Penalty 1845.828621 = -369623.199767 nChanged 4 SP:Iteration 43Q (2023.509854 sec): 3 clusters Score: Raw -371469.379311 + Penalty 1845.828621 = -369623.550691 nChanged 1 SP:Iteration 44Q (2023.599139 sec): 3 clusters Score: Raw -371469.437414 + Penalty 1845.828621 = -369623.608793 nChanged 1 SP:Iteration 45Q (2023.731591 sec): 3 clusters Score: Raw -371469.485409 + Penalty 1845.828621 = -369623.656789 nChanged 0 SP:Iteration 46F (2023.834974 sec): 3 clusters Score: Raw -371469.485409 + Penalty 1845.828621 = -369623.656789 nChanged 0 Trying to split cluster 13 (4578 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2023.875886 sec): 2 clusters Score: Raw -224112.814279 + Penalty 885.046838 = -223227.767442 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2024.010485 sec): 3 clusters Score: Raw -221600.027444 + Penalty 1770.093675 = -219829.933769 nChanged 1928 SP:Iteration 1F (2024.088959 sec): 3 clusters Score: Raw -222807.514279 + Penalty 1770.093675 = -221037.420604 nChanged 422 SP:Iteration 2F (2024.210444 sec): 3 clusters Score: Raw -223180.923417 + Penalty 1770.093675 = -221410.829741 nChanged 342 SP:Iteration 3F (2024.325959 sec): 3 clusters Score: Raw -223507.707738 + Penalty 1770.093675 = -221737.614063 nChanged 325 SP:Iteration 4F (2024.443350 sec): 3 clusters Score: Raw -223740.797645 + Penalty 1770.093675 = -221970.703970 nChanged 252 SP:Iteration 5F (2024.551784 sec): 3 clusters Score: Raw -223908.022825 + Penalty 1770.093675 = -222137.929150 nChanged 204 SP:Iteration 6Q (2024.663495 sec): 3 clusters Score: Raw -224049.109667 + Penalty 1770.093675 = -222279.015991 nChanged 178 SP:Iteration 7Q (2024.745567 sec): 3 clusters Score: Raw -224158.047675 + Penalty 1770.093675 = -222387.954000 nChanged 147 SP:Iteration 8Q (2024.843649 sec): 3 clusters Score: Raw -224234.587633 + Penalty 1770.093675 = -222464.493957 nChanged 112 SP:Iteration 9Q (2024.932321 sec): 3 clusters Score: Raw -224280.670603 + Penalty 1770.093675 = -222510.576928 nChanged 93 SP:Iteration 10Q (2025.002949 sec): 3 clusters Score: Raw -224314.906598 + Penalty 1770.093675 = -222544.812923 nChanged 76 SP:Iteration 11Q (2025.096400 sec): 3 clusters Score: Raw -224340.640510 + Penalty 1770.093675 = -222570.546834 nChanged 51 SP:Iteration 12Q (2025.184054 sec): 3 clusters Score: Raw -224360.760695 + Penalty 1770.093675 = -222590.667020 nChanged 52 SP:Iteration 13Q (2025.269455 sec): 3 clusters Score: Raw -224376.997589 + Penalty 1770.093675 = -222606.903914 nChanged 44 SP:Iteration 14Q (2025.362468 sec): 3 clusters Score: Raw -224387.735953 + Penalty 1770.093675 = -222617.642278 nChanged 28 SP:Iteration 15Q (2025.453041 sec): 3 clusters Score: Raw -224399.385756 + Penalty 1770.093675 = -222629.292081 nChanged 34 SP:Iteration 16Q (2025.538420 sec): 3 clusters Score: Raw -224410.742199 + Penalty 1770.093675 = -222640.648524 nChanged 34 SP:Iteration 17Q (2025.615816 sec): 3 clusters Score: Raw -224423.146958 + Penalty 1770.093675 = -222653.053283 nChanged 34 SP:Iteration 18Q (2025.699771 sec): 3 clusters Score: Raw -224435.407163 + Penalty 1770.093675 = -222665.313488 nChanged 31 SP:Iteration 19Q (2025.799056 sec): 3 clusters Score: Raw -224445.815796 + Penalty 1770.093675 = -222675.722121 nChanged 35 SP:Iteration 20F (2025.884138 sec): 3 clusters Score: Raw -224458.528996 + Penalty 1770.093675 = -222688.435321 nChanged 29 SP:Iteration 21Q (2025.981250 sec): 3 clusters Score: Raw -224466.577917 + Penalty 1770.093675 = -222696.484242 nChanged 20 SP:Iteration 22Q (2026.070061 sec): 3 clusters Score: Raw -224470.217956 + Penalty 1770.093675 = -222700.124281 nChanged 11 SP:Iteration 23Q (2026.156817 sec): 3 clusters Score: Raw -224471.988807 + Penalty 1770.093675 = -222701.895132 nChanged 10 SP:Iteration 24Q (2026.237830 sec): 3 clusters Score: Raw -224473.759916 + Penalty 1770.093675 = -222703.666241 nChanged 5 SP:Iteration 25Q (2026.333124 sec): 3 clusters Score: Raw -224474.655496 + Penalty 1770.093675 = -222704.561821 nChanged 5 SP:Iteration 26Q (2026.429684 sec): 3 clusters Score: Raw -224475.603546 + Penalty 1770.093675 = -222705.509871 nChanged 8 SP:Iteration 27Q (2026.507167 sec): 3 clusters Score: Raw -224477.370756 + Penalty 1770.093675 = -222707.277081 nChanged 6 SP:Iteration 28Q (2026.601722 sec): 3 clusters Score: Raw -224478.556475 + Penalty 1770.093675 = -222708.462800 nChanged 11 SP:Iteration 29Q (2026.673029 sec): 3 clusters Score: Raw -224481.107142 + Penalty 1770.093675 = -222711.013467 nChanged 8 SP:Iteration 30Q (2026.772039 sec): 3 clusters Score: Raw -224482.652317 + Penalty 1770.093675 = -222712.558642 nChanged 8 SP:Iteration 31Q (2026.853759 sec): 3 clusters Score: Raw -224485.271443 + Penalty 1770.093675 = -222715.177768 nChanged 9 SP:Iteration 32Q (2026.935965 sec): 3 clusters Score: Raw -224487.650093 + Penalty 1770.093675 = -222717.556418 nChanged 11 SP:Iteration 33Q (2027.036850 sec): 3 clusters Score: Raw -224489.508353 + Penalty 1770.093675 = -222719.414678 nChanged 8 SP:Iteration 34Q (2027.117607 sec): 3 clusters Score: Raw -224492.836544 + Penalty 1770.093675 = -222722.742869 nChanged 17 SP:Iteration 35Q (2027.201253 sec): 3 clusters Score: Raw -224497.732814 + Penalty 1770.093675 = -222727.639139 nChanged 13 SP:Iteration 36Q (2027.287506 sec): 3 clusters Score: Raw -224503.307002 + Penalty 1770.093675 = -222733.213327 nChanged 21 SP:Iteration 37Q (2027.362985 sec): 3 clusters Score: Raw -224510.810266 + Penalty 1770.093675 = -222740.716591 nChanged 21 SP:Iteration 38Q (2027.465623 sec): 3 clusters Score: Raw -224516.151074 + Penalty 1770.093675 = -222746.057399 nChanged 14 SP:Iteration 39Q (2027.555550 sec): 3 clusters Score: Raw -224521.253845 + Penalty 1770.093675 = -222751.160170 nChanged 18 SP:Iteration 40F (2027.636897 sec): 3 clusters Score: Raw -224525.501497 + Penalty 1770.093675 = -222755.407822 nChanged 15 SP:Iteration 41Q (2027.727107 sec): 3 clusters Score: Raw -224528.604455 + Penalty 1770.093675 = -222758.510780 nChanged 13 SP:Iteration 42Q (2027.794866 sec): 3 clusters Score: Raw -224531.531610 + Penalty 1770.093675 = -222761.437934 nChanged 19 SP:Iteration 43Q (2027.894217 sec): 3 clusters Score: Raw -224537.109980 + Penalty 1770.093675 = -222767.016305 nChanged 23 SP:Iteration 44Q (2027.982884 sec): 3 clusters Score: Raw -224546.629852 + Penalty 1770.093675 = -222776.536177 nChanged 24 SP:Iteration 45Q (2028.058980 sec): 3 clusters Score: Raw -224557.312323 + Penalty 1770.093675 = -222787.218648 nChanged 27 SP:Iteration 46Q (2028.149112 sec): 3 clusters Score: Raw -224567.627128 + Penalty 1770.093675 = -222797.533452 nChanged 37 SP:Iteration 47Q (2028.228278 sec): 3 clusters Score: Raw -224584.155613 + Penalty 1770.093675 = -222814.061937 nChanged 36 SP:Iteration 48Q (2028.322711 sec): 3 clusters Score: Raw -224595.012199 + Penalty 1770.093675 = -222824.918524 nChanged 22 SP:Iteration 49Q (2028.403089 sec): 3 clusters Score: Raw -224598.764149 + Penalty 1770.093675 = -222828.670474 nChanged 14 SP:Iteration 50Q (2028.495571 sec): 3 clusters Score: Raw -224602.185174 + Penalty 1770.093675 = -222832.091499 nChanged 16 SP:Iteration 51Q (2028.600075 sec): 3 clusters Score: Raw -224607.393773 + Penalty 1770.093675 = -222837.300098 nChanged 20 SP:Iteration 52Q (2028.674294 sec): 3 clusters Score: Raw -224613.948452 + Penalty 1770.093675 = -222843.854777 nChanged 26 SP:Iteration 53Q (2028.760877 sec): 3 clusters Score: Raw -224620.972800 + Penalty 1770.093675 = -222850.879125 nChanged 29 SP:Iteration 54Q (2028.853719 sec): 3 clusters Score: Raw -224629.897749 + Penalty 1770.093675 = -222859.804074 nChanged 22 SP:Iteration 55Q (2028.939976 sec): 3 clusters Score: Raw -224636.244460 + Penalty 1770.093675 = -222866.150785 nChanged 21 SP:Iteration 56Q (2029.026849 sec): 3 clusters Score: Raw -224640.923097 + Penalty 1770.093675 = -222870.829422 nChanged 16 SP:Iteration 57Q (2029.098649 sec): 3 clusters Score: Raw -224644.562684 + Penalty 1770.093675 = -222874.469009 nChanged 13 SP:Iteration 58Q (2029.193528 sec): 3 clusters Score: Raw -224648.579211 + Penalty 1770.093675 = -222878.485536 nChanged 8 SP:Iteration 59Q (2029.289707 sec): 3 clusters Score: Raw -224650.446832 + Penalty 1770.093675 = -222880.353157 nChanged 6 SP:Iteration 60F (2029.382478 sec): 3 clusters Score: Raw -224651.325757 + Penalty 1770.093675 = -222881.232082 nChanged 2 SP:Iteration 61Q (2029.495106 sec): 3 clusters Score: Raw -224651.658605 + Penalty 1770.093675 = -222881.564930 nChanged 0 SP:Iteration 62F (2029.598737 sec): 3 clusters Score: Raw -224651.658605 + Penalty 1770.093675 = -222881.564930 nChanged 0 Trying to split cluster 14 (21089 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2029.706422 sec): 2 clusters Score: Raw -1246052.951157 + Penalty 1045.433220 = -1245007.517937 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2029.828646 sec): 3 clusters Score: Raw -1232977.329933 + Penalty 2090.866440 = -1230886.463493 nChanged 9817 SP:Iteration 1F (2029.947682 sec): 3 clusters Score: Raw -1239145.393203 + Penalty 2090.866440 = -1237054.526763 nChanged 1519 SP:Iteration 2F (2030.070126 sec): 3 clusters Score: Raw -1240240.133884 + Penalty 2090.866440 = -1238149.267444 nChanged 1592 SP:Iteration 3F (2030.180672 sec): 3 clusters Score: Raw -1241299.242392 + Penalty 2090.866440 = -1239208.375952 nChanged 1444 SP:Iteration 4F (2030.308162 sec): 3 clusters Score: Raw -1242132.462075 + Penalty 2090.866440 = -1240041.595635 nChanged 1279 SP:Iteration 5F (2030.462619 sec): 3 clusters Score: Raw -1242894.449195 + Penalty 2090.866440 = -1240803.582755 nChanged 1195 SP:Iteration 6F (2030.607612 sec): 3 clusters Score: Raw -1243594.405061 + Penalty 2090.866440 = -1241503.538621 nChanged 1004 SP:Iteration 7Q (2030.752035 sec): 3 clusters Score: Raw -1244186.031975 + Penalty 2090.866440 = -1242095.165535 nChanged 787 SP:Iteration 8Q (2030.865446 sec): 3 clusters Score: Raw -1244670.368327 + Penalty 2090.866440 = -1242579.501887 nChanged 681 SP:Iteration 9Q (2030.978654 sec): 3 clusters Score: Raw -1245112.273149 + Penalty 2090.866440 = -1243021.406709 nChanged 597 SP:Iteration 10Q (2031.083494 sec): 3 clusters Score: Raw -1245512.606732 + Penalty 2090.866440 = -1243421.740292 nChanged 525 SP:Iteration 11Q (2031.195419 sec): 3 clusters Score: Raw -1245865.339287 + Penalty 2090.866440 = -1243774.472847 nChanged 475 SP:Iteration 12Q (2031.292746 sec): 3 clusters Score: Raw -1246152.774348 + Penalty 2090.866440 = -1244061.907908 nChanged 456 SP:Iteration 13Q (2031.415004 sec): 3 clusters Score: Raw -1246448.480091 + Penalty 2090.866440 = -1244357.613651 nChanged 384 SP:Iteration 14Q (2031.523117 sec): 3 clusters Score: Raw -1246717.958087 + Penalty 2090.866440 = -1244627.091647 nChanged 363 SP:Iteration 15Q (2031.622068 sec): 3 clusters Score: Raw -1246989.063161 + Penalty 2090.866440 = -1244898.196721 nChanged 340 SP:Iteration 16Q (2031.721515 sec): 3 clusters Score: Raw -1247258.744617 + Penalty 2090.866440 = -1245167.878177 nChanged 271 SP:Iteration 17Q (2031.823029 sec): 3 clusters Score: Raw -1247514.498679 + Penalty 2090.866440 = -1245423.632239 nChanged 250 SP:Iteration 18Q (2031.944187 sec): 3 clusters Score: Raw -1247814.186766 + Penalty 2090.866440 = -1245723.320326 nChanged 229 SP:Iteration 19Q (2032.044698 sec): 3 clusters Score: Raw -1248121.317486 + Penalty 2090.866440 = -1246030.451046 nChanged 165 SP:Iteration 20F (2032.151528 sec): 3 clusters Score: Raw -1248289.600571 + Penalty 2090.866440 = -1246198.734131 nChanged 107 SP:Iteration 21Q (2032.261111 sec): 3 clusters Score: Raw -1248344.541318 + Penalty 2090.866440 = -1246253.674878 nChanged 64 SP:Iteration 22Q (2032.373043 sec): 3 clusters Score: Raw -1248363.042605 + Penalty 2090.866440 = -1246272.176166 nChanged 32 SP:Iteration 23Q (2032.467157 sec): 3 clusters Score: Raw -1248368.935551 + Penalty 2090.866440 = -1246278.069111 nChanged 16 SP:Iteration 24Q (2032.563015 sec): 3 clusters Score: Raw -1248371.930028 + Penalty 2090.866440 = -1246281.063588 nChanged 10 SP:Iteration 25Q (2032.676475 sec): 3 clusters Score: Raw -1248373.650419 + Penalty 2090.866440 = -1246282.783979 nChanged 8 SP:Iteration 26Q (2032.783293 sec): 3 clusters Score: Raw -1248374.524081 + Penalty 2090.866440 = -1246283.657641 nChanged 8 SP:Iteration 27Q (2032.879992 sec): 3 clusters Score: Raw -1248375.361417 + Penalty 2090.866440 = -1246284.494977 nChanged 4 SP:Iteration 28Q (2032.994157 sec): 3 clusters Score: Raw -1248375.794861 + Penalty 2090.866440 = -1246284.928421 nChanged 4 SP:Iteration 29Q (2033.103134 sec): 3 clusters Score: Raw -1248376.118309 + Penalty 2090.866440 = -1246285.251870 nChanged 4 SP:Iteration 30Q (2033.208437 sec): 3 clusters Score: Raw -1248376.418724 + Penalty 2090.866440 = -1246285.552284 nChanged 3 SP:Iteration 31Q (2033.318390 sec): 3 clusters Score: Raw -1248376.590793 + Penalty 2090.866440 = -1246285.724353 nChanged 4 SP:Iteration 32Q (2033.422800 sec): 3 clusters Score: Raw -1248376.854987 + Penalty 2090.866440 = -1246285.988547 nChanged 3 SP:Iteration 33Q (2033.526206 sec): 3 clusters Score: Raw -1248377.036803 + Penalty 2090.866440 = -1246286.170363 nChanged 3 SP:Iteration 34Q (2033.633411 sec): 3 clusters Score: Raw -1248377.359545 + Penalty 2090.866440 = -1246286.493105 nChanged 0 SP:Iteration 35F (2033.741140 sec): 3 clusters Score: Raw -1248377.359545 + Penalty 2090.866440 = -1246286.493105 nChanged 0 Score: Raw -4221987.347801 + Penalty 21288.940409 = -4200698.407392 Splitting cluster 14 changes total score from -4199556.717915 to -4200698.407392 So it's getting split into cluster 18. Trying to split cluster 15 (1250 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2035.227218 sec): 2 clusters Score: Raw -62299.134229 + Penalty 748.744377 = -61550.389852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2035.316354 sec): 3 clusters Score: Raw -61768.749573 + Penalty 1497.488754 = -60271.260819 nChanged 447 SP:Iteration 1F (2035.403484 sec): 3 clusters Score: Raw -62129.950816 + Penalty 1497.488754 = -60632.462062 nChanged 110 SP:Iteration 2F (2035.487272 sec): 3 clusters Score: Raw -62265.716035 + Penalty 1497.488754 = -60768.227280 nChanged 89 SP:Iteration 3F (2035.562795 sec): 3 clusters Score: Raw -62357.055485 + Penalty 1497.488754 = -60859.566731 nChanged 68 SP:Iteration 4F (2035.676063 sec): 3 clusters Score: Raw -62409.414520 + Penalty 1497.488754 = -60911.925765 nChanged 36 SP:Iteration 5Q (2035.758544 sec): 3 clusters Score: Raw -62441.532039 + Penalty 1497.488754 = -60944.043285 nChanged 42 SP:Iteration 6Q (2035.832484 sec): 3 clusters Score: Raw -62473.665412 + Penalty 1497.488754 = -60976.176657 nChanged 22 SP:Iteration 7Q (2035.932811 sec): 3 clusters Score: Raw -62495.326396 + Penalty 1497.488754 = -60997.837642 nChanged 27 SP:Iteration 8Q (2036.052172 sec): 3 clusters Score: Raw -62515.710799 + Penalty 1497.488754 = -61018.222044 nChanged 28 SP:Iteration 9Q (2036.156733 sec): 3 clusters Score: Raw -62549.540669 + Penalty 1497.488754 = -61052.051914 nChanged 28 SP:Iteration 10Q (2036.244257 sec): 3 clusters Score: Raw -62590.764297 + Penalty 1497.488754 = -61093.275543 nChanged 29 SP:Iteration 11Q (2036.315522 sec): 3 clusters Score: Raw -62617.699024 + Penalty 1497.488754 = -61120.210270 nChanged 29 SP:Iteration 12Q (2036.419895 sec): 3 clusters Score: Raw -62637.987762 + Penalty 1497.488754 = -61140.499008 nChanged 20 SP:Iteration 13Q (2036.521553 sec): 3 clusters Score: Raw -62654.479007 + Penalty 1497.488754 = -61156.990253 nChanged 20 SP:Iteration 14Q (2036.643445 sec): 3 clusters Score: Raw -62673.916338 + Penalty 1497.488754 = -61176.427584 nChanged 25 SP:Iteration 15Q (2036.745338 sec): 3 clusters Score: Raw -62711.814879 + Penalty 1497.488754 = -61214.326125 nChanged 23 SP:Iteration 16Q (2036.877004 sec): 3 clusters Score: Raw -62737.758264 + Penalty 1497.488754 = -61240.269510 nChanged 25 SP:Iteration 17Q (2036.953835 sec): 3 clusters Score: Raw -62772.792615 + Penalty 1497.488754 = -61275.303861 nChanged 25 SP:Iteration 18Q (2037.042781 sec): 3 clusters Score: Raw -62803.806530 + Penalty 1497.488754 = -61306.317776 nChanged 27 SP:Iteration 19Q (2037.141521 sec): 3 clusters Score: Raw -62829.177204 + Penalty 1497.488754 = -61331.688450 nChanged 18 SP:Iteration 20F (2037.257420 sec): 3 clusters Score: Raw -62847.259991 + Penalty 1497.488754 = -61349.771237 nChanged 15 SP:Iteration 21Q (2037.344176 sec): 3 clusters Score: Raw -62862.718002 + Penalty 1497.488754 = -61365.229248 nChanged 13 SP:Iteration 22Q (2037.442175 sec): 3 clusters Score: Raw -62869.845379 + Penalty 1497.488754 = -61372.356625 nChanged 6 SP:Iteration 23Q (2037.557367 sec): 3 clusters Score: Raw -62873.138635 + Penalty 1497.488754 = -61375.649881 nChanged 6 SP:Iteration 24Q (2037.646804 sec): 3 clusters Score: Raw -62877.698904 + Penalty 1497.488754 = -61380.210150 nChanged 4 SP:Iteration 25Q (2037.724427 sec): 3 clusters Score: Raw -62881.535967 + Penalty 1497.488754 = -61384.047213 nChanged 7 SP:Iteration 26Q (2037.808023 sec): 3 clusters Score: Raw -62889.169095 + Penalty 1497.488754 = -61391.680341 nChanged 7 SP:Iteration 27Q (2037.906221 sec): 3 clusters Score: Raw -62893.742413 + Penalty 1497.488754 = -61396.253658 nChanged 7 SP:Iteration 28Q (2037.985928 sec): 3 clusters Score: Raw -62902.288463 + Penalty 1497.488754 = -61404.799709 nChanged 8 SP:Iteration 29Q (2038.083608 sec): 3 clusters Score: Raw -62912.814950 + Penalty 1497.488754 = -61415.326195 nChanged 11 SP:Iteration 30Q (2038.184076 sec): 3 clusters Score: Raw -62924.390511 + Penalty 1497.488754 = -61426.901756 nChanged 10 SP:Iteration 31Q (2038.256617 sec): 3 clusters Score: Raw -62932.123618 + Penalty 1497.488754 = -61434.634863 nChanged 6 SP:Iteration 32Q (2038.331823 sec): 3 clusters Score: Raw -62935.375559 + Penalty 1497.488754 = -61437.886805 nChanged 3 SP:Iteration 33Q (2038.441041 sec): 3 clusters Score: Raw -62936.021947 + Penalty 1497.488754 = -61438.533193 nChanged 1 SP:Iteration 34Q (2038.509811 sec): 3 clusters Score: Raw -62936.217840 + Penalty 1497.488754 = -61438.729085 nChanged 0 SP:Iteration 35F (2038.606950 sec): 3 clusters Score: Raw -62936.217840 + Penalty 1497.488754 = -61438.729085 nChanged 0 Trying to split cluster 16 (2996 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2038.638984 sec): 2 clusters Score: Raw -140687.683522 + Penalty 840.528501 = -139847.155021 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2038.731505 sec): 3 clusters Score: Raw -139197.213553 + Penalty 1681.057002 = -137516.156551 nChanged 1224 SP:Iteration 1F (2038.811152 sec): 3 clusters Score: Raw -140163.404648 + Penalty 1681.057002 = -138482.347645 nChanged 312 SP:Iteration 2F (2038.919686 sec): 3 clusters Score: Raw -140503.282494 + Penalty 1681.057002 = -138822.225492 nChanged 222 SP:Iteration 3F (2038.989371 sec): 3 clusters Score: Raw -140729.538741 + Penalty 1681.057002 = -139048.481739 nChanged 161 SP:Iteration 4F (2039.095676 sec): 3 clusters Score: Raw -140856.749989 + Penalty 1681.057002 = -139175.692986 nChanged 123 SP:Iteration 5Q (2039.164993 sec): 3 clusters Score: Raw -140956.609989 + Penalty 1681.057002 = -139275.552987 nChanged 106 SP:Iteration 6Q (2039.256425 sec): 3 clusters Score: Raw -141042.857729 + Penalty 1681.057002 = -139361.800727 nChanged 92 SP:Iteration 7Q (2039.332965 sec): 3 clusters Score: Raw -141108.448494 + Penalty 1681.057002 = -139427.391491 nChanged 70 SP:Iteration 8Q (2039.436006 sec): 3 clusters Score: Raw -141149.218877 + Penalty 1681.057002 = -139468.161874 nChanged 53 SP:Iteration 9Q (2039.517113 sec): 3 clusters Score: Raw -141178.931127 + Penalty 1681.057002 = -139497.874124 nChanged 45 SP:Iteration 10Q (2039.615432 sec): 3 clusters Score: Raw -141196.745026 + Penalty 1681.057002 = -139515.688023 nChanged 31 SP:Iteration 11Q (2039.697377 sec): 3 clusters Score: Raw -141206.790824 + Penalty 1681.057002 = -139525.733822 nChanged 24 SP:Iteration 12Q (2039.798526 sec): 3 clusters Score: Raw -141216.110300 + Penalty 1681.057002 = -139535.053298 nChanged 27 SP:Iteration 13Q (2039.887806 sec): 3 clusters Score: Raw -141226.283800 + Penalty 1681.057002 = -139545.226798 nChanged 20 SP:Iteration 14Q (2039.975523 sec): 3 clusters Score: Raw -141231.449303 + Penalty 1681.057002 = -139550.392301 nChanged 11 SP:Iteration 15Q (2040.061912 sec): 3 clusters Score: Raw -141234.328064 + Penalty 1681.057002 = -139553.271061 nChanged 13 SP:Iteration 16Q (2040.141872 sec): 3 clusters Score: Raw -141238.443579 + Penalty 1681.057002 = -139557.386577 nChanged 9 SP:Iteration 17Q (2040.210667 sec): 3 clusters Score: Raw -141240.567512 + Penalty 1681.057002 = -139559.510509 nChanged 8 SP:Iteration 18Q (2040.302135 sec): 3 clusters Score: Raw -141243.049928 + Penalty 1681.057002 = -139561.992926 nChanged 10 SP:Iteration 19Q (2040.369885 sec): 3 clusters Score: Raw -141246.284787 + Penalty 1681.057002 = -139565.227784 nChanged 10 SP:Iteration 20F (2040.444556 sec): 3 clusters Score: Raw -141248.710529 + Penalty 1681.057002 = -139567.653527 nChanged 8 SP:Iteration 21Q (2040.533752 sec): 3 clusters Score: Raw -141250.425793 + Penalty 1681.057002 = -139569.368790 nChanged 5 SP:Iteration 22Q (2040.627873 sec): 3 clusters Score: Raw -141251.879964 + Penalty 1681.057002 = -139570.822962 nChanged 5 SP:Iteration 23Q (2040.706321 sec): 3 clusters Score: Raw -141253.251672 + Penalty 1681.057002 = -139572.194670 nChanged 5 SP:Iteration 24Q (2040.789203 sec): 3 clusters Score: Raw -141254.517974 + Penalty 1681.057002 = -139573.460972 nChanged 3 SP:Iteration 25Q (2040.888005 sec): 3 clusters Score: Raw -141255.845322 + Penalty 1681.057002 = -139574.788319 nChanged 7 SP:Iteration 26Q (2040.963419 sec): 3 clusters Score: Raw -141258.433247 + Penalty 1681.057002 = -139577.376244 nChanged 6 SP:Iteration 27Q (2041.054207 sec): 3 clusters Score: Raw -141260.120707 + Penalty 1681.057002 = -139579.063705 nChanged 2 SP:Iteration 28Q (2041.129502 sec): 3 clusters Score: Raw -141260.360336 + Penalty 1681.057002 = -139579.303333 nChanged 2 SP:Iteration 29Q (2041.211840 sec): 3 clusters Score: Raw -141260.632629 + Penalty 1681.057002 = -139579.575626 nChanged 0 SP:Iteration 30F (2041.304182 sec): 3 clusters Score: Raw -141260.632629 + Penalty 1681.057002 = -139579.575626 nChanged 0 Trying to split cluster 17 (895 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2041.349380 sec): 2 clusters Score: Raw -34490.162215 + Penalty 713.666490 = -33776.495725 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2041.409540 sec): 3 clusters Score: Raw -34168.719629 + Penalty 1427.332981 = -32741.386648 nChanged 308 SP:Iteration 1F (2041.493927 sec): 3 clusters Score: Raw -34450.504364 + Penalty 1427.332981 = -33023.171383 nChanged 88 SP:Iteration 2F (2041.566539 sec): 3 clusters Score: Raw -34547.453146 + Penalty 1427.332981 = -33120.120166 nChanged 53 SP:Iteration 3F (2041.651715 sec): 3 clusters Score: Raw -34601.391091 + Penalty 1427.332981 = -33174.058110 nChanged 37 SP:Iteration 4Q (2041.725532 sec): 3 clusters Score: Raw -34650.068392 + Penalty 1427.332981 = -33222.735412 nChanged 38 SP:Iteration 5Q (2041.823400 sec): 3 clusters Score: Raw -34704.687042 + Penalty 1427.332981 = -33277.354061 nChanged 41 SP:Iteration 6Q (2041.895385 sec): 3 clusters Score: Raw -34764.911995 + Penalty 1427.332981 = -33337.579014 nChanged 36 SP:Iteration 7Q (2041.985014 sec): 3 clusters Score: Raw -34826.889312 + Penalty 1427.332981 = -33399.556332 nChanged 38 SP:Iteration 8Q (2042.063995 sec): 3 clusters Score: Raw -34904.036333 + Penalty 1427.332981 = -33476.703352 nChanged 37 SP:Iteration 9Q (2042.142824 sec): 3 clusters Score: Raw -34985.782911 + Penalty 1427.332981 = -33558.449930 nChanged 39 SP:Iteration 10Q (2042.214186 sec): 3 clusters Score: Raw -35040.794935 + Penalty 1427.332981 = -33613.461954 nChanged 19 SP:Iteration 11Q (2042.295817 sec): 3 clusters Score: Raw -35070.574400 + Penalty 1427.332981 = -33643.241419 nChanged 12 SP:Iteration 12Q (2042.376539 sec): 3 clusters Score: Raw -35083.591606 + Penalty 1427.332981 = -33656.258625 nChanged 11 SP:Iteration 13Q (2042.443802 sec): 3 clusters Score: Raw -35095.630042 + Penalty 1427.332981 = -33668.297061 nChanged 10 SP:Iteration 14Q (2042.524999 sec): 3 clusters Score: Raw -35108.484095 + Penalty 1427.332981 = -33681.151115 nChanged 2 SP:Iteration 15Q (2042.615189 sec): 3 clusters Score: Raw -35111.263406 + Penalty 1427.332981 = -33683.930425 nChanged 4 SP:Iteration 16Q (2042.707145 sec): 3 clusters Score: Raw -35115.234443 + Penalty 1427.332981 = -33687.901462 nChanged 4 SP:Iteration 17Q (2042.774882 sec): 3 clusters Score: Raw -35120.388014 + Penalty 1427.332981 = -33693.055033 nChanged 4 SP:Iteration 18Q (2042.862322 sec): 3 clusters Score: Raw -35124.422048 + Penalty 1427.332981 = -33697.089067 nChanged 4 SP:Iteration 19Q (2042.944990 sec): 3 clusters Score: Raw -35126.723514 + Penalty 1427.332981 = -33699.390533 nChanged 4 SP:Iteration 20F (2043.017923 sec): 3 clusters Score: Raw -35143.967590 + Penalty 1427.332981 = -33716.634609 nChanged 4 SP:Iteration 21Q (2043.088705 sec): 3 clusters Score: Raw -35155.377569 + Penalty 1427.332981 = -33728.044589 nChanged 5 SP:Iteration 22Q (2043.161552 sec): 3 clusters Score: Raw -35162.990226 + Penalty 1427.332981 = -33735.657245 nChanged 3 SP:Iteration 23Q (2043.235141 sec): 3 clusters Score: Raw -35165.598077 + Penalty 1427.332981 = -33738.265096 nChanged 2 SP:Iteration 24Q (2043.318708 sec): 3 clusters Score: Raw -35166.916959 + Penalty 1427.332981 = -33739.583978 nChanged 1 SP:Iteration 25Q (2043.408082 sec): 3 clusters Score: Raw -35168.658542 + Penalty 1427.332981 = -33741.325561 nChanged 1 SP:Iteration 26Q (2043.528672 sec): 3 clusters Score: Raw -35169.058064 + Penalty 1427.332981 = -33741.725083 nChanged 0 SP:Iteration 27F (2043.612709 sec): 3 clusters Score: Raw -35169.058064 + Penalty 1427.332981 = -33741.725083 nChanged 0 Iteration 150F (2045.535018 sec): 19 clusters Score: Raw -4222507.744093 + Penalty 21288.940409 = -4201218.803684 nChanged 1008 Iteration 151Q (2046.975793 sec): 19 clusters Score: Raw -4222750.759816 + Penalty 21288.940409 = -4201461.819408 nChanged 414 Iteration 152Q (2048.323919 sec): 19 clusters Score: Raw -4222823.957682 + Penalty 21288.940409 = -4201535.017273 nChanged 233 Iteration 153Q (2049.517042 sec): 19 clusters Score: Raw -4222858.797251 + Penalty 21288.940409 = -4201569.856842 nChanged 169 Iteration 154Q (2050.785867 sec): 19 clusters Score: Raw -4222882.125593 + Penalty 21288.940409 = -4201593.185184 nChanged 124 Iteration 155Q (2052.007324 sec): 19 clusters Score: Raw -4222898.260655 + Penalty 21288.940409 = -4201609.320247 nChanged 91 Iteration 156Q (2053.228570 sec): 19 clusters Score: Raw -4222912.854102 + Penalty 21288.940409 = -4201623.913694 nChanged 88 Iteration 157Q (2054.513710 sec): 19 clusters Score: Raw -4222927.131925 + Penalty 21288.940409 = -4201638.191516 nChanged 63 Iteration 158Q (2055.986748 sec): 19 clusters Score: Raw -4222936.619705 + Penalty 21288.940409 = -4201647.679296 nChanged 54 Iteration 159Q (2057.389832 sec): 19 clusters Score: Raw -4222943.294227 + Penalty 21288.940409 = -4201654.353819 nChanged 54 Iteration 160F (2059.129207 sec): 19 clusters Score: Raw -4222948.639501 + Penalty 21288.940409 = -4201659.699092 nChanged 47 Iteration 161Q (2060.329374 sec): 19 clusters Score: Raw -4222952.551889 + Penalty 21288.940409 = -4201663.611480 nChanged 41 Iteration 162Q (2061.539873 sec): 19 clusters Score: Raw -4222956.494751 + Penalty 21288.940409 = -4201667.554343 nChanged 44 Iteration 163Q (2062.724475 sec): 19 clusters Score: Raw -4222960.094029 + Penalty 21288.940409 = -4201671.153621 nChanged 38 Iteration 164Q (2063.932181 sec): 19 clusters Score: Raw -4222963.276561 + Penalty 21288.940409 = -4201674.336153 nChanged 52 Iteration 165Q (2065.121143 sec): 19 clusters Score: Raw -4222967.271768 + Penalty 21288.940409 = -4201678.331359 nChanged 46 Iteration 166Q (2066.573769 sec): 19 clusters Score: Raw -4222971.705886 + Penalty 21288.940409 = -4201682.765478 nChanged 61 Iteration 167Q (2067.984275 sec): 19 clusters Score: Raw -4222977.883080 + Penalty 21288.940409 = -4201688.942671 nChanged 60 Iteration 168Q (2069.403503 sec): 19 clusters Score: Raw -4222984.223251 + Penalty 21288.940409 = -4201695.282843 nChanged 64 Iteration 169Q (2070.593118 sec): 19 clusters Score: Raw -4222991.130457 + Penalty 21288.940409 = -4201702.190048 nChanged 68 Iteration 170Q (2071.848644 sec): 19 clusters Score: Raw -4222997.307378 + Penalty 21288.940409 = -4201708.366970 nChanged 75 Iteration 171Q (2073.067278 sec): 19 clusters Score: Raw -4223005.394934 + Penalty 21288.940409 = -4201716.454525 nChanged 72 Iteration 172Q (2074.289666 sec): 19 clusters Score: Raw -4223012.918581 + Penalty 21288.940409 = -4201723.978172 nChanged 71 Iteration 173Q (2075.449318 sec): 19 clusters Score: Raw -4223019.733290 + Penalty 21288.940409 = -4201730.792881 nChanged 56 Iteration 174Q (2076.781554 sec): 19 clusters Score: Raw -4223026.293471 + Penalty 21288.940409 = -4201737.353063 nChanged 65 Iteration 175Q (2078.237902 sec): 19 clusters Score: Raw -4223033.087019 + Penalty 21288.940409 = -4201744.146610 nChanged 57 Iteration 176Q (2079.639003 sec): 19 clusters Score: Raw -4223038.719365 + Penalty 21288.940409 = -4201749.778956 nChanged 66 Iteration 177Q (2081.004943 sec): 19 clusters Score: Raw -4223044.994170 + Penalty 21288.940409 = -4201756.053762 nChanged 73 Iteration 178Q (2082.228886 sec): 19 clusters Score: Raw -4223054.734689 + Penalty 21288.940409 = -4201765.794281 nChanged 74 Writing temp clu file Because OldScore, -4201756.053762, is greater than current (better) Score,-4201765.794281 Compute initial score before splitting: Score: Raw -4223054.734689 + Penalty 21288.940409 = -4201765.794281 Trying to split cluster 1 (1883 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2082.337024 sec): 2 clusters Score: Raw -109946.720928 + Penalty 791.765261 = -109154.955668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2082.412449 sec): 3 clusters Score: Raw -109043.967625 + Penalty 1583.530521 = -107460.437104 nChanged 718 SP:Iteration 1F (2082.493782 sec): 3 clusters Score: Raw -109461.275754 + Penalty 1583.530521 = -107877.745233 nChanged 131 SP:Iteration 2F (2082.589131 sec): 3 clusters Score: Raw -109535.281175 + Penalty 1583.530521 = -107951.750654 nChanged 99 SP:Iteration 3F (2082.668007 sec): 3 clusters Score: Raw -109603.434305 + Penalty 1583.530521 = -108019.903784 nChanged 91 SP:Iteration 4Q (2082.733695 sec): 3 clusters Score: Raw -109670.500380 + Penalty 1583.530521 = -108086.969859 nChanged 90 SP:Iteration 5Q (2082.822187 sec): 3 clusters Score: Raw -109735.921416 + Penalty 1583.530521 = -108152.390895 nChanged 75 SP:Iteration 6Q (2082.923932 sec): 3 clusters Score: Raw -109788.892003 + Penalty 1583.530521 = -108205.361482 nChanged 63 SP:Iteration 7Q (2083.004192 sec): 3 clusters Score: Raw -109828.021534 + Penalty 1583.530521 = -108244.491013 nChanged 52 SP:Iteration 8Q (2083.073011 sec): 3 clusters Score: Raw -109853.867251 + Penalty 1583.530521 = -108270.336730 nChanged 35 SP:Iteration 9Q (2083.153148 sec): 3 clusters Score: Raw -109870.563170 + Penalty 1583.530521 = -108287.032649 nChanged 36 SP:Iteration 10Q (2083.240157 sec): 3 clusters Score: Raw -109891.433867 + Penalty 1583.530521 = -108307.903346 nChanged 39 SP:Iteration 11Q (2083.310007 sec): 3 clusters Score: Raw -109922.087193 + Penalty 1583.530521 = -108338.556672 nChanged 44 SP:Iteration 12Q (2083.370827 sec): 3 clusters Score: Raw -109960.167875 + Penalty 1583.530521 = -108376.637354 nChanged 40 SP:Iteration 13Q (2083.457867 sec): 3 clusters Score: Raw -109985.800142 + Penalty 1583.530521 = -108402.269621 nChanged 38 SP:Iteration 14Q (2083.530165 sec): 3 clusters Score: Raw -110008.614089 + Penalty 1583.530521 = -108425.083568 nChanged 35 SP:Iteration 15Q (2083.640824 sec): 3 clusters Score: Raw -110028.243613 + Penalty 1583.530521 = -108444.713092 nChanged 32 SP:Iteration 16Q (2083.720171 sec): 3 clusters Score: Raw -110047.897724 + Penalty 1583.530521 = -108464.367203 nChanged 21 SP:Iteration 17Q (2083.785371 sec): 3 clusters Score: Raw -110066.463979 + Penalty 1583.530521 = -108482.933458 nChanged 25 SP:Iteration 18Q (2083.879975 sec): 3 clusters Score: Raw -110084.374454 + Penalty 1583.530521 = -108500.843933 nChanged 27 SP:Iteration 19Q (2083.965651 sec): 3 clusters Score: Raw -110104.693046 + Penalty 1583.530521 = -108521.162525 nChanged 21 SP:Iteration 20F (2084.021344 sec): 3 clusters Score: Raw -110121.525057 + Penalty 1583.530521 = -108537.994536 nChanged 33 SP:Iteration 21Q (2084.113269 sec): 3 clusters Score: Raw -110139.111020 + Penalty 1583.530521 = -108555.580499 nChanged 24 SP:Iteration 22Q (2084.178554 sec): 3 clusters Score: Raw -110154.104666 + Penalty 1583.530521 = -108570.574145 nChanged 27 SP:Iteration 23Q (2084.261774 sec): 3 clusters Score: Raw -110169.762553 + Penalty 1583.530521 = -108586.232032 nChanged 30 SP:Iteration 24Q (2084.336984 sec): 3 clusters Score: Raw -110197.434155 + Penalty 1583.530521 = -108613.903634 nChanged 38 SP:Iteration 25Q (2084.422649 sec): 3 clusters Score: Raw -110224.503654 + Penalty 1583.530521 = -108640.973133 nChanged 32 SP:Iteration 26Q (2084.509441 sec): 3 clusters Score: Raw -110241.681412 + Penalty 1583.530521 = -108658.150891 nChanged 20 SP:Iteration 27Q (2084.575641 sec): 3 clusters Score: Raw -110253.801024 + Penalty 1583.530521 = -108670.270503 nChanged 21 SP:Iteration 28Q (2084.658332 sec): 3 clusters Score: Raw -110265.079343 + Penalty 1583.530521 = -108681.548822 nChanged 10 SP:Iteration 29Q (2084.757007 sec): 3 clusters Score: Raw -110270.232967 + Penalty 1583.530521 = -108686.702446 nChanged 8 SP:Iteration 30Q (2084.824446 sec): 3 clusters Score: Raw -110272.374758 + Penalty 1583.530521 = -108688.844237 nChanged 5 SP:Iteration 31Q (2084.916850 sec): 3 clusters Score: Raw -110273.661718 + Penalty 1583.530521 = -108690.131197 nChanged 2 SP:Iteration 32Q (2085.001206 sec): 3 clusters Score: Raw -110274.116552 + Penalty 1583.530521 = -108690.586031 nChanged 1 SP:Iteration 33Q (2085.092371 sec): 3 clusters Score: Raw -110274.282125 + Penalty 1583.530521 = -108690.751604 nChanged 1 SP:Iteration 34Q (2085.174906 sec): 3 clusters Score: Raw -110274.596145 + Penalty 1583.530521 = -108691.065624 nChanged 1 SP:Iteration 35Q (2085.238221 sec): 3 clusters Score: Raw -110274.997835 + Penalty 1583.530521 = -108691.467314 nChanged 0 SP:Iteration 36F (2085.324866 sec): 3 clusters Score: Raw -110274.997835 + Penalty 1583.530521 = -108691.467314 nChanged 0 Trying to split cluster 2 (2726 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2085.369745 sec): 2 clusters Score: Raw -157133.277940 + Penalty 830.612014 = -156302.665926 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2085.449222 sec): 3 clusters Score: Raw -155759.418071 + Penalty 1661.224029 = -154098.194043 nChanged 1027 SP:Iteration 1F (2085.538016 sec): 3 clusters Score: Raw -156334.293090 + Penalty 1661.224029 = -154673.069061 nChanged 228 SP:Iteration 2F (2085.643428 sec): 3 clusters Score: Raw -156502.843853 + Penalty 1661.224029 = -154841.619824 nChanged 190 SP:Iteration 3F (2085.712519 sec): 3 clusters Score: Raw -156639.671348 + Penalty 1661.224029 = -154978.447319 nChanged 157 SP:Iteration 4F (2085.799985 sec): 3 clusters Score: Raw -156765.011103 + Penalty 1661.224029 = -155103.787074 nChanged 146 SP:Iteration 5F (2085.902644 sec): 3 clusters Score: Raw -156883.039868 + Penalty 1661.224029 = -155221.815840 nChanged 135 SP:Iteration 6Q (2085.995077 sec): 3 clusters Score: Raw -156987.690069 + Penalty 1661.224029 = -155326.466040 nChanged 123 SP:Iteration 7Q (2086.104738 sec): 3 clusters Score: Raw -157076.530944 + Penalty 1661.224029 = -155415.306915 nChanged 106 SP:Iteration 8Q (2086.205149 sec): 3 clusters Score: Raw -157152.566409 + Penalty 1661.224029 = -155491.342381 nChanged 115 SP:Iteration 9Q (2086.301785 sec): 3 clusters Score: Raw -157238.350270 + Penalty 1661.224029 = -155577.126241 nChanged 99 SP:Iteration 10Q (2086.404124 sec): 3 clusters Score: Raw -157309.417197 + Penalty 1661.224029 = -155648.193168 nChanged 77 SP:Iteration 11Q (2086.511107 sec): 3 clusters Score: Raw -157352.742584 + Penalty 1661.224029 = -155691.518556 nChanged 64 SP:Iteration 12Q (2086.585008 sec): 3 clusters Score: Raw -157388.135981 + Penalty 1661.224029 = -155726.911952 nChanged 55 SP:Iteration 13Q (2086.685216 sec): 3 clusters Score: Raw -157424.925647 + Penalty 1661.224029 = -155763.701618 nChanged 47 SP:Iteration 14Q (2086.758727 sec): 3 clusters Score: Raw -157448.363594 + Penalty 1661.224029 = -155787.139565 nChanged 35 SP:Iteration 15Q (2086.845860 sec): 3 clusters Score: Raw -157467.351375 + Penalty 1661.224029 = -155806.127347 nChanged 35 SP:Iteration 16Q (2086.961643 sec): 3 clusters Score: Raw -157486.412151 + Penalty 1661.224029 = -155825.188122 nChanged 29 SP:Iteration 17Q (2087.063116 sec): 3 clusters Score: Raw -157503.303350 + Penalty 1661.224029 = -155842.079322 nChanged 26 SP:Iteration 18Q (2087.160649 sec): 3 clusters Score: Raw -157514.702347 + Penalty 1661.224029 = -155853.478319 nChanged 23 SP:Iteration 19Q (2087.252905 sec): 3 clusters Score: Raw -157522.419024 + Penalty 1661.224029 = -155861.194995 nChanged 18 SP:Iteration 20F (2087.344054 sec): 3 clusters Score: Raw -157528.056700 + Penalty 1661.224029 = -155866.832671 nChanged 21 SP:Iteration 21Q (2087.460129 sec): 3 clusters Score: Raw -157536.633666 + Penalty 1661.224029 = -155875.409638 nChanged 19 SP:Iteration 22Q (2087.534274 sec): 3 clusters Score: Raw -157548.046108 + Penalty 1661.224029 = -155886.822080 nChanged 20 SP:Iteration 23Q (2087.632788 sec): 3 clusters Score: Raw -157559.490605 + Penalty 1661.224029 = -155898.266576 nChanged 20 SP:Iteration 24Q (2087.742394 sec): 3 clusters Score: Raw -157567.232637 + Penalty 1661.224029 = -155906.008609 nChanged 20 SP:Iteration 25Q (2087.819950 sec): 3 clusters Score: Raw -157573.047701 + Penalty 1661.224029 = -155911.823673 nChanged 11 SP:Iteration 26Q (2087.900081 sec): 3 clusters Score: Raw -157575.581454 + Penalty 1661.224029 = -155914.357425 nChanged 13 SP:Iteration 27Q (2087.996712 sec): 3 clusters Score: Raw -157578.348437 + Penalty 1661.224029 = -155917.124409 nChanged 5 SP:Iteration 28Q (2088.073008 sec): 3 clusters Score: Raw -157579.586921 + Penalty 1661.224029 = -155918.362893 nChanged 7 SP:Iteration 29Q (2088.148212 sec): 3 clusters Score: Raw -157581.228349 + Penalty 1661.224029 = -155920.004321 nChanged 8 SP:Iteration 30Q (2088.209332 sec): 3 clusters Score: Raw -157583.462414 + Penalty 1661.224029 = -155922.238385 nChanged 10 SP:Iteration 31Q (2088.282918 sec): 3 clusters Score: Raw -157587.166421 + Penalty 1661.224029 = -155925.942392 nChanged 9 SP:Iteration 32Q (2088.378455 sec): 3 clusters Score: Raw -157589.824889 + Penalty 1661.224029 = -155928.600860 nChanged 17 SP:Iteration 33Q (2088.449555 sec): 3 clusters Score: Raw -157597.907587 + Penalty 1661.224029 = -155936.683558 nChanged 21 SP:Iteration 34Q (2088.560018 sec): 3 clusters Score: Raw -157611.180639 + Penalty 1661.224029 = -155949.956610 nChanged 23 SP:Iteration 35Q (2088.638667 sec): 3 clusters Score: Raw -157621.957958 + Penalty 1661.224029 = -155960.733930 nChanged 25 SP:Iteration 36Q (2088.735246 sec): 3 clusters Score: Raw -157631.618998 + Penalty 1661.224029 = -155970.394969 nChanged 18 SP:Iteration 37Q (2088.826388 sec): 3 clusters Score: Raw -157638.535935 + Penalty 1661.224029 = -155977.311906 nChanged 20 SP:Iteration 38Q (2088.906838 sec): 3 clusters Score: Raw -157646.150125 + Penalty 1661.224029 = -155984.926096 nChanged 20 SP:Iteration 39Q (2088.987574 sec): 3 clusters Score: Raw -157653.966715 + Penalty 1661.224029 = -155992.742686 nChanged 16 SP:Iteration 40F (2089.084942 sec): 3 clusters Score: Raw -157659.454941 + Penalty 1661.224029 = -155998.230912 nChanged 25 SP:Iteration 41Q (2089.166611 sec): 3 clusters Score: Raw -157670.536388 + Penalty 1661.224029 = -156009.312360 nChanged 28 SP:Iteration 42Q (2089.231570 sec): 3 clusters Score: Raw -157682.784411 + Penalty 1661.224029 = -156021.560382 nChanged 16 SP:Iteration 43Q (2089.321219 sec): 3 clusters Score: Raw -157688.206312 + Penalty 1661.224029 = -156026.982283 nChanged 13 SP:Iteration 44Q (2089.403432 sec): 3 clusters Score: Raw -157692.505139 + Penalty 1661.224029 = -156031.281110 nChanged 12 SP:Iteration 45Q (2089.503554 sec): 3 clusters Score: Raw -157696.954925 + Penalty 1661.224029 = -156035.730896 nChanged 10 SP:Iteration 46Q (2089.567380 sec): 3 clusters Score: Raw -157700.579611 + Penalty 1661.224029 = -156039.355582 nChanged 11 SP:Iteration 47Q (2089.656082 sec): 3 clusters Score: Raw -157703.205643 + Penalty 1661.224029 = -156041.981614 nChanged 11 SP:Iteration 48Q (2089.733261 sec): 3 clusters Score: Raw -157707.402471 + Penalty 1661.224029 = -156046.178442 nChanged 16 SP:Iteration 49Q (2089.817855 sec): 3 clusters Score: Raw -157715.878021 + Penalty 1661.224029 = -156054.653992 nChanged 18 SP:Iteration 50Q (2089.907724 sec): 3 clusters Score: Raw -157724.501742 + Penalty 1661.224029 = -156063.277714 nChanged 19 SP:Iteration 51Q (2089.979418 sec): 3 clusters Score: Raw -157731.584428 + Penalty 1661.224029 = -156070.360399 nChanged 13 SP:Iteration 52Q (2090.066088 sec): 3 clusters Score: Raw -157736.099802 + Penalty 1661.224029 = -156074.875773 nChanged 12 SP:Iteration 53Q (2090.160734 sec): 3 clusters Score: Raw -157738.639265 + Penalty 1661.224029 = -156077.415237 nChanged 5 SP:Iteration 54Q (2090.237417 sec): 3 clusters Score: Raw -157739.884624 + Penalty 1661.224029 = -156078.660595 nChanged 3 SP:Iteration 55Q (2090.326252 sec): 3 clusters Score: Raw -157740.776539 + Penalty 1661.224029 = -156079.552510 nChanged 2 SP:Iteration 56Q (2090.401607 sec): 3 clusters Score: Raw -157741.280209 + Penalty 1661.224029 = -156080.056180 nChanged 2 SP:Iteration 57Q (2090.494055 sec): 3 clusters Score: Raw -157741.571771 + Penalty 1661.224029 = -156080.347743 nChanged 2 SP:Iteration 58Q (2090.564616 sec): 3 clusters Score: Raw -157741.873593 + Penalty 1661.224029 = -156080.649564 nChanged 0 SP:Iteration 59F (2090.657394 sec): 3 clusters Score: Raw -157741.873593 + Penalty 1661.224029 = -156080.649564 nChanged 0 Trying to split cluster 3 (2605 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2090.706977 sec): 2 clusters Score: Raw -159615.462866 + Penalty 825.844735 = -158789.618131 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2090.801945 sec): 3 clusters Score: Raw -158312.689578 + Penalty 1651.689470 = -156661.000108 nChanged 1011 SP:Iteration 1F (2090.879307 sec): 3 clusters Score: Raw -158932.705227 + Penalty 1651.689470 = -157281.015756 nChanged 220 SP:Iteration 2F (2090.961284 sec): 3 clusters Score: Raw -159105.328031 + Penalty 1651.689470 = -157453.638560 nChanged 189 SP:Iteration 3F (2091.028267 sec): 3 clusters Score: Raw -159272.642643 + Penalty 1651.689470 = -157620.953173 nChanged 174 SP:Iteration 4F (2091.123803 sec): 3 clusters Score: Raw -159429.812008 + Penalty 1651.689470 = -157778.122537 nChanged 159 SP:Iteration 5F (2091.195069 sec): 3 clusters Score: Raw -159556.752049 + Penalty 1651.689470 = -157905.062579 nChanged 131 SP:Iteration 6F (2091.276972 sec): 3 clusters Score: Raw -159666.770743 + Penalty 1651.689470 = -158015.081273 nChanged 114 SP:Iteration 7Q (2091.359878 sec): 3 clusters Score: Raw -159748.005660 + Penalty 1651.689470 = -158096.316189 nChanged 83 SP:Iteration 8Q (2091.453260 sec): 3 clusters Score: Raw -159789.567822 + Penalty 1651.689470 = -158137.878352 nChanged 55 SP:Iteration 9Q (2091.526986 sec): 3 clusters Score: Raw -159812.397291 + Penalty 1651.689470 = -158160.707821 nChanged 34 SP:Iteration 10Q (2091.605235 sec): 3 clusters Score: Raw -159826.511065 + Penalty 1651.689470 = -158174.821595 nChanged 29 SP:Iteration 11Q (2091.704613 sec): 3 clusters Score: Raw -159838.125409 + Penalty 1651.689470 = -158186.435939 nChanged 28 SP:Iteration 12Q (2091.774250 sec): 3 clusters Score: Raw -159852.878112 + Penalty 1651.689470 = -158201.188641 nChanged 23 SP:Iteration 13Q (2091.859300 sec): 3 clusters Score: Raw -159861.453529 + Penalty 1651.689470 = -158209.764059 nChanged 14 SP:Iteration 14Q (2091.944096 sec): 3 clusters Score: Raw -159867.260651 + Penalty 1651.689470 = -158215.571180 nChanged 12 SP:Iteration 15Q (2092.048436 sec): 3 clusters Score: Raw -159870.719944 + Penalty 1651.689470 = -158219.030474 nChanged 10 SP:Iteration 16Q (2092.134162 sec): 3 clusters Score: Raw -159874.099476 + Penalty 1651.689470 = -158222.410005 nChanged 6 SP:Iteration 17Q (2092.203616 sec): 3 clusters Score: Raw -159876.067198 + Penalty 1651.689470 = -158224.377728 nChanged 5 SP:Iteration 18Q (2092.288642 sec): 3 clusters Score: Raw -159877.468498 + Penalty 1651.689470 = -158225.779028 nChanged 4 SP:Iteration 19Q (2092.374383 sec): 3 clusters Score: Raw -159878.914330 + Penalty 1651.689470 = -158227.224860 nChanged 2 SP:Iteration 20F (2092.461759 sec): 3 clusters Score: Raw -159879.420381 + Penalty 1651.689470 = -158227.730911 nChanged 6 SP:Iteration 21Q (2092.558216 sec): 3 clusters Score: Raw -159880.823426 + Penalty 1651.689470 = -158229.133955 nChanged 3 SP:Iteration 22Q (2092.634852 sec): 3 clusters Score: Raw -159881.278193 + Penalty 1651.689470 = -158229.588722 nChanged 3 SP:Iteration 23Q (2092.717919 sec): 3 clusters Score: Raw -159881.758852 + Penalty 1651.689470 = -158230.069381 nChanged 2 SP:Iteration 24Q (2092.803206 sec): 3 clusters Score: Raw -159882.263347 + Penalty 1651.689470 = -158230.573877 nChanged 2 SP:Iteration 25Q (2092.898390 sec): 3 clusters Score: Raw -159883.259841 + Penalty 1651.689470 = -158231.570371 nChanged 1 SP:Iteration 26Q (2092.972746 sec): 3 clusters Score: Raw -159883.441843 + Penalty 1651.689470 = -158231.752373 nChanged 1 SP:Iteration 27Q (2093.059260 sec): 3 clusters Score: Raw -159883.812062 + Penalty 1651.689470 = -158232.122591 nChanged 0 SP:Iteration 28F (2093.126645 sec): 3 clusters Score: Raw -159883.812062 + Penalty 1651.689470 = -158232.122591 nChanged 0 Trying to split cluster 4 (2891 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2093.179894 sec): 2 clusters Score: Raw -157883.931041 + Penalty 836.782563 = -157047.148478 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2093.253753 sec): 3 clusters Score: Raw -156457.901570 + Penalty 1673.565126 = -154784.336444 nChanged 1173 SP:Iteration 1F (2093.341844 sec): 3 clusters Score: Raw -157183.616059 + Penalty 1673.565126 = -155510.050933 nChanged 241 SP:Iteration 2F (2093.430422 sec): 3 clusters Score: Raw -157370.617495 + Penalty 1673.565126 = -155697.052369 nChanged 188 SP:Iteration 3F (2093.519237 sec): 3 clusters Score: Raw -157509.287704 + Penalty 1673.565126 = -155835.722578 nChanged 133 SP:Iteration 4Q (2093.587273 sec): 3 clusters Score: Raw -157601.296388 + Penalty 1673.565126 = -155927.731262 nChanged 117 SP:Iteration 5Q (2093.672997 sec): 3 clusters Score: Raw -157678.629159 + Penalty 1673.565126 = -156005.064034 nChanged 97 SP:Iteration 6Q (2093.775018 sec): 3 clusters Score: Raw -157742.623766 + Penalty 1673.565126 = -156069.058640 nChanged 102 SP:Iteration 7Q (2093.836649 sec): 3 clusters Score: Raw -157811.968958 + Penalty 1673.565126 = -156138.403832 nChanged 97 SP:Iteration 8Q (2093.932037 sec): 3 clusters Score: Raw -157888.558176 + Penalty 1673.565126 = -156214.993051 nChanged 88 SP:Iteration 9Q (2094.005821 sec): 3 clusters Score: Raw -157970.415740 + Penalty 1673.565126 = -156296.850614 nChanged 78 SP:Iteration 10Q (2094.118024 sec): 3 clusters Score: Raw -158043.167066 + Penalty 1673.565126 = -156369.601940 nChanged 83 SP:Iteration 11Q (2094.182047 sec): 3 clusters Score: Raw -158126.828530 + Penalty 1673.565126 = -156453.263404 nChanged 76 SP:Iteration 12Q (2094.252958 sec): 3 clusters Score: Raw -158219.425545 + Penalty 1673.565126 = -156545.860419 nChanged 72 SP:Iteration 13Q (2094.326555 sec): 3 clusters Score: Raw -158286.431918 + Penalty 1673.565126 = -156612.866792 nChanged 59 SP:Iteration 14Q (2094.421495 sec): 3 clusters Score: Raw -158322.373294 + Penalty 1673.565126 = -156648.808168 nChanged 48 SP:Iteration 15Q (2094.488249 sec): 3 clusters Score: Raw -158351.256507 + Penalty 1673.565126 = -156677.691381 nChanged 36 SP:Iteration 16Q (2094.572732 sec): 3 clusters Score: Raw -158372.736905 + Penalty 1673.565126 = -156699.171779 nChanged 39 SP:Iteration 17Q (2094.657019 sec): 3 clusters Score: Raw -158398.195905 + Penalty 1673.565126 = -156724.630779 nChanged 31 SP:Iteration 18Q (2094.750699 sec): 3 clusters Score: Raw -158415.372001 + Penalty 1673.565126 = -156741.806875 nChanged 20 SP:Iteration 19Q (2094.824661 sec): 3 clusters Score: Raw -158433.271261 + Penalty 1673.565126 = -156759.706135 nChanged 28 SP:Iteration 20F (2094.902700 sec): 3 clusters Score: Raw -158456.594749 + Penalty 1673.565126 = -156783.029623 nChanged 30 SP:Iteration 21Q (2095.011568 sec): 3 clusters Score: Raw -158480.714818 + Penalty 1673.565126 = -156807.149692 nChanged 31 SP:Iteration 22Q (2095.092049 sec): 3 clusters Score: Raw -158504.894461 + Penalty 1673.565126 = -156831.329335 nChanged 27 SP:Iteration 23Q (2095.200365 sec): 3 clusters Score: Raw -158518.738636 + Penalty 1673.565126 = -156845.173510 nChanged 19 SP:Iteration 24Q (2095.277768 sec): 3 clusters Score: Raw -158526.550012 + Penalty 1673.565126 = -156852.984886 nChanged 11 SP:Iteration 25Q (2095.381699 sec): 3 clusters Score: Raw -158530.115024 + Penalty 1673.565126 = -156856.549898 nChanged 3 SP:Iteration 26Q (2095.479800 sec): 3 clusters Score: Raw -158531.450077 + Penalty 1673.565126 = -156857.884951 nChanged 3 SP:Iteration 27Q (2095.557298 sec): 3 clusters Score: Raw -158532.495014 + Penalty 1673.565126 = -156858.929888 nChanged 1 SP:Iteration 28Q (2095.635400 sec): 3 clusters Score: Raw -158532.656389 + Penalty 1673.565126 = -156859.091264 nChanged 0 SP:Iteration 29F (2095.714802 sec): 3 clusters Score: Raw -158532.656389 + Penalty 1673.565126 = -156859.091264 nChanged 0 Trying to split cluster 5 (892 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2095.758953 sec): 2 clusters Score: Raw -40258.179263 + Penalty 713.313944 = -39544.865319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2095.841633 sec): 3 clusters Score: Raw -39933.094946 + Penalty 1426.627888 = -38506.467058 nChanged 279 SP:Iteration 1F (2095.953257 sec): 3 clusters Score: Raw -40164.720729 + Penalty 1426.627888 = -38738.092841 nChanged 77 SP:Iteration 2F (2096.052315 sec): 3 clusters Score: Raw -40260.594658 + Penalty 1426.627888 = -38833.966770 nChanged 60 SP:Iteration 3F (2096.154950 sec): 3 clusters Score: Raw -40342.374143 + Penalty 1426.627888 = -38915.746255 nChanged 43 SP:Iteration 4Q (2096.219788 sec): 3 clusters Score: Raw -40408.987262 + Penalty 1426.627888 = -38982.359374 nChanged 44 SP:Iteration 5Q (2096.306722 sec): 3 clusters Score: Raw -40522.545723 + Penalty 1426.627888 = -39095.917835 nChanged 45 SP:Iteration 6F (2096.394333 sec): 3 clusters Score: Raw -40631.345384 + Penalty 1426.627888 = -39204.717497 nChanged 35 SP:Iteration 7Q (2096.516058 sec): 3 clusters Score: Raw -40704.549283 + Penalty 1426.627888 = -39277.921395 nChanged 30 SP:Iteration 8Q (2096.597008 sec): 3 clusters Score: Raw -40739.044274 + Penalty 1426.627888 = -39312.416386 nChanged 20 SP:Iteration 9Q (2096.664115 sec): 3 clusters Score: Raw -40756.662765 + Penalty 1426.627888 = -39330.034877 nChanged 9 SP:Iteration 10Q (2096.731126 sec): 3 clusters Score: Raw -40769.952192 + Penalty 1426.627888 = -39343.324304 nChanged 10 SP:Iteration 11Q (2096.803560 sec): 3 clusters Score: Raw -40789.149452 + Penalty 1426.627888 = -39362.521564 nChanged 10 SP:Iteration 12Q (2096.882418 sec): 3 clusters Score: Raw -40804.347370 + Penalty 1426.627888 = -39377.719482 nChanged 14 SP:Iteration 13Q (2096.957944 sec): 3 clusters Score: Raw -40819.839401 + Penalty 1426.627888 = -39393.211513 nChanged 13 SP:Iteration 14Q (2097.036091 sec): 3 clusters Score: Raw -40836.272999 + Penalty 1426.627888 = -39409.645112 nChanged 12 SP:Iteration 15Q (2097.118424 sec): 3 clusters Score: Raw -40848.144934 + Penalty 1426.627888 = -39421.517046 nChanged 6 SP:Iteration 16Q (2097.215600 sec): 3 clusters Score: Raw -40851.652667 + Penalty 1426.627888 = -39425.024779 nChanged 3 SP:Iteration 17Q (2097.331086 sec): 3 clusters Score: Raw -40853.161494 + Penalty 1426.627888 = -39426.533607 nChanged 4 SP:Iteration 18Q (2097.391860 sec): 3 clusters Score: Raw -40856.767026 + Penalty 1426.627888 = -39430.139138 nChanged 1 SP:Iteration 19Q (2097.471997 sec): 3 clusters Score: Raw -40856.867415 + Penalty 1426.627888 = -39430.239527 nChanged 0 SP:Iteration 20F (2097.563231 sec): 3 clusters Score: Raw -40856.867415 + Penalty 1426.627888 = -39430.239527 nChanged 0 Trying to split cluster 6 (3966 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2097.606559 sec): 2 clusters Score: Raw -231086.240374 + Penalty 869.978897 = -230216.261476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2097.706109 sec): 3 clusters Score: Raw -229005.845300 + Penalty 1739.957795 = -227265.887505 nChanged 1655 SP:Iteration 1F (2097.816578 sec): 3 clusters Score: Raw -230137.452607 + Penalty 1739.957795 = -228397.494812 nChanged 382 SP:Iteration 2F (2097.904725 sec): 3 clusters Score: Raw -230465.661034 + Penalty 1739.957795 = -228725.703239 nChanged 311 SP:Iteration 3F (2098.018520 sec): 3 clusters Score: Raw -230730.016439 + Penalty 1739.957795 = -228990.058644 nChanged 250 SP:Iteration 4F (2098.101913 sec): 3 clusters Score: Raw -230919.070495 + Penalty 1739.957795 = -229179.112700 nChanged 186 SP:Iteration 5Q (2098.186604 sec): 3 clusters Score: Raw -231039.051926 + Penalty 1739.957795 = -229299.094131 nChanged 132 SP:Iteration 6Q (2098.284955 sec): 3 clusters Score: Raw -231127.525500 + Penalty 1739.957795 = -229387.567705 nChanged 103 SP:Iteration 7Q (2098.366346 sec): 3 clusters Score: Raw -231201.040488 + Penalty 1739.957795 = -229461.082693 nChanged 94 SP:Iteration 8Q (2098.455275 sec): 3 clusters Score: Raw -231262.614763 + Penalty 1739.957795 = -229522.656968 nChanged 76 SP:Iteration 9Q (2098.555768 sec): 3 clusters Score: Raw -231304.627954 + Penalty 1739.957795 = -229564.670159 nChanged 56 SP:Iteration 10Q (2098.644842 sec): 3 clusters Score: Raw -231336.368764 + Penalty 1739.957795 = -229596.410969 nChanged 50 SP:Iteration 11Q (2098.748227 sec): 3 clusters Score: Raw -231355.915333 + Penalty 1739.957795 = -229615.957538 nChanged 40 SP:Iteration 12Q (2098.851989 sec): 3 clusters Score: Raw -231370.742189 + Penalty 1739.957795 = -229630.784394 nChanged 34 SP:Iteration 13Q (2098.950187 sec): 3 clusters Score: Raw -231380.991059 + Penalty 1739.957795 = -229641.033264 nChanged 20 SP:Iteration 14Q (2099.041921 sec): 3 clusters Score: Raw -231385.600387 + Penalty 1739.957795 = -229645.642592 nChanged 13 SP:Iteration 15Q (2099.124552 sec): 3 clusters Score: Raw -231388.116027 + Penalty 1739.957795 = -229648.158232 nChanged 8 SP:Iteration 16Q (2099.212993 sec): 3 clusters Score: Raw -231390.006620 + Penalty 1739.957795 = -229650.048825 nChanged 4 SP:Iteration 17Q (2099.289912 sec): 3 clusters Score: Raw -231390.901849 + Penalty 1739.957795 = -229650.944054 nChanged 3 SP:Iteration 18Q (2099.374302 sec): 3 clusters Score: Raw -231392.035842 + Penalty 1739.957795 = -229652.078047 nChanged 7 SP:Iteration 19Q (2099.452358 sec): 3 clusters Score: Raw -231395.153659 + Penalty 1739.957795 = -229655.195864 nChanged 9 SP:Iteration 20F (2099.534250 sec): 3 clusters Score: Raw -231397.678150 + Penalty 1739.957795 = -229657.720355 nChanged 6 SP:Iteration 21Q (2099.623788 sec): 3 clusters Score: Raw -231399.852551 + Penalty 1739.957795 = -229659.894756 nChanged 6 SP:Iteration 22Q (2099.707578 sec): 3 clusters Score: Raw -231401.506607 + Penalty 1739.957795 = -229661.548812 nChanged 8 SP:Iteration 23Q (2099.792841 sec): 3 clusters Score: Raw -231403.502944 + Penalty 1739.957795 = -229663.545149 nChanged 6 SP:Iteration 24Q (2099.885244 sec): 3 clusters Score: Raw -231405.883688 + Penalty 1739.957795 = -229665.925893 nChanged 6 SP:Iteration 25Q (2099.972662 sec): 3 clusters Score: Raw -231407.082119 + Penalty 1739.957795 = -229667.124324 nChanged 3 SP:Iteration 26Q (2100.051492 sec): 3 clusters Score: Raw -231407.663193 + Penalty 1739.957795 = -229667.705398 nChanged 0 SP:Iteration 27F (2100.145661 sec): 3 clusters Score: Raw -231407.663193 + Penalty 1739.957795 = -229667.705398 nChanged 0 Trying to split cluster 7 (2213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2100.186783 sec): 2 clusters Score: Raw -112697.819118 + Penalty 808.720956 = -111889.098163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2100.270010 sec): 3 clusters Score: Raw -111628.849503 + Penalty 1617.441911 = -110011.407592 nChanged 855 SP:Iteration 1F (2100.359520 sec): 3 clusters Score: Raw -112258.640407 + Penalty 1617.441911 = -110641.198495 nChanged 256 SP:Iteration 2F (2100.442271 sec): 3 clusters Score: Raw -112691.932397 + Penalty 1617.441911 = -111074.490486 nChanged 253 SP:Iteration 3F (2100.510339 sec): 3 clusters Score: Raw -113183.461913 + Penalty 1617.441911 = -111566.020001 nChanged 212 SP:Iteration 4F (2100.595702 sec): 3 clusters Score: Raw -113548.154214 + Penalty 1617.441911 = -111930.712302 nChanged 129 SP:Iteration 5F (2100.671635 sec): 3 clusters Score: Raw -113727.113677 + Penalty 1617.441911 = -112109.671766 nChanged 61 SP:Iteration 6Q (2100.769343 sec): 3 clusters Score: Raw -113786.069464 + Penalty 1617.441911 = -112168.627553 nChanged 29 SP:Iteration 7Q (2100.837767 sec): 3 clusters Score: Raw -113804.118625 + Penalty 1617.441911 = -112186.676713 nChanged 21 SP:Iteration 8Q (2100.930220 sec): 3 clusters Score: Raw -113816.215795 + Penalty 1617.441911 = -112198.773883 nChanged 9 SP:Iteration 9Q (2101.007770 sec): 3 clusters Score: Raw -113819.053076 + Penalty 1617.441911 = -112201.611164 nChanged 1 SP:Iteration 10Q (2101.068730 sec): 3 clusters Score: Raw -113819.279607 + Penalty 1617.441911 = -112201.837695 nChanged 0 SP:Iteration 11F (2101.154050 sec): 3 clusters Score: Raw -113819.279607 + Penalty 1617.441911 = -112201.837695 nChanged 0 Score: Raw -4224181.831128 + Penalty 22471.659320 = -4201710.171807 Splitting cluster 7 changes total score from -4201765.794281 to -4201710.171807 So it's not getting split. Trying to split cluster 8 (12289 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2102.827855 sec): 2 clusters Score: Raw -735272.874892 + Penalty 988.728282 = -734284.146609 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2102.935889 sec): 3 clusters Score: Raw -727994.497325 + Penalty 1977.456565 = -726017.040761 nChanged 5545 SP:Iteration 1F (2103.034890 sec): 3 clusters Score: Raw -731130.782388 + Penalty 1977.456565 = -729153.325823 nChanged 684 SP:Iteration 2F (2103.114074 sec): 3 clusters Score: Raw -731446.170542 + Penalty 1977.456565 = -729468.713977 nChanged 648 SP:Iteration 3F (2103.209299 sec): 3 clusters Score: Raw -731797.950076 + Penalty 1977.456565 = -729820.493511 nChanged 687 SP:Iteration 4F (2103.304574 sec): 3 clusters Score: Raw -732180.177538 + Penalty 1977.456565 = -730202.720973 nChanged 703 SP:Iteration 5F (2103.420755 sec): 3 clusters Score: Raw -732573.330250 + Penalty 1977.456565 = -730595.873686 nChanged 660 SP:Iteration 6F (2103.502385 sec): 3 clusters Score: Raw -732951.579843 + Penalty 1977.456565 = -730974.123278 nChanged 596 SP:Iteration 7Q (2103.603074 sec): 3 clusters Score: Raw -733250.610593 + Penalty 1977.456565 = -731273.154028 nChanged 525 SP:Iteration 8Q (2103.689393 sec): 3 clusters Score: Raw -733522.454712 + Penalty 1977.456565 = -731544.998148 nChanged 465 SP:Iteration 9Q (2103.795051 sec): 3 clusters Score: Raw -733732.696381 + Penalty 1977.456565 = -731755.239816 nChanged 379 SP:Iteration 10Q (2103.880303 sec): 3 clusters Score: Raw -733909.147782 + Penalty 1977.456565 = -731931.691217 nChanged 352 SP:Iteration 11Q (2103.980183 sec): 3 clusters Score: Raw -734071.086658 + Penalty 1977.456565 = -732093.630093 nChanged 317 SP:Iteration 12Q (2104.083454 sec): 3 clusters Score: Raw -734222.112839 + Penalty 1977.456565 = -732244.656274 nChanged 273 SP:Iteration 13Q (2104.182326 sec): 3 clusters Score: Raw -734340.043619 + Penalty 1977.456565 = -732362.587054 nChanged 240 SP:Iteration 14Q (2104.281179 sec): 3 clusters Score: Raw -734433.067811 + Penalty 1977.456565 = -732455.611246 nChanged 212 SP:Iteration 15Q (2104.362007 sec): 3 clusters Score: Raw -734503.687755 + Penalty 1977.456565 = -732526.231191 nChanged 189 SP:Iteration 16Q (2104.466304 sec): 3 clusters Score: Raw -734564.458826 + Penalty 1977.456565 = -732587.002261 nChanged 177 SP:Iteration 17Q (2104.584737 sec): 3 clusters Score: Raw -734621.451926 + Penalty 1977.456565 = -732643.995361 nChanged 167 SP:Iteration 18Q (2104.673673 sec): 3 clusters Score: Raw -734674.934196 + Penalty 1977.456565 = -732697.477631 nChanged 185 SP:Iteration 19Q (2104.789171 sec): 3 clusters Score: Raw -734742.313771 + Penalty 1977.456565 = -732764.857206 nChanged 185 SP:Iteration 20F (2104.882187 sec): 3 clusters Score: Raw -734823.767617 + Penalty 1977.456565 = -732846.311053 nChanged 224 SP:Iteration 21Q (2105.027046 sec): 3 clusters Score: Raw -734937.385313 + Penalty 1977.456565 = -732959.928749 nChanged 251 SP:Iteration 22Q (2105.131998 sec): 3 clusters Score: Raw -735098.894592 + Penalty 1977.456565 = -733121.438028 nChanged 270 SP:Iteration 23Q (2105.249814 sec): 3 clusters Score: Raw -735296.707356 + Penalty 1977.456565 = -733319.250791 nChanged 252 SP:Iteration 24Q (2105.379302 sec): 3 clusters Score: Raw -735502.969039 + Penalty 1977.456565 = -733525.512474 nChanged 259 SP:Iteration 25Q (2105.502518 sec): 3 clusters Score: Raw -735721.560216 + Penalty 1977.456565 = -733744.103651 nChanged 206 SP:Iteration 26Q (2105.605091 sec): 3 clusters Score: Raw -735862.486066 + Penalty 1977.456565 = -733885.029502 nChanged 160 SP:Iteration 27Q (2105.714460 sec): 3 clusters Score: Raw -735952.579100 + Penalty 1977.456565 = -733975.122535 nChanged 102 SP:Iteration 28Q (2105.852752 sec): 3 clusters Score: Raw -736004.067101 + Penalty 1977.456565 = -734026.610537 nChanged 89 SP:Iteration 29Q (2105.937540 sec): 3 clusters Score: Raw -736040.410663 + Penalty 1977.456565 = -734062.954099 nChanged 67 SP:Iteration 30Q (2106.055005 sec): 3 clusters Score: Raw -736061.790427 + Penalty 1977.456565 = -734084.333863 nChanged 58 SP:Iteration 31Q (2106.142579 sec): 3 clusters Score: Raw -736075.529631 + Penalty 1977.456565 = -734098.073066 nChanged 38 SP:Iteration 32Q (2106.276186 sec): 3 clusters Score: Raw -736085.017486 + Penalty 1977.456565 = -734107.560921 nChanged 27 SP:Iteration 33Q (2106.388470 sec): 3 clusters Score: Raw -736089.769389 + Penalty 1977.456565 = -734112.312824 nChanged 17 SP:Iteration 34Q (2106.502678 sec): 3 clusters Score: Raw -736091.563992 + Penalty 1977.456565 = -734114.107427 nChanged 12 SP:Iteration 35Q (2106.643882 sec): 3 clusters Score: Raw -736092.652854 + Penalty 1977.456565 = -734115.196289 nChanged 6 SP:Iteration 36Q (2106.752371 sec): 3 clusters Score: Raw -736093.387588 + Penalty 1977.456565 = -734115.931023 nChanged 5 SP:Iteration 37Q (2106.867359 sec): 3 clusters Score: Raw -736093.902960 + Penalty 1977.456565 = -734116.446395 nChanged 4 SP:Iteration 38Q (2106.965920 sec): 3 clusters Score: Raw -736094.192872 + Penalty 1977.456565 = -734116.736307 nChanged 3 SP:Iteration 39Q (2107.074517 sec): 3 clusters Score: Raw -736094.329487 + Penalty 1977.456565 = -734116.872922 nChanged 2 SP:Iteration 40F (2107.203150 sec): 3 clusters Score: Raw -736094.446800 + Penalty 1977.456565 = -734116.990235 nChanged 1 SP:Iteration 41Q (2107.352907 sec): 3 clusters Score: Raw -736094.580841 + Penalty 1977.456565 = -734117.124276 nChanged 3 SP:Iteration 42Q (2107.445458 sec): 3 clusters Score: Raw -736094.893657 + Penalty 1977.456565 = -734117.437092 nChanged 2 SP:Iteration 43Q (2107.550507 sec): 3 clusters Score: Raw -736095.012324 + Penalty 1977.456565 = -734117.555759 nChanged 2 SP:Iteration 44Q (2107.669979 sec): 3 clusters Score: Raw -736095.319549 + Penalty 1977.456565 = -734117.862984 nChanged 3 SP:Iteration 45Q (2107.820846 sec): 3 clusters Score: Raw -736095.612353 + Penalty 1977.456565 = -734118.155788 nChanged 0 SP:Iteration 46F (2107.934050 sec): 3 clusters Score: Raw -736095.612353 + Penalty 1977.456565 = -734118.155788 nChanged 0 Trying to split cluster 9 (3191 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2107.996588 sec): 2 clusters Score: Raw -188002.033620 + Penalty 847.149411 = -187154.884209 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2108.064276 sec): 3 clusters Score: Raw -186375.170329 + Penalty 1694.298822 = -184680.871508 nChanged 1265 SP:Iteration 1F (2108.147211 sec): 3 clusters Score: Raw -187150.939627 + Penalty 1694.298822 = -185456.640806 nChanged 275 SP:Iteration 2F (2108.232412 sec): 3 clusters Score: Raw -187353.555149 + Penalty 1694.298822 = -185659.256327 nChanged 200 SP:Iteration 3F (2108.330195 sec): 3 clusters Score: Raw -187487.858062 + Penalty 1694.298822 = -185793.559240 nChanged 164 SP:Iteration 4F (2108.395639 sec): 3 clusters Score: Raw -187584.643008 + Penalty 1694.298822 = -185890.344186 nChanged 137 SP:Iteration 5Q (2108.491573 sec): 3 clusters Score: Raw -187661.849731 + Penalty 1694.298822 = -185967.550909 nChanged 111 SP:Iteration 6Q (2108.577712 sec): 3 clusters Score: Raw -187728.815212 + Penalty 1694.298822 = -186034.516390 nChanged 92 SP:Iteration 7Q (2108.669079 sec): 3 clusters Score: Raw -187782.062982 + Penalty 1694.298822 = -186087.764161 nChanged 80 SP:Iteration 8Q (2108.741483 sec): 3 clusters Score: Raw -187822.289467 + Penalty 1694.298822 = -186127.990646 nChanged 68 SP:Iteration 9Q (2108.823999 sec): 3 clusters Score: Raw -187856.239920 + Penalty 1694.298822 = -186161.941099 nChanged 56 SP:Iteration 10Q (2108.910691 sec): 3 clusters Score: Raw -187886.878361 + Penalty 1694.298822 = -186192.579540 nChanged 48 SP:Iteration 11Q (2109.005493 sec): 3 clusters Score: Raw -187907.302492 + Penalty 1694.298822 = -186213.003671 nChanged 44 SP:Iteration 12Q (2109.073394 sec): 3 clusters Score: Raw -187927.155806 + Penalty 1694.298822 = -186232.856984 nChanged 39 SP:Iteration 13Q (2109.160509 sec): 3 clusters Score: Raw -187941.656768 + Penalty 1694.298822 = -186247.357947 nChanged 39 SP:Iteration 14Q (2109.248559 sec): 3 clusters Score: Raw -187959.525506 + Penalty 1694.298822 = -186265.226685 nChanged 50 SP:Iteration 15Q (2109.329366 sec): 3 clusters Score: Raw -187985.537296 + Penalty 1694.298822 = -186291.238475 nChanged 53 SP:Iteration 16Q (2109.416917 sec): 3 clusters Score: Raw -188013.830232 + Penalty 1694.298822 = -186319.531411 nChanged 42 SP:Iteration 17Q (2109.490671 sec): 3 clusters Score: Raw -188032.612487 + Penalty 1694.298822 = -186338.313665 nChanged 37 SP:Iteration 18Q (2109.565299 sec): 3 clusters Score: Raw -188046.727196 + Penalty 1694.298822 = -186352.428374 nChanged 27 SP:Iteration 19Q (2109.654840 sec): 3 clusters Score: Raw -188055.248573 + Penalty 1694.298822 = -186360.949751 nChanged 23 SP:Iteration 20F (2109.743904 sec): 3 clusters Score: Raw -188062.411659 + Penalty 1694.298822 = -186368.112837 nChanged 13 SP:Iteration 21Q (2109.829803 sec): 3 clusters Score: Raw -188067.831924 + Penalty 1694.298822 = -186373.533103 nChanged 16 SP:Iteration 22Q (2109.915849 sec): 3 clusters Score: Raw -188074.215719 + Penalty 1694.298822 = -186379.916898 nChanged 20 SP:Iteration 23Q (2110.004231 sec): 3 clusters Score: Raw -188081.313003 + Penalty 1694.298822 = -186387.014182 nChanged 16 SP:Iteration 24Q (2110.082039 sec): 3 clusters Score: Raw -188086.053851 + Penalty 1694.298822 = -186391.755030 nChanged 15 SP:Iteration 25Q (2110.141999 sec): 3 clusters Score: Raw -188091.731561 + Penalty 1694.298822 = -186397.432740 nChanged 17 SP:Iteration 26Q (2110.236324 sec): 3 clusters Score: Raw -188096.161297 + Penalty 1694.298822 = -186401.862476 nChanged 18 SP:Iteration 27Q (2110.320917 sec): 3 clusters Score: Raw -188101.178928 + Penalty 1694.298822 = -186406.880107 nChanged 16 SP:Iteration 28Q (2110.392830 sec): 3 clusters Score: Raw -188105.168901 + Penalty 1694.298822 = -186410.870079 nChanged 15 SP:Iteration 29Q (2110.490324 sec): 3 clusters Score: Raw -188108.786492 + Penalty 1694.298822 = -186414.487671 nChanged 10 SP:Iteration 30Q (2110.578670 sec): 3 clusters Score: Raw -188110.722966 + Penalty 1694.298822 = -186416.424145 nChanged 7 SP:Iteration 31Q (2110.641393 sec): 3 clusters Score: Raw -188112.708953 + Penalty 1694.298822 = -186418.410131 nChanged 9 SP:Iteration 32Q (2110.732929 sec): 3 clusters Score: Raw -188114.638939 + Penalty 1694.298822 = -186420.340118 nChanged 8 SP:Iteration 33Q (2110.818385 sec): 3 clusters Score: Raw -188116.771080 + Penalty 1694.298822 = -186422.472259 nChanged 8 SP:Iteration 34Q (2110.911013 sec): 3 clusters Score: Raw -188118.543295 + Penalty 1694.298822 = -186424.244474 nChanged 6 SP:Iteration 35Q (2110.968964 sec): 3 clusters Score: Raw -188119.819562 + Penalty 1694.298822 = -186425.520740 nChanged 4 SP:Iteration 36Q (2111.060232 sec): 3 clusters Score: Raw -188120.394094 + Penalty 1694.298822 = -186426.095272 nChanged 2 SP:Iteration 37Q (2111.147515 sec): 3 clusters Score: Raw -188120.792948 + Penalty 1694.298822 = -186426.494126 nChanged 2 SP:Iteration 38Q (2111.230294 sec): 3 clusters Score: Raw -188121.115742 + Penalty 1694.298822 = -186426.816920 nChanged 3 SP:Iteration 39Q (2111.301847 sec): 3 clusters Score: Raw -188121.790225 + Penalty 1694.298822 = -186427.491403 nChanged 3 SP:Iteration 40F (2111.380043 sec): 3 clusters Score: Raw -188122.092157 + Penalty 1694.298822 = -186427.793335 nChanged 0 Trying to split cluster 10 (953 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2111.425912 sec): 2 clusters Score: Raw -37688.839826 + Penalty 720.259565 = -36968.580261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2111.500736 sec): 3 clusters Score: Raw -37366.099106 + Penalty 1440.519130 = -35925.579976 nChanged 335 SP:Iteration 1F (2111.596260 sec): 3 clusters Score: Raw -37790.463716 + Penalty 1440.519130 = -36349.944587 nChanged 109 SP:Iteration 2F (2111.680480 sec): 3 clusters Score: Raw -37957.391553 + Penalty 1440.519130 = -36516.872423 nChanged 55 SP:Iteration 3F (2111.741701 sec): 3 clusters Score: Raw -38061.818734 + Penalty 1440.519130 = -36621.299604 nChanged 40 SP:Iteration 4Q (2111.826906 sec): 3 clusters Score: Raw -38141.587283 + Penalty 1440.519130 = -36701.068154 nChanged 33 SP:Iteration 5Q (2111.893476 sec): 3 clusters Score: Raw -38183.732237 + Penalty 1440.519130 = -36743.213107 nChanged 28 SP:Iteration 6Q (2111.992035 sec): 3 clusters Score: Raw -38214.957737 + Penalty 1440.519130 = -36774.438607 nChanged 20 SP:Iteration 7Q (2112.078057 sec): 3 clusters Score: Raw -38234.153859 + Penalty 1440.519130 = -36793.634730 nChanged 22 SP:Iteration 8Q (2112.144570 sec): 3 clusters Score: Raw -38262.928003 + Penalty 1440.519130 = -36822.408873 nChanged 10 SP:Iteration 9Q (2112.227063 sec): 3 clusters Score: Raw -38269.748010 + Penalty 1440.519130 = -36829.228881 nChanged 5 SP:Iteration 10Q (2112.299069 sec): 3 clusters Score: Raw -38271.891065 + Penalty 1440.519130 = -36831.371935 nChanged 3 SP:Iteration 11Q (2112.387346 sec): 3 clusters Score: Raw -38272.730652 + Penalty 1440.519130 = -36832.211522 nChanged 1 SP:Iteration 12Q (2112.441836 sec): 3 clusters Score: Raw -38273.207810 + Penalty 1440.519130 = -36832.688680 nChanged 2 SP:Iteration 13Q (2112.520633 sec): 3 clusters Score: Raw -38274.080427 + Penalty 1440.519130 = -36833.561297 nChanged 1 SP:Iteration 14Q (2112.596935 sec): 3 clusters Score: Raw -38274.469079 + Penalty 1440.519130 = -36833.949949 nChanged 0 SP:Iteration 15F (2112.681650 sec): 3 clusters Score: Raw -38274.469079 + Penalty 1440.519130 = -36833.949949 nChanged 0 Trying to split cluster 11 (6070 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2112.736053 sec): 2 clusters Score: Raw -346159.523093 + Penalty 914.666958 = -345244.856135 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2112.831408 sec): 3 clusters Score: Raw -342860.599520 + Penalty 1829.333916 = -341031.265604 nChanged 2596 SP:Iteration 1F (2112.907561 sec): 3 clusters Score: Raw -344578.473290 + Penalty 1829.333916 = -342749.139374 nChanged 553 SP:Iteration 2F (2112.983334 sec): 3 clusters Score: Raw -345030.285540 + Penalty 1829.333916 = -343200.951624 nChanged 501 SP:Iteration 3F (2113.083607 sec): 3 clusters Score: Raw -345434.056626 + Penalty 1829.333916 = -343604.722711 nChanged 409 SP:Iteration 4F (2113.174943 sec): 3 clusters Score: Raw -345760.277875 + Penalty 1829.333916 = -343930.943959 nChanged 348 SP:Iteration 5F (2113.280593 sec): 3 clusters Score: Raw -345999.499096 + Penalty 1829.333916 = -344170.165180 nChanged 250 SP:Iteration 6Q (2113.360116 sec): 3 clusters Score: Raw -346166.198640 + Penalty 1829.333916 = -344336.864725 nChanged 182 SP:Iteration 7Q (2113.462967 sec): 3 clusters Score: Raw -346262.112959 + Penalty 1829.333916 = -344432.779043 nChanged 116 SP:Iteration 8Q (2113.579696 sec): 3 clusters Score: Raw -346311.161155 + Penalty 1829.333916 = -344481.827240 nChanged 98 SP:Iteration 9Q (2113.655913 sec): 3 clusters Score: Raw -346349.067235 + Penalty 1829.333916 = -344519.733320 nChanged 83 SP:Iteration 10Q (2113.761692 sec): 3 clusters Score: Raw -346384.000222 + Penalty 1829.333916 = -344554.666306 nChanged 75 SP:Iteration 11Q (2113.867828 sec): 3 clusters Score: Raw -346412.995220 + Penalty 1829.333916 = -344583.661304 nChanged 64 SP:Iteration 12Q (2113.962466 sec): 3 clusters Score: Raw -346434.972508 + Penalty 1829.333916 = -344605.638592 nChanged 66 SP:Iteration 13Q (2114.042175 sec): 3 clusters Score: Raw -346458.183532 + Penalty 1829.333916 = -344628.849616 nChanged 70 SP:Iteration 14Q (2114.133458 sec): 3 clusters Score: Raw -346483.192844 + Penalty 1829.333916 = -344653.858928 nChanged 49 SP:Iteration 15Q (2114.251283 sec): 3 clusters Score: Raw -346497.527034 + Penalty 1829.333916 = -344668.193118 nChanged 44 SP:Iteration 16Q (2114.390866 sec): 3 clusters Score: Raw -346509.563219 + Penalty 1829.333916 = -344680.229303 nChanged 46 SP:Iteration 17Q (2114.480618 sec): 3 clusters Score: Raw -346518.843449 + Penalty 1829.333916 = -344689.509533 nChanged 42 SP:Iteration 18Q (2114.614053 sec): 3 clusters Score: Raw -346527.298815 + Penalty 1829.333916 = -344697.964900 nChanged 34 SP:Iteration 19Q (2114.716255 sec): 3 clusters Score: Raw -346538.740353 + Penalty 1829.333916 = -344709.406437 nChanged 29 SP:Iteration 20F (2114.830668 sec): 3 clusters Score: Raw -346545.015221 + Penalty 1829.333916 = -344715.681306 nChanged 20 SP:Iteration 21Q (2114.932657 sec): 3 clusters Score: Raw -346548.729281 + Penalty 1829.333916 = -344719.395365 nChanged 15 SP:Iteration 22Q (2115.039453 sec): 3 clusters Score: Raw -346551.008805 + Penalty 1829.333916 = -344721.674889 nChanged 15 SP:Iteration 23Q (2115.167686 sec): 3 clusters Score: Raw -346553.427997 + Penalty 1829.333916 = -344724.094081 nChanged 11 SP:Iteration 24Q (2115.247310 sec): 3 clusters Score: Raw -346555.364213 + Penalty 1829.333916 = -344726.030297 nChanged 9 SP:Iteration 25Q (2115.349432 sec): 3 clusters Score: Raw -346557.034922 + Penalty 1829.333916 = -344727.701007 nChanged 9 SP:Iteration 26Q (2115.460608 sec): 3 clusters Score: Raw -346558.421027 + Penalty 1829.333916 = -344729.087111 nChanged 4 SP:Iteration 27Q (2115.589982 sec): 3 clusters Score: Raw -346559.049333 + Penalty 1829.333916 = -344729.715417 nChanged 6 SP:Iteration 28Q (2115.678583 sec): 3 clusters Score: Raw -346559.880057 + Penalty 1829.333916 = -344730.546142 nChanged 7 SP:Iteration 29Q (2115.806419 sec): 3 clusters Score: Raw -346560.466874 + Penalty 1829.333916 = -344731.132958 nChanged 6 SP:Iteration 30Q (2115.935909 sec): 3 clusters Score: Raw -346561.715186 + Penalty 1829.333916 = -344732.381270 nChanged 5 SP:Iteration 31Q (2116.003105 sec): 3 clusters Score: Raw -346562.333182 + Penalty 1829.333916 = -344732.999267 nChanged 2 SP:Iteration 32Q (2116.073492 sec): 3 clusters Score: Raw -346562.765224 + Penalty 1829.333916 = -344733.431308 nChanged 2 SP:Iteration 33Q (2116.148018 sec): 3 clusters Score: Raw -346563.019398 + Penalty 1829.333916 = -344733.685482 nChanged 3 SP:Iteration 34Q (2116.269237 sec): 3 clusters Score: Raw -346563.333116 + Penalty 1829.333916 = -344733.999200 nChanged 4 SP:Iteration 35Q (2116.371610 sec): 3 clusters Score: Raw -346563.635423 + Penalty 1829.333916 = -344734.301507 nChanged 4 SP:Iteration 36Q (2116.478556 sec): 3 clusters Score: Raw -346563.946611 + Penalty 1829.333916 = -344734.612696 nChanged 5 SP:Iteration 37Q (2116.566717 sec): 3 clusters Score: Raw -346564.555709 + Penalty 1829.333916 = -344735.221794 nChanged 8 SP:Iteration 38Q (2116.672317 sec): 3 clusters Score: Raw -346565.769700 + Penalty 1829.333916 = -344736.435784 nChanged 6 SP:Iteration 39Q (2116.760940 sec): 3 clusters Score: Raw -346566.316977 + Penalty 1829.333916 = -344736.983062 nChanged 2 SP:Iteration 40F (2116.851702 sec): 3 clusters Score: Raw -346566.513544 + Penalty 1829.333916 = -344737.179628 nChanged 1 SP:Iteration 41Q (2116.929347 sec): 3 clusters Score: Raw -346566.875257 + Penalty 1829.333916 = -344737.541341 nChanged 0 SP:Iteration 42F (2117.032249 sec): 3 clusters Score: Raw -346566.875257 + Penalty 1829.333916 = -344737.541341 nChanged 0 Trying to split cluster 12 (6572 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2117.087186 sec): 2 clusters Score: Raw -371615.174854 + Penalty 923.010215 = -370692.164639 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2117.183391 sec): 3 clusters Score: Raw -367885.611597 + Penalty 1846.020431 = -366039.591166 nChanged 2855 SP:Iteration 1F (2117.264173 sec): 3 clusters Score: Raw -369549.671241 + Penalty 1846.020431 = -367703.650811 nChanged 500 SP:Iteration 2F (2117.360217 sec): 3 clusters Score: Raw -369852.232151 + Penalty 1846.020431 = -368006.211721 nChanged 451 SP:Iteration 3F (2117.449538 sec): 3 clusters Score: Raw -370154.652110 + Penalty 1846.020431 = -368308.631679 nChanged 444 SP:Iteration 4F (2117.533045 sec): 3 clusters Score: Raw -370473.371045 + Penalty 1846.020431 = -368627.350615 nChanged 408 SP:Iteration 5F (2117.608676 sec): 3 clusters Score: Raw -370785.552925 + Penalty 1846.020431 = -368939.532494 nChanged 339 SP:Iteration 6F (2117.703290 sec): 3 clusters Score: Raw -371037.034568 + Penalty 1846.020431 = -369191.014137 nChanged 270 SP:Iteration 7Q (2117.807808 sec): 3 clusters Score: Raw -371249.491802 + Penalty 1846.020431 = -369403.471372 nChanged 237 SP:Iteration 8Q (2117.895136 sec): 3 clusters Score: Raw -371420.459797 + Penalty 1846.020431 = -369574.439366 nChanged 191 SP:Iteration 9Q (2118.000849 sec): 3 clusters Score: Raw -371564.206511 + Penalty 1846.020431 = -369718.186080 nChanged 157 SP:Iteration 10Q (2118.089969 sec): 3 clusters Score: Raw -371684.647121 + Penalty 1846.020431 = -369838.626691 nChanged 126 SP:Iteration 11Q (2118.178081 sec): 3 clusters Score: Raw -371782.131124 + Penalty 1846.020431 = -369936.110693 nChanged 105 SP:Iteration 12Q (2118.261058 sec): 3 clusters Score: Raw -371862.293176 + Penalty 1846.020431 = -370016.272746 nChanged 77 SP:Iteration 13Q (2118.333477 sec): 3 clusters Score: Raw -371924.876415 + Penalty 1846.020431 = -370078.855984 nChanged 60 SP:Iteration 14Q (2118.415966 sec): 3 clusters Score: Raw -371977.402204 + Penalty 1846.020431 = -370131.381773 nChanged 53 SP:Iteration 15Q (2118.533211 sec): 3 clusters Score: Raw -372028.897637 + Penalty 1846.020431 = -370182.877207 nChanged 38 SP:Iteration 16Q (2118.625982 sec): 3 clusters Score: Raw -372057.673579 + Penalty 1846.020431 = -370211.653149 nChanged 21 SP:Iteration 17Q (2118.701440 sec): 3 clusters Score: Raw -372069.717630 + Penalty 1846.020431 = -370223.697200 nChanged 23 SP:Iteration 18Q (2118.798618 sec): 3 clusters Score: Raw -372081.115191 + Penalty 1846.020431 = -370235.094761 nChanged 16 SP:Iteration 19Q (2118.877864 sec): 3 clusters Score: Raw -372087.617400 + Penalty 1846.020431 = -370241.596969 nChanged 14 SP:Iteration 20F (2118.972073 sec): 3 clusters Score: Raw -372094.325031 + Penalty 1846.020431 = -370248.304601 nChanged 6 SP:Iteration 21Q (2119.051887 sec): 3 clusters Score: Raw -372096.303134 + Penalty 1846.020431 = -370250.282703 nChanged 8 SP:Iteration 22Q (2119.149247 sec): 3 clusters Score: Raw -372099.597913 + Penalty 1846.020431 = -370253.577482 nChanged 8 SP:Iteration 23Q (2119.235067 sec): 3 clusters Score: Raw -372102.637215 + Penalty 1846.020431 = -370256.616785 nChanged 4 SP:Iteration 24Q (2119.313432 sec): 3 clusters Score: Raw -372103.980928 + Penalty 1846.020431 = -370257.960498 nChanged 3 SP:Iteration 25Q (2119.410454 sec): 3 clusters Score: Raw -372105.325274 + Penalty 1846.020431 = -370259.304843 nChanged 3 SP:Iteration 26Q (2119.504714 sec): 3 clusters Score: Raw -372106.639812 + Penalty 1846.020431 = -370260.619382 nChanged 4 SP:Iteration 27Q (2119.582283 sec): 3 clusters Score: Raw -372107.717255 + Penalty 1846.020431 = -370261.696825 nChanged 3 SP:Iteration 28Q (2119.672487 sec): 3 clusters Score: Raw -372108.508760 + Penalty 1846.020431 = -370262.488329 nChanged 2 SP:Iteration 29Q (2119.749575 sec): 3 clusters Score: Raw -372108.953245 + Penalty 1846.020431 = -370262.932814 nChanged 1 SP:Iteration 30Q (2119.858321 sec): 3 clusters Score: Raw -372109.062963 + Penalty 1846.020431 = -370263.042533 nChanged 0 SP:Iteration 31F (2119.939365 sec): 3 clusters Score: Raw -372109.062963 + Penalty 1846.020431 = -370263.042533 nChanged 0 Trying to split cluster 13 (4533 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2119.975897 sec): 2 clusters Score: Raw -221865.148702 + Penalty 884.009621 = -220981.139081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2120.060487 sec): 3 clusters Score: Raw -219465.276148 + Penalty 1768.019243 = -217697.256905 nChanged 1887 SP:Iteration 1F (2120.131313 sec): 3 clusters Score: Raw -220703.737136 + Penalty 1768.019243 = -218935.717893 nChanged 401 SP:Iteration 2F (2120.214604 sec): 3 clusters Score: Raw -221052.294560 + Penalty 1768.019243 = -219284.275317 nChanged 364 SP:Iteration 3F (2120.299999 sec): 3 clusters Score: Raw -221357.440748 + Penalty 1768.019243 = -219589.421505 nChanged 291 SP:Iteration 4F (2120.384931 sec): 3 clusters Score: Raw -221587.641379 + Penalty 1768.019243 = -219819.622136 nChanged 254 SP:Iteration 5F (2120.456679 sec): 3 clusters Score: Raw -221757.594001 + Penalty 1768.019243 = -219989.574758 nChanged 204 SP:Iteration 6Q (2120.549040 sec): 3 clusters Score: Raw -221883.567837 + Penalty 1768.019243 = -220115.548594 nChanged 158 SP:Iteration 7Q (2120.642580 sec): 3 clusters Score: Raw -221960.757103 + Penalty 1768.019243 = -220192.737861 nChanged 112 SP:Iteration 8Q (2120.721625 sec): 3 clusters Score: Raw -222009.264927 + Penalty 1768.019243 = -220241.245684 nChanged 93 SP:Iteration 9Q (2120.809943 sec): 3 clusters Score: Raw -222049.262380 + Penalty 1768.019243 = -220281.243137 nChanged 91 SP:Iteration 10Q (2120.880557 sec): 3 clusters Score: Raw -222083.835002 + Penalty 1768.019243 = -220315.815759 nChanged 78 SP:Iteration 11Q (2120.961786 sec): 3 clusters Score: Raw -222122.297807 + Penalty 1768.019243 = -220354.278564 nChanged 80 SP:Iteration 12Q (2121.045703 sec): 3 clusters Score: Raw -222156.320778 + Penalty 1768.019243 = -220388.301535 nChanged 69 SP:Iteration 13Q (2121.127941 sec): 3 clusters Score: Raw -222181.085070 + Penalty 1768.019243 = -220413.065827 nChanged 65 SP:Iteration 14Q (2121.207456 sec): 3 clusters Score: Raw -222205.987044 + Penalty 1768.019243 = -220437.967801 nChanged 59 SP:Iteration 15Q (2121.287196 sec): 3 clusters Score: Raw -222228.483691 + Penalty 1768.019243 = -220460.464448 nChanged 65 SP:Iteration 16Q (2121.366994 sec): 3 clusters Score: Raw -222257.406216 + Penalty 1768.019243 = -220489.386973 nChanged 72 SP:Iteration 17Q (2121.461538 sec): 3 clusters Score: Raw -222293.640881 + Penalty 1768.019243 = -220525.621638 nChanged 68 SP:Iteration 18Q (2121.549989 sec): 3 clusters Score: Raw -222324.158513 + Penalty 1768.019243 = -220556.139271 nChanged 70 SP:Iteration 19Q (2121.635656 sec): 3 clusters Score: Raw -222358.606203 + Penalty 1768.019243 = -220590.586960 nChanged 62 SP:Iteration 20F (2121.728215 sec): 3 clusters Score: Raw -222384.756934 + Penalty 1768.019243 = -220616.737692 nChanged 54 SP:Iteration 21Q (2121.824959 sec): 3 clusters Score: Raw -222416.165416 + Penalty 1768.019243 = -220648.146173 nChanged 50 SP:Iteration 22Q (2121.930742 sec): 3 clusters Score: Raw -222436.320543 + Penalty 1768.019243 = -220668.301300 nChanged 34 SP:Iteration 23Q (2122.021847 sec): 3 clusters Score: Raw -222445.030814 + Penalty 1768.019243 = -220677.011571 nChanged 27 SP:Iteration 24Q (2122.113645 sec): 3 clusters Score: Raw -222454.905298 + Penalty 1768.019243 = -220686.886055 nChanged 27 SP:Iteration 25Q (2122.219547 sec): 3 clusters Score: Raw -222464.948762 + Penalty 1768.019243 = -220696.929519 nChanged 28 SP:Iteration 26Q (2122.338074 sec): 3 clusters Score: Raw -222472.243769 + Penalty 1768.019243 = -220704.224526 nChanged 21 SP:Iteration 27Q (2122.425211 sec): 3 clusters Score: Raw -222479.583676 + Penalty 1768.019243 = -220711.564433 nChanged 27 SP:Iteration 28Q (2122.523145 sec): 3 clusters Score: Raw -222487.366007 + Penalty 1768.019243 = -220719.346764 nChanged 25 SP:Iteration 29Q (2122.597822 sec): 3 clusters Score: Raw -222494.916781 + Penalty 1768.019243 = -220726.897538 nChanged 18 SP:Iteration 30Q (2122.688710 sec): 3 clusters Score: Raw -222501.095059 + Penalty 1768.019243 = -220733.075816 nChanged 17 SP:Iteration 31Q (2122.804770 sec): 3 clusters Score: Raw -222506.946877 + Penalty 1768.019243 = -220738.927634 nChanged 20 SP:Iteration 32Q (2122.906821 sec): 3 clusters Score: Raw -222512.074747 + Penalty 1768.019243 = -220744.055505 nChanged 24 SP:Iteration 33Q (2122.989461 sec): 3 clusters Score: Raw -222519.744878 + Penalty 1768.019243 = -220751.725635 nChanged 21 SP:Iteration 34Q (2123.081161 sec): 3 clusters Score: Raw -222526.091018 + Penalty 1768.019243 = -220758.071776 nChanged 19 SP:Iteration 35Q (2123.196528 sec): 3 clusters Score: Raw -222532.673055 + Penalty 1768.019243 = -220764.653812 nChanged 15 SP:Iteration 36Q (2123.297983 sec): 3 clusters Score: Raw -222537.497969 + Penalty 1768.019243 = -220769.478727 nChanged 15 SP:Iteration 37Q (2123.398475 sec): 3 clusters Score: Raw -222542.043812 + Penalty 1768.019243 = -220774.024569 nChanged 12 SP:Iteration 38Q (2123.509183 sec): 3 clusters Score: Raw -222546.884034 + Penalty 1768.019243 = -220778.864791 nChanged 13 SP:Iteration 39Q (2123.631771 sec): 3 clusters Score: Raw -222551.471481 + Penalty 1768.019243 = -220783.452239 nChanged 11 SP:Iteration 40F (2123.722605 sec): 3 clusters Score: Raw -222557.155021 + Penalty 1768.019243 = -220789.135778 nChanged 19 SP:Iteration 41Q (2123.837445 sec): 3 clusters Score: Raw -222561.373560 + Penalty 1768.019243 = -220793.354318 nChanged 9 SP:Iteration 42Q (2123.950707 sec): 3 clusters Score: Raw -222563.427611 + Penalty 1768.019243 = -220795.408368 nChanged 4 SP:Iteration 43Q (2124.073698 sec): 3 clusters Score: Raw -222563.986852 + Penalty 1768.019243 = -220795.967610 nChanged 3 SP:Iteration 44Q (2124.198508 sec): 3 clusters Score: Raw -222564.517129 + Penalty 1768.019243 = -220796.497886 nChanged 5 SP:Iteration 45Q (2124.346987 sec): 3 clusters Score: Raw -222565.615270 + Penalty 1768.019243 = -220797.596027 nChanged 4 SP:Iteration 46Q (2124.414946 sec): 3 clusters Score: Raw -222566.739158 + Penalty 1768.019243 = -220798.719916 nChanged 4 SP:Iteration 47Q (2124.518017 sec): 3 clusters Score: Raw -222567.581168 + Penalty 1768.019243 = -220799.561925 nChanged 2 SP:Iteration 48Q (2124.602463 sec): 3 clusters Score: Raw -222568.270442 + Penalty 1768.019243 = -220800.251199 nChanged 7 SP:Iteration 49Q (2124.703468 sec): 3 clusters Score: Raw -222570.195148 + Penalty 1768.019243 = -220802.175905 nChanged 8 SP:Iteration 50Q (2124.794096 sec): 3 clusters Score: Raw -222572.795193 + Penalty 1768.019243 = -220804.775951 nChanged 10 SP:Iteration 51Q (2124.868259 sec): 3 clusters Score: Raw -222575.873916 + Penalty 1768.019243 = -220807.854673 nChanged 10 SP:Iteration 52Q (2124.972443 sec): 3 clusters Score: Raw -222578.782088 + Penalty 1768.019243 = -220810.762845 nChanged 9 SP:Iteration 53Q (2125.094302 sec): 3 clusters Score: Raw -222580.990148 + Penalty 1768.019243 = -220812.970905 nChanged 6 SP:Iteration 54Q (2125.173430 sec): 3 clusters Score: Raw -222581.917268 + Penalty 1768.019243 = -220813.898025 nChanged 3 SP:Iteration 55Q (2125.261098 sec): 3 clusters Score: Raw -222582.727848 + Penalty 1768.019243 = -220814.708605 nChanged 3 SP:Iteration 56Q (2125.339842 sec): 3 clusters Score: Raw -222583.421918 + Penalty 1768.019243 = -220815.402675 nChanged 1 SP:Iteration 57Q (2125.426385 sec): 3 clusters Score: Raw -222583.574440 + Penalty 1768.019243 = -220815.555198 nChanged 1 SP:Iteration 58Q (2125.507476 sec): 3 clusters Score: Raw -222584.025547 + Penalty 1768.019243 = -220816.006305 nChanged 4 SP:Iteration 59Q (2125.578001 sec): 3 clusters Score: Raw -222584.895482 + Penalty 1768.019243 = -220816.876240 nChanged 3 SP:Iteration 60F (2125.659740 sec): 3 clusters Score: Raw -222585.771840 + Penalty 1768.019243 = -220817.752597 nChanged 4 SP:Iteration 61Q (2125.736936 sec): 3 clusters Score: Raw -222586.405776 + Penalty 1768.019243 = -220818.386534 nChanged 7 SP:Iteration 62Q (2125.821693 sec): 3 clusters Score: Raw -222587.819490 + Penalty 1768.019243 = -220819.800247 nChanged 4 SP:Iteration 63Q (2125.899803 sec): 3 clusters Score: Raw -222588.775653 + Penalty 1768.019243 = -220820.756410 nChanged 4 SP:Iteration 64Q (2125.988724 sec): 3 clusters Score: Raw -222589.567906 + Penalty 1768.019243 = -220821.548664 nChanged 1 SP:Iteration 65Q (2126.071475 sec): 3 clusters Score: Raw -222589.734422 + Penalty 1768.019243 = -220821.715179 nChanged 0 SP:Iteration 66F (2126.148715 sec): 3 clusters Score: Raw -222589.734422 + Penalty 1768.019243 = -220821.715179 nChanged 0 Trying to split cluster 14 (2988 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2126.203855 sec): 2 clusters Score: Raw -181500.025147 + Penalty 840.247752 = -180659.777395 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2126.281578 sec): 3 clusters Score: Raw -180001.640159 + Penalty 1680.495505 = -178321.144654 nChanged 1187 SP:Iteration 1F (2126.369236 sec): 3 clusters Score: Raw -180696.277605 + Penalty 1680.495505 = -179015.782100 nChanged 225 SP:Iteration 2F (2126.455422 sec): 3 clusters Score: Raw -180830.106634 + Penalty 1680.495505 = -179149.611130 nChanged 173 SP:Iteration 3F (2126.529055 sec): 3 clusters Score: Raw -180956.063532 + Penalty 1680.495505 = -179275.568028 nChanged 150 SP:Iteration 4F (2126.612646 sec): 3 clusters Score: Raw -181063.192620 + Penalty 1680.495505 = -179382.697116 nChanged 135 SP:Iteration 5Q (2126.700150 sec): 3 clusters Score: Raw -181138.276219 + Penalty 1680.495505 = -179457.780714 nChanged 100 SP:Iteration 6Q (2126.781059 sec): 3 clusters Score: Raw -181189.659819 + Penalty 1680.495505 = -179509.164314 nChanged 91 SP:Iteration 7Q (2126.872392 sec): 3 clusters Score: Raw -181236.631000 + Penalty 1680.495505 = -179556.135496 nChanged 75 SP:Iteration 8Q (2126.943673 sec): 3 clusters Score: Raw -181277.325014 + Penalty 1680.495505 = -179596.829509 nChanged 67 SP:Iteration 9Q (2127.045202 sec): 3 clusters Score: Raw -181311.038201 + Penalty 1680.495505 = -179630.542696 nChanged 60 SP:Iteration 10Q (2127.123092 sec): 3 clusters Score: Raw -181350.509027 + Penalty 1680.495505 = -179670.013522 nChanged 67 SP:Iteration 11Q (2127.197031 sec): 3 clusters Score: Raw -181389.131461 + Penalty 1680.495505 = -179708.635957 nChanged 61 SP:Iteration 12Q (2127.292168 sec): 3 clusters Score: Raw -181427.135785 + Penalty 1680.495505 = -179746.640280 nChanged 63 SP:Iteration 13Q (2127.370937 sec): 3 clusters Score: Raw -181468.727697 + Penalty 1680.495505 = -179788.232193 nChanged 60 SP:Iteration 14Q (2127.456762 sec): 3 clusters Score: Raw -181506.086150 + Penalty 1680.495505 = -179825.590645 nChanged 60 SP:Iteration 15Q (2127.546938 sec): 3 clusters Score: Raw -181544.432013 + Penalty 1680.495505 = -179863.936508 nChanged 55 SP:Iteration 16Q (2127.621149 sec): 3 clusters Score: Raw -181575.913051 + Penalty 1680.495505 = -179895.417547 nChanged 56 SP:Iteration 17Q (2127.712313 sec): 3 clusters Score: Raw -181616.989563 + Penalty 1680.495505 = -179936.494058 nChanged 56 SP:Iteration 18Q (2127.777982 sec): 3 clusters Score: Raw -181655.909957 + Penalty 1680.495505 = -179975.414452 nChanged 39 SP:Iteration 19Q (2127.880278 sec): 3 clusters Score: Raw -181693.539078 + Penalty 1680.495505 = -180013.043573 nChanged 34 SP:Iteration 20F (2127.947350 sec): 3 clusters Score: Raw -181723.422869 + Penalty 1680.495505 = -180042.927364 nChanged 38 SP:Iteration 21Q (2128.046357 sec): 3 clusters Score: Raw -181760.154315 + Penalty 1680.495505 = -180079.658811 nChanged 36 SP:Iteration 22Q (2128.117475 sec): 3 clusters Score: Raw -181802.609299 + Penalty 1680.495505 = -180122.113795 nChanged 42 SP:Iteration 23Q (2128.201738 sec): 3 clusters Score: Raw -181853.238044 + Penalty 1680.495505 = -180172.742539 nChanged 44 SP:Iteration 24Q (2128.291577 sec): 3 clusters Score: Raw -181889.600655 + Penalty 1680.495505 = -180209.105150 nChanged 35 SP:Iteration 25Q (2128.367037 sec): 3 clusters Score: Raw -181917.951654 + Penalty 1680.495505 = -180237.456149 nChanged 24 SP:Iteration 26Q (2128.432702 sec): 3 clusters Score: Raw -181936.360333 + Penalty 1680.495505 = -180255.864828 nChanged 15 SP:Iteration 27Q (2128.531472 sec): 3 clusters Score: Raw -181943.638153 + Penalty 1680.495505 = -180263.142648 nChanged 16 SP:Iteration 28Q (2128.601103 sec): 3 clusters Score: Raw -181960.825436 + Penalty 1680.495505 = -180280.329931 nChanged 20 SP:Iteration 29Q (2128.696309 sec): 3 clusters Score: Raw -181983.382876 + Penalty 1680.495505 = -180302.887371 nChanged 16 SP:Iteration 30Q (2128.787300 sec): 3 clusters Score: Raw -181993.067478 + Penalty 1680.495505 = -180312.571973 nChanged 10 SP:Iteration 31Q (2128.863368 sec): 3 clusters Score: Raw -181998.143523 + Penalty 1680.495505 = -180317.648018 nChanged 5 SP:Iteration 32Q (2128.951243 sec): 3 clusters Score: Raw -182001.688607 + Penalty 1680.495505 = -180321.193102 nChanged 5 SP:Iteration 33Q (2129.024021 sec): 3 clusters Score: Raw -182003.629388 + Penalty 1680.495505 = -180323.133884 nChanged 2 SP:Iteration 34Q (2129.118320 sec): 3 clusters Score: Raw -182006.024978 + Penalty 1680.495505 = -180325.529473 nChanged 3 SP:Iteration 35Q (2129.183476 sec): 3 clusters Score: Raw -182007.387093 + Penalty 1680.495505 = -180326.891588 nChanged 4 SP:Iteration 36Q (2129.260204 sec): 3 clusters Score: Raw -182009.415220 + Penalty 1680.495505 = -180328.919716 nChanged 3 SP:Iteration 37Q (2129.351418 sec): 3 clusters Score: Raw -182011.731159 + Penalty 1680.495505 = -180331.235655 nChanged 1 SP:Iteration 38Q (2129.415640 sec): 3 clusters Score: Raw -182012.821143 + Penalty 1680.495505 = -180332.325638 nChanged 2 SP:Iteration 39Q (2129.511180 sec): 3 clusters Score: Raw -182013.395795 + Penalty 1680.495505 = -180332.900290 nChanged 2 SP:Iteration 40F (2129.594347 sec): 3 clusters Score: Raw -182014.058227 + Penalty 1680.495505 = -180333.562722 nChanged 2 SP:Iteration 41Q (2129.672771 sec): 3 clusters Score: Raw -182014.671956 + Penalty 1680.495505 = -180334.176451 nChanged 0 SP:Iteration 42F (2129.770950 sec): 3 clusters Score: Raw -182014.671956 + Penalty 1680.495505 = -180334.176451 nChanged 0 Trying to split cluster 15 (1271 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2129.812836 sec): 2 clusters Score: Raw -63345.430681 + Penalty 750.493723 = -62594.936957 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2129.888205 sec): 3 clusters Score: Raw -62837.879016 + Penalty 1500.987447 = -61336.891569 nChanged 445 SP:Iteration 1F (2129.971116 sec): 3 clusters Score: Raw -63234.484923 + Penalty 1500.987447 = -61733.497476 nChanged 115 SP:Iteration 2F (2130.041083 sec): 3 clusters Score: Raw -63374.347849 + Penalty 1500.987447 = -61873.360402 nChanged 85 SP:Iteration 3F (2130.115092 sec): 3 clusters Score: Raw -63461.634925 + Penalty 1500.987447 = -61960.647478 nChanged 52 SP:Iteration 4Q (2130.197122 sec): 3 clusters Score: Raw -63508.521005 + Penalty 1500.987447 = -62007.533558 nChanged 42 SP:Iteration 5Q (2130.279445 sec): 3 clusters Score: Raw -63547.644843 + Penalty 1500.987447 = -62046.657396 nChanged 36 SP:Iteration 6Q (2130.377936 sec): 3 clusters Score: Raw -63572.144396 + Penalty 1500.987447 = -62071.156949 nChanged 20 SP:Iteration 7Q (2130.454003 sec): 3 clusters Score: Raw -63585.426143 + Penalty 1500.987447 = -62084.438696 nChanged 12 SP:Iteration 8Q (2130.540251 sec): 3 clusters Score: Raw -63594.026036 + Penalty 1500.987447 = -62093.038589 nChanged 13 SP:Iteration 9Q (2130.645297 sec): 3 clusters Score: Raw -63602.208274 + Penalty 1500.987447 = -62101.220827 nChanged 12 SP:Iteration 10Q (2130.717921 sec): 3 clusters Score: Raw -63609.239601 + Penalty 1500.987447 = -62108.252154 nChanged 7 SP:Iteration 11Q (2130.805204 sec): 3 clusters Score: Raw -63612.012172 + Penalty 1500.987447 = -62111.024725 nChanged 5 SP:Iteration 12Q (2130.892823 sec): 3 clusters Score: Raw -63614.172225 + Penalty 1500.987447 = -62113.184778 nChanged 8 SP:Iteration 13Q (2130.980522 sec): 3 clusters Score: Raw -63626.217318 + Penalty 1500.987447 = -62125.229871 nChanged 13 SP:Iteration 14Q (2131.063328 sec): 3 clusters Score: Raw -63636.887274 + Penalty 1500.987447 = -62135.899827 nChanged 14 SP:Iteration 15Q (2131.147528 sec): 3 clusters Score: Raw -63651.952880 + Penalty 1500.987447 = -62150.965433 nChanged 19 SP:Iteration 16Q (2131.232774 sec): 3 clusters Score: Raw -63671.678802 + Penalty 1500.987447 = -62170.691355 nChanged 17 SP:Iteration 17Q (2131.323580 sec): 3 clusters Score: Raw -63692.041035 + Penalty 1500.987447 = -62191.053588 nChanged 17 SP:Iteration 18Q (2131.424068 sec): 3 clusters Score: Raw -63711.424158 + Penalty 1500.987447 = -62210.436711 nChanged 18 SP:Iteration 19Q (2131.523428 sec): 3 clusters Score: Raw -63724.727849 + Penalty 1500.987447 = -62223.740402 nChanged 12 SP:Iteration 20F (2131.595483 sec): 3 clusters Score: Raw -63733.734815 + Penalty 1500.987447 = -62232.747368 nChanged 8 SP:Iteration 21Q (2131.673904 sec): 3 clusters Score: Raw -63740.055605 + Penalty 1500.987447 = -62239.068158 nChanged 13 SP:Iteration 22Q (2131.763928 sec): 3 clusters Score: Raw -63745.750790 + Penalty 1500.987447 = -62244.763343 nChanged 5 SP:Iteration 23Q (2131.847336 sec): 3 clusters Score: Raw -63748.502718 + Penalty 1500.987447 = -62247.515271 nChanged 2 SP:Iteration 24Q (2131.930716 sec): 3 clusters Score: Raw -63748.845394 + Penalty 1500.987447 = -62247.857947 nChanged 0 SP:Iteration 25F (2132.012312 sec): 3 clusters Score: Raw -63748.845394 + Penalty 1500.987447 = -62247.857947 nChanged 0 Trying to split cluster 16 (3013 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2132.063779 sec): 2 clusters Score: Raw -141583.954426 + Penalty 841.122612 = -140742.831815 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2132.183029 sec): 3 clusters Score: Raw -140106.626649 + Penalty 1682.245223 = -138424.381426 nChanged 1190 SP:Iteration 1F (2132.301238 sec): 3 clusters Score: Raw -140940.556569 + Penalty 1682.245223 = -139258.311346 nChanged 276 SP:Iteration 2F (2132.429528 sec): 3 clusters Score: Raw -141193.096449 + Penalty 1682.245223 = -139510.851226 nChanged 201 SP:Iteration 3F (2132.570674 sec): 3 clusters Score: Raw -141391.071238 + Penalty 1682.245223 = -139708.826015 nChanged 174 SP:Iteration 4F (2132.651704 sec): 3 clusters Score: Raw -141521.397330 + Penalty 1682.245223 = -139839.152107 nChanged 143 SP:Iteration 5Q (2132.790531 sec): 3 clusters Score: Raw -141629.581554 + Penalty 1682.245223 = -139947.336331 nChanged 103 SP:Iteration 6Q (2132.904777 sec): 3 clusters Score: Raw -141695.699305 + Penalty 1682.245223 = -140013.454082 nChanged 75 SP:Iteration 7Q (2132.989742 sec): 3 clusters Score: Raw -141736.255021 + Penalty 1682.245223 = -140054.009798 nChanged 72 SP:Iteration 8Q (2133.101062 sec): 3 clusters Score: Raw -141767.438457 + Penalty 1682.245223 = -140085.193234 nChanged 51 SP:Iteration 9Q (2133.185349 sec): 3 clusters Score: Raw -141795.814555 + Penalty 1682.245223 = -140113.569331 nChanged 43 SP:Iteration 10Q (2133.287358 sec): 3 clusters Score: Raw -141814.155354 + Penalty 1682.245223 = -140131.910131 nChanged 33 SP:Iteration 11Q (2133.377557 sec): 3 clusters Score: Raw -141826.372203 + Penalty 1682.245223 = -140144.126980 nChanged 22 SP:Iteration 12Q (2133.465868 sec): 3 clusters Score: Raw -141832.602226 + Penalty 1682.245223 = -140150.357003 nChanged 15 SP:Iteration 13Q (2133.579346 sec): 3 clusters Score: Raw -141837.739285 + Penalty 1682.245223 = -140155.494062 nChanged 14 SP:Iteration 14Q (2133.673806 sec): 3 clusters Score: Raw -141843.322763 + Penalty 1682.245223 = -140161.077540 nChanged 15 SP:Iteration 15Q (2133.774759 sec): 3 clusters Score: Raw -141848.347448 + Penalty 1682.245223 = -140166.102225 nChanged 13 SP:Iteration 16Q (2133.897563 sec): 3 clusters Score: Raw -141852.728109 + Penalty 1682.245223 = -140170.482885 nChanged 12 SP:Iteration 17Q (2133.998052 sec): 3 clusters Score: Raw -141856.395929 + Penalty 1682.245223 = -140174.150706 nChanged 8 SP:Iteration 18Q (2134.069452 sec): 3 clusters Score: Raw -141858.023112 + Penalty 1682.245223 = -140175.777889 nChanged 5 SP:Iteration 19Q (2134.158005 sec): 3 clusters Score: Raw -141859.720463 + Penalty 1682.245223 = -140177.475240 nChanged 9 SP:Iteration 20F (2134.245674 sec): 3 clusters Score: Raw -141863.174963 + Penalty 1682.245223 = -140180.929739 nChanged 8 SP:Iteration 21Q (2134.349197 sec): 3 clusters Score: Raw -141866.735335 + Penalty 1682.245223 = -140184.490111 nChanged 9 SP:Iteration 22Q (2134.413257 sec): 3 clusters Score: Raw -141870.607475 + Penalty 1682.245223 = -140188.362252 nChanged 10 SP:Iteration 23Q (2134.495512 sec): 3 clusters Score: Raw -141873.678757 + Penalty 1682.245223 = -140191.433534 nChanged 9 SP:Iteration 24Q (2134.583550 sec): 3 clusters Score: Raw -141875.612869 + Penalty 1682.245223 = -140193.367646 nChanged 7 SP:Iteration 25Q (2134.663325 sec): 3 clusters Score: Raw -141877.391041 + Penalty 1682.245223 = -140195.145818 nChanged 7 SP:Iteration 26Q (2134.744221 sec): 3 clusters Score: Raw -141879.686558 + Penalty 1682.245223 = -140197.441334 nChanged 12 SP:Iteration 27Q (2134.821213 sec): 3 clusters Score: Raw -141887.043292 + Penalty 1682.245223 = -140204.798069 nChanged 17 SP:Iteration 28Q (2134.922998 sec): 3 clusters Score: Raw -141892.547915 + Penalty 1682.245223 = -140210.302692 nChanged 17 SP:Iteration 29Q (2135.005278 sec): 3 clusters Score: Raw -141898.558609 + Penalty 1682.245223 = -140216.313386 nChanged 18 SP:Iteration 30Q (2135.086148 sec): 3 clusters Score: Raw -141902.969841 + Penalty 1682.245223 = -140220.724617 nChanged 11 SP:Iteration 31Q (2135.182336 sec): 3 clusters Score: Raw -141905.918238 + Penalty 1682.245223 = -140223.673014 nChanged 12 SP:Iteration 32Q (2135.272444 sec): 3 clusters Score: Raw -141910.578340 + Penalty 1682.245223 = -140228.333117 nChanged 13 SP:Iteration 33Q (2135.352927 sec): 3 clusters Score: Raw -141915.555817 + Penalty 1682.245223 = -140233.310593 nChanged 13 SP:Iteration 34Q (2135.436329 sec): 3 clusters Score: Raw -141919.528515 + Penalty 1682.245223 = -140237.283292 nChanged 10 SP:Iteration 35Q (2135.531943 sec): 3 clusters Score: Raw -141921.709304 + Penalty 1682.245223 = -140239.464080 nChanged 8 SP:Iteration 36Q (2135.622548 sec): 3 clusters Score: Raw -141923.609993 + Penalty 1682.245223 = -140241.364770 nChanged 12 SP:Iteration 37Q (2135.732739 sec): 3 clusters Score: Raw -141925.865677 + Penalty 1682.245223 = -140243.620454 nChanged 3 SP:Iteration 38Q (2135.823628 sec): 3 clusters Score: Raw -141927.950891 + Penalty 1682.245223 = -140245.705668 nChanged 7 SP:Iteration 39Q (2135.916928 sec): 3 clusters Score: Raw -141928.919849 + Penalty 1682.245223 = -140246.674626 nChanged 2 SP:Iteration 40F (2136.001168 sec): 3 clusters Score: Raw -141929.777719 + Penalty 1682.245223 = -140247.532496 nChanged 4 SP:Iteration 41Q (2136.086450 sec): 3 clusters Score: Raw -141931.112687 + Penalty 1682.245223 = -140248.867464 nChanged 5 SP:Iteration 42Q (2136.173805 sec): 3 clusters Score: Raw -141932.246764 + Penalty 1682.245223 = -140250.001540 nChanged 4 SP:Iteration 43Q (2136.280577 sec): 3 clusters Score: Raw -141933.225703 + Penalty 1682.245223 = -140250.980480 nChanged 4 SP:Iteration 44Q (2136.353289 sec): 3 clusters Score: Raw -141934.274258 + Penalty 1682.245223 = -140252.029035 nChanged 1 SP:Iteration 45Q (2136.440835 sec): 3 clusters Score: Raw -141934.404569 + Penalty 1682.245223 = -140252.159345 nChanged 2 SP:Iteration 46Q (2136.542669 sec): 3 clusters Score: Raw -141934.606717 + Penalty 1682.245223 = -140252.361494 nChanged 2 SP:Iteration 47Q (2136.618272 sec): 3 clusters Score: Raw -141934.907216 + Penalty 1682.245223 = -140252.661992 nChanged 2 SP:Iteration 48Q (2136.720422 sec): 3 clusters Score: Raw -141935.494887 + Penalty 1682.245223 = -140253.249664 nChanged 2 SP:Iteration 49Q (2136.801791 sec): 3 clusters Score: Raw -141935.907637 + Penalty 1682.245223 = -140253.662414 nChanged 2 SP:Iteration 50Q (2136.883250 sec): 3 clusters Score: Raw -141936.307821 + Penalty 1682.245223 = -140254.062597 nChanged 3 SP:Iteration 51Q (2136.979731 sec): 3 clusters Score: Raw -141936.681035 + Penalty 1682.245223 = -140254.435812 nChanged 1 SP:Iteration 52Q (2137.064970 sec): 3 clusters Score: Raw -141936.841272 + Penalty 1682.245223 = -140254.596049 nChanged 1 SP:Iteration 53Q (2137.129767 sec): 3 clusters Score: Raw -141936.978864 + Penalty 1682.245223 = -140254.733641 nChanged 1 SP:Iteration 54Q (2137.218393 sec): 3 clusters Score: Raw -141937.266682 + Penalty 1682.245223 = -140255.021459 nChanged 1 SP:Iteration 55Q (2137.300382 sec): 3 clusters Score: Raw -141937.491472 + Penalty 1682.245223 = -140255.246249 nChanged 1 SP:Iteration 56Q (2137.402040 sec): 3 clusters Score: Raw -141937.575743 + Penalty 1682.245223 = -140255.330520 nChanged 1 SP:Iteration 57Q (2137.478846 sec): 3 clusters Score: Raw -141937.694070 + Penalty 1682.245223 = -140255.448847 nChanged 0 SP:Iteration 58F (2137.557027 sec): 3 clusters Score: Raw -141937.694070 + Penalty 1682.245223 = -140255.448847 nChanged 0 Trying to split cluster 17 (893 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2137.600727 sec): 2 clusters Score: Raw -34405.727757 + Penalty 713.431591 = -33692.296166 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2137.679659 sec): 3 clusters Score: Raw -34116.590988 + Penalty 1426.863182 = -32689.727806 nChanged 326 SP:Iteration 1F (2137.776540 sec): 3 clusters Score: Raw -34476.388035 + Penalty 1426.863182 = -33049.524853 nChanged 87 SP:Iteration 2F (2137.853075 sec): 3 clusters Score: Raw -34601.301154 + Penalty 1426.863182 = -33174.437972 nChanged 57 SP:Iteration 3F (2137.925927 sec): 3 clusters Score: Raw -34668.502738 + Penalty 1426.863182 = -33241.639556 nChanged 34 SP:Iteration 4Q (2138.001039 sec): 3 clusters Score: Raw -34725.047452 + Penalty 1426.863182 = -33298.184270 nChanged 28 SP:Iteration 5Q (2138.098888 sec): 3 clusters Score: Raw -34762.511617 + Penalty 1426.863182 = -33335.648435 nChanged 15 SP:Iteration 6Q (2138.171533 sec): 3 clusters Score: Raw -34786.039004 + Penalty 1426.863182 = -33359.175822 nChanged 14 SP:Iteration 7Q (2138.249319 sec): 3 clusters Score: Raw -34796.915698 + Penalty 1426.863182 = -33370.052516 nChanged 3 SP:Iteration 8Q (2138.320078 sec): 3 clusters Score: Raw -34805.266078 + Penalty 1426.863182 = -33378.402896 nChanged 5 SP:Iteration 9Q (2138.390698 sec): 3 clusters Score: Raw -34812.105246 + Penalty 1426.863182 = -33385.242064 nChanged 5 SP:Iteration 10Q (2138.477440 sec): 3 clusters Score: Raw -34815.729382 + Penalty 1426.863182 = -33388.866200 nChanged 4 SP:Iteration 11Q (2138.568475 sec): 3 clusters Score: Raw -34817.576639 + Penalty 1426.863182 = -33390.713457 nChanged 3 SP:Iteration 12Q (2138.631469 sec): 3 clusters Score: Raw -34820.291254 + Penalty 1426.863182 = -33393.428072 nChanged 2 SP:Iteration 13Q (2138.716850 sec): 3 clusters Score: Raw -34821.314513 + Penalty 1426.863182 = -33394.451331 nChanged 3 SP:Iteration 14Q (2138.782521 sec): 3 clusters Score: Raw -34822.313531 + Penalty 1426.863182 = -33395.450349 nChanged 0 SP:Iteration 15F (2138.866519 sec): 3 clusters Score: Raw -34822.313531 + Penalty 1426.863182 = -33395.450349 nChanged 0 Trying to split cluster 18 (18994 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2138.953771 sec): 2 clusters Score: Raw -1128700.794289 + Penalty 1034.447234 = -1127666.347055 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2139.065377 sec): 3 clusters Score: Raw -1117027.925901 + Penalty 2068.894468 = -1114959.031433 nChanged 8642 SP:Iteration 1F (2139.183390 sec): 3 clusters Score: Raw -1121821.330768 + Penalty 2068.894468 = -1119752.436300 nChanged 1122 SP:Iteration 2F (2139.297298 sec): 3 clusters Score: Raw -1122306.580188 + Penalty 2068.894468 = -1120237.685720 nChanged 1073 SP:Iteration 3F (2139.429777 sec): 3 clusters Score: Raw -1122796.414723 + Penalty 2068.894468 = -1120727.520256 nChanged 1029 SP:Iteration 4F (2139.549486 sec): 3 clusters Score: Raw -1123362.102200 + Penalty 2068.894468 = -1121293.207732 nChanged 1150 SP:Iteration 5F (2139.663896 sec): 3 clusters Score: Raw -1124174.444969 + Penalty 2068.894468 = -1122105.550501 nChanged 1192 SP:Iteration 6F (2139.784010 sec): 3 clusters Score: Raw -1125061.241604 + Penalty 2068.894468 = -1122992.347136 nChanged 1118 SP:Iteration 7F (2139.920638 sec): 3 clusters Score: Raw -1126028.235423 + Penalty 2068.894468 = -1123959.340955 nChanged 1080 SP:Iteration 8F (2140.041509 sec): 3 clusters Score: Raw -1126947.555109 + Penalty 2068.894468 = -1124878.660641 nChanged 928 SP:Iteration 9Q (2140.171864 sec): 3 clusters Score: Raw -1127674.824096 + Penalty 2068.894468 = -1125605.929628 nChanged 728 SP:Iteration 10Q (2140.306342 sec): 3 clusters Score: Raw -1128273.334932 + Penalty 2068.894468 = -1126204.440465 nChanged 638 SP:Iteration 11Q (2140.382529 sec): 3 clusters Score: Raw -1128891.865208 + Penalty 2068.894468 = -1126822.970741 nChanged 579 SP:Iteration 12Q (2140.509675 sec): 3 clusters Score: Raw -1129488.650685 + Penalty 2068.894468 = -1127419.756217 nChanged 479 SP:Iteration 13Q (2140.646188 sec): 3 clusters Score: Raw -1129891.566787 + Penalty 2068.894468 = -1127822.672319 nChanged 342 SP:Iteration 14Q (2140.753316 sec): 3 clusters Score: Raw -1130090.589765 + Penalty 2068.894468 = -1128021.695297 nChanged 264 SP:Iteration 15Q (2140.881657 sec): 3 clusters Score: Raw -1130198.894813 + Penalty 2068.894468 = -1128130.000345 nChanged 178 SP:Iteration 16Q (2140.975342 sec): 3 clusters Score: Raw -1130257.061051 + Penalty 2068.894468 = -1128188.166583 nChanged 153 SP:Iteration 17Q (2141.102288 sec): 3 clusters Score: Raw -1130289.142139 + Penalty 2068.894468 = -1128220.247671 nChanged 73 SP:Iteration 18Q (2141.227777 sec): 3 clusters Score: Raw -1130301.744657 + Penalty 2068.894468 = -1128232.850189 nChanged 53 SP:Iteration 19Q (2141.343556 sec): 3 clusters Score: Raw -1130309.549939 + Penalty 2068.894468 = -1128240.655471 nChanged 44 SP:Iteration 20F (2141.467016 sec): 3 clusters Score: Raw -1130313.704459 + Penalty 2068.894468 = -1128244.809991 nChanged 28 SP:Iteration 21Q (2141.605396 sec): 3 clusters Score: Raw -1130315.597610 + Penalty 2068.894468 = -1128246.703142 nChanged 19 SP:Iteration 22Q (2141.728255 sec): 3 clusters Score: Raw -1130316.754405 + Penalty 2068.894468 = -1128247.859937 nChanged 14 SP:Iteration 23Q (2141.874208 sec): 3 clusters Score: Raw -1130317.798122 + Penalty 2068.894468 = -1128248.903654 nChanged 17 SP:Iteration 24Q (2141.999675 sec): 3 clusters Score: Raw -1130318.675358 + Penalty 2068.894468 = -1128249.780890 nChanged 15 SP:Iteration 25Q (2142.132126 sec): 3 clusters Score: Raw -1130319.432273 + Penalty 2068.894468 = -1128250.537805 nChanged 10 SP:Iteration 26Q (2142.263183 sec): 3 clusters Score: Raw -1130319.741695 + Penalty 2068.894468 = -1128250.847227 nChanged 8 SP:Iteration 27Q (2142.410852 sec): 3 clusters Score: Raw -1130319.991784 + Penalty 2068.894468 = -1128251.097316 nChanged 6 SP:Iteration 28Q (2142.528464 sec): 3 clusters Score: Raw -1130320.194692 + Penalty 2068.894468 = -1128251.300224 nChanged 1 SP:Iteration 29Q (2142.647126 sec): 3 clusters Score: Raw -1130320.211647 + Penalty 2068.894468 = -1128251.317179 nChanged 1 SP:Iteration 30Q (2142.776517 sec): 3 clusters Score: Raw -1130320.240084 + Penalty 2068.894468 = -1128251.345616 nChanged 0 SP:Iteration 31F (2142.878245 sec): 3 clusters Score: Raw -1130320.240084 + Penalty 2068.894468 = -1128251.345616 nChanged 0 Score: Raw -4224679.816434 + Penalty 22471.659320 = -4202208.157114 Splitting cluster 18 changes total score from -4201765.794281 to -4202208.157114 So it's getting split into cluster 19. Iteration 179Q (2146.051319 sec): 20 clusters Score: Raw -4225298.832877 + Penalty 22471.659320 = -4202827.173556 nChanged 1239 Iteration 180F (2147.713693 sec): 20 clusters Score: Raw -4225617.580711 + Penalty 22471.659320 = -4203145.921391 nChanged 544 Iteration 181Q (2148.937860 sec): 20 clusters Score: Raw -4225730.504028 + Penalty 22471.659320 = -4203258.844708 nChanged 351 Iteration 182Q (2150.317804 sec): 20 clusters Score: Raw -4225806.079103 + Penalty 22471.659320 = -4203334.419783 nChanged 296 Iteration 183Q (2151.666855 sec): 20 clusters Score: Raw -4225867.453554 + Penalty 22471.659320 = -4203395.794233 nChanged 286 Iteration 184Q (2153.111594 sec): 20 clusters Score: Raw -4225930.828320 + Penalty 22471.659320 = -4203459.169000 nChanged 289 Iteration 185Q (2154.329640 sec): 20 clusters Score: Raw -4225994.655748 + Penalty 22471.659320 = -4203522.996427 nChanged 286 Iteration 186Q (2155.565326 sec): 20 clusters Score: Raw -4226055.167222 + Penalty 22471.659320 = -4203583.507902 nChanged 306 Iteration 187Q (2156.827449 sec): 20 clusters Score: Raw -4226113.358762 + Penalty 22471.659320 = -4203641.699442 nChanged 299 Iteration 188Q (2158.103017 sec): 20 clusters Score: Raw -4226173.275450 + Penalty 22471.659320 = -4203701.616130 nChanged 290 Iteration 189Q (2159.326777 sec): 20 clusters Score: Raw -4226223.574658 + Penalty 22471.659320 = -4203751.915338 nChanged 264 Iteration 190Q (2160.583838 sec): 20 clusters Score: Raw -4226278.278693 + Penalty 22471.659320 = -4203806.619373 nChanged 277 Iteration 191Q (2161.848125 sec): 20 clusters Score: Raw -4226333.957011 + Penalty 22471.659320 = -4203862.297690 nChanged 257 Iteration 192Q (2163.106428 sec): 20 clusters Score: Raw -4226388.688655 + Penalty 22471.659320 = -4203917.029335 nChanged 254 Iteration 193Q (2164.441037 sec): 20 clusters Score: Raw -4226441.364204 + Penalty 22471.659320 = -4203969.704884 nChanged 256 Iteration 194Q (2165.907933 sec): 20 clusters Score: Raw -4226494.563849 + Penalty 22471.659320 = -4204022.904529 nChanged 259 Iteration 195Q (2167.274065 sec): 20 clusters Score: Raw -4226553.489549 + Penalty 22471.659320 = -4204081.830229 nChanged 257 Iteration 196Q (2168.560633 sec): 20 clusters Score: Raw -4226610.424009 + Penalty 22471.659320 = -4204138.764689 nChanged 209 Iteration 197Q (2169.854469 sec): 20 clusters Score: Raw -4226646.668904 + Penalty 22471.659320 = -4204175.009584 nChanged 170 Iteration 198Q (2171.118222 sec): 20 clusters Score: Raw -4226670.229684 + Penalty 22471.659320 = -4204198.570364 nChanged 143 Iteration 199Q (2172.395898 sec): 20 clusters Score: Raw -4226688.595944 + Penalty 22471.659320 = -4204216.936623 nChanged 130 Iteration 200F (2174.111497 sec): 20 clusters Score: Raw -4226702.772109 + Penalty 22471.659320 = -4204231.112789 nChanged 112 Iteration 201Q (2175.551080 sec): 20 clusters Score: Raw -4226714.110129 + Penalty 22471.659320 = -4204242.450809 nChanged 81 Iteration 202Q (2177.096656 sec): 20 clusters Score: Raw -4226720.485385 + Penalty 22471.659320 = -4204248.826065 nChanged 57 Iteration 203Q (2178.364502 sec): 20 clusters Score: Raw -4226724.882532 + Penalty 22471.659320 = -4204253.223212 nChanged 34 Iteration 204Q (2179.625270 sec): 20 clusters Score: Raw -4226727.651675 + Penalty 22471.659320 = -4204255.992355 nChanged 41 Iteration 205Q (2180.902067 sec): 20 clusters Score: Raw -4226729.856195 + Penalty 22471.659320 = -4204258.196875 nChanged 24 Iteration 206Q (2182.208266 sec): 20 clusters Score: Raw -4226731.303520 + Penalty 22471.659320 = -4204259.644200 nChanged 25 Iteration 207Q (2183.450225 sec): 20 clusters Score: Raw -4226733.126604 + Penalty 22471.659320 = -4204261.467283 nChanged 27 Iteration 208Q (2184.933349 sec): 20 clusters Score: Raw -4226734.659201 + Penalty 22471.659320 = -4204262.999881 nChanged 23 Iteration 209Q (2186.442975 sec): 20 clusters Score: Raw -4226735.778721 + Penalty 22471.659320 = -4204264.119400 nChanged 12 Iteration 210Q (2187.940646 sec): 20 clusters Score: Raw -4226736.497608 + Penalty 22471.659320 = -4204264.838288 nChanged 13 Iteration 211Q (2189.209710 sec): 20 clusters Score: Raw -4226737.444039 + Penalty 22471.659320 = -4204265.784719 nChanged 10 Iteration 212Q (2190.487043 sec): 20 clusters Score: Raw -4226737.999883 + Penalty 22471.659320 = -4204266.340563 nChanged 11 Iteration 213Q (2191.725359 sec): 20 clusters Score: Raw -4226738.489824 + Penalty 22471.659320 = -4204266.830504 nChanged 8 Iteration 214Q (2193.017605 sec): 20 clusters Score: Raw -4226739.010425 + Penalty 22471.659320 = -4204267.351105 nChanged 9 Iteration 215Q (2194.404953 sec): 20 clusters Score: Raw -4226739.623156 + Penalty 22471.659320 = -4204267.963836 nChanged 8 Iteration 216Q (2195.916451 sec): 20 clusters Score: Raw -4226740.206737 + Penalty 22471.659320 = -4204268.547417 nChanged 10 Iteration 217Q (2197.403127 sec): 20 clusters Score: Raw -4226740.970352 + Penalty 22471.659320 = -4204269.311032 nChanged 5 Iteration 218Q (2198.906500 sec): 20 clusters Score: Raw -4226742.162923 + Penalty 22471.659320 = -4204270.503603 nChanged 7 Writing temp clu file Because OldScore, -4204269.311032, is greater than current (better) Score,-4204270.503603 Compute initial score before splitting: Score: Raw -4226742.162923 + Penalty 22471.659320 = -4204270.503603 Trying to split cluster 1 (1878 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2199.035252 sec): 2 clusters Score: Raw -109649.537878 + Penalty 791.486079 = -108858.051799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2199.109138 sec): 3 clusters Score: Raw -108770.673376 + Penalty 1582.972159 = -107187.701218 nChanged 732 SP:Iteration 1F (2199.196782 sec): 3 clusters Score: Raw -109307.045670 + Penalty 1582.972159 = -107724.073511 nChanged 182 SP:Iteration 2F (2199.270274 sec): 3 clusters Score: Raw -109504.030710 + Penalty 1582.972159 = -107921.058551 nChanged 132 SP:Iteration 3F (2199.343946 sec): 3 clusters Score: Raw -109629.371061 + Penalty 1582.972159 = -108046.398903 nChanged 102 SP:Iteration 4F (2199.433814 sec): 3 clusters Score: Raw -109708.790182 + Penalty 1582.972159 = -108125.818024 nChanged 78 SP:Iteration 5Q (2199.514877 sec): 3 clusters Score: Raw -109770.942165 + Penalty 1582.972159 = -108187.970006 nChanged 61 SP:Iteration 6Q (2199.586879 sec): 3 clusters Score: Raw -109809.442750 + Penalty 1582.972159 = -108226.470591 nChanged 34 SP:Iteration 7Q (2199.657163 sec): 3 clusters Score: Raw -109827.920789 + Penalty 1582.972159 = -108244.948630 nChanged 25 SP:Iteration 8Q (2199.746999 sec): 3 clusters Score: Raw -109841.754723 + Penalty 1582.972159 = -108258.782565 nChanged 21 SP:Iteration 9Q (2199.836937 sec): 3 clusters Score: Raw -109853.583296 + Penalty 1582.972159 = -108270.611137 nChanged 14 SP:Iteration 10Q (2199.910683 sec): 3 clusters Score: Raw -109859.464584 + Penalty 1582.972159 = -108276.492426 nChanged 16 SP:Iteration 11Q (2199.978930 sec): 3 clusters Score: Raw -109867.834718 + Penalty 1582.972159 = -108284.862559 nChanged 11 SP:Iteration 12Q (2200.059265 sec): 3 clusters Score: Raw -109872.505993 + Penalty 1582.972159 = -108289.533835 nChanged 13 SP:Iteration 13Q (2200.137452 sec): 3 clusters Score: Raw -109879.319552 + Penalty 1582.972159 = -108296.347393 nChanged 15 SP:Iteration 14Q (2200.229352 sec): 3 clusters Score: Raw -109886.710631 + Penalty 1582.972159 = -108303.738472 nChanged 10 SP:Iteration 15Q (2200.293075 sec): 3 clusters Score: Raw -109891.712642 + Penalty 1582.972159 = -108308.740483 nChanged 12 SP:Iteration 16Q (2200.380624 sec): 3 clusters Score: Raw -109896.711675 + Penalty 1582.972159 = -108313.739517 nChanged 13 SP:Iteration 17Q (2200.464553 sec): 3 clusters Score: Raw -109902.722085 + Penalty 1582.972159 = -108319.749927 nChanged 6 SP:Iteration 18Q (2200.531132 sec): 3 clusters Score: Raw -109906.092014 + Penalty 1582.972159 = -108323.119855 nChanged 4 SP:Iteration 19Q (2200.617022 sec): 3 clusters Score: Raw -109908.388308 + Penalty 1582.972159 = -108325.416149 nChanged 5 SP:Iteration 20F (2200.715269 sec): 3 clusters Score: Raw -109911.067242 + Penalty 1582.972159 = -108328.095083 nChanged 6 SP:Iteration 21Q (2200.790618 sec): 3 clusters Score: Raw -109912.908731 + Penalty 1582.972159 = -108329.936573 nChanged 4 SP:Iteration 22Q (2200.863015 sec): 3 clusters Score: Raw -109914.347196 + Penalty 1582.972159 = -108331.375037 nChanged 3 SP:Iteration 23Q (2200.951880 sec): 3 clusters Score: Raw -109915.248303 + Penalty 1582.972159 = -108332.276144 nChanged 0 SP:Iteration 24F (2201.037717 sec): 3 clusters Score: Raw -109915.248303 + Penalty 1582.972159 = -108332.276144 nChanged 0 Trying to split cluster 2 (2723 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2201.086505 sec): 2 clusters Score: Raw -156780.774407 + Penalty 830.496397 = -155950.278010 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2201.162606 sec): 3 clusters Score: Raw -155389.780749 + Penalty 1660.992793 = -153728.787955 nChanged 1074 SP:Iteration 1F (2201.245555 sec): 3 clusters Score: Raw -156060.386002 + Penalty 1660.992793 = -154399.393208 nChanged 239 SP:Iteration 2F (2201.304617 sec): 3 clusters Score: Raw -156284.531577 + Penalty 1660.992793 = -154623.538783 nChanged 235 SP:Iteration 3F (2201.380761 sec): 3 clusters Score: Raw -156524.282754 + Penalty 1660.992793 = -154863.289961 nChanged 204 SP:Iteration 4F (2201.486147 sec): 3 clusters Score: Raw -156698.135727 + Penalty 1660.992793 = -155037.142934 nChanged 144 SP:Iteration 5F (2201.568910 sec): 3 clusters Score: Raw -156815.432575 + Penalty 1660.992793 = -155154.439781 nChanged 124 SP:Iteration 6Q (2201.646115 sec): 3 clusters Score: Raw -156910.708399 + Penalty 1660.992793 = -155249.715605 nChanged 96 SP:Iteration 7Q (2201.738339 sec): 3 clusters Score: Raw -156977.621313 + Penalty 1660.992793 = -155316.628519 nChanged 77 SP:Iteration 8Q (2201.811368 sec): 3 clusters Score: Raw -157018.627560 + Penalty 1660.992793 = -155357.634767 nChanged 62 SP:Iteration 9Q (2201.899188 sec): 3 clusters Score: Raw -157052.235096 + Penalty 1660.992793 = -155391.242302 nChanged 40 SP:Iteration 10Q (2201.977342 sec): 3 clusters Score: Raw -157076.141553 + Penalty 1660.992793 = -155415.148760 nChanged 34 SP:Iteration 11Q (2202.050044 sec): 3 clusters Score: Raw -157094.467421 + Penalty 1660.992793 = -155433.474627 nChanged 35 SP:Iteration 12Q (2202.133940 sec): 3 clusters Score: Raw -157111.337360 + Penalty 1660.992793 = -155450.344566 nChanged 28 SP:Iteration 13Q (2202.222248 sec): 3 clusters Score: Raw -157128.305521 + Penalty 1660.992793 = -155467.312727 nChanged 29 SP:Iteration 14Q (2202.289755 sec): 3 clusters Score: Raw -157139.958835 + Penalty 1660.992793 = -155478.966041 nChanged 23 SP:Iteration 15Q (2202.369370 sec): 3 clusters Score: Raw -157146.745000 + Penalty 1660.992793 = -155485.752206 nChanged 21 SP:Iteration 16Q (2202.457030 sec): 3 clusters Score: Raw -157152.100499 + Penalty 1660.992793 = -155491.107705 nChanged 10 SP:Iteration 17Q (2202.544976 sec): 3 clusters Score: Raw -157154.724517 + Penalty 1660.992793 = -155493.731724 nChanged 6 SP:Iteration 18Q (2202.627620 sec): 3 clusters Score: Raw -157156.608442 + Penalty 1660.992793 = -155495.615648 nChanged 4 SP:Iteration 19Q (2202.702052 sec): 3 clusters Score: Raw -157157.907641 + Penalty 1660.992793 = -155496.914847 nChanged 4 SP:Iteration 20F (2202.781245 sec): 3 clusters Score: Raw -157159.190990 + Penalty 1660.992793 = -155498.198196 nChanged 6 SP:Iteration 21Q (2202.859235 sec): 3 clusters Score: Raw -157161.556205 + Penalty 1660.992793 = -155500.563411 nChanged 9 SP:Iteration 22Q (2202.953825 sec): 3 clusters Score: Raw -157163.603860 + Penalty 1660.992793 = -155502.611066 nChanged 4 SP:Iteration 23Q (2203.016610 sec): 3 clusters Score: Raw -157164.070395 + Penalty 1660.992793 = -155503.077601 nChanged 1 SP:Iteration 24Q (2203.092830 sec): 3 clusters Score: Raw -157164.250518 + Penalty 1660.992793 = -155503.257724 nChanged 1 SP:Iteration 25Q (2203.183872 sec): 3 clusters Score: Raw -157164.503466 + Penalty 1660.992793 = -155503.510673 nChanged 0 SP:Iteration 26F (2203.250612 sec): 3 clusters Score: Raw -157164.503466 + Penalty 1660.992793 = -155503.510673 nChanged 0 Trying to split cluster 3 (2725 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2203.305675 sec): 2 clusters Score: Raw -166741.638336 + Penalty 830.573489 = -165911.064846 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2203.392359 sec): 3 clusters Score: Raw -165354.233951 + Penalty 1661.146978 = -163693.086973 nChanged 1073 SP:Iteration 1F (2203.493460 sec): 3 clusters Score: Raw -166024.532687 + Penalty 1661.146978 = -164363.385709 nChanged 236 SP:Iteration 2F (2203.588343 sec): 3 clusters Score: Raw -166217.148227 + Penalty 1661.146978 = -164556.001249 nChanged 193 SP:Iteration 3F (2203.651886 sec): 3 clusters Score: Raw -166365.477372 + Penalty 1661.146978 = -164704.330394 nChanged 143 SP:Iteration 4F (2203.726815 sec): 3 clusters Score: Raw -166475.312880 + Penalty 1661.146978 = -164814.165901 nChanged 137 SP:Iteration 5F (2203.800878 sec): 3 clusters Score: Raw -166586.896134 + Penalty 1661.146978 = -164925.749155 nChanged 124 SP:Iteration 6Q (2203.873831 sec): 3 clusters Score: Raw -166690.944761 + Penalty 1661.146978 = -165029.797783 nChanged 104 SP:Iteration 7Q (2203.946327 sec): 3 clusters Score: Raw -166787.505772 + Penalty 1661.146978 = -165126.358793 nChanged 90 SP:Iteration 8Q (2204.018003 sec): 3 clusters Score: Raw -166870.684287 + Penalty 1661.146978 = -165209.537308 nChanged 64 SP:Iteration 9Q (2204.091658 sec): 3 clusters Score: Raw -166929.370747 + Penalty 1661.146978 = -165268.223768 nChanged 63 SP:Iteration 10Q (2204.160790 sec): 3 clusters Score: Raw -166976.015267 + Penalty 1661.146978 = -165314.868289 nChanged 58 SP:Iteration 11Q (2204.233960 sec): 3 clusters Score: Raw -167015.479664 + Penalty 1661.146978 = -165354.332686 nChanged 40 SP:Iteration 12Q (2204.307556 sec): 3 clusters Score: Raw -167034.853062 + Penalty 1661.146978 = -165373.706083 nChanged 24 SP:Iteration 13Q (2204.380417 sec): 3 clusters Score: Raw -167042.557313 + Penalty 1661.146978 = -165381.410335 nChanged 17 SP:Iteration 14Q (2204.446466 sec): 3 clusters Score: Raw -167048.433793 + Penalty 1661.146978 = -165387.286814 nChanged 11 SP:Iteration 15Q (2204.539453 sec): 3 clusters Score: Raw -167053.432046 + Penalty 1661.146978 = -165392.285067 nChanged 9 SP:Iteration 16Q (2204.624111 sec): 3 clusters Score: Raw -167056.759992 + Penalty 1661.146978 = -165395.613013 nChanged 10 SP:Iteration 17Q (2204.725905 sec): 3 clusters Score: Raw -167059.754421 + Penalty 1661.146978 = -165398.607442 nChanged 7 SP:Iteration 18Q (2204.817403 sec): 3 clusters Score: Raw -167061.685407 + Penalty 1661.146978 = -165400.538428 nChanged 6 SP:Iteration 19Q (2204.928278 sec): 3 clusters Score: Raw -167064.263128 + Penalty 1661.146978 = -165403.116149 nChanged 3 SP:Iteration 20F (2205.054001 sec): 3 clusters Score: Raw -167065.516721 + Penalty 1661.146978 = -165404.369743 nChanged 4 SP:Iteration 21Q (2205.157386 sec): 3 clusters Score: Raw -167066.975497 + Penalty 1661.146978 = -165405.828519 nChanged 8 SP:Iteration 22Q (2205.250999 sec): 3 clusters Score: Raw -167069.886831 + Penalty 1661.146978 = -165408.739852 nChanged 8 SP:Iteration 23Q (2205.347444 sec): 3 clusters Score: Raw -167072.296362 + Penalty 1661.146978 = -165411.149384 nChanged 5 SP:Iteration 24Q (2205.426880 sec): 3 clusters Score: Raw -167073.741445 + Penalty 1661.146978 = -165412.594466 nChanged 5 SP:Iteration 25Q (2205.505731 sec): 3 clusters Score: Raw -167075.435748 + Penalty 1661.146978 = -165414.288770 nChanged 5 SP:Iteration 26Q (2205.584530 sec): 3 clusters Score: Raw -167076.825550 + Penalty 1661.146978 = -165415.678572 nChanged 5 SP:Iteration 27Q (2205.650091 sec): 3 clusters Score: Raw -167077.561421 + Penalty 1661.146978 = -165416.414443 nChanged 1 SP:Iteration 28Q (2205.746539 sec): 3 clusters Score: Raw -167077.646018 + Penalty 1661.146978 = -165416.499040 nChanged 3 SP:Iteration 29Q (2205.812352 sec): 3 clusters Score: Raw -167078.167105 + Penalty 1661.146978 = -165417.020126 nChanged 1 SP:Iteration 30Q (2205.912669 sec): 3 clusters Score: Raw -167078.237174 + Penalty 1661.146978 = -165417.090196 nChanged 0 SP:Iteration 31F (2206.003441 sec): 3 clusters Score: Raw -167078.237174 + Penalty 1661.146978 = -165417.090196 nChanged 0 Trying to split cluster 4 (2907 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2206.067665 sec): 2 clusters Score: Raw -158674.120733 + Penalty 837.362075 = -157836.758658 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2206.190164 sec): 3 clusters Score: Raw -157164.049273 + Penalty 1674.724149 = -155489.325124 nChanged 1163 SP:Iteration 1F (2206.273168 sec): 3 clusters Score: Raw -157861.164793 + Penalty 1674.724149 = -156186.440643 nChanged 238 SP:Iteration 2F (2206.398615 sec): 3 clusters Score: Raw -158065.647146 + Penalty 1674.724149 = -156390.922997 nChanged 233 SP:Iteration 3F (2206.500658 sec): 3 clusters Score: Raw -158258.750492 + Penalty 1674.724149 = -156584.026343 nChanged 179 SP:Iteration 4F (2206.585332 sec): 3 clusters Score: Raw -158387.980875 + Penalty 1674.724149 = -156713.256726 nChanged 136 SP:Iteration 5Q (2206.678305 sec): 3 clusters Score: Raw -158477.888050 + Penalty 1674.724149 = -156803.163901 nChanged 121 SP:Iteration 6Q (2206.756928 sec): 3 clusters Score: Raw -158555.791206 + Penalty 1674.724149 = -156881.067056 nChanged 117 SP:Iteration 7Q (2206.857981 sec): 3 clusters Score: Raw -158631.649325 + Penalty 1674.724149 = -156956.925176 nChanged 109 SP:Iteration 8Q (2206.929005 sec): 3 clusters Score: Raw -158710.704112 + Penalty 1674.724149 = -157035.979963 nChanged 112 SP:Iteration 9Q (2207.038396 sec): 3 clusters Score: Raw -158797.793214 + Penalty 1674.724149 = -157123.069065 nChanged 79 SP:Iteration 10Q (2207.118313 sec): 3 clusters Score: Raw -158864.032530 + Penalty 1674.724149 = -157189.308381 nChanged 83 SP:Iteration 11Q (2207.202532 sec): 3 clusters Score: Raw -158932.930891 + Penalty 1674.724149 = -157258.206742 nChanged 79 SP:Iteration 12Q (2207.290730 sec): 3 clusters Score: Raw -158991.383635 + Penalty 1674.724149 = -157316.659486 nChanged 51 SP:Iteration 13Q (2207.362893 sec): 3 clusters Score: Raw -159028.169687 + Penalty 1674.724149 = -157353.445538 nChanged 40 SP:Iteration 14Q (2207.453840 sec): 3 clusters Score: Raw -159058.552479 + Penalty 1674.724149 = -157383.828330 nChanged 30 SP:Iteration 15Q (2207.518459 sec): 3 clusters Score: Raw -159074.249969 + Penalty 1674.724149 = -157399.525820 nChanged 19 SP:Iteration 16Q (2207.606993 sec): 3 clusters Score: Raw -159081.281124 + Penalty 1674.724149 = -157406.556975 nChanged 10 SP:Iteration 17Q (2207.689535 sec): 3 clusters Score: Raw -159084.109764 + Penalty 1674.724149 = -157409.385615 nChanged 7 SP:Iteration 18Q (2207.768261 sec): 3 clusters Score: Raw -159085.535904 + Penalty 1674.724149 = -157410.811755 nChanged 4 SP:Iteration 19Q (2207.847727 sec): 3 clusters Score: Raw -159086.921913 + Penalty 1674.724149 = -157412.197764 nChanged 6 SP:Iteration 20F (2207.935768 sec): 3 clusters Score: Raw -159088.952686 + Penalty 1674.724149 = -157414.228537 nChanged 7 SP:Iteration 21Q (2208.017265 sec): 3 clusters Score: Raw -159090.963331 + Penalty 1674.724149 = -157416.239182 nChanged 6 SP:Iteration 22Q (2208.105920 sec): 3 clusters Score: Raw -159092.823565 + Penalty 1674.724149 = -157418.099416 nChanged 5 SP:Iteration 23Q (2208.173108 sec): 3 clusters Score: Raw -159094.568178 + Penalty 1674.724149 = -157419.844028 nChanged 7 SP:Iteration 24Q (2208.263193 sec): 3 clusters Score: Raw -159097.781547 + Penalty 1674.724149 = -157423.057398 nChanged 8 SP:Iteration 25Q (2208.347020 sec): 3 clusters Score: Raw -159100.551104 + Penalty 1674.724149 = -157425.826955 nChanged 8 SP:Iteration 26Q (2208.415379 sec): 3 clusters Score: Raw -159104.738395 + Penalty 1674.724149 = -157430.014246 nChanged 14 SP:Iteration 27Q (2208.499045 sec): 3 clusters Score: Raw -159112.001099 + Penalty 1674.724149 = -157437.276950 nChanged 14 SP:Iteration 28Q (2208.594069 sec): 3 clusters Score: Raw -159119.682658 + Penalty 1674.724149 = -157444.958509 nChanged 12 SP:Iteration 29Q (2208.682992 sec): 3 clusters Score: Raw -159125.622231 + Penalty 1674.724149 = -157450.898082 nChanged 14 SP:Iteration 30Q (2208.761275 sec): 3 clusters Score: Raw -159132.945664 + Penalty 1674.724149 = -157458.221515 nChanged 12 SP:Iteration 31Q (2208.840971 sec): 3 clusters Score: Raw -159141.887993 + Penalty 1674.724149 = -157467.163844 nChanged 21 SP:Iteration 32Q (2208.914248 sec): 3 clusters Score: Raw -159156.449035 + Penalty 1674.724149 = -157481.724886 nChanged 24 SP:Iteration 33Q (2209.030908 sec): 3 clusters Score: Raw -159165.208828 + Penalty 1674.724149 = -157490.484678 nChanged 19 SP:Iteration 34Q (2209.111021 sec): 3 clusters Score: Raw -159171.210682 + Penalty 1674.724149 = -157496.486532 nChanged 14 SP:Iteration 35Q (2209.207999 sec): 3 clusters Score: Raw -159177.104942 + Penalty 1674.724149 = -157502.380793 nChanged 15 SP:Iteration 36Q (2209.281264 sec): 3 clusters Score: Raw -159182.851282 + Penalty 1674.724149 = -157508.127133 nChanged 14 SP:Iteration 37Q (2209.367350 sec): 3 clusters Score: Raw -159188.268544 + Penalty 1674.724149 = -157513.544395 nChanged 16 SP:Iteration 38Q (2209.443046 sec): 3 clusters Score: Raw -159195.573775 + Penalty 1674.724149 = -157520.849626 nChanged 18 SP:Iteration 39Q (2209.539251 sec): 3 clusters Score: Raw -159202.152126 + Penalty 1674.724149 = -157527.427977 nChanged 16 SP:Iteration 40F (2209.615371 sec): 3 clusters Score: Raw -159207.193496 + Penalty 1674.724149 = -157532.469347 nChanged 10 SP:Iteration 41Q (2209.702870 sec): 3 clusters Score: Raw -159209.873497 + Penalty 1674.724149 = -157535.149348 nChanged 7 SP:Iteration 42Q (2209.779741 sec): 3 clusters Score: Raw -159211.719556 + Penalty 1674.724149 = -157536.995407 nChanged 3 SP:Iteration 43Q (2209.849463 sec): 3 clusters Score: Raw -159212.795739 + Penalty 1674.724149 = -157538.071590 nChanged 7 SP:Iteration 44Q (2209.927576 sec): 3 clusters Score: Raw -159215.125141 + Penalty 1674.724149 = -157540.400991 nChanged 5 SP:Iteration 45Q (2210.006783 sec): 3 clusters Score: Raw -159217.056045 + Penalty 1674.724149 = -157542.331896 nChanged 7 SP:Iteration 46Q (2210.071054 sec): 3 clusters Score: Raw -159219.866092 + Penalty 1674.724149 = -157545.141943 nChanged 6 SP:Iteration 47Q (2210.158947 sec): 3 clusters Score: Raw -159221.375133 + Penalty 1674.724149 = -157546.650984 nChanged 8 SP:Iteration 48Q (2210.223913 sec): 3 clusters Score: Raw -159223.885751 + Penalty 1674.724149 = -157549.161602 nChanged 9 SP:Iteration 49Q (2210.318201 sec): 3 clusters Score: Raw -159226.433071 + Penalty 1674.724149 = -157551.708921 nChanged 9 SP:Iteration 50Q (2210.413255 sec): 3 clusters Score: Raw -159229.410768 + Penalty 1674.724149 = -157554.686619 nChanged 11 SP:Iteration 51Q (2210.497817 sec): 3 clusters Score: Raw -159233.287083 + Penalty 1674.724149 = -157558.562933 nChanged 9 SP:Iteration 52Q (2210.574244 sec): 3 clusters Score: Raw -159235.264746 + Penalty 1674.724149 = -157560.540597 nChanged 2 SP:Iteration 53Q (2210.656117 sec): 3 clusters Score: Raw -159235.651257 + Penalty 1674.724149 = -157560.927108 nChanged 1 SP:Iteration 54Q (2210.736184 sec): 3 clusters Score: Raw -159235.875298 + Penalty 1674.724149 = -157561.151149 nChanged 1 SP:Iteration 55Q (2210.806137 sec): 3 clusters Score: Raw -159236.025899 + Penalty 1674.724149 = -157561.301750 nChanged 0 SP:Iteration 56F (2210.906170 sec): 3 clusters Score: Raw -159236.025899 + Penalty 1674.724149 = -157561.301750 nChanged 0 Trying to split cluster 5 (880 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2210.947903 sec): 2 clusters Score: Raw -39748.547805 + Penalty 711.891800 = -39036.656005 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2211.046265 sec): 3 clusters Score: Raw -39437.084896 + Penalty 1423.783601 = -38013.301295 nChanged 304 SP:Iteration 1F (2211.119624 sec): 3 clusters Score: Raw -39689.331837 + Penalty 1423.783601 = -38265.548237 nChanged 82 SP:Iteration 2F (2211.196941 sec): 3 clusters Score: Raw -39774.586579 + Penalty 1423.783601 = -38350.802979 nChanged 54 SP:Iteration 3F (2211.281503 sec): 3 clusters Score: Raw -39824.002942 + Penalty 1423.783601 = -38400.219342 nChanged 25 SP:Iteration 4Q (2211.349234 sec): 3 clusters Score: Raw -39848.951944 + Penalty 1423.783601 = -38425.168343 nChanged 19 SP:Iteration 5Q (2211.440544 sec): 3 clusters Score: Raw -39866.026456 + Penalty 1423.783601 = -38442.242855 nChanged 13 SP:Iteration 6Q (2211.512073 sec): 3 clusters Score: Raw -39878.295010 + Penalty 1423.783601 = -38454.511410 nChanged 19 SP:Iteration 7Q (2211.588332 sec): 3 clusters Score: Raw -39900.812771 + Penalty 1423.783601 = -38477.029170 nChanged 22 SP:Iteration 8Q (2211.682452 sec): 3 clusters Score: Raw -39948.613557 + Penalty 1423.783601 = -38524.829957 nChanged 27 SP:Iteration 9Q (2211.740530 sec): 3 clusters Score: Raw -40003.297543 + Penalty 1423.783601 = -38579.513942 nChanged 21 SP:Iteration 10Q (2211.828619 sec): 3 clusters Score: Raw -40033.240379 + Penalty 1423.783601 = -38609.456779 nChanged 13 SP:Iteration 11Q (2211.932565 sec): 3 clusters Score: Raw -40048.727878 + Penalty 1423.783601 = -38624.944278 nChanged 18 SP:Iteration 12Q (2211.998707 sec): 3 clusters Score: Raw -40067.692668 + Penalty 1423.783601 = -38643.909067 nChanged 19 SP:Iteration 13Q (2212.073228 sec): 3 clusters Score: Raw -40097.058729 + Penalty 1423.783601 = -38673.275128 nChanged 17 SP:Iteration 14Q (2212.158622 sec): 3 clusters Score: Raw -40127.826292 + Penalty 1423.783601 = -38704.042692 nChanged 17 SP:Iteration 15Q (2212.230099 sec): 3 clusters Score: Raw -40149.940237 + Penalty 1423.783601 = -38726.156636 nChanged 13 SP:Iteration 16Q (2212.300158 sec): 3 clusters Score: Raw -40163.124629 + Penalty 1423.783601 = -38739.341028 nChanged 5 SP:Iteration 17Q (2212.386205 sec): 3 clusters Score: Raw -40166.591330 + Penalty 1423.783601 = -38742.807730 nChanged 4 SP:Iteration 18Q (2212.480026 sec): 3 clusters Score: Raw -40170.119860 + Penalty 1423.783601 = -38746.336260 nChanged 2 SP:Iteration 19Q (2212.575286 sec): 3 clusters Score: Raw -40172.885394 + Penalty 1423.783601 = -38749.101793 nChanged 1 SP:Iteration 20F (2212.656993 sec): 3 clusters Score: Raw -40174.518426 + Penalty 1423.783601 = -38750.734826 nChanged 2 SP:Iteration 21Q (2212.739370 sec): 3 clusters Score: Raw -40177.911420 + Penalty 1423.783601 = -38754.127820 nChanged 0 SP:Iteration 22F (2212.841342 sec): 3 clusters Score: Raw -40177.911420 + Penalty 1423.783601 = -38754.127820 nChanged 0 Trying to split cluster 6 (3682 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2212.872390 sec): 2 clusters Score: Raw -214233.352503 + Penalty 862.177193 = -213371.175310 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2212.999992 sec): 3 clusters Score: Raw -212258.713295 + Penalty 1724.354386 = -210534.358909 nChanged 1544 SP:Iteration 1F (2213.088156 sec): 3 clusters Score: Raw -213277.113658 + Penalty 1724.354386 = -211552.759272 nChanged 341 SP:Iteration 2F (2213.170528 sec): 3 clusters Score: Raw -213540.154016 + Penalty 1724.354386 = -211815.799630 nChanged 249 SP:Iteration 3F (2213.255638 sec): 3 clusters Score: Raw -213710.603748 + Penalty 1724.354386 = -211986.249362 nChanged 185 SP:Iteration 4F (2213.330164 sec): 3 clusters Score: Raw -213837.613978 + Penalty 1724.354386 = -212113.259592 nChanged 143 SP:Iteration 5Q (2213.438095 sec): 3 clusters Score: Raw -213915.904648 + Penalty 1724.354386 = -212191.550262 nChanged 105 SP:Iteration 6Q (2213.545108 sec): 3 clusters Score: Raw -213964.500153 + Penalty 1724.354386 = -212240.145767 nChanged 89 SP:Iteration 7Q (2213.662205 sec): 3 clusters Score: Raw -214000.488999 + Penalty 1724.354386 = -212276.134613 nChanged 67 SP:Iteration 8Q (2213.744624 sec): 3 clusters Score: Raw -214029.287365 + Penalty 1724.354386 = -212304.932979 nChanged 45 SP:Iteration 9Q (2213.831351 sec): 3 clusters Score: Raw -214050.554105 + Penalty 1724.354386 = -212326.199719 nChanged 42 SP:Iteration 10Q (2213.919604 sec): 3 clusters Score: Raw -214069.911661 + Penalty 1724.354386 = -212345.557275 nChanged 38 SP:Iteration 11Q (2214.001838 sec): 3 clusters Score: Raw -214084.627865 + Penalty 1724.354386 = -212360.273479 nChanged 35 SP:Iteration 12Q (2214.100015 sec): 3 clusters Score: Raw -214096.331352 + Penalty 1724.354386 = -212371.976966 nChanged 31 SP:Iteration 13Q (2214.171031 sec): 3 clusters Score: Raw -214110.916418 + Penalty 1724.354386 = -212386.562032 nChanged 32 SP:Iteration 14Q (2214.265751 sec): 3 clusters Score: Raw -214125.086783 + Penalty 1724.354386 = -212400.732397 nChanged 41 SP:Iteration 15Q (2214.375366 sec): 3 clusters Score: Raw -214145.141906 + Penalty 1724.354386 = -212420.787520 nChanged 48 SP:Iteration 16Q (2214.495312 sec): 3 clusters Score: Raw -214169.986115 + Penalty 1724.354386 = -212445.631729 nChanged 33 SP:Iteration 17Q (2214.577438 sec): 3 clusters Score: Raw -214185.079065 + Penalty 1724.354386 = -212460.724679 nChanged 30 SP:Iteration 18Q (2214.660449 sec): 3 clusters Score: Raw -214199.115420 + Penalty 1724.354386 = -212474.761034 nChanged 28 SP:Iteration 19Q (2214.743863 sec): 3 clusters Score: Raw -214212.338756 + Penalty 1724.354386 = -212487.984370 nChanged 24 SP:Iteration 20F (2214.834375 sec): 3 clusters Score: Raw -214223.937786 + Penalty 1724.354386 = -212499.583400 nChanged 17 SP:Iteration 21Q (2214.950670 sec): 3 clusters Score: Raw -214231.994522 + Penalty 1724.354386 = -212507.640136 nChanged 22 SP:Iteration 22Q (2215.047412 sec): 3 clusters Score: Raw -214240.951118 + Penalty 1724.354386 = -212516.596732 nChanged 22 SP:Iteration 23Q (2215.139349 sec): 3 clusters Score: Raw -214251.027302 + Penalty 1724.354386 = -212526.672917 nChanged 17 SP:Iteration 24Q (2215.246806 sec): 3 clusters Score: Raw -214256.346916 + Penalty 1724.354386 = -212531.992530 nChanged 15 SP:Iteration 25Q (2215.357776 sec): 3 clusters Score: Raw -214260.421441 + Penalty 1724.354386 = -212536.067055 nChanged 11 SP:Iteration 26Q (2215.462041 sec): 3 clusters Score: Raw -214262.821736 + Penalty 1724.354386 = -212538.467350 nChanged 10 SP:Iteration 27Q (2215.553439 sec): 3 clusters Score: Raw -214265.633467 + Penalty 1724.354386 = -212541.279081 nChanged 10 SP:Iteration 28Q (2215.657269 sec): 3 clusters Score: Raw -214268.518032 + Penalty 1724.354386 = -212544.163646 nChanged 7 SP:Iteration 29Q (2215.744279 sec): 3 clusters Score: Raw -214270.373859 + Penalty 1724.354386 = -212546.019473 nChanged 9 SP:Iteration 30Q (2215.834319 sec): 3 clusters Score: Raw -214273.287292 + Penalty 1724.354386 = -212548.932906 nChanged 11 SP:Iteration 31Q (2215.950648 sec): 3 clusters Score: Raw -214275.869204 + Penalty 1724.354386 = -212551.514818 nChanged 10 SP:Iteration 32Q (2216.049292 sec): 3 clusters Score: Raw -214278.339457 + Penalty 1724.354386 = -212553.985071 nChanged 4 SP:Iteration 33Q (2216.134704 sec): 3 clusters Score: Raw -214279.441161 + Penalty 1724.354386 = -212555.086775 nChanged 4 SP:Iteration 34Q (2216.231959 sec): 3 clusters Score: Raw -214279.905798 + Penalty 1724.354386 = -212555.551412 nChanged 1 SP:Iteration 35Q (2216.328075 sec): 3 clusters Score: Raw -214280.066427 + Penalty 1724.354386 = -212555.712041 nChanged 0 SP:Iteration 36F (2216.399854 sec): 3 clusters Score: Raw -214280.066427 + Penalty 1724.354386 = -212555.712041 nChanged 0 Trying to split cluster 7 (2292 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2216.457140 sec): 2 clusters Score: Raw -116788.771346 + Penalty 812.403908 = -115976.367437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2216.523244 sec): 3 clusters Score: Raw -115629.669375 + Penalty 1624.807816 = -114004.861559 nChanged 947 SP:Iteration 1F (2216.613512 sec): 3 clusters Score: Raw -116412.211448 + Penalty 1624.807816 = -114787.403631 nChanged 264 SP:Iteration 2F (2216.705689 sec): 3 clusters Score: Raw -116783.736385 + Penalty 1624.807816 = -115158.928569 nChanged 219 SP:Iteration 3F (2216.782646 sec): 3 clusters Score: Raw -117124.139994 + Penalty 1624.807816 = -115499.332177 nChanged 202 SP:Iteration 4F (2216.873576 sec): 3 clusters Score: Raw -117419.668425 + Penalty 1624.807816 = -115794.860609 nChanged 161 SP:Iteration 5F (2216.954497 sec): 3 clusters Score: Raw -117685.041465 + Penalty 1624.807816 = -116060.233649 nChanged 111 SP:Iteration 6Q (2217.025980 sec): 3 clusters Score: Raw -117824.114616 + Penalty 1624.807816 = -116199.306800 nChanged 54 SP:Iteration 7Q (2217.107309 sec): 3 clusters Score: Raw -117882.726703 + Penalty 1624.807816 = -116257.918886 nChanged 41 SP:Iteration 8Q (2217.189531 sec): 3 clusters Score: Raw -117915.358712 + Penalty 1624.807816 = -116290.550896 nChanged 19 SP:Iteration 9Q (2217.261482 sec): 3 clusters Score: Raw -117928.867042 + Penalty 1624.807816 = -116304.059225 nChanged 10 SP:Iteration 10Q (2217.336800 sec): 3 clusters Score: Raw -117936.726301 + Penalty 1624.807816 = -116311.918484 nChanged 6 SP:Iteration 11Q (2217.454028 sec): 3 clusters Score: Raw -117940.008325 + Penalty 1624.807816 = -116315.200509 nChanged 3 SP:Iteration 12Q (2217.540935 sec): 3 clusters Score: Raw -117940.621468 + Penalty 1624.807816 = -116315.813652 nChanged 0 SP:Iteration 13F (2217.627767 sec): 3 clusters Score: Raw -117940.621468 + Penalty 1624.807816 = -116315.813652 nChanged 0 Score: Raw -4227896.939940 + Penalty 23654.378232 = -4204242.561708 Splitting cluster 7 changes total score from -4204270.503603 to -4204242.561708 So it's not getting split. Trying to split cluster 8 (10520 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2219.413341 sec): 2 clusters Score: Raw -632924.719898 + Penalty 972.408516 = -631952.311382 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2219.491287 sec): 3 clusters Score: Raw -626716.047241 + Penalty 1944.817032 = -624771.230209 nChanged 4702 SP:Iteration 1F (2219.610596 sec): 3 clusters Score: Raw -629213.879442 + Penalty 1944.817032 = -627269.062410 nChanged 632 SP:Iteration 2F (2219.686310 sec): 3 clusters Score: Raw -629481.839912 + Penalty 1944.817032 = -627537.022879 nChanged 609 SP:Iteration 3F (2219.779229 sec): 3 clusters Score: Raw -629712.122448 + Penalty 1944.817032 = -627767.305416 nChanged 508 SP:Iteration 4Q (2219.889763 sec): 3 clusters Score: Raw -629912.931420 + Penalty 1944.817032 = -627968.114388 nChanged 439 SP:Iteration 5Q (2219.978531 sec): 3 clusters Score: Raw -630098.167122 + Penalty 1944.817032 = -628153.350090 nChanged 461 SP:Iteration 6Q (2220.066968 sec): 3 clusters Score: Raw -630298.446565 + Penalty 1944.817032 = -628353.629533 nChanged 417 SP:Iteration 7Q (2220.162472 sec): 3 clusters Score: Raw -630474.784641 + Penalty 1944.817032 = -628529.967609 nChanged 387 SP:Iteration 8Q (2220.257424 sec): 3 clusters Score: Raw -630643.378767 + Penalty 1944.817032 = -628698.561735 nChanged 394 SP:Iteration 9Q (2220.365472 sec): 3 clusters Score: Raw -630821.797231 + Penalty 1944.817032 = -628876.980199 nChanged 391 SP:Iteration 10Q (2220.453005 sec): 3 clusters Score: Raw -630986.825343 + Penalty 1944.817032 = -629042.008311 nChanged 363 SP:Iteration 11Q (2220.533488 sec): 3 clusters Score: Raw -631141.187556 + Penalty 1944.817032 = -629196.370524 nChanged 344 SP:Iteration 12Q (2220.626853 sec): 3 clusters Score: Raw -631306.171520 + Penalty 1944.817032 = -629361.354488 nChanged 344 SP:Iteration 13Q (2220.725569 sec): 3 clusters Score: Raw -631486.056357 + Penalty 1944.817032 = -629541.239325 nChanged 324 SP:Iteration 14Q (2220.805687 sec): 3 clusters Score: Raw -631652.704846 + Penalty 1944.817032 = -629707.887814 nChanged 301 SP:Iteration 15Q (2220.902524 sec): 3 clusters Score: Raw -631825.192292 + Penalty 1944.817032 = -629880.375260 nChanged 308 SP:Iteration 16Q (2221.010161 sec): 3 clusters Score: Raw -632003.616941 + Penalty 1944.817032 = -630058.799909 nChanged 263 SP:Iteration 17Q (2221.090577 sec): 3 clusters Score: Raw -632155.698085 + Penalty 1944.817032 = -630210.881053 nChanged 252 SP:Iteration 18Q (2221.196506 sec): 3 clusters Score: Raw -632275.006602 + Penalty 1944.817032 = -630330.189570 nChanged 200 SP:Iteration 19Q (2221.292265 sec): 3 clusters Score: Raw -632363.734363 + Penalty 1944.817032 = -630418.917331 nChanged 175 SP:Iteration 20F (2221.393332 sec): 3 clusters Score: Raw -632431.365858 + Penalty 1944.817032 = -630486.548826 nChanged 134 SP:Iteration 21Q (2221.476910 sec): 3 clusters Score: Raw -632473.710106 + Penalty 1944.817032 = -630528.893074 nChanged 112 SP:Iteration 22Q (2221.572866 sec): 3 clusters Score: Raw -632506.114253 + Penalty 1944.817032 = -630561.297221 nChanged 93 SP:Iteration 23Q (2221.648431 sec): 3 clusters Score: Raw -632530.448951 + Penalty 1944.817032 = -630585.631919 nChanged 83 SP:Iteration 24Q (2221.752993 sec): 3 clusters Score: Raw -632553.233047 + Penalty 1944.817032 = -630608.416015 nChanged 93 SP:Iteration 25Q (2221.828215 sec): 3 clusters Score: Raw -632577.584441 + Penalty 1944.817032 = -630632.767409 nChanged 89 SP:Iteration 26Q (2221.934485 sec): 3 clusters Score: Raw -632599.526345 + Penalty 1944.817032 = -630654.709313 nChanged 66 SP:Iteration 27Q (2222.025051 sec): 3 clusters Score: Raw -632619.033785 + Penalty 1944.817032 = -630674.216753 nChanged 66 SP:Iteration 28Q (2222.119627 sec): 3 clusters Score: Raw -632642.720104 + Penalty 1944.817032 = -630697.903072 nChanged 72 SP:Iteration 29Q (2222.215401 sec): 3 clusters Score: Raw -632667.104461 + Penalty 1944.817032 = -630722.287429 nChanged 79 SP:Iteration 30Q (2222.290873 sec): 3 clusters Score: Raw -632687.959085 + Penalty 1944.817032 = -630743.142053 nChanged 69 SP:Iteration 31Q (2222.398452 sec): 3 clusters Score: Raw -632706.572560 + Penalty 1944.817032 = -630761.755528 nChanged 59 SP:Iteration 32Q (2222.511035 sec): 3 clusters Score: Raw -632723.677939 + Penalty 1944.817032 = -630778.860907 nChanged 61 SP:Iteration 33Q (2222.599880 sec): 3 clusters Score: Raw -632737.514529 + Penalty 1944.817032 = -630792.697497 nChanged 54 SP:Iteration 34Q (2222.717545 sec): 3 clusters Score: Raw -632750.039433 + Penalty 1944.817032 = -630805.222400 nChanged 61 SP:Iteration 35Q (2222.836717 sec): 3 clusters Score: Raw -632764.404545 + Penalty 1944.817032 = -630819.587512 nChanged 49 SP:Iteration 36Q (2222.946639 sec): 3 clusters Score: Raw -632778.104894 + Penalty 1944.817032 = -630833.287862 nChanged 58 SP:Iteration 37Q (2223.029044 sec): 3 clusters Score: Raw -632794.613295 + Penalty 1944.817032 = -630849.796263 nChanged 67 SP:Iteration 38Q (2223.136803 sec): 3 clusters Score: Raw -632813.720311 + Penalty 1944.817032 = -630868.903279 nChanged 69 SP:Iteration 39Q (2223.242118 sec): 3 clusters Score: Raw -632832.727064 + Penalty 1944.817032 = -630887.910032 nChanged 64 SP:Iteration 40F (2223.332044 sec): 3 clusters Score: Raw -632851.015245 + Penalty 1944.817032 = -630906.198213 nChanged 61 SP:Iteration 41Q (2223.428542 sec): 3 clusters Score: Raw -632871.849301 + Penalty 1944.817032 = -630927.032269 nChanged 58 SP:Iteration 42Q (2223.552822 sec): 3 clusters Score: Raw -632890.243667 + Penalty 1944.817032 = -630945.426635 nChanged 60 SP:Iteration 43Q (2223.658881 sec): 3 clusters Score: Raw -632913.717740 + Penalty 1944.817032 = -630968.900708 nChanged 66 SP:Iteration 44Q (2223.762348 sec): 3 clusters Score: Raw -632932.583932 + Penalty 1944.817032 = -630987.766900 nChanged 50 SP:Iteration 45Q (2223.876518 sec): 3 clusters Score: Raw -632948.224646 + Penalty 1944.817032 = -631003.407613 nChanged 49 SP:Iteration 46Q (2223.997104 sec): 3 clusters Score: Raw -632963.404942 + Penalty 1944.817032 = -631018.587910 nChanged 43 SP:Iteration 47Q (2224.106485 sec): 3 clusters Score: Raw -632975.408044 + Penalty 1944.817032 = -631030.591012 nChanged 31 SP:Iteration 48Q (2224.222280 sec): 3 clusters Score: Raw -632983.548500 + Penalty 1944.817032 = -631038.731468 nChanged 34 SP:Iteration 49Q (2224.294085 sec): 3 clusters Score: Raw -632994.469696 + Penalty 1944.817032 = -631049.652664 nChanged 35 SP:Iteration 50Q (2224.398584 sec): 3 clusters Score: Raw -633004.621024 + Penalty 1944.817032 = -631059.803992 nChanged 29 SP:Iteration 51Q (2224.479977 sec): 3 clusters Score: Raw -633010.295131 + Penalty 1944.817032 = -631065.478099 nChanged 27 SP:Iteration 52Q (2224.576078 sec): 3 clusters Score: Raw -633017.313337 + Penalty 1944.817032 = -631072.496305 nChanged 26 SP:Iteration 53Q (2224.685396 sec): 3 clusters Score: Raw -633023.563565 + Penalty 1944.817032 = -631078.746533 nChanged 21 SP:Iteration 54Q (2224.794477 sec): 3 clusters Score: Raw -633029.305832 + Penalty 1944.817032 = -631084.488800 nChanged 16 SP:Iteration 55Q (2224.914618 sec): 3 clusters Score: Raw -633033.761270 + Penalty 1944.817032 = -631088.944238 nChanged 16 SP:Iteration 56Q (2225.036198 sec): 3 clusters Score: Raw -633037.364681 + Penalty 1944.817032 = -631092.547649 nChanged 15 SP:Iteration 57Q (2225.129821 sec): 3 clusters Score: Raw -633040.879756 + Penalty 1944.817032 = -631096.062724 nChanged 14 SP:Iteration 58Q (2225.221708 sec): 3 clusters Score: Raw -633043.520509 + Penalty 1944.817032 = -631098.703477 nChanged 12 SP:Iteration 59Q (2225.325736 sec): 3 clusters Score: Raw -633046.980920 + Penalty 1944.817032 = -631102.163888 nChanged 22 SP:Iteration 60F (2225.437111 sec): 3 clusters Score: Raw -633053.482649 + Penalty 1944.817032 = -631108.665617 nChanged 24 SP:Iteration 61Q (2225.534293 sec): 3 clusters Score: Raw -633063.006708 + Penalty 1944.817032 = -631118.189676 nChanged 17 SP:Iteration 62Q (2225.626470 sec): 3 clusters Score: Raw -633067.817116 + Penalty 1944.817032 = -631123.000084 nChanged 17 SP:Iteration 63Q (2225.721126 sec): 3 clusters Score: Raw -633072.458781 + Penalty 1944.817032 = -631127.641749 nChanged 15 SP:Iteration 64Q (2225.819396 sec): 3 clusters Score: Raw -633077.555804 + Penalty 1944.817032 = -631132.738772 nChanged 18 SP:Iteration 65Q (2225.901647 sec): 3 clusters Score: Raw -633082.516974 + Penalty 1944.817032 = -631137.699942 nChanged 11 SP:Iteration 66Q (2225.999290 sec): 3 clusters Score: Raw -633084.768747 + Penalty 1944.817032 = -631139.951715 nChanged 5 SP:Iteration 67Q (2226.094687 sec): 3 clusters Score: Raw -633085.996762 + Penalty 1944.817032 = -631141.179730 nChanged 7 SP:Iteration 68Q (2226.178892 sec): 3 clusters Score: Raw -633088.146266 + Penalty 1944.817032 = -631143.329234 nChanged 9 SP:Iteration 69Q (2226.260283 sec): 3 clusters Score: Raw -633090.123099 + Penalty 1944.817032 = -631145.306067 nChanged 7 SP:Iteration 70Q (2226.344917 sec): 3 clusters Score: Raw -633091.659960 + Penalty 1944.817032 = -631146.842928 nChanged 4 SP:Iteration 71Q (2226.454229 sec): 3 clusters Score: Raw -633092.516997 + Penalty 1944.817032 = -631147.699965 nChanged 3 SP:Iteration 72Q (2226.530320 sec): 3 clusters Score: Raw -633093.265615 + Penalty 1944.817032 = -631148.448583 nChanged 5 SP:Iteration 73Q (2226.635715 sec): 3 clusters Score: Raw -633094.504200 + Penalty 1944.817032 = -631149.687168 nChanged 6 SP:Iteration 74Q (2226.731059 sec): 3 clusters Score: Raw -633096.494506 + Penalty 1944.817032 = -631151.677474 nChanged 7 SP:Iteration 75Q (2226.809669 sec): 3 clusters Score: Raw -633098.291784 + Penalty 1944.817032 = -631153.474752 nChanged 6 SP:Iteration 76Q (2226.886585 sec): 3 clusters Score: Raw -633099.893788 + Penalty 1944.817032 = -631155.076756 nChanged 3 SP:Iteration 77Q (2226.987552 sec): 3 clusters Score: Raw -633100.464775 + Penalty 1944.817032 = -631155.647743 nChanged 3 SP:Iteration 78Q (2227.084831 sec): 3 clusters Score: Raw -633101.718750 + Penalty 1944.817032 = -631156.901718 nChanged 7 SP:Iteration 79Q (2227.181754 sec): 3 clusters Score: Raw -633103.188057 + Penalty 1944.817032 = -631158.371025 nChanged 7 SP:Iteration 80F (2227.263605 sec): 3 clusters Score: Raw -633104.207759 + Penalty 1944.817032 = -631159.390726 nChanged 4 SP:Iteration 81Q (2227.369008 sec): 3 clusters Score: Raw -633105.139787 + Penalty 1944.817032 = -631160.322754 nChanged 4 SP:Iteration 82Q (2227.440593 sec): 3 clusters Score: Raw -633106.083312 + Penalty 1944.817032 = -631161.266279 nChanged 2 SP:Iteration 83Q (2227.555237 sec): 3 clusters Score: Raw -633106.552799 + Penalty 1944.817032 = -631161.735767 nChanged 2 SP:Iteration 84Q (2227.626313 sec): 3 clusters Score: Raw -633107.034575 + Penalty 1944.817032 = -631162.217543 nChanged 1 SP:Iteration 85Q (2227.739635 sec): 3 clusters Score: Raw -633107.304366 + Penalty 1944.817032 = -631162.487334 nChanged 1 SP:Iteration 86Q (2227.817096 sec): 3 clusters Score: Raw -633107.600387 + Penalty 1944.817032 = -631162.783355 nChanged 4 SP:Iteration 87Q (2227.918564 sec): 3 clusters Score: Raw -633108.463057 + Penalty 1944.817032 = -631163.646025 nChanged 2 SP:Iteration 88Q (2227.990167 sec): 3 clusters Score: Raw -633108.763647 + Penalty 1944.817032 = -631163.946615 nChanged 1 SP:Iteration 89Q (2228.100512 sec): 3 clusters Score: Raw -633109.911007 + Penalty 1944.817032 = -631165.093975 nChanged 2 SP:Iteration 90Q (2228.188482 sec): 3 clusters Score: Raw -633111.212502 + Penalty 1944.817032 = -631166.395469 nChanged 4 SP:Iteration 91Q (2228.282254 sec): 3 clusters Score: Raw -633112.047067 + Penalty 1944.817032 = -631167.230035 nChanged 1 SP:Iteration 92Q (2228.378213 sec): 3 clusters Score: Raw -633112.135657 + Penalty 1944.817032 = -631167.318624 nChanged 0 SP:Iteration 93F (2228.462381 sec): 3 clusters Score: Raw -633112.135657 + Penalty 1944.817032 = -631167.318624 nChanged 0 Trying to split cluster 9 (3172 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2228.526211 sec): 2 clusters Score: Raw -186909.528732 + Penalty 846.522346 = -186063.006386 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2228.589795 sec): 3 clusters Score: Raw -185229.851802 + Penalty 1693.044692 = -183536.807109 nChanged 1316 SP:Iteration 1F (2228.672121 sec): 3 clusters Score: Raw -186005.692155 + Penalty 1693.044692 = -184312.647462 nChanged 274 SP:Iteration 2F (2228.760565 sec): 3 clusters Score: Raw -186199.485257 + Penalty 1693.044692 = -184506.440565 nChanged 214 SP:Iteration 3F (2228.832670 sec): 3 clusters Score: Raw -186349.039042 + Penalty 1693.044692 = -184655.994349 nChanged 170 SP:Iteration 4F (2228.921430 sec): 3 clusters Score: Raw -186462.071788 + Penalty 1693.044692 = -184769.027096 nChanged 148 SP:Iteration 5Q (2229.001046 sec): 3 clusters Score: Raw -186565.253748 + Penalty 1693.044692 = -184872.209056 nChanged 143 SP:Iteration 6Q (2229.102974 sec): 3 clusters Score: Raw -186668.981897 + Penalty 1693.044692 = -184975.937205 nChanged 132 SP:Iteration 7Q (2229.167626 sec): 3 clusters Score: Raw -186762.699007 + Penalty 1693.044692 = -185069.654314 nChanged 118 SP:Iteration 8Q (2229.260727 sec): 3 clusters Score: Raw -186840.773669 + Penalty 1693.044692 = -185147.728976 nChanged 95 SP:Iteration 9Q (2229.334956 sec): 3 clusters Score: Raw -186898.276728 + Penalty 1693.044692 = -185205.232036 nChanged 82 SP:Iteration 10Q (2229.414139 sec): 3 clusters Score: Raw -186935.826817 + Penalty 1693.044692 = -185242.782125 nChanged 61 SP:Iteration 11Q (2229.507807 sec): 3 clusters Score: Raw -186957.479259 + Penalty 1693.044692 = -185264.434567 nChanged 44 SP:Iteration 12Q (2229.588779 sec): 3 clusters Score: Raw -186972.594383 + Penalty 1693.044692 = -185279.549691 nChanged 43 SP:Iteration 13Q (2229.675638 sec): 3 clusters Score: Raw -186989.301125 + Penalty 1693.044692 = -185296.256433 nChanged 39 SP:Iteration 14Q (2229.770196 sec): 3 clusters Score: Raw -187002.137520 + Penalty 1693.044692 = -185309.092828 nChanged 33 SP:Iteration 15Q (2229.848955 sec): 3 clusters Score: Raw -187012.556629 + Penalty 1693.044692 = -185319.511937 nChanged 21 SP:Iteration 16Q (2229.924225 sec): 3 clusters Score: Raw -187018.746482 + Penalty 1693.044692 = -185325.701789 nChanged 15 SP:Iteration 17Q (2229.996004 sec): 3 clusters Score: Raw -187022.036060 + Penalty 1693.044692 = -185328.991367 nChanged 5 SP:Iteration 18Q (2230.084108 sec): 3 clusters Score: Raw -187023.080788 + Penalty 1693.044692 = -185330.036096 nChanged 5 SP:Iteration 19Q (2230.153440 sec): 3 clusters Score: Raw -187024.727134 + Penalty 1693.044692 = -185331.682442 nChanged 8 SP:Iteration 20F (2230.237670 sec): 3 clusters Score: Raw -187026.597167 + Penalty 1693.044692 = -185333.552475 nChanged 12 SP:Iteration 21Q (2230.326136 sec): 3 clusters Score: Raw -187029.574869 + Penalty 1693.044692 = -185336.530177 nChanged 9 SP:Iteration 22Q (2230.402213 sec): 3 clusters Score: Raw -187031.818591 + Penalty 1693.044692 = -185338.773899 nChanged 11 SP:Iteration 23Q (2230.507174 sec): 3 clusters Score: Raw -187034.177695 + Penalty 1693.044692 = -185341.133002 nChanged 8 SP:Iteration 24Q (2230.578743 sec): 3 clusters Score: Raw -187036.717299 + Penalty 1693.044692 = -185343.672607 nChanged 6 SP:Iteration 25Q (2230.690742 sec): 3 clusters Score: Raw -187037.777189 + Penalty 1693.044692 = -185344.732496 nChanged 2 SP:Iteration 26Q (2230.780955 sec): 3 clusters Score: Raw -187038.333147 + Penalty 1693.044692 = -185345.288455 nChanged 4 SP:Iteration 27Q (2230.892873 sec): 3 clusters Score: Raw -187038.828871 + Penalty 1693.044692 = -185345.784179 nChanged 3 SP:Iteration 28Q (2230.984736 sec): 3 clusters Score: Raw -187039.386783 + Penalty 1693.044692 = -185346.342091 nChanged 6 SP:Iteration 29Q (2231.090979 sec): 3 clusters Score: Raw -187041.272978 + Penalty 1693.044692 = -185348.228286 nChanged 10 SP:Iteration 30Q (2231.163411 sec): 3 clusters Score: Raw -187044.709584 + Penalty 1693.044692 = -185351.664892 nChanged 8 SP:Iteration 31Q (2231.259287 sec): 3 clusters Score: Raw -187046.912798 + Penalty 1693.044692 = -185353.868106 nChanged 6 SP:Iteration 32Q (2231.353548 sec): 3 clusters Score: Raw -187049.158477 + Penalty 1693.044692 = -185356.113784 nChanged 10 SP:Iteration 33Q (2231.451812 sec): 3 clusters Score: Raw -187051.128445 + Penalty 1693.044692 = -185358.083753 nChanged 5 SP:Iteration 34Q (2231.575873 sec): 3 clusters Score: Raw -187051.781954 + Penalty 1693.044692 = -185358.737261 nChanged 5 SP:Iteration 35Q (2231.653599 sec): 3 clusters Score: Raw -187052.957186 + Penalty 1693.044692 = -185359.912493 nChanged 3 SP:Iteration 36Q (2231.739901 sec): 3 clusters Score: Raw -187053.424685 + Penalty 1693.044692 = -185360.379992 nChanged 3 SP:Iteration 37Q (2231.847455 sec): 3 clusters Score: Raw -187054.178302 + Penalty 1693.044692 = -185361.133609 nChanged 5 SP:Iteration 38Q (2231.954863 sec): 3 clusters Score: Raw -187055.009187 + Penalty 1693.044692 = -185361.964495 nChanged 3 SP:Iteration 39Q (2232.047930 sec): 3 clusters Score: Raw -187055.471990 + Penalty 1693.044692 = -185362.427298 nChanged 3 SP:Iteration 40F (2232.182616 sec): 3 clusters Score: Raw -187056.108079 + Penalty 1693.044692 = -185363.063387 nChanged 1 SP:Iteration 41Q (2232.285845 sec): 3 clusters Score: Raw -187056.207148 + Penalty 1693.044692 = -185363.162455 nChanged 1 SP:Iteration 42Q (2232.396195 sec): 3 clusters Score: Raw -187056.321089 + Penalty 1693.044692 = -185363.276396 nChanged 1 SP:Iteration 43Q (2232.488224 sec): 3 clusters Score: Raw -187056.451303 + Penalty 1693.044692 = -185363.406610 nChanged 2 SP:Iteration 44Q (2232.596938 sec): 3 clusters Score: Raw -187056.694032 + Penalty 1693.044692 = -185363.649340 nChanged 2 SP:Iteration 45Q (2232.698370 sec): 3 clusters Score: Raw -187056.853565 + Penalty 1693.044692 = -185363.808873 nChanged 2 SP:Iteration 46Q (2232.765207 sec): 3 clusters Score: Raw -187057.041424 + Penalty 1693.044692 = -185363.996732 nChanged 2 SP:Iteration 47Q (2232.864557 sec): 3 clusters Score: Raw -187057.850044 + Penalty 1693.044692 = -185364.805352 nChanged 1 SP:Iteration 48Q (2232.964647 sec): 3 clusters Score: Raw -187057.974451 + Penalty 1693.044692 = -185364.929759 nChanged 1 SP:Iteration 49Q (2233.107469 sec): 3 clusters Score: Raw -187058.072169 + Penalty 1693.044692 = -185365.027476 nChanged 0 SP:Iteration 50F (2233.209012 sec): 3 clusters Score: Raw -187058.072169 + Penalty 1693.044692 = -185365.027476 nChanged 0 Trying to split cluster 10 (957 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2233.254314 sec): 2 clusters Score: Raw -37860.304431 + Penalty 720.699356 = -37139.605074 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2233.348068 sec): 3 clusters Score: Raw -37511.474991 + Penalty 1441.398712 = -36070.076279 nChanged 316 SP:Iteration 1F (2233.443423 sec): 3 clusters Score: Raw -37911.614939 + Penalty 1441.398712 = -36470.216227 nChanged 112 SP:Iteration 2F (2233.522152 sec): 3 clusters Score: Raw -38117.687337 + Penalty 1441.398712 = -36676.288624 nChanged 71 SP:Iteration 3F (2233.596991 sec): 3 clusters Score: Raw -38203.496116 + Penalty 1441.398712 = -36762.097404 nChanged 34 SP:Iteration 4Q (2233.690982 sec): 3 clusters Score: Raw -38236.059897 + Penalty 1441.398712 = -36794.661185 nChanged 20 SP:Iteration 5Q (2233.768948 sec): 3 clusters Score: Raw -38254.121530 + Penalty 1441.398712 = -36812.722818 nChanged 9 SP:Iteration 6Q (2233.883008 sec): 3 clusters Score: Raw -38262.118770 + Penalty 1441.398712 = -36820.720058 nChanged 7 SP:Iteration 7Q (2233.957553 sec): 3 clusters Score: Raw -38271.674711 + Penalty 1441.398712 = -36830.275999 nChanged 4 SP:Iteration 8Q (2234.073571 sec): 3 clusters Score: Raw -38277.982168 + Penalty 1441.398712 = -36836.583456 nChanged 6 SP:Iteration 9Q (2234.139862 sec): 3 clusters Score: Raw -38282.204235 + Penalty 1441.398712 = -36840.805523 nChanged 6 SP:Iteration 10Q (2234.234901 sec): 3 clusters Score: Raw -38289.351266 + Penalty 1441.398712 = -36847.952554 nChanged 6 SP:Iteration 11Q (2234.294089 sec): 3 clusters Score: Raw -38293.058376 + Penalty 1441.398712 = -36851.659664 nChanged 3 SP:Iteration 12Q (2234.380368 sec): 3 clusters Score: Raw -38296.196721 + Penalty 1441.398712 = -36854.798009 nChanged 5 SP:Iteration 13Q (2234.474658 sec): 3 clusters Score: Raw -38300.855940 + Penalty 1441.398712 = -36859.457228 nChanged 4 SP:Iteration 14Q (2234.542645 sec): 3 clusters Score: Raw -38307.401053 + Penalty 1441.398712 = -36866.002341 nChanged 7 SP:Iteration 15Q (2234.623803 sec): 3 clusters Score: Raw -38317.817114 + Penalty 1441.398712 = -36876.418401 nChanged 12 SP:Iteration 16Q (2234.704236 sec): 3 clusters Score: Raw -38329.777819 + Penalty 1441.398712 = -36888.379107 nChanged 12 SP:Iteration 17Q (2234.790680 sec): 3 clusters Score: Raw -38335.997886 + Penalty 1441.398712 = -36894.599173 nChanged 9 SP:Iteration 18Q (2234.868575 sec): 3 clusters Score: Raw -38341.967092 + Penalty 1441.398712 = -36900.568379 nChanged 5 SP:Iteration 19Q (2234.977427 sec): 3 clusters Score: Raw -38345.445257 + Penalty 1441.398712 = -36904.046545 nChanged 4 SP:Iteration 20F (2235.041473 sec): 3 clusters Score: Raw -38348.973230 + Penalty 1441.398712 = -36907.574518 nChanged 2 SP:Iteration 21Q (2235.126505 sec): 3 clusters Score: Raw -38350.239296 + Penalty 1441.398712 = -36908.840584 nChanged 6 SP:Iteration 22Q (2235.204767 sec): 3 clusters Score: Raw -38353.341611 + Penalty 1441.398712 = -36911.942899 nChanged 4 SP:Iteration 23Q (2235.281172 sec): 3 clusters Score: Raw -38355.241357 + Penalty 1441.398712 = -36913.842645 nChanged 2 SP:Iteration 24Q (2235.363400 sec): 3 clusters Score: Raw -38356.066232 + Penalty 1441.398712 = -36914.667520 nChanged 0 SP:Iteration 25F (2235.448711 sec): 3 clusters Score: Raw -38356.066232 + Penalty 1441.398712 = -36914.667520 nChanged 0 Trying to split cluster 11 (6269 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2235.503279 sec): 2 clusters Score: Raw -358068.642970 + Penalty 918.054074 = -357150.588896 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2235.610111 sec): 3 clusters Score: Raw -354460.347230 + Penalty 1836.108148 = -352624.239082 nChanged 2793 SP:Iteration 1F (2235.686210 sec): 3 clusters Score: Raw -356175.126047 + Penalty 1836.108148 = -354339.017899 nChanged 560 SP:Iteration 2F (2235.769941 sec): 3 clusters Score: Raw -356633.690408 + Penalty 1836.108148 = -354797.582260 nChanged 520 SP:Iteration 3F (2235.865127 sec): 3 clusters Score: Raw -357069.818485 + Penalty 1836.108148 = -355233.710337 nChanged 479 SP:Iteration 4F (2235.944528 sec): 3 clusters Score: Raw -357466.550621 + Penalty 1836.108148 = -355630.442473 nChanged 391 SP:Iteration 5F (2236.043211 sec): 3 clusters Score: Raw -357732.184158 + Penalty 1836.108148 = -355896.076010 nChanged 277 SP:Iteration 6Q (2236.128555 sec): 3 clusters Score: Raw -357894.846121 + Penalty 1836.108148 = -356058.737974 nChanged 211 SP:Iteration 7Q (2236.235675 sec): 3 clusters Score: Raw -358027.515167 + Penalty 1836.108148 = -356191.407020 nChanged 174 SP:Iteration 8Q (2236.316894 sec): 3 clusters Score: Raw -358122.370504 + Penalty 1836.108148 = -356286.262357 nChanged 159 SP:Iteration 9Q (2236.420003 sec): 3 clusters Score: Raw -358215.414242 + Penalty 1836.108148 = -356379.306095 nChanged 143 SP:Iteration 10Q (2236.521469 sec): 3 clusters Score: Raw -358284.362400 + Penalty 1836.108148 = -356448.254252 nChanged 116 SP:Iteration 11Q (2236.609956 sec): 3 clusters Score: Raw -358332.479954 + Penalty 1836.108148 = -356496.371807 nChanged 98 SP:Iteration 12Q (2236.704271 sec): 3 clusters Score: Raw -358366.408081 + Penalty 1836.108148 = -356530.299934 nChanged 73 SP:Iteration 13Q (2236.780162 sec): 3 clusters Score: Raw -358391.997036 + Penalty 1836.108148 = -356555.888889 nChanged 51 SP:Iteration 14Q (2236.864723 sec): 3 clusters Score: Raw -358407.048716 + Penalty 1836.108148 = -356570.940568 nChanged 49 SP:Iteration 15Q (2236.955922 sec): 3 clusters Score: Raw -358418.102019 + Penalty 1836.108148 = -356581.993872 nChanged 40 SP:Iteration 16Q (2237.060140 sec): 3 clusters Score: Raw -358425.622769 + Penalty 1836.108148 = -356589.514621 nChanged 25 SP:Iteration 17Q (2237.148487 sec): 3 clusters Score: Raw -358429.168494 + Penalty 1836.108148 = -356593.060346 nChanged 12 SP:Iteration 18Q (2237.229183 sec): 3 clusters Score: Raw -358430.521619 + Penalty 1836.108148 = -356594.413472 nChanged 14 SP:Iteration 19Q (2237.318846 sec): 3 clusters Score: Raw -358432.961798 + Penalty 1836.108148 = -356596.853651 nChanged 16 SP:Iteration 20F (2237.390954 sec): 3 clusters Score: Raw -358435.049635 + Penalty 1836.108148 = -356598.941487 nChanged 12 SP:Iteration 21Q (2237.496102 sec): 3 clusters Score: Raw -358436.794683 + Penalty 1836.108148 = -356600.686535 nChanged 8 SP:Iteration 22Q (2237.586934 sec): 3 clusters Score: Raw -358437.666880 + Penalty 1836.108148 = -356601.558732 nChanged 4 SP:Iteration 23Q (2237.673203 sec): 3 clusters Score: Raw -358437.835161 + Penalty 1836.108148 = -356601.727013 nChanged 2 SP:Iteration 24Q (2237.769460 sec): 3 clusters Score: Raw -358438.089783 + Penalty 1836.108148 = -356601.981635 nChanged 1 SP:Iteration 25Q (2237.847182 sec): 3 clusters Score: Raw -358438.173866 + Penalty 1836.108148 = -356602.065719 nChanged 2 SP:Iteration 26Q (2237.950434 sec): 3 clusters Score: Raw -358438.371009 + Penalty 1836.108148 = -356602.262862 nChanged 1 SP:Iteration 27Q (2238.034483 sec): 3 clusters Score: Raw -358438.446081 + Penalty 1836.108148 = -356602.337933 nChanged 1 SP:Iteration 28Q (2238.132145 sec): 3 clusters Score: Raw -358438.519566 + Penalty 1836.108148 = -356602.411418 nChanged 0 SP:Iteration 29F (2238.211331 sec): 3 clusters Score: Raw -358438.519566 + Penalty 1836.108148 = -356602.411418 nChanged 0 Trying to split cluster 12 (6576 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2238.256293 sec): 2 clusters Score: Raw -371886.308541 + Penalty 923.074103 = -370963.234437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2238.352846 sec): 3 clusters Score: Raw -368267.532081 + Penalty 1846.148207 = -366421.383874 nChanged 2824 SP:Iteration 1F (2238.440561 sec): 3 clusters Score: Raw -370007.660797 + Penalty 1846.148207 = -368161.512590 nChanged 519 SP:Iteration 2F (2238.515811 sec): 3 clusters Score: Raw -370350.449895 + Penalty 1846.148207 = -368504.301688 nChanged 459 SP:Iteration 3F (2238.592172 sec): 3 clusters Score: Raw -370603.344672 + Penalty 1846.148207 = -368757.196465 nChanged 348 SP:Iteration 4F (2238.675610 sec): 3 clusters Score: Raw -370772.315785 + Penalty 1846.148207 = -368926.167578 nChanged 298 SP:Iteration 5Q (2238.760157 sec): 3 clusters Score: Raw -370920.880423 + Penalty 1846.148207 = -369074.732216 nChanged 263 SP:Iteration 6Q (2238.848694 sec): 3 clusters Score: Raw -371057.684229 + Penalty 1846.148207 = -369211.536023 nChanged 235 SP:Iteration 7Q (2238.954243 sec): 3 clusters Score: Raw -371199.101709 + Penalty 1846.148207 = -369352.953502 nChanged 220 SP:Iteration 8Q (2239.041265 sec): 3 clusters Score: Raw -371334.360601 + Penalty 1846.148207 = -369488.212394 nChanged 194 SP:Iteration 9Q (2239.117964 sec): 3 clusters Score: Raw -371446.868655 + Penalty 1846.148207 = -369600.720448 nChanged 180 SP:Iteration 10Q (2239.211737 sec): 3 clusters Score: Raw -371534.456877 + Penalty 1846.148207 = -369688.308671 nChanged 146 SP:Iteration 11Q (2239.298333 sec): 3 clusters Score: Raw -371600.037368 + Penalty 1846.148207 = -369753.889161 nChanged 101 SP:Iteration 12Q (2239.396418 sec): 3 clusters Score: Raw -371643.367323 + Penalty 1846.148207 = -369797.219116 nChanged 93 SP:Iteration 13Q (2239.468642 sec): 3 clusters Score: Raw -371687.374972 + Penalty 1846.148207 = -369841.226765 nChanged 81 SP:Iteration 14Q (2239.570461 sec): 3 clusters Score: Raw -371721.649673 + Penalty 1846.148207 = -369875.501467 nChanged 79 SP:Iteration 15Q (2239.660765 sec): 3 clusters Score: Raw -371759.072110 + Penalty 1846.148207 = -369912.923904 nChanged 81 SP:Iteration 16Q (2239.748113 sec): 3 clusters Score: Raw -371788.796043 + Penalty 1846.148207 = -369942.647837 nChanged 54 SP:Iteration 17Q (2239.838152 sec): 3 clusters Score: Raw -371804.049803 + Penalty 1846.148207 = -369957.901596 nChanged 56 SP:Iteration 18Q (2239.936457 sec): 3 clusters Score: Raw -371823.523285 + Penalty 1846.148207 = -369977.375078 nChanged 54 SP:Iteration 19Q (2240.016587 sec): 3 clusters Score: Raw -371839.279011 + Penalty 1846.148207 = -369993.130804 nChanged 47 SP:Iteration 20F (2240.095564 sec): 3 clusters Score: Raw -371858.563152 + Penalty 1846.148207 = -370012.414946 nChanged 42 SP:Iteration 21Q (2240.197101 sec): 3 clusters Score: Raw -371877.287904 + Penalty 1846.148207 = -370031.139697 nChanged 40 SP:Iteration 22Q (2240.298403 sec): 3 clusters Score: Raw -371891.622709 + Penalty 1846.148207 = -370045.474502 nChanged 37 SP:Iteration 23Q (2240.378489 sec): 3 clusters Score: Raw -371903.021044 + Penalty 1846.148207 = -370056.872837 nChanged 45 SP:Iteration 24Q (2240.482269 sec): 3 clusters Score: Raw -371916.730358 + Penalty 1846.148207 = -370070.582152 nChanged 44 SP:Iteration 25Q (2240.580669 sec): 3 clusters Score: Raw -371929.430618 + Penalty 1846.148207 = -370083.282412 nChanged 33 SP:Iteration 26Q (2240.688291 sec): 3 clusters Score: Raw -371936.108402 + Penalty 1846.148207 = -370089.960196 nChanged 21 SP:Iteration 27Q (2240.786253 sec): 3 clusters Score: Raw -371939.941370 + Penalty 1846.148207 = -370093.793164 nChanged 23 SP:Iteration 28Q (2240.866672 sec): 3 clusters Score: Raw -371945.320906 + Penalty 1846.148207 = -370099.172699 nChanged 24 SP:Iteration 29Q (2240.974776 sec): 3 clusters Score: Raw -371951.107616 + Penalty 1846.148207 = -370104.959409 nChanged 22 SP:Iteration 30Q (2241.093457 sec): 3 clusters Score: Raw -371956.455598 + Penalty 1846.148207 = -370110.307391 nChanged 25 SP:Iteration 31Q (2241.199528 sec): 3 clusters Score: Raw -371962.750088 + Penalty 1846.148207 = -370116.601881 nChanged 23 SP:Iteration 32Q (2241.316067 sec): 3 clusters Score: Raw -371969.707447 + Penalty 1846.148207 = -370123.559240 nChanged 19 SP:Iteration 33Q (2241.443607 sec): 3 clusters Score: Raw -371975.459387 + Penalty 1846.148207 = -370129.311181 nChanged 21 SP:Iteration 34Q (2241.565925 sec): 3 clusters Score: Raw -371981.287265 + Penalty 1846.148207 = -370135.139058 nChanged 16 SP:Iteration 35Q (2241.670242 sec): 3 clusters Score: Raw -371984.375030 + Penalty 1846.148207 = -370138.226823 nChanged 20 SP:Iteration 36Q (2241.765426 sec): 3 clusters Score: Raw -371987.988781 + Penalty 1846.148207 = -370141.840574 nChanged 13 SP:Iteration 37Q (2241.859755 sec): 3 clusters Score: Raw -371992.015832 + Penalty 1846.148207 = -370145.867625 nChanged 13 SP:Iteration 38Q (2241.951747 sec): 3 clusters Score: Raw -371997.365732 + Penalty 1846.148207 = -370151.217525 nChanged 15 SP:Iteration 39Q (2242.058522 sec): 3 clusters Score: Raw -372002.233461 + Penalty 1846.148207 = -370156.085255 nChanged 18 SP:Iteration 40F (2242.166645 sec): 3 clusters Score: Raw -372007.276098 + Penalty 1846.148207 = -370161.127892 nChanged 13 SP:Iteration 41Q (2242.250318 sec): 3 clusters Score: Raw -372010.086736 + Penalty 1846.148207 = -370163.938530 nChanged 17 SP:Iteration 42Q (2242.366519 sec): 3 clusters Score: Raw -372014.674111 + Penalty 1846.148207 = -370168.525904 nChanged 18 SP:Iteration 43Q (2242.513127 sec): 3 clusters Score: Raw -372020.349804 + Penalty 1846.148207 = -370174.201597 nChanged 22 SP:Iteration 44Q (2242.615428 sec): 3 clusters Score: Raw -372028.905785 + Penalty 1846.148207 = -370182.757578 nChanged 19 SP:Iteration 45Q (2242.724515 sec): 3 clusters Score: Raw -372033.798947 + Penalty 1846.148207 = -370187.650740 nChanged 12 SP:Iteration 46Q (2242.809843 sec): 3 clusters Score: Raw -372037.229874 + Penalty 1846.148207 = -370191.081667 nChanged 16 SP:Iteration 47Q (2242.887564 sec): 3 clusters Score: Raw -372044.088305 + Penalty 1846.148207 = -370197.940098 nChanged 21 SP:Iteration 48Q (2242.994972 sec): 3 clusters Score: Raw -372055.385131 + Penalty 1846.148207 = -370209.236924 nChanged 30 SP:Iteration 49Q (2243.069083 sec): 3 clusters Score: Raw -372066.195821 + Penalty 1846.148207 = -370220.047614 nChanged 20 SP:Iteration 50Q (2243.162328 sec): 3 clusters Score: Raw -372073.831702 + Penalty 1846.148207 = -370227.683495 nChanged 26 SP:Iteration 51Q (2243.235964 sec): 3 clusters Score: Raw -372084.356612 + Penalty 1846.148207 = -370238.208405 nChanged 22 SP:Iteration 52Q (2243.323206 sec): 3 clusters Score: Raw -372092.585085 + Penalty 1846.148207 = -370246.436878 nChanged 26 SP:Iteration 53Q (2243.418995 sec): 3 clusters Score: Raw -372101.950135 + Penalty 1846.148207 = -370255.801928 nChanged 23 SP:Iteration 54Q (2243.499124 sec): 3 clusters Score: Raw -372110.160315 + Penalty 1846.148207 = -370264.012108 nChanged 19 SP:Iteration 55Q (2243.563478 sec): 3 clusters Score: Raw -372115.350550 + Penalty 1846.148207 = -370269.202344 nChanged 19 SP:Iteration 56Q (2243.657312 sec): 3 clusters Score: Raw -372119.428075 + Penalty 1846.148207 = -370273.279868 nChanged 14 SP:Iteration 57Q (2243.749409 sec): 3 clusters Score: Raw -372121.685925 + Penalty 1846.148207 = -370275.537718 nChanged 7 SP:Iteration 58Q (2243.814884 sec): 3 clusters Score: Raw -372123.072702 + Penalty 1846.148207 = -370276.924495 nChanged 7 SP:Iteration 59Q (2243.904987 sec): 3 clusters Score: Raw -372124.404120 + Penalty 1846.148207 = -370278.255913 nChanged 7 SP:Iteration 60F (2244.003223 sec): 3 clusters Score: Raw -372125.767747 + Penalty 1846.148207 = -370279.619541 nChanged 7 SP:Iteration 61Q (2244.086776 sec): 3 clusters Score: Raw -372127.948579 + Penalty 1846.148207 = -370281.800372 nChanged 7 SP:Iteration 62Q (2244.168794 sec): 3 clusters Score: Raw -372129.341778 + Penalty 1846.148207 = -370283.193571 nChanged 10 SP:Iteration 63Q (2244.257553 sec): 3 clusters Score: Raw -372131.592248 + Penalty 1846.148207 = -370285.444041 nChanged 6 SP:Iteration 64Q (2244.338039 sec): 3 clusters Score: Raw -372133.421805 + Penalty 1846.148207 = -370287.273598 nChanged 8 SP:Iteration 65Q (2244.411428 sec): 3 clusters Score: Raw -372136.003200 + Penalty 1846.148207 = -370289.854993 nChanged 8 SP:Iteration 66Q (2244.502434 sec): 3 clusters Score: Raw -372138.187398 + Penalty 1846.148207 = -370292.039191 nChanged 4 SP:Iteration 67Q (2244.598439 sec): 3 clusters Score: Raw -372138.645718 + Penalty 1846.148207 = -370292.497511 nChanged 2 SP:Iteration 68Q (2244.697805 sec): 3 clusters Score: Raw -372138.877050 + Penalty 1846.148207 = -370292.728843 nChanged 5 SP:Iteration 69Q (2244.784032 sec): 3 clusters Score: Raw -372139.823774 + Penalty 1846.148207 = -370293.675568 nChanged 3 SP:Iteration 70Q (2244.863325 sec): 3 clusters Score: Raw -372140.369534 + Penalty 1846.148207 = -370294.221327 nChanged 2 SP:Iteration 71Q (2244.959078 sec): 3 clusters Score: Raw -372141.285638 + Penalty 1846.148207 = -370295.137432 nChanged 5 SP:Iteration 72Q (2245.057394 sec): 3 clusters Score: Raw -372142.860606 + Penalty 1846.148207 = -370296.712400 nChanged 4 SP:Iteration 73Q (2245.128394 sec): 3 clusters Score: Raw -372143.715434 + Penalty 1846.148207 = -370297.567227 nChanged 3 SP:Iteration 74Q (2245.222085 sec): 3 clusters Score: Raw -372144.758197 + Penalty 1846.148207 = -370298.609990 nChanged 2 SP:Iteration 75Q (2245.305504 sec): 3 clusters Score: Raw -372145.033679 + Penalty 1846.148207 = -370298.885472 nChanged 4 SP:Iteration 76Q (2245.394454 sec): 3 clusters Score: Raw -372145.857664 + Penalty 1846.148207 = -370299.709458 nChanged 4 SP:Iteration 77Q (2245.482227 sec): 3 clusters Score: Raw -372146.685236 + Penalty 1846.148207 = -370300.537030 nChanged 1 SP:Iteration 78Q (2245.578854 sec): 3 clusters Score: Raw -372146.835578 + Penalty 1846.148207 = -370300.687371 nChanged 1 SP:Iteration 79Q (2245.661960 sec): 3 clusters Score: Raw -372147.010559 + Penalty 1846.148207 = -370300.862352 nChanged 0 SP:Iteration 80F (2245.761611 sec): 3 clusters Score: Raw -372147.010559 + Penalty 1846.148207 = -370300.862352 nChanged 0 Trying to split cluster 13 (4401 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2245.807488 sec): 2 clusters Score: Raw -214950.459304 + Penalty 880.906642 = -214069.552662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2245.891349 sec): 3 clusters Score: Raw -212597.126446 + Penalty 1761.813284 = -210835.313162 nChanged 1861 SP:Iteration 1F (2245.964655 sec): 3 clusters Score: Raw -213693.668393 + Penalty 1761.813284 = -211931.855109 nChanged 370 SP:Iteration 2F (2246.052070 sec): 3 clusters Score: Raw -213969.765842 + Penalty 1761.813284 = -212207.952558 nChanged 355 SP:Iteration 3F (2246.142469 sec): 3 clusters Score: Raw -214257.170820 + Penalty 1761.813284 = -212495.357536 nChanged 318 SP:Iteration 4F (2246.217461 sec): 3 clusters Score: Raw -214520.189556 + Penalty 1761.813284 = -212758.376272 nChanged 244 SP:Iteration 5F (2246.311541 sec): 3 clusters Score: Raw -214716.532086 + Penalty 1761.813284 = -212954.718802 nChanged 223 SP:Iteration 6F (2246.406389 sec): 3 clusters Score: Raw -214921.018192 + Penalty 1761.813284 = -213159.204908 nChanged 206 SP:Iteration 7Q (2246.475216 sec): 3 clusters Score: Raw -215088.521671 + Penalty 1761.813284 = -213326.708387 nChanged 170 SP:Iteration 8Q (2246.576521 sec): 3 clusters Score: Raw -215184.795177 + Penalty 1761.813284 = -213422.981893 nChanged 119 SP:Iteration 9Q (2246.640206 sec): 3 clusters Score: Raw -215240.924243 + Penalty 1761.813284 = -213479.110959 nChanged 80 SP:Iteration 10Q (2246.742066 sec): 3 clusters Score: Raw -215275.975720 + Penalty 1761.813284 = -213514.162436 nChanged 64 SP:Iteration 11Q (2246.822453 sec): 3 clusters Score: Raw -215302.395562 + Penalty 1761.813284 = -213540.582278 nChanged 66 SP:Iteration 12Q (2246.892385 sec): 3 clusters Score: Raw -215328.207586 + Penalty 1761.813284 = -213566.394302 nChanged 66 SP:Iteration 13Q (2246.978783 sec): 3 clusters Score: Raw -215350.735523 + Penalty 1761.813284 = -213588.922238 nChanged 49 SP:Iteration 14Q (2247.070530 sec): 3 clusters Score: Raw -215364.140343 + Penalty 1761.813284 = -213602.327059 nChanged 38 SP:Iteration 15Q (2247.145337 sec): 3 clusters Score: Raw -215376.284780 + Penalty 1761.813284 = -213614.471496 nChanged 40 SP:Iteration 16Q (2247.236387 sec): 3 clusters Score: Raw -215388.287295 + Penalty 1761.813284 = -213626.474011 nChanged 44 SP:Iteration 17Q (2247.314039 sec): 3 clusters Score: Raw -215398.003305 + Penalty 1761.813284 = -213636.190021 nChanged 33 SP:Iteration 18Q (2247.402258 sec): 3 clusters Score: Raw -215406.641537 + Penalty 1761.813284 = -213644.828253 nChanged 23 SP:Iteration 19Q (2247.490648 sec): 3 clusters Score: Raw -215412.420279 + Penalty 1761.813284 = -213650.606995 nChanged 19 SP:Iteration 20F (2247.571481 sec): 3 clusters Score: Raw -215417.326908 + Penalty 1761.813284 = -213655.513624 nChanged 17 SP:Iteration 21Q (2247.678904 sec): 3 clusters Score: Raw -215420.275969 + Penalty 1761.813284 = -213658.462684 nChanged 11 SP:Iteration 22Q (2247.764357 sec): 3 clusters Score: Raw -215422.434536 + Penalty 1761.813284 = -213660.621252 nChanged 10 SP:Iteration 23Q (2247.851719 sec): 3 clusters Score: Raw -215423.588405 + Penalty 1761.813284 = -213661.775121 nChanged 4 SP:Iteration 24Q (2247.925263 sec): 3 clusters Score: Raw -215424.314302 + Penalty 1761.813284 = -213662.501018 nChanged 4 SP:Iteration 25Q (2247.992834 sec): 3 clusters Score: Raw -215424.979504 + Penalty 1761.813284 = -213663.166220 nChanged 6 SP:Iteration 26Q (2248.072003 sec): 3 clusters Score: Raw -215426.200312 + Penalty 1761.813284 = -213664.387028 nChanged 8 SP:Iteration 27Q (2248.141901 sec): 3 clusters Score: Raw -215427.764327 + Penalty 1761.813284 = -213665.951043 nChanged 8 SP:Iteration 28Q (2248.249011 sec): 3 clusters Score: Raw -215428.805388 + Penalty 1761.813284 = -213666.992104 nChanged 8 SP:Iteration 29Q (2248.340238 sec): 3 clusters Score: Raw -215430.279930 + Penalty 1761.813284 = -213668.466646 nChanged 10 SP:Iteration 30Q (2248.420328 sec): 3 clusters Score: Raw -215431.500224 + Penalty 1761.813284 = -213669.686940 nChanged 7 SP:Iteration 31Q (2248.517318 sec): 3 clusters Score: Raw -215433.526333 + Penalty 1761.813284 = -213671.713049 nChanged 11 SP:Iteration 32Q (2248.628787 sec): 3 clusters Score: Raw -215435.482736 + Penalty 1761.813284 = -213673.669452 nChanged 9 SP:Iteration 33Q (2248.715958 sec): 3 clusters Score: Raw -215436.717544 + Penalty 1761.813284 = -213674.904260 nChanged 5 SP:Iteration 34Q (2248.810267 sec): 3 clusters Score: Raw -215437.306096 + Penalty 1761.813284 = -213675.492812 nChanged 3 SP:Iteration 35Q (2248.915969 sec): 3 clusters Score: Raw -215437.459493 + Penalty 1761.813284 = -213675.646208 nChanged 1 SP:Iteration 36Q (2249.052311 sec): 3 clusters Score: Raw -215437.553924 + Penalty 1761.813284 = -213675.740640 nChanged 1 SP:Iteration 37Q (2249.157759 sec): 3 clusters Score: Raw -215438.117497 + Penalty 1761.813284 = -213676.304213 nChanged 6 SP:Iteration 38Q (2249.257595 sec): 3 clusters Score: Raw -215439.325638 + Penalty 1761.813284 = -213677.512354 nChanged 8 SP:Iteration 39Q (2249.352569 sec): 3 clusters Score: Raw -215440.129649 + Penalty 1761.813284 = -213678.316365 nChanged 5 SP:Iteration 40F (2249.439071 sec): 3 clusters Score: Raw -215441.157123 + Penalty 1761.813284 = -213679.343839 nChanged 5 SP:Iteration 41Q (2249.552715 sec): 3 clusters Score: Raw -215442.245898 + Penalty 1761.813284 = -213680.432614 nChanged 6 SP:Iteration 42Q (2249.644975 sec): 3 clusters Score: Raw -215443.010450 + Penalty 1761.813284 = -213681.197166 nChanged 6 SP:Iteration 43Q (2249.799409 sec): 3 clusters Score: Raw -215443.725791 + Penalty 1761.813284 = -213681.912506 nChanged 7 SP:Iteration 44Q (2249.905602 sec): 3 clusters Score: Raw -215444.817274 + Penalty 1761.813284 = -213683.003990 nChanged 4 SP:Iteration 45Q (2250.000572 sec): 3 clusters Score: Raw -215445.506377 + Penalty 1761.813284 = -213683.693093 nChanged 6 SP:Iteration 46Q (2250.116894 sec): 3 clusters Score: Raw -215446.257686 + Penalty 1761.813284 = -213684.444402 nChanged 2 SP:Iteration 47Q (2250.196423 sec): 3 clusters Score: Raw -215446.719495 + Penalty 1761.813284 = -213684.906211 nChanged 2 SP:Iteration 48Q (2250.318746 sec): 3 clusters Score: Raw -215446.972087 + Penalty 1761.813284 = -213685.158803 nChanged 3 SP:Iteration 49Q (2250.412751 sec): 3 clusters Score: Raw -215447.256968 + Penalty 1761.813284 = -213685.443684 nChanged 1 SP:Iteration 50Q (2250.518648 sec): 3 clusters Score: Raw -215447.348710 + Penalty 1761.813284 = -213685.535426 nChanged 0 SP:Iteration 51F (2250.645382 sec): 3 clusters Score: Raw -215447.348710 + Penalty 1761.813284 = -213685.535426 nChanged 0 Trying to split cluster 14 (3290 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2250.705773 sec): 2 clusters Score: Raw -199550.754468 + Penalty 850.357499 = -198700.396969 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2250.812546 sec): 3 clusters Score: Raw -197815.312194 + Penalty 1700.714997 = -196114.597197 nChanged 1369 SP:Iteration 1F (2250.933584 sec): 3 clusters Score: Raw -198617.551303 + Penalty 1700.714997 = -196916.836306 nChanged 266 SP:Iteration 2F (2251.033255 sec): 3 clusters Score: Raw -198757.431857 + Penalty 1700.714997 = -197056.716860 nChanged 177 SP:Iteration 3F (2251.156707 sec): 3 clusters Score: Raw -198839.450608 + Penalty 1700.714997 = -197138.735610 nChanged 135 SP:Iteration 4Q (2251.237792 sec): 3 clusters Score: Raw -198896.769899 + Penalty 1700.714997 = -197196.054902 nChanged 100 SP:Iteration 5Q (2251.346668 sec): 3 clusters Score: Raw -198937.469414 + Penalty 1700.714997 = -197236.754417 nChanged 88 SP:Iteration 6Q (2251.431657 sec): 3 clusters Score: Raw -198972.782640 + Penalty 1700.714997 = -197272.067643 nChanged 76 SP:Iteration 7Q (2251.521351 sec): 3 clusters Score: Raw -199001.980726 + Penalty 1700.714997 = -197301.265728 nChanged 65 SP:Iteration 8Q (2251.614246 sec): 3 clusters Score: Raw -199022.640175 + Penalty 1700.714997 = -197321.925177 nChanged 56 SP:Iteration 9Q (2251.696444 sec): 3 clusters Score: Raw -199042.790760 + Penalty 1700.714997 = -197342.075763 nChanged 48 SP:Iteration 10Q (2251.789638 sec): 3 clusters Score: Raw -199065.354659 + Penalty 1700.714997 = -197364.639662 nChanged 68 SP:Iteration 11Q (2251.894595 sec): 3 clusters Score: Raw -199093.102161 + Penalty 1700.714997 = -197392.387163 nChanged 59 SP:Iteration 12Q (2251.975194 sec): 3 clusters Score: Raw -199115.253460 + Penalty 1700.714997 = -197414.538463 nChanged 50 SP:Iteration 13Q (2252.087102 sec): 3 clusters Score: Raw -199133.233039 + Penalty 1700.714997 = -197432.518042 nChanged 45 SP:Iteration 14Q (2252.171878 sec): 3 clusters Score: Raw -199151.796550 + Penalty 1700.714997 = -197451.081553 nChanged 54 SP:Iteration 15Q (2252.282906 sec): 3 clusters Score: Raw -199177.414742 + Penalty 1700.714997 = -197476.699745 nChanged 63 SP:Iteration 16Q (2252.367454 sec): 3 clusters Score: Raw -199210.925514 + Penalty 1700.714997 = -197510.210516 nChanged 70 SP:Iteration 17Q (2252.441065 sec): 3 clusters Score: Raw -199255.021905 + Penalty 1700.714997 = -197554.306908 nChanged 91 SP:Iteration 18Q (2252.538612 sec): 3 clusters Score: Raw -199319.801810 + Penalty 1700.714997 = -197619.086812 nChanged 94 SP:Iteration 19Q (2252.639477 sec): 3 clusters Score: Raw -199381.506060 + Penalty 1700.714997 = -197680.791062 nChanged 91 SP:Iteration 20F (2252.726868 sec): 3 clusters Score: Raw -199442.869385 + Penalty 1700.714997 = -197742.154388 nChanged 85 SP:Iteration 21Q (2252.839056 sec): 3 clusters Score: Raw -199506.031020 + Penalty 1700.714997 = -197805.316023 nChanged 82 SP:Iteration 22Q (2252.913505 sec): 3 clusters Score: Raw -199567.196172 + Penalty 1700.714997 = -197866.481175 nChanged 86 SP:Iteration 23Q (2252.999269 sec): 3 clusters Score: Raw -199630.539863 + Penalty 1700.714997 = -197929.824865 nChanged 83 SP:Iteration 24Q (2253.110430 sec): 3 clusters Score: Raw -199695.692473 + Penalty 1700.714997 = -197994.977476 nChanged 85 SP:Iteration 25Q (2253.187814 sec): 3 clusters Score: Raw -199769.987878 + Penalty 1700.714997 = -198069.272881 nChanged 76 SP:Iteration 26Q (2253.310163 sec): 3 clusters Score: Raw -199843.406548 + Penalty 1700.714997 = -198142.691551 nChanged 74 SP:Iteration 27Q (2253.387303 sec): 3 clusters Score: Raw -199897.774719 + Penalty 1700.714997 = -198197.059722 nChanged 69 SP:Iteration 28Q (2253.481245 sec): 3 clusters Score: Raw -199952.820811 + Penalty 1700.714997 = -198252.105814 nChanged 69 SP:Iteration 29Q (2253.562956 sec): 3 clusters Score: Raw -200008.307750 + Penalty 1700.714997 = -198307.592753 nChanged 60 SP:Iteration 30Q (2253.643762 sec): 3 clusters Score: Raw -200052.129747 + Penalty 1700.714997 = -198351.414750 nChanged 47 SP:Iteration 31Q (2253.736873 sec): 3 clusters Score: Raw -200083.808848 + Penalty 1700.714997 = -198383.093851 nChanged 32 SP:Iteration 32Q (2253.849841 sec): 3 clusters Score: Raw -200101.559533 + Penalty 1700.714997 = -198400.844535 nChanged 24 SP:Iteration 33Q (2253.933152 sec): 3 clusters Score: Raw -200112.159419 + Penalty 1700.714997 = -198411.444422 nChanged 19 SP:Iteration 34Q (2253.999086 sec): 3 clusters Score: Raw -200119.981374 + Penalty 1700.714997 = -198419.266377 nChanged 13 SP:Iteration 35Q (2254.102162 sec): 3 clusters Score: Raw -200124.827931 + Penalty 1700.714997 = -198424.112934 nChanged 7 SP:Iteration 36Q (2254.169063 sec): 3 clusters Score: Raw -200125.927584 + Penalty 1700.714997 = -198425.212587 nChanged 3 SP:Iteration 37Q (2254.251342 sec): 3 clusters Score: Raw -200126.368680 + Penalty 1700.714997 = -198425.653683 nChanged 3 SP:Iteration 38Q (2254.359277 sec): 3 clusters Score: Raw -200126.839145 + Penalty 1700.714997 = -198426.124148 nChanged 2 SP:Iteration 39Q (2254.424800 sec): 3 clusters Score: Raw -200127.560834 + Penalty 1700.714997 = -198426.845837 nChanged 3 SP:Iteration 40F (2254.504327 sec): 3 clusters Score: Raw -200128.056282 + Penalty 1700.714997 = -198427.341284 nChanged 1 SP:Iteration 41Q (2254.591829 sec): 3 clusters Score: Raw -200128.495121 + Penalty 1700.714997 = -198427.780124 nChanged 3 SP:Iteration 42Q (2254.691891 sec): 3 clusters Score: Raw -200129.207959 + Penalty 1700.714997 = -198428.492962 nChanged 4 SP:Iteration 43Q (2254.756332 sec): 3 clusters Score: Raw -200129.934041 + Penalty 1700.714997 = -198429.219044 nChanged 2 SP:Iteration 44Q (2254.845144 sec): 3 clusters Score: Raw -200130.124618 + Penalty 1700.714997 = -198429.409621 nChanged 0 SP:Iteration 45F (2254.939502 sec): 3 clusters Score: Raw -200130.124618 + Penalty 1700.714997 = -198429.409621 nChanged 0 Trying to split cluster 15 (1299 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2254.967798 sec): 2 clusters Score: Raw -64764.346817 + Penalty 752.781752 = -64011.565066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2255.062470 sec): 3 clusters Score: Raw -64220.654393 + Penalty 1505.563504 = -62715.090889 nChanged 482 SP:Iteration 1F (2255.143156 sec): 3 clusters Score: Raw -64704.537073 + Penalty 1505.563504 = -63198.973569 nChanged 127 SP:Iteration 2F (2255.226413 sec): 3 clusters Score: Raw -64918.273039 + Penalty 1505.563504 = -63412.709535 nChanged 94 SP:Iteration 3F (2255.303595 sec): 3 clusters Score: Raw -65054.919689 + Penalty 1505.563504 = -63549.356186 nChanged 73 SP:Iteration 4F (2255.390847 sec): 3 clusters Score: Raw -65149.818121 + Penalty 1505.563504 = -63644.254617 nChanged 53 SP:Iteration 5Q (2255.464199 sec): 3 clusters Score: Raw -65210.611259 + Penalty 1505.563504 = -63705.047756 nChanged 40 SP:Iteration 6Q (2255.542202 sec): 3 clusters Score: Raw -65253.121790 + Penalty 1505.563504 = -63747.558287 nChanged 32 SP:Iteration 7Q (2255.633443 sec): 3 clusters Score: Raw -65277.856193 + Penalty 1505.563504 = -63772.292690 nChanged 22 SP:Iteration 8Q (2255.688216 sec): 3 clusters Score: Raw -65293.991256 + Penalty 1505.563504 = -63788.427752 nChanged 21 SP:Iteration 9Q (2255.764901 sec): 3 clusters Score: Raw -65312.357274 + Penalty 1505.563504 = -63806.793771 nChanged 17 SP:Iteration 10Q (2255.850124 sec): 3 clusters Score: Raw -65322.963624 + Penalty 1505.563504 = -63817.400120 nChanged 7 SP:Iteration 11Q (2255.929455 sec): 3 clusters Score: Raw -65329.356529 + Penalty 1505.563504 = -63823.793026 nChanged 10 SP:Iteration 12Q (2256.013725 sec): 3 clusters Score: Raw -65337.012871 + Penalty 1505.563504 = -63831.449368 nChanged 10 SP:Iteration 13Q (2256.104657 sec): 3 clusters Score: Raw -65344.889432 + Penalty 1505.563504 = -63839.325928 nChanged 9 SP:Iteration 14Q (2256.167299 sec): 3 clusters Score: Raw -65353.041329 + Penalty 1505.563504 = -63847.477826 nChanged 5 SP:Iteration 15Q (2256.253007 sec): 3 clusters Score: Raw -65356.745645 + Penalty 1505.563504 = -63851.182142 nChanged 7 SP:Iteration 16Q (2256.339016 sec): 3 clusters Score: Raw -65361.028615 + Penalty 1505.563504 = -63855.465112 nChanged 8 SP:Iteration 17Q (2256.425550 sec): 3 clusters Score: Raw -65367.895948 + Penalty 1505.563504 = -63862.332444 nChanged 11 SP:Iteration 18Q (2256.493111 sec): 3 clusters Score: Raw -65377.592808 + Penalty 1505.563504 = -63872.029304 nChanged 12 SP:Iteration 19Q (2256.566659 sec): 3 clusters Score: Raw -65387.319584 + Penalty 1505.563504 = -63881.756080 nChanged 11 SP:Iteration 20F (2256.648562 sec): 3 clusters Score: Raw -65395.553086 + Penalty 1505.563504 = -63889.989582 nChanged 8 SP:Iteration 21Q (2256.743740 sec): 3 clusters Score: Raw -65398.995257 + Penalty 1505.563504 = -63893.431754 nChanged 3 SP:Iteration 22Q (2256.814795 sec): 3 clusters Score: Raw -65400.912222 + Penalty 1505.563504 = -63895.348719 nChanged 3 SP:Iteration 23Q (2256.887386 sec): 3 clusters Score: Raw -65402.911345 + Penalty 1505.563504 = -63897.347841 nChanged 3 SP:Iteration 24Q (2256.968474 sec): 3 clusters Score: Raw -65404.720609 + Penalty 1505.563504 = -63899.157105 nChanged 0 SP:Iteration 25F (2257.051747 sec): 3 clusters Score: Raw -65404.720609 + Penalty 1505.563504 = -63899.157105 nChanged 0 Trying to split cluster 16 (3016 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2257.126720 sec): 2 clusters Score: Raw -141750.735673 + Penalty 841.227107 = -140909.508567 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2257.214214 sec): 3 clusters Score: Raw -140226.189537 + Penalty 1682.454213 = -138543.735324 nChanged 1188 SP:Iteration 1F (2257.312368 sec): 3 clusters Score: Raw -141045.736566 + Penalty 1682.454213 = -139363.282353 nChanged 316 SP:Iteration 2F (2257.403466 sec): 3 clusters Score: Raw -141382.188558 + Penalty 1682.454213 = -139699.734345 nChanged 240 SP:Iteration 3F (2257.490707 sec): 3 clusters Score: Raw -141618.337391 + Penalty 1682.454213 = -139935.883178 nChanged 171 SP:Iteration 4F (2257.566646 sec): 3 clusters Score: Raw -141751.618184 + Penalty 1682.454213 = -140069.163971 nChanged 129 SP:Iteration 5Q (2257.654791 sec): 3 clusters Score: Raw -141842.400789 + Penalty 1682.454213 = -140159.946576 nChanged 101 SP:Iteration 6Q (2257.737564 sec): 3 clusters Score: Raw -141899.850608 + Penalty 1682.454213 = -140217.396395 nChanged 96 SP:Iteration 7Q (2257.836115 sec): 3 clusters Score: Raw -141946.264535 + Penalty 1682.454213 = -140263.810322 nChanged 83 SP:Iteration 8Q (2257.914863 sec): 3 clusters Score: Raw -141993.597672 + Penalty 1682.454213 = -140311.143459 nChanged 70 SP:Iteration 9Q (2258.012016 sec): 3 clusters Score: Raw -142033.367206 + Penalty 1682.454213 = -140350.912993 nChanged 66 SP:Iteration 10Q (2258.092379 sec): 3 clusters Score: Raw -142075.043179 + Penalty 1682.454213 = -140392.588966 nChanged 71 SP:Iteration 11Q (2258.199497 sec): 3 clusters Score: Raw -142121.154471 + Penalty 1682.454213 = -140438.700257 nChanged 67 SP:Iteration 12Q (2258.284737 sec): 3 clusters Score: Raw -142157.736997 + Penalty 1682.454213 = -140475.282784 nChanged 43 SP:Iteration 13Q (2258.420008 sec): 3 clusters Score: Raw -142180.407542 + Penalty 1682.454213 = -140497.953329 nChanged 35 SP:Iteration 14Q (2258.485380 sec): 3 clusters Score: Raw -142194.009797 + Penalty 1682.454213 = -140511.555584 nChanged 26 SP:Iteration 15Q (2258.580653 sec): 3 clusters Score: Raw -142201.034754 + Penalty 1682.454213 = -140518.580540 nChanged 16 SP:Iteration 16Q (2258.675922 sec): 3 clusters Score: Raw -142207.842018 + Penalty 1682.454213 = -140525.387805 nChanged 21 SP:Iteration 17Q (2258.775756 sec): 3 clusters Score: Raw -142214.073105 + Penalty 1682.454213 = -140531.618892 nChanged 10 SP:Iteration 18Q (2258.874539 sec): 3 clusters Score: Raw -142216.707044 + Penalty 1682.454213 = -140534.252831 nChanged 13 SP:Iteration 19Q (2258.972484 sec): 3 clusters Score: Raw -142221.487133 + Penalty 1682.454213 = -140539.032920 nChanged 12 SP:Iteration 20F (2259.067984 sec): 3 clusters Score: Raw -142226.126661 + Penalty 1682.454213 = -140543.672448 nChanged 13 SP:Iteration 21Q (2259.160540 sec): 3 clusters Score: Raw -142231.099634 + Penalty 1682.454213 = -140548.645421 nChanged 9 SP:Iteration 22Q (2259.266378 sec): 3 clusters Score: Raw -142234.908759 + Penalty 1682.454213 = -140552.454546 nChanged 14 SP:Iteration 23Q (2259.337109 sec): 3 clusters Score: Raw -142240.174583 + Penalty 1682.454213 = -140557.720369 nChanged 13 SP:Iteration 24Q (2259.426131 sec): 3 clusters Score: Raw -142244.149970 + Penalty 1682.454213 = -140561.695756 nChanged 13 SP:Iteration 25Q (2259.516867 sec): 3 clusters Score: Raw -142249.179638 + Penalty 1682.454213 = -140566.725425 nChanged 14 SP:Iteration 26Q (2259.618755 sec): 3 clusters Score: Raw -142253.807835 + Penalty 1682.454213 = -140571.353622 nChanged 10 SP:Iteration 27Q (2259.723939 sec): 3 clusters Score: Raw -142255.781953 + Penalty 1682.454213 = -140573.327740 nChanged 6 SP:Iteration 28Q (2259.815918 sec): 3 clusters Score: Raw -142256.502209 + Penalty 1682.454213 = -140574.047996 nChanged 1 SP:Iteration 29Q (2259.907990 sec): 3 clusters Score: Raw -142256.638601 + Penalty 1682.454213 = -140574.184388 nChanged 0 SP:Iteration 30F (2259.999492 sec): 3 clusters Score: Raw -142256.638601 + Penalty 1682.454213 = -140574.184388 nChanged 0 Trying to split cluster 17 (889 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2260.057401 sec): 2 clusters Score: Raw -34220.144646 + Penalty 712.960210 = -33507.184437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2260.116216 sec): 3 clusters Score: Raw -33987.171799 + Penalty 1425.920419 = -32561.251379 nChanged 297 SP:Iteration 1F (2260.192095 sec): 3 clusters Score: Raw -34278.782621 + Penalty 1425.920419 = -32852.862201 nChanged 75 SP:Iteration 2F (2260.265983 sec): 3 clusters Score: Raw -34360.836737 + Penalty 1425.920419 = -32934.916318 nChanged 42 SP:Iteration 3Q (2260.325117 sec): 3 clusters Score: Raw -34397.109576 + Penalty 1425.920419 = -32971.189157 nChanged 26 SP:Iteration 4Q (2260.426134 sec): 3 clusters Score: Raw -34427.702902 + Penalty 1425.920419 = -33001.782483 nChanged 20 SP:Iteration 5Q (2260.517660 sec): 3 clusters Score: Raw -34459.541005 + Penalty 1425.920419 = -33033.620586 nChanged 18 SP:Iteration 6Q (2260.603346 sec): 3 clusters Score: Raw -34481.546858 + Penalty 1425.920419 = -33055.626439 nChanged 12 SP:Iteration 7Q (2260.673195 sec): 3 clusters Score: Raw -34493.334695 + Penalty 1425.920419 = -33067.414276 nChanged 10 SP:Iteration 8Q (2260.774823 sec): 3 clusters Score: Raw -34503.269904 + Penalty 1425.920419 = -33077.349485 nChanged 10 SP:Iteration 9Q (2260.855231 sec): 3 clusters Score: Raw -34510.046386 + Penalty 1425.920419 = -33084.125966 nChanged 7 SP:Iteration 10Q (2260.931092 sec): 3 clusters Score: Raw -34515.764389 + Penalty 1425.920419 = -33089.843970 nChanged 9 SP:Iteration 11Q (2261.005645 sec): 3 clusters Score: Raw -34520.646046 + Penalty 1425.920419 = -33094.725626 nChanged 4 SP:Iteration 12Q (2261.115575 sec): 3 clusters Score: Raw -34527.015142 + Penalty 1425.920419 = -33101.094723 nChanged 5 SP:Iteration 13Q (2261.220464 sec): 3 clusters Score: Raw -34533.283394 + Penalty 1425.920419 = -33107.362974 nChanged 6 SP:Iteration 14Q (2261.309344 sec): 3 clusters Score: Raw -34537.907801 + Penalty 1425.920419 = -33111.987381 nChanged 3 SP:Iteration 15Q (2261.398360 sec): 3 clusters Score: Raw -34540.125253 + Penalty 1425.920419 = -33114.204833 nChanged 4 SP:Iteration 16Q (2261.484933 sec): 3 clusters Score: Raw -34543.604321 + Penalty 1425.920419 = -33117.683901 nChanged 4 SP:Iteration 17Q (2261.561512 sec): 3 clusters Score: Raw -34546.545854 + Penalty 1425.920419 = -33120.625435 nChanged 4 SP:Iteration 18Q (2261.638593 sec): 3 clusters Score: Raw -34548.890630 + Penalty 1425.920419 = -33122.970210 nChanged 5 SP:Iteration 19Q (2261.723744 sec): 3 clusters Score: Raw -34552.895569 + Penalty 1425.920419 = -33126.975149 nChanged 5 SP:Iteration 20F (2261.798633 sec): 3 clusters Score: Raw -34556.987569 + Penalty 1425.920419 = -33131.067149 nChanged 8 SP:Iteration 21Q (2261.901998 sec): 3 clusters Score: Raw -34564.515081 + Penalty 1425.920419 = -33138.594661 nChanged 10 SP:Iteration 22Q (2261.997336 sec): 3 clusters Score: Raw -34577.658692 + Penalty 1425.920419 = -33151.738273 nChanged 11 SP:Iteration 23Q (2262.074560 sec): 3 clusters Score: Raw -34590.833224 + Penalty 1425.920419 = -33164.912804 nChanged 14 SP:Iteration 24Q (2262.180404 sec): 3 clusters Score: Raw -34604.635963 + Penalty 1425.920419 = -33178.715544 nChanged 14 SP:Iteration 25Q (2262.253627 sec): 3 clusters Score: Raw -34621.182107 + Penalty 1425.920419 = -33195.261687 nChanged 14 SP:Iteration 26Q (2262.358126 sec): 3 clusters Score: Raw -34640.138007 + Penalty 1425.920419 = -33214.217588 nChanged 10 SP:Iteration 27Q (2262.430615 sec): 3 clusters Score: Raw -34655.517026 + Penalty 1425.920419 = -33229.596606 nChanged 12 SP:Iteration 28Q (2262.522746 sec): 3 clusters Score: Raw -34678.124634 + Penalty 1425.920419 = -33252.204215 nChanged 5 SP:Iteration 29Q (2262.611824 sec): 3 clusters Score: Raw -34683.029191 + Penalty 1425.920419 = -33257.108772 nChanged 9 SP:Iteration 30Q (2262.701454 sec): 3 clusters Score: Raw -34691.570011 + Penalty 1425.920419 = -33265.649591 nChanged 6 SP:Iteration 31Q (2262.782838 sec): 3 clusters Score: Raw -34699.540011 + Penalty 1425.920419 = -33273.619591 nChanged 4 SP:Iteration 32Q (2262.861866 sec): 3 clusters Score: Raw -34705.435486 + Penalty 1425.920419 = -33279.515066 nChanged 4 SP:Iteration 33Q (2262.950439 sec): 3 clusters Score: Raw -34709.146853 + Penalty 1425.920419 = -33283.226433 nChanged 3 SP:Iteration 34Q (2263.029483 sec): 3 clusters Score: Raw -34714.469931 + Penalty 1425.920419 = -33288.549512 nChanged 9 SP:Iteration 35Q (2263.110103 sec): 3 clusters Score: Raw -34726.630151 + Penalty 1425.920419 = -33300.709731 nChanged 6 SP:Iteration 36Q (2263.180269 sec): 3 clusters Score: Raw -34731.345861 + Penalty 1425.920419 = -33305.425442 nChanged 3 SP:Iteration 37Q (2263.255159 sec): 3 clusters Score: Raw -34737.992299 + Penalty 1425.920419 = -33312.071879 nChanged 4 SP:Iteration 38Q (2263.345833 sec): 3 clusters Score: Raw -34741.066261 + Penalty 1425.920419 = -33315.145842 nChanged 2 SP:Iteration 39Q (2263.439946 sec): 3 clusters Score: Raw -34742.589255 + Penalty 1425.920419 = -33316.668836 nChanged 1 SP:Iteration 40F (2263.525188 sec): 3 clusters Score: Raw -34743.451397 + Penalty 1425.920419 = -33317.530978 nChanged 2 SP:Iteration 41Q (2263.604336 sec): 3 clusters Score: Raw -34759.455268 + Penalty 1425.920419 = -33333.534848 nChanged 2 SP:Iteration 42Q (2263.677812 sec): 3 clusters Score: Raw -34761.940776 + Penalty 1425.920419 = -33336.020357 nChanged 3 SP:Iteration 43Q (2263.751050 sec): 3 clusters Score: Raw -34764.705444 + Penalty 1425.920419 = -33338.785024 nChanged 2 SP:Iteration 44Q (2263.831622 sec): 3 clusters Score: Raw -34765.953877 + Penalty 1425.920419 = -33340.033457 nChanged 1 SP:Iteration 45Q (2263.925381 sec): 3 clusters Score: Raw -34766.160194 + Penalty 1425.920419 = -33340.239774 nChanged 0 SP:Iteration 46F (2263.995145 sec): 3 clusters Score: Raw -34766.160194 + Penalty 1425.920419 = -33340.239774 nChanged 0 Trying to split cluster 18 (10345 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2264.055453 sec): 2 clusters Score: Raw -619472.708519 + Penalty 970.647152 = -618502.061367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2264.164742 sec): 3 clusters Score: Raw -613291.469081 + Penalty 1941.294304 = -611350.174777 nChanged 4720 SP:Iteration 1F (2264.241881 sec): 3 clusters Score: Raw -616049.004412 + Penalty 1941.294304 = -614107.710108 nChanged 662 SP:Iteration 2F (2264.341368 sec): 3 clusters Score: Raw -616380.458352 + Penalty 1941.294304 = -614439.164048 nChanged 650 SP:Iteration 3F (2264.434286 sec): 3 clusters Score: Raw -616704.334917 + Penalty 1941.294304 = -614763.040613 nChanged 585 SP:Iteration 4F (2264.537402 sec): 3 clusters Score: Raw -617003.745430 + Penalty 1941.294304 = -615062.451126 nChanged 567 SP:Iteration 5F (2264.627576 sec): 3 clusters Score: Raw -617305.594607 + Penalty 1941.294304 = -615364.300303 nChanged 516 SP:Iteration 6Q (2264.697404 sec): 3 clusters Score: Raw -617559.313596 + Penalty 1941.294304 = -615618.019292 nChanged 407 SP:Iteration 7Q (2264.783972 sec): 3 clusters Score: Raw -617759.963614 + Penalty 1941.294304 = -615818.669310 nChanged 373 SP:Iteration 8Q (2264.896573 sec): 3 clusters Score: Raw -617955.582756 + Penalty 1941.294304 = -616014.288452 nChanged 340 SP:Iteration 9Q (2264.975231 sec): 3 clusters Score: Raw -618139.763350 + Penalty 1941.294304 = -616198.469047 nChanged 325 SP:Iteration 10Q (2265.083384 sec): 3 clusters Score: Raw -618336.399284 + Penalty 1941.294304 = -616395.104980 nChanged 291 SP:Iteration 11Q (2265.170048 sec): 3 clusters Score: Raw -618517.278955 + Penalty 1941.294304 = -616575.984651 nChanged 252 SP:Iteration 12Q (2265.270612 sec): 3 clusters Score: Raw -618654.052055 + Penalty 1941.294304 = -616712.757751 nChanged 207 SP:Iteration 13Q (2265.350786 sec): 3 clusters Score: Raw -618772.393944 + Penalty 1941.294304 = -616831.099640 nChanged 184 SP:Iteration 14Q (2265.458101 sec): 3 clusters Score: Raw -618866.219005 + Penalty 1941.294304 = -616924.924701 nChanged 164 SP:Iteration 15Q (2265.540601 sec): 3 clusters Score: Raw -618956.622910 + Penalty 1941.294304 = -617015.328606 nChanged 136 SP:Iteration 16Q (2265.635582 sec): 3 clusters Score: Raw -619017.861831 + Penalty 1941.294304 = -617076.567528 nChanged 115 SP:Iteration 17Q (2265.726053 sec): 3 clusters Score: Raw -619069.820668 + Penalty 1941.294304 = -617128.526364 nChanged 104 SP:Iteration 18Q (2265.821800 sec): 3 clusters Score: Raw -619111.838912 + Penalty 1941.294304 = -617170.544608 nChanged 94 SP:Iteration 19Q (2265.931581 sec): 3 clusters Score: Raw -619148.202424 + Penalty 1941.294304 = -617206.908120 nChanged 100 SP:Iteration 20F (2266.013843 sec): 3 clusters Score: Raw -619187.696200 + Penalty 1941.294304 = -617246.401896 nChanged 102 SP:Iteration 21Q (2266.100321 sec): 3 clusters Score: Raw -619234.035887 + Penalty 1941.294304 = -617292.741583 nChanged 94 SP:Iteration 22Q (2266.188914 sec): 3 clusters Score: Raw -619276.968404 + Penalty 1941.294304 = -617335.674100 nChanged 106 SP:Iteration 23Q (2266.276614 sec): 3 clusters Score: Raw -619337.845400 + Penalty 1941.294304 = -617396.551096 nChanged 104 SP:Iteration 24Q (2266.362940 sec): 3 clusters Score: Raw -619393.948010 + Penalty 1941.294304 = -617452.653706 nChanged 76 SP:Iteration 25Q (2266.458662 sec): 3 clusters Score: Raw -619432.119300 + Penalty 1941.294304 = -617490.824996 nChanged 64 SP:Iteration 26Q (2266.562769 sec): 3 clusters Score: Raw -619462.122694 + Penalty 1941.294304 = -617520.828390 nChanged 54 SP:Iteration 27Q (2266.671339 sec): 3 clusters Score: Raw -619490.631128 + Penalty 1941.294304 = -617549.336824 nChanged 53 SP:Iteration 28Q (2266.782229 sec): 3 clusters Score: Raw -619516.886978 + Penalty 1941.294304 = -617575.592674 nChanged 44 SP:Iteration 29Q (2266.896805 sec): 3 clusters Score: Raw -619540.828310 + Penalty 1941.294304 = -617599.534006 nChanged 42 SP:Iteration 30Q (2267.023688 sec): 3 clusters Score: Raw -619567.032662 + Penalty 1941.294304 = -617625.738358 nChanged 36 SP:Iteration 31Q (2267.130015 sec): 3 clusters Score: Raw -619591.830464 + Penalty 1941.294304 = -617650.536160 nChanged 20 SP:Iteration 32Q (2267.227134 sec): 3 clusters Score: Raw -619601.251374 + Penalty 1941.294304 = -617659.957071 nChanged 13 SP:Iteration 33Q (2267.329149 sec): 3 clusters Score: Raw -619608.521412 + Penalty 1941.294304 = -617667.227108 nChanged 12 SP:Iteration 34Q (2267.448317 sec): 3 clusters Score: Raw -619613.216753 + Penalty 1941.294304 = -617671.922449 nChanged 13 SP:Iteration 35Q (2267.584519 sec): 3 clusters Score: Raw -619617.216812 + Penalty 1941.294304 = -617675.922508 nChanged 3 SP:Iteration 36Q (2267.711341 sec): 3 clusters Score: Raw -619619.004946 + Penalty 1941.294304 = -617677.710642 nChanged 2 SP:Iteration 37Q (2267.795799 sec): 3 clusters Score: Raw -619619.600722 + Penalty 1941.294304 = -617678.306418 nChanged 1 SP:Iteration 38Q (2267.914495 sec): 3 clusters Score: Raw -619620.628999 + Penalty 1941.294304 = -617679.334695 nChanged 3 SP:Iteration 39Q (2268.018673 sec): 3 clusters Score: Raw -619622.005220 + Penalty 1941.294304 = -617680.710916 nChanged 2 SP:Iteration 40F (2268.140955 sec): 3 clusters Score: Raw -619622.689290 + Penalty 1941.294304 = -617681.394986 nChanged 2 SP:Iteration 41Q (2268.234437 sec): 3 clusters Score: Raw -619623.341991 + Penalty 1941.294304 = -617682.047687 nChanged 2 SP:Iteration 42Q (2268.378486 sec): 3 clusters Score: Raw -619624.803228 + Penalty 1941.294304 = -617683.508925 nChanged 4 SP:Iteration 43Q (2268.485292 sec): 3 clusters Score: Raw -619626.561082 + Penalty 1941.294304 = -617685.266778 nChanged 2 SP:Iteration 44Q (2268.591509 sec): 3 clusters Score: Raw -619627.130123 + Penalty 1941.294304 = -617685.835819 nChanged 2 SP:Iteration 45Q (2268.710998 sec): 3 clusters Score: Raw -619628.486547 + Penalty 1941.294304 = -617687.192243 nChanged 2 SP:Iteration 46Q (2268.853613 sec): 3 clusters Score: Raw -619630.662146 + Penalty 1941.294304 = -617689.367843 nChanged 1 SP:Iteration 47Q (2268.985791 sec): 3 clusters Score: Raw -619631.657096 + Penalty 1941.294304 = -617690.362792 nChanged 1 SP:Iteration 48Q (2269.072886 sec): 3 clusters Score: Raw -619633.473341 + Penalty 1941.294304 = -617692.179037 nChanged 5 SP:Iteration 49Q (2269.184980 sec): 3 clusters Score: Raw -619637.635079 + Penalty 1941.294304 = -617696.340775 nChanged 4 SP:Iteration 50Q (2269.295744 sec): 3 clusters Score: Raw -619639.500956 + Penalty 1941.294304 = -617698.206652 nChanged 4 SP:Iteration 51Q (2269.409885 sec): 3 clusters Score: Raw -619641.326766 + Penalty 1941.294304 = -617700.032462 nChanged 6 SP:Iteration 52Q (2269.528533 sec): 3 clusters Score: Raw -619643.809840 + Penalty 1941.294304 = -617702.515536 nChanged 5 SP:Iteration 53Q (2269.602068 sec): 3 clusters Score: Raw -619646.343129 + Penalty 1941.294304 = -617705.048825 nChanged 6 SP:Iteration 54Q (2269.703555 sec): 3 clusters Score: Raw -619649.524920 + Penalty 1941.294304 = -617708.230616 nChanged 8 SP:Iteration 55Q (2269.797106 sec): 3 clusters Score: Raw -619653.442145 + Penalty 1941.294304 = -617712.147841 nChanged 6 SP:Iteration 56Q (2269.893070 sec): 3 clusters Score: Raw -619657.275318 + Penalty 1941.294304 = -617715.981014 nChanged 1 SP:Iteration 57Q (2269.996130 sec): 3 clusters Score: Raw -619657.602340 + Penalty 1941.294304 = -617716.308036 nChanged 1 SP:Iteration 58Q (2270.085228 sec): 3 clusters Score: Raw -619657.735986 + Penalty 1941.294304 = -617716.441682 nChanged 1 SP:Iteration 59Q (2270.185436 sec): 3 clusters Score: Raw -619658.869761 + Penalty 1941.294304 = -617717.575457 nChanged 1 SP:Iteration 60F (2270.291383 sec): 3 clusters Score: Raw -619660.062055 + Penalty 1941.294304 = -617718.767751 nChanged 4 SP:Iteration 61Q (2270.389135 sec): 3 clusters Score: Raw -619661.226006 + Penalty 1941.294304 = -617719.931702 nChanged 2 SP:Iteration 62Q (2270.500185 sec): 3 clusters Score: Raw -619662.068224 + Penalty 1941.294304 = -617720.773920 nChanged 2 SP:Iteration 63Q (2270.596321 sec): 3 clusters Score: Raw -619662.875235 + Penalty 1941.294304 = -617721.580931 nChanged 0 SP:Iteration 64F (2270.694654 sec): 3 clusters Score: Raw -619662.875235 + Penalty 1941.294304 = -617721.580931 nChanged 0 Trying to split cluster 19 (10122 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2270.765987 sec): 2 clusters Score: Raw -611247.261633 + Penalty 968.358988 = -610278.902646 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2270.860652 sec): 3 clusters Score: Raw -605375.657149 + Penalty 1936.717976 = -603438.939173 nChanged 4447 SP:Iteration 1F (2270.960483 sec): 3 clusters Score: Raw -607766.783315 + Penalty 1936.717976 = -605830.065339 nChanged 624 SP:Iteration 2F (2271.059827 sec): 3 clusters Score: Raw -608058.237122 + Penalty 1936.717976 = -606121.519146 nChanged 583 SP:Iteration 3F (2271.167182 sec): 3 clusters Score: Raw -608320.171724 + Penalty 1936.717976 = -606383.453748 nChanged 552 SP:Iteration 4F (2271.267443 sec): 3 clusters Score: Raw -608581.436618 + Penalty 1936.717976 = -606644.718643 nChanged 573 SP:Iteration 5F (2271.368265 sec): 3 clusters Score: Raw -608880.531674 + Penalty 1936.717976 = -606943.813698 nChanged 569 SP:Iteration 6F (2271.499071 sec): 3 clusters Score: Raw -609190.733833 + Penalty 1936.717976 = -607254.015857 nChanged 540 SP:Iteration 7F (2271.604646 sec): 3 clusters Score: Raw -609511.977939 + Penalty 1936.717976 = -607575.259963 nChanged 462 SP:Iteration 8Q (2271.721919 sec): 3 clusters Score: Raw -609791.278267 + Penalty 1936.717976 = -607854.560291 nChanged 377 SP:Iteration 9Q (2271.828984 sec): 3 clusters Score: Raw -610011.328852 + Penalty 1936.717976 = -608074.610876 nChanged 368 SP:Iteration 10Q (2271.929610 sec): 3 clusters Score: Raw -610233.950721 + Penalty 1936.717976 = -608297.232745 nChanged 300 SP:Iteration 11Q (2272.012786 sec): 3 clusters Score: Raw -610400.128172 + Penalty 1936.717976 = -608463.410196 nChanged 236 SP:Iteration 12Q (2272.109381 sec): 3 clusters Score: Raw -610528.820297 + Penalty 1936.717976 = -608592.102321 nChanged 217 SP:Iteration 13Q (2272.201469 sec): 3 clusters Score: Raw -610660.878789 + Penalty 1936.717976 = -608724.160813 nChanged 208 SP:Iteration 14Q (2272.310204 sec): 3 clusters Score: Raw -610791.486530 + Penalty 1936.717976 = -608854.768554 nChanged 168 SP:Iteration 15Q (2272.386829 sec): 3 clusters Score: Raw -610889.311044 + Penalty 1936.717976 = -608952.593069 nChanged 136 SP:Iteration 16Q (2272.496165 sec): 3 clusters Score: Raw -610961.310445 + Penalty 1936.717976 = -609024.592469 nChanged 104 SP:Iteration 17Q (2272.580474 sec): 3 clusters Score: Raw -611007.847409 + Penalty 1936.717976 = -609071.129433 nChanged 87 SP:Iteration 18Q (2272.668418 sec): 3 clusters Score: Raw -611056.383969 + Penalty 1936.717976 = -609119.665993 nChanged 92 SP:Iteration 19Q (2272.778085 sec): 3 clusters Score: Raw -611110.510350 + Penalty 1936.717976 = -609173.792374 nChanged 87 SP:Iteration 20F (2272.879178 sec): 3 clusters Score: Raw -611176.083086 + Penalty 1936.717976 = -609239.365110 nChanged 77 SP:Iteration 21Q (2272.967331 sec): 3 clusters Score: Raw -611231.255421 + Penalty 1936.717976 = -609294.537445 nChanged 61 SP:Iteration 22Q (2273.040526 sec): 3 clusters Score: Raw -611268.163534 + Penalty 1936.717976 = -609331.445558 nChanged 53 SP:Iteration 23Q (2273.146510 sec): 3 clusters Score: Raw -611298.363755 + Penalty 1936.717976 = -609361.645779 nChanged 41 SP:Iteration 24Q (2273.233473 sec): 3 clusters Score: Raw -611319.245585 + Penalty 1936.717976 = -609382.527610 nChanged 32 SP:Iteration 25Q (2273.321058 sec): 3 clusters Score: Raw -611335.571250 + Penalty 1936.717976 = -609398.853274 nChanged 24 SP:Iteration 26Q (2273.412765 sec): 3 clusters Score: Raw -611349.709439 + Penalty 1936.717976 = -609412.991463 nChanged 21 SP:Iteration 27Q (2273.497706 sec): 3 clusters Score: Raw -611359.817984 + Penalty 1936.717976 = -609423.100008 nChanged 21 SP:Iteration 28Q (2273.596813 sec): 3 clusters Score: Raw -611371.731067 + Penalty 1936.717976 = -609435.013091 nChanged 18 SP:Iteration 29Q (2273.671665 sec): 3 clusters Score: Raw -611381.154703 + Penalty 1936.717976 = -609444.436727 nChanged 17 SP:Iteration 30Q (2273.775490 sec): 3 clusters Score: Raw -611389.565222 + Penalty 1936.717976 = -609452.847246 nChanged 16 SP:Iteration 31Q (2273.857156 sec): 3 clusters Score: Raw -611398.261250 + Penalty 1936.717976 = -609461.543274 nChanged 15 SP:Iteration 32Q (2273.962072 sec): 3 clusters Score: Raw -611405.078276 + Penalty 1936.717976 = -609468.360300 nChanged 5 SP:Iteration 33Q (2274.037907 sec): 3 clusters Score: Raw -611408.552196 + Penalty 1936.717976 = -609471.834220 nChanged 6 SP:Iteration 34Q (2274.131194 sec): 3 clusters Score: Raw -611410.755034 + Penalty 1936.717976 = -609474.037058 nChanged 4 SP:Iteration 35Q (2274.211616 sec): 3 clusters Score: Raw -611412.581330 + Penalty 1936.717976 = -609475.863354 nChanged 3 SP:Iteration 36Q (2274.301594 sec): 3 clusters Score: Raw -611414.203789 + Penalty 1936.717976 = -609477.485814 nChanged 3 SP:Iteration 37Q (2274.401899 sec): 3 clusters Score: Raw -611415.496454 + Penalty 1936.717976 = -609478.778478 nChanged 1 SP:Iteration 38Q (2274.511254 sec): 3 clusters Score: Raw -611415.647212 + Penalty 1936.717976 = -609478.929236 nChanged 0 SP:Iteration 39F (2274.597487 sec): 3 clusters Score: Raw -611415.647212 + Penalty 1936.717976 = -609478.929236 nChanged 0 Iteration 219Q (2275.980464 sec): 20 clusters Score: Raw -4226745.548887 + Penalty 22471.659320 = -4204273.889567 nChanged 13 Iteration 220F (2277.825575 sec): 20 clusters Score: Raw -4226748.048591 + Penalty 22471.659320 = -4204276.389271 nChanged 7 Iteration 221Q (2279.284408 sec): 20 clusters Score: Raw -4226748.619108 + Penalty 22471.659320 = -4204276.959788 nChanged 4 Iteration 222Q (2280.555358 sec): 20 clusters Score: Raw -4226748.909323 + Penalty 22471.659320 = -4204277.250002 nChanged 4 Iteration 223Q (2281.823396 sec): 20 clusters Score: Raw -4226749.062162 + Penalty 22471.659320 = -4204277.402842 nChanged 4 Iteration 224Q (2283.069037 sec): 20 clusters Score: Raw -4226749.189104 + Penalty 22471.659320 = -4204277.529784 nChanged 5 Iteration 225Q (2284.299941 sec): 20 clusters Score: Raw -4226749.453886 + Penalty 22471.659320 = -4204277.794566 nChanged 5 Iteration 226Q (2285.622801 sec): 20 clusters Score: Raw -4226749.758752 + Penalty 22471.659320 = -4204278.099432 nChanged 6 Iteration 227Q (2287.032945 sec): 20 clusters Score: Raw -4226750.139818 + Penalty 22471.659320 = -4204278.480497 nChanged 5 Iteration 228Q (2288.529015 sec): 20 clusters Score: Raw -4226750.446409 + Penalty 22471.659320 = -4204278.787089 nChanged 6 Iteration 229Q (2289.896387 sec): 20 clusters Score: Raw -4226750.708298 + Penalty 22471.659320 = -4204279.048977 nChanged 2 Iteration 230Q (2291.157395 sec): 20 clusters Score: Raw -4226750.775210 + Penalty 22471.659320 = -4204279.115890 nChanged 1 Iteration 231Q (2292.448476 sec): 20 clusters Score: Raw -4226750.831035 + Penalty 22471.659320 = -4204279.171715 nChanged 1 Iteration 232Q (2293.665788 sec): 20 clusters Score: Raw -4226750.882531 + Penalty 22471.659320 = -4204279.223211 nChanged 1 Iteration 233Q (2294.954638 sec): 20 clusters Score: Raw -4226750.913329 + Penalty 22471.659320 = -4204279.254009 nChanged 1 Iteration 234Q (2296.366267 sec): 20 clusters Score: Raw -4226750.952249 + Penalty 22471.659320 = -4204279.292929 nChanged 0 Iteration 235F (2298.363236 sec): 20 clusters Score: Raw -4226750.952249 + Penalty 22471.659320 = -4204279.292929 nChanged 0 Compute initial score before splitting: Score: Raw -4226750.952249 + Penalty 22471.659320 = -4204279.292929 Trying to split cluster 1 (1878 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2298.470313 sec): 2 clusters Score: Raw -109649.537878 + Penalty 791.486079 = -108858.051799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2298.627592 sec): 3 clusters Score: Raw -108820.959393 + Penalty 1582.972159 = -107237.987234 nChanged 692 SP:Iteration 1F (2298.713033 sec): 3 clusters Score: Raw -109317.847519 + Penalty 1582.972159 = -107734.875360 nChanged 163 SP:Iteration 2F (2298.815547 sec): 3 clusters Score: Raw -109471.316412 + Penalty 1582.972159 = -107888.344254 nChanged 138 SP:Iteration 3F (2298.922691 sec): 3 clusters Score: Raw -109584.800197 + Penalty 1582.972159 = -108001.828038 nChanged 96 SP:Iteration 4F (2299.028122 sec): 3 clusters Score: Raw -109667.931681 + Penalty 1582.972159 = -108084.959523 nChanged 76 SP:Iteration 5Q (2299.112595 sec): 3 clusters Score: Raw -109725.385731 + Penalty 1582.972159 = -108142.413573 nChanged 60 SP:Iteration 6Q (2299.218481 sec): 3 clusters Score: Raw -109769.461271 + Penalty 1582.972159 = -108186.489112 nChanged 45 SP:Iteration 7Q (2299.302105 sec): 3 clusters Score: Raw -109802.028161 + Penalty 1582.972159 = -108219.056003 nChanged 34 SP:Iteration 8Q (2299.387649 sec): 3 clusters Score: Raw -109832.955027 + Penalty 1582.972159 = -108249.982868 nChanged 27 SP:Iteration 9Q (2299.459936 sec): 3 clusters Score: Raw -109855.653259 + Penalty 1582.972159 = -108272.681101 nChanged 18 SP:Iteration 10Q (2299.534218 sec): 3 clusters Score: Raw -109865.975031 + Penalty 1582.972159 = -108283.002873 nChanged 14 SP:Iteration 11Q (2299.617981 sec): 3 clusters Score: Raw -109877.454077 + Penalty 1582.972159 = -108294.481918 nChanged 17 SP:Iteration 12Q (2299.717941 sec): 3 clusters Score: Raw -109887.905048 + Penalty 1582.972159 = -108304.932889 nChanged 10 SP:Iteration 13Q (2299.802878 sec): 3 clusters Score: Raw -109894.355208 + Penalty 1582.972159 = -108311.383049 nChanged 8 SP:Iteration 14Q (2299.869058 sec): 3 clusters Score: Raw -109902.060597 + Penalty 1582.972159 = -108319.088439 nChanged 11 SP:Iteration 15Q (2299.955393 sec): 3 clusters Score: Raw -109910.306505 + Penalty 1582.972159 = -108327.334346 nChanged 12 SP:Iteration 16Q (2300.041672 sec): 3 clusters Score: Raw -109920.732510 + Penalty 1582.972159 = -108337.760351 nChanged 8 SP:Iteration 17Q (2300.124060 sec): 3 clusters Score: Raw -109924.954036 + Penalty 1582.972159 = -108341.981878 nChanged 8 SP:Iteration 18Q (2300.185165 sec): 3 clusters Score: Raw -109932.279217 + Penalty 1582.972159 = -108349.307058 nChanged 5 SP:Iteration 19Q (2300.279841 sec): 3 clusters Score: Raw -109934.744342 + Penalty 1582.972159 = -108351.772184 nChanged 5 SP:Iteration 20F (2300.342405 sec): 3 clusters Score: Raw -109938.368730 + Penalty 1582.972159 = -108355.396571 nChanged 3 SP:Iteration 21Q (2300.419822 sec): 3 clusters Score: Raw -109941.899121 + Penalty 1582.972159 = -108358.926963 nChanged 4 SP:Iteration 22Q (2300.504333 sec): 3 clusters Score: Raw -109946.225221 + Penalty 1582.972159 = -108363.253063 nChanged 3 SP:Iteration 23Q (2300.575472 sec): 3 clusters Score: Raw -109949.097213 + Penalty 1582.972159 = -108366.125054 nChanged 4 SP:Iteration 24Q (2300.644817 sec): 3 clusters Score: Raw -109952.251641 + Penalty 1582.972159 = -108369.279483 nChanged 3 SP:Iteration 25Q (2300.727480 sec): 3 clusters Score: Raw -109954.440252 + Penalty 1582.972159 = -108371.468093 nChanged 1 SP:Iteration 26Q (2300.796633 sec): 3 clusters Score: Raw -109955.276681 + Penalty 1582.972159 = -108372.304523 nChanged 2 SP:Iteration 27Q (2300.898311 sec): 3 clusters Score: Raw -109956.048242 + Penalty 1582.972159 = -108373.076083 nChanged 1 SP:Iteration 28Q (2300.958739 sec): 3 clusters Score: Raw -109956.644315 + Penalty 1582.972159 = -108373.672157 nChanged 1 SP:Iteration 29Q (2301.041517 sec): 3 clusters Score: Raw -109957.727114 + Penalty 1582.972159 = -108374.754955 nChanged 3 SP:Iteration 30Q (2301.133809 sec): 3 clusters Score: Raw -109958.777517 + Penalty 1582.972159 = -108375.805358 nChanged 0 SP:Iteration 31F (2301.199496 sec): 3 clusters Score: Raw -109958.777517 + Penalty 1582.972159 = -108375.805358 nChanged 0 Trying to split cluster 2 (2722 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2301.248129 sec): 2 clusters Score: Raw -156723.988664 + Penalty 830.457829 = -155893.530834 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2301.324468 sec): 3 clusters Score: Raw -155363.117552 + Penalty 1660.915658 = -153702.201893 nChanged 1092 SP:Iteration 1F (2301.415724 sec): 3 clusters Score: Raw -156166.138383 + Penalty 1660.915658 = -154505.222725 nChanged 285 SP:Iteration 2F (2301.495489 sec): 3 clusters Score: Raw -156540.044274 + Penalty 1660.915658 = -154879.128615 nChanged 235 SP:Iteration 3F (2301.594777 sec): 3 clusters Score: Raw -156867.453254 + Penalty 1660.915658 = -155206.537596 nChanged 176 SP:Iteration 4F (2301.663442 sec): 3 clusters Score: Raw -157059.411292 + Penalty 1660.915658 = -155398.495633 nChanged 106 SP:Iteration 5Q (2301.746976 sec): 3 clusters Score: Raw -157162.489097 + Penalty 1660.915658 = -155501.573438 nChanged 81 SP:Iteration 6Q (2301.827306 sec): 3 clusters Score: Raw -157241.594192 + Penalty 1660.915658 = -155580.678534 nChanged 45 SP:Iteration 7Q (2301.907088 sec): 3 clusters Score: Raw -157287.751580 + Penalty 1660.915658 = -155626.835922 nChanged 24 SP:Iteration 8Q (2302.007005 sec): 3 clusters Score: Raw -157310.086539 + Penalty 1660.915658 = -155649.170881 nChanged 15 SP:Iteration 9Q (2302.077296 sec): 3 clusters Score: Raw -157322.059108 + Penalty 1660.915658 = -155661.143449 nChanged 11 SP:Iteration 10Q (2302.173418 sec): 3 clusters Score: Raw -157327.542266 + Penalty 1660.915658 = -155666.626608 nChanged 9 SP:Iteration 11Q (2302.262734 sec): 3 clusters Score: Raw -157332.084004 + Penalty 1660.915658 = -155671.168346 nChanged 6 SP:Iteration 12Q (2302.332033 sec): 3 clusters Score: Raw -157335.241415 + Penalty 1660.915658 = -155674.325756 nChanged 6 SP:Iteration 13Q (2302.430712 sec): 3 clusters Score: Raw -157337.548241 + Penalty 1660.915658 = -155676.632583 nChanged 3 SP:Iteration 14Q (2302.509896 sec): 3 clusters Score: Raw -157338.468801 + Penalty 1660.915658 = -155677.553142 nChanged 0 SP:Iteration 15F (2302.593828 sec): 3 clusters Score: Raw -157338.468801 + Penalty 1660.915658 = -155677.553142 nChanged 0 Trying to split cluster 3 (2725 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2302.631291 sec): 2 clusters Score: Raw -166741.638336 + Penalty 830.573489 = -165911.064846 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2302.717687 sec): 3 clusters Score: Raw -165368.095187 + Penalty 1661.146978 = -163706.948208 nChanged 1105 SP:Iteration 1F (2302.794794 sec): 3 clusters Score: Raw -166052.413371 + Penalty 1661.146978 = -164391.266392 nChanged 267 SP:Iteration 2F (2302.892424 sec): 3 clusters Score: Raw -166277.479249 + Penalty 1661.146978 = -164616.332271 nChanged 214 SP:Iteration 3F (2302.962730 sec): 3 clusters Score: Raw -166463.120875 + Penalty 1661.146978 = -164801.973896 nChanged 186 SP:Iteration 4F (2303.030385 sec): 3 clusters Score: Raw -166628.847491 + Penalty 1661.146978 = -164967.700513 nChanged 151 SP:Iteration 5F (2303.100930 sec): 3 clusters Score: Raw -166750.205156 + Penalty 1661.146978 = -165089.058178 nChanged 133 SP:Iteration 6Q (2303.185259 sec): 3 clusters Score: Raw -166849.210201 + Penalty 1661.146978 = -165188.063223 nChanged 129 SP:Iteration 7Q (2303.288793 sec): 3 clusters Score: Raw -166945.311964 + Penalty 1661.146978 = -165284.164985 nChanged 98 SP:Iteration 8Q (2303.362287 sec): 3 clusters Score: Raw -167021.893464 + Penalty 1661.146978 = -165360.746486 nChanged 63 SP:Iteration 9Q (2303.444945 sec): 3 clusters Score: Raw -167057.872859 + Penalty 1661.146978 = -165396.725881 nChanged 44 SP:Iteration 10Q (2303.522496 sec): 3 clusters Score: Raw -167082.673698 + Penalty 1661.146978 = -165421.526719 nChanged 32 SP:Iteration 11Q (2303.610356 sec): 3 clusters Score: Raw -167100.908902 + Penalty 1661.146978 = -165439.761924 nChanged 23 SP:Iteration 12Q (2303.707974 sec): 3 clusters Score: Raw -167111.965696 + Penalty 1661.146978 = -165450.818717 nChanged 16 SP:Iteration 13Q (2303.791611 sec): 3 clusters Score: Raw -167118.014028 + Penalty 1661.146978 = -165456.867049 nChanged 9 SP:Iteration 14Q (2303.860981 sec): 3 clusters Score: Raw -167120.336736 + Penalty 1661.146978 = -165459.189758 nChanged 3 SP:Iteration 15Q (2303.948979 sec): 3 clusters Score: Raw -167121.257355 + Penalty 1661.146978 = -165460.110376 nChanged 4 SP:Iteration 16Q (2304.033702 sec): 3 clusters Score: Raw -167121.986466 + Penalty 1661.146978 = -165460.839487 nChanged 1 SP:Iteration 17Q (2304.126457 sec): 3 clusters Score: Raw -167122.588496 + Penalty 1661.146978 = -165461.441518 nChanged 1 SP:Iteration 18Q (2304.191742 sec): 3 clusters Score: Raw -167122.891776 + Penalty 1661.146978 = -165461.744798 nChanged 2 SP:Iteration 19Q (2304.301502 sec): 3 clusters Score: Raw -167123.255415 + Penalty 1661.146978 = -165462.108436 nChanged 1 SP:Iteration 20F (2304.359850 sec): 3 clusters Score: Raw -167123.336128 + Penalty 1661.146978 = -165462.189150 nChanged 0 Trying to split cluster 4 (2907 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2304.424826 sec): 2 clusters Score: Raw -158674.120733 + Penalty 837.362075 = -157836.758658 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2304.510197 sec): 3 clusters Score: Raw -157183.077952 + Penalty 1674.724149 = -155508.353803 nChanged 1164 SP:Iteration 1F (2304.622202 sec): 3 clusters Score: Raw -157829.315655 + Penalty 1674.724149 = -156154.591506 nChanged 227 SP:Iteration 2F (2304.727704 sec): 3 clusters Score: Raw -157976.482516 + Penalty 1674.724149 = -156301.758367 nChanged 211 SP:Iteration 3F (2304.816721 sec): 3 clusters Score: Raw -158116.745596 + Penalty 1674.724149 = -156442.021447 nChanged 172 SP:Iteration 4F (2304.910284 sec): 3 clusters Score: Raw -158248.699248 + Penalty 1674.724149 = -156573.975099 nChanged 171 SP:Iteration 5F (2305.006115 sec): 3 clusters Score: Raw -158394.834666 + Penalty 1674.724149 = -156720.110517 nChanged 158 SP:Iteration 6F (2305.103413 sec): 3 clusters Score: Raw -158554.235337 + Penalty 1674.724149 = -156879.511188 nChanged 146 SP:Iteration 7F (2305.187257 sec): 3 clusters Score: Raw -158699.122846 + Penalty 1674.724149 = -157024.398697 nChanged 112 SP:Iteration 8Q (2305.258140 sec): 3 clusters Score: Raw -158799.039421 + Penalty 1674.724149 = -157124.315272 nChanged 95 SP:Iteration 9Q (2305.335528 sec): 3 clusters Score: Raw -158879.924240 + Penalty 1674.724149 = -157205.200091 nChanged 90 SP:Iteration 10Q (2305.426815 sec): 3 clusters Score: Raw -158964.212793 + Penalty 1674.724149 = -157289.488644 nChanged 92 SP:Iteration 11Q (2305.544882 sec): 3 clusters Score: Raw -159054.937576 + Penalty 1674.724149 = -157380.213427 nChanged 74 SP:Iteration 12Q (2305.630907 sec): 3 clusters Score: Raw -159111.858916 + Penalty 1674.724149 = -157437.134767 nChanged 48 SP:Iteration 13Q (2305.716286 sec): 3 clusters Score: Raw -159142.517345 + Penalty 1674.724149 = -157467.793196 nChanged 37 SP:Iteration 14Q (2305.801575 sec): 3 clusters Score: Raw -159158.697988 + Penalty 1674.724149 = -157483.973839 nChanged 20 SP:Iteration 15Q (2305.906763 sec): 3 clusters Score: Raw -159168.905660 + Penalty 1674.724149 = -157494.181511 nChanged 21 SP:Iteration 16Q (2305.971093 sec): 3 clusters Score: Raw -159180.876083 + Penalty 1674.724149 = -157506.151934 nChanged 16 SP:Iteration 17Q (2306.053414 sec): 3 clusters Score: Raw -159189.558932 + Penalty 1674.724149 = -157514.834783 nChanged 13 SP:Iteration 18Q (2306.156460 sec): 3 clusters Score: Raw -159195.288131 + Penalty 1674.724149 = -157520.563982 nChanged 17 SP:Iteration 19Q (2306.257759 sec): 3 clusters Score: Raw -159201.856962 + Penalty 1674.724149 = -157527.132813 nChanged 14 SP:Iteration 20F (2306.348304 sec): 3 clusters Score: Raw -159207.474298 + Penalty 1674.724149 = -157532.750149 nChanged 15 SP:Iteration 21Q (2306.426650 sec): 3 clusters Score: Raw -159214.041563 + Penalty 1674.724149 = -157539.317414 nChanged 14 SP:Iteration 22Q (2306.523866 sec): 3 clusters Score: Raw -159220.397648 + Penalty 1674.724149 = -157545.673499 nChanged 14 SP:Iteration 23Q (2306.592513 sec): 3 clusters Score: Raw -159224.965885 + Penalty 1674.724149 = -157550.241736 nChanged 16 SP:Iteration 24Q (2306.682675 sec): 3 clusters Score: Raw -159230.664494 + Penalty 1674.724149 = -157555.940345 nChanged 10 SP:Iteration 25Q (2306.776485 sec): 3 clusters Score: Raw -159234.329270 + Penalty 1674.724149 = -157559.605121 nChanged 6 SP:Iteration 26Q (2306.852354 sec): 3 clusters Score: Raw -159235.348831 + Penalty 1674.724149 = -157560.624682 nChanged 2 SP:Iteration 27Q (2306.977235 sec): 3 clusters Score: Raw -159235.621486 + Penalty 1674.724149 = -157560.897337 nChanged 2 SP:Iteration 28Q (2307.057292 sec): 3 clusters Score: Raw -159235.906271 + Penalty 1674.724149 = -157561.182122 nChanged 2 SP:Iteration 29Q (2307.147053 sec): 3 clusters Score: Raw -159236.203468 + Penalty 1674.724149 = -157561.479319 nChanged 1 SP:Iteration 30Q (2307.223817 sec): 3 clusters Score: Raw -159236.248571 + Penalty 1674.724149 = -157561.524422 nChanged 0 SP:Iteration 31F (2307.302308 sec): 3 clusters Score: Raw -159236.248571 + Penalty 1674.724149 = -157561.524422 nChanged 0 Trying to split cluster 5 (881 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2307.330818 sec): 2 clusters Score: Raw -39804.172407 + Penalty 712.011051 = -39092.161356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2307.426562 sec): 3 clusters Score: Raw -39456.519770 + Penalty 1424.022101 = -38032.497669 nChanged 302 SP:Iteration 1F (2307.507889 sec): 3 clusters Score: Raw -39826.926483 + Penalty 1424.022101 = -38402.904381 nChanged 96 SP:Iteration 2F (2307.586020 sec): 3 clusters Score: Raw -39961.675567 + Penalty 1424.022101 = -38537.653466 nChanged 47 SP:Iteration 3F (2307.668970 sec): 3 clusters Score: Raw -40016.040600 + Penalty 1424.022101 = -38592.018499 nChanged 32 SP:Iteration 4Q (2307.748590 sec): 3 clusters Score: Raw -40053.737497 + Penalty 1424.022101 = -38629.715395 nChanged 28 SP:Iteration 5Q (2307.832358 sec): 3 clusters Score: Raw -40094.337069 + Penalty 1424.022101 = -38670.314968 nChanged 30 SP:Iteration 6Q (2307.913704 sec): 3 clusters Score: Raw -40139.691391 + Penalty 1424.022101 = -38715.669290 nChanged 20 SP:Iteration 7Q (2308.004741 sec): 3 clusters Score: Raw -40168.650896 + Penalty 1424.022101 = -38744.628795 nChanged 19 SP:Iteration 8Q (2308.100532 sec): 3 clusters Score: Raw -40216.006215 + Penalty 1424.022101 = -38791.984113 nChanged 28 SP:Iteration 9Q (2308.187070 sec): 3 clusters Score: Raw -40287.971893 + Penalty 1424.022101 = -38863.949792 nChanged 20 SP:Iteration 10Q (2308.259866 sec): 3 clusters Score: Raw -40327.769888 + Penalty 1424.022101 = -38903.747787 nChanged 18 SP:Iteration 11Q (2308.365695 sec): 3 clusters Score: Raw -40351.693587 + Penalty 1424.022101 = -38927.671486 nChanged 9 SP:Iteration 12Q (2308.456785 sec): 3 clusters Score: Raw -40358.996118 + Penalty 1424.022101 = -38934.974016 nChanged 6 SP:Iteration 13Q (2308.537693 sec): 3 clusters Score: Raw -40366.647770 + Penalty 1424.022101 = -38942.625668 nChanged 5 SP:Iteration 14Q (2308.609800 sec): 3 clusters Score: Raw -40370.558862 + Penalty 1424.022101 = -38946.536761 nChanged 2 SP:Iteration 15Q (2308.692060 sec): 3 clusters Score: Raw -40371.191149 + Penalty 1424.022101 = -38947.169048 nChanged 0 SP:Iteration 16F (2308.774252 sec): 3 clusters Score: Raw -40371.191149 + Penalty 1424.022101 = -38947.169048 nChanged 0 Trying to split cluster 6 (3684 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2308.818552 sec): 2 clusters Score: Raw -214326.384979 + Penalty 862.234212 = -213464.150767 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2308.912091 sec): 3 clusters Score: Raw -212366.567869 + Penalty 1724.468423 = -210642.099446 nChanged 1561 SP:Iteration 1F (2309.001055 sec): 3 clusters Score: Raw -213330.839782 + Penalty 1724.468423 = -211606.371358 nChanged 281 SP:Iteration 2F (2309.076537 sec): 3 clusters Score: Raw -213494.543861 + Penalty 1724.468423 = -211770.075438 nChanged 230 SP:Iteration 3F (2309.158343 sec): 3 clusters Score: Raw -213630.506748 + Penalty 1724.468423 = -211906.038325 nChanged 198 SP:Iteration 4F (2309.244354 sec): 3 clusters Score: Raw -213767.500395 + Penalty 1724.468423 = -212043.031971 nChanged 208 SP:Iteration 5F (2309.336153 sec): 3 clusters Score: Raw -213914.571345 + Penalty 1724.468423 = -212190.102921 nChanged 203 SP:Iteration 6F (2309.422926 sec): 3 clusters Score: Raw -214069.584961 + Penalty 1724.468423 = -212345.116537 nChanged 198 SP:Iteration 7F (2309.498823 sec): 3 clusters Score: Raw -214205.941922 + Penalty 1724.468423 = -212481.473498 nChanged 147 SP:Iteration 8Q (2309.573669 sec): 3 clusters Score: Raw -214299.872497 + Penalty 1724.468423 = -212575.404074 nChanged 132 SP:Iteration 9Q (2309.660111 sec): 3 clusters Score: Raw -214376.411156 + Penalty 1724.468423 = -212651.942733 nChanged 105 SP:Iteration 10Q (2309.754279 sec): 3 clusters Score: Raw -214432.658650 + Penalty 1724.468423 = -212708.190226 nChanged 75 SP:Iteration 11Q (2309.822043 sec): 3 clusters Score: Raw -214476.353705 + Penalty 1724.468423 = -212751.885282 nChanged 52 SP:Iteration 12Q (2309.915314 sec): 3 clusters Score: Raw -214504.554312 + Penalty 1724.468423 = -212780.085889 nChanged 39 SP:Iteration 13Q (2309.997848 sec): 3 clusters Score: Raw -214517.888886 + Penalty 1724.468423 = -212793.420463 nChanged 31 SP:Iteration 14Q (2310.079637 sec): 3 clusters Score: Raw -214531.182607 + Penalty 1724.468423 = -212806.714183 nChanged 33 SP:Iteration 15Q (2310.159256 sec): 3 clusters Score: Raw -214541.203160 + Penalty 1724.468423 = -212816.734737 nChanged 22 SP:Iteration 16Q (2310.240167 sec): 3 clusters Score: Raw -214547.085198 + Penalty 1724.468423 = -212822.616774 nChanged 20 SP:Iteration 17Q (2310.323575 sec): 3 clusters Score: Raw -214553.104178 + Penalty 1724.468423 = -212828.635755 nChanged 16 SP:Iteration 18Q (2310.391234 sec): 3 clusters Score: Raw -214560.024289 + Penalty 1724.468423 = -212835.555865 nChanged 22 SP:Iteration 19Q (2310.468026 sec): 3 clusters Score: Raw -214569.874327 + Penalty 1724.468423 = -212845.405904 nChanged 24 SP:Iteration 20F (2310.554064 sec): 3 clusters Score: Raw -214582.582150 + Penalty 1724.468423 = -212858.113726 nChanged 30 SP:Iteration 21Q (2310.639653 sec): 3 clusters Score: Raw -214603.236428 + Penalty 1724.468423 = -212878.768005 nChanged 37 SP:Iteration 22Q (2310.748533 sec): 3 clusters Score: Raw -214626.205561 + Penalty 1724.468423 = -212901.737138 nChanged 28 SP:Iteration 23Q (2310.815940 sec): 3 clusters Score: Raw -214644.584009 + Penalty 1724.468423 = -212920.115585 nChanged 31 SP:Iteration 24Q (2310.906193 sec): 3 clusters Score: Raw -214659.601675 + Penalty 1724.468423 = -212935.133251 nChanged 28 SP:Iteration 25Q (2310.978000 sec): 3 clusters Score: Raw -214673.261449 + Penalty 1724.468423 = -212948.793025 nChanged 29 SP:Iteration 26Q (2311.071552 sec): 3 clusters Score: Raw -214691.047236 + Penalty 1724.468423 = -212966.578812 nChanged 18 SP:Iteration 27Q (2311.164285 sec): 3 clusters Score: Raw -214699.124349 + Penalty 1724.468423 = -212974.655926 nChanged 16 SP:Iteration 28Q (2311.243311 sec): 3 clusters Score: Raw -214709.027743 + Penalty 1724.468423 = -212984.559319 nChanged 21 SP:Iteration 29Q (2311.315760 sec): 3 clusters Score: Raw -214722.320934 + Penalty 1724.468423 = -212997.852511 nChanged 20 SP:Iteration 30Q (2311.409919 sec): 3 clusters Score: Raw -214734.973552 + Penalty 1724.468423 = -213010.505128 nChanged 24 SP:Iteration 31Q (2311.492527 sec): 3 clusters Score: Raw -214750.877444 + Penalty 1724.468423 = -213026.409020 nChanged 21 SP:Iteration 32Q (2311.580362 sec): 3 clusters Score: Raw -214762.439116 + Penalty 1724.468423 = -213037.970692 nChanged 17 SP:Iteration 33Q (2311.670052 sec): 3 clusters Score: Raw -214769.704891 + Penalty 1724.468423 = -213045.236467 nChanged 10 SP:Iteration 34Q (2311.747973 sec): 3 clusters Score: Raw -214773.100634 + Penalty 1724.468423 = -213048.632210 nChanged 8 SP:Iteration 35Q (2311.840876 sec): 3 clusters Score: Raw -214778.666586 + Penalty 1724.468423 = -213054.198163 nChanged 9 SP:Iteration 36Q (2311.911688 sec): 3 clusters Score: Raw -214783.002560 + Penalty 1724.468423 = -213058.534136 nChanged 10 SP:Iteration 37Q (2311.984145 sec): 3 clusters Score: Raw -214787.969037 + Penalty 1724.468423 = -213063.500613 nChanged 9 SP:Iteration 38Q (2312.069426 sec): 3 clusters Score: Raw -214792.389248 + Penalty 1724.468423 = -213067.920825 nChanged 8 SP:Iteration 39Q (2312.168564 sec): 3 clusters Score: Raw -214796.065765 + Penalty 1724.468423 = -213071.597342 nChanged 5 SP:Iteration 40F (2312.255620 sec): 3 clusters Score: Raw -214797.282960 + Penalty 1724.468423 = -213072.814537 nChanged 4 SP:Iteration 41Q (2312.340350 sec): 3 clusters Score: Raw -214799.126289 + Penalty 1724.468423 = -213074.657866 nChanged 2 SP:Iteration 42Q (2312.410900 sec): 3 clusters Score: Raw -214799.428384 + Penalty 1724.468423 = -213074.959960 nChanged 3 SP:Iteration 43Q (2312.491520 sec): 3 clusters Score: Raw -214799.872930 + Penalty 1724.468423 = -213075.404507 nChanged 3 SP:Iteration 44Q (2312.564030 sec): 3 clusters Score: Raw -214800.153328 + Penalty 1724.468423 = -213075.684904 nChanged 0 SP:Iteration 45F (2312.643078 sec): 3 clusters Score: Raw -214800.153328 + Penalty 1724.468423 = -213075.684904 nChanged 0 Trying to split cluster 7 (2292 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2312.704781 sec): 2 clusters Score: Raw -116791.357158 + Penalty 812.403908 = -115978.953250 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2312.762988 sec): 3 clusters Score: Raw -115728.098703 + Penalty 1624.807816 = -114103.290887 nChanged 859 SP:Iteration 1F (2312.854469 sec): 3 clusters Score: Raw -116307.568268 + Penalty 1624.807816 = -114682.760452 nChanged 198 SP:Iteration 2F (2312.936017 sec): 3 clusters Score: Raw -116482.756895 + Penalty 1624.807816 = -114857.949079 nChanged 159 SP:Iteration 3F (2313.030028 sec): 3 clusters Score: Raw -116642.708104 + Penalty 1624.807816 = -115017.900288 nChanged 147 SP:Iteration 4F (2313.112123 sec): 3 clusters Score: Raw -116825.713730 + Penalty 1624.807816 = -115200.905913 nChanged 135 SP:Iteration 5F (2313.194471 sec): 3 clusters Score: Raw -117019.150034 + Penalty 1624.807816 = -115394.342218 nChanged 130 SP:Iteration 6F (2313.262741 sec): 3 clusters Score: Raw -117211.579444 + Penalty 1624.807816 = -115586.771628 nChanged 105 SP:Iteration 7Q (2313.342067 sec): 3 clusters Score: Raw -117391.764699 + Penalty 1624.807816 = -115766.956883 nChanged 101 SP:Iteration 8Q (2313.414981 sec): 3 clusters Score: Raw -117596.295734 + Penalty 1624.807816 = -115971.487918 nChanged 87 SP:Iteration 9Q (2313.500947 sec): 3 clusters Score: Raw -117748.500737 + Penalty 1624.807816 = -116123.692920 nChanged 61 SP:Iteration 10Q (2313.573222 sec): 3 clusters Score: Raw -117826.956606 + Penalty 1624.807816 = -116202.148789 nChanged 45 SP:Iteration 11Q (2313.662763 sec): 3 clusters Score: Raw -117872.543286 + Penalty 1624.807816 = -116247.735469 nChanged 27 SP:Iteration 12Q (2313.734689 sec): 3 clusters Score: Raw -117898.104829 + Penalty 1624.807816 = -116273.297013 nChanged 25 SP:Iteration 13Q (2313.821465 sec): 3 clusters Score: Raw -117915.337860 + Penalty 1624.807816 = -116290.530044 nChanged 15 SP:Iteration 14Q (2313.910855 sec): 3 clusters Score: Raw -117926.886544 + Penalty 1624.807816 = -116302.078728 nChanged 8 SP:Iteration 15Q (2314.008843 sec): 3 clusters Score: Raw -117930.751534 + Penalty 1624.807816 = -116305.943718 nChanged 4 SP:Iteration 16Q (2314.096681 sec): 3 clusters Score: Raw -117932.522915 + Penalty 1624.807816 = -116307.715098 nChanged 1 SP:Iteration 17Q (2314.174337 sec): 3 clusters Score: Raw -117932.581007 + Penalty 1624.807816 = -116307.773191 nChanged 0 SP:Iteration 18F (2314.251717 sec): 3 clusters Score: Raw -117933.117662 + Penalty 1624.807816 = -116308.309845 nChanged 1 SP:Iteration 19Q (2314.328117 sec): 3 clusters Score: Raw -117934.716379 + Penalty 1624.807816 = -116309.908563 nChanged 2 SP:Iteration 20F (2314.405854 sec): 3 clusters Score: Raw -117935.279283 + Penalty 1624.807816 = -116310.471467 nChanged 1 SP:Iteration 21Q (2314.484044 sec): 3 clusters Score: Raw -117935.467786 + Penalty 1624.807816 = -116310.659970 nChanged 1 SP:Iteration 22Q (2314.560610 sec): 3 clusters Score: Raw -117935.771777 + Penalty 1624.807816 = -116310.963961 nChanged 2 SP:Iteration 23Q (2314.637071 sec): 3 clusters Score: Raw -117936.205256 + Penalty 1624.807816 = -116311.397440 nChanged 1 SP:Iteration 24Q (2314.714895 sec): 3 clusters Score: Raw -117936.357707 + Penalty 1624.807816 = -116311.549891 nChanged 1 SP:Iteration 25Q (2314.793274 sec): 3 clusters Score: Raw -117936.578444 + Penalty 1624.807816 = -116311.770627 nChanged 0 SP:Iteration 26F (2314.869939 sec): 3 clusters Score: Raw -117936.578444 + Penalty 1624.807816 = -116311.770627 nChanged 0 Score: Raw -4227896.173535 + Penalty 23654.378232 = -4204241.795303 Splitting cluster 7 changes total score from -4204279.292929 to -4204241.795303 So it's not getting split. Trying to split cluster 8 (10514 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2316.939556 sec): 2 clusters Score: Raw -632598.574784 + Penalty 972.348613 = -631626.226171 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2317.072863 sec): 3 clusters Score: Raw -626341.322535 + Penalty 1944.697226 = -624396.625309 nChanged 4749 SP:Iteration 1F (2317.177111 sec): 3 clusters Score: Raw -629028.561154 + Penalty 1944.697226 = -627083.863928 nChanged 609 SP:Iteration 2F (2317.320929 sec): 3 clusters Score: Raw -629319.161347 + Penalty 1944.697226 = -627374.464121 nChanged 586 SP:Iteration 3F (2317.440498 sec): 3 clusters Score: Raw -629620.359499 + Penalty 1944.697226 = -627675.662273 nChanged 572 SP:Iteration 4F (2317.544959 sec): 3 clusters Score: Raw -629940.655001 + Penalty 1944.697226 = -627995.957774 nChanged 614 SP:Iteration 5F (2317.648962 sec): 3 clusters Score: Raw -630333.076092 + Penalty 1944.697226 = -628388.378866 nChanged 626 SP:Iteration 6F (2317.745627 sec): 3 clusters Score: Raw -630782.301524 + Penalty 1944.697226 = -628837.604298 nChanged 590 SP:Iteration 7F (2317.827513 sec): 3 clusters Score: Raw -631232.140209 + Penalty 1944.697226 = -629287.442982 nChanged 522 SP:Iteration 8Q (2317.925170 sec): 3 clusters Score: Raw -631633.695102 + Penalty 1944.697226 = -629688.997876 nChanged 434 SP:Iteration 9Q (2318.009482 sec): 3 clusters Score: Raw -631950.056066 + Penalty 1944.697226 = -630005.358839 nChanged 347 SP:Iteration 10Q (2318.102682 sec): 3 clusters Score: Raw -632169.585630 + Penalty 1944.697226 = -630224.888404 nChanged 237 SP:Iteration 11Q (2318.204396 sec): 3 clusters Score: Raw -632316.636123 + Penalty 1944.697226 = -630371.938897 nChanged 173 SP:Iteration 12Q (2318.297048 sec): 3 clusters Score: Raw -632418.893835 + Penalty 1944.697226 = -630474.196609 nChanged 141 SP:Iteration 13Q (2318.385389 sec): 3 clusters Score: Raw -632512.781161 + Penalty 1944.697226 = -630568.083935 nChanged 110 SP:Iteration 14Q (2318.459617 sec): 3 clusters Score: Raw -632578.684387 + Penalty 1944.697226 = -630633.987161 nChanged 90 SP:Iteration 15Q (2318.549820 sec): 3 clusters Score: Raw -632622.524957 + Penalty 1944.697226 = -630677.827731 nChanged 62 SP:Iteration 16Q (2318.654974 sec): 3 clusters Score: Raw -632652.051770 + Penalty 1944.697226 = -630707.354544 nChanged 66 SP:Iteration 17Q (2318.745151 sec): 3 clusters Score: Raw -632688.085963 + Penalty 1944.697226 = -630743.388737 nChanged 64 SP:Iteration 18Q (2318.836572 sec): 3 clusters Score: Raw -632723.213181 + Penalty 1944.697226 = -630778.515955 nChanged 66 SP:Iteration 19Q (2318.934537 sec): 3 clusters Score: Raw -632757.973669 + Penalty 1944.697226 = -630813.276443 nChanged 58 SP:Iteration 20F (2319.030562 sec): 3 clusters Score: Raw -632780.600701 + Penalty 1944.697226 = -630835.903475 nChanged 36 SP:Iteration 21Q (2319.103637 sec): 3 clusters Score: Raw -632794.457397 + Penalty 1944.697226 = -630849.760171 nChanged 21 SP:Iteration 22Q (2319.196919 sec): 3 clusters Score: Raw -632802.644867 + Penalty 1944.697226 = -630857.947641 nChanged 18 SP:Iteration 23Q (2319.285907 sec): 3 clusters Score: Raw -632810.894774 + Penalty 1944.697226 = -630866.197548 nChanged 16 SP:Iteration 24Q (2319.387248 sec): 3 clusters Score: Raw -632820.895258 + Penalty 1944.697226 = -630876.198032 nChanged 19 SP:Iteration 25Q (2319.482465 sec): 3 clusters Score: Raw -632828.001062 + Penalty 1944.697226 = -630883.303836 nChanged 9 SP:Iteration 26Q (2319.575482 sec): 3 clusters Score: Raw -632830.984059 + Penalty 1944.697226 = -630886.286833 nChanged 7 SP:Iteration 27Q (2319.683391 sec): 3 clusters Score: Raw -632832.623749 + Penalty 1944.697226 = -630887.926523 nChanged 7 SP:Iteration 28Q (2319.758500 sec): 3 clusters Score: Raw -632835.537980 + Penalty 1944.697226 = -630890.840754 nChanged 9 SP:Iteration 29Q (2319.859158 sec): 3 clusters Score: Raw -632838.978870 + Penalty 1944.697226 = -630894.281644 nChanged 7 SP:Iteration 30Q (2319.940364 sec): 3 clusters Score: Raw -632840.770850 + Penalty 1944.697226 = -630896.073624 nChanged 4 SP:Iteration 31Q (2320.041841 sec): 3 clusters Score: Raw -632841.513056 + Penalty 1944.697226 = -630896.815830 nChanged 5 SP:Iteration 32Q (2320.126944 sec): 3 clusters Score: Raw -632842.809140 + Penalty 1944.697226 = -630898.111914 nChanged 6 SP:Iteration 33Q (2320.234022 sec): 3 clusters Score: Raw -632844.772908 + Penalty 1944.697226 = -630900.075681 nChanged 4 SP:Iteration 34Q (2320.323762 sec): 3 clusters Score: Raw -632846.654514 + Penalty 1944.697226 = -630901.957288 nChanged 3 SP:Iteration 35Q (2320.398521 sec): 3 clusters Score: Raw -632847.334784 + Penalty 1944.697226 = -630902.637558 nChanged 3 SP:Iteration 36Q (2320.490207 sec): 3 clusters Score: Raw -632848.182084 + Penalty 1944.697226 = -630903.484858 nChanged 3 SP:Iteration 37Q (2320.585596 sec): 3 clusters Score: Raw -632848.646489 + Penalty 1944.697226 = -630903.949263 nChanged 1 SP:Iteration 38Q (2320.665750 sec): 3 clusters Score: Raw -632849.003246 + Penalty 1944.697226 = -630904.306020 nChanged 0 SP:Iteration 39F (2320.760402 sec): 3 clusters Score: Raw -632849.003246 + Penalty 1944.697226 = -630904.306020 nChanged 0 Trying to split cluster 9 (3173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2320.817007 sec): 2 clusters Score: Raw -186971.016587 + Penalty 846.555443 = -186124.461144 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2320.902797 sec): 3 clusters Score: Raw -185335.910935 + Penalty 1693.110886 = -183642.800049 nChanged 1271 SP:Iteration 1F (2320.991099 sec): 3 clusters Score: Raw -186066.180668 + Penalty 1693.110886 = -184373.069782 nChanged 276 SP:Iteration 2F (2321.069926 sec): 3 clusters Score: Raw -186274.862618 + Penalty 1693.110886 = -184581.751732 nChanged 235 SP:Iteration 3F (2321.141954 sec): 3 clusters Score: Raw -186469.392677 + Penalty 1693.110886 = -184776.281791 nChanged 203 SP:Iteration 4F (2321.229668 sec): 3 clusters Score: Raw -186627.977381 + Penalty 1693.110886 = -184934.866495 nChanged 185 SP:Iteration 5F (2321.295973 sec): 3 clusters Score: Raw -186775.850620 + Penalty 1693.110886 = -185082.739733 nChanged 132 SP:Iteration 6Q (2321.400883 sec): 3 clusters Score: Raw -186865.715695 + Penalty 1693.110886 = -185172.604809 nChanged 98 SP:Iteration 7Q (2321.467323 sec): 3 clusters Score: Raw -186927.597245 + Penalty 1693.110886 = -185234.486359 nChanged 85 SP:Iteration 8Q (2321.557830 sec): 3 clusters Score: Raw -186976.481440 + Penalty 1693.110886 = -185283.370554 nChanged 68 SP:Iteration 9Q (2321.618187 sec): 3 clusters Score: Raw -187014.799947 + Penalty 1693.110886 = -185321.689061 nChanged 63 SP:Iteration 10Q (2321.705880 sec): 3 clusters Score: Raw -187044.726855 + Penalty 1693.110886 = -185351.615969 nChanged 51 SP:Iteration 11Q (2321.793790 sec): 3 clusters Score: Raw -187068.052832 + Penalty 1693.110886 = -185374.941946 nChanged 48 SP:Iteration 12Q (2321.886396 sec): 3 clusters Score: Raw -187090.163747 + Penalty 1693.110886 = -185397.052861 nChanged 37 SP:Iteration 13Q (2321.959680 sec): 3 clusters Score: Raw -187110.838370 + Penalty 1693.110886 = -185417.727483 nChanged 35 SP:Iteration 14Q (2322.036899 sec): 3 clusters Score: Raw -187127.789034 + Penalty 1693.110886 = -185434.678148 nChanged 27 SP:Iteration 15Q (2322.103779 sec): 3 clusters Score: Raw -187137.373869 + Penalty 1693.110886 = -185444.262982 nChanged 21 SP:Iteration 16Q (2322.176172 sec): 3 clusters Score: Raw -187143.684474 + Penalty 1693.110886 = -185450.573588 nChanged 16 SP:Iteration 17Q (2322.264190 sec): 3 clusters Score: Raw -187148.998714 + Penalty 1693.110886 = -185455.887828 nChanged 13 SP:Iteration 18Q (2322.342391 sec): 3 clusters Score: Raw -187155.262037 + Penalty 1693.110886 = -185462.151151 nChanged 12 SP:Iteration 19Q (2322.423851 sec): 3 clusters Score: Raw -187159.073523 + Penalty 1693.110886 = -185465.962637 nChanged 11 SP:Iteration 20F (2322.509424 sec): 3 clusters Score: Raw -187161.609471 + Penalty 1693.110886 = -185468.498585 nChanged 11 SP:Iteration 21Q (2322.588758 sec): 3 clusters Score: Raw -187163.765193 + Penalty 1693.110886 = -185470.654307 nChanged 5 SP:Iteration 22Q (2322.680127 sec): 3 clusters Score: Raw -187165.414086 + Penalty 1693.110886 = -185472.303200 nChanged 3 SP:Iteration 23Q (2322.747333 sec): 3 clusters Score: Raw -187166.934919 + Penalty 1693.110886 = -185473.824033 nChanged 3 SP:Iteration 24Q (2322.832392 sec): 3 clusters Score: Raw -187167.695930 + Penalty 1693.110886 = -185474.585044 nChanged 2 SP:Iteration 25Q (2322.912479 sec): 3 clusters Score: Raw -187168.727995 + Penalty 1693.110886 = -185475.617109 nChanged 4 SP:Iteration 26Q (2323.000487 sec): 3 clusters Score: Raw -187169.979850 + Penalty 1693.110886 = -185476.868964 nChanged 2 SP:Iteration 27Q (2323.075030 sec): 3 clusters Score: Raw -187171.102781 + Penalty 1693.110886 = -185477.991895 nChanged 3 SP:Iteration 28Q (2323.176380 sec): 3 clusters Score: Raw -187171.504925 + Penalty 1693.110886 = -185478.394039 nChanged 1 SP:Iteration 29Q (2323.264603 sec): 3 clusters Score: Raw -187171.653719 + Penalty 1693.110886 = -185478.542832 nChanged 0 SP:Iteration 30F (2323.385305 sec): 3 clusters Score: Raw -187171.653719 + Penalty 1693.110886 = -185478.542832 nChanged 0 Trying to split cluster 10 (958 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2323.425109 sec): 2 clusters Score: Raw -37899.224427 + Penalty 720.809017 = -37178.415410 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2323.581877 sec): 3 clusters Score: Raw -37597.261848 + Penalty 1441.618033 = -36155.643815 nChanged 342 SP:Iteration 1F (2323.671420 sec): 3 clusters Score: Raw -38037.540598 + Penalty 1441.618033 = -36595.922565 nChanged 97 SP:Iteration 2F (2323.765515 sec): 3 clusters Score: Raw -38267.430074 + Penalty 1441.618033 = -36825.812041 nChanged 64 SP:Iteration 3F (2323.842208 sec): 3 clusters Score: Raw -38359.538754 + Penalty 1441.618033 = -36917.920720 nChanged 38 SP:Iteration 4Q (2323.918508 sec): 3 clusters Score: Raw -38407.499945 + Penalty 1441.618033 = -36965.881911 nChanged 17 SP:Iteration 5Q (2323.987853 sec): 3 clusters Score: Raw -38425.128556 + Penalty 1441.618033 = -36983.510522 nChanged 17 SP:Iteration 6Q (2324.053540 sec): 3 clusters Score: Raw -38437.499872 + Penalty 1441.618033 = -36995.881839 nChanged 7 SP:Iteration 7Q (2324.118043 sec): 3 clusters Score: Raw -38443.735637 + Penalty 1441.618033 = -37002.117603 nChanged 6 SP:Iteration 8Q (2324.182604 sec): 3 clusters Score: Raw -38447.732386 + Penalty 1441.618033 = -37006.114353 nChanged 5 SP:Iteration 9Q (2324.278485 sec): 3 clusters Score: Raw -38452.106519 + Penalty 1441.618033 = -37010.488485 nChanged 7 SP:Iteration 10Q (2324.368545 sec): 3 clusters Score: Raw -38455.786451 + Penalty 1441.618033 = -37014.168418 nChanged 6 SP:Iteration 11Q (2324.453820 sec): 3 clusters Score: Raw -38459.932546 + Penalty 1441.618033 = -37018.314513 nChanged 6 SP:Iteration 12Q (2324.510173 sec): 3 clusters Score: Raw -38463.960013 + Penalty 1441.618033 = -37022.341980 nChanged 7 SP:Iteration 13Q (2324.599963 sec): 3 clusters Score: Raw -38470.845296 + Penalty 1441.618033 = -37029.227263 nChanged 10 SP:Iteration 14Q (2324.673219 sec): 3 clusters Score: Raw -38478.200208 + Penalty 1441.618033 = -37036.582174 nChanged 5 SP:Iteration 15Q (2324.754263 sec): 3 clusters Score: Raw -38480.834589 + Penalty 1441.618033 = -37039.216556 nChanged 4 SP:Iteration 16Q (2324.819316 sec): 3 clusters Score: Raw -38482.587749 + Penalty 1441.618033 = -37040.969716 nChanged 7 SP:Iteration 17Q (2324.943797 sec): 3 clusters Score: Raw -38489.193387 + Penalty 1441.618033 = -37047.575353 nChanged 10 SP:Iteration 18Q (2325.010719 sec): 3 clusters Score: Raw -38503.733747 + Penalty 1441.618033 = -37062.115714 nChanged 14 SP:Iteration 19Q (2325.088632 sec): 3 clusters Score: Raw -38518.821538 + Penalty 1441.618033 = -37077.203504 nChanged 6 SP:Iteration 20F (2325.160766 sec): 3 clusters Score: Raw -38522.153078 + Penalty 1441.618033 = -37080.535045 nChanged 4 SP:Iteration 21Q (2325.237495 sec): 3 clusters Score: Raw -38524.217457 + Penalty 1441.618033 = -37082.599424 nChanged 4 SP:Iteration 22Q (2325.293018 sec): 3 clusters Score: Raw -38525.951476 + Penalty 1441.618033 = -37084.333443 nChanged 3 SP:Iteration 23Q (2325.359793 sec): 3 clusters Score: Raw -38527.454369 + Penalty 1441.618033 = -37085.836336 nChanged 3 SP:Iteration 24Q (2325.439375 sec): 3 clusters Score: Raw -38528.425534 + Penalty 1441.618033 = -37086.807501 nChanged 3 SP:Iteration 25Q (2325.553445 sec): 3 clusters Score: Raw -38530.100570 + Penalty 1441.618033 = -37088.482536 nChanged 3 SP:Iteration 26Q (2325.669983 sec): 3 clusters Score: Raw -38531.771302 + Penalty 1441.618033 = -37090.153268 nChanged 4 SP:Iteration 27Q (2325.783013 sec): 3 clusters Score: Raw -38534.400991 + Penalty 1441.618033 = -37092.782958 nChanged 2 SP:Iteration 28Q (2325.849763 sec): 3 clusters Score: Raw -38536.370411 + Penalty 1441.618033 = -37094.752377 nChanged 1 SP:Iteration 29Q (2325.918634 sec): 3 clusters Score: Raw -38536.553051 + Penalty 1441.618033 = -37094.935018 nChanged 0 SP:Iteration 30F (2326.064783 sec): 3 clusters Score: Raw -38536.553051 + Penalty 1441.618033 = -37094.935018 nChanged 0 Trying to split cluster 11 (6274 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2326.135483 sec): 2 clusters Score: Raw -358369.856445 + Penalty 918.137786 = -357451.718660 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2326.255666 sec): 3 clusters Score: Raw -354880.097807 + Penalty 1836.275572 = -353043.822235 nChanged 2672 SP:Iteration 1F (2326.351927 sec): 3 clusters Score: Raw -356415.109203 + Penalty 1836.275572 = -354578.833631 nChanged 468 SP:Iteration 2F (2326.442411 sec): 3 clusters Score: Raw -356699.833255 + Penalty 1836.275572 = -354863.557683 nChanged 452 SP:Iteration 3F (2326.538725 sec): 3 clusters Score: Raw -356969.950559 + Penalty 1836.275572 = -355133.674987 nChanged 382 SP:Iteration 4F (2326.625413 sec): 3 clusters Score: Raw -357197.580719 + Penalty 1836.275572 = -355361.305148 nChanged 326 SP:Iteration 5F (2326.737852 sec): 3 clusters Score: Raw -357381.258983 + Penalty 1836.275572 = -355544.983411 nChanged 292 SP:Iteration 6Q (2326.837765 sec): 3 clusters Score: Raw -357541.295670 + Penalty 1836.275572 = -355705.020099 nChanged 250 SP:Iteration 7Q (2326.958450 sec): 3 clusters Score: Raw -357656.922797 + Penalty 1836.275572 = -355820.647226 nChanged 209 SP:Iteration 8Q (2327.082495 sec): 3 clusters Score: Raw -357753.500115 + Penalty 1836.275572 = -355917.224544 nChanged 165 SP:Iteration 9Q (2327.186494 sec): 3 clusters Score: Raw -357817.760573 + Penalty 1836.275572 = -355981.485001 nChanged 126 SP:Iteration 10Q (2327.281365 sec): 3 clusters Score: Raw -357864.284420 + Penalty 1836.275572 = -356028.008849 nChanged 95 SP:Iteration 11Q (2327.375231 sec): 3 clusters Score: Raw -357897.376816 + Penalty 1836.275572 = -356061.101244 nChanged 74 SP:Iteration 12Q (2327.469858 sec): 3 clusters Score: Raw -357926.582176 + Penalty 1836.275572 = -356090.306605 nChanged 82 SP:Iteration 13Q (2327.540595 sec): 3 clusters Score: Raw -357954.168925 + Penalty 1836.275572 = -356117.893353 nChanged 65 SP:Iteration 14Q (2327.643494 sec): 3 clusters Score: Raw -357976.143881 + Penalty 1836.275572 = -356139.868309 nChanged 70 SP:Iteration 15Q (2327.736388 sec): 3 clusters Score: Raw -357998.483702 + Penalty 1836.275572 = -356162.208130 nChanged 64 SP:Iteration 16Q (2327.823494 sec): 3 clusters Score: Raw -358019.378689 + Penalty 1836.275572 = -356183.103117 nChanged 61 SP:Iteration 17Q (2327.914455 sec): 3 clusters Score: Raw -358042.088964 + Penalty 1836.275572 = -356205.813392 nChanged 53 SP:Iteration 18Q (2328.006594 sec): 3 clusters Score: Raw -358060.644008 + Penalty 1836.275572 = -356224.368436 nChanged 57 SP:Iteration 19Q (2328.088468 sec): 3 clusters Score: Raw -358083.773547 + Penalty 1836.275572 = -356247.497975 nChanged 49 SP:Iteration 20F (2328.178541 sec): 3 clusters Score: Raw -358104.486745 + Penalty 1836.275572 = -356268.211173 nChanged 63 SP:Iteration 21Q (2328.280367 sec): 3 clusters Score: Raw -358123.980094 + Penalty 1836.275572 = -356287.704522 nChanged 48 SP:Iteration 22Q (2328.350560 sec): 3 clusters Score: Raw -358144.426127 + Penalty 1836.275572 = -356308.150555 nChanged 58 SP:Iteration 23Q (2328.429114 sec): 3 clusters Score: Raw -358168.887768 + Penalty 1836.275572 = -356332.612196 nChanged 55 SP:Iteration 24Q (2328.509608 sec): 3 clusters Score: Raw -358196.709084 + Penalty 1836.275572 = -356360.433513 nChanged 59 SP:Iteration 25Q (2328.615320 sec): 3 clusters Score: Raw -358223.191600 + Penalty 1836.275572 = -356386.916028 nChanged 62 SP:Iteration 26Q (2328.710433 sec): 3 clusters Score: Raw -358252.469037 + Penalty 1836.275572 = -356416.193465 nChanged 68 SP:Iteration 27Q (2328.813741 sec): 3 clusters Score: Raw -358281.894956 + Penalty 1836.275572 = -356445.619384 nChanged 59 SP:Iteration 28Q (2328.903251 sec): 3 clusters Score: Raw -358299.008231 + Penalty 1836.275572 = -356462.732659 nChanged 34 SP:Iteration 29Q (2329.003526 sec): 3 clusters Score: Raw -358311.392199 + Penalty 1836.275572 = -356475.116628 nChanged 35 SP:Iteration 30Q (2329.102471 sec): 3 clusters Score: Raw -358320.705485 + Penalty 1836.275572 = -356484.429913 nChanged 27 SP:Iteration 31Q (2329.179384 sec): 3 clusters Score: Raw -358326.702403 + Penalty 1836.275572 = -356490.426831 nChanged 25 SP:Iteration 32Q (2329.272387 sec): 3 clusters Score: Raw -358332.947046 + Penalty 1836.275572 = -356496.671474 nChanged 21 SP:Iteration 33Q (2329.357219 sec): 3 clusters Score: Raw -358337.925628 + Penalty 1836.275572 = -356501.650056 nChanged 22 SP:Iteration 34Q (2329.453165 sec): 3 clusters Score: Raw -358344.917773 + Penalty 1836.275572 = -356508.642201 nChanged 32 SP:Iteration 35Q (2329.532917 sec): 3 clusters Score: Raw -358357.733111 + Penalty 1836.275572 = -356521.457539 nChanged 33 SP:Iteration 36Q (2329.633372 sec): 3 clusters Score: Raw -358368.057876 + Penalty 1836.275572 = -356531.782304 nChanged 27 SP:Iteration 37Q (2329.718190 sec): 3 clusters Score: Raw -358377.134675 + Penalty 1836.275572 = -356540.859103 nChanged 22 SP:Iteration 38Q (2329.817023 sec): 3 clusters Score: Raw -358384.491016 + Penalty 1836.275572 = -356548.215444 nChanged 24 SP:Iteration 39Q (2329.897855 sec): 3 clusters Score: Raw -358390.122402 + Penalty 1836.275572 = -356553.846830 nChanged 19 SP:Iteration 40F (2329.983977 sec): 3 clusters Score: Raw -358397.426996 + Penalty 1836.275572 = -356561.151425 nChanged 19 SP:Iteration 41Q (2330.084889 sec): 3 clusters Score: Raw -358405.384158 + Penalty 1836.275572 = -356569.108586 nChanged 29 SP:Iteration 42Q (2330.149992 sec): 3 clusters Score: Raw -358417.904398 + Penalty 1836.275572 = -356581.628826 nChanged 29 SP:Iteration 43Q (2330.231959 sec): 3 clusters Score: Raw -358428.400610 + Penalty 1836.275572 = -356592.125039 nChanged 27 SP:Iteration 44Q (2330.324081 sec): 3 clusters Score: Raw -358438.701687 + Penalty 1836.275572 = -356602.426115 nChanged 25 SP:Iteration 45Q (2330.409190 sec): 3 clusters Score: Raw -358447.105661 + Penalty 1836.275572 = -356610.830089 nChanged 28 SP:Iteration 46Q (2330.507048 sec): 3 clusters Score: Raw -358454.300431 + Penalty 1836.275572 = -356618.024860 nChanged 16 SP:Iteration 47Q (2330.592884 sec): 3 clusters Score: Raw -358460.684562 + Penalty 1836.275572 = -356624.408990 nChanged 16 SP:Iteration 48Q (2330.698303 sec): 3 clusters Score: Raw -358465.913234 + Penalty 1836.275572 = -356629.637662 nChanged 14 SP:Iteration 49Q (2330.789633 sec): 3 clusters Score: Raw -358470.186511 + Penalty 1836.275572 = -356633.910940 nChanged 11 SP:Iteration 50Q (2330.866519 sec): 3 clusters Score: Raw -358473.252989 + Penalty 1836.275572 = -356636.977418 nChanged 14 SP:Iteration 51Q (2330.941009 sec): 3 clusters Score: Raw -358479.579946 + Penalty 1836.275572 = -356643.304374 nChanged 18 SP:Iteration 52Q (2331.037494 sec): 3 clusters Score: Raw -358485.211112 + Penalty 1836.275572 = -356648.935540 nChanged 19 SP:Iteration 53Q (2331.139300 sec): 3 clusters Score: Raw -358490.458299 + Penalty 1836.275572 = -356654.182727 nChanged 22 SP:Iteration 54Q (2331.200448 sec): 3 clusters Score: Raw -358499.061271 + Penalty 1836.275572 = -356662.785700 nChanged 23 SP:Iteration 55Q (2331.309121 sec): 3 clusters Score: Raw -358506.320849 + Penalty 1836.275572 = -356670.045277 nChanged 17 SP:Iteration 56Q (2331.388614 sec): 3 clusters Score: Raw -358512.148803 + Penalty 1836.275572 = -356675.873232 nChanged 12 SP:Iteration 57Q (2331.477467 sec): 3 clusters Score: Raw -358516.893606 + Penalty 1836.275572 = -356680.618035 nChanged 14 SP:Iteration 58Q (2331.547864 sec): 3 clusters Score: Raw -358522.517936 + Penalty 1836.275572 = -356686.242365 nChanged 14 SP:Iteration 59Q (2331.623975 sec): 3 clusters Score: Raw -358528.311348 + Penalty 1836.275572 = -356692.035777 nChanged 24 SP:Iteration 60F (2331.727528 sec): 3 clusters Score: Raw -358537.208942 + Penalty 1836.275572 = -356700.933371 nChanged 17 SP:Iteration 61Q (2331.816733 sec): 3 clusters Score: Raw -358542.818036 + Penalty 1836.275572 = -356706.542464 nChanged 19 SP:Iteration 62Q (2331.891413 sec): 3 clusters Score: Raw -358549.235978 + Penalty 1836.275572 = -356712.960406 nChanged 26 SP:Iteration 63Q (2331.993790 sec): 3 clusters Score: Raw -358557.527832 + Penalty 1836.275572 = -356721.252261 nChanged 16 SP:Iteration 64Q (2332.084375 sec): 3 clusters Score: Raw -358562.336692 + Penalty 1836.275572 = -356726.061120 nChanged 19 SP:Iteration 65Q (2332.170291 sec): 3 clusters Score: Raw -358566.804636 + Penalty 1836.275572 = -356730.529065 nChanged 7 SP:Iteration 66Q (2332.247376 sec): 3 clusters Score: Raw -358567.977651 + Penalty 1836.275572 = -356731.702079 nChanged 1 SP:Iteration 67Q (2332.319531 sec): 3 clusters Score: Raw -358568.518751 + Penalty 1836.275572 = -356732.243179 nChanged 2 SP:Iteration 68Q (2332.398197 sec): 3 clusters Score: Raw -358569.116459 + Penalty 1836.275572 = -356732.840887 nChanged 7 SP:Iteration 69Q (2332.512929 sec): 3 clusters Score: Raw -358571.267347 + Penalty 1836.275572 = -356734.991775 nChanged 4 SP:Iteration 70Q (2332.601913 sec): 3 clusters Score: Raw -358571.813192 + Penalty 1836.275572 = -356735.537620 nChanged 1 SP:Iteration 71Q (2332.710348 sec): 3 clusters Score: Raw -358571.903957 + Penalty 1836.275572 = -356735.628385 nChanged 1 SP:Iteration 72Q (2332.799522 sec): 3 clusters Score: Raw -358571.960929 + Penalty 1836.275572 = -356735.685357 nChanged 0 SP:Iteration 73F (2332.878131 sec): 3 clusters Score: Raw -358571.960929 + Penalty 1836.275572 = -356735.685357 nChanged 0 Trying to split cluster 12 (6576 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2332.921702 sec): 2 clusters Score: Raw -371886.308541 + Penalty 923.074103 = -370963.234437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2333.064814 sec): 3 clusters Score: Raw -368184.196627 + Penalty 1846.148207 = -366338.048420 nChanged 2818 SP:Iteration 1F (2333.148250 sec): 3 clusters Score: Raw -369925.436875 + Penalty 1846.148207 = -368079.288668 nChanged 537 SP:Iteration 2F (2333.237927 sec): 3 clusters Score: Raw -370294.438042 + Penalty 1846.148207 = -368448.289835 nChanged 510 SP:Iteration 3F (2333.341485 sec): 3 clusters Score: Raw -370611.396612 + Penalty 1846.148207 = -368765.248405 nChanged 403 SP:Iteration 4F (2333.439368 sec): 3 clusters Score: Raw -370834.013034 + Penalty 1846.148207 = -368987.864827 nChanged 324 SP:Iteration 5Q (2333.572763 sec): 3 clusters Score: Raw -371008.833038 + Penalty 1846.148207 = -369162.684832 nChanged 288 SP:Iteration 6Q (2333.687578 sec): 3 clusters Score: Raw -371145.950286 + Penalty 1846.148207 = -369299.802079 nChanged 231 SP:Iteration 7Q (2333.779988 sec): 3 clusters Score: Raw -371252.968470 + Penalty 1846.148207 = -369406.820263 nChanged 201 SP:Iteration 8Q (2333.885584 sec): 3 clusters Score: Raw -371347.787135 + Penalty 1846.148207 = -369501.638928 nChanged 161 SP:Iteration 9Q (2333.992554 sec): 3 clusters Score: Raw -371412.309320 + Penalty 1846.148207 = -369566.161113 nChanged 133 SP:Iteration 10Q (2334.079119 sec): 3 clusters Score: Raw -371462.166523 + Penalty 1846.148207 = -369616.018316 nChanged 110 SP:Iteration 11Q (2334.212027 sec): 3 clusters Score: Raw -371498.461106 + Penalty 1846.148207 = -369652.312899 nChanged 91 SP:Iteration 12Q (2334.299521 sec): 3 clusters Score: Raw -371524.068181 + Penalty 1846.148207 = -369677.919975 nChanged 70 SP:Iteration 13Q (2334.416749 sec): 3 clusters Score: Raw -371541.899259 + Penalty 1846.148207 = -369695.751052 nChanged 60 SP:Iteration 14Q (2334.521998 sec): 3 clusters Score: Raw -371560.602474 + Penalty 1846.148207 = -369714.454268 nChanged 71 SP:Iteration 15Q (2334.635503 sec): 3 clusters Score: Raw -371583.428280 + Penalty 1846.148207 = -369737.280073 nChanged 77 SP:Iteration 16Q (2334.762172 sec): 3 clusters Score: Raw -371613.045228 + Penalty 1846.148207 = -369766.897021 nChanged 77 SP:Iteration 17Q (2334.848669 sec): 3 clusters Score: Raw -371638.064500 + Penalty 1846.148207 = -369791.916293 nChanged 86 SP:Iteration 18Q (2334.962489 sec): 3 clusters Score: Raw -371670.366376 + Penalty 1846.148207 = -369824.218169 nChanged 86 SP:Iteration 19Q (2335.053062 sec): 3 clusters Score: Raw -371704.458184 + Penalty 1846.148207 = -369858.309978 nChanged 80 SP:Iteration 20F (2335.179244 sec): 3 clusters Score: Raw -371742.581972 + Penalty 1846.148207 = -369896.433765 nChanged 94 SP:Iteration 21Q (2335.286712 sec): 3 clusters Score: Raw -371784.748034 + Penalty 1846.148207 = -369938.599828 nChanged 80 SP:Iteration 22Q (2335.391298 sec): 3 clusters Score: Raw -371819.372028 + Penalty 1846.148207 = -369973.223821 nChanged 73 SP:Iteration 23Q (2335.507863 sec): 3 clusters Score: Raw -371849.859403 + Penalty 1846.148207 = -370003.711196 nChanged 64 SP:Iteration 24Q (2335.634530 sec): 3 clusters Score: Raw -371874.747692 + Penalty 1846.148207 = -370028.599486 nChanged 49 SP:Iteration 25Q (2335.746491 sec): 3 clusters Score: Raw -371899.837266 + Penalty 1846.148207 = -370053.689059 nChanged 50 SP:Iteration 26Q (2335.849376 sec): 3 clusters Score: Raw -371931.126595 + Penalty 1846.148207 = -370084.978388 nChanged 54 SP:Iteration 27Q (2335.941232 sec): 3 clusters Score: Raw -371971.687847 + Penalty 1846.148207 = -370125.539641 nChanged 57 SP:Iteration 28Q (2336.051608 sec): 3 clusters Score: Raw -372014.069510 + Penalty 1846.148207 = -370167.921303 nChanged 41 SP:Iteration 29Q (2336.150849 sec): 3 clusters Score: Raw -372047.568298 + Penalty 1846.148207 = -370201.420091 nChanged 36 SP:Iteration 30Q (2336.254196 sec): 3 clusters Score: Raw -372068.074028 + Penalty 1846.148207 = -370221.925821 nChanged 27 SP:Iteration 31Q (2336.368854 sec): 3 clusters Score: Raw -372084.612007 + Penalty 1846.148207 = -370238.463800 nChanged 20 SP:Iteration 32Q (2336.476272 sec): 3 clusters Score: Raw -372095.240614 + Penalty 1846.148207 = -370249.092407 nChanged 18 SP:Iteration 33Q (2336.601405 sec): 3 clusters Score: Raw -372103.300910 + Penalty 1846.148207 = -370257.152703 nChanged 6 SP:Iteration 34Q (2336.738698 sec): 3 clusters Score: Raw -372105.121097 + Penalty 1846.148207 = -370258.972891 nChanged 8 SP:Iteration 35Q (2336.859752 sec): 3 clusters Score: Raw -372111.648900 + Penalty 1846.148207 = -370265.500693 nChanged 16 SP:Iteration 36Q (2336.973980 sec): 3 clusters Score: Raw -372119.719596 + Penalty 1846.148207 = -370273.571389 nChanged 14 SP:Iteration 37Q (2337.061662 sec): 3 clusters Score: Raw -372125.102846 + Penalty 1846.148207 = -370278.954639 nChanged 7 SP:Iteration 38Q (2337.177513 sec): 3 clusters Score: Raw -372127.741382 + Penalty 1846.148207 = -370281.593175 nChanged 1 SP:Iteration 39Q (2337.331944 sec): 3 clusters Score: Raw -372127.930677 + Penalty 1846.148207 = -370281.782470 nChanged 1 SP:Iteration 40F (2337.501924 sec): 3 clusters Score: Raw -372128.635497 + Penalty 1846.148207 = -370282.487290 nChanged 1 SP:Iteration 41Q (2337.582723 sec): 3 clusters Score: Raw -372128.873090 + Penalty 1846.148207 = -370282.724883 nChanged 1 SP:Iteration 42Q (2337.696514 sec): 3 clusters Score: Raw -372128.971059 + Penalty 1846.148207 = -370282.822853 nChanged 0 SP:Iteration 43F (2337.844981 sec): 3 clusters Score: Raw -372128.971059 + Penalty 1846.148207 = -370282.822853 nChanged 0 Trying to split cluster 13 (4396 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2337.892360 sec): 2 clusters Score: Raw -214651.864757 + Penalty 880.787283 = -213771.077474 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2337.999149 sec): 3 clusters Score: Raw -212234.120266 + Penalty 1761.574566 = -210472.545700 nChanged 1859 SP:Iteration 1F (2338.133469 sec): 3 clusters Score: Raw -213443.881280 + Penalty 1761.574566 = -211682.306713 nChanged 416 SP:Iteration 2F (2338.224531 sec): 3 clusters Score: Raw -213786.608535 + Penalty 1761.574566 = -212025.033969 nChanged 324 SP:Iteration 3F (2338.342009 sec): 3 clusters Score: Raw -214062.744748 + Penalty 1761.574566 = -212301.170181 nChanged 271 SP:Iteration 4F (2338.449247 sec): 3 clusters Score: Raw -214293.980336 + Penalty 1761.574566 = -212532.405769 nChanged 246 SP:Iteration 5F (2338.568116 sec): 3 clusters Score: Raw -214527.604470 + Penalty 1761.574566 = -212766.029904 nChanged 253 SP:Iteration 6F (2338.653976 sec): 3 clusters Score: Raw -214739.412841 + Penalty 1761.574566 = -212977.838275 nChanged 194 SP:Iteration 7Q (2338.760245 sec): 3 clusters Score: Raw -214840.142908 + Penalty 1761.574566 = -213078.568342 nChanged 133 SP:Iteration 8Q (2338.876192 sec): 3 clusters Score: Raw -214897.515260 + Penalty 1761.574566 = -213135.940694 nChanged 101 SP:Iteration 9Q (2338.981830 sec): 3 clusters Score: Raw -214935.492282 + Penalty 1761.574566 = -213173.917715 nChanged 66 SP:Iteration 10Q (2339.071802 sec): 3 clusters Score: Raw -214962.130049 + Penalty 1761.574566 = -213200.555483 nChanged 68 SP:Iteration 11Q (2339.183061 sec): 3 clusters Score: Raw -214989.730464 + Penalty 1761.574566 = -213228.155898 nChanged 53 SP:Iteration 12Q (2339.303170 sec): 3 clusters Score: Raw -215008.921886 + Penalty 1761.574566 = -213247.347319 nChanged 53 SP:Iteration 13Q (2339.402046 sec): 3 clusters Score: Raw -215025.833009 + Penalty 1761.574566 = -213264.258443 nChanged 48 SP:Iteration 14Q (2339.487423 sec): 3 clusters Score: Raw -215040.817563 + Penalty 1761.574566 = -213279.242997 nChanged 40 SP:Iteration 15Q (2339.587287 sec): 3 clusters Score: Raw -215052.617304 + Penalty 1761.574566 = -213291.042738 nChanged 40 SP:Iteration 16Q (2339.702341 sec): 3 clusters Score: Raw -215064.016255 + Penalty 1761.574566 = -213302.441689 nChanged 35 SP:Iteration 17Q (2339.803383 sec): 3 clusters Score: Raw -215077.168152 + Penalty 1761.574566 = -213315.593585 nChanged 36 SP:Iteration 18Q (2339.888667 sec): 3 clusters Score: Raw -215086.593810 + Penalty 1761.574566 = -213325.019244 nChanged 37 SP:Iteration 19Q (2340.002854 sec): 3 clusters Score: Raw -215096.362158 + Penalty 1761.574566 = -213334.787592 nChanged 29 SP:Iteration 20F (2340.083688 sec): 3 clusters Score: Raw -215102.741779 + Penalty 1761.574566 = -213341.167213 nChanged 27 SP:Iteration 21Q (2340.197157 sec): 3 clusters Score: Raw -215109.104476 + Penalty 1761.574566 = -213347.529910 nChanged 23 SP:Iteration 22Q (2340.304831 sec): 3 clusters Score: Raw -215114.437766 + Penalty 1761.574566 = -213352.863200 nChanged 21 SP:Iteration 23Q (2340.421299 sec): 3 clusters Score: Raw -215119.693326 + Penalty 1761.574566 = -213358.118760 nChanged 21 SP:Iteration 24Q (2340.515416 sec): 3 clusters Score: Raw -215123.860675 + Penalty 1761.574566 = -213362.286109 nChanged 14 SP:Iteration 25Q (2340.614114 sec): 3 clusters Score: Raw -215126.951548 + Penalty 1761.574566 = -213365.376982 nChanged 12 SP:Iteration 26Q (2340.716046 sec): 3 clusters Score: Raw -215128.523163 + Penalty 1761.574566 = -213366.948596 nChanged 5 SP:Iteration 27Q (2340.808538 sec): 3 clusters Score: Raw -215129.272804 + Penalty 1761.574566 = -213367.698237 nChanged 1 SP:Iteration 28Q (2340.917144 sec): 3 clusters Score: Raw -215129.413700 + Penalty 1761.574566 = -213367.839134 nChanged 4 SP:Iteration 29Q (2341.026856 sec): 3 clusters Score: Raw -215129.802797 + Penalty 1761.574566 = -213368.228231 nChanged 3 SP:Iteration 30Q (2341.146362 sec): 3 clusters Score: Raw -215130.151804 + Penalty 1761.574566 = -213368.577238 nChanged 3 SP:Iteration 31Q (2341.221437 sec): 3 clusters Score: Raw -215130.464739 + Penalty 1761.574566 = -213368.890173 nChanged 5 SP:Iteration 32Q (2341.310338 sec): 3 clusters Score: Raw -215131.520150 + Penalty 1761.574566 = -213369.945584 nChanged 4 SP:Iteration 33Q (2341.436467 sec): 3 clusters Score: Raw -215132.436486 + Penalty 1761.574566 = -213370.861920 nChanged 4 SP:Iteration 34Q (2341.527515 sec): 3 clusters Score: Raw -215133.496029 + Penalty 1761.574566 = -213371.921463 nChanged 3 SP:Iteration 35Q (2341.629324 sec): 3 clusters Score: Raw -215133.744875 + Penalty 1761.574566 = -213372.170308 nChanged 4 SP:Iteration 36Q (2341.742003 sec): 3 clusters Score: Raw -215134.158936 + Penalty 1761.574566 = -213372.584370 nChanged 4 SP:Iteration 37Q (2341.852260 sec): 3 clusters Score: Raw -215135.036504 + Penalty 1761.574566 = -213373.461937 nChanged 6 SP:Iteration 38Q (2341.973494 sec): 3 clusters Score: Raw -215137.115971 + Penalty 1761.574566 = -213375.541405 nChanged 10 SP:Iteration 39Q (2342.071140 sec): 3 clusters Score: Raw -215140.086276 + Penalty 1761.574566 = -213378.511710 nChanged 11 SP:Iteration 40F (2342.177996 sec): 3 clusters Score: Raw -215141.670501 + Penalty 1761.574566 = -213380.095935 nChanged 12 SP:Iteration 41Q (2342.268537 sec): 3 clusters Score: Raw -215143.153905 + Penalty 1761.574566 = -213381.579339 nChanged 3 SP:Iteration 42Q (2342.371302 sec): 3 clusters Score: Raw -215143.533649 + Penalty 1761.574566 = -213381.959083 nChanged 1 SP:Iteration 43Q (2342.494729 sec): 3 clusters Score: Raw -215143.719804 + Penalty 1761.574566 = -213382.145238 nChanged 2 SP:Iteration 44Q (2342.579773 sec): 3 clusters Score: Raw -215143.858497 + Penalty 1761.574566 = -213382.283931 nChanged 0 SP:Iteration 45F (2342.704728 sec): 3 clusters Score: Raw -215143.858497 + Penalty 1761.574566 = -213382.283931 nChanged 0 Trying to split cluster 14 (3290 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2342.777888 sec): 2 clusters Score: Raw -199546.106194 + Penalty 850.357499 = -198695.748695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2342.853061 sec): 3 clusters Score: Raw -197819.665420 + Penalty 1700.714997 = -196118.950423 nChanged 1338 SP:Iteration 1F (2342.960376 sec): 3 clusters Score: Raw -198573.596463 + Penalty 1700.714997 = -196872.881466 nChanged 260 SP:Iteration 2F (2343.066716 sec): 3 clusters Score: Raw -198747.831693 + Penalty 1700.714997 = -197047.116696 nChanged 206 SP:Iteration 3F (2343.177862 sec): 3 clusters Score: Raw -198862.465142 + Penalty 1700.714997 = -197161.750145 nChanged 171 SP:Iteration 4F (2343.288936 sec): 3 clusters Score: Raw -198958.498753 + Penalty 1700.714997 = -197257.783756 nChanged 134 SP:Iteration 5Q (2343.388825 sec): 3 clusters Score: Raw -199038.547784 + Penalty 1700.714997 = -197337.832787 nChanged 129 SP:Iteration 6Q (2343.491736 sec): 3 clusters Score: Raw -199128.554963 + Penalty 1700.714997 = -197427.839966 nChanged 121 SP:Iteration 7Q (2343.588711 sec): 3 clusters Score: Raw -199213.053506 + Penalty 1700.714997 = -197512.338509 nChanged 114 SP:Iteration 8Q (2343.680295 sec): 3 clusters Score: Raw -199292.843001 + Penalty 1700.714997 = -197592.128004 nChanged 118 SP:Iteration 9Q (2343.792766 sec): 3 clusters Score: Raw -199371.790458 + Penalty 1700.714997 = -197671.075461 nChanged 111 SP:Iteration 10Q (2343.893302 sec): 3 clusters Score: Raw -199465.465696 + Penalty 1700.714997 = -197764.750698 nChanged 104 SP:Iteration 11Q (2343.993317 sec): 3 clusters Score: Raw -199543.695065 + Penalty 1700.714997 = -197842.980068 nChanged 71 SP:Iteration 12Q (2344.081307 sec): 3 clusters Score: Raw -199590.461165 + Penalty 1700.714997 = -197889.746167 nChanged 63 SP:Iteration 13Q (2344.206866 sec): 3 clusters Score: Raw -199626.579072 + Penalty 1700.714997 = -197925.864075 nChanged 54 SP:Iteration 14Q (2344.316048 sec): 3 clusters Score: Raw -199667.507156 + Penalty 1700.714997 = -197966.792158 nChanged 57 SP:Iteration 15Q (2344.439353 sec): 3 clusters Score: Raw -199705.276222 + Penalty 1700.714997 = -198004.561225 nChanged 46 SP:Iteration 16Q (2344.523926 sec): 3 clusters Score: Raw -199735.014528 + Penalty 1700.714997 = -198034.299531 nChanged 38 SP:Iteration 17Q (2344.624255 sec): 3 clusters Score: Raw -199763.793622 + Penalty 1700.714997 = -198063.078625 nChanged 36 SP:Iteration 18Q (2344.733681 sec): 3 clusters Score: Raw -199802.324662 + Penalty 1700.714997 = -198101.609665 nChanged 45 SP:Iteration 19Q (2344.849766 sec): 3 clusters Score: Raw -199846.199853 + Penalty 1700.714997 = -198145.484856 nChanged 38 SP:Iteration 20F (2344.954423 sec): 3 clusters Score: Raw -199891.858632 + Penalty 1700.714997 = -198191.143635 nChanged 29 SP:Iteration 21Q (2345.045899 sec): 3 clusters Score: Raw -199925.981316 + Penalty 1700.714997 = -198225.266318 nChanged 38 SP:Iteration 22Q (2345.147654 sec): 3 clusters Score: Raw -199968.237081 + Penalty 1700.714997 = -198267.522083 nChanged 45 SP:Iteration 23Q (2345.260066 sec): 3 clusters Score: Raw -200015.269695 + Penalty 1700.714997 = -198314.554697 nChanged 38 SP:Iteration 24Q (2345.353978 sec): 3 clusters Score: Raw -200053.370132 + Penalty 1700.714997 = -198352.655135 nChanged 30 SP:Iteration 25Q (2345.453956 sec): 3 clusters Score: Raw -200079.384283 + Penalty 1700.714997 = -198378.669286 nChanged 24 SP:Iteration 26Q (2345.562786 sec): 3 clusters Score: Raw -200102.680215 + Penalty 1700.714997 = -198401.965218 nChanged 22 SP:Iteration 27Q (2345.674392 sec): 3 clusters Score: Raw -200117.968782 + Penalty 1700.714997 = -198417.253785 nChanged 14 SP:Iteration 28Q (2345.781858 sec): 3 clusters Score: Raw -200124.977079 + Penalty 1700.714997 = -198424.262081 nChanged 8 SP:Iteration 29Q (2345.886400 sec): 3 clusters Score: Raw -200128.183242 + Penalty 1700.714997 = -198427.468245 nChanged 7 SP:Iteration 30Q (2345.994515 sec): 3 clusters Score: Raw -200133.776951 + Penalty 1700.714997 = -198433.061954 nChanged 12 SP:Iteration 31Q (2346.097543 sec): 3 clusters Score: Raw -200141.433611 + Penalty 1700.714997 = -198440.718614 nChanged 7 SP:Iteration 32Q (2346.219807 sec): 3 clusters Score: Raw -200145.151453 + Penalty 1700.714997 = -198444.436455 nChanged 4 SP:Iteration 33Q (2346.311718 sec): 3 clusters Score: Raw -200146.849384 + Penalty 1700.714997 = -198446.134387 nChanged 2 SP:Iteration 34Q (2346.411831 sec): 3 clusters Score: Raw -200147.723920 + Penalty 1700.714997 = -198447.008922 nChanged 0 SP:Iteration 35F (2346.520627 sec): 3 clusters Score: Raw -200147.723920 + Penalty 1700.714997 = -198447.008922 nChanged 0 Trying to split cluster 15 (1297 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2346.599813 sec): 2 clusters Score: Raw -64661.167079 + Penalty 752.619964 = -63908.547115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2346.668723 sec): 3 clusters Score: Raw -64089.258281 + Penalty 1505.239929 = -62584.018352 nChanged 481 SP:Iteration 1F (2346.763465 sec): 3 clusters Score: Raw -64447.408127 + Penalty 1505.239929 = -62942.168198 nChanged 122 SP:Iteration 2F (2346.862203 sec): 3 clusters Score: Raw -64592.054060 + Penalty 1505.239929 = -63086.814132 nChanged 91 SP:Iteration 3F (2346.966779 sec): 3 clusters Score: Raw -64680.399770 + Penalty 1505.239929 = -63175.159841 nChanged 63 SP:Iteration 4Q (2347.084702 sec): 3 clusters Score: Raw -64736.057117 + Penalty 1505.239929 = -63230.817189 nChanged 57 SP:Iteration 5Q (2347.164550 sec): 3 clusters Score: Raw -64784.529319 + Penalty 1505.239929 = -63279.289391 nChanged 35 SP:Iteration 6Q (2347.253741 sec): 3 clusters Score: Raw -64820.600419 + Penalty 1505.239929 = -63315.360490 nChanged 33 SP:Iteration 7Q (2347.348533 sec): 3 clusters Score: Raw -64848.104435 + Penalty 1505.239929 = -63342.864506 nChanged 28 SP:Iteration 8Q (2347.442083 sec): 3 clusters Score: Raw -64871.179332 + Penalty 1505.239929 = -63365.939403 nChanged 26 SP:Iteration 9Q (2347.539873 sec): 3 clusters Score: Raw -64894.411067 + Penalty 1505.239929 = -63389.171139 nChanged 32 SP:Iteration 10Q (2347.640897 sec): 3 clusters Score: Raw -64938.925270 + Penalty 1505.239929 = -63433.685341 nChanged 39 SP:Iteration 11Q (2347.747053 sec): 3 clusters Score: Raw -64965.882167 + Penalty 1505.239929 = -63460.642239 nChanged 24 SP:Iteration 12Q (2347.852293 sec): 3 clusters Score: Raw -64981.717001 + Penalty 1505.239929 = -63476.477072 nChanged 16 SP:Iteration 13Q (2347.949628 sec): 3 clusters Score: Raw -64996.484480 + Penalty 1505.239929 = -63491.244551 nChanged 20 SP:Iteration 14Q (2348.050010 sec): 3 clusters Score: Raw -65022.349022 + Penalty 1505.239929 = -63517.109093 nChanged 33 SP:Iteration 15Q (2348.159418 sec): 3 clusters Score: Raw -65074.893120 + Penalty 1505.239929 = -63569.653192 nChanged 27 SP:Iteration 16Q (2348.243957 sec): 3 clusters Score: Raw -65100.000293 + Penalty 1505.239929 = -63594.760364 nChanged 29 SP:Iteration 17Q (2348.347108 sec): 3 clusters Score: Raw -65119.396232 + Penalty 1505.239929 = -63614.156303 nChanged 21 SP:Iteration 18Q (2348.457854 sec): 3 clusters Score: Raw -65131.360681 + Penalty 1505.239929 = -63626.120752 nChanged 12 SP:Iteration 19Q (2348.568835 sec): 3 clusters Score: Raw -65138.386620 + Penalty 1505.239929 = -63633.146691 nChanged 8 SP:Iteration 20F (2348.669948 sec): 3 clusters Score: Raw -65143.027295 + Penalty 1505.239929 = -63637.787366 nChanged 9 SP:Iteration 21Q (2348.759521 sec): 3 clusters Score: Raw -65149.180506 + Penalty 1505.239929 = -63643.940578 nChanged 5 SP:Iteration 22Q (2348.887216 sec): 3 clusters Score: Raw -65150.662041 + Penalty 1505.239929 = -63645.422112 nChanged 5 SP:Iteration 23Q (2348.992635 sec): 3 clusters Score: Raw -65151.485477 + Penalty 1505.239929 = -63646.245548 nChanged 2 SP:Iteration 24Q (2349.080930 sec): 3 clusters Score: Raw -65151.956970 + Penalty 1505.239929 = -63646.717041 nChanged 3 SP:Iteration 25Q (2349.175447 sec): 3 clusters Score: Raw -65153.818618 + Penalty 1505.239929 = -63648.578689 nChanged 4 SP:Iteration 26Q (2349.284934 sec): 3 clusters Score: Raw -65156.933409 + Penalty 1505.239929 = -63651.693480 nChanged 4 SP:Iteration 27Q (2349.371712 sec): 3 clusters Score: Raw -65159.608677 + Penalty 1505.239929 = -63654.368749 nChanged 7 SP:Iteration 28Q (2349.485623 sec): 3 clusters Score: Raw -65166.610601 + Penalty 1505.239929 = -63661.370672 nChanged 6 SP:Iteration 29Q (2349.614758 sec): 3 clusters Score: Raw -65172.714269 + Penalty 1505.239929 = -63667.474340 nChanged 8 SP:Iteration 30Q (2349.702395 sec): 3 clusters Score: Raw -65178.001523 + Penalty 1505.239929 = -63672.761594 nChanged 9 SP:Iteration 31Q (2349.816728 sec): 3 clusters Score: Raw -65184.016106 + Penalty 1505.239929 = -63678.776177 nChanged 4 SP:Iteration 32Q (2349.901845 sec): 3 clusters Score: Raw -65185.891439 + Penalty 1505.239929 = -63680.651511 nChanged 3 SP:Iteration 33Q (2350.009227 sec): 3 clusters Score: Raw -65186.553601 + Penalty 1505.239929 = -63681.313672 nChanged 0 SP:Iteration 34F (2350.096566 sec): 3 clusters Score: Raw -65186.553601 + Penalty 1505.239929 = -63681.313672 nChanged 0 Trying to split cluster 16 (3016 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2350.160770 sec): 2 clusters Score: Raw -141752.422396 + Penalty 841.227107 = -140911.195290 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2350.278104 sec): 3 clusters Score: Raw -140241.217152 + Penalty 1682.454213 = -138558.762939 nChanged 1205 SP:Iteration 1F (2350.363200 sec): 3 clusters Score: Raw -141144.965541 + Penalty 1682.454213 = -139462.511328 nChanged 321 SP:Iteration 2F (2350.463067 sec): 3 clusters Score: Raw -141463.493490 + Penalty 1682.454213 = -139781.039276 nChanged 271 SP:Iteration 3F (2350.582180 sec): 3 clusters Score: Raw -141790.119063 + Penalty 1682.454213 = -140107.664850 nChanged 234 SP:Iteration 4F (2350.683462 sec): 3 clusters Score: Raw -142061.742526 + Penalty 1682.454213 = -140379.288313 nChanged 168 SP:Iteration 5F (2350.788106 sec): 3 clusters Score: Raw -142192.005115 + Penalty 1682.454213 = -140509.550902 nChanged 95 SP:Iteration 6Q (2350.909044 sec): 3 clusters Score: Raw -142253.571048 + Penalty 1682.454213 = -140571.116835 nChanged 62 SP:Iteration 7Q (2351.012724 sec): 3 clusters Score: Raw -142282.263175 + Penalty 1682.454213 = -140599.808962 nChanged 38 SP:Iteration 8Q (2351.094921 sec): 3 clusters Score: Raw -142302.553848 + Penalty 1682.454213 = -140620.099635 nChanged 26 SP:Iteration 9Q (2351.186071 sec): 3 clusters Score: Raw -142312.704594 + Penalty 1682.454213 = -140630.250381 nChanged 19 SP:Iteration 10Q (2351.287116 sec): 3 clusters Score: Raw -142320.386021 + Penalty 1682.454213 = -140637.931808 nChanged 22 SP:Iteration 11Q (2351.407523 sec): 3 clusters Score: Raw -142328.460196 + Penalty 1682.454213 = -140646.005983 nChanged 17 SP:Iteration 12Q (2351.501012 sec): 3 clusters Score: Raw -142333.288694 + Penalty 1682.454213 = -140650.834481 nChanged 7 SP:Iteration 13Q (2351.592774 sec): 3 clusters Score: Raw -142335.945937 + Penalty 1682.454213 = -140653.491723 nChanged 7 SP:Iteration 14Q (2351.698502 sec): 3 clusters Score: Raw -142337.241580 + Penalty 1682.454213 = -140654.787367 nChanged 5 SP:Iteration 15Q (2351.811247 sec): 3 clusters Score: Raw -142338.468923 + Penalty 1682.454213 = -140656.014710 nChanged 3 SP:Iteration 16Q (2351.908571 sec): 3 clusters Score: Raw -142339.212016 + Penalty 1682.454213 = -140656.757803 nChanged 3 SP:Iteration 17Q (2352.041033 sec): 3 clusters Score: Raw -142340.071299 + Penalty 1682.454213 = -140657.617086 nChanged 2 SP:Iteration 18Q (2352.122069 sec): 3 clusters Score: Raw -142340.798339 + Penalty 1682.454213 = -140658.344126 nChanged 4 SP:Iteration 19Q (2352.221250 sec): 3 clusters Score: Raw -142341.870817 + Penalty 1682.454213 = -140659.416604 nChanged 1 SP:Iteration 20F (2352.329962 sec): 3 clusters Score: Raw -142342.280546 + Penalty 1682.454213 = -140659.826333 nChanged 5 SP:Iteration 21Q (2352.413538 sec): 3 clusters Score: Raw -142345.218684 + Penalty 1682.454213 = -140662.764471 nChanged 9 SP:Iteration 22Q (2352.510360 sec): 3 clusters Score: Raw -142349.063117 + Penalty 1682.454213 = -140666.608904 nChanged 9 SP:Iteration 23Q (2352.614149 sec): 3 clusters Score: Raw -142350.527996 + Penalty 1682.454213 = -140668.073783 nChanged 3 SP:Iteration 24Q (2352.727089 sec): 3 clusters Score: Raw -142351.465997 + Penalty 1682.454213 = -140669.011784 nChanged 2 SP:Iteration 25Q (2352.811335 sec): 3 clusters Score: Raw -142352.195234 + Penalty 1682.454213 = -140669.741021 nChanged 2 SP:Iteration 26Q (2352.927204 sec): 3 clusters Score: Raw -142352.599011 + Penalty 1682.454213 = -140670.144798 nChanged 5 SP:Iteration 27Q (2353.014450 sec): 3 clusters Score: Raw -142353.523763 + Penalty 1682.454213 = -140671.069549 nChanged 7 SP:Iteration 28Q (2353.113469 sec): 3 clusters Score: Raw -142355.885056 + Penalty 1682.454213 = -140673.430843 nChanged 5 SP:Iteration 29Q (2353.214008 sec): 3 clusters Score: Raw -142357.028142 + Penalty 1682.454213 = -140674.573929 nChanged 4 SP:Iteration 30Q (2353.332221 sec): 3 clusters Score: Raw -142357.662637 + Penalty 1682.454213 = -140675.208424 nChanged 0 SP:Iteration 31F (2353.416041 sec): 3 clusters Score: Raw -142357.662637 + Penalty 1682.454213 = -140675.208424 nChanged 0 Trying to split cluster 17 (886 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2353.488716 sec): 2 clusters Score: Raw -34101.739541 + Penalty 712.605280 = -33389.134261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2353.571659 sec): 3 clusters Score: Raw -33771.351836 + Penalty 1425.210560 = -32346.141277 nChanged 307 SP:Iteration 1F (2353.668938 sec): 3 clusters Score: Raw -34055.858331 + Penalty 1425.210560 = -32630.647771 nChanged 78 SP:Iteration 2F (2353.766590 sec): 3 clusters Score: Raw -34154.906391 + Penalty 1425.210560 = -32729.695832 nChanged 60 SP:Iteration 3F (2353.835902 sec): 3 clusters Score: Raw -34270.732739 + Penalty 1425.210560 = -32845.522179 nChanged 58 SP:Iteration 4F (2353.941478 sec): 3 clusters Score: Raw -34368.600882 + Penalty 1425.210560 = -32943.390322 nChanged 51 SP:Iteration 5F (2354.012030 sec): 3 clusters Score: Raw -34458.351565 + Penalty 1425.210560 = -33033.141005 nChanged 38 SP:Iteration 6Q (2354.133646 sec): 3 clusters Score: Raw -34514.708604 + Penalty 1425.210560 = -33089.498044 nChanged 32 SP:Iteration 7Q (2354.231453 sec): 3 clusters Score: Raw -34556.179741 + Penalty 1425.210560 = -33130.969181 nChanged 23 SP:Iteration 8Q (2354.339699 sec): 3 clusters Score: Raw -34583.129736 + Penalty 1425.210560 = -33157.919176 nChanged 15 SP:Iteration 9Q (2354.438111 sec): 3 clusters Score: Raw -34600.235335 + Penalty 1425.210560 = -33175.024776 nChanged 9 SP:Iteration 10Q (2354.559847 sec): 3 clusters Score: Raw -34608.939696 + Penalty 1425.210560 = -33183.729136 nChanged 10 SP:Iteration 11Q (2354.653862 sec): 3 clusters Score: Raw -34629.182798 + Penalty 1425.210560 = -33203.972239 nChanged 9 SP:Iteration 12Q (2354.759438 sec): 3 clusters Score: Raw -34641.413824 + Penalty 1425.210560 = -33216.203265 nChanged 3 SP:Iteration 13Q (2354.835413 sec): 3 clusters Score: Raw -34643.734944 + Penalty 1425.210560 = -33218.524384 nChanged 2 SP:Iteration 14Q (2354.934749 sec): 3 clusters Score: Raw -34644.573932 + Penalty 1425.210560 = -33219.363373 nChanged 1 SP:Iteration 15Q (2355.035254 sec): 3 clusters Score: Raw -34645.538874 + Penalty 1425.210560 = -33220.328314 nChanged 2 SP:Iteration 16Q (2355.126606 sec): 3 clusters Score: Raw -34646.608889 + Penalty 1425.210560 = -33221.398329 nChanged 2 SP:Iteration 17Q (2355.243003 sec): 3 clusters Score: Raw -34648.380457 + Penalty 1425.210560 = -33223.169897 nChanged 4 SP:Iteration 18Q (2355.323853 sec): 3 clusters Score: Raw -34651.889450 + Penalty 1425.210560 = -33226.678890 nChanged 4 SP:Iteration 19Q (2355.416005 sec): 3 clusters Score: Raw -34654.948621 + Penalty 1425.210560 = -33229.738061 nChanged 2 SP:Iteration 20F (2355.512190 sec): 3 clusters Score: Raw -34656.726121 + Penalty 1425.210560 = -33231.515562 nChanged 3 SP:Iteration 21Q (2355.626827 sec): 3 clusters Score: Raw -34658.898269 + Penalty 1425.210560 = -33233.687710 nChanged 2 SP:Iteration 22Q (2355.693989 sec): 3 clusters Score: Raw -34662.110473 + Penalty 1425.210560 = -33236.899914 nChanged 3 SP:Iteration 23Q (2355.780851 sec): 3 clusters Score: Raw -34664.084986 + Penalty 1425.210560 = -33238.874426 nChanged 2 SP:Iteration 24Q (2355.881199 sec): 3 clusters Score: Raw -34665.071927 + Penalty 1425.210560 = -33239.861367 nChanged 3 SP:Iteration 25Q (2356.004328 sec): 3 clusters Score: Raw -34666.199238 + Penalty 1425.210560 = -33240.988678 nChanged 4 SP:Iteration 26Q (2356.090230 sec): 3 clusters Score: Raw -34668.756536 + Penalty 1425.210560 = -33243.545977 nChanged 4 SP:Iteration 27Q (2356.177543 sec): 3 clusters Score: Raw -34671.727436 + Penalty 1425.210560 = -33246.516877 nChanged 3 SP:Iteration 28Q (2356.274336 sec): 3 clusters Score: Raw -34673.217742 + Penalty 1425.210560 = -33248.007183 nChanged 4 SP:Iteration 29Q (2356.395410 sec): 3 clusters Score: Raw -34676.332783 + Penalty 1425.210560 = -33251.122224 nChanged 4 SP:Iteration 30Q (2356.501735 sec): 3 clusters Score: Raw -34678.853216 + Penalty 1425.210560 = -33253.642657 nChanged 3 SP:Iteration 31Q (2356.576261 sec): 3 clusters Score: Raw -34681.635830 + Penalty 1425.210560 = -33256.425270 nChanged 2 SP:Iteration 32Q (2356.669945 sec): 3 clusters Score: Raw -34683.163145 + Penalty 1425.210560 = -33257.952585 nChanged 2 SP:Iteration 33Q (2356.801343 sec): 3 clusters Score: Raw -34685.760197 + Penalty 1425.210560 = -33260.549637 nChanged 3 SP:Iteration 34Q (2356.883202 sec): 3 clusters Score: Raw -34688.020026 + Penalty 1425.210560 = -33262.809466 nChanged 3 SP:Iteration 35Q (2356.981835 sec): 3 clusters Score: Raw -34692.416260 + Penalty 1425.210560 = -33267.205700 nChanged 2 SP:Iteration 36Q (2357.089248 sec): 3 clusters Score: Raw -34693.285992 + Penalty 1425.210560 = -33268.075432 nChanged 1 SP:Iteration 37Q (2357.184985 sec): 3 clusters Score: Raw -34694.066187 + Penalty 1425.210560 = -33268.855628 nChanged 1 SP:Iteration 38Q (2357.279172 sec): 3 clusters Score: Raw -34694.609763 + Penalty 1425.210560 = -33269.399203 nChanged 1 SP:Iteration 39Q (2357.375337 sec): 3 clusters Score: Raw -34695.108361 + Penalty 1425.210560 = -33269.897801 nChanged 0 SP:Iteration 40F (2357.495134 sec): 3 clusters Score: Raw -34695.108361 + Penalty 1425.210560 = -33269.897801 nChanged 0 Trying to split cluster 18 (10363 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2357.574780 sec): 2 clusters Score: Raw -620501.540718 + Penalty 970.829690 = -619530.711028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2357.669635 sec): 3 clusters Score: Raw -614365.234999 + Penalty 1941.659380 = -612423.575619 nChanged 4646 SP:Iteration 1F (2357.789985 sec): 3 clusters Score: Raw -616969.757886 + Penalty 1941.659380 = -615028.098506 nChanged 727 SP:Iteration 2F (2357.908550 sec): 3 clusters Score: Raw -617380.275531 + Penalty 1941.659380 = -615438.616150 nChanged 764 SP:Iteration 3F (2358.036157 sec): 3 clusters Score: Raw -617868.205101 + Penalty 1941.659380 = -615926.545721 nChanged 776 SP:Iteration 4F (2358.145644 sec): 3 clusters Score: Raw -618393.710104 + Penalty 1941.659380 = -616452.050724 nChanged 686 SP:Iteration 5F (2358.268652 sec): 3 clusters Score: Raw -618838.014022 + Penalty 1941.659380 = -616896.354642 nChanged 565 SP:Iteration 6F (2358.383190 sec): 3 clusters Score: Raw -619168.605404 + Penalty 1941.659380 = -617226.946024 nChanged 473 SP:Iteration 7Q (2358.510591 sec): 3 clusters Score: Raw -619461.523313 + Penalty 1941.659380 = -617519.863932 nChanged 380 SP:Iteration 8Q (2358.618789 sec): 3 clusters Score: Raw -619691.634718 + Penalty 1941.659380 = -617749.975338 nChanged 314 SP:Iteration 9Q (2358.741394 sec): 3 clusters Score: Raw -619867.509217 + Penalty 1941.659380 = -617925.849837 nChanged 256 SP:Iteration 10Q (2358.865133 sec): 3 clusters Score: Raw -620003.338607 + Penalty 1941.659380 = -618061.679227 nChanged 221 SP:Iteration 11Q (2358.990933 sec): 3 clusters Score: Raw -620120.411202 + Penalty 1941.659380 = -618178.751821 nChanged 162 SP:Iteration 12Q (2359.128202 sec): 3 clusters Score: Raw -620204.669234 + Penalty 1941.659380 = -618263.009854 nChanged 139 SP:Iteration 13Q (2359.214336 sec): 3 clusters Score: Raw -620279.588057 + Penalty 1941.659380 = -618337.928677 nChanged 112 SP:Iteration 14Q (2359.332076 sec): 3 clusters Score: Raw -620345.571490 + Penalty 1941.659380 = -618403.912110 nChanged 100 SP:Iteration 15Q (2359.452716 sec): 3 clusters Score: Raw -620417.374499 + Penalty 1941.659380 = -618475.715119 nChanged 76 SP:Iteration 16Q (2359.572375 sec): 3 clusters Score: Raw -620463.153427 + Penalty 1941.659380 = -618521.494047 nChanged 60 SP:Iteration 17Q (2359.692165 sec): 3 clusters Score: Raw -620499.519849 + Penalty 1941.659380 = -618557.860469 nChanged 43 SP:Iteration 18Q (2359.820345 sec): 3 clusters Score: Raw -620521.965952 + Penalty 1941.659380 = -618580.306572 nChanged 36 SP:Iteration 19Q (2359.930353 sec): 3 clusters Score: Raw -620541.956389 + Penalty 1941.659380 = -618600.297009 nChanged 29 SP:Iteration 20F (2360.059384 sec): 3 clusters Score: Raw -620559.240329 + Penalty 1941.659380 = -618617.580949 nChanged 25 SP:Iteration 21Q (2360.185577 sec): 3 clusters Score: Raw -620573.739571 + Penalty 1941.659380 = -618632.080191 nChanged 23 SP:Iteration 22Q (2360.283014 sec): 3 clusters Score: Raw -620588.229906 + Penalty 1941.659380 = -618646.570526 nChanged 18 SP:Iteration 23Q (2360.429304 sec): 3 clusters Score: Raw -620598.857708 + Penalty 1941.659380 = -618657.198327 nChanged 10 SP:Iteration 24Q (2360.522233 sec): 3 clusters Score: Raw -620604.633516 + Penalty 1941.659380 = -618662.974135 nChanged 8 SP:Iteration 25Q (2360.655591 sec): 3 clusters Score: Raw -620609.909718 + Penalty 1941.659380 = -618668.250338 nChanged 6 SP:Iteration 26Q (2360.759193 sec): 3 clusters Score: Raw -620611.986466 + Penalty 1941.659380 = -618670.327086 nChanged 3 SP:Iteration 27Q (2360.884495 sec): 3 clusters Score: Raw -620613.889582 + Penalty 1941.659380 = -618672.230201 nChanged 3 SP:Iteration 28Q (2360.993343 sec): 3 clusters Score: Raw -620617.358146 + Penalty 1941.659380 = -618675.698766 nChanged 0 SP:Iteration 29F (2361.118512 sec): 3 clusters Score: Raw -620617.358146 + Penalty 1941.659380 = -618675.698766 nChanged 0 Trying to split cluster 19 (10111 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2361.210499 sec): 2 clusters Score: Raw -610570.800658 + Penalty 968.244818 = -609602.555840 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2361.318735 sec): 3 clusters Score: Raw -604613.597360 + Penalty 1936.489636 = -602677.107724 nChanged 4474 SP:Iteration 1F (2361.446759 sec): 3 clusters Score: Raw -607111.816788 + Penalty 1936.489636 = -605175.327152 nChanged 665 SP:Iteration 2F (2361.588041 sec): 3 clusters Score: Raw -607448.501695 + Penalty 1936.489636 = -605512.012059 nChanged 625 SP:Iteration 3F (2361.710173 sec): 3 clusters Score: Raw -607761.571322 + Penalty 1936.489636 = -605825.081686 nChanged 560 SP:Iteration 4F (2361.801901 sec): 3 clusters Score: Raw -608046.451636 + Penalty 1936.489636 = -606109.962000 nChanged 514 SP:Iteration 5F (2361.922063 sec): 3 clusters Score: Raw -608274.559783 + Penalty 1936.489636 = -606338.070147 nChanged 442 SP:Iteration 6Q (2362.026205 sec): 3 clusters Score: Raw -608466.830363 + Penalty 1936.489636 = -606530.340727 nChanged 408 SP:Iteration 7Q (2362.130914 sec): 3 clusters Score: Raw -608622.855259 + Penalty 1936.489636 = -606686.365623 nChanged 358 SP:Iteration 8Q (2362.248249 sec): 3 clusters Score: Raw -608754.415361 + Penalty 1936.489636 = -606817.925725 nChanged 328 SP:Iteration 9Q (2362.367756 sec): 3 clusters Score: Raw -608881.943462 + Penalty 1936.489636 = -606945.453826 nChanged 315 SP:Iteration 10Q (2362.502411 sec): 3 clusters Score: Raw -608994.037973 + Penalty 1936.489636 = -607057.548337 nChanged 275 SP:Iteration 11Q (2362.629273 sec): 3 clusters Score: Raw -609099.376547 + Penalty 1936.489636 = -607162.886911 nChanged 297 SP:Iteration 12Q (2362.718703 sec): 3 clusters Score: Raw -609215.314203 + Penalty 1936.489636 = -607278.824567 nChanged 243 SP:Iteration 13Q (2362.872210 sec): 3 clusters Score: Raw -609317.706969 + Penalty 1936.489636 = -607381.217333 nChanged 244 SP:Iteration 14Q (2363.001169 sec): 3 clusters Score: Raw -609416.700290 + Penalty 1936.489636 = -607480.210654 nChanged 201 SP:Iteration 15Q (2363.113837 sec): 3 clusters Score: Raw -609503.093256 + Penalty 1936.489636 = -607566.603620 nChanged 196 SP:Iteration 16Q (2363.235398 sec): 3 clusters Score: Raw -609587.049100 + Penalty 1936.489636 = -607650.559464 nChanged 188 SP:Iteration 17Q (2363.356427 sec): 3 clusters Score: Raw -609657.938140 + Penalty 1936.489636 = -607721.448504 nChanged 176 SP:Iteration 18Q (2363.467547 sec): 3 clusters Score: Raw -609714.881939 + Penalty 1936.489636 = -607778.392303 nChanged 167 SP:Iteration 19Q (2363.583452 sec): 3 clusters Score: Raw -609767.467575 + Penalty 1936.489636 = -607830.977939 nChanged 168 SP:Iteration 20F (2363.669265 sec): 3 clusters Score: Raw -609822.676248 + Penalty 1936.489636 = -607886.186612 nChanged 144 SP:Iteration 21Q (2363.777209 sec): 3 clusters Score: Raw -609869.315570 + Penalty 1936.489636 = -607932.825934 nChanged 141 SP:Iteration 22Q (2363.888574 sec): 3 clusters Score: Raw -609916.661086 + Penalty 1936.489636 = -607980.171450 nChanged 110 SP:Iteration 23Q (2364.001354 sec): 3 clusters Score: Raw -609947.403691 + Penalty 1936.489636 = -608010.914055 nChanged 104 SP:Iteration 24Q (2364.127013 sec): 3 clusters Score: Raw -609979.625974 + Penalty 1936.489636 = -608043.136338 nChanged 112 SP:Iteration 25Q (2364.250493 sec): 3 clusters Score: Raw -610011.782722 + Penalty 1936.489636 = -608075.293086 nChanged 111 SP:Iteration 26Q (2364.385266 sec): 3 clusters Score: Raw -610045.811173 + Penalty 1936.489636 = -608109.321537 nChanged 124 SP:Iteration 27Q (2364.522659 sec): 3 clusters Score: Raw -610092.381336 + Penalty 1936.489636 = -608155.891700 nChanged 132 SP:Iteration 28Q (2364.614227 sec): 3 clusters Score: Raw -610140.857333 + Penalty 1936.489636 = -608204.367697 nChanged 136 SP:Iteration 29Q (2364.729650 sec): 3 clusters Score: Raw -610193.103342 + Penalty 1936.489636 = -608256.613706 nChanged 142 SP:Iteration 30Q (2364.849055 sec): 3 clusters Score: Raw -610245.352426 + Penalty 1936.489636 = -608308.862790 nChanged 132 SP:Iteration 31Q (2364.987470 sec): 3 clusters Score: Raw -610293.163688 + Penalty 1936.489636 = -608356.674052 nChanged 124 SP:Iteration 32Q (2365.107462 sec): 3 clusters Score: Raw -610337.273612 + Penalty 1936.489636 = -608400.783976 nChanged 122 SP:Iteration 33Q (2365.209685 sec): 3 clusters Score: Raw -610379.503897 + Penalty 1936.489636 = -608443.014261 nChanged 108 SP:Iteration 34Q (2365.320621 sec): 3 clusters Score: Raw -610415.368798 + Penalty 1936.489636 = -608478.879162 nChanged 99 SP:Iteration 35Q (2365.442314 sec): 3 clusters Score: Raw -610448.247958 + Penalty 1936.489636 = -608511.758322 nChanged 96 SP:Iteration 36Q (2365.552582 sec): 3 clusters Score: Raw -610479.949861 + Penalty 1936.489636 = -608543.460225 nChanged 96 SP:Iteration 37Q (2365.671177 sec): 3 clusters Score: Raw -610515.376908 + Penalty 1936.489636 = -608578.887272 nChanged 91 SP:Iteration 38Q (2365.810295 sec): 3 clusters Score: Raw -610549.121076 + Penalty 1936.489636 = -608612.631440 nChanged 73 SP:Iteration 39Q (2365.899709 sec): 3 clusters Score: Raw -610574.713055 + Penalty 1936.489636 = -608638.223419 nChanged 52 SP:Iteration 40F (2366.026732 sec): 3 clusters Score: Raw -610591.588370 + Penalty 1936.489636 = -608655.098734 nChanged 44 SP:Iteration 41Q (2366.146740 sec): 3 clusters Score: Raw -610602.758278 + Penalty 1936.489636 = -608666.268642 nChanged 33 SP:Iteration 42Q (2366.247121 sec): 3 clusters Score: Raw -610609.075771 + Penalty 1936.489636 = -608672.586135 nChanged 23 SP:Iteration 43Q (2366.366276 sec): 3 clusters Score: Raw -610614.821204 + Penalty 1936.489636 = -608678.331568 nChanged 19 SP:Iteration 44Q (2366.487433 sec): 3 clusters Score: Raw -610621.133347 + Penalty 1936.489636 = -608684.643711 nChanged 24 SP:Iteration 45Q (2366.620866 sec): 3 clusters Score: Raw -610627.978071 + Penalty 1936.489636 = -608691.488435 nChanged 21 SP:Iteration 46Q (2366.701810 sec): 3 clusters Score: Raw -610634.966270 + Penalty 1936.489636 = -608698.476634 nChanged 27 SP:Iteration 47Q (2366.825976 sec): 3 clusters Score: Raw -610645.306387 + Penalty 1936.489636 = -608708.816751 nChanged 28 SP:Iteration 48Q (2366.919940 sec): 3 clusters Score: Raw -610654.510962 + Penalty 1936.489636 = -608718.021326 nChanged 23 SP:Iteration 49Q (2367.031956 sec): 3 clusters Score: Raw -610660.575359 + Penalty 1936.489636 = -608724.085723 nChanged 13 SP:Iteration 50Q (2367.137163 sec): 3 clusters Score: Raw -610665.648112 + Penalty 1936.489636 = -608729.158476 nChanged 19 SP:Iteration 51Q (2367.269244 sec): 3 clusters Score: Raw -610672.439207 + Penalty 1936.489636 = -608735.949571 nChanged 20 SP:Iteration 52Q (2367.384016 sec): 3 clusters Score: Raw -610678.915477 + Penalty 1936.489636 = -608742.425841 nChanged 16 SP:Iteration 53Q (2367.522419 sec): 3 clusters Score: Raw -610682.494865 + Penalty 1936.489636 = -608746.005229 nChanged 9 SP:Iteration 54Q (2367.642183 sec): 3 clusters Score: Raw -610684.521865 + Penalty 1936.489636 = -608748.032229 nChanged 7 SP:Iteration 55Q (2367.741683 sec): 3 clusters Score: Raw -610686.898629 + Penalty 1936.489636 = -608750.408993 nChanged 8 SP:Iteration 56Q (2367.837069 sec): 3 clusters Score: Raw -610689.241622 + Penalty 1936.489636 = -608752.751986 nChanged 9 SP:Iteration 57Q (2367.977227 sec): 3 clusters Score: Raw -610693.124080 + Penalty 1936.489636 = -608756.634444 nChanged 13 SP:Iteration 58Q (2368.095488 sec): 3 clusters Score: Raw -610696.387136 + Penalty 1936.489636 = -608759.897500 nChanged 10 SP:Iteration 59Q (2368.206411 sec): 3 clusters Score: Raw -610698.214811 + Penalty 1936.489636 = -608761.725175 nChanged 5 SP:Iteration 60F (2368.333636 sec): 3 clusters Score: Raw -610699.190825 + Penalty 1936.489636 = -608762.701189 nChanged 6 SP:Iteration 61Q (2368.418908 sec): 3 clusters Score: Raw -610702.131488 + Penalty 1936.489636 = -608765.641852 nChanged 9 SP:Iteration 62Q (2368.554237 sec): 3 clusters Score: Raw -610705.740262 + Penalty 1936.489636 = -608769.250626 nChanged 10 SP:Iteration 63Q (2368.675828 sec): 3 clusters Score: Raw -610708.935836 + Penalty 1936.489636 = -608772.446200 nChanged 7 SP:Iteration 64Q (2368.784118 sec): 3 clusters Score: Raw -610710.783429 + Penalty 1936.489636 = -608774.293793 nChanged 6 SP:Iteration 65Q (2368.875479 sec): 3 clusters Score: Raw -610711.969440 + Penalty 1936.489636 = -608775.479804 nChanged 4 SP:Iteration 66Q (2369.003910 sec): 3 clusters Score: Raw -610712.798461 + Penalty 1936.489636 = -608776.308825 nChanged 4 SP:Iteration 67Q (2369.123093 sec): 3 clusters Score: Raw -610713.461514 + Penalty 1936.489636 = -608776.971878 nChanged 2 SP:Iteration 68Q (2369.220744 sec): 3 clusters Score: Raw -610713.878994 + Penalty 1936.489636 = -608777.389358 nChanged 1 SP:Iteration 69Q (2369.318951 sec): 3 clusters Score: Raw -610714.121248 + Penalty 1936.489636 = -608777.631612 nChanged 3 SP:Iteration 70Q (2369.446247 sec): 3 clusters Score: Raw -610714.485793 + Penalty 1936.489636 = -608777.996157 nChanged 2 SP:Iteration 71Q (2369.553133 sec): 3 clusters Score: Raw -610714.689841 + Penalty 1936.489636 = -608778.200205 nChanged 2 SP:Iteration 72Q (2369.667977 sec): 3 clusters Score: Raw -610715.052838 + Penalty 1936.489636 = -608778.563202 nChanged 0 SP:Iteration 73F (2369.790948 sec): 3 clusters Score: Raw -610715.052838 + Penalty 1936.489636 = -608778.563202 nChanged 0 Time taken for this iteration:693.479961 seconds. 4->20 Clusters: Score -4204279.292929, best is -4207117.855505 Starting from 5 clusters... ------ Clustering full data set of 77963 points ------ SP: Assigned 5 initial classes randomly. Iteration 0F (2370.288069 sec): 5 clusters Score: Raw -3901728.174675 + Penalty 4730.875646 = -3896997.299029 nChanged 57972 Iteration 1F (2370.757824 sec): 5 clusters Score: Raw -4039736.150534 + Penalty 4730.875646 = -4035005.274888 nChanged 23216 Iteration 2F (2371.210099 sec): 5 clusters Score: Raw -4105522.414750 + Penalty 4730.875646 = -4100791.539104 nChanged 10481 Iteration 3F (2371.650909 sec): 5 clusters Score: Raw -4119873.493325 + Penalty 4730.875646 = -4115142.617678 nChanged 4713 Iteration 4F (2372.070240 sec): 5 clusters Score: Raw -4125277.343710 + Penalty 4730.875646 = -4120546.468064 nChanged 3120 Iteration 5Q (2372.483050 sec): 5 clusters Score: Raw -4128232.137058 + Penalty 4730.875646 = -4123501.261411 nChanged 2292 Iteration 6Q (2372.894319 sec): 5 clusters Score: Raw -4130253.784596 + Penalty 4730.875646 = -4125522.908950 nChanged 1853 Iteration 7Q (2373.285646 sec): 5 clusters Score: Raw -4131374.809796 + Penalty 4730.875646 = -4126643.934149 nChanged 1454 Iteration 8Q (2373.693330 sec): 5 clusters Score: Raw -4132016.161534 + Penalty 4730.875646 = -4127285.285888 nChanged 1150 Iteration 9Q (2374.072022 sec): 5 clusters Score: Raw -4132459.728649 + Penalty 4730.875646 = -4127728.853003 nChanged 939 Iteration 10Q (2374.460353 sec): 5 clusters Score: Raw -4132778.109802 + Penalty 4730.875646 = -4128047.234156 nChanged 810 Iteration 11Q (2374.866541 sec): 5 clusters Score: Raw -4133027.863755 + Penalty 4730.875646 = -4128296.988109 nChanged 708 Iteration 12Q (2375.249503 sec): 5 clusters Score: Raw -4133244.049715 + Penalty 4730.875646 = -4128513.174068 nChanged 642 Iteration 13Q (2375.639927 sec): 5 clusters Score: Raw -4133420.590743 + Penalty 4730.875646 = -4128689.715096 nChanged 585 Iteration 14Q (2376.045549 sec): 5 clusters Score: Raw -4133558.074094 + Penalty 4730.875646 = -4128827.198448 nChanged 479 Iteration 15Q (2376.409551 sec): 5 clusters Score: Raw -4133664.584956 + Penalty 4730.875646 = -4128933.709310 nChanged 467 Iteration 16Q (2376.822819 sec): 5 clusters Score: Raw -4133783.350431 + Penalty 4730.875646 = -4129052.474785 nChanged 466 Iteration 17Q (2377.215536 sec): 5 clusters Score: Raw -4133988.871035 + Penalty 4730.875646 = -4129257.995389 nChanged 491 Iteration 18Q (2377.607769 sec): 5 clusters Score: Raw -4134252.884546 + Penalty 4730.875646 = -4129522.008900 nChanged 565 Iteration 19Q (2378.002183 sec): 5 clusters Score: Raw -4134711.906747 + Penalty 4730.875646 = -4129981.031100 nChanged 736 Writing temp clu file Because OldScore, -4129522.008900, is greater than current (better) Score,-4129981.031100 Compute initial score before splitting: Score: Raw -4134711.906747 + Penalty 4730.875646 = -4129981.031100 Trying to split cluster 1 (13914 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2378.141992 sec): 2 clusters Score: Raw -776815.464373 + Penalty 1001.768335 = -775813.696039 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2378.265750 sec): 3 clusters Score: Raw -768670.432911 + Penalty 2003.536669 = -766666.896242 nChanged 6410 SP:Iteration 1F (2378.371131 sec): 3 clusters Score: Raw -774141.208935 + Penalty 2003.536669 = -772137.672265 nChanged 1707 SP:Iteration 2F (2378.505106 sec): 3 clusters Score: Raw -776192.278747 + Penalty 2003.536669 = -774188.742078 nChanged 1362 SP:Iteration 3F (2378.614813 sec): 3 clusters Score: Raw -777286.509863 + Penalty 2003.536669 = -775282.973194 nChanged 807 SP:Iteration 4F (2378.724743 sec): 3 clusters Score: Raw -777714.834435 + Penalty 2003.536669 = -775711.297766 nChanged 455 SP:Iteration 5Q (2378.844731 sec): 3 clusters Score: Raw -777880.551469 + Penalty 2003.536669 = -775877.014800 nChanged 262 SP:Iteration 6Q (2378.970108 sec): 3 clusters Score: Raw -777961.038932 + Penalty 2003.536669 = -775957.502262 nChanged 184 SP:Iteration 7Q (2379.110199 sec): 3 clusters Score: Raw -778006.800969 + Penalty 2003.536669 = -776003.264299 nChanged 143 SP:Iteration 8Q (2379.211929 sec): 3 clusters Score: Raw -778037.134610 + Penalty 2003.536669 = -776033.597941 nChanged 111 SP:Iteration 9Q (2379.325916 sec): 3 clusters Score: Raw -778057.658482 + Penalty 2003.536669 = -776054.121813 nChanged 97 SP:Iteration 10Q (2379.441816 sec): 3 clusters Score: Raw -778075.820202 + Penalty 2003.536669 = -776072.283533 nChanged 84 SP:Iteration 11Q (2379.575379 sec): 3 clusters Score: Raw -778089.794561 + Penalty 2003.536669 = -776086.257892 nChanged 68 SP:Iteration 12Q (2379.692514 sec): 3 clusters Score: Raw -778100.617890 + Penalty 2003.536669 = -776097.081221 nChanged 70 SP:Iteration 13Q (2379.815155 sec): 3 clusters Score: Raw -778114.721136 + Penalty 2003.536669 = -776111.184466 nChanged 71 SP:Iteration 14Q (2379.951361 sec): 3 clusters Score: Raw -778127.907489 + Penalty 2003.536669 = -776124.370820 nChanged 68 SP:Iteration 15Q (2380.047224 sec): 3 clusters Score: Raw -778139.879203 + Penalty 2003.536669 = -776136.342534 nChanged 66 SP:Iteration 16Q (2380.183274 sec): 3 clusters Score: Raw -778151.628951 + Penalty 2003.536669 = -776148.092281 nChanged 73 SP:Iteration 17Q (2380.308186 sec): 3 clusters Score: Raw -778163.013813 + Penalty 2003.536669 = -776159.477143 nChanged 70 SP:Iteration 18Q (2380.428275 sec): 3 clusters Score: Raw -778177.656917 + Penalty 2003.536669 = -776174.120247 nChanged 70 SP:Iteration 19Q (2380.552252 sec): 3 clusters Score: Raw -778190.902389 + Penalty 2003.536669 = -776187.365719 nChanged 60 SP:Iteration 20F (2380.669368 sec): 3 clusters Score: Raw -778202.767101 + Penalty 2003.536669 = -776199.230432 nChanged 61 SP:Iteration 21Q (2380.788205 sec): 3 clusters Score: Raw -778213.050973 + Penalty 2003.536669 = -776209.514304 nChanged 40 SP:Iteration 22Q (2380.922533 sec): 3 clusters Score: Raw -778220.003381 + Penalty 2003.536669 = -776216.466711 nChanged 40 SP:Iteration 23Q (2381.032646 sec): 3 clusters Score: Raw -778227.595608 + Penalty 2003.536669 = -776224.058939 nChanged 53 SP:Iteration 24Q (2381.169185 sec): 3 clusters Score: Raw -778236.461170 + Penalty 2003.536669 = -776232.924501 nChanged 41 SP:Iteration 25Q (2381.295242 sec): 3 clusters Score: Raw -778243.206833 + Penalty 2003.536669 = -776239.670163 nChanged 39 SP:Iteration 26Q (2381.391563 sec): 3 clusters Score: Raw -778249.342491 + Penalty 2003.536669 = -776245.805822 nChanged 43 SP:Iteration 27Q (2381.510626 sec): 3 clusters Score: Raw -778255.910208 + Penalty 2003.536669 = -776252.373538 nChanged 42 SP:Iteration 28Q (2381.641069 sec): 3 clusters Score: Raw -778265.775854 + Penalty 2003.536669 = -776262.239185 nChanged 49 SP:Iteration 29Q (2381.771975 sec): 3 clusters Score: Raw -778276.260841 + Penalty 2003.536669 = -776272.724171 nChanged 69 SP:Iteration 30Q (2381.877489 sec): 3 clusters Score: Raw -778290.300838 + Penalty 2003.536669 = -776286.764169 nChanged 70 SP:Iteration 31Q (2382.015823 sec): 3 clusters Score: Raw -778304.534085 + Penalty 2003.536669 = -776300.997415 nChanged 52 SP:Iteration 32Q (2382.148531 sec): 3 clusters Score: Raw -778313.372079 + Penalty 2003.536669 = -776309.835409 nChanged 45 SP:Iteration 33Q (2382.264689 sec): 3 clusters Score: Raw -778319.221039 + Penalty 2003.536669 = -776315.684370 nChanged 32 SP:Iteration 34Q (2382.383366 sec): 3 clusters Score: Raw -778322.993718 + Penalty 2003.536669 = -776319.457048 nChanged 28 SP:Iteration 35Q (2382.504956 sec): 3 clusters Score: Raw -778326.007591 + Penalty 2003.536669 = -776322.470921 nChanged 19 SP:Iteration 36Q (2382.631868 sec): 3 clusters Score: Raw -778328.268591 + Penalty 2003.536669 = -776324.731922 nChanged 14 SP:Iteration 37Q (2382.757569 sec): 3 clusters Score: Raw -778329.697838 + Penalty 2003.536669 = -776326.161169 nChanged 14 SP:Iteration 38Q (2382.874830 sec): 3 clusters Score: Raw -778331.079272 + Penalty 2003.536669 = -776327.542603 nChanged 17 SP:Iteration 39Q (2383.007126 sec): 3 clusters Score: Raw -778332.963656 + Penalty 2003.536669 = -776329.426987 nChanged 21 SP:Iteration 40F (2383.110473 sec): 3 clusters Score: Raw -778335.128407 + Penalty 2003.536669 = -776331.591738 nChanged 15 SP:Iteration 41Q (2383.244682 sec): 3 clusters Score: Raw -778337.079716 + Penalty 2003.536669 = -776333.543046 nChanged 16 SP:Iteration 42Q (2383.389458 sec): 3 clusters Score: Raw -778338.788311 + Penalty 2003.536669 = -776335.251642 nChanged 12 SP:Iteration 43Q (2383.500797 sec): 3 clusters Score: Raw -778340.073060 + Penalty 2003.536669 = -776336.536390 nChanged 10 SP:Iteration 44Q (2383.634279 sec): 3 clusters Score: Raw -778340.828532 + Penalty 2003.536669 = -776337.291862 nChanged 8 SP:Iteration 45Q (2383.756818 sec): 3 clusters Score: Raw -778341.566933 + Penalty 2003.536669 = -776338.030264 nChanged 7 SP:Iteration 46Q (2383.892107 sec): 3 clusters Score: Raw -778342.500146 + Penalty 2003.536669 = -776338.963477 nChanged 8 SP:Iteration 47Q (2383.997050 sec): 3 clusters Score: Raw -778343.346828 + Penalty 2003.536669 = -776339.810159 nChanged 9 SP:Iteration 48Q (2384.104343 sec): 3 clusters Score: Raw -778344.819166 + Penalty 2003.536669 = -776341.282497 nChanged 13 SP:Iteration 49Q (2384.248194 sec): 3 clusters Score: Raw -778346.422271 + Penalty 2003.536669 = -776342.885601 nChanged 11 SP:Iteration 50Q (2384.374896 sec): 3 clusters Score: Raw -778347.497152 + Penalty 2003.536669 = -776343.960482 nChanged 9 SP:Iteration 51Q (2384.499943 sec): 3 clusters Score: Raw -778348.308228 + Penalty 2003.536669 = -776344.771559 nChanged 11 SP:Iteration 52Q (2384.601318 sec): 3 clusters Score: Raw -778349.328734 + Penalty 2003.536669 = -776345.792065 nChanged 10 SP:Iteration 53Q (2384.752254 sec): 3 clusters Score: Raw -778350.467811 + Penalty 2003.536669 = -776346.931142 nChanged 9 SP:Iteration 54Q (2384.866659 sec): 3 clusters Score: Raw -778351.160616 + Penalty 2003.536669 = -776347.623947 nChanged 4 SP:Iteration 55Q (2384.981206 sec): 3 clusters Score: Raw -778351.560410 + Penalty 2003.536669 = -776348.023741 nChanged 3 SP:Iteration 56Q (2385.073337 sec): 3 clusters Score: Raw -778351.707115 + Penalty 2003.536669 = -776348.170445 nChanged 0 SP:Iteration 57F (2385.210255 sec): 3 clusters Score: Raw -778351.707115 + Penalty 2003.536669 = -776348.170445 nChanged 0 Score: Raw -4136640.564888 + Penalty 5913.594558 = -4130726.970330 Splitting cluster 1 changes total score from -4129981.031100 to -4130726.970330 So it's getting split into cluster 5. Trying to split cluster 2 (51046 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2385.902797 sec): 2 clusters Score: Raw -2859989.067676 + Penalty 1138.250659 = -2858850.817017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2386.072606 sec): 3 clusters Score: Raw -2826951.416227 + Penalty 2276.501318 = -2824674.914909 nChanged 24426 SP:Iteration 1F (2386.266922 sec): 3 clusters Score: Raw -2845419.795047 + Penalty 2276.501318 = -2843143.293730 nChanged 5413 SP:Iteration 2F (2386.465171 sec): 3 clusters Score: Raw -2853753.628117 + Penalty 2276.501318 = -2851477.126799 nChanged 6652 SP:Iteration 3F (2386.635461 sec): 3 clusters Score: Raw -2867691.925520 + Penalty 2276.501318 = -2865415.424202 nChanged 5777 SP:Iteration 4F (2386.822625 sec): 3 clusters Score: Raw -2879446.728953 + Penalty 2276.501318 = -2877170.227635 nChanged 3803 SP:Iteration 5F (2387.016377 sec): 3 clusters Score: Raw -2883393.610605 + Penalty 2276.501318 = -2881117.109287 nChanged 2341 SP:Iteration 6Q (2387.175762 sec): 3 clusters Score: Raw -2885638.911659 + Penalty 2276.501318 = -2883362.410341 nChanged 1593 SP:Iteration 7Q (2387.371663 sec): 3 clusters Score: Raw -2887213.809773 + Penalty 2276.501318 = -2884937.308455 nChanged 1115 SP:Iteration 8Q (2387.557803 sec): 3 clusters Score: Raw -2888278.969689 + Penalty 2276.501318 = -2886002.468371 nChanged 763 SP:Iteration 9Q (2387.753186 sec): 3 clusters Score: Raw -2888924.903495 + Penalty 2276.501318 = -2886648.402177 nChanged 512 SP:Iteration 10Q (2387.923730 sec): 3 clusters Score: Raw -2889294.898557 + Penalty 2276.501318 = -2887018.397239 nChanged 365 SP:Iteration 11Q (2388.132688 sec): 3 clusters Score: Raw -2889534.201576 + Penalty 2276.501318 = -2887257.700258 nChanged 277 SP:Iteration 12Q (2388.323851 sec): 3 clusters Score: Raw -2889678.748778 + Penalty 2276.501318 = -2887402.247460 nChanged 208 SP:Iteration 13Q (2388.483861 sec): 3 clusters Score: Raw -2889770.012673 + Penalty 2276.501318 = -2887493.511355 nChanged 196 SP:Iteration 14Q (2388.671072 sec): 3 clusters Score: Raw -2889878.057991 + Penalty 2276.501318 = -2887601.556673 nChanged 189 SP:Iteration 15Q (2388.852252 sec): 3 clusters Score: Raw -2890008.244762 + Penalty 2276.501318 = -2887731.743444 nChanged 174 SP:Iteration 16Q (2389.045196 sec): 3 clusters Score: Raw -2890182.802907 + Penalty 2276.501318 = -2887906.301589 nChanged 168 SP:Iteration 17Q (2389.239417 sec): 3 clusters Score: Raw -2890330.166852 + Penalty 2276.501318 = -2888053.665535 nChanged 142 SP:Iteration 18Q (2389.392190 sec): 3 clusters Score: Raw -2890411.915626 + Penalty 2276.501318 = -2888135.414308 nChanged 102 SP:Iteration 19Q (2389.571431 sec): 3 clusters Score: Raw -2890448.961296 + Penalty 2276.501318 = -2888172.459978 nChanged 55 SP:Iteration 20F (2389.747142 sec): 3 clusters Score: Raw -2890462.549307 + Penalty 2276.501318 = -2888186.047989 nChanged 41 SP:Iteration 21Q (2389.928109 sec): 3 clusters Score: Raw -2890470.712020 + Penalty 2276.501318 = -2888194.210702 nChanged 33 SP:Iteration 22Q (2390.104634 sec): 3 clusters Score: Raw -2890475.142571 + Penalty 2276.501318 = -2888198.641254 nChanged 22 SP:Iteration 23Q (2390.293740 sec): 3 clusters Score: Raw -2890477.381220 + Penalty 2276.501318 = -2888200.879902 nChanged 18 SP:Iteration 24Q (2390.455772 sec): 3 clusters Score: Raw -2890479.108893 + Penalty 2276.501318 = -2888202.607575 nChanged 10 SP:Iteration 25Q (2390.632479 sec): 3 clusters Score: Raw -2890479.709970 + Penalty 2276.501318 = -2888203.208652 nChanged 6 SP:Iteration 26Q (2390.813388 sec): 3 clusters Score: Raw -2890480.135964 + Penalty 2276.501318 = -2888203.634646 nChanged 8 SP:Iteration 27Q (2390.983361 sec): 3 clusters Score: Raw -2890480.664966 + Penalty 2276.501318 = -2888204.163649 nChanged 2 SP:Iteration 28Q (2391.131516 sec): 3 clusters Score: Raw -2890480.778996 + Penalty 2276.501318 = -2888204.277678 nChanged 4 SP:Iteration 29Q (2391.321294 sec): 3 clusters Score: Raw -2890480.931240 + Penalty 2276.501318 = -2888204.429922 nChanged 3 SP:Iteration 30Q (2391.499886 sec): 3 clusters Score: Raw -2890481.008163 + Penalty 2276.501318 = -2888204.506845 nChanged 1 SP:Iteration 31Q (2391.664707 sec): 3 clusters Score: Raw -2890481.036049 + Penalty 2276.501318 = -2888204.534731 nChanged 2 SP:Iteration 32Q (2391.828818 sec): 3 clusters Score: Raw -2890481.186819 + Penalty 2276.501318 = -2888204.685501 nChanged 5 SP:Iteration 33Q (2392.006740 sec): 3 clusters Score: Raw -2890481.537204 + Penalty 2276.501318 = -2888205.035886 nChanged 7 SP:Iteration 34Q (2392.202036 sec): 3 clusters Score: Raw -2890481.970844 + Penalty 2276.501318 = -2888205.469526 nChanged 2 SP:Iteration 35Q (2392.388210 sec): 3 clusters Score: Raw -2890482.046101 + Penalty 2276.501318 = -2888205.544783 nChanged 2 SP:Iteration 36Q (2392.573395 sec): 3 clusters Score: Raw -2890482.141023 + Penalty 2276.501318 = -2888205.639705 nChanged 2 SP:Iteration 37Q (2392.742349 sec): 3 clusters Score: Raw -2890482.184937 + Penalty 2276.501318 = -2888205.683619 nChanged 0 SP:Iteration 38F (2392.921764 sec): 3 clusters Score: Raw -2890482.184937 + Penalty 2276.501318 = -2888205.683619 nChanged 0 Score: Raw -4167133.682149 + Penalty 7096.313470 = -4160037.368680 Splitting cluster 2 changes total score from -4129981.031100 to -4160037.368680 So it's getting split into cluster 6. Trying to split cluster 3 (9287 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2393.711728 sec): 2 clusters Score: Raw -413085.932097 + Penalty 959.318939 = -412126.613157 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2393.796816 sec): 3 clusters Score: Raw -407890.657693 + Penalty 1918.637879 = -405972.019814 nChanged 4163 SP:Iteration 1F (2393.941809 sec): 3 clusters Score: Raw -412117.439878 + Penalty 1918.637879 = -410198.801999 nChanged 1268 SP:Iteration 2F (2394.025023 sec): 3 clusters Score: Raw -414020.515779 + Penalty 1918.637879 = -412101.877900 nChanged 978 SP:Iteration 3F (2394.154932 sec): 3 clusters Score: Raw -415231.439364 + Penalty 1918.637879 = -413312.801485 nChanged 620 SP:Iteration 4F (2394.278156 sec): 3 clusters Score: Raw -415787.913176 + Penalty 1918.637879 = -413869.275297 nChanged 355 SP:Iteration 5Q (2394.374782 sec): 3 clusters Score: Raw -415990.385589 + Penalty 1918.637879 = -414071.747711 nChanged 214 SP:Iteration 6Q (2394.468505 sec): 3 clusters Score: Raw -416081.088254 + Penalty 1918.637879 = -414162.450375 nChanged 143 SP:Iteration 7Q (2394.581152 sec): 3 clusters Score: Raw -416139.867208 + Penalty 1918.637879 = -414221.229330 nChanged 115 SP:Iteration 8Q (2394.703138 sec): 3 clusters Score: Raw -416175.543545 + Penalty 1918.637879 = -414256.905666 nChanged 96 SP:Iteration 9Q (2394.814230 sec): 3 clusters Score: Raw -416200.159471 + Penalty 1918.637879 = -414281.521592 nChanged 80 SP:Iteration 10Q (2394.934539 sec): 3 clusters Score: Raw -416223.447089 + Penalty 1918.637879 = -414304.809210 nChanged 84 SP:Iteration 11Q (2395.076678 sec): 3 clusters Score: Raw -416248.916675 + Penalty 1918.637879 = -414330.278796 nChanged 88 SP:Iteration 12Q (2395.181338 sec): 3 clusters Score: Raw -416279.149865 + Penalty 1918.637879 = -414360.511986 nChanged 83 SP:Iteration 13Q (2395.288210 sec): 3 clusters Score: Raw -416307.177425 + Penalty 1918.637879 = -414388.539546 nChanged 72 SP:Iteration 14Q (2395.381710 sec): 3 clusters Score: Raw -416331.302585 + Penalty 1918.637879 = -414412.664706 nChanged 77 SP:Iteration 15Q (2395.489911 sec): 3 clusters Score: Raw -416370.641450 + Penalty 1918.637879 = -414452.003571 nChanged 80 SP:Iteration 16Q (2395.624076 sec): 3 clusters Score: Raw -416429.616678 + Penalty 1918.637879 = -414510.978799 nChanged 101 SP:Iteration 17Q (2395.737718 sec): 3 clusters Score: Raw -416533.363277 + Penalty 1918.637879 = -414614.725398 nChanged 119 SP:Iteration 18Q (2395.853082 sec): 3 clusters Score: Raw -416641.576302 + Penalty 1918.637879 = -414722.938423 nChanged 167 SP:Iteration 19Q (2395.944853 sec): 3 clusters Score: Raw -416796.672024 + Penalty 1918.637879 = -414878.034146 nChanged 197 SP:Iteration 20F (2396.059739 sec): 3 clusters Score: Raw -417013.254493 + Penalty 1918.637879 = -415094.616614 nChanged 195 SP:Iteration 21Q (2396.172897 sec): 3 clusters Score: Raw -417213.207802 + Penalty 1918.637879 = -415294.569923 nChanged 183 SP:Iteration 22Q (2396.308355 sec): 3 clusters Score: Raw -417351.633853 + Penalty 1918.637879 = -415432.995974 nChanged 141 SP:Iteration 23Q (2396.406590 sec): 3 clusters Score: Raw -417428.706314 + Penalty 1918.637879 = -415510.068435 nChanged 108 SP:Iteration 24Q (2396.544366 sec): 3 clusters Score: Raw -417488.105766 + Penalty 1918.637879 = -415569.467887 nChanged 72 SP:Iteration 25Q (2396.639775 sec): 3 clusters Score: Raw -417527.422979 + Penalty 1918.637879 = -415608.785100 nChanged 66 SP:Iteration 26Q (2396.774365 sec): 3 clusters Score: Raw -417551.678497 + Penalty 1918.637879 = -415633.040618 nChanged 42 SP:Iteration 27Q (2396.870071 sec): 3 clusters Score: Raw -417568.806610 + Penalty 1918.637879 = -415650.168731 nChanged 26 SP:Iteration 28Q (2397.007809 sec): 3 clusters Score: Raw -417576.871986 + Penalty 1918.637879 = -415658.234107 nChanged 17 SP:Iteration 29Q (2397.115334 sec): 3 clusters Score: Raw -417583.146337 + Penalty 1918.637879 = -415664.508458 nChanged 15 SP:Iteration 30Q (2397.202213 sec): 3 clusters Score: Raw -417588.448928 + Penalty 1918.637879 = -415669.811049 nChanged 19 SP:Iteration 31Q (2397.327363 sec): 3 clusters Score: Raw -417591.216772 + Penalty 1918.637879 = -415672.578893 nChanged 9 SP:Iteration 32Q (2397.447557 sec): 3 clusters Score: Raw -417592.374511 + Penalty 1918.637879 = -415673.736632 nChanged 10 SP:Iteration 33Q (2397.566499 sec): 3 clusters Score: Raw -417593.131168 + Penalty 1918.637879 = -415674.493289 nChanged 4 SP:Iteration 34Q (2397.701355 sec): 3 clusters Score: Raw -417593.350619 + Penalty 1918.637879 = -415674.712741 nChanged 1 SP:Iteration 35Q (2397.820598 sec): 3 clusters Score: Raw -417593.363117 + Penalty 1918.637879 = -415674.725238 nChanged 0 SP:Iteration 36F (2397.955057 sec): 3 clusters Score: Raw -417593.662756 + Penalty 1918.637879 = -415675.024878 nChanged 1 SP:Iteration 37Q (2398.076728 sec): 3 clusters Score: Raw -417593.888017 + Penalty 1918.637879 = -415675.250138 nChanged 2 SP:Iteration 38Q (2398.188106 sec): 3 clusters Score: Raw -417594.054333 + Penalty 1918.637879 = -415675.416454 nChanged 3 SP:Iteration 39Q (2398.298182 sec): 3 clusters Score: Raw -417594.342075 + Penalty 1918.637879 = -415675.704196 nChanged 3 SP:Iteration 40F (2398.419353 sec): 3 clusters Score: Raw -417595.014538 + Penalty 1918.637879 = -415676.376659 nChanged 3 SP:Iteration 41Q (2398.543611 sec): 3 clusters Score: Raw -417595.236675 + Penalty 1918.637879 = -415676.598796 nChanged 1 SP:Iteration 42Q (2398.665621 sec): 3 clusters Score: Raw -417595.386381 + Penalty 1918.637879 = -415676.748502 nChanged 0 SP:Iteration 43F (2398.775810 sec): 3 clusters Score: Raw -417595.386381 + Penalty 1918.637879 = -415676.748502 nChanged 0 Score: Raw -4171643.136434 + Penalty 8279.032381 = -4163364.104053 Splitting cluster 3 changes total score from -4129981.031100 to -4163364.104053 So it's getting split into cluster 7. Trying to split cluster 4 (3672 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2399.627053 sec): 2 clusters Score: Raw -162114.847827 + Penalty 861.891634 = -161252.956193 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2399.701850 sec): 3 clusters Score: Raw -160317.173694 + Penalty 1723.783268 = -158593.390427 nChanged 1537 SP:Iteration 1F (2399.808167 sec): 3 clusters Score: Raw -162228.900179 + Penalty 1723.783268 = -160505.116911 nChanged 516 SP:Iteration 2F (2399.902758 sec): 3 clusters Score: Raw -163112.539585 + Penalty 1723.783268 = -161388.756317 nChanged 305 SP:Iteration 3F (2400.011830 sec): 3 clusters Score: Raw -163612.272440 + Penalty 1723.783268 = -161888.489172 nChanged 209 SP:Iteration 4F (2400.127700 sec): 3 clusters Score: Raw -163807.778853 + Penalty 1723.783268 = -162083.995585 nChanged 99 SP:Iteration 5Q (2400.224976 sec): 3 clusters Score: Raw -163866.046334 + Penalty 1723.783268 = -162142.263066 nChanged 71 SP:Iteration 6Q (2400.347044 sec): 3 clusters Score: Raw -163907.382352 + Penalty 1723.783268 = -162183.599084 nChanged 60 SP:Iteration 7Q (2400.428308 sec): 3 clusters Score: Raw -163986.973695 + Penalty 1723.783268 = -162263.190427 nChanged 72 SP:Iteration 8Q (2400.564160 sec): 3 clusters Score: Raw -164068.864094 + Penalty 1723.783268 = -162345.080826 nChanged 67 SP:Iteration 9Q (2400.682585 sec): 3 clusters Score: Raw -164113.313465 + Penalty 1723.783268 = -162389.530197 nChanged 52 SP:Iteration 10Q (2400.785772 sec): 3 clusters Score: Raw -164146.015280 + Penalty 1723.783268 = -162422.232012 nChanged 48 SP:Iteration 11Q (2400.878649 sec): 3 clusters Score: Raw -164169.754590 + Penalty 1723.783268 = -162445.971322 nChanged 24 SP:Iteration 12Q (2400.970397 sec): 3 clusters Score: Raw -164182.324433 + Penalty 1723.783268 = -162458.541166 nChanged 24 SP:Iteration 13Q (2401.067684 sec): 3 clusters Score: Raw -164195.219114 + Penalty 1723.783268 = -162471.435846 nChanged 21 SP:Iteration 14Q (2401.172383 sec): 3 clusters Score: Raw -164207.940507 + Penalty 1723.783268 = -162484.157239 nChanged 23 SP:Iteration 15Q (2401.286505 sec): 3 clusters Score: Raw -164218.136824 + Penalty 1723.783268 = -162494.353556 nChanged 16 SP:Iteration 16Q (2401.420435 sec): 3 clusters Score: Raw -164225.340598 + Penalty 1723.783268 = -162501.557331 nChanged 17 SP:Iteration 17Q (2401.505536 sec): 3 clusters Score: Raw -164232.952628 + Penalty 1723.783268 = -162509.169360 nChanged 14 SP:Iteration 18Q (2401.613329 sec): 3 clusters Score: Raw -164243.939619 + Penalty 1723.783268 = -162520.156351 nChanged 19 SP:Iteration 19Q (2401.739304 sec): 3 clusters Score: Raw -164254.322737 + Penalty 1723.783268 = -162530.539470 nChanged 18 SP:Iteration 20F (2401.829983 sec): 3 clusters Score: Raw -164279.551021 + Penalty 1723.783268 = -162555.767754 nChanged 28 SP:Iteration 21Q (2401.949781 sec): 3 clusters Score: Raw -164321.790449 + Penalty 1723.783268 = -162598.007181 nChanged 34 SP:Iteration 22Q (2402.033173 sec): 3 clusters Score: Raw -164372.506226 + Penalty 1723.783268 = -162648.722958 nChanged 35 SP:Iteration 23Q (2402.135727 sec): 3 clusters Score: Raw -164410.939546 + Penalty 1723.783268 = -162687.156278 nChanged 30 SP:Iteration 24Q (2402.241381 sec): 3 clusters Score: Raw -164436.599748 + Penalty 1723.783268 = -162712.816480 nChanged 23 SP:Iteration 25Q (2402.345094 sec): 3 clusters Score: Raw -164457.090390 + Penalty 1723.783268 = -162733.307122 nChanged 21 SP:Iteration 26Q (2402.470210 sec): 3 clusters Score: Raw -164485.367185 + Penalty 1723.783268 = -162761.583918 nChanged 30 SP:Iteration 27Q (2402.562977 sec): 3 clusters Score: Raw -164532.292419 + Penalty 1723.783268 = -162808.509151 nChanged 42 SP:Iteration 28Q (2402.665744 sec): 3 clusters Score: Raw -164593.975529 + Penalty 1723.783268 = -162870.192261 nChanged 45 SP:Iteration 29Q (2402.764170 sec): 3 clusters Score: Raw -164672.167983 + Penalty 1723.783268 = -162948.384715 nChanged 56 SP:Iteration 30Q (2402.853066 sec): 3 clusters Score: Raw -164761.721297 + Penalty 1723.783268 = -163037.938029 nChanged 75 SP:Iteration 31Q (2402.980891 sec): 3 clusters Score: Raw -164904.756587 + Penalty 1723.783268 = -163180.973319 nChanged 75 SP:Iteration 32Q (2403.061057 sec): 3 clusters Score: Raw -165062.797888 + Penalty 1723.783268 = -163339.014620 nChanged 69 SP:Iteration 33Q (2403.187310 sec): 3 clusters Score: Raw -165168.030283 + Penalty 1723.783268 = -163444.247015 nChanged 52 SP:Iteration 34Q (2403.270286 sec): 3 clusters Score: Raw -165209.545393 + Penalty 1723.783268 = -163485.762125 nChanged 33 SP:Iteration 35Q (2403.389029 sec): 3 clusters Score: Raw -165253.981045 + Penalty 1723.783268 = -163530.197778 nChanged 27 SP:Iteration 36Q (2403.475559 sec): 3 clusters Score: Raw -165285.342029 + Penalty 1723.783268 = -163561.558762 nChanged 15 SP:Iteration 37Q (2403.563172 sec): 3 clusters Score: Raw -165294.021209 + Penalty 1723.783268 = -163570.237941 nChanged 15 SP:Iteration 38Q (2403.664803 sec): 3 clusters Score: Raw -165299.689201 + Penalty 1723.783268 = -163575.905933 nChanged 10 SP:Iteration 39Q (2403.772894 sec): 3 clusters Score: Raw -165304.366914 + Penalty 1723.783268 = -163580.583647 nChanged 8 SP:Iteration 40F (2403.858981 sec): 3 clusters Score: Raw -165305.982022 + Penalty 1723.783268 = -163582.198754 nChanged 9 SP:Iteration 41Q (2403.953883 sec): 3 clusters Score: Raw -165308.268735 + Penalty 1723.783268 = -163584.485468 nChanged 3 SP:Iteration 42Q (2404.081458 sec): 3 clusters Score: Raw -165308.741437 + Penalty 1723.783268 = -163584.958169 nChanged 3 SP:Iteration 43Q (2404.177094 sec): 3 clusters Score: Raw -165309.642090 + Penalty 1723.783268 = -163585.858822 nChanged 5 SP:Iteration 44Q (2404.274163 sec): 3 clusters Score: Raw -165310.961872 + Penalty 1723.783268 = -163587.178604 nChanged 8 SP:Iteration 45Q (2404.369796 sec): 3 clusters Score: Raw -165312.228143 + Penalty 1723.783268 = -163588.444875 nChanged 4 SP:Iteration 46Q (2404.478212 sec): 3 clusters Score: Raw -165313.427676 + Penalty 1723.783268 = -163589.644408 nChanged 4 SP:Iteration 47Q (2404.584243 sec): 3 clusters Score: Raw -165315.332945 + Penalty 1723.783268 = -163591.549677 nChanged 4 SP:Iteration 48Q (2404.685427 sec): 3 clusters Score: Raw -165316.178907 + Penalty 1723.783268 = -163592.395639 nChanged 0 SP:Iteration 49F (2404.799976 sec): 3 clusters Score: Raw -165316.178907 + Penalty 1723.783268 = -163592.395639 nChanged 0 Score: Raw -4174844.467514 + Penalty 9461.751293 = -4165382.716221 Splitting cluster 4 changes total score from -4129981.031100 to -4165382.716221 So it's getting split into cluster 8. Iteration 20F (2406.662583 sec): 9 clusters Score: Raw -4179357.234528 + Penalty 9461.751293 = -4169895.483235 nChanged 3710 Iteration 21Q (2407.419023 sec): 9 clusters Score: Raw -4181507.212926 + Penalty 9461.751293 = -4172045.461633 nChanged 1558 Iteration 22Q (2408.099500 sec): 9 clusters Score: Raw -4182402.258199 + Penalty 9461.751293 = -4172940.506907 nChanged 1059 Iteration 23Q (2408.831101 sec): 9 clusters Score: Raw -4183038.184486 + Penalty 9461.751293 = -4173576.433193 nChanged 826 Iteration 24Q (2409.633152 sec): 9 clusters Score: Raw -4183459.394093 + Penalty 9461.751293 = -4173997.642800 nChanged 716 Iteration 25Q (2410.384669 sec): 9 clusters Score: Raw -4183751.441019 + Penalty 9461.751293 = -4174289.689726 nChanged 617 Iteration 26Q (2411.131859 sec): 9 clusters Score: Raw -4183979.937626 + Penalty 9461.751293 = -4174518.186334 nChanged 494 Iteration 27Q (2411.878490 sec): 9 clusters Score: Raw -4184203.217590 + Penalty 9461.751293 = -4174741.466297 nChanged 470 Iteration 28Q (2412.624879 sec): 9 clusters Score: Raw -4184441.364144 + Penalty 9461.751293 = -4174979.612851 nChanged 455 Iteration 29Q (2413.341463 sec): 9 clusters Score: Raw -4184643.515764 + Penalty 9461.751293 = -4175181.764472 nChanged 393 Iteration 30Q (2414.071897 sec): 9 clusters Score: Raw -4184791.960109 + Penalty 9461.751293 = -4175330.208817 nChanged 323 Iteration 31Q (2414.856190 sec): 9 clusters Score: Raw -4184913.561404 + Penalty 9461.751293 = -4175451.810111 nChanged 289 Iteration 32Q (2415.631156 sec): 9 clusters Score: Raw -4184998.983798 + Penalty 9461.751293 = -4175537.232506 nChanged 259 Iteration 33Q (2416.373634 sec): 9 clusters Score: Raw -4185059.090029 + Penalty 9461.751293 = -4175597.338737 nChanged 210 Iteration 34Q (2417.128714 sec): 9 clusters Score: Raw -4185119.832769 + Penalty 9461.751293 = -4175658.081477 nChanged 170 Iteration 35Q (2417.852374 sec): 9 clusters Score: Raw -4185155.895258 + Penalty 9461.751293 = -4175694.143966 nChanged 170 Iteration 36Q (2418.622536 sec): 9 clusters Score: Raw -4185184.121838 + Penalty 9461.751293 = -4175722.370545 nChanged 155 Iteration 37Q (2419.351303 sec): 9 clusters Score: Raw -4185204.812992 + Penalty 9461.751293 = -4175743.061700 nChanged 117 Iteration 38Q (2420.088767 sec): 9 clusters Score: Raw -4185233.106602 + Penalty 9461.751293 = -4175771.355309 nChanged 107 Iteration 39Q (2420.786756 sec): 9 clusters Score: Raw -4185246.808423 + Penalty 9461.751293 = -4175785.057130 nChanged 81 Iteration 40F (2421.721574 sec): 9 clusters Score: Raw -4185700.392322 + Penalty 9461.751293 = -4176238.641029 nChanged 211 Iteration 41Q (2422.500404 sec): 9 clusters Score: Raw -4186135.790048 + Penalty 9461.751293 = -4176674.038756 nChanged 393 Iteration 42Q (2423.249252 sec): 9 clusters Score: Raw -4186383.405030 + Penalty 9461.751293 = -4176921.653737 nChanged 428 Iteration 43Q (2424.030166 sec): 9 clusters Score: Raw -4186519.812676 + Penalty 9461.751293 = -4177058.061383 nChanged 329 Iteration 44Q (2424.747070 sec): 9 clusters Score: Raw -4186601.940888 + Penalty 9461.751293 = -4177140.189595 nChanged 290 Iteration 45Q (2425.500047 sec): 9 clusters Score: Raw -4186655.716841 + Penalty 9461.751293 = -4177193.965548 nChanged 270 Iteration 46Q (2426.234461 sec): 9 clusters Score: Raw -4186696.843001 + Penalty 9461.751293 = -4177235.091708 nChanged 223 Iteration 47Q (2427.002537 sec): 9 clusters Score: Raw -4186722.450065 + Penalty 9461.751293 = -4177260.698772 nChanged 185 Iteration 48Q (2427.698077 sec): 9 clusters Score: Raw -4186742.615545 + Penalty 9461.751293 = -4177280.864253 nChanged 160 Iteration 49Q (2428.429319 sec): 9 clusters Score: Raw -4186758.851145 + Penalty 9461.751293 = -4177297.099852 nChanged 139 Iteration 50Q (2429.130214 sec): 9 clusters Score: Raw -4186769.842454 + Penalty 9461.751293 = -4177308.091161 nChanged 101 Iteration 51Q (2429.868798 sec): 9 clusters Score: Raw -4186779.654594 + Penalty 9461.751293 = -4177317.903301 nChanged 97 Iteration 52Q (2430.587808 sec): 9 clusters Score: Raw -4186788.744538 + Penalty 9461.751293 = -4177326.993246 nChanged 102 Iteration 53Q (2431.322167 sec): 9 clusters Score: Raw -4186800.587545 + Penalty 9461.751293 = -4177338.836252 nChanged 94 Iteration 54Q (2432.083728 sec): 9 clusters Score: Raw -4186813.851920 + Penalty 9461.751293 = -4177352.100627 nChanged 98 Iteration 55Q (2432.800172 sec): 9 clusters Score: Raw -4186828.376809 + Penalty 9461.751293 = -4177366.625517 nChanged 110 Iteration 56Q (2433.553314 sec): 9 clusters Score: Raw -4186842.602414 + Penalty 9461.751293 = -4177380.851121 nChanged 106 Iteration 57Q (2434.265164 sec): 9 clusters Score: Raw -4186853.367788 + Penalty 9461.751293 = -4177391.616496 nChanged 86 Iteration 58Q (2435.014099 sec): 9 clusters Score: Raw -4186862.420402 + Penalty 9461.751293 = -4177400.669110 nChanged 79 Writing temp clu file Because OldScore, -4177391.616496, is greater than current (better) Score,-4177400.669110 Compute initial score before splitting: Score: Raw -4186862.420402 + Penalty 9461.751293 = -4177400.669110 Trying to split cluster 1 (9640 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2435.163670 sec): 2 clusters Score: Raw -554154.770203 + Penalty 963.236021 = -553191.534182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2435.284820 sec): 3 clusters Score: Raw -548555.988487 + Penalty 1926.472041 = -546629.516446 nChanged 4221 SP:Iteration 1F (2435.373687 sec): 3 clusters Score: Raw -551150.280938 + Penalty 1926.472041 = -549223.808896 nChanged 689 SP:Iteration 2F (2435.489794 sec): 3 clusters Score: Raw -551591.912179 + Penalty 1926.472041 = -549665.440138 nChanged 654 SP:Iteration 3F (2435.617277 sec): 3 clusters Score: Raw -552042.329429 + Penalty 1926.472041 = -550115.857387 nChanged 628 SP:Iteration 4F (2435.720683 sec): 3 clusters Score: Raw -552471.936265 + Penalty 1926.472041 = -550545.464224 nChanged 577 SP:Iteration 5F (2435.837339 sec): 3 clusters Score: Raw -552875.989457 + Penalty 1926.472041 = -550949.517416 nChanged 460 SP:Iteration 6Q (2435.952451 sec): 3 clusters Score: Raw -553154.144992 + Penalty 1926.472041 = -551227.672950 nChanged 361 SP:Iteration 7Q (2436.065025 sec): 3 clusters Score: Raw -553327.326623 + Penalty 1926.472041 = -551400.854582 nChanged 246 SP:Iteration 8Q (2436.187265 sec): 3 clusters Score: Raw -553406.707582 + Penalty 1926.472041 = -551480.235541 nChanged 165 SP:Iteration 9Q (2436.302272 sec): 3 clusters Score: Raw -553450.607962 + Penalty 1926.472041 = -551524.135920 nChanged 126 SP:Iteration 10Q (2436.417130 sec): 3 clusters Score: Raw -553484.478796 + Penalty 1926.472041 = -551558.006754 nChanged 105 SP:Iteration 11Q (2436.520422 sec): 3 clusters Score: Raw -553506.399318 + Penalty 1926.472041 = -551579.927276 nChanged 88 SP:Iteration 12Q (2436.630301 sec): 3 clusters Score: Raw -553529.012129 + Penalty 1926.472041 = -551602.540087 nChanged 97 SP:Iteration 13Q (2436.760172 sec): 3 clusters Score: Raw -553555.029440 + Penalty 1926.472041 = -551628.557399 nChanged 94 SP:Iteration 14Q (2436.872542 sec): 3 clusters Score: Raw -553581.586675 + Penalty 1926.472041 = -551655.114634 nChanged 100 SP:Iteration 15Q (2436.955859 sec): 3 clusters Score: Raw -553608.531104 + Penalty 1926.472041 = -551682.059063 nChanged 104 SP:Iteration 16Q (2437.091176 sec): 3 clusters Score: Raw -553641.915506 + Penalty 1926.472041 = -551715.443464 nChanged 109 SP:Iteration 17Q (2437.198568 sec): 3 clusters Score: Raw -553674.045726 + Penalty 1926.472041 = -551747.573684 nChanged 101 SP:Iteration 18Q (2437.320154 sec): 3 clusters Score: Raw -553704.235137 + Penalty 1926.472041 = -551777.763095 nChanged 122 SP:Iteration 19Q (2437.429591 sec): 3 clusters Score: Raw -553739.345006 + Penalty 1926.472041 = -551812.872965 nChanged 115 SP:Iteration 20F (2437.566164 sec): 3 clusters Score: Raw -553777.737479 + Penalty 1926.472041 = -551851.265437 nChanged 119 SP:Iteration 21Q (2437.667213 sec): 3 clusters Score: Raw -553814.413824 + Penalty 1926.472041 = -551887.941783 nChanged 116 SP:Iteration 22Q (2437.757564 sec): 3 clusters Score: Raw -553854.543270 + Penalty 1926.472041 = -551928.071229 nChanged 126 SP:Iteration 23Q (2437.863613 sec): 3 clusters Score: Raw -553905.399949 + Penalty 1926.472041 = -551978.927908 nChanged 147 SP:Iteration 24Q (2437.986461 sec): 3 clusters Score: Raw -553967.755080 + Penalty 1926.472041 = -552041.283038 nChanged 161 SP:Iteration 25Q (2438.104325 sec): 3 clusters Score: Raw -554039.608680 + Penalty 1926.472041 = -552113.136638 nChanged 179 SP:Iteration 26Q (2438.219401 sec): 3 clusters Score: Raw -554118.266999 + Penalty 1926.472041 = -552191.794957 nChanged 181 SP:Iteration 27Q (2438.315011 sec): 3 clusters Score: Raw -554206.801333 + Penalty 1926.472041 = -552280.329292 nChanged 202 SP:Iteration 28Q (2438.438649 sec): 3 clusters Score: Raw -554315.944590 + Penalty 1926.472041 = -552389.472549 nChanged 193 SP:Iteration 29Q (2438.564688 sec): 3 clusters Score: Raw -554437.846412 + Penalty 1926.472041 = -552511.374370 nChanged 212 SP:Iteration 30Q (2438.672728 sec): 3 clusters Score: Raw -554600.419687 + Penalty 1926.472041 = -552673.947645 nChanged 248 SP:Iteration 31Q (2438.795918 sec): 3 clusters Score: Raw -554817.668557 + Penalty 1926.472041 = -552891.196515 nChanged 277 SP:Iteration 32Q (2438.933027 sec): 3 clusters Score: Raw -555085.828824 + Penalty 1926.472041 = -553159.356783 nChanged 277 SP:Iteration 33Q (2439.031419 sec): 3 clusters Score: Raw -555360.619824 + Penalty 1926.472041 = -553434.147782 nChanged 236 SP:Iteration 34Q (2439.157113 sec): 3 clusters Score: Raw -555580.833258 + Penalty 1926.472041 = -553654.361217 nChanged 210 SP:Iteration 35Q (2439.274584 sec): 3 clusters Score: Raw -555757.592680 + Penalty 1926.472041 = -553831.120639 nChanged 174 SP:Iteration 36Q (2439.406962 sec): 3 clusters Score: Raw -555903.522212 + Penalty 1926.472041 = -553977.050171 nChanged 161 SP:Iteration 37Q (2439.508251 sec): 3 clusters Score: Raw -556027.253279 + Penalty 1926.472041 = -554100.781238 nChanged 156 SP:Iteration 38Q (2439.622671 sec): 3 clusters Score: Raw -556125.979824 + Penalty 1926.472041 = -554199.507783 nChanged 124 SP:Iteration 39Q (2439.710679 sec): 3 clusters Score: Raw -556186.979744 + Penalty 1926.472041 = -554260.507703 nChanged 84 SP:Iteration 40F (2439.836768 sec): 3 clusters Score: Raw -556283.275989 + Penalty 1926.472041 = -554356.803947 nChanged 87 SP:Iteration 41Q (2439.959646 sec): 3 clusters Score: Raw -556324.559611 + Penalty 1926.472041 = -554398.087570 nChanged 73 SP:Iteration 42Q (2440.054697 sec): 3 clusters Score: Raw -556347.135662 + Penalty 1926.472041 = -554420.663620 nChanged 52 SP:Iteration 43Q (2440.169017 sec): 3 clusters Score: Raw -556358.186339 + Penalty 1926.472041 = -554431.714297 nChanged 32 SP:Iteration 44Q (2440.312388 sec): 3 clusters Score: Raw -556363.488906 + Penalty 1926.472041 = -554437.016864 nChanged 26 SP:Iteration 45Q (2440.403145 sec): 3 clusters Score: Raw -556368.995662 + Penalty 1926.472041 = -554442.523621 nChanged 29 SP:Iteration 46Q (2440.509662 sec): 3 clusters Score: Raw -556375.220296 + Penalty 1926.472041 = -554448.748255 nChanged 30 SP:Iteration 47Q (2440.630933 sec): 3 clusters Score: Raw -556381.529358 + Penalty 1926.472041 = -554455.057316 nChanged 31 SP:Iteration 48Q (2440.744196 sec): 3 clusters Score: Raw -556389.115270 + Penalty 1926.472041 = -554462.643229 nChanged 30 SP:Iteration 49Q (2440.862139 sec): 3 clusters Score: Raw -556394.864622 + Penalty 1926.472041 = -554468.392581 nChanged 21 SP:Iteration 50Q (2440.965419 sec): 3 clusters Score: Raw -556399.080766 + Penalty 1926.472041 = -554472.608725 nChanged 25 SP:Iteration 51Q (2441.075169 sec): 3 clusters Score: Raw -556403.001737 + Penalty 1926.472041 = -554476.529696 nChanged 26 SP:Iteration 52Q (2441.173906 sec): 3 clusters Score: Raw -556408.809485 + Penalty 1926.472041 = -554482.337443 nChanged 34 SP:Iteration 53Q (2441.286067 sec): 3 clusters Score: Raw -556416.085309 + Penalty 1926.472041 = -554489.613267 nChanged 27 SP:Iteration 54Q (2441.404129 sec): 3 clusters Score: Raw -556420.720419 + Penalty 1926.472041 = -554494.248377 nChanged 27 SP:Iteration 55Q (2441.523884 sec): 3 clusters Score: Raw -556425.506274 + Penalty 1926.472041 = -554499.034232 nChanged 25 SP:Iteration 56Q (2441.641092 sec): 3 clusters Score: Raw -556430.997489 + Penalty 1926.472041 = -554504.525448 nChanged 28 SP:Iteration 57Q (2441.746391 sec): 3 clusters Score: Raw -556434.934091 + Penalty 1926.472041 = -554508.462049 nChanged 17 SP:Iteration 58Q (2441.850259 sec): 3 clusters Score: Raw -556437.099746 + Penalty 1926.472041 = -554510.627705 nChanged 24 SP:Iteration 59Q (2441.967285 sec): 3 clusters Score: Raw -556440.339881 + Penalty 1926.472041 = -554513.867839 nChanged 12 SP:Iteration 60F (2442.081539 sec): 3 clusters Score: Raw -556442.309966 + Penalty 1926.472041 = -554515.837924 nChanged 13 SP:Iteration 61Q (2442.206854 sec): 3 clusters Score: Raw -556443.675968 + Penalty 1926.472041 = -554517.203926 nChanged 9 SP:Iteration 62Q (2442.336815 sec): 3 clusters Score: Raw -556445.001248 + Penalty 1926.472041 = -554518.529206 nChanged 6 SP:Iteration 63Q (2442.449552 sec): 3 clusters Score: Raw -556445.979379 + Penalty 1926.472041 = -554519.507338 nChanged 7 SP:Iteration 64Q (2442.557459 sec): 3 clusters Score: Raw -556446.641060 + Penalty 1926.472041 = -554520.169019 nChanged 3 SP:Iteration 65Q (2442.675416 sec): 3 clusters Score: Raw -556446.938741 + Penalty 1926.472041 = -554520.466700 nChanged 3 SP:Iteration 66Q (2442.814592 sec): 3 clusters Score: Raw -556447.348102 + Penalty 1926.472041 = -554520.876061 nChanged 3 SP:Iteration 67Q (2442.924196 sec): 3 clusters Score: Raw -556447.693353 + Penalty 1926.472041 = -554521.221312 nChanged 5 SP:Iteration 68Q (2443.015056 sec): 3 clusters Score: Raw -556448.185970 + Penalty 1926.472041 = -554521.713929 nChanged 9 SP:Iteration 69Q (2443.159181 sec): 3 clusters Score: Raw -556449.215361 + Penalty 1926.472041 = -554522.743320 nChanged 8 SP:Iteration 70Q (2443.270600 sec): 3 clusters Score: Raw -556449.961259 + Penalty 1926.472041 = -554523.489218 nChanged 8 SP:Iteration 71Q (2443.390120 sec): 3 clusters Score: Raw -556451.234349 + Penalty 1926.472041 = -554524.762308 nChanged 13 SP:Iteration 72Q (2443.488286 sec): 3 clusters Score: Raw -556453.101540 + Penalty 1926.472041 = -554526.629499 nChanged 16 SP:Iteration 73Q (2443.613859 sec): 3 clusters Score: Raw -556455.220819 + Penalty 1926.472041 = -554528.748778 nChanged 9 SP:Iteration 74Q (2443.728271 sec): 3 clusters Score: Raw -556456.593526 + Penalty 1926.472041 = -554530.121484 nChanged 11 SP:Iteration 75Q (2443.859668 sec): 3 clusters Score: Raw -556458.001199 + Penalty 1926.472041 = -554531.529158 nChanged 12 SP:Iteration 76Q (2443.967785 sec): 3 clusters Score: Raw -556459.104057 + Penalty 1926.472041 = -554532.632016 nChanged 7 SP:Iteration 77Q (2444.062859 sec): 3 clusters Score: Raw -556459.790277 + Penalty 1926.472041 = -554533.318236 nChanged 10 SP:Iteration 78Q (2444.190138 sec): 3 clusters Score: Raw -556460.686470 + Penalty 1926.472041 = -554534.214428 nChanged 7 SP:Iteration 79Q (2444.298458 sec): 3 clusters Score: Raw -556461.304844 + Penalty 1926.472041 = -554534.832802 nChanged 9 SP:Iteration 80F (2444.416547 sec): 3 clusters Score: Raw -556462.604869 + Penalty 1926.472041 = -554536.132827 nChanged 13 SP:Iteration 81Q (2444.516131 sec): 3 clusters Score: Raw -556464.326682 + Penalty 1926.472041 = -554537.854641 nChanged 11 SP:Iteration 82Q (2444.627373 sec): 3 clusters Score: Raw -556466.102281 + Penalty 1926.472041 = -554539.630240 nChanged 14 SP:Iteration 83Q (2444.742625 sec): 3 clusters Score: Raw -556468.082191 + Penalty 1926.472041 = -554541.610150 nChanged 14 SP:Iteration 84Q (2444.866295 sec): 3 clusters Score: Raw -556469.788032 + Penalty 1926.472041 = -554543.315991 nChanged 14 SP:Iteration 85Q (2444.985072 sec): 3 clusters Score: Raw -556471.523073 + Penalty 1926.472041 = -554545.051031 nChanged 14 SP:Iteration 86Q (2445.079436 sec): 3 clusters Score: Raw -556473.612717 + Penalty 1926.472041 = -554547.140676 nChanged 13 SP:Iteration 87Q (2445.197329 sec): 3 clusters Score: Raw -556474.950686 + Penalty 1926.472041 = -554548.478644 nChanged 9 SP:Iteration 88Q (2445.287237 sec): 3 clusters Score: Raw -556475.801832 + Penalty 1926.472041 = -554549.329791 nChanged 8 SP:Iteration 89Q (2445.426633 sec): 3 clusters Score: Raw -556476.627723 + Penalty 1926.472041 = -554550.155681 nChanged 10 SP:Iteration 90Q (2445.511670 sec): 3 clusters Score: Raw -556477.567407 + Penalty 1926.472041 = -554551.095365 nChanged 6 SP:Iteration 91Q (2445.639678 sec): 3 clusters Score: Raw -556478.115171 + Penalty 1926.472041 = -554551.643129 nChanged 8 SP:Iteration 92Q (2445.747765 sec): 3 clusters Score: Raw -556479.069081 + Penalty 1926.472041 = -554552.597040 nChanged 4 SP:Iteration 93Q (2445.846079 sec): 3 clusters Score: Raw -556479.375013 + Penalty 1926.472041 = -554552.902972 nChanged 7 SP:Iteration 94Q (2445.973125 sec): 3 clusters Score: Raw -556480.146941 + Penalty 1926.472041 = -554553.674900 nChanged 7 SP:Iteration 95Q (2446.080493 sec): 3 clusters Score: Raw -556480.882192 + Penalty 1926.472041 = -554554.410150 nChanged 4 SP:Iteration 96Q (2446.180515 sec): 3 clusters Score: Raw -556481.188769 + Penalty 1926.472041 = -554554.716728 nChanged 0 SP:Iteration 97F (2446.315625 sec): 3 clusters Score: Raw -556481.188769 + Penalty 1926.472041 = -554554.716728 nChanged 0 Score: Raw -4189194.732173 + Penalty 10644.470204 = -4178550.261968 Splitting cluster 1 changes total score from -4177400.669110 to -4178550.261968 So it's getting split into cluster 9. Trying to split cluster 2 (40018 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2447.406400 sec): 2 clusters Score: Raw -2319649.380790 + Penalty 1112.693886 = -2318536.686904 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2447.567463 sec): 3 clusters Score: Raw -2294297.480554 + Penalty 2225.387773 = -2292072.092782 nChanged 18842 SP:Iteration 1F (2447.715373 sec): 3 clusters Score: Raw -2306358.237625 + Penalty 2225.387773 = -2304132.849852 nChanged 2900 SP:Iteration 2F (2447.886106 sec): 3 clusters Score: Raw -2308211.936664 + Penalty 2225.387773 = -2305986.548891 nChanged 2987 SP:Iteration 3F (2448.050552 sec): 3 clusters Score: Raw -2310214.718934 + Penalty 2225.387773 = -2307989.331161 nChanged 2970 SP:Iteration 4F (2448.202363 sec): 3 clusters Score: Raw -2312181.259903 + Penalty 2225.387773 = -2309955.872130 nChanged 2736 SP:Iteration 5F (2448.345897 sec): 3 clusters Score: Raw -2313964.455766 + Penalty 2225.387773 = -2311739.067993 nChanged 2415 SP:Iteration 6F (2448.516489 sec): 3 clusters Score: Raw -2315486.706525 + Penalty 2225.387773 = -2313261.318752 nChanged 1933 SP:Iteration 7Q (2448.678714 sec): 3 clusters Score: Raw -2316652.446621 + Penalty 2225.387773 = -2314427.058848 nChanged 1532 SP:Iteration 8Q (2448.841899 sec): 3 clusters Score: Raw -2317587.574413 + Penalty 2225.387773 = -2315362.186641 nChanged 1302 SP:Iteration 9Q (2449.016079 sec): 3 clusters Score: Raw -2318406.779688 + Penalty 2225.387773 = -2316181.391915 nChanged 1123 SP:Iteration 10Q (2449.155718 sec): 3 clusters Score: Raw -2319106.216057 + Penalty 2225.387773 = -2316880.828284 nChanged 931 SP:Iteration 11Q (2449.361134 sec): 3 clusters Score: Raw -2319663.173646 + Penalty 2225.387773 = -2317437.785873 nChanged 784 SP:Iteration 12Q (2449.520260 sec): 3 clusters Score: Raw -2320083.931888 + Penalty 2225.387773 = -2317858.544115 nChanged 638 SP:Iteration 13Q (2449.682610 sec): 3 clusters Score: Raw -2320343.236532 + Penalty 2225.387773 = -2318117.848759 nChanged 535 SP:Iteration 14Q (2449.850604 sec): 3 clusters Score: Raw -2320524.753717 + Penalty 2225.387773 = -2318299.365944 nChanged 459 SP:Iteration 15Q (2450.007830 sec): 3 clusters Score: Raw -2320668.752159 + Penalty 2225.387773 = -2318443.364386 nChanged 396 SP:Iteration 16Q (2450.155023 sec): 3 clusters Score: Raw -2320775.874321 + Penalty 2225.387773 = -2318550.486548 nChanged 344 SP:Iteration 17Q (2450.338685 sec): 3 clusters Score: Raw -2320851.912154 + Penalty 2225.387773 = -2318626.524381 nChanged 280 SP:Iteration 18Q (2450.518080 sec): 3 clusters Score: Raw -2320912.651582 + Penalty 2225.387773 = -2318687.263809 nChanged 274 SP:Iteration 19Q (2450.678730 sec): 3 clusters Score: Raw -2320975.954116 + Penalty 2225.387773 = -2318750.566343 nChanged 276 SP:Iteration 20F (2450.841964 sec): 3 clusters Score: Raw -2321045.581501 + Penalty 2225.387773 = -2318820.193728 nChanged 262 SP:Iteration 21Q (2451.018335 sec): 3 clusters Score: Raw -2321117.945148 + Penalty 2225.387773 = -2318892.557375 nChanged 273 SP:Iteration 22Q (2451.183077 sec): 3 clusters Score: Raw -2321196.659079 + Penalty 2225.387773 = -2318971.271306 nChanged 265 SP:Iteration 23Q (2451.343332 sec): 3 clusters Score: Raw -2321278.351282 + Penalty 2225.387773 = -2319052.963510 nChanged 276 SP:Iteration 24Q (2451.512314 sec): 3 clusters Score: Raw -2321376.836375 + Penalty 2225.387773 = -2319151.448602 nChanged 282 SP:Iteration 25Q (2451.695217 sec): 3 clusters Score: Raw -2321517.731421 + Penalty 2225.387773 = -2319292.343648 nChanged 302 SP:Iteration 26Q (2451.852846 sec): 3 clusters Score: Raw -2321719.137558 + Penalty 2225.387773 = -2319493.749785 nChanged 322 SP:Iteration 27Q (2452.020128 sec): 3 clusters Score: Raw -2321969.616601 + Penalty 2225.387773 = -2319744.228829 nChanged 346 SP:Iteration 28Q (2452.156504 sec): 3 clusters Score: Raw -2322224.975920 + Penalty 2225.387773 = -2319999.588147 nChanged 339 SP:Iteration 29Q (2452.334282 sec): 3 clusters Score: Raw -2322426.110414 + Penalty 2225.387773 = -2320200.722641 nChanged 302 SP:Iteration 30Q (2452.476602 sec): 3 clusters Score: Raw -2322583.655168 + Penalty 2225.387773 = -2320358.267395 nChanged 268 SP:Iteration 31Q (2452.648558 sec): 3 clusters Score: Raw -2322724.974217 + Penalty 2225.387773 = -2320499.586444 nChanged 256 SP:Iteration 32Q (2452.808323 sec): 3 clusters Score: Raw -2322838.934451 + Penalty 2225.387773 = -2320613.546678 nChanged 207 SP:Iteration 33Q (2452.961098 sec): 3 clusters Score: Raw -2322917.770627 + Penalty 2225.387773 = -2320692.382855 nChanged 194 SP:Iteration 34Q (2453.109732 sec): 3 clusters Score: Raw -2322980.239656 + Penalty 2225.387773 = -2320754.851884 nChanged 177 SP:Iteration 35Q (2453.280273 sec): 3 clusters Score: Raw -2323035.681779 + Penalty 2225.387773 = -2320810.294007 nChanged 160 SP:Iteration 36Q (2453.433160 sec): 3 clusters Score: Raw -2323078.469490 + Penalty 2225.387773 = -2320853.081717 nChanged 120 SP:Iteration 37Q (2453.597216 sec): 3 clusters Score: Raw -2323110.222749 + Penalty 2225.387773 = -2320884.834976 nChanged 108 SP:Iteration 38Q (2453.762601 sec): 3 clusters Score: Raw -2323138.517613 + Penalty 2225.387773 = -2320913.129840 nChanged 104 SP:Iteration 39Q (2453.919794 sec): 3 clusters Score: Raw -2323165.124393 + Penalty 2225.387773 = -2320939.736620 nChanged 87 SP:Iteration 40F (2454.068452 sec): 3 clusters Score: Raw -2323186.694921 + Penalty 2225.387773 = -2320961.307148 nChanged 86 SP:Iteration 41Q (2454.232771 sec): 3 clusters Score: Raw -2323206.078626 + Penalty 2225.387773 = -2320980.690853 nChanged 76 SP:Iteration 42Q (2454.387507 sec): 3 clusters Score: Raw -2323223.941530 + Penalty 2225.387773 = -2320998.553757 nChanged 73 SP:Iteration 43Q (2454.539754 sec): 3 clusters Score: Raw -2323244.019945 + Penalty 2225.387773 = -2321018.632173 nChanged 63 SP:Iteration 44Q (2454.680074 sec): 3 clusters Score: Raw -2323256.932728 + Penalty 2225.387773 = -2321031.544956 nChanged 45 SP:Iteration 45Q (2454.832557 sec): 3 clusters Score: Raw -2323265.086416 + Penalty 2225.387773 = -2321039.698643 nChanged 40 SP:Iteration 46Q (2454.989157 sec): 3 clusters Score: Raw -2323271.567208 + Penalty 2225.387773 = -2321046.179435 nChanged 32 SP:Iteration 47Q (2455.122948 sec): 3 clusters Score: Raw -2323275.532722 + Penalty 2225.387773 = -2321050.144949 nChanged 28 SP:Iteration 48Q (2455.281661 sec): 3 clusters Score: Raw -2323278.180519 + Penalty 2225.387773 = -2321052.792746 nChanged 14 SP:Iteration 49Q (2455.423183 sec): 3 clusters Score: Raw -2323279.256978 + Penalty 2225.387773 = -2321053.869205 nChanged 16 SP:Iteration 50Q (2455.590187 sec): 3 clusters Score: Raw -2323280.596622 + Penalty 2225.387773 = -2321055.208850 nChanged 11 SP:Iteration 51Q (2455.747766 sec): 3 clusters Score: Raw -2323281.695591 + Penalty 2225.387773 = -2321056.307819 nChanged 11 SP:Iteration 52Q (2455.923727 sec): 3 clusters Score: Raw -2323282.789685 + Penalty 2225.387773 = -2321057.401912 nChanged 17 SP:Iteration 53Q (2456.082132 sec): 3 clusters Score: Raw -2323284.509533 + Penalty 2225.387773 = -2321059.121760 nChanged 17 SP:Iteration 54Q (2456.232772 sec): 3 clusters Score: Raw -2323286.207510 + Penalty 2225.387773 = -2321060.819737 nChanged 19 SP:Iteration 55Q (2456.414993 sec): 3 clusters Score: Raw -2323288.050453 + Penalty 2225.387773 = -2321062.662680 nChanged 14 SP:Iteration 56Q (2456.557871 sec): 3 clusters Score: Raw -2323289.054328 + Penalty 2225.387773 = -2321063.666556 nChanged 8 SP:Iteration 57Q (2456.702333 sec): 3 clusters Score: Raw -2323289.621428 + Penalty 2225.387773 = -2321064.233656 nChanged 5 SP:Iteration 58Q (2456.854295 sec): 3 clusters Score: Raw -2323290.060629 + Penalty 2225.387773 = -2321064.672856 nChanged 11 SP:Iteration 59Q (2457.009742 sec): 3 clusters Score: Raw -2323290.890323 + Penalty 2225.387773 = -2321065.502551 nChanged 12 SP:Iteration 60F (2457.161097 sec): 3 clusters Score: Raw -2323291.671981 + Penalty 2225.387773 = -2321066.284208 nChanged 10 SP:Iteration 61Q (2457.336599 sec): 3 clusters Score: Raw -2323292.553958 + Penalty 2225.387773 = -2321067.166185 nChanged 7 SP:Iteration 62Q (2457.486047 sec): 3 clusters Score: Raw -2323293.260075 + Penalty 2225.387773 = -2321067.872303 nChanged 7 SP:Iteration 63Q (2457.598718 sec): 3 clusters Score: Raw -2323293.977717 + Penalty 2225.387773 = -2321068.589944 nChanged 8 SP:Iteration 64Q (2457.751232 sec): 3 clusters Score: Raw -2323294.415837 + Penalty 2225.387773 = -2321069.028064 nChanged 5 SP:Iteration 65Q (2457.898094 sec): 3 clusters Score: Raw -2323294.642862 + Penalty 2225.387773 = -2321069.255089 nChanged 3 SP:Iteration 66Q (2458.071516 sec): 3 clusters Score: Raw -2323294.962511 + Penalty 2225.387773 = -2321069.574739 nChanged 4 SP:Iteration 67Q (2458.217130 sec): 3 clusters Score: Raw -2323295.170373 + Penalty 2225.387773 = -2321069.782601 nChanged 0 SP:Iteration 68F (2458.397934 sec): 3 clusters Score: Raw -2323295.170373 + Penalty 2225.387773 = -2321069.782601 nChanged 0 Score: Raw -4192840.521755 + Penalty 11827.189116 = -4181013.332640 Splitting cluster 2 changes total score from -4177400.669110 to -4181013.332640 So it's getting split into cluster 10. Trying to split cluster 3 (5612 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2459.463400 sec): 2 clusters Score: Raw -278221.860211 + Penalty 906.429556 = -277315.430654 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2459.570755 sec): 3 clusters Score: Raw -275168.378333 + Penalty 1812.859113 = -273355.519220 nChanged 2427 SP:Iteration 1F (2459.683552 sec): 3 clusters Score: Raw -277123.089572 + Penalty 1812.859113 = -275310.230460 nChanged 536 SP:Iteration 2F (2459.776765 sec): 3 clusters Score: Raw -277673.092985 + Penalty 1812.859113 = -275860.233872 nChanged 454 SP:Iteration 3F (2459.867975 sec): 3 clusters Score: Raw -278134.550607 + Penalty 1812.859113 = -276321.691494 nChanged 393 SP:Iteration 4F (2459.964712 sec): 3 clusters Score: Raw -278530.320604 + Penalty 1812.859113 = -276717.461491 nChanged 341 SP:Iteration 5F (2460.047448 sec): 3 clusters Score: Raw -278854.166968 + Penalty 1812.859113 = -277041.307856 nChanged 267 SP:Iteration 6Q (2460.133751 sec): 3 clusters Score: Raw -279108.777497 + Penalty 1812.859113 = -277295.918384 nChanged 248 SP:Iteration 7Q (2460.208680 sec): 3 clusters Score: Raw -279306.344290 + Penalty 1812.859113 = -277493.485177 nChanged 189 SP:Iteration 8Q (2460.310615 sec): 3 clusters Score: Raw -279424.073842 + Penalty 1812.859113 = -277611.214729 nChanged 134 SP:Iteration 9Q (2460.402837 sec): 3 clusters Score: Raw -279518.949159 + Penalty 1812.859113 = -277706.090047 nChanged 113 SP:Iteration 10Q (2460.481940 sec): 3 clusters Score: Raw -279579.732333 + Penalty 1812.859113 = -277766.873220 nChanged 96 SP:Iteration 11Q (2460.585168 sec): 3 clusters Score: Raw -279634.754675 + Penalty 1812.859113 = -277821.895563 nChanged 78 SP:Iteration 12Q (2460.686938 sec): 3 clusters Score: Raw -279676.154313 + Penalty 1812.859113 = -277863.295200 nChanged 63 SP:Iteration 13Q (2460.760739 sec): 3 clusters Score: Raw -279709.081088 + Penalty 1812.859113 = -277896.221976 nChanged 49 SP:Iteration 14Q (2460.869269 sec): 3 clusters Score: Raw -279722.309550 + Penalty 1812.859113 = -277909.450438 nChanged 29 SP:Iteration 15Q (2460.948644 sec): 3 clusters Score: Raw -279731.309711 + Penalty 1812.859113 = -277918.450599 nChanged 28 SP:Iteration 16Q (2461.066708 sec): 3 clusters Score: Raw -279740.045034 + Penalty 1812.859113 = -277927.185921 nChanged 25 SP:Iteration 17Q (2461.147722 sec): 3 clusters Score: Raw -279751.233984 + Penalty 1812.859113 = -277938.374871 nChanged 25 SP:Iteration 18Q (2461.244799 sec): 3 clusters Score: Raw -279766.256871 + Penalty 1812.859113 = -277953.397759 nChanged 21 SP:Iteration 19Q (2461.355570 sec): 3 clusters Score: Raw -279783.379630 + Penalty 1812.859113 = -277970.520518 nChanged 24 SP:Iteration 20F (2461.461531 sec): 3 clusters Score: Raw -279817.528875 + Penalty 1812.859113 = -278004.669762 nChanged 34 SP:Iteration 21Q (2461.562822 sec): 3 clusters Score: Raw -279912.906124 + Penalty 1812.859113 = -278100.047011 nChanged 60 SP:Iteration 22Q (2461.666805 sec): 3 clusters Score: Raw -280080.544104 + Penalty 1812.859113 = -278267.684991 nChanged 83 SP:Iteration 23Q (2461.774520 sec): 3 clusters Score: Raw -280198.828888 + Penalty 1812.859113 = -278385.969775 nChanged 71 SP:Iteration 24Q (2461.854192 sec): 3 clusters Score: Raw -280255.692126 + Penalty 1812.859113 = -278442.833013 nChanged 54 SP:Iteration 25Q (2461.959359 sec): 3 clusters Score: Raw -280294.124798 + Penalty 1812.859113 = -278481.265685 nChanged 48 SP:Iteration 26Q (2462.031293 sec): 3 clusters Score: Raw -280324.952679 + Penalty 1812.859113 = -278512.093566 nChanged 32 SP:Iteration 27Q (2462.142177 sec): 3 clusters Score: Raw -280345.998019 + Penalty 1812.859113 = -278533.138906 nChanged 31 SP:Iteration 28Q (2462.233538 sec): 3 clusters Score: Raw -280362.775972 + Penalty 1812.859113 = -278549.916860 nChanged 25 SP:Iteration 29Q (2462.344731 sec): 3 clusters Score: Raw -280378.996279 + Penalty 1812.859113 = -278566.137166 nChanged 29 SP:Iteration 30Q (2462.440103 sec): 3 clusters Score: Raw -280391.373427 + Penalty 1812.859113 = -278578.514315 nChanged 20 SP:Iteration 31Q (2462.534110 sec): 3 clusters Score: Raw -280403.156420 + Penalty 1812.859113 = -278590.297307 nChanged 20 SP:Iteration 32Q (2462.651218 sec): 3 clusters Score: Raw -280409.566913 + Penalty 1812.859113 = -278596.707800 nChanged 16 SP:Iteration 33Q (2462.733049 sec): 3 clusters Score: Raw -280413.419226 + Penalty 1812.859113 = -278600.560114 nChanged 10 SP:Iteration 34Q (2462.829590 sec): 3 clusters Score: Raw -280415.693656 + Penalty 1812.859113 = -278602.834543 nChanged 9 SP:Iteration 35Q (2462.927039 sec): 3 clusters Score: Raw -280417.563135 + Penalty 1812.859113 = -278604.704022 nChanged 5 SP:Iteration 36Q (2463.023008 sec): 3 clusters Score: Raw -280419.295890 + Penalty 1812.859113 = -278606.436778 nChanged 6 SP:Iteration 37Q (2463.130421 sec): 3 clusters Score: Raw -280420.637887 + Penalty 1812.859113 = -278607.778774 nChanged 3 SP:Iteration 38Q (2463.232278 sec): 3 clusters Score: Raw -280421.355977 + Penalty 1812.859113 = -278608.496864 nChanged 3 SP:Iteration 39Q (2463.309337 sec): 3 clusters Score: Raw -280421.799292 + Penalty 1812.859113 = -278608.940180 nChanged 5 SP:Iteration 40F (2463.418787 sec): 3 clusters Score: Raw -280424.083638 + Penalty 1812.859113 = -278611.224525 nChanged 3 SP:Iteration 41Q (2463.506535 sec): 3 clusters Score: Raw -280425.825287 + Penalty 1812.859113 = -278612.966174 nChanged 6 SP:Iteration 42Q (2463.630728 sec): 3 clusters Score: Raw -280427.040781 + Penalty 1812.859113 = -278614.181668 nChanged 5 SP:Iteration 43Q (2463.723283 sec): 3 clusters Score: Raw -280428.762320 + Penalty 1812.859113 = -278615.903207 nChanged 5 SP:Iteration 44Q (2463.810075 sec): 3 clusters Score: Raw -280429.918555 + Penalty 1812.859113 = -278617.059443 nChanged 3 SP:Iteration 45Q (2463.921479 sec): 3 clusters Score: Raw -280430.861833 + Penalty 1812.859113 = -278618.002720 nChanged 3 SP:Iteration 46Q (2464.043842 sec): 3 clusters Score: Raw -280431.597528 + Penalty 1812.859113 = -278618.738415 nChanged 3 SP:Iteration 47Q (2464.136066 sec): 3 clusters Score: Raw -280431.819028 + Penalty 1812.859113 = -278618.959915 nChanged 0 SP:Iteration 48F (2464.221073 sec): 3 clusters Score: Raw -280431.819028 + Penalty 1812.859113 = -278618.959915 nChanged 0 Score: Raw -4195050.480572 + Penalty 13009.908027 = -4182040.572545 Splitting cluster 3 changes total score from -4177400.669110 to -4182040.572545 So it's getting split into cluster 11. Trying to split cluster 4 (2956 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2465.382231 sec): 2 clusters Score: Raw -145972.126309 + Penalty 839.117190 = -145133.009119 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2465.475600 sec): 3 clusters Score: Raw -144526.837376 + Penalty 1678.234379 = -142848.602997 nChanged 1153 SP:Iteration 1F (2465.568879 sec): 3 clusters Score: Raw -145452.459345 + Penalty 1678.234379 = -143774.224966 nChanged 298 SP:Iteration 2F (2465.669198 sec): 3 clusters Score: Raw -145710.249587 + Penalty 1678.234379 = -144032.015207 nChanged 235 SP:Iteration 3F (2465.739631 sec): 3 clusters Score: Raw -145928.936843 + Penalty 1678.234379 = -144250.702464 nChanged 191 SP:Iteration 4F (2465.824769 sec): 3 clusters Score: Raw -146128.324845 + Penalty 1678.234379 = -144450.090466 nChanged 146 SP:Iteration 5Q (2465.916835 sec): 3 clusters Score: Raw -146241.498972 + Penalty 1678.234379 = -144563.264593 nChanged 115 SP:Iteration 6Q (2466.005071 sec): 3 clusters Score: Raw -146328.794427 + Penalty 1678.234379 = -144650.560048 nChanged 79 SP:Iteration 7Q (2466.105161 sec): 3 clusters Score: Raw -146376.935590 + Penalty 1678.234379 = -144698.701211 nChanged 72 SP:Iteration 8Q (2466.199482 sec): 3 clusters Score: Raw -146432.618359 + Penalty 1678.234379 = -144754.383979 nChanged 77 SP:Iteration 9Q (2466.296697 sec): 3 clusters Score: Raw -146496.084769 + Penalty 1678.234379 = -144817.850390 nChanged 87 SP:Iteration 10Q (2466.390086 sec): 3 clusters Score: Raw -146579.391564 + Penalty 1678.234379 = -144901.157184 nChanged 78 SP:Iteration 11Q (2466.495149 sec): 3 clusters Score: Raw -146682.324477 + Penalty 1678.234379 = -145004.090098 nChanged 96 SP:Iteration 12Q (2466.588095 sec): 3 clusters Score: Raw -146810.330717 + Penalty 1678.234379 = -145132.096338 nChanged 86 SP:Iteration 13Q (2466.688434 sec): 3 clusters Score: Raw -146892.947862 + Penalty 1678.234379 = -145214.713483 nChanged 62 SP:Iteration 14Q (2466.797918 sec): 3 clusters Score: Raw -146934.823083 + Penalty 1678.234379 = -145256.588703 nChanged 42 SP:Iteration 15Q (2466.877852 sec): 3 clusters Score: Raw -146957.189006 + Penalty 1678.234379 = -145278.954627 nChanged 34 SP:Iteration 16Q (2466.953272 sec): 3 clusters Score: Raw -146970.702611 + Penalty 1678.234379 = -145292.468232 nChanged 21 SP:Iteration 17Q (2467.047700 sec): 3 clusters Score: Raw -146978.938613 + Penalty 1678.234379 = -145300.704233 nChanged 17 SP:Iteration 18Q (2467.166508 sec): 3 clusters Score: Raw -146985.033907 + Penalty 1678.234379 = -145306.799528 nChanged 13 SP:Iteration 19Q (2467.234367 sec): 3 clusters Score: Raw -146990.014423 + Penalty 1678.234379 = -145311.780043 nChanged 12 SP:Iteration 20F (2467.327630 sec): 3 clusters Score: Raw -146995.634578 + Penalty 1678.234379 = -145317.400199 nChanged 14 SP:Iteration 21Q (2467.420553 sec): 3 clusters Score: Raw -147001.330360 + Penalty 1678.234379 = -145323.095981 nChanged 13 SP:Iteration 22Q (2467.536784 sec): 3 clusters Score: Raw -147006.222204 + Penalty 1678.234379 = -145327.987825 nChanged 15 SP:Iteration 23Q (2467.602806 sec): 3 clusters Score: Raw -147011.891360 + Penalty 1678.234379 = -145333.656981 nChanged 15 SP:Iteration 24Q (2467.704274 sec): 3 clusters Score: Raw -147019.565342 + Penalty 1678.234379 = -145341.330963 nChanged 18 SP:Iteration 25Q (2467.803687 sec): 3 clusters Score: Raw -147036.274704 + Penalty 1678.234379 = -145358.040325 nChanged 21 SP:Iteration 26Q (2467.883595 sec): 3 clusters Score: Raw -147058.538487 + Penalty 1678.234379 = -145380.304108 nChanged 27 SP:Iteration 27Q (2467.986824 sec): 3 clusters Score: Raw -147080.939101 + Penalty 1678.234379 = -145402.704721 nChanged 26 SP:Iteration 28Q (2468.070391 sec): 3 clusters Score: Raw -147101.309512 + Penalty 1678.234379 = -145423.075133 nChanged 17 SP:Iteration 29Q (2468.148390 sec): 3 clusters Score: Raw -147108.407525 + Penalty 1678.234379 = -145430.173146 nChanged 9 SP:Iteration 30Q (2468.246664 sec): 3 clusters Score: Raw -147110.635004 + Penalty 1678.234379 = -145432.400624 nChanged 8 SP:Iteration 31Q (2468.331010 sec): 3 clusters Score: Raw -147112.599835 + Penalty 1678.234379 = -145434.365455 nChanged 4 SP:Iteration 32Q (2468.419730 sec): 3 clusters Score: Raw -147114.021810 + Penalty 1678.234379 = -145435.787431 nChanged 1 SP:Iteration 33Q (2468.506538 sec): 3 clusters Score: Raw -147114.185742 + Penalty 1678.234379 = -145435.951362 nChanged 0 SP:Iteration 34F (2468.600584 sec): 3 clusters Score: Raw -147114.185742 + Penalty 1678.234379 = -145435.951362 nChanged 0 Score: Raw -4196192.540005 + Penalty 14192.626939 = -4181999.913066 Splitting cluster 4 changes total score from -4177400.669110 to -4181999.913066 So it's getting split into cluster 12. Trying to split cluster 5 (3158 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2469.805630 sec): 2 clusters Score: Raw -170015.316459 + Penalty 846.057890 = -169169.258568 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2469.905660 sec): 3 clusters Score: Raw -168368.410751 + Penalty 1692.115781 = -166676.294970 nChanged 1290 SP:Iteration 1F (2470.002790 sec): 3 clusters Score: Raw -169213.401005 + Penalty 1692.115781 = -167521.285224 nChanged 319 SP:Iteration 2F (2470.090017 sec): 3 clusters Score: Raw -169528.386426 + Penalty 1692.115781 = -167836.270645 nChanged 280 SP:Iteration 3F (2470.185194 sec): 3 clusters Score: Raw -169831.552715 + Penalty 1692.115781 = -168139.436935 nChanged 235 SP:Iteration 4F (2470.275014 sec): 3 clusters Score: Raw -170087.230955 + Penalty 1692.115781 = -168395.115174 nChanged 163 SP:Iteration 5F (2470.357760 sec): 3 clusters Score: Raw -170267.889191 + Penalty 1692.115781 = -168575.773410 nChanged 143 SP:Iteration 6Q (2470.460843 sec): 3 clusters Score: Raw -170418.999812 + Penalty 1692.115781 = -168726.884031 nChanged 104 SP:Iteration 7Q (2470.564142 sec): 3 clusters Score: Raw -170507.377298 + Penalty 1692.115781 = -168815.261517 nChanged 95 SP:Iteration 8Q (2470.648249 sec): 3 clusters Score: Raw -170575.034734 + Penalty 1692.115781 = -168882.918953 nChanged 67 SP:Iteration 9Q (2470.745007 sec): 3 clusters Score: Raw -170628.243152 + Penalty 1692.115781 = -168936.127371 nChanged 77 SP:Iteration 10Q (2470.847125 sec): 3 clusters Score: Raw -170688.178505 + Penalty 1692.115781 = -168996.062724 nChanged 67 SP:Iteration 11Q (2470.922062 sec): 3 clusters Score: Raw -170733.455746 + Penalty 1692.115781 = -169041.339965 nChanged 61 SP:Iteration 12Q (2471.017563 sec): 3 clusters Score: Raw -170770.980174 + Penalty 1692.115781 = -169078.864394 nChanged 44 SP:Iteration 13Q (2471.100547 sec): 3 clusters Score: Raw -170796.081514 + Penalty 1692.115781 = -169103.965734 nChanged 43 SP:Iteration 14Q (2471.209682 sec): 3 clusters Score: Raw -170823.911717 + Penalty 1692.115781 = -169131.795936 nChanged 51 SP:Iteration 15Q (2471.285762 sec): 3 clusters Score: Raw -170854.914703 + Penalty 1692.115781 = -169162.798922 nChanged 54 SP:Iteration 16Q (2471.403481 sec): 3 clusters Score: Raw -170892.677925 + Penalty 1692.115781 = -169200.562144 nChanged 55 SP:Iteration 17Q (2471.477663 sec): 3 clusters Score: Raw -170945.828163 + Penalty 1692.115781 = -169253.712382 nChanged 54 SP:Iteration 18Q (2471.593747 sec): 3 clusters Score: Raw -170991.768625 + Penalty 1692.115781 = -169299.652844 nChanged 39 SP:Iteration 19Q (2471.674638 sec): 3 clusters Score: Raw -171026.816671 + Penalty 1692.115781 = -169334.700890 nChanged 40 SP:Iteration 20F (2471.756738 sec): 3 clusters Score: Raw -171052.198970 + Penalty 1692.115781 = -169360.083189 nChanged 37 SP:Iteration 21Q (2471.852546 sec): 3 clusters Score: Raw -171072.447107 + Penalty 1692.115781 = -169380.331327 nChanged 27 SP:Iteration 22Q (2471.948648 sec): 3 clusters Score: Raw -171082.568473 + Penalty 1692.115781 = -169390.452692 nChanged 20 SP:Iteration 23Q (2472.042225 sec): 3 clusters Score: Raw -171093.287864 + Penalty 1692.115781 = -169401.172084 nChanged 23 SP:Iteration 24Q (2472.160908 sec): 3 clusters Score: Raw -171105.193187 + Penalty 1692.115781 = -169413.077406 nChanged 22 SP:Iteration 25Q (2472.271209 sec): 3 clusters Score: Raw -171113.967576 + Penalty 1692.115781 = -169421.851795 nChanged 23 SP:Iteration 26Q (2472.339716 sec): 3 clusters Score: Raw -171122.648764 + Penalty 1692.115781 = -169430.532983 nChanged 21 SP:Iteration 27Q (2472.452698 sec): 3 clusters Score: Raw -171134.184817 + Penalty 1692.115781 = -169442.069036 nChanged 28 SP:Iteration 28Q (2472.543681 sec): 3 clusters Score: Raw -171151.605028 + Penalty 1692.115781 = -169459.489248 nChanged 32 SP:Iteration 29Q (2472.621257 sec): 3 clusters Score: Raw -171172.800398 + Penalty 1692.115781 = -169480.684617 nChanged 25 SP:Iteration 30Q (2472.747493 sec): 3 clusters Score: Raw -171186.687074 + Penalty 1692.115781 = -169494.571293 nChanged 17 SP:Iteration 31Q (2472.849087 sec): 3 clusters Score: Raw -171193.216169 + Penalty 1692.115781 = -169501.100388 nChanged 16 SP:Iteration 32Q (2472.935787 sec): 3 clusters Score: Raw -171199.091440 + Penalty 1692.115781 = -169506.975659 nChanged 12 SP:Iteration 33Q (2473.028184 sec): 3 clusters Score: Raw -171202.665986 + Penalty 1692.115781 = -169510.550205 nChanged 7 SP:Iteration 34Q (2473.098412 sec): 3 clusters Score: Raw -171205.090798 + Penalty 1692.115781 = -169512.975017 nChanged 8 SP:Iteration 35Q (2473.199468 sec): 3 clusters Score: Raw -171207.170423 + Penalty 1692.115781 = -169515.054642 nChanged 5 SP:Iteration 36Q (2473.301193 sec): 3 clusters Score: Raw -171208.672755 + Penalty 1692.115781 = -169516.556974 nChanged 4 SP:Iteration 37Q (2473.379358 sec): 3 clusters Score: Raw -171209.782550 + Penalty 1692.115781 = -169517.666769 nChanged 4 SP:Iteration 38Q (2473.480510 sec): 3 clusters Score: Raw -171212.175508 + Penalty 1692.115781 = -169520.059727 nChanged 3 SP:Iteration 39Q (2473.560379 sec): 3 clusters Score: Raw -171213.061869 + Penalty 1692.115781 = -169520.946088 nChanged 3 SP:Iteration 40F (2473.647242 sec): 3 clusters Score: Raw -171213.916614 + Penalty 1692.115781 = -169521.800833 nChanged 0 Score: Raw -4197391.140160 + Penalty 15375.345851 = -4182015.794309 Splitting cluster 5 changes total score from -4177400.669110 to -4182015.794309 So it's getting split into cluster 13. Trying to split cluster 6 (8700 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2475.029659 sec): 2 clusters Score: Raw -488526.971686 + Penalty 952.463222 = -487574.508464 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2475.157295 sec): 3 clusters Score: Raw -483471.219030 + Penalty 1904.926444 = -481566.292586 nChanged 3875 SP:Iteration 1F (2475.247248 sec): 3 clusters Score: Raw -485781.763520 + Penalty 1904.926444 = -483876.837076 nChanged 606 SP:Iteration 2F (2475.348774 sec): 3 clusters Score: Raw -486167.421705 + Penalty 1904.926444 = -484262.495261 nChanged 585 SP:Iteration 3F (2475.466688 sec): 3 clusters Score: Raw -486528.486796 + Penalty 1904.926444 = -484623.560352 nChanged 569 SP:Iteration 4F (2475.566147 sec): 3 clusters Score: Raw -486916.880932 + Penalty 1904.926444 = -485011.954488 nChanged 525 SP:Iteration 5F (2475.656014 sec): 3 clusters Score: Raw -487335.741649 + Penalty 1904.926444 = -485430.815205 nChanged 493 SP:Iteration 6F (2475.748158 sec): 3 clusters Score: Raw -487726.139383 + Penalty 1904.926444 = -485821.212939 nChanged 434 SP:Iteration 7Q (2475.874744 sec): 3 clusters Score: Raw -488063.935752 + Penalty 1904.926444 = -486159.009308 nChanged 361 SP:Iteration 8Q (2475.983464 sec): 3 clusters Score: Raw -488385.100044 + Penalty 1904.926444 = -486480.173600 nChanged 320 SP:Iteration 9Q (2476.079191 sec): 3 clusters Score: Raw -488688.740754 + Penalty 1904.926444 = -486783.814310 nChanged 271 SP:Iteration 10Q (2476.194389 sec): 3 clusters Score: Raw -488899.458482 + Penalty 1904.926444 = -486994.532038 nChanged 224 SP:Iteration 11Q (2476.296735 sec): 3 clusters Score: Raw -489044.596926 + Penalty 1904.926444 = -487139.670482 nChanged 171 SP:Iteration 12Q (2476.401677 sec): 3 clusters Score: Raw -489135.247580 + Penalty 1904.926444 = -487230.321136 nChanged 140 SP:Iteration 13Q (2476.520360 sec): 3 clusters Score: Raw -489206.245969 + Penalty 1904.926444 = -487301.319525 nChanged 113 SP:Iteration 14Q (2476.625310 sec): 3 clusters Score: Raw -489272.157292 + Penalty 1904.926444 = -487367.230848 nChanged 101 SP:Iteration 15Q (2476.725191 sec): 3 clusters Score: Raw -489328.193887 + Penalty 1904.926444 = -487423.267443 nChanged 109 SP:Iteration 16Q (2476.834643 sec): 3 clusters Score: Raw -489399.828389 + Penalty 1904.926444 = -487494.901945 nChanged 103 SP:Iteration 17Q (2476.965152 sec): 3 clusters Score: Raw -489460.636938 + Penalty 1904.926444 = -487555.710494 nChanged 79 SP:Iteration 18Q (2477.071477 sec): 3 clusters Score: Raw -489495.014127 + Penalty 1904.926444 = -487590.087683 nChanged 67 SP:Iteration 19Q (2477.175738 sec): 3 clusters Score: Raw -489517.957765 + Penalty 1904.926444 = -487613.031321 nChanged 45 SP:Iteration 20F (2477.285662 sec): 3 clusters Score: Raw -489532.855619 + Penalty 1904.926444 = -487627.929175 nChanged 44 SP:Iteration 21Q (2477.390798 sec): 3 clusters Score: Raw -489545.761376 + Penalty 1904.926444 = -487640.834932 nChanged 37 SP:Iteration 22Q (2477.505280 sec): 3 clusters Score: Raw -489552.852376 + Penalty 1904.926444 = -487647.925932 nChanged 29 SP:Iteration 23Q (2477.630357 sec): 3 clusters Score: Raw -489557.567649 + Penalty 1904.926444 = -487652.641206 nChanged 23 SP:Iteration 24Q (2477.735235 sec): 3 clusters Score: Raw -489560.533630 + Penalty 1904.926444 = -487655.607186 nChanged 11 SP:Iteration 25Q (2477.851997 sec): 3 clusters Score: Raw -489561.810990 + Penalty 1904.926444 = -487656.884546 nChanged 6 SP:Iteration 26Q (2477.946395 sec): 3 clusters Score: Raw -489562.836129 + Penalty 1904.926444 = -487657.909685 nChanged 7 SP:Iteration 27Q (2478.054762 sec): 3 clusters Score: Raw -489563.671201 + Penalty 1904.926444 = -487658.744758 nChanged 2 SP:Iteration 28Q (2478.160829 sec): 3 clusters Score: Raw -489563.913450 + Penalty 1904.926444 = -487658.987006 nChanged 3 SP:Iteration 29Q (2478.258246 sec): 3 clusters Score: Raw -489564.155556 + Penalty 1904.926444 = -487659.229112 nChanged 4 SP:Iteration 30Q (2478.372532 sec): 3 clusters Score: Raw -489564.704159 + Penalty 1904.926444 = -487659.777715 nChanged 4 SP:Iteration 31Q (2478.508055 sec): 3 clusters Score: Raw -489565.117555 + Penalty 1904.926444 = -487660.191111 nChanged 2 SP:Iteration 32Q (2478.621309 sec): 3 clusters Score: Raw -489565.278051 + Penalty 1904.926444 = -487660.351607 nChanged 0 SP:Iteration 33F (2478.717414 sec): 3 clusters Score: Raw -489565.278051 + Penalty 1904.926444 = -487660.351607 nChanged 0 Score: Raw -4198429.446525 + Penalty 16558.064762 = -4181871.381762 Splitting cluster 6 changes total score from -4177400.669110 to -4181871.381762 So it's getting split into cluster 14. Trying to split cluster 7 (4780 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2480.206266 sec): 2 clusters Score: Raw -234570.537604 + Penalty 889.580562 = -233680.957042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2480.314096 sec): 3 clusters Score: Raw -231945.339777 + Penalty 1779.161123 = -230166.178654 nChanged 2008 SP:Iteration 1F (2480.409455 sec): 3 clusters Score: Raw -233155.370815 + Penalty 1779.161123 = -231376.209692 nChanged 394 SP:Iteration 2F (2480.528995 sec): 3 clusters Score: Raw -233466.859661 + Penalty 1779.161123 = -231687.698537 nChanged 348 SP:Iteration 3F (2480.643200 sec): 3 clusters Score: Raw -233794.887016 + Penalty 1779.161123 = -232015.725893 nChanged 340 SP:Iteration 4F (2480.747157 sec): 3 clusters Score: Raw -234122.594873 + Penalty 1779.161123 = -232343.433750 nChanged 342 SP:Iteration 5F (2480.860621 sec): 3 clusters Score: Raw -234432.968859 + Penalty 1779.161123 = -232653.807735 nChanged 265 SP:Iteration 6F (2480.965608 sec): 3 clusters Score: Raw -234618.725478 + Penalty 1779.161123 = -232839.564355 nChanged 221 SP:Iteration 7Q (2481.088305 sec): 3 clusters Score: Raw -234753.710756 + Penalty 1779.161123 = -232974.549633 nChanged 187 SP:Iteration 8Q (2481.178815 sec): 3 clusters Score: Raw -234872.042498 + Penalty 1779.161123 = -233092.881375 nChanged 160 SP:Iteration 9Q (2481.278695 sec): 3 clusters Score: Raw -234961.496923 + Penalty 1779.161123 = -233182.335800 nChanged 117 SP:Iteration 10Q (2481.393313 sec): 3 clusters Score: Raw -235031.090670 + Penalty 1779.161123 = -233251.929546 nChanged 100 SP:Iteration 11Q (2481.488907 sec): 3 clusters Score: Raw -235083.911823 + Penalty 1779.161123 = -233304.750700 nChanged 78 SP:Iteration 12Q (2481.598307 sec): 3 clusters Score: Raw -235122.009068 + Penalty 1779.161123 = -233342.847945 nChanged 76 SP:Iteration 13Q (2481.697799 sec): 3 clusters Score: Raw -235161.546388 + Penalty 1779.161123 = -233382.385265 nChanged 82 SP:Iteration 14Q (2481.766711 sec): 3 clusters Score: Raw -235200.462545 + Penalty 1779.161123 = -233421.301421 nChanged 75 SP:Iteration 15Q (2481.874999 sec): 3 clusters Score: Raw -235238.552882 + Penalty 1779.161123 = -233459.391759 nChanged 72 SP:Iteration 16Q (2481.967703 sec): 3 clusters Score: Raw -235267.917577 + Penalty 1779.161123 = -233488.756453 nChanged 53 SP:Iteration 17Q (2482.077865 sec): 3 clusters Score: Raw -235283.902432 + Penalty 1779.161123 = -233504.741309 nChanged 49 SP:Iteration 18Q (2482.192131 sec): 3 clusters Score: Raw -235294.770937 + Penalty 1779.161123 = -233515.609814 nChanged 32 SP:Iteration 19Q (2482.273107 sec): 3 clusters Score: Raw -235302.342951 + Penalty 1779.161123 = -233523.181828 nChanged 27 SP:Iteration 20F (2482.365931 sec): 3 clusters Score: Raw -235312.631705 + Penalty 1779.161123 = -233533.470582 nChanged 31 SP:Iteration 21Q (2482.482689 sec): 3 clusters Score: Raw -235324.412543 + Penalty 1779.161123 = -233545.251420 nChanged 31 SP:Iteration 22Q (2482.600658 sec): 3 clusters Score: Raw -235330.799098 + Penalty 1779.161123 = -233551.637974 nChanged 21 SP:Iteration 23Q (2482.706172 sec): 3 clusters Score: Raw -235336.505552 + Penalty 1779.161123 = -233557.344428 nChanged 22 SP:Iteration 24Q (2482.792186 sec): 3 clusters Score: Raw -235341.258570 + Penalty 1779.161123 = -233562.097446 nChanged 20 SP:Iteration 25Q (2482.897832 sec): 3 clusters Score: Raw -235347.075433 + Penalty 1779.161123 = -233567.914309 nChanged 16 SP:Iteration 26Q (2483.013632 sec): 3 clusters Score: Raw -235352.224314 + Penalty 1779.161123 = -233573.063190 nChanged 23 SP:Iteration 27Q (2483.124916 sec): 3 clusters Score: Raw -235359.196024 + Penalty 1779.161123 = -233580.034901 nChanged 21 SP:Iteration 28Q (2483.202727 sec): 3 clusters Score: Raw -235364.480321 + Penalty 1779.161123 = -233585.319198 nChanged 17 SP:Iteration 29Q (2483.338250 sec): 3 clusters Score: Raw -235368.110164 + Penalty 1779.161123 = -233588.949040 nChanged 15 SP:Iteration 30Q (2483.429439 sec): 3 clusters Score: Raw -235372.559515 + Penalty 1779.161123 = -233593.398391 nChanged 20 SP:Iteration 31Q (2483.519766 sec): 3 clusters Score: Raw -235376.438050 + Penalty 1779.161123 = -233597.276927 nChanged 12 SP:Iteration 32Q (2483.630947 sec): 3 clusters Score: Raw -235378.511279 + Penalty 1779.161123 = -233599.350155 nChanged 7 SP:Iteration 33Q (2483.746409 sec): 3 clusters Score: Raw -235379.262437 + Penalty 1779.161123 = -233600.101314 nChanged 1 SP:Iteration 34Q (2483.832265 sec): 3 clusters Score: Raw -235379.360825 + Penalty 1779.161123 = -233600.199701 nChanged 0 SP:Iteration 35F (2483.943436 sec): 3 clusters Score: Raw -235379.360825 + Penalty 1779.161123 = -233600.199701 nChanged 0 Trying to split cluster 8 (3072 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2484.011628 sec): 2 clusters Score: Raw -119726.689989 + Penalty 843.158830 = -118883.531159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2484.098488 sec): 3 clusters Score: Raw -118236.523512 + Penalty 1686.317660 = -116550.205852 nChanged 1318 SP:Iteration 1F (2484.180149 sec): 3 clusters Score: Raw -119837.023366 + Penalty 1686.317660 = -118150.705706 nChanged 402 SP:Iteration 2F (2484.284595 sec): 3 clusters Score: Raw -120428.479009 + Penalty 1686.317660 = -118742.161349 nChanged 263 SP:Iteration 3F (2484.380022 sec): 3 clusters Score: Raw -120770.908970 + Penalty 1686.317660 = -119084.591310 nChanged 162 SP:Iteration 4F (2484.496025 sec): 3 clusters Score: Raw -120958.292088 + Penalty 1686.317660 = -119271.974428 nChanged 121 SP:Iteration 5Q (2484.588528 sec): 3 clusters Score: Raw -121050.744912 + Penalty 1686.317660 = -119364.427252 nChanged 73 SP:Iteration 6Q (2484.702980 sec): 3 clusters Score: Raw -121121.935651 + Penalty 1686.317660 = -119435.617991 nChanged 66 SP:Iteration 7Q (2484.821653 sec): 3 clusters Score: Raw -121185.252431 + Penalty 1686.317660 = -119498.934771 nChanged 53 SP:Iteration 8Q (2484.895314 sec): 3 clusters Score: Raw -121229.043893 + Penalty 1686.317660 = -119542.726233 nChanged 37 SP:Iteration 9Q (2484.982741 sec): 3 clusters Score: Raw -121251.559931 + Penalty 1686.317660 = -119565.242271 nChanged 29 SP:Iteration 10Q (2485.073258 sec): 3 clusters Score: Raw -121267.877886 + Penalty 1686.317660 = -119581.560226 nChanged 27 SP:Iteration 11Q (2485.179763 sec): 3 clusters Score: Raw -121276.034385 + Penalty 1686.317660 = -119589.716726 nChanged 16 SP:Iteration 12Q (2485.263592 sec): 3 clusters Score: Raw -121279.976809 + Penalty 1686.317660 = -119593.659149 nChanged 4 SP:Iteration 13Q (2485.346890 sec): 3 clusters Score: Raw -121281.531578 + Penalty 1686.317660 = -119595.213918 nChanged 6 SP:Iteration 14Q (2485.441438 sec): 3 clusters Score: Raw -121283.612440 + Penalty 1686.317660 = -119597.294780 nChanged 5 SP:Iteration 15Q (2485.566212 sec): 3 clusters Score: Raw -121285.207150 + Penalty 1686.317660 = -119598.889491 nChanged 4 SP:Iteration 16Q (2485.655334 sec): 3 clusters Score: Raw -121285.962693 + Penalty 1686.317660 = -119599.645033 nChanged 5 SP:Iteration 17Q (2485.769976 sec): 3 clusters Score: Raw -121287.068083 + Penalty 1686.317660 = -119600.750423 nChanged 6 SP:Iteration 18Q (2485.864160 sec): 3 clusters Score: Raw -121288.402537 + Penalty 1686.317660 = -119602.084877 nChanged 2 SP:Iteration 19Q (2485.950294 sec): 3 clusters Score: Raw -121290.931287 + Penalty 1686.317660 = -119604.613627 nChanged 5 SP:Iteration 20F (2486.062231 sec): 3 clusters Score: Raw -121293.765398 + Penalty 1686.317660 = -119607.447738 nChanged 6 SP:Iteration 21Q (2486.165432 sec): 3 clusters Score: Raw -121295.516727 + Penalty 1686.317660 = -119609.199067 nChanged 4 SP:Iteration 22Q (2486.252470 sec): 3 clusters Score: Raw -121296.601975 + Penalty 1686.317660 = -119610.284315 nChanged 3 SP:Iteration 23Q (2486.379180 sec): 3 clusters Score: Raw -121297.173093 + Penalty 1686.317660 = -119610.855434 nChanged 2 SP:Iteration 24Q (2486.476550 sec): 3 clusters Score: Raw -121300.392870 + Penalty 1686.317660 = -119614.075210 nChanged 8 SP:Iteration 25Q (2486.587991 sec): 3 clusters Score: Raw -121303.300078 + Penalty 1686.317660 = -119616.982419 nChanged 4 SP:Iteration 26Q (2486.676229 sec): 3 clusters Score: Raw -121306.613635 + Penalty 1686.317660 = -119620.295975 nChanged 7 SP:Iteration 27Q (2486.785524 sec): 3 clusters Score: Raw -121308.841350 + Penalty 1686.317660 = -119622.523690 nChanged 7 SP:Iteration 28Q (2486.876830 sec): 3 clusters Score: Raw -121310.619481 + Penalty 1686.317660 = -119624.301821 nChanged 5 SP:Iteration 29Q (2486.999417 sec): 3 clusters Score: Raw -121312.217666 + Penalty 1686.317660 = -119625.900007 nChanged 6 SP:Iteration 30Q (2487.066395 sec): 3 clusters Score: Raw -121315.501393 + Penalty 1686.317660 = -119629.183733 nChanged 3 SP:Iteration 31Q (2487.172884 sec): 3 clusters Score: Raw -121316.000528 + Penalty 1686.317660 = -119629.682868 nChanged 1 SP:Iteration 32Q (2487.256882 sec): 3 clusters Score: Raw -121316.394109 + Penalty 1686.317660 = -119630.076449 nChanged 3 SP:Iteration 33Q (2487.365800 sec): 3 clusters Score: Raw -121317.294157 + Penalty 1686.317660 = -119630.976498 nChanged 4 SP:Iteration 34Q (2487.483897 sec): 3 clusters Score: Raw -121320.566208 + Penalty 1686.317660 = -119634.248549 nChanged 8 SP:Iteration 35Q (2487.571942 sec): 3 clusters Score: Raw -121323.342576 + Penalty 1686.317660 = -119637.024917 nChanged 3 SP:Iteration 36Q (2487.678814 sec): 3 clusters Score: Raw -121324.072521 + Penalty 1686.317660 = -119637.754861 nChanged 4 SP:Iteration 37Q (2487.780022 sec): 3 clusters Score: Raw -121326.976024 + Penalty 1686.317660 = -119640.658364 nChanged 9 SP:Iteration 38Q (2487.871298 sec): 3 clusters Score: Raw -121334.775186 + Penalty 1686.317660 = -119648.457526 nChanged 12 SP:Iteration 39Q (2488.000101 sec): 3 clusters Score: Raw -121343.490473 + Penalty 1686.317660 = -119657.172813 nChanged 19 SP:Iteration 40F (2488.074770 sec): 3 clusters Score: Raw -121359.591341 + Penalty 1686.317660 = -119673.273681 nChanged 22 SP:Iteration 41Q (2488.171486 sec): 3 clusters Score: Raw -121377.592589 + Penalty 1686.317660 = -119691.274929 nChanged 26 SP:Iteration 42Q (2488.259686 sec): 3 clusters Score: Raw -121400.745897 + Penalty 1686.317660 = -119714.428237 nChanged 31 SP:Iteration 43Q (2488.366821 sec): 3 clusters Score: Raw -121426.769340 + Penalty 1686.317660 = -119740.451680 nChanged 35 SP:Iteration 44Q (2488.452920 sec): 3 clusters Score: Raw -121449.190470 + Penalty 1686.317660 = -119762.872811 nChanged 31 SP:Iteration 45Q (2488.577509 sec): 3 clusters Score: Raw -121464.825945 + Penalty 1686.317660 = -119778.508285 nChanged 25 SP:Iteration 46Q (2488.678260 sec): 3 clusters Score: Raw -121482.291246 + Penalty 1686.317660 = -119795.973586 nChanged 24 SP:Iteration 47Q (2488.780830 sec): 3 clusters Score: Raw -121492.261680 + Penalty 1686.317660 = -119805.944020 nChanged 16 SP:Iteration 48Q (2488.865016 sec): 3 clusters Score: Raw -121499.030255 + Penalty 1686.317660 = -119812.712595 nChanged 17 SP:Iteration 49Q (2488.964829 sec): 3 clusters Score: Raw -121505.538772 + Penalty 1686.317660 = -119819.221112 nChanged 12 SP:Iteration 50Q (2489.088025 sec): 3 clusters Score: Raw -121511.073653 + Penalty 1686.317660 = -119824.755993 nChanged 9 SP:Iteration 51Q (2489.200999 sec): 3 clusters Score: Raw -121515.582346 + Penalty 1686.317660 = -119829.264686 nChanged 6 SP:Iteration 52Q (2489.295309 sec): 3 clusters Score: Raw -121517.740288 + Penalty 1686.317660 = -119831.422628 nChanged 6 SP:Iteration 53Q (2489.397032 sec): 3 clusters Score: Raw -121523.189584 + Penalty 1686.317660 = -119836.871924 nChanged 8 SP:Iteration 54Q (2489.509721 sec): 3 clusters Score: Raw -121526.983349 + Penalty 1686.317660 = -119840.665690 nChanged 3 SP:Iteration 55Q (2489.623363 sec): 3 clusters Score: Raw -121529.524738 + Penalty 1686.317660 = -119843.207078 nChanged 7 SP:Iteration 56Q (2489.741623 sec): 3 clusters Score: Raw -121533.855358 + Penalty 1686.317660 = -119847.537698 nChanged 7 SP:Iteration 57Q (2489.830340 sec): 3 clusters Score: Raw -121537.038107 + Penalty 1686.317660 = -119850.720447 nChanged 4 SP:Iteration 58Q (2489.958040 sec): 3 clusters Score: Raw -121541.334246 + Penalty 1686.317660 = -119855.016586 nChanged 5 SP:Iteration 59Q (2490.047136 sec): 3 clusters Score: Raw -121552.495966 + Penalty 1686.317660 = -119866.178307 nChanged 13 SP:Iteration 60F (2490.131243 sec): 3 clusters Score: Raw -121586.020811 + Penalty 1686.317660 = -119899.703151 nChanged 31 SP:Iteration 61Q (2490.220274 sec): 3 clusters Score: Raw -121621.867336 + Penalty 1686.317660 = -119935.549676 nChanged 25 SP:Iteration 62Q (2490.341995 sec): 3 clusters Score: Raw -121641.479504 + Penalty 1686.317660 = -119955.161844 nChanged 22 SP:Iteration 63Q (2490.431479 sec): 3 clusters Score: Raw -121657.414452 + Penalty 1686.317660 = -119971.096792 nChanged 23 SP:Iteration 64Q (2490.511834 sec): 3 clusters Score: Raw -121676.338133 + Penalty 1686.317660 = -119990.020473 nChanged 25 SP:Iteration 65Q (2490.621436 sec): 3 clusters Score: Raw -121695.296288 + Penalty 1686.317660 = -120008.978628 nChanged 16 SP:Iteration 66Q (2490.702702 sec): 3 clusters Score: Raw -121701.570749 + Penalty 1686.317660 = -120015.253090 nChanged 8 SP:Iteration 67Q (2490.809504 sec): 3 clusters Score: Raw -121704.910347 + Penalty 1686.317660 = -120018.592687 nChanged 6 SP:Iteration 68Q (2490.908210 sec): 3 clusters Score: Raw -121708.114820 + Penalty 1686.317660 = -120021.797160 nChanged 2 SP:Iteration 69Q (2491.007717 sec): 3 clusters Score: Raw -121710.541792 + Penalty 1686.317660 = -120024.224132 nChanged 5 SP:Iteration 70Q (2491.122884 sec): 3 clusters Score: Raw -121711.523984 + Penalty 1686.317660 = -120025.206324 nChanged 1 SP:Iteration 71Q (2491.218498 sec): 3 clusters Score: Raw -121711.703676 + Penalty 1686.317660 = -120025.386017 nChanged 1 SP:Iteration 72Q (2491.311156 sec): 3 clusters Score: Raw -121711.919227 + Penalty 1686.317660 = -120025.601567 nChanged 0 SP:Iteration 73F (2491.406095 sec): 3 clusters Score: Raw -121711.919227 + Penalty 1686.317660 = -120025.601567 nChanged 0 Score: Raw -4200414.675763 + Penalty 17740.783674 = -4182673.892089 Splitting cluster 8 changes total score from -4177400.669110 to -4182673.892089 So it's getting split into cluster 15. Iteration 59Q (2494.588155 sec): 16 clusters Score: Raw -4202714.051641 + Penalty 17740.783674 = -4184973.267968 nChanged 3089 Iteration 60F (2496.177293 sec): 16 clusters Score: Raw -4204817.482202 + Penalty 17740.783674 = -4187076.698528 nChanged 2271 Iteration 61Q (2497.477072 sec): 16 clusters Score: Raw -4205978.335861 + Penalty 17740.783674 = -4188237.552187 nChanged 1423 Iteration 62Q (2498.827674 sec): 16 clusters Score: Raw -4206794.582370 + Penalty 17740.783674 = -4189053.798696 nChanged 1076 Iteration 63Q (2500.125583 sec): 16 clusters Score: Raw -4207364.853990 + Penalty 17740.783674 = -4189624.070316 nChanged 944 Iteration 64Q (2501.409599 sec): 16 clusters Score: Raw -4207846.961254 + Penalty 17740.783674 = -4190106.177580 nChanged 845 Iteration 65Q (2502.631190 sec): 16 clusters Score: Raw -4208219.738030 + Penalty 17740.783674 = -4190478.954356 nChanged 693 Iteration 66Q (2503.893270 sec): 16 clusters Score: Raw -4208467.903830 + Penalty 17740.783674 = -4190727.120157 nChanged 603 Iteration 67Q (2505.183307 sec): 16 clusters Score: Raw -4208655.376515 + Penalty 17740.783674 = -4190914.592841 nChanged 540 Iteration 68Q (2506.415570 sec): 16 clusters Score: Raw -4208793.422996 + Penalty 17740.783674 = -4191052.639322 nChanged 425 Iteration 69Q (2507.686229 sec): 16 clusters Score: Raw -4208900.226006 + Penalty 17740.783674 = -4191159.442332 nChanged 389 Iteration 70Q (2508.932364 sec): 16 clusters Score: Raw -4208980.567061 + Penalty 17740.783674 = -4191239.783387 nChanged 300 Iteration 71Q (2510.211815 sec): 16 clusters Score: Raw -4209033.839310 + Penalty 17740.783674 = -4191293.055636 nChanged 262 Iteration 72Q (2511.446906 sec): 16 clusters Score: Raw -4209077.753612 + Penalty 17740.783674 = -4191336.969938 nChanged 239 Iteration 73Q (2512.750794 sec): 16 clusters Score: Raw -4209114.667852 + Penalty 17740.783674 = -4191373.884178 nChanged 197 Iteration 74Q (2513.997900 sec): 16 clusters Score: Raw -4209141.722535 + Penalty 17740.783674 = -4191400.938862 nChanged 157 Iteration 75Q (2515.233490 sec): 16 clusters Score: Raw -4209163.872969 + Penalty 17740.783674 = -4191423.089295 nChanged 128 Iteration 76Q (2516.523767 sec): 16 clusters Score: Raw -4209181.544182 + Penalty 17740.783674 = -4191440.760509 nChanged 96 Iteration 77Q (2517.793193 sec): 16 clusters Score: Raw -4209195.421738 + Penalty 17740.783674 = -4191454.638064 nChanged 91 Iteration 78Q (2519.108044 sec): 16 clusters Score: Raw -4209208.804216 + Penalty 17740.783674 = -4191468.020542 nChanged 73 Iteration 79Q (2520.318730 sec): 16 clusters Score: Raw -4209216.828541 + Penalty 17740.783674 = -4191476.044867 nChanged 50 Iteration 80F (2521.908656 sec): 16 clusters Score: Raw -4209228.636946 + Penalty 17740.783674 = -4191487.853272 nChanged 57 Iteration 81Q (2523.204779 sec): 16 clusters Score: Raw -4209235.107403 + Penalty 17740.783674 = -4191494.323729 nChanged 53 Iteration 82Q (2524.407356 sec): 16 clusters Score: Raw -4209239.945249 + Penalty 17740.783674 = -4191499.161575 nChanged 33 Iteration 83Q (2525.664583 sec): 16 clusters Score: Raw -4209244.397281 + Penalty 17740.783674 = -4191503.613607 nChanged 26 Iteration 84Q (2526.925955 sec): 16 clusters Score: Raw -4209250.022083 + Penalty 17740.783674 = -4191509.238409 nChanged 26 Iteration 85Q (2528.167283 sec): 16 clusters Score: Raw -4209255.481418 + Penalty 17740.783674 = -4191514.697744 nChanged 25 Iteration 86Q (2529.405339 sec): 16 clusters Score: Raw -4209260.151791 + Penalty 17740.783674 = -4191519.368117 nChanged 27 Iteration 87Q (2530.628281 sec): 16 clusters Score: Raw -4209263.373512 + Penalty 17740.783674 = -4191522.589838 nChanged 18 Iteration 88Q (2531.963931 sec): 16 clusters Score: Raw -4209265.090595 + Penalty 17740.783674 = -4191524.306921 nChanged 16 Iteration 89Q (2533.256256 sec): 16 clusters Score: Raw -4209266.611327 + Penalty 17740.783674 = -4191525.827653 nChanged 18 Iteration 90Q (2534.537677 sec): 16 clusters Score: Raw -4209269.062643 + Penalty 17740.783674 = -4191528.278969 nChanged 18 Iteration 91Q (2535.796437 sec): 16 clusters Score: Raw -4209271.378549 + Penalty 17740.783674 = -4191530.594876 nChanged 16 Iteration 92Q (2537.138768 sec): 16 clusters Score: Raw -4209273.931298 + Penalty 17740.783674 = -4191533.147624 nChanged 12 Iteration 93Q (2538.391782 sec): 16 clusters Score: Raw -4209275.282562 + Penalty 17740.783674 = -4191534.498888 nChanged 10 Iteration 94Q (2539.617763 sec): 16 clusters Score: Raw -4209276.627745 + Penalty 17740.783674 = -4191535.844071 nChanged 11 Iteration 95Q (2540.872029 sec): 16 clusters Score: Raw -4209277.511035 + Penalty 17740.783674 = -4191536.727361 nChanged 8 Iteration 96Q (2542.102928 sec): 16 clusters Score: Raw -4209278.401875 + Penalty 17740.783674 = -4191537.618201 nChanged 10 Iteration 97Q (2543.351063 sec): 16 clusters Score: Raw -4209278.880726 + Penalty 17740.783674 = -4191538.097052 nChanged 4 Iteration 98Q (2544.624283 sec): 16 clusters Score: Raw -4209279.231031 + Penalty 17740.783674 = -4191538.447358 nChanged 5 Writing temp clu file Because OldScore, -4191538.097052, is greater than current (better) Score,-4191538.447358 Compute initial score before splitting: Score: Raw -4209279.231031 + Penalty 17740.783674 = -4191538.447358 Trying to split cluster 1 (6625 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2544.732783 sec): 2 clusters Score: Raw -382919.233876 + Penalty 923.853593 = -381995.380283 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2544.845890 sec): 3 clusters Score: Raw -379167.319870 + Penalty 1847.707187 = -377319.612683 nChanged 2844 SP:Iteration 1F (2544.968208 sec): 3 clusters Score: Raw -380820.220314 + Penalty 1847.707187 = -378972.513127 nChanged 551 SP:Iteration 2F (2545.079410 sec): 3 clusters Score: Raw -381147.936210 + Penalty 1847.707187 = -379300.229023 nChanged 433 SP:Iteration 3F (2545.190006 sec): 3 clusters Score: Raw -381417.967958 + Penalty 1847.707187 = -379570.260771 nChanged 397 SP:Iteration 4F (2545.285471 sec): 3 clusters Score: Raw -381665.874084 + Penalty 1847.707187 = -379818.166897 nChanged 383 SP:Iteration 5F (2545.380011 sec): 3 clusters Score: Raw -381894.026248 + Penalty 1847.707187 = -380046.319062 nChanged 341 SP:Iteration 6F (2545.484106 sec): 3 clusters Score: Raw -382096.510791 + Penalty 1847.707187 = -380248.803604 nChanged 292 SP:Iteration 7Q (2545.612174 sec): 3 clusters Score: Raw -382306.205715 + Penalty 1847.707187 = -380458.498528 nChanged 272 SP:Iteration 8Q (2545.704366 sec): 3 clusters Score: Raw -382492.056164 + Penalty 1847.707187 = -380644.348977 nChanged 208 SP:Iteration 9Q (2545.847395 sec): 3 clusters Score: Raw -382613.033428 + Penalty 1847.707187 = -380765.326242 nChanged 183 SP:Iteration 10Q (2545.951723 sec): 3 clusters Score: Raw -382700.157111 + Penalty 1847.707187 = -380852.449924 nChanged 144 SP:Iteration 11Q (2546.047557 sec): 3 clusters Score: Raw -382775.925227 + Penalty 1847.707187 = -380928.218040 nChanged 152 SP:Iteration 12Q (2546.159672 sec): 3 clusters Score: Raw -382861.819252 + Penalty 1847.707187 = -381014.112066 nChanged 150 SP:Iteration 13Q (2546.267561 sec): 3 clusters Score: Raw -382934.458160 + Penalty 1847.707187 = -381086.750973 nChanged 113 SP:Iteration 14Q (2546.387030 sec): 3 clusters Score: Raw -382985.877040 + Penalty 1847.707187 = -381138.169853 nChanged 114 SP:Iteration 15Q (2546.486627 sec): 3 clusters Score: Raw -383046.412007 + Penalty 1847.707187 = -381198.704820 nChanged 113 SP:Iteration 16Q (2546.604552 sec): 3 clusters Score: Raw -383101.990512 + Penalty 1847.707187 = -381254.283325 nChanged 93 SP:Iteration 17Q (2546.711169 sec): 3 clusters Score: Raw -383138.359716 + Penalty 1847.707187 = -381290.652530 nChanged 72 SP:Iteration 18Q (2546.818488 sec): 3 clusters Score: Raw -383161.508882 + Penalty 1847.707187 = -381313.801695 nChanged 56 SP:Iteration 19Q (2546.925555 sec): 3 clusters Score: Raw -383180.608284 + Penalty 1847.707187 = -381332.901097 nChanged 55 SP:Iteration 20F (2547.020940 sec): 3 clusters Score: Raw -383200.754433 + Penalty 1847.707187 = -381353.047246 nChanged 53 SP:Iteration 21Q (2547.118463 sec): 3 clusters Score: Raw -383220.231587 + Penalty 1847.707187 = -381372.524401 nChanged 64 SP:Iteration 22Q (2547.229534 sec): 3 clusters Score: Raw -383240.798158 + Penalty 1847.707187 = -381393.090971 nChanged 53 SP:Iteration 23Q (2547.353315 sec): 3 clusters Score: Raw -383259.011142 + Penalty 1847.707187 = -381411.303955 nChanged 47 SP:Iteration 24Q (2547.464760 sec): 3 clusters Score: Raw -383275.806965 + Penalty 1847.707187 = -381428.099778 nChanged 52 SP:Iteration 25Q (2547.564761 sec): 3 clusters Score: Raw -383292.542494 + Penalty 1847.707187 = -381444.835307 nChanged 44 SP:Iteration 26Q (2547.682025 sec): 3 clusters Score: Raw -383302.752232 + Penalty 1847.707187 = -381455.045045 nChanged 44 SP:Iteration 27Q (2547.796345 sec): 3 clusters Score: Raw -383315.343017 + Penalty 1847.707187 = -381467.635830 nChanged 41 SP:Iteration 28Q (2547.905143 sec): 3 clusters Score: Raw -383324.743036 + Penalty 1847.707187 = -381477.035849 nChanged 28 SP:Iteration 29Q (2548.005564 sec): 3 clusters Score: Raw -383330.234703 + Penalty 1847.707187 = -381482.527517 nChanged 15 SP:Iteration 30Q (2548.117963 sec): 3 clusters Score: Raw -383333.290959 + Penalty 1847.707187 = -381485.583772 nChanged 13 SP:Iteration 31Q (2548.243507 sec): 3 clusters Score: Raw -383335.227465 + Penalty 1847.707187 = -381487.520278 nChanged 9 SP:Iteration 32Q (2548.344883 sec): 3 clusters Score: Raw -383336.425504 + Penalty 1847.707187 = -381488.718317 nChanged 12 SP:Iteration 33Q (2548.447250 sec): 3 clusters Score: Raw -383338.907453 + Penalty 1847.707187 = -381491.200267 nChanged 12 SP:Iteration 34Q (2548.559256 sec): 3 clusters Score: Raw -383342.446882 + Penalty 1847.707187 = -381494.739695 nChanged 9 SP:Iteration 35Q (2548.671477 sec): 3 clusters Score: Raw -383344.352749 + Penalty 1847.707187 = -381496.645563 nChanged 10 SP:Iteration 36Q (2548.793810 sec): 3 clusters Score: Raw -383346.875680 + Penalty 1847.707187 = -381499.168494 nChanged 10 SP:Iteration 37Q (2548.885427 sec): 3 clusters Score: Raw -383349.479283 + Penalty 1847.707187 = -381501.772096 nChanged 13 SP:Iteration 38Q (2549.009197 sec): 3 clusters Score: Raw -383352.357371 + Penalty 1847.707187 = -381504.650185 nChanged 19 SP:Iteration 39Q (2549.107494 sec): 3 clusters Score: Raw -383355.600164 + Penalty 1847.707187 = -381507.892978 nChanged 18 SP:Iteration 40F (2549.210732 sec): 3 clusters Score: Raw -383359.169956 + Penalty 1847.707187 = -381511.462770 nChanged 15 SP:Iteration 41Q (2549.322483 sec): 3 clusters Score: Raw -383361.707006 + Penalty 1847.707187 = -381513.999819 nChanged 5 SP:Iteration 42Q (2549.431846 sec): 3 clusters Score: Raw -383362.617318 + Penalty 1847.707187 = -381514.910132 nChanged 10 SP:Iteration 43Q (2549.549155 sec): 3 clusters Score: Raw -383364.606277 + Penalty 1847.707187 = -381516.899091 nChanged 13 SP:Iteration 44Q (2549.653829 sec): 3 clusters Score: Raw -383366.686816 + Penalty 1847.707187 = -381518.979629 nChanged 8 SP:Iteration 45Q (2549.780398 sec): 3 clusters Score: Raw -383368.195794 + Penalty 1847.707187 = -381520.488607 nChanged 7 SP:Iteration 46Q (2549.901043 sec): 3 clusters Score: Raw -383369.068164 + Penalty 1847.707187 = -381521.360978 nChanged 3 SP:Iteration 47Q (2549.987880 sec): 3 clusters Score: Raw -383369.257790 + Penalty 1847.707187 = -381521.550603 nChanged 3 SP:Iteration 48Q (2550.091360 sec): 3 clusters Score: Raw -383369.537799 + Penalty 1847.707187 = -381521.830613 nChanged 3 SP:Iteration 49Q (2550.210959 sec): 3 clusters Score: Raw -383369.877951 + Penalty 1847.707187 = -381522.170764 nChanged 6 SP:Iteration 50Q (2550.302684 sec): 3 clusters Score: Raw -383370.844109 + Penalty 1847.707187 = -381523.136922 nChanged 3 SP:Iteration 51Q (2550.423111 sec): 3 clusters Score: Raw -383371.711410 + Penalty 1847.707187 = -381524.004224 nChanged 7 SP:Iteration 52Q (2550.538273 sec): 3 clusters Score: Raw -383373.896967 + Penalty 1847.707187 = -381526.189781 nChanged 13 SP:Iteration 53Q (2550.644188 sec): 3 clusters Score: Raw -383376.636265 + Penalty 1847.707187 = -381528.929078 nChanged 9 SP:Iteration 54Q (2550.742127 sec): 3 clusters Score: Raw -383378.961818 + Penalty 1847.707187 = -381531.254631 nChanged 12 SP:Iteration 55Q (2550.851499 sec): 3 clusters Score: Raw -383380.916092 + Penalty 1847.707187 = -381533.208906 nChanged 10 SP:Iteration 56Q (2550.957397 sec): 3 clusters Score: Raw -383382.931226 + Penalty 1847.707187 = -381535.224039 nChanged 8 SP:Iteration 57Q (2551.072212 sec): 3 clusters Score: Raw -383384.490679 + Penalty 1847.707187 = -381536.783492 nChanged 4 SP:Iteration 58Q (2551.168132 sec): 3 clusters Score: Raw -383385.427098 + Penalty 1847.707187 = -381537.719912 nChanged 8 SP:Iteration 59Q (2551.297575 sec): 3 clusters Score: Raw -383387.125445 + Penalty 1847.707187 = -381539.418258 nChanged 6 SP:Iteration 60F (2551.389597 sec): 3 clusters Score: Raw -383387.957135 + Penalty 1847.707187 = -381540.249948 nChanged 4 SP:Iteration 61Q (2551.506650 sec): 3 clusters Score: Raw -383388.280001 + Penalty 1847.707187 = -381540.572814 nChanged 2 SP:Iteration 62Q (2551.613149 sec): 3 clusters Score: Raw -383388.711053 + Penalty 1847.707187 = -381541.003866 nChanged 1 SP:Iteration 63Q (2551.717064 sec): 3 clusters Score: Raw -383388.930808 + Penalty 1847.707187 = -381541.223622 nChanged 1 SP:Iteration 64Q (2551.840486 sec): 3 clusters Score: Raw -383389.294674 + Penalty 1847.707187 = -381541.587488 nChanged 4 SP:Iteration 65Q (2551.942952 sec): 3 clusters Score: Raw -383390.023723 + Penalty 1847.707187 = -381542.316536 nChanged 5 SP:Iteration 66Q (2552.052699 sec): 3 clusters Score: Raw -383390.773319 + Penalty 1847.707187 = -381543.066133 nChanged 3 SP:Iteration 67Q (2552.158654 sec): 3 clusters Score: Raw -383391.024390 + Penalty 1847.707187 = -381543.317203 nChanged 1 SP:Iteration 68Q (2552.281428 sec): 3 clusters Score: Raw -383391.248612 + Penalty 1847.707187 = -381543.541425 nChanged 4 SP:Iteration 69Q (2552.399852 sec): 3 clusters Score: Raw -383392.366906 + Penalty 1847.707187 = -381544.659720 nChanged 5 SP:Iteration 70Q (2552.520026 sec): 3 clusters Score: Raw -383393.783342 + Penalty 1847.707187 = -381546.076156 nChanged 9 SP:Iteration 71Q (2552.626046 sec): 3 clusters Score: Raw -383395.171312 + Penalty 1847.707187 = -381547.464125 nChanged 10 SP:Iteration 72Q (2552.713209 sec): 3 clusters Score: Raw -383397.313265 + Penalty 1847.707187 = -381549.606078 nChanged 10 SP:Iteration 73Q (2552.826238 sec): 3 clusters Score: Raw -383400.068619 + Penalty 1847.707187 = -381552.361432 nChanged 15 SP:Iteration 74Q (2552.941159 sec): 3 clusters Score: Raw -383403.996749 + Penalty 1847.707187 = -381556.289562 nChanged 14 SP:Iteration 75Q (2553.052206 sec): 3 clusters Score: Raw -383406.136829 + Penalty 1847.707187 = -381558.429642 nChanged 6 SP:Iteration 76Q (2553.166498 sec): 3 clusters Score: Raw -383406.875155 + Penalty 1847.707187 = -381559.167968 nChanged 2 SP:Iteration 77Q (2553.269313 sec): 3 clusters Score: Raw -383407.286976 + Penalty 1847.707187 = -381559.579789 nChanged 5 SP:Iteration 78Q (2553.391106 sec): 3 clusters Score: Raw -383408.151155 + Penalty 1847.707187 = -381560.443969 nChanged 5 SP:Iteration 79Q (2553.511383 sec): 3 clusters Score: Raw -383409.120005 + Penalty 1847.707187 = -381561.412818 nChanged 0 SP:Iteration 80F (2553.620393 sec): 3 clusters Score: Raw -383409.120005 + Penalty 1847.707187 = -381561.412818 nChanged 0 Trying to split cluster 2 (4160 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2553.687662 sec): 2 clusters Score: Raw -250146.251479 + Penalty 874.993387 = -249271.258092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2553.796708 sec): 3 clusters Score: Raw -247979.766473 + Penalty 1749.986774 = -246229.779699 nChanged 1728 SP:Iteration 1F (2553.894651 sec): 3 clusters Score: Raw -249456.363853 + Penalty 1749.986774 = -247706.377079 nChanged 459 SP:Iteration 2F (2553.997952 sec): 3 clusters Score: Raw -250118.341206 + Penalty 1749.986774 = -248368.354432 nChanged 428 SP:Iteration 3F (2554.113607 sec): 3 clusters Score: Raw -250712.775092 + Penalty 1749.986774 = -248962.788318 nChanged 312 SP:Iteration 4F (2554.225729 sec): 3 clusters Score: Raw -251130.484199 + Penalty 1749.986774 = -249380.497425 nChanged 228 SP:Iteration 5F (2554.335915 sec): 3 clusters Score: Raw -251402.074222 + Penalty 1749.986774 = -249652.087448 nChanged 121 SP:Iteration 6Q (2554.422783 sec): 3 clusters Score: Raw -251522.562389 + Penalty 1749.986774 = -249772.575615 nChanged 75 SP:Iteration 7Q (2554.523374 sec): 3 clusters Score: Raw -251610.363437 + Penalty 1749.986774 = -249860.376663 nChanged 38 SP:Iteration 8Q (2554.647476 sec): 3 clusters Score: Raw -251646.525168 + Penalty 1749.986774 = -249896.538394 nChanged 30 SP:Iteration 9Q (2554.757488 sec): 3 clusters Score: Raw -251660.205901 + Penalty 1749.986774 = -249910.219127 nChanged 19 SP:Iteration 10Q (2554.853441 sec): 3 clusters Score: Raw -251669.108459 + Penalty 1749.986774 = -249919.121685 nChanged 11 SP:Iteration 11Q (2554.962641 sec): 3 clusters Score: Raw -251673.935464 + Penalty 1749.986774 = -249923.948689 nChanged 8 SP:Iteration 12Q (2555.075521 sec): 3 clusters Score: Raw -251678.229199 + Penalty 1749.986774 = -249928.242425 nChanged 6 SP:Iteration 13Q (2555.171310 sec): 3 clusters Score: Raw -251679.423646 + Penalty 1749.986774 = -249929.436872 nChanged 5 SP:Iteration 14Q (2555.286497 sec): 3 clusters Score: Raw -251680.345995 + Penalty 1749.986774 = -249930.359221 nChanged 1 SP:Iteration 15Q (2555.378944 sec): 3 clusters Score: Raw -251680.440380 + Penalty 1749.986774 = -249930.453605 nChanged 0 SP:Iteration 16F (2555.484444 sec): 3 clusters Score: Raw -251680.440380 + Penalty 1749.986774 = -249930.453605 nChanged 0 Score: Raw -4210813.816024 + Penalty 18923.502585 = -4191890.313439 Splitting cluster 2 changes total score from -4191538.447358 to -4191890.313439 So it's getting split into cluster 16. Trying to split cluster 3 (3833 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2557.290752 sec): 2 clusters Score: Raw -190214.804051 + Penalty 866.397322 = -189348.406729 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2557.396732 sec): 3 clusters Score: Raw -188231.565907 + Penalty 1732.794644 = -186498.771263 nChanged 1562 SP:Iteration 1F (2557.471534 sec): 3 clusters Score: Raw -189162.514775 + Penalty 1732.794644 = -187429.720132 nChanged 311 SP:Iteration 2F (2557.578293 sec): 3 clusters Score: Raw -189352.264228 + Penalty 1732.794644 = -187619.469584 nChanged 233 SP:Iteration 3F (2557.696596 sec): 3 clusters Score: Raw -189489.776514 + Penalty 1732.794644 = -187756.981870 nChanged 195 SP:Iteration 4F (2557.813139 sec): 3 clusters Score: Raw -189614.643437 + Penalty 1732.794644 = -187881.848793 nChanged 202 SP:Iteration 5F (2557.899948 sec): 3 clusters Score: Raw -189780.495325 + Penalty 1732.794644 = -188047.700682 nChanged 200 SP:Iteration 6F (2558.008598 sec): 3 clusters Score: Raw -189964.654477 + Penalty 1732.794644 = -188231.859833 nChanged 214 SP:Iteration 7F (2558.101994 sec): 3 clusters Score: Raw -190203.668834 + Penalty 1732.794644 = -188470.874190 nChanged 221 SP:Iteration 8F (2558.209112 sec): 3 clusters Score: Raw -190447.794041 + Penalty 1732.794644 = -188714.999398 nChanged 213 SP:Iteration 9F (2558.314519 sec): 3 clusters Score: Raw -190646.917108 + Penalty 1732.794644 = -188914.122465 nChanged 152 SP:Iteration 10Q (2558.414896 sec): 3 clusters Score: Raw -190773.958767 + Penalty 1732.794644 = -189041.164124 nChanged 133 SP:Iteration 11Q (2558.529499 sec): 3 clusters Score: Raw -190880.079752 + Penalty 1732.794644 = -189147.285108 nChanged 116 SP:Iteration 12Q (2558.628105 sec): 3 clusters Score: Raw -190947.970251 + Penalty 1732.794644 = -189215.175607 nChanged 83 SP:Iteration 13Q (2558.727670 sec): 3 clusters Score: Raw -190999.744315 + Penalty 1732.794644 = -189266.949671 nChanged 58 SP:Iteration 14Q (2558.849278 sec): 3 clusters Score: Raw -191028.324310 + Penalty 1732.794644 = -189295.529667 nChanged 48 SP:Iteration 15Q (2558.954085 sec): 3 clusters Score: Raw -191045.444679 + Penalty 1732.794644 = -189312.650035 nChanged 35 SP:Iteration 16Q (2559.052922 sec): 3 clusters Score: Raw -191055.412424 + Penalty 1732.794644 = -189322.617781 nChanged 26 SP:Iteration 17Q (2559.135184 sec): 3 clusters Score: Raw -191064.267058 + Penalty 1732.794644 = -189331.472415 nChanged 30 SP:Iteration 18Q (2559.235405 sec): 3 clusters Score: Raw -191073.159102 + Penalty 1732.794644 = -189340.364459 nChanged 20 SP:Iteration 19Q (2559.336936 sec): 3 clusters Score: Raw -191079.527712 + Penalty 1732.794644 = -189346.733068 nChanged 13 SP:Iteration 20F (2559.452027 sec): 3 clusters Score: Raw -191084.773677 + Penalty 1732.794644 = -189351.979033 nChanged 16 SP:Iteration 21Q (2559.564754 sec): 3 clusters Score: Raw -191092.300888 + Penalty 1732.794644 = -189359.506244 nChanged 18 SP:Iteration 22Q (2559.679414 sec): 3 clusters Score: Raw -191101.381294 + Penalty 1732.794644 = -189368.586651 nChanged 21 SP:Iteration 23Q (2559.777168 sec): 3 clusters Score: Raw -191112.470778 + Penalty 1732.794644 = -189379.676134 nChanged 24 SP:Iteration 24Q (2559.865517 sec): 3 clusters Score: Raw -191131.331271 + Penalty 1732.794644 = -189398.536627 nChanged 23 SP:Iteration 25Q (2559.965926 sec): 3 clusters Score: Raw -191146.780288 + Penalty 1732.794644 = -189413.985645 nChanged 25 SP:Iteration 26Q (2560.068095 sec): 3 clusters Score: Raw -191156.938073 + Penalty 1732.794644 = -189424.143429 nChanged 15 SP:Iteration 27Q (2560.182194 sec): 3 clusters Score: Raw -191162.037963 + Penalty 1732.794644 = -189429.243320 nChanged 17 SP:Iteration 28Q (2560.295131 sec): 3 clusters Score: Raw -191168.076823 + Penalty 1732.794644 = -189435.282179 nChanged 12 SP:Iteration 29Q (2560.389914 sec): 3 clusters Score: Raw -191172.627391 + Penalty 1732.794644 = -189439.832747 nChanged 10 SP:Iteration 30Q (2560.486808 sec): 3 clusters Score: Raw -191174.573993 + Penalty 1732.794644 = -189441.779349 nChanged 4 SP:Iteration 31Q (2560.581445 sec): 3 clusters Score: Raw -191175.360911 + Penalty 1732.794644 = -189442.566267 nChanged 0 SP:Iteration 32F (2560.677019 sec): 3 clusters Score: Raw -191175.360911 + Penalty 1732.794644 = -189442.566267 nChanged 0 Score: Raw -4211774.372885 + Penalty 20106.221497 = -4191668.151388 Splitting cluster 3 changes total score from -4191538.447358 to -4191668.151388 So it's getting split into cluster 17. Trying to split cluster 4 (1693 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2562.522309 sec): 2 clusters Score: Raw -82514.084337 + Penalty 780.597025 = -81733.487312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2562.637314 sec): 3 clusters Score: Raw -81781.497845 + Penalty 1561.194050 = -80220.303794 nChanged 623 SP:Iteration 1F (2562.722494 sec): 3 clusters Score: Raw -82182.923611 + Penalty 1561.194050 = -80621.729561 nChanged 150 SP:Iteration 2F (2562.838538 sec): 3 clusters Score: Raw -82301.188956 + Penalty 1561.194050 = -80739.994906 nChanged 95 SP:Iteration 3F (2562.946711 sec): 3 clusters Score: Raw -82369.210814 + Penalty 1561.194050 = -80808.016764 nChanged 69 SP:Iteration 4Q (2563.043645 sec): 3 clusters Score: Raw -82412.384775 + Penalty 1561.194050 = -80851.190725 nChanged 45 SP:Iteration 5Q (2563.147905 sec): 3 clusters Score: Raw -82439.303500 + Penalty 1561.194050 = -80878.109450 nChanged 51 SP:Iteration 6Q (2563.237100 sec): 3 clusters Score: Raw -82483.606529 + Penalty 1561.194050 = -80922.412479 nChanged 54 SP:Iteration 7Q (2563.338113 sec): 3 clusters Score: Raw -82526.027724 + Penalty 1561.194050 = -80964.833674 nChanged 49 SP:Iteration 8Q (2563.446343 sec): 3 clusters Score: Raw -82564.561300 + Penalty 1561.194050 = -81003.367249 nChanged 49 SP:Iteration 9Q (2563.562006 sec): 3 clusters Score: Raw -82605.241100 + Penalty 1561.194050 = -81044.047050 nChanged 43 SP:Iteration 10Q (2563.664590 sec): 3 clusters Score: Raw -82636.650862 + Penalty 1561.194050 = -81075.456812 nChanged 44 SP:Iteration 11Q (2563.744089 sec): 3 clusters Score: Raw -82674.912775 + Penalty 1561.194050 = -81113.718725 nChanged 42 SP:Iteration 12Q (2563.835094 sec): 3 clusters Score: Raw -82713.608036 + Penalty 1561.194050 = -81152.413985 nChanged 59 SP:Iteration 13Q (2563.942844 sec): 3 clusters Score: Raw -82761.070380 + Penalty 1561.194050 = -81199.876330 nChanged 42 SP:Iteration 14Q (2564.078478 sec): 3 clusters Score: Raw -82790.560462 + Penalty 1561.194050 = -81229.366411 nChanged 34 SP:Iteration 15Q (2564.157675 sec): 3 clusters Score: Raw -82819.272151 + Penalty 1561.194050 = -81258.078101 nChanged 32 SP:Iteration 16Q (2564.248594 sec): 3 clusters Score: Raw -82846.216494 + Penalty 1561.194050 = -81285.022444 nChanged 26 SP:Iteration 17Q (2564.341496 sec): 3 clusters Score: Raw -82866.252200 + Penalty 1561.194050 = -81305.058150 nChanged 28 SP:Iteration 18Q (2564.441667 sec): 3 clusters Score: Raw -82886.139508 + Penalty 1561.194050 = -81324.945458 nChanged 25 SP:Iteration 19Q (2564.546367 sec): 3 clusters Score: Raw -82901.701799 + Penalty 1561.194050 = -81340.507749 nChanged 20 SP:Iteration 20F (2564.651024 sec): 3 clusters Score: Raw -82915.219603 + Penalty 1561.194050 = -81354.025552 nChanged 19 SP:Iteration 21Q (2564.749867 sec): 3 clusters Score: Raw -82927.329101 + Penalty 1561.194050 = -81366.135051 nChanged 14 SP:Iteration 22Q (2564.868081 sec): 3 clusters Score: Raw -82937.376193 + Penalty 1561.194050 = -81376.182143 nChanged 14 SP:Iteration 23Q (2564.942571 sec): 3 clusters Score: Raw -82948.013038 + Penalty 1561.194050 = -81386.818988 nChanged 14 SP:Iteration 24Q (2565.046608 sec): 3 clusters Score: Raw -82957.578677 + Penalty 1561.194050 = -81396.384627 nChanged 18 SP:Iteration 25Q (2565.167124 sec): 3 clusters Score: Raw -82965.506909 + Penalty 1561.194050 = -81404.312859 nChanged 6 SP:Iteration 26Q (2565.274485 sec): 3 clusters Score: Raw -82967.198344 + Penalty 1561.194050 = -81406.004293 nChanged 4 SP:Iteration 27Q (2565.362156 sec): 3 clusters Score: Raw -82969.450196 + Penalty 1561.194050 = -81408.256146 nChanged 4 SP:Iteration 28Q (2565.453221 sec): 3 clusters Score: Raw -82971.205010 + Penalty 1561.194050 = -81410.010960 nChanged 3 SP:Iteration 29Q (2565.558979 sec): 3 clusters Score: Raw -82973.809512 + Penalty 1561.194050 = -81412.615462 nChanged 7 SP:Iteration 30Q (2565.660268 sec): 3 clusters Score: Raw -82978.366379 + Penalty 1561.194050 = -81417.172329 nChanged 9 SP:Iteration 31Q (2565.740328 sec): 3 clusters Score: Raw -82984.590890 + Penalty 1561.194050 = -81423.396840 nChanged 5 SP:Iteration 32Q (2565.835135 sec): 3 clusters Score: Raw -82988.202340 + Penalty 1561.194050 = -81427.008290 nChanged 5 SP:Iteration 33Q (2565.907990 sec): 3 clusters Score: Raw -82992.401207 + Penalty 1561.194050 = -81431.207156 nChanged 8 SP:Iteration 34Q (2565.993162 sec): 3 clusters Score: Raw -82996.406397 + Penalty 1561.194050 = -81435.212347 nChanged 8 SP:Iteration 35Q (2566.094773 sec): 3 clusters Score: Raw -83001.247508 + Penalty 1561.194050 = -81440.053458 nChanged 8 SP:Iteration 36Q (2566.188425 sec): 3 clusters Score: Raw -83005.143322 + Penalty 1561.194050 = -81443.949272 nChanged 6 SP:Iteration 37Q (2566.295320 sec): 3 clusters Score: Raw -83007.959243 + Penalty 1561.194050 = -81446.765192 nChanged 5 SP:Iteration 38Q (2566.391137 sec): 3 clusters Score: Raw -83011.393587 + Penalty 1561.194050 = -81450.199537 nChanged 8 SP:Iteration 39Q (2566.498547 sec): 3 clusters Score: Raw -83017.493931 + Penalty 1561.194050 = -81456.299880 nChanged 9 SP:Iteration 40F (2566.630584 sec): 3 clusters Score: Raw -83024.641823 + Penalty 1561.194050 = -81463.447773 nChanged 7 SP:Iteration 41Q (2566.735878 sec): 3 clusters Score: Raw -83028.441410 + Penalty 1561.194050 = -81467.247360 nChanged 4 SP:Iteration 42Q (2566.828929 sec): 3 clusters Score: Raw -83029.662544 + Penalty 1561.194050 = -81468.468493 nChanged 5 SP:Iteration 43Q (2566.946356 sec): 3 clusters Score: Raw -83032.346786 + Penalty 1561.194050 = -81471.152736 nChanged 3 SP:Iteration 44Q (2567.043254 sec): 3 clusters Score: Raw -83033.540895 + Penalty 1561.194050 = -81472.346845 nChanged 1 SP:Iteration 45Q (2567.130132 sec): 3 clusters Score: Raw -83033.946280 + Penalty 1561.194050 = -81472.752229 nChanged 2 SP:Iteration 46Q (2567.245208 sec): 3 clusters Score: Raw -83035.405257 + Penalty 1561.194050 = -81474.211206 nChanged 3 SP:Iteration 47Q (2567.346606 sec): 3 clusters Score: Raw -83038.137690 + Penalty 1561.194050 = -81476.943639 nChanged 6 SP:Iteration 48Q (2567.430599 sec): 3 clusters Score: Raw -83041.156221 + Penalty 1561.194050 = -81479.962171 nChanged 5 SP:Iteration 49Q (2567.540834 sec): 3 clusters Score: Raw -83042.661909 + Penalty 1561.194050 = -81481.467858 nChanged 4 SP:Iteration 50Q (2567.637411 sec): 3 clusters Score: Raw -83044.131625 + Penalty 1561.194050 = -81482.937575 nChanged 5 SP:Iteration 51Q (2567.753400 sec): 3 clusters Score: Raw -83045.628595 + Penalty 1561.194050 = -81484.434545 nChanged 3 SP:Iteration 52Q (2567.832163 sec): 3 clusters Score: Raw -83046.539841 + Penalty 1561.194050 = -81485.345791 nChanged 2 SP:Iteration 53Q (2567.939491 sec): 3 clusters Score: Raw -83047.544780 + Penalty 1561.194050 = -81486.350730 nChanged 1 SP:Iteration 54Q (2568.050503 sec): 3 clusters Score: Raw -83047.893732 + Penalty 1561.194050 = -81486.699682 nChanged 1 SP:Iteration 55Q (2568.155329 sec): 3 clusters Score: Raw -83048.238812 + Penalty 1561.194050 = -81487.044761 nChanged 2 SP:Iteration 56Q (2568.238896 sec): 3 clusters Score: Raw -83049.018161 + Penalty 1561.194050 = -81487.824111 nChanged 4 SP:Iteration 57Q (2568.330711 sec): 3 clusters Score: Raw -83050.530278 + Penalty 1561.194050 = -81489.336227 nChanged 2 SP:Iteration 58Q (2568.427874 sec): 3 clusters Score: Raw -83051.115906 + Penalty 1561.194050 = -81489.921856 nChanged 0 SP:Iteration 59F (2568.517741 sec): 3 clusters Score: Raw -83051.115906 + Penalty 1561.194050 = -81489.921856 nChanged 0 Trying to split cluster 5 (3041 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2568.596304 sec): 2 clusters Score: Raw -179235.274991 + Penalty 842.093877 = -178393.181113 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2568.680676 sec): 3 clusters Score: Raw -177681.862958 + Penalty 1684.187754 = -175997.675203 nChanged 1217 SP:Iteration 1F (2568.802202 sec): 3 clusters Score: Raw -178499.513134 + Penalty 1684.187754 = -176815.325379 nChanged 253 SP:Iteration 2F (2568.904167 sec): 3 clusters Score: Raw -178658.808320 + Penalty 1684.187754 = -176974.620566 nChanged 182 SP:Iteration 3F (2569.006575 sec): 3 clusters Score: Raw -178787.378147 + Penalty 1684.187754 = -177103.190392 nChanged 170 SP:Iteration 4F (2569.127792 sec): 3 clusters Score: Raw -178910.578564 + Penalty 1684.187754 = -177226.390809 nChanged 143 SP:Iteration 5Q (2569.213706 sec): 3 clusters Score: Raw -179012.274634 + Penalty 1684.187754 = -177328.086879 nChanged 109 SP:Iteration 6Q (2569.307302 sec): 3 clusters Score: Raw -179092.153014 + Penalty 1684.187754 = -177407.965260 nChanged 90 SP:Iteration 7Q (2569.423700 sec): 3 clusters Score: Raw -179152.740779 + Penalty 1684.187754 = -177468.553024 nChanged 68 SP:Iteration 8Q (2569.529466 sec): 3 clusters Score: Raw -179196.603875 + Penalty 1684.187754 = -177512.416120 nChanged 58 SP:Iteration 9Q (2569.629407 sec): 3 clusters Score: Raw -179238.943696 + Penalty 1684.187754 = -177554.755941 nChanged 42 SP:Iteration 10Q (2569.745000 sec): 3 clusters Score: Raw -179269.286343 + Penalty 1684.187754 = -177585.098589 nChanged 36 SP:Iteration 11Q (2569.847652 sec): 3 clusters Score: Raw -179295.085694 + Penalty 1684.187754 = -177610.897940 nChanged 34 SP:Iteration 12Q (2569.946125 sec): 3 clusters Score: Raw -179321.130818 + Penalty 1684.187754 = -177636.943064 nChanged 34 SP:Iteration 13Q (2570.043498 sec): 3 clusters Score: Raw -179351.232179 + Penalty 1684.187754 = -177667.044425 nChanged 24 SP:Iteration 14Q (2570.172461 sec): 3 clusters Score: Raw -179373.314915 + Penalty 1684.187754 = -177689.127161 nChanged 26 SP:Iteration 15Q (2570.278096 sec): 3 clusters Score: Raw -179392.757219 + Penalty 1684.187754 = -177708.569465 nChanged 19 SP:Iteration 16Q (2570.374721 sec): 3 clusters Score: Raw -179407.562390 + Penalty 1684.187754 = -177723.374635 nChanged 14 SP:Iteration 17Q (2570.492527 sec): 3 clusters Score: Raw -179420.479279 + Penalty 1684.187754 = -177736.291525 nChanged 13 SP:Iteration 18Q (2570.592733 sec): 3 clusters Score: Raw -179425.905255 + Penalty 1684.187754 = -177741.717500 nChanged 9 SP:Iteration 19Q (2570.689638 sec): 3 clusters Score: Raw -179430.882734 + Penalty 1684.187754 = -177746.694979 nChanged 7 SP:Iteration 20F (2570.803756 sec): 3 clusters Score: Raw -179434.945219 + Penalty 1684.187754 = -177750.757464 nChanged 7 SP:Iteration 21Q (2570.900793 sec): 3 clusters Score: Raw -179442.404450 + Penalty 1684.187754 = -177758.216696 nChanged 12 SP:Iteration 22Q (2570.988900 sec): 3 clusters Score: Raw -179447.322330 + Penalty 1684.187754 = -177763.134576 nChanged 5 SP:Iteration 23Q (2571.114507 sec): 3 clusters Score: Raw -179448.595430 + Penalty 1684.187754 = -177764.407676 nChanged 0 SP:Iteration 24F (2571.195714 sec): 3 clusters Score: Raw -179448.595430 + Penalty 1684.187754 = -177764.407676 nChanged 0 Trying to split cluster 6 (4648 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2571.267402 sec): 2 clusters Score: Raw -264814.482476 + Penalty 886.640191 = -263927.842285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2571.397433 sec): 3 clusters Score: Raw -262325.857077 + Penalty 1773.280383 = -260552.576694 nChanged 1945 SP:Iteration 1F (2571.499131 sec): 3 clusters Score: Raw -263597.559973 + Penalty 1773.280383 = -261824.279590 nChanged 402 SP:Iteration 2F (2571.602313 sec): 3 clusters Score: Raw -263865.482148 + Penalty 1773.280383 = -262092.201766 nChanged 310 SP:Iteration 3F (2571.727425 sec): 3 clusters Score: Raw -264056.673363 + Penalty 1773.280383 = -262283.392981 nChanged 244 SP:Iteration 4F (2571.813632 sec): 3 clusters Score: Raw -264203.458679 + Penalty 1773.280383 = -262430.178297 nChanged 222 SP:Iteration 5Q (2571.933058 sec): 3 clusters Score: Raw -264302.202612 + Penalty 1773.280383 = -262528.922230 nChanged 163 SP:Iteration 6Q (2572.040796 sec): 3 clusters Score: Raw -264370.760920 + Penalty 1773.280383 = -262597.480537 nChanged 135 SP:Iteration 7Q (2572.117800 sec): 3 clusters Score: Raw -264425.351654 + Penalty 1773.280383 = -262652.071272 nChanged 114 SP:Iteration 8Q (2572.216788 sec): 3 clusters Score: Raw -264469.417433 + Penalty 1773.280383 = -262696.137050 nChanged 100 SP:Iteration 9Q (2572.330254 sec): 3 clusters Score: Raw -264508.194985 + Penalty 1773.280383 = -262734.914603 nChanged 80 SP:Iteration 10Q (2572.444572 sec): 3 clusters Score: Raw -264539.565131 + Penalty 1773.280383 = -262766.284748 nChanged 78 SP:Iteration 11Q (2572.540937 sec): 3 clusters Score: Raw -264568.358707 + Penalty 1773.280383 = -262795.078324 nChanged 52 SP:Iteration 12Q (2572.634972 sec): 3 clusters Score: Raw -264589.066609 + Penalty 1773.280383 = -262815.786226 nChanged 57 SP:Iteration 13Q (2572.740221 sec): 3 clusters Score: Raw -264613.556969 + Penalty 1773.280383 = -262840.276587 nChanged 53 SP:Iteration 14Q (2572.869992 sec): 3 clusters Score: Raw -264631.106087 + Penalty 1773.280383 = -262857.825704 nChanged 52 SP:Iteration 15Q (2572.983462 sec): 3 clusters Score: Raw -264652.134224 + Penalty 1773.280383 = -262878.853841 nChanged 63 SP:Iteration 16Q (2573.093488 sec): 3 clusters Score: Raw -264670.029727 + Penalty 1773.280383 = -262896.749344 nChanged 53 SP:Iteration 17Q (2573.186522 sec): 3 clusters Score: Raw -264685.281231 + Penalty 1773.280383 = -262912.000848 nChanged 43 SP:Iteration 18Q (2573.321845 sec): 3 clusters Score: Raw -264696.895339 + Penalty 1773.280383 = -262923.614957 nChanged 46 SP:Iteration 19Q (2573.399522 sec): 3 clusters Score: Raw -264710.608379 + Penalty 1773.280383 = -262937.327996 nChanged 37 SP:Iteration 20F (2573.509753 sec): 3 clusters Score: Raw -264719.900532 + Penalty 1773.280383 = -262946.620149 nChanged 36 SP:Iteration 21Q (2573.617355 sec): 3 clusters Score: Raw -264730.632267 + Penalty 1773.280383 = -262957.351884 nChanged 34 SP:Iteration 22Q (2573.729528 sec): 3 clusters Score: Raw -264741.329684 + Penalty 1773.280383 = -262968.049301 nChanged 35 SP:Iteration 23Q (2573.824566 sec): 3 clusters Score: Raw -264750.107047 + Penalty 1773.280383 = -262976.826664 nChanged 33 SP:Iteration 24Q (2573.931471 sec): 3 clusters Score: Raw -264760.690512 + Penalty 1773.280383 = -262987.410129 nChanged 36 SP:Iteration 25Q (2574.051133 sec): 3 clusters Score: Raw -264769.743469 + Penalty 1773.280383 = -262996.463086 nChanged 41 SP:Iteration 26Q (2574.147272 sec): 3 clusters Score: Raw -264780.533131 + Penalty 1773.280383 = -263007.252748 nChanged 40 SP:Iteration 27Q (2574.256378 sec): 3 clusters Score: Raw -264790.731849 + Penalty 1773.280383 = -263017.451467 nChanged 29 SP:Iteration 28Q (2574.381105 sec): 3 clusters Score: Raw -264798.122859 + Penalty 1773.280383 = -263024.842476 nChanged 33 SP:Iteration 29Q (2574.504079 sec): 3 clusters Score: Raw -264809.142833 + Penalty 1773.280383 = -263035.862450 nChanged 36 SP:Iteration 30Q (2574.613225 sec): 3 clusters Score: Raw -264821.579648 + Penalty 1773.280383 = -263048.299266 nChanged 32 SP:Iteration 31Q (2574.704631 sec): 3 clusters Score: Raw -264830.539353 + Penalty 1773.280383 = -263057.258971 nChanged 31 SP:Iteration 32Q (2574.820965 sec): 3 clusters Score: Raw -264838.135211 + Penalty 1773.280383 = -263064.854828 nChanged 25 SP:Iteration 33Q (2574.936382 sec): 3 clusters Score: Raw -264845.521234 + Penalty 1773.280383 = -263072.240851 nChanged 26 SP:Iteration 34Q (2575.030797 sec): 3 clusters Score: Raw -264852.134715 + Penalty 1773.280383 = -263078.854332 nChanged 31 SP:Iteration 35Q (2575.143562 sec): 3 clusters Score: Raw -264861.820086 + Penalty 1773.280383 = -263088.539704 nChanged 31 SP:Iteration 36Q (2575.231797 sec): 3 clusters Score: Raw -264871.967789 + Penalty 1773.280383 = -263098.687406 nChanged 18 SP:Iteration 37Q (2575.339905 sec): 3 clusters Score: Raw -264880.125213 + Penalty 1773.280383 = -263106.844830 nChanged 26 SP:Iteration 38Q (2575.448870 sec): 3 clusters Score: Raw -264889.113214 + Penalty 1773.280383 = -263115.832831 nChanged 26 SP:Iteration 39Q (2575.570120 sec): 3 clusters Score: Raw -264899.881565 + Penalty 1773.280383 = -263126.601183 nChanged 41 SP:Iteration 40F (2575.672695 sec): 3 clusters Score: Raw -264918.172937 + Penalty 1773.280383 = -263144.892554 nChanged 46 SP:Iteration 41Q (2575.784361 sec): 3 clusters Score: Raw -264945.894252 + Penalty 1773.280383 = -263172.613869 nChanged 53 SP:Iteration 42Q (2575.870180 sec): 3 clusters Score: Raw -264987.981169 + Penalty 1773.280383 = -263214.700786 nChanged 49 SP:Iteration 43Q (2575.981687 sec): 3 clusters Score: Raw -265044.954227 + Penalty 1773.280383 = -263271.673845 nChanged 62 SP:Iteration 44Q (2576.112273 sec): 3 clusters Score: Raw -265117.429649 + Penalty 1773.280383 = -263344.149266 nChanged 65 SP:Iteration 45Q (2576.218573 sec): 3 clusters Score: Raw -265205.740964 + Penalty 1773.280383 = -263432.460581 nChanged 68 SP:Iteration 46Q (2576.310245 sec): 3 clusters Score: Raw -265285.618320 + Penalty 1773.280383 = -263512.337938 nChanged 84 SP:Iteration 47Q (2576.413370 sec): 3 clusters Score: Raw -265350.985669 + Penalty 1773.280383 = -263577.705287 nChanged 89 SP:Iteration 48Q (2576.515352 sec): 3 clusters Score: Raw -265424.252287 + Penalty 1773.280383 = -263650.971904 nChanged 107 SP:Iteration 49Q (2576.638902 sec): 3 clusters Score: Raw -265512.867227 + Penalty 1773.280383 = -263739.586845 nChanged 133 SP:Iteration 50Q (2576.763915 sec): 3 clusters Score: Raw -265635.102077 + Penalty 1773.280383 = -263861.821694 nChanged 132 SP:Iteration 51Q (2576.852446 sec): 3 clusters Score: Raw -265760.737880 + Penalty 1773.280383 = -263987.457497 nChanged 126 SP:Iteration 52Q (2576.971755 sec): 3 clusters Score: Raw -265882.246652 + Penalty 1773.280383 = -264108.966269 nChanged 104 SP:Iteration 53Q (2577.078007 sec): 3 clusters Score: Raw -265987.589844 + Penalty 1773.280383 = -264214.309461 nChanged 78 SP:Iteration 54Q (2577.182005 sec): 3 clusters Score: Raw -266049.670710 + Penalty 1773.280383 = -264276.390327 nChanged 64 SP:Iteration 55Q (2577.285291 sec): 3 clusters Score: Raw -266117.072686 + Penalty 1773.280383 = -264343.792303 nChanged 57 SP:Iteration 56Q (2577.384711 sec): 3 clusters Score: Raw -266175.584629 + Penalty 1773.280383 = -264402.304246 nChanged 45 SP:Iteration 57Q (2577.505766 sec): 3 clusters Score: Raw -266219.651037 + Penalty 1773.280383 = -264446.370654 nChanged 32 SP:Iteration 58Q (2577.587061 sec): 3 clusters Score: Raw -266239.089440 + Penalty 1773.280383 = -264465.809058 nChanged 14 SP:Iteration 59Q (2577.670038 sec): 3 clusters Score: Raw -266247.836263 + Penalty 1773.280383 = -264474.555880 nChanged 10 SP:Iteration 60F (2577.782201 sec): 3 clusters Score: Raw -266252.102451 + Penalty 1773.280383 = -264478.822069 nChanged 13 SP:Iteration 61Q (2577.880674 sec): 3 clusters Score: Raw -266258.588830 + Penalty 1773.280383 = -264485.308447 nChanged 14 SP:Iteration 62Q (2577.994325 sec): 3 clusters Score: Raw -266263.339094 + Penalty 1773.280383 = -264490.058711 nChanged 7 SP:Iteration 63Q (2578.105642 sec): 3 clusters Score: Raw -266264.793549 + Penalty 1773.280383 = -264491.513167 nChanged 2 SP:Iteration 64Q (2578.219714 sec): 3 clusters Score: Raw -266265.038176 + Penalty 1773.280383 = -264491.757793 nChanged 0 SP:Iteration 65F (2578.312741 sec): 3 clusters Score: Raw -266265.038176 + Penalty 1773.280383 = -264491.757793 nChanged 0 Score: Raw -4213224.928584 + Penalty 21288.940409 = -4191935.988176 Splitting cluster 6 changes total score from -4191538.447358 to -4191935.988176 So it's getting split into cluster 18. Trying to split cluster 7 (4170 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2580.268633 sec): 2 clusters Score: Raw -204985.571493 + Penalty 875.245488 = -204110.326005 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2580.359114 sec): 3 clusters Score: Raw -202729.887155 + Penalty 1750.490976 = -200979.396179 nChanged 1769 SP:Iteration 1F (2580.457877 sec): 3 clusters Score: Raw -203805.778248 + Penalty 1750.490976 = -202055.287272 nChanged 360 SP:Iteration 2F (2580.562052 sec): 3 clusters Score: Raw -204030.147651 + Penalty 1750.490976 = -202279.656675 nChanged 298 SP:Iteration 3F (2580.659873 sec): 3 clusters Score: Raw -204248.326489 + Penalty 1750.490976 = -202497.835512 nChanged 259 SP:Iteration 4F (2580.758441 sec): 3 clusters Score: Raw -204444.635324 + Penalty 1750.490976 = -202694.144348 nChanged 219 SP:Iteration 5F (2580.861748 sec): 3 clusters Score: Raw -204634.741188 + Penalty 1750.490976 = -202884.250211 nChanged 217 SP:Iteration 6F (2580.964994 sec): 3 clusters Score: Raw -204852.341135 + Penalty 1750.490976 = -203101.850159 nChanged 207 SP:Iteration 7Q (2581.093790 sec): 3 clusters Score: Raw -205046.365990 + Penalty 1750.490976 = -203295.875014 nChanged 198 SP:Iteration 8Q (2581.189424 sec): 3 clusters Score: Raw -205215.754493 + Penalty 1750.490976 = -203465.263517 nChanged 154 SP:Iteration 9Q (2581.297769 sec): 3 clusters Score: Raw -205354.497664 + Penalty 1750.490976 = -203604.006687 nChanged 138 SP:Iteration 10Q (2581.428023 sec): 3 clusters Score: Raw -205477.009269 + Penalty 1750.490976 = -203726.518293 nChanged 100 SP:Iteration 11Q (2581.513657 sec): 3 clusters Score: Raw -205564.183168 + Penalty 1750.490976 = -203813.692191 nChanged 84 SP:Iteration 12Q (2581.621494 sec): 3 clusters Score: Raw -205619.771740 + Penalty 1750.490976 = -203869.280764 nChanged 54 SP:Iteration 13Q (2581.725348 sec): 3 clusters Score: Raw -205647.567233 + Penalty 1750.490976 = -203897.076257 nChanged 48 SP:Iteration 14Q (2581.833489 sec): 3 clusters Score: Raw -205674.991828 + Penalty 1750.490976 = -203924.500852 nChanged 45 SP:Iteration 15Q (2581.921676 sec): 3 clusters Score: Raw -205694.848907 + Penalty 1750.490976 = -203944.357931 nChanged 33 SP:Iteration 16Q (2582.049251 sec): 3 clusters Score: Raw -205708.681191 + Penalty 1750.490976 = -203958.190215 nChanged 32 SP:Iteration 17Q (2582.162629 sec): 3 clusters Score: Raw -205720.690482 + Penalty 1750.490976 = -203970.199506 nChanged 24 SP:Iteration 18Q (2582.269776 sec): 3 clusters Score: Raw -205729.126049 + Penalty 1750.490976 = -203978.635073 nChanged 24 SP:Iteration 19Q (2582.369359 sec): 3 clusters Score: Raw -205736.424202 + Penalty 1750.490976 = -203985.933225 nChanged 16 SP:Iteration 20F (2582.474965 sec): 3 clusters Score: Raw -205741.763524 + Penalty 1750.490976 = -203991.272548 nChanged 22 SP:Iteration 21Q (2582.580034 sec): 3 clusters Score: Raw -205749.427162 + Penalty 1750.490976 = -203998.936186 nChanged 19 SP:Iteration 22Q (2582.704671 sec): 3 clusters Score: Raw -205756.479861 + Penalty 1750.490976 = -204005.988885 nChanged 17 SP:Iteration 23Q (2582.801292 sec): 3 clusters Score: Raw -205762.012867 + Penalty 1750.490976 = -204011.521891 nChanged 10 SP:Iteration 24Q (2582.878973 sec): 3 clusters Score: Raw -205763.953563 + Penalty 1750.490976 = -204013.462587 nChanged 10 SP:Iteration 25Q (2582.984525 sec): 3 clusters Score: Raw -205766.287323 + Penalty 1750.490976 = -204015.796347 nChanged 3 SP:Iteration 26Q (2583.095868 sec): 3 clusters Score: Raw -205766.779920 + Penalty 1750.490976 = -204016.288944 nChanged 3 SP:Iteration 27Q (2583.199304 sec): 3 clusters Score: Raw -205767.437181 + Penalty 1750.490976 = -204016.946204 nChanged 5 SP:Iteration 28Q (2583.304041 sec): 3 clusters Score: Raw -205768.360140 + Penalty 1750.490976 = -204017.869164 nChanged 4 SP:Iteration 29Q (2583.424636 sec): 3 clusters Score: Raw -205769.602283 + Penalty 1750.490976 = -204019.111307 nChanged 7 SP:Iteration 30Q (2583.525951 sec): 3 clusters Score: Raw -205771.254753 + Penalty 1750.490976 = -204020.763777 nChanged 9 SP:Iteration 31Q (2583.634459 sec): 3 clusters Score: Raw -205772.963979 + Penalty 1750.490976 = -204022.473002 nChanged 5 SP:Iteration 32Q (2583.723282 sec): 3 clusters Score: Raw -205773.971101 + Penalty 1750.490976 = -204023.480125 nChanged 5 SP:Iteration 33Q (2583.820337 sec): 3 clusters Score: Raw -205775.009533 + Penalty 1750.490976 = -204024.518557 nChanged 5 SP:Iteration 34Q (2583.947540 sec): 3 clusters Score: Raw -205776.105808 + Penalty 1750.490976 = -204025.614831 nChanged 6 SP:Iteration 35Q (2584.032789 sec): 3 clusters Score: Raw -205777.590027 + Penalty 1750.490976 = -204027.099051 nChanged 5 SP:Iteration 36Q (2584.127360 sec): 3 clusters Score: Raw -205778.835823 + Penalty 1750.490976 = -204028.344847 nChanged 4 SP:Iteration 37Q (2584.235866 sec): 3 clusters Score: Raw -205779.487530 + Penalty 1750.490976 = -204028.996554 nChanged 3 SP:Iteration 38Q (2584.359733 sec): 3 clusters Score: Raw -205779.954123 + Penalty 1750.490976 = -204029.463146 nChanged 5 SP:Iteration 39Q (2584.475083 sec): 3 clusters Score: Raw -205781.511520 + Penalty 1750.490976 = -204031.020544 nChanged 4 SP:Iteration 40F (2584.551290 sec): 3 clusters Score: Raw -205782.221036 + Penalty 1750.490976 = -204031.730059 nChanged 3 SP:Iteration 41Q (2584.640558 sec): 3 clusters Score: Raw -205782.824803 + Penalty 1750.490976 = -204032.333827 nChanged 1 SP:Iteration 42Q (2584.764745 sec): 3 clusters Score: Raw -205783.103218 + Penalty 1750.490976 = -204032.612242 nChanged 0 SP:Iteration 43F (2584.880661 sec): 3 clusters Score: Raw -205783.103218 + Penalty 1750.490976 = -204032.612242 nChanged 0 Trying to split cluster 8 (1260 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2584.931460 sec): 2 clusters Score: Raw -54688.955554 + Penalty 749.581035 = -53939.374519 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2585.060598 sec): 3 clusters Score: Raw -54203.230259 + Penalty 1499.162070 = -52704.068189 nChanged 472 SP:Iteration 1F (2585.145912 sec): 3 clusters Score: Raw -54759.293533 + Penalty 1499.162070 = -53260.131463 nChanged 141 SP:Iteration 2F (2585.263247 sec): 3 clusters Score: Raw -54984.443796 + Penalty 1499.162070 = -53485.281726 nChanged 118 SP:Iteration 3F (2585.355637 sec): 3 clusters Score: Raw -55171.859162 + Penalty 1499.162070 = -53672.697092 nChanged 84 SP:Iteration 4F (2585.456308 sec): 3 clusters Score: Raw -55279.013064 + Penalty 1499.162070 = -53779.850994 nChanged 47 SP:Iteration 5Q (2585.531346 sec): 3 clusters Score: Raw -55334.103701 + Penalty 1499.162070 = -53834.941631 nChanged 37 SP:Iteration 6Q (2585.620792 sec): 3 clusters Score: Raw -55387.323470 + Penalty 1499.162070 = -53888.161400 nChanged 21 SP:Iteration 7Q (2585.730669 sec): 3 clusters Score: Raw -55400.558468 + Penalty 1499.162070 = -53901.396398 nChanged 14 SP:Iteration 8Q (2585.854219 sec): 3 clusters Score: Raw -55410.101932 + Penalty 1499.162070 = -53910.939862 nChanged 13 SP:Iteration 9Q (2585.961878 sec): 3 clusters Score: Raw -55425.521947 + Penalty 1499.162070 = -53926.359877 nChanged 7 SP:Iteration 10Q (2586.064855 sec): 3 clusters Score: Raw -55432.141523 + Penalty 1499.162070 = -53932.979453 nChanged 8 SP:Iteration 11Q (2586.152465 sec): 3 clusters Score: Raw -55437.387884 + Penalty 1499.162070 = -53938.225814 nChanged 3 SP:Iteration 12Q (2586.234781 sec): 3 clusters Score: Raw -55438.870551 + Penalty 1499.162070 = -53939.708481 nChanged 3 SP:Iteration 13Q (2586.330990 sec): 3 clusters Score: Raw -55440.513218 + Penalty 1499.162070 = -53941.351148 nChanged 3 SP:Iteration 14Q (2586.441613 sec): 3 clusters Score: Raw -55441.602650 + Penalty 1499.162070 = -53942.440580 nChanged 0 SP:Iteration 15F (2586.522613 sec): 3 clusters Score: Raw -55441.602650 + Penalty 1499.162070 = -53942.440580 nChanged 0 Score: Raw -4213977.575680 + Penalty 22471.659320 = -4191505.916360 Splitting cluster 8 changes total score from -4191538.447358 to -4191505.916360 So it's not getting split. Trying to split cluster 9 (4540 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2588.664610 sec): 2 clusters Score: Raw -266385.653125 + Penalty 884.171641 = -265501.481484 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2588.768281 sec): 3 clusters Score: Raw -263877.493174 + Penalty 1768.343281 = -262109.149893 nChanged 1919 SP:Iteration 1F (2588.874436 sec): 3 clusters Score: Raw -265020.539958 + Penalty 1768.343281 = -263252.196677 nChanged 385 SP:Iteration 2F (2588.993905 sec): 3 clusters Score: Raw -265355.205674 + Penalty 1768.343281 = -263586.862393 nChanged 336 SP:Iteration 3F (2589.080822 sec): 3 clusters Score: Raw -265670.611349 + Penalty 1768.343281 = -263902.268068 nChanged 325 SP:Iteration 4F (2589.179481 sec): 3 clusters Score: Raw -265922.314934 + Penalty 1768.343281 = -264153.971653 nChanged 269 SP:Iteration 5F (2589.283251 sec): 3 clusters Score: Raw -266106.638569 + Penalty 1768.343281 = -264338.295288 nChanged 216 SP:Iteration 6Q (2589.396740 sec): 3 clusters Score: Raw -266256.801288 + Penalty 1768.343281 = -264488.458007 nChanged 173 SP:Iteration 7Q (2589.500469 sec): 3 clusters Score: Raw -266367.462074 + Penalty 1768.343281 = -264599.118793 nChanged 165 SP:Iteration 8Q (2589.591681 sec): 3 clusters Score: Raw -266450.842372 + Penalty 1768.343281 = -264682.499091 nChanged 135 SP:Iteration 9Q (2589.687277 sec): 3 clusters Score: Raw -266512.211467 + Penalty 1768.343281 = -264743.868186 nChanged 115 SP:Iteration 10Q (2589.786872 sec): 3 clusters Score: Raw -266556.134876 + Penalty 1768.343281 = -264787.791595 nChanged 87 SP:Iteration 11Q (2589.887579 sec): 3 clusters Score: Raw -266586.364025 + Penalty 1768.343281 = -264818.020744 nChanged 73 SP:Iteration 12Q (2589.996591 sec): 3 clusters Score: Raw -266608.418357 + Penalty 1768.343281 = -264840.075076 nChanged 55 SP:Iteration 13Q (2590.117372 sec): 3 clusters Score: Raw -266626.116681 + Penalty 1768.343281 = -264857.773400 nChanged 50 SP:Iteration 14Q (2590.205794 sec): 3 clusters Score: Raw -266639.125960 + Penalty 1768.343281 = -264870.782679 nChanged 50 SP:Iteration 15Q (2590.326348 sec): 3 clusters Score: Raw -266653.268669 + Penalty 1768.343281 = -264884.925388 nChanged 50 SP:Iteration 16Q (2590.432951 sec): 3 clusters Score: Raw -266666.155337 + Penalty 1768.343281 = -264897.812056 nChanged 35 SP:Iteration 17Q (2590.527187 sec): 3 clusters Score: Raw -266676.089932 + Penalty 1768.343281 = -264907.746651 nChanged 39 SP:Iteration 18Q (2590.653265 sec): 3 clusters Score: Raw -266686.434510 + Penalty 1768.343281 = -264918.091229 nChanged 33 SP:Iteration 19Q (2590.746502 sec): 3 clusters Score: Raw -266693.919081 + Penalty 1768.343281 = -264925.575799 nChanged 33 SP:Iteration 20F (2590.845048 sec): 3 clusters Score: Raw -266702.832154 + Penalty 1768.343281 = -264934.488873 nChanged 32 SP:Iteration 21Q (2590.986485 sec): 3 clusters Score: Raw -266709.513223 + Penalty 1768.343281 = -264941.169942 nChanged 26 SP:Iteration 22Q (2591.085971 sec): 3 clusters Score: Raw -266713.722735 + Penalty 1768.343281 = -264945.379454 nChanged 18 SP:Iteration 23Q (2591.168103 sec): 3 clusters Score: Raw -266718.301102 + Penalty 1768.343281 = -264949.957821 nChanged 17 SP:Iteration 24Q (2591.283079 sec): 3 clusters Score: Raw -266722.423863 + Penalty 1768.343281 = -264954.080582 nChanged 18 SP:Iteration 25Q (2591.392775 sec): 3 clusters Score: Raw -266725.898999 + Penalty 1768.343281 = -264957.555718 nChanged 21 SP:Iteration 26Q (2591.496012 sec): 3 clusters Score: Raw -266729.247921 + Penalty 1768.343281 = -264960.904640 nChanged 23 SP:Iteration 27Q (2591.623390 sec): 3 clusters Score: Raw -266733.876171 + Penalty 1768.343281 = -264965.532890 nChanged 24 SP:Iteration 28Q (2591.703560 sec): 3 clusters Score: Raw -266739.423310 + Penalty 1768.343281 = -264971.080029 nChanged 23 SP:Iteration 29Q (2591.802765 sec): 3 clusters Score: Raw -266745.433180 + Penalty 1768.343281 = -264977.089899 nChanged 25 SP:Iteration 30Q (2591.944623 sec): 3 clusters Score: Raw -266751.374147 + Penalty 1768.343281 = -264983.030866 nChanged 15 SP:Iteration 31Q (2592.026393 sec): 3 clusters Score: Raw -266754.080255 + Penalty 1768.343281 = -264985.736974 nChanged 19 SP:Iteration 32Q (2592.124845 sec): 3 clusters Score: Raw -266757.401466 + Penalty 1768.343281 = -264989.058185 nChanged 18 SP:Iteration 33Q (2592.228554 sec): 3 clusters Score: Raw -266760.615166 + Penalty 1768.343281 = -264992.271885 nChanged 15 SP:Iteration 34Q (2592.351934 sec): 3 clusters Score: Raw -266762.920069 + Penalty 1768.343281 = -264994.576787 nChanged 14 SP:Iteration 35Q (2592.462224 sec): 3 clusters Score: Raw -266764.866523 + Penalty 1768.343281 = -264996.523242 nChanged 16 SP:Iteration 36Q (2592.565571 sec): 3 clusters Score: Raw -266769.227700 + Penalty 1768.343281 = -265000.884419 nChanged 21 SP:Iteration 37Q (2592.655315 sec): 3 clusters Score: Raw -266776.483323 + Penalty 1768.343281 = -265008.140042 nChanged 36 SP:Iteration 38Q (2592.762848 sec): 3 clusters Score: Raw -266788.932585 + Penalty 1768.343281 = -265020.589304 nChanged 32 SP:Iteration 39Q (2592.858269 sec): 3 clusters Score: Raw -266799.245573 + Penalty 1768.343281 = -265030.902292 nChanged 33 SP:Iteration 40F (2592.960112 sec): 3 clusters Score: Raw -266811.750411 + Penalty 1768.343281 = -265043.407130 nChanged 35 SP:Iteration 41Q (2593.070870 sec): 3 clusters Score: Raw -266821.209921 + Penalty 1768.343281 = -265052.866640 nChanged 32 SP:Iteration 42Q (2593.183980 sec): 3 clusters Score: Raw -266831.112475 + Penalty 1768.343281 = -265062.769194 nChanged 26 SP:Iteration 43Q (2593.289048 sec): 3 clusters Score: Raw -266839.749422 + Penalty 1768.343281 = -265071.406141 nChanged 24 SP:Iteration 44Q (2593.372702 sec): 3 clusters Score: Raw -266846.911437 + Penalty 1768.343281 = -265078.568156 nChanged 21 SP:Iteration 45Q (2593.466940 sec): 3 clusters Score: Raw -266853.553579 + Penalty 1768.343281 = -265085.210297 nChanged 21 SP:Iteration 46Q (2593.577717 sec): 3 clusters Score: Raw -266857.927490 + Penalty 1768.343281 = -265089.584209 nChanged 20 SP:Iteration 47Q (2593.676276 sec): 3 clusters Score: Raw -266861.995819 + Penalty 1768.343281 = -265093.652538 nChanged 15 SP:Iteration 48Q (2593.764769 sec): 3 clusters Score: Raw -266865.041617 + Penalty 1768.343281 = -265096.698336 nChanged 14 SP:Iteration 49Q (2593.860922 sec): 3 clusters Score: Raw -266867.763488 + Penalty 1768.343281 = -265099.420207 nChanged 13 SP:Iteration 50Q (2593.962541 sec): 3 clusters Score: Raw -266870.966452 + Penalty 1768.343281 = -265102.623170 nChanged 15 SP:Iteration 51Q (2594.089546 sec): 3 clusters Score: Raw -266873.117301 + Penalty 1768.343281 = -265104.774020 nChanged 12 SP:Iteration 52Q (2594.205652 sec): 3 clusters Score: Raw -266874.784378 + Penalty 1768.343281 = -265106.441097 nChanged 10 SP:Iteration 53Q (2594.308420 sec): 3 clusters Score: Raw -266876.300857 + Penalty 1768.343281 = -265107.957575 nChanged 6 SP:Iteration 54Q (2594.389968 sec): 3 clusters Score: Raw -266876.974498 + Penalty 1768.343281 = -265108.631217 nChanged 4 SP:Iteration 55Q (2594.498361 sec): 3 clusters Score: Raw -266877.504205 + Penalty 1768.343281 = -265109.160924 nChanged 0 SP:Iteration 56F (2594.596803 sec): 3 clusters Score: Raw -266877.504205 + Penalty 1768.343281 = -265109.160924 nChanged 0 Trying to split cluster 10 (30227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2594.753159 sec): 2 clusters Score: Raw -1779490.032239 + Penalty 1083.231539 = -1778406.800701 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2594.942299 sec): 3 clusters Score: Raw -1760339.820530 + Penalty 2166.463077 = -1758173.357453 nChanged 14122 SP:Iteration 1F (2595.107220 sec): 3 clusters Score: Raw -1769553.974949 + Penalty 2166.463077 = -1767387.511872 nChanged 2580 SP:Iteration 2F (2595.263472 sec): 3 clusters Score: Raw -1771586.583107 + Penalty 2166.463077 = -1769420.120030 nChanged 2674 SP:Iteration 3F (2595.430466 sec): 3 clusters Score: Raw -1773713.955704 + Penalty 2166.463077 = -1771547.492627 nChanged 2251 SP:Iteration 4F (2595.562556 sec): 3 clusters Score: Raw -1775403.526292 + Penalty 2166.463077 = -1773237.063215 nChanged 1662 SP:Iteration 5F (2595.734940 sec): 3 clusters Score: Raw -1776598.701244 + Penalty 2166.463077 = -1774432.238167 nChanged 1241 SP:Iteration 6Q (2595.928151 sec): 3 clusters Score: Raw -1777601.297982 + Penalty 2166.463077 = -1775434.834905 nChanged 1088 SP:Iteration 7Q (2596.096698 sec): 3 clusters Score: Raw -1778446.025188 + Penalty 2166.463077 = -1776279.562111 nChanged 976 SP:Iteration 8Q (2596.331976 sec): 3 clusters Score: Raw -1779176.309803 + Penalty 2166.463077 = -1777009.846726 nChanged 868 SP:Iteration 9Q (2596.477622 sec): 3 clusters Score: Raw -1779762.793859 + Penalty 2166.463077 = -1777596.330782 nChanged 794 SP:Iteration 10Q (2596.629649 sec): 3 clusters Score: Raw -1780230.507042 + Penalty 2166.463077 = -1778064.043964 nChanged 672 SP:Iteration 11Q (2596.779728 sec): 3 clusters Score: Raw -1780601.664776 + Penalty 2166.463077 = -1778435.201698 nChanged 612 SP:Iteration 12Q (2596.942661 sec): 3 clusters Score: Raw -1780950.111979 + Penalty 2166.463077 = -1778783.648902 nChanged 669 SP:Iteration 13Q (2597.124054 sec): 3 clusters Score: Raw -1781364.389690 + Penalty 2166.463077 = -1779197.926612 nChanged 677 SP:Iteration 14Q (2597.298408 sec): 3 clusters Score: Raw -1781842.907729 + Penalty 2166.463077 = -1779676.444652 nChanged 695 SP:Iteration 15Q (2597.444043 sec): 3 clusters Score: Raw -1782327.372535 + Penalty 2166.463077 = -1780160.909458 nChanged 686 SP:Iteration 16Q (2597.606781 sec): 3 clusters Score: Raw -1782830.387155 + Penalty 2166.463077 = -1780663.924078 nChanged 631 SP:Iteration 17Q (2597.733889 sec): 3 clusters Score: Raw -1783284.466357 + Penalty 2166.463077 = -1781118.003280 nChanged 511 SP:Iteration 18Q (2597.901942 sec): 3 clusters Score: Raw -1783570.072285 + Penalty 2166.463077 = -1781403.609208 nChanged 341 SP:Iteration 19Q (2598.060275 sec): 3 clusters Score: Raw -1783702.949249 + Penalty 2166.463077 = -1781536.486171 nChanged 207 SP:Iteration 20F (2598.305973 sec): 3 clusters Score: Raw -1783763.204537 + Penalty 2166.463077 = -1781596.741459 nChanged 166 SP:Iteration 21Q (2598.461143 sec): 3 clusters Score: Raw -1783802.813662 + Penalty 2166.463077 = -1781636.350585 nChanged 120 SP:Iteration 22Q (2598.655319 sec): 3 clusters Score: Raw -1783826.355325 + Penalty 2166.463077 = -1781659.892248 nChanged 84 SP:Iteration 23Q (2598.820267 sec): 3 clusters Score: Raw -1783839.947172 + Penalty 2166.463077 = -1781673.484095 nChanged 56 SP:Iteration 24Q (2599.008805 sec): 3 clusters Score: Raw -1783849.161500 + Penalty 2166.463077 = -1781682.698423 nChanged 55 SP:Iteration 25Q (2599.158097 sec): 3 clusters Score: Raw -1783858.761451 + Penalty 2166.463077 = -1781692.298373 nChanged 52 SP:Iteration 26Q (2599.311663 sec): 3 clusters Score: Raw -1783867.589444 + Penalty 2166.463077 = -1781701.126367 nChanged 53 SP:Iteration 27Q (2599.461740 sec): 3 clusters Score: Raw -1783875.367489 + Penalty 2166.463077 = -1781708.904411 nChanged 46 SP:Iteration 28Q (2599.596352 sec): 3 clusters Score: Raw -1783880.890976 + Penalty 2166.463077 = -1781714.427899 nChanged 46 SP:Iteration 29Q (2599.753612 sec): 3 clusters Score: Raw -1783888.044706 + Penalty 2166.463077 = -1781721.581628 nChanged 59 SP:Iteration 30Q (2599.900618 sec): 3 clusters Score: Raw -1783895.251838 + Penalty 2166.463077 = -1781728.788761 nChanged 39 SP:Iteration 31Q (2600.044729 sec): 3 clusters Score: Raw -1783899.619279 + Penalty 2166.463077 = -1781733.156202 nChanged 44 SP:Iteration 32Q (2600.185362 sec): 3 clusters Score: Raw -1783905.522598 + Penalty 2166.463077 = -1781739.059521 nChanged 43 SP:Iteration 33Q (2600.344003 sec): 3 clusters Score: Raw -1783912.000152 + Penalty 2166.463077 = -1781745.537075 nChanged 44 SP:Iteration 34Q (2600.505249 sec): 3 clusters Score: Raw -1783918.264183 + Penalty 2166.463077 = -1781751.801106 nChanged 43 SP:Iteration 35Q (2600.656134 sec): 3 clusters Score: Raw -1783924.577260 + Penalty 2166.463077 = -1781758.114182 nChanged 39 SP:Iteration 36Q (2600.795010 sec): 3 clusters Score: Raw -1783927.909690 + Penalty 2166.463077 = -1781761.446613 nChanged 28 SP:Iteration 37Q (2600.958881 sec): 3 clusters Score: Raw -1783929.940590 + Penalty 2166.463077 = -1781763.477513 nChanged 33 SP:Iteration 38Q (2601.135720 sec): 3 clusters Score: Raw -1783932.324234 + Penalty 2166.463077 = -1781765.861156 nChanged 20 SP:Iteration 39Q (2601.274136 sec): 3 clusters Score: Raw -1783933.722756 + Penalty 2166.463077 = -1781767.259679 nChanged 20 SP:Iteration 40F (2601.423020 sec): 3 clusters Score: Raw -1783934.942688 + Penalty 2166.463077 = -1781768.479611 nChanged 9 SP:Iteration 41Q (2601.593013 sec): 3 clusters Score: Raw -1783935.335821 + Penalty 2166.463077 = -1781768.872744 nChanged 6 SP:Iteration 42Q (2601.750683 sec): 3 clusters Score: Raw -1783935.608414 + Penalty 2166.463077 = -1781769.145337 nChanged 5 SP:Iteration 43Q (2601.890655 sec): 3 clusters Score: Raw -1783935.687432 + Penalty 2166.463077 = -1781769.224354 nChanged 2 SP:Iteration 44Q (2602.053320 sec): 3 clusters Score: Raw -1783935.784051 + Penalty 2166.463077 = -1781769.320974 nChanged 3 SP:Iteration 45Q (2602.213677 sec): 3 clusters Score: Raw -1783935.985473 + Penalty 2166.463077 = -1781769.522395 nChanged 3 SP:Iteration 46Q (2602.344006 sec): 3 clusters Score: Raw -1783936.137540 + Penalty 2166.463077 = -1781769.674463 nChanged 4 SP:Iteration 47Q (2602.503840 sec): 3 clusters Score: Raw -1783936.226467 + Penalty 2166.463077 = -1781769.763390 nChanged 1 SP:Iteration 48Q (2602.657675 sec): 3 clusters Score: Raw -1783936.262431 + Penalty 2166.463077 = -1781769.799354 nChanged 1 SP:Iteration 49Q (2602.798320 sec): 3 clusters Score: Raw -1783936.294334 + Penalty 2166.463077 = -1781769.831257 nChanged 1 SP:Iteration 50Q (2602.982528 sec): 3 clusters Score: Raw -1783936.309050 + Penalty 2166.463077 = -1781769.845973 nChanged 0 SP:Iteration 51F (2603.102710 sec): 3 clusters Score: Raw -1783936.309050 + Penalty 2166.463077 = -1781769.845973 nChanged 0 Score: Raw -4217671.205395 + Penalty 22471.659320 = -4195199.546074 Splitting cluster 10 changes total score from -4191538.447358 to -4195199.546074 So it's getting split into cluster 19. Trying to split cluster 11 (3195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2605.209467 sec): 2 clusters Score: Raw -182223.474062 + Penalty 847.280949 = -181376.193113 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2605.358827 sec): 3 clusters Score: Raw -180540.215935 + Penalty 1694.561897 = -178845.654038 nChanged 1337 SP:Iteration 1F (2605.462196 sec): 3 clusters Score: Raw -181395.378036 + Penalty 1694.561897 = -179700.816139 nChanged 310 SP:Iteration 2F (2605.546997 sec): 3 clusters Score: Raw -181652.774953 + Penalty 1694.561897 = -179958.213056 nChanged 226 SP:Iteration 3F (2605.633393 sec): 3 clusters Score: Raw -181831.690283 + Penalty 1694.561897 = -180137.128386 nChanged 192 SP:Iteration 4F (2605.739688 sec): 3 clusters Score: Raw -181958.157862 + Penalty 1694.561897 = -180263.595965 nChanged 152 SP:Iteration 5Q (2605.828208 sec): 3 clusters Score: Raw -182046.929880 + Penalty 1694.561897 = -180352.367983 nChanged 126 SP:Iteration 6Q (2605.929357 sec): 3 clusters Score: Raw -182111.244594 + Penalty 1694.561897 = -180416.682697 nChanged 105 SP:Iteration 7Q (2606.030306 sec): 3 clusters Score: Raw -182171.689226 + Penalty 1694.561897 = -180477.127329 nChanged 93 SP:Iteration 8Q (2606.131403 sec): 3 clusters Score: Raw -182227.693434 + Penalty 1694.561897 = -180533.131537 nChanged 102 SP:Iteration 9Q (2606.236266 sec): 3 clusters Score: Raw -182296.932959 + Penalty 1694.561897 = -180602.371062 nChanged 83 SP:Iteration 10Q (2606.327753 sec): 3 clusters Score: Raw -182356.175442 + Penalty 1694.561897 = -180661.613545 nChanged 69 SP:Iteration 11Q (2606.443105 sec): 3 clusters Score: Raw -182408.059864 + Penalty 1694.561897 = -180713.497967 nChanged 75 SP:Iteration 12Q (2606.525911 sec): 3 clusters Score: Raw -182450.500866 + Penalty 1694.561897 = -180755.938969 nChanged 62 SP:Iteration 13Q (2606.620853 sec): 3 clusters Score: Raw -182483.926906 + Penalty 1694.561897 = -180789.365009 nChanged 55 SP:Iteration 14Q (2606.746439 sec): 3 clusters Score: Raw -182516.353598 + Penalty 1694.561897 = -180821.791701 nChanged 45 SP:Iteration 15Q (2606.827333 sec): 3 clusters Score: Raw -182543.747710 + Penalty 1694.561897 = -180849.185813 nChanged 41 SP:Iteration 16Q (2606.923414 sec): 3 clusters Score: Raw -182564.820865 + Penalty 1694.561897 = -180870.258968 nChanged 21 SP:Iteration 17Q (2607.007943 sec): 3 clusters Score: Raw -182579.036947 + Penalty 1694.561897 = -180884.475050 nChanged 23 SP:Iteration 18Q (2607.137045 sec): 3 clusters Score: Raw -182590.420165 + Penalty 1694.561897 = -180895.858268 nChanged 27 SP:Iteration 19Q (2607.233160 sec): 3 clusters Score: Raw -182603.197383 + Penalty 1694.561897 = -180908.635486 nChanged 22 SP:Iteration 20F (2607.321849 sec): 3 clusters Score: Raw -182620.443292 + Penalty 1694.561897 = -180925.881395 nChanged 20 SP:Iteration 21Q (2607.445007 sec): 3 clusters Score: Raw -182632.992008 + Penalty 1694.561897 = -180938.430111 nChanged 15 SP:Iteration 22Q (2607.525646 sec): 3 clusters Score: Raw -182644.889190 + Penalty 1694.561897 = -180950.327293 nChanged 19 SP:Iteration 23Q (2607.631974 sec): 3 clusters Score: Raw -182658.006663 + Penalty 1694.561897 = -180963.444766 nChanged 16 SP:Iteration 24Q (2607.721308 sec): 3 clusters Score: Raw -182669.481229 + Penalty 1694.561897 = -180974.919332 nChanged 17 SP:Iteration 25Q (2607.837710 sec): 3 clusters Score: Raw -182680.061417 + Penalty 1694.561897 = -180985.499520 nChanged 13 SP:Iteration 26Q (2607.921090 sec): 3 clusters Score: Raw -182690.253856 + Penalty 1694.561897 = -180995.691959 nChanged 22 SP:Iteration 27Q (2608.018156 sec): 3 clusters Score: Raw -182713.000828 + Penalty 1694.561897 = -181018.438931 nChanged 28 SP:Iteration 28Q (2608.140117 sec): 3 clusters Score: Raw -182742.229268 + Penalty 1694.561897 = -181047.667371 nChanged 27 SP:Iteration 29Q (2608.222367 sec): 3 clusters Score: Raw -182772.160002 + Penalty 1694.561897 = -181077.598105 nChanged 26 SP:Iteration 30Q (2608.329725 sec): 3 clusters Score: Raw -182797.684575 + Penalty 1694.561897 = -181103.122678 nChanged 27 SP:Iteration 31Q (2608.421936 sec): 3 clusters Score: Raw -182817.963847 + Penalty 1694.561897 = -181123.401950 nChanged 20 SP:Iteration 32Q (2608.533969 sec): 3 clusters Score: Raw -182836.079266 + Penalty 1694.561897 = -181141.517369 nChanged 10 SP:Iteration 33Q (2608.649443 sec): 3 clusters Score: Raw -182842.254075 + Penalty 1694.561897 = -181147.692178 nChanged 10 SP:Iteration 34Q (2608.753137 sec): 3 clusters Score: Raw -182846.273916 + Penalty 1694.561897 = -181151.712019 nChanged 9 SP:Iteration 35Q (2608.840405 sec): 3 clusters Score: Raw -182852.128097 + Penalty 1694.561897 = -181157.566200 nChanged 11 SP:Iteration 36Q (2608.947680 sec): 3 clusters Score: Raw -182866.101346 + Penalty 1694.561897 = -181171.539449 nChanged 14 SP:Iteration 37Q (2609.052242 sec): 3 clusters Score: Raw -182876.921122 + Penalty 1694.561897 = -181182.359225 nChanged 16 SP:Iteration 38Q (2609.169164 sec): 3 clusters Score: Raw -182887.069489 + Penalty 1694.561897 = -181192.507592 nChanged 8 SP:Iteration 39Q (2609.250722 sec): 3 clusters Score: Raw -182891.784422 + Penalty 1694.561897 = -181197.222525 nChanged 4 SP:Iteration 40F (2609.352157 sec): 3 clusters Score: Raw -182900.455093 + Penalty 1694.561897 = -181205.893196 nChanged 5 SP:Iteration 41Q (2609.446262 sec): 3 clusters Score: Raw -182903.414442 + Penalty 1694.561897 = -181208.852545 nChanged 2 SP:Iteration 42Q (2609.546894 sec): 3 clusters Score: Raw -182904.379795 + Penalty 1694.561897 = -181209.817898 nChanged 1 SP:Iteration 43Q (2609.662215 sec): 3 clusters Score: Raw -182905.015581 + Penalty 1694.561897 = -181210.453684 nChanged 1 SP:Iteration 44Q (2609.739134 sec): 3 clusters Score: Raw -182905.312593 + Penalty 1694.561897 = -181210.750696 nChanged 2 SP:Iteration 45Q (2609.848297 sec): 3 clusters Score: Raw -182905.823557 + Penalty 1694.561897 = -181211.261660 nChanged 2 SP:Iteration 46Q (2609.948313 sec): 3 clusters Score: Raw -182906.680464 + Penalty 1694.561897 = -181212.118567 nChanged 4 SP:Iteration 47Q (2610.047367 sec): 3 clusters Score: Raw -182909.050401 + Penalty 1694.561897 = -181214.488504 nChanged 4 SP:Iteration 48Q (2610.155214 sec): 3 clusters Score: Raw -182910.402809 + Penalty 1694.561897 = -181215.840912 nChanged 5 SP:Iteration 49Q (2610.254345 sec): 3 clusters Score: Raw -182912.235814 + Penalty 1694.561897 = -181217.673917 nChanged 4 SP:Iteration 50Q (2610.370210 sec): 3 clusters Score: Raw -182913.510121 + Penalty 1694.561897 = -181218.948224 nChanged 3 SP:Iteration 51Q (2610.463013 sec): 3 clusters Score: Raw -182915.155870 + Penalty 1694.561897 = -181220.593973 nChanged 5 SP:Iteration 52Q (2610.584466 sec): 3 clusters Score: Raw -182918.834766 + Penalty 1694.561897 = -181224.272869 nChanged 2 SP:Iteration 53Q (2610.666275 sec): 3 clusters Score: Raw -182919.978035 + Penalty 1694.561897 = -181225.416138 nChanged 1 SP:Iteration 54Q (2610.756185 sec): 3 clusters Score: Raw -182920.238362 + Penalty 1694.561897 = -181225.676465 nChanged 1 SP:Iteration 55Q (2610.862480 sec): 3 clusters Score: Raw -182921.013457 + Penalty 1694.561897 = -181226.451560 nChanged 0 SP:Iteration 56F (2610.962271 sec): 3 clusters Score: Raw -182921.013457 + Penalty 1694.561897 = -181226.451560 nChanged 0 Trying to split cluster 12 (2517 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2611.012294 sec): 2 clusters Score: Raw -134342.129386 + Penalty 822.236414 = -133519.892972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2611.101588 sec): 3 clusters Score: Raw -133128.186019 + Penalty 1644.472829 = -131483.713190 nChanged 973 SP:Iteration 1F (2611.219454 sec): 3 clusters Score: Raw -133808.811273 + Penalty 1644.472829 = -132164.338444 nChanged 243 SP:Iteration 2F (2611.302211 sec): 3 clusters Score: Raw -134099.257600 + Penalty 1644.472829 = -132454.784771 nChanged 218 SP:Iteration 3F (2611.398099 sec): 3 clusters Score: Raw -134398.218432 + Penalty 1644.472829 = -132753.745603 nChanged 198 SP:Iteration 4F (2611.503640 sec): 3 clusters Score: Raw -134702.361918 + Penalty 1644.472829 = -133057.889089 nChanged 177 SP:Iteration 5F (2611.630393 sec): 3 clusters Score: Raw -134918.453168 + Penalty 1644.472829 = -133273.980339 nChanged 122 SP:Iteration 6Q (2611.726097 sec): 3 clusters Score: Raw -135040.187872 + Penalty 1644.472829 = -133395.715043 nChanged 76 SP:Iteration 7Q (2611.814102 sec): 3 clusters Score: Raw -135103.817692 + Penalty 1644.472829 = -133459.344863 nChanged 72 SP:Iteration 8Q (2611.918072 sec): 3 clusters Score: Raw -135167.266185 + Penalty 1644.472829 = -133522.793356 nChanged 67 SP:Iteration 9Q (2612.021475 sec): 3 clusters Score: Raw -135220.577953 + Penalty 1644.472829 = -133576.105124 nChanged 49 SP:Iteration 10Q (2612.116120 sec): 3 clusters Score: Raw -135253.751152 + Penalty 1644.472829 = -133609.278323 nChanged 24 SP:Iteration 11Q (2612.208147 sec): 3 clusters Score: Raw -135269.219815 + Penalty 1644.472829 = -133624.746986 nChanged 25 SP:Iteration 12Q (2612.307641 sec): 3 clusters Score: Raw -135285.332358 + Penalty 1644.472829 = -133640.859529 nChanged 25 SP:Iteration 13Q (2612.420326 sec): 3 clusters Score: Raw -135300.397890 + Penalty 1644.472829 = -133655.925061 nChanged 24 SP:Iteration 14Q (2612.510063 sec): 3 clusters Score: Raw -135314.087201 + Penalty 1644.472829 = -133669.614372 nChanged 19 SP:Iteration 15Q (2612.620774 sec): 3 clusters Score: Raw -135320.771669 + Penalty 1644.472829 = -133676.298840 nChanged 5 SP:Iteration 16Q (2612.699458 sec): 3 clusters Score: Raw -135324.258230 + Penalty 1644.472829 = -133679.785401 nChanged 7 SP:Iteration 17Q (2612.795430 sec): 3 clusters Score: Raw -135327.450232 + Penalty 1644.472829 = -133682.977403 nChanged 7 SP:Iteration 18Q (2612.907750 sec): 3 clusters Score: Raw -135330.601184 + Penalty 1644.472829 = -133686.128355 nChanged 6 SP:Iteration 19Q (2613.020064 sec): 3 clusters Score: Raw -135332.034762 + Penalty 1644.472829 = -133687.561933 nChanged 3 SP:Iteration 20F (2613.111353 sec): 3 clusters Score: Raw -135335.005738 + Penalty 1644.472829 = -133690.532909 nChanged 6 SP:Iteration 21Q (2613.187776 sec): 3 clusters Score: Raw -135337.428136 + Penalty 1644.472829 = -133692.955307 nChanged 3 SP:Iteration 22Q (2613.295140 sec): 3 clusters Score: Raw -135338.101961 + Penalty 1644.472829 = -133693.629132 nChanged 0 SP:Iteration 23F (2613.380099 sec): 3 clusters Score: Raw -135338.101961 + Penalty 1644.472829 = -133693.629132 nChanged 0 Score: Raw -4218667.177969 + Penalty 23654.378232 = -4195012.799738 Splitting cluster 12 changes total score from -4191538.447358 to -4195012.799738 So it's getting split into cluster 20. Trying to split cluster 13 (2008 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2615.480666 sec): 2 clusters Score: Raw -106483.995242 + Penalty 798.513920 = -105685.481322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2615.607116 sec): 3 clusters Score: Raw -105527.930085 + Penalty 1597.027841 = -103930.902244 nChanged 740 SP:Iteration 1F (2615.709528 sec): 3 clusters Score: Raw -106107.064763 + Penalty 1597.027841 = -104510.036922 nChanged 225 SP:Iteration 2F (2615.810182 sec): 3 clusters Score: Raw -106420.005949 + Penalty 1597.027841 = -104822.978108 nChanged 199 SP:Iteration 3F (2615.899912 sec): 3 clusters Score: Raw -106709.155640 + Penalty 1597.027841 = -105112.127799 nChanged 132 SP:Iteration 4F (2616.000181 sec): 3 clusters Score: Raw -106878.027614 + Penalty 1597.027841 = -105280.999773 nChanged 108 SP:Iteration 5F (2616.090448 sec): 3 clusters Score: Raw -107016.030442 + Penalty 1597.027841 = -105419.002601 nChanged 84 SP:Iteration 6Q (2616.187225 sec): 3 clusters Score: Raw -107133.439979 + Penalty 1597.027841 = -105536.412138 nChanged 72 SP:Iteration 7Q (2616.291929 sec): 3 clusters Score: Raw -107239.616451 + Penalty 1597.027841 = -105642.588610 nChanged 50 SP:Iteration 8Q (2616.383368 sec): 3 clusters Score: Raw -107318.643862 + Penalty 1597.027841 = -105721.616021 nChanged 41 SP:Iteration 9Q (2616.470391 sec): 3 clusters Score: Raw -107366.840386 + Penalty 1597.027841 = -105769.812545 nChanged 24 SP:Iteration 10Q (2616.596994 sec): 3 clusters Score: Raw -107385.702023 + Penalty 1597.027841 = -105788.674182 nChanged 20 SP:Iteration 11Q (2616.684481 sec): 3 clusters Score: Raw -107400.962339 + Penalty 1597.027841 = -105803.934498 nChanged 7 SP:Iteration 12Q (2616.788100 sec): 3 clusters Score: Raw -107406.150114 + Penalty 1597.027841 = -105809.122273 nChanged 6 SP:Iteration 13Q (2616.867899 sec): 3 clusters Score: Raw -107408.141305 + Penalty 1597.027841 = -105811.113464 nChanged 4 SP:Iteration 14Q (2616.978247 sec): 3 clusters Score: Raw -107409.710422 + Penalty 1597.027841 = -105812.682581 nChanged 0 SP:Iteration 15F (2617.054713 sec): 3 clusters Score: Raw -107409.710422 + Penalty 1597.027841 = -105812.682581 nChanged 0 Score: Raw -4219592.893150 + Penalty 24837.097143 = -4194755.796006 Splitting cluster 13 changes total score from -4191538.447358 to -4194755.796006 So it's getting split into cluster 21. Trying to split cluster 14 (3881 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2619.221220 sec): 2 clusters Score: Raw -221822.046433 + Penalty 867.704054 = -220954.342379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2619.364570 sec): 3 clusters Score: Raw -219784.622802 + Penalty 1735.408108 = -218049.214695 nChanged 1631 SP:Iteration 1F (2619.459462 sec): 3 clusters Score: Raw -220754.762837 + Penalty 1735.408108 = -219019.354729 nChanged 348 SP:Iteration 2F (2619.545146 sec): 3 clusters Score: Raw -221019.939517 + Penalty 1735.408108 = -219284.531410 nChanged 326 SP:Iteration 3F (2619.673415 sec): 3 clusters Score: Raw -221331.370723 + Penalty 1735.408108 = -219595.962615 nChanged 282 SP:Iteration 4F (2619.761922 sec): 3 clusters Score: Raw -221590.288668 + Penalty 1735.408108 = -219854.880560 nChanged 205 SP:Iteration 5F (2619.879542 sec): 3 clusters Score: Raw -221736.064938 + Penalty 1735.408108 = -220000.656830 nChanged 163 SP:Iteration 6Q (2619.984290 sec): 3 clusters Score: Raw -221821.106959 + Penalty 1735.408108 = -220085.698851 nChanged 115 SP:Iteration 7Q (2620.082766 sec): 3 clusters Score: Raw -221878.617611 + Penalty 1735.408108 = -220143.209504 nChanged 83 SP:Iteration 8Q (2620.195301 sec): 3 clusters Score: Raw -221914.708336 + Penalty 1735.408108 = -220179.300229 nChanged 63 SP:Iteration 9Q (2620.278267 sec): 3 clusters Score: Raw -221940.225495 + Penalty 1735.408108 = -220204.817388 nChanged 45 SP:Iteration 10Q (2620.402723 sec): 3 clusters Score: Raw -221958.790541 + Penalty 1735.408108 = -220223.382434 nChanged 35 SP:Iteration 11Q (2620.494536 sec): 3 clusters Score: Raw -221971.258851 + Penalty 1735.408108 = -220235.850743 nChanged 33 SP:Iteration 12Q (2620.621242 sec): 3 clusters Score: Raw -221987.270779 + Penalty 1735.408108 = -220251.862671 nChanged 33 SP:Iteration 13Q (2620.716293 sec): 3 clusters Score: Raw -221999.945906 + Penalty 1735.408108 = -220264.537798 nChanged 23 SP:Iteration 14Q (2620.804842 sec): 3 clusters Score: Raw -222007.654966 + Penalty 1735.408108 = -220272.246859 nChanged 18 SP:Iteration 15Q (2620.928846 sec): 3 clusters Score: Raw -222015.552889 + Penalty 1735.408108 = -220280.144782 nChanged 18 SP:Iteration 16Q (2621.035889 sec): 3 clusters Score: Raw -222021.363644 + Penalty 1735.408108 = -220285.955536 nChanged 18 SP:Iteration 17Q (2621.127141 sec): 3 clusters Score: Raw -222027.034927 + Penalty 1735.408108 = -220291.626820 nChanged 20 SP:Iteration 18Q (2621.260785 sec): 3 clusters Score: Raw -222034.122343 + Penalty 1735.408108 = -220298.714236 nChanged 18 SP:Iteration 19Q (2621.345991 sec): 3 clusters Score: Raw -222039.810523 + Penalty 1735.408108 = -220304.402415 nChanged 12 SP:Iteration 20F (2621.440629 sec): 3 clusters Score: Raw -222042.882164 + Penalty 1735.408108 = -220307.474057 nChanged 6 SP:Iteration 21Q (2621.560731 sec): 3 clusters Score: Raw -222044.218501 + Penalty 1735.408108 = -220308.810393 nChanged 5 SP:Iteration 22Q (2621.663291 sec): 3 clusters Score: Raw -222045.047131 + Penalty 1735.408108 = -220309.639024 nChanged 2 SP:Iteration 23Q (2621.754623 sec): 3 clusters Score: Raw -222045.543764 + Penalty 1735.408108 = -220310.135656 nChanged 1 SP:Iteration 24Q (2621.869045 sec): 3 clusters Score: Raw -222046.042762 + Penalty 1735.408108 = -220310.634654 nChanged 3 SP:Iteration 25Q (2621.975943 sec): 3 clusters Score: Raw -222046.561683 + Penalty 1735.408108 = -220311.153575 nChanged 3 SP:Iteration 26Q (2622.084111 sec): 3 clusters Score: Raw -222047.094038 + Penalty 1735.408108 = -220311.685931 nChanged 0 SP:Iteration 27F (2622.176521 sec): 3 clusters Score: Raw -222047.094038 + Penalty 1735.408108 = -220311.685931 nChanged 0 Trying to split cluster 15 (2140 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2622.229428 sec): 2 clusters Score: Raw -83218.109072 + Penalty 805.198916 = -82412.910156 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2622.338984 sec): 3 clusters Score: Raw -82234.956835 + Penalty 1610.397833 = -80624.559002 nChanged 862 SP:Iteration 1F (2622.442680 sec): 3 clusters Score: Raw -83050.979164 + Penalty 1610.397833 = -81440.581331 nChanged 240 SP:Iteration 2F (2622.543278 sec): 3 clusters Score: Raw -83521.006032 + Penalty 1610.397833 = -81910.608200 nChanged 216 SP:Iteration 3F (2622.672107 sec): 3 clusters Score: Raw -83898.261904 + Penalty 1610.397833 = -82287.864071 nChanged 158 SP:Iteration 4F (2622.751040 sec): 3 clusters Score: Raw -84133.208920 + Penalty 1610.397833 = -82522.811088 nChanged 110 SP:Iteration 5F (2622.850773 sec): 3 clusters Score: Raw -84276.304258 + Penalty 1610.397833 = -82665.906426 nChanged 80 SP:Iteration 6Q (2622.964240 sec): 3 clusters Score: Raw -84346.890238 + Penalty 1610.397833 = -82736.492405 nChanged 57 SP:Iteration 7Q (2623.055214 sec): 3 clusters Score: Raw -84406.660633 + Penalty 1610.397833 = -82796.262801 nChanged 60 SP:Iteration 8Q (2623.180161 sec): 3 clusters Score: Raw -84474.897670 + Penalty 1610.397833 = -82864.499837 nChanged 49 SP:Iteration 9Q (2623.271219 sec): 3 clusters Score: Raw -84524.721406 + Penalty 1610.397833 = -82914.323573 nChanged 36 SP:Iteration 10Q (2623.363877 sec): 3 clusters Score: Raw -84540.052212 + Penalty 1610.397833 = -82929.654379 nChanged 15 SP:Iteration 11Q (2623.496641 sec): 3 clusters Score: Raw -84545.716841 + Penalty 1610.397833 = -82935.319008 nChanged 8 SP:Iteration 12Q (2623.599658 sec): 3 clusters Score: Raw -84548.074249 + Penalty 1610.397833 = -82937.676416 nChanged 2 SP:Iteration 13Q (2623.704554 sec): 3 clusters Score: Raw -84548.278250 + Penalty 1610.397833 = -82937.880417 nChanged 0 SP:Iteration 14F (2623.804595 sec): 3 clusters Score: Raw -84548.278250 + Penalty 1610.397833 = -82937.880417 nChanged 0 Score: Raw -4220923.062327 + Penalty 26019.816055 = -4194903.246273 Splitting cluster 15 changes total score from -4191538.447358 to -4194903.246273 So it's getting split into cluster 22. Iteration 99Q (2628.114715 sec): 23 clusters Score: Raw -4222863.262331 + Penalty 26019.816055 = -4196843.446276 nChanged 2936 Iteration 100F (2630.451991 sec): 23 clusters Score: Raw -4224650.837979 + Penalty 26019.816055 = -4198631.021924 nChanged 1982 Iteration 101Q (2632.264038 sec): 23 clusters Score: Raw -4225529.871055 + Penalty 26019.816055 = -4199510.055000 nChanged 1177 Iteration 102Q (2634.095207 sec): 23 clusters Score: Raw -4226064.817343 + Penalty 26019.816055 = -4200045.001288 nChanged 944 Iteration 103Q (2635.890981 sec): 23 clusters Score: Raw -4226579.140794 + Penalty 26019.816055 = -4200559.324739 nChanged 843 Iteration 104Q (2637.678996 sec): 23 clusters Score: Raw -4227050.907288 + Penalty 26019.816055 = -4201031.091233 nChanged 751 Iteration 105Q (2639.480975 sec): 23 clusters Score: Raw -4227464.216428 + Penalty 26019.816055 = -4201444.400374 nChanged 615 Iteration 106Q (2641.247144 sec): 23 clusters Score: Raw -4227723.084765 + Penalty 26019.816055 = -4201703.268711 nChanged 461 Iteration 107Q (2643.011172 sec): 23 clusters Score: Raw -4227874.082424 + Penalty 26019.816055 = -4201854.266369 nChanged 415 Iteration 108Q (2644.731275 sec): 23 clusters Score: Raw -4227992.387098 + Penalty 26019.816055 = -4201972.571043 nChanged 333 Iteration 109Q (2646.467386 sec): 23 clusters Score: Raw -4228078.344090 + Penalty 26019.816055 = -4202058.528035 nChanged 275 Iteration 110Q (2648.219621 sec): 23 clusters Score: Raw -4228154.223677 + Penalty 26019.816055 = -4202134.407622 nChanged 244 Iteration 111Q (2649.979579 sec): 23 clusters Score: Raw -4228219.064671 + Penalty 26019.816055 = -4202199.248616 nChanged 208 Iteration 112Q (2651.712831 sec): 23 clusters Score: Raw -4228270.502321 + Penalty 26019.816055 = -4202250.686266 nChanged 187 Iteration 113Q (2653.480923 sec): 23 clusters Score: Raw -4228317.021663 + Penalty 26019.816055 = -4202297.205608 nChanged 176 Iteration 114Q (2655.201669 sec): 23 clusters Score: Raw -4228361.007103 + Penalty 26019.816055 = -4202341.191048 nChanged 149 Iteration 115Q (2656.980821 sec): 23 clusters Score: Raw -4228400.212831 + Penalty 26019.816055 = -4202380.396776 nChanged 128 Iteration 116Q (2658.787940 sec): 23 clusters Score: Raw -4228434.367008 + Penalty 26019.816055 = -4202414.550953 nChanged 109 Iteration 117Q (2660.551671 sec): 23 clusters Score: Raw -4228462.831972 + Penalty 26019.816055 = -4202443.015917 nChanged 85 Iteration 118Q (2662.364814 sec): 23 clusters Score: Raw -4228495.533079 + Penalty 26019.816055 = -4202475.717024 nChanged 90 Iteration 119Q (2664.147395 sec): 23 clusters Score: Raw -4228517.357733 + Penalty 26019.816055 = -4202497.541679 nChanged 79 Iteration 120F (2666.422213 sec): 23 clusters Score: Raw -4228776.956930 + Penalty 26019.816055 = -4202757.140875 nChanged 222 Iteration 121Q (2668.230873 sec): 23 clusters Score: Raw -4228982.123239 + Penalty 26019.816055 = -4202962.307184 nChanged 304 Iteration 122Q (2670.058659 sec): 23 clusters Score: Raw -4229173.666339 + Penalty 26019.816055 = -4203153.850284 nChanged 319 Iteration 123Q (2671.847880 sec): 23 clusters Score: Raw -4229328.987151 + Penalty 26019.816055 = -4203309.171096 nChanged 322 Iteration 124Q (2673.640548 sec): 23 clusters Score: Raw -4229460.646395 + Penalty 26019.816055 = -4203440.830340 nChanged 286 Iteration 125Q (2675.419937 sec): 23 clusters Score: Raw -4229549.970924 + Penalty 26019.816055 = -4203530.154869 nChanged 233 Iteration 126Q (2677.241221 sec): 23 clusters Score: Raw -4229607.471857 + Penalty 26019.816055 = -4203587.655802 nChanged 199 Iteration 127Q (2679.094063 sec): 23 clusters Score: Raw -4229651.262683 + Penalty 26019.816055 = -4203631.446628 nChanged 149 Iteration 128Q (2680.857274 sec): 23 clusters Score: Raw -4229678.451070 + Penalty 26019.816055 = -4203658.635015 nChanged 142 Iteration 129Q (2682.673911 sec): 23 clusters Score: Raw -4229706.120791 + Penalty 26019.816055 = -4203686.304736 nChanged 111 Iteration 130Q (2684.386608 sec): 23 clusters Score: Raw -4229726.061347 + Penalty 26019.816055 = -4203706.245292 nChanged 121 Iteration 131Q (2686.130894 sec): 23 clusters Score: Raw -4229748.800583 + Penalty 26019.816055 = -4203728.984528 nChanged 97 Iteration 132Q (2687.863565 sec): 23 clusters Score: Raw -4229761.091932 + Penalty 26019.816055 = -4203741.275877 nChanged 72 Iteration 133Q (2689.607889 sec): 23 clusters Score: Raw -4229770.334605 + Penalty 26019.816055 = -4203750.518550 nChanged 57 Iteration 134Q (2691.362271 sec): 23 clusters Score: Raw -4229776.235260 + Penalty 26019.816055 = -4203756.419205 nChanged 40 Iteration 135Q (2693.147188 sec): 23 clusters Score: Raw -4229783.734109 + Penalty 26019.816055 = -4203763.918054 nChanged 36 Iteration 136Q (2694.909965 sec): 23 clusters Score: Raw -4229788.379252 + Penalty 26019.816055 = -4203768.563197 nChanged 40 Iteration 137Q (2696.702647 sec): 23 clusters Score: Raw -4229792.930651 + Penalty 26019.816055 = -4203773.114597 nChanged 26 Iteration 138Q (2698.436932 sec): 23 clusters Score: Raw -4229796.916129 + Penalty 26019.816055 = -4203777.100074 nChanged 28 Writing temp clu file Because OldScore, -4203773.114597, is greater than current (better) Score,-4203777.100074 Compute initial score before splitting: Score: Raw -4229796.916129 + Penalty 26019.816055 = -4203777.100074 Trying to split cluster 1 (5737 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2698.569214 sec): 2 clusters Score: Raw -332653.213891 + Penalty 908.742629 = -331744.471262 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2698.657350 sec): 3 clusters Score: Raw -329440.533432 + Penalty 1817.485258 = -327623.048174 nChanged 2471 SP:Iteration 1F (2698.788066 sec): 3 clusters Score: Raw -330876.604208 + Penalty 1817.485258 = -329059.118950 nChanged 396 SP:Iteration 2F (2698.887205 sec): 3 clusters Score: Raw -331098.224336 + Penalty 1817.485258 = -329280.739078 nChanged 363 SP:Iteration 3F (2699.001643 sec): 3 clusters Score: Raw -331348.235106 + Penalty 1817.485258 = -329530.749849 nChanged 369 SP:Iteration 4F (2699.111605 sec): 3 clusters Score: Raw -331571.103766 + Penalty 1817.485258 = -329753.618508 nChanged 337 SP:Iteration 5F (2699.205718 sec): 3 clusters Score: Raw -331806.350281 + Penalty 1817.485258 = -329988.865023 nChanged 307 SP:Iteration 6F (2699.317650 sec): 3 clusters Score: Raw -332038.461356 + Penalty 1817.485258 = -330220.976098 nChanged 283 SP:Iteration 7Q (2699.421956 sec): 3 clusters Score: Raw -332245.759111 + Penalty 1817.485258 = -330428.273853 nChanged 237 SP:Iteration 8Q (2699.534197 sec): 3 clusters Score: Raw -332392.061244 + Penalty 1817.485258 = -330574.575986 nChanged 167 SP:Iteration 9Q (2699.637656 sec): 3 clusters Score: Raw -332476.720291 + Penalty 1817.485258 = -330659.235033 nChanged 134 SP:Iteration 10Q (2699.752104 sec): 3 clusters Score: Raw -332535.665807 + Penalty 1817.485258 = -330718.180549 nChanged 102 SP:Iteration 11Q (2699.877794 sec): 3 clusters Score: Raw -332575.146126 + Penalty 1817.485258 = -330757.660868 nChanged 75 SP:Iteration 12Q (2699.968928 sec): 3 clusters Score: Raw -332603.029351 + Penalty 1817.485258 = -330785.544093 nChanged 61 SP:Iteration 13Q (2700.061334 sec): 3 clusters Score: Raw -332623.075510 + Penalty 1817.485258 = -330805.590252 nChanged 47 SP:Iteration 14Q (2700.170675 sec): 3 clusters Score: Raw -332639.230310 + Penalty 1817.485258 = -330821.745052 nChanged 50 SP:Iteration 15Q (2700.288278 sec): 3 clusters Score: Raw -332652.885288 + Penalty 1817.485258 = -330835.400030 nChanged 38 SP:Iteration 16Q (2700.404318 sec): 3 clusters Score: Raw -332662.767945 + Penalty 1817.485258 = -330845.282687 nChanged 38 SP:Iteration 17Q (2700.498587 sec): 3 clusters Score: Raw -332674.148273 + Penalty 1817.485258 = -330856.663015 nChanged 26 SP:Iteration 18Q (2700.608350 sec): 3 clusters Score: Raw -332679.310723 + Penalty 1817.485258 = -330861.825465 nChanged 23 SP:Iteration 19Q (2700.738481 sec): 3 clusters Score: Raw -332683.688381 + Penalty 1817.485258 = -330866.203123 nChanged 21 SP:Iteration 20F (2700.862110 sec): 3 clusters Score: Raw -332687.515979 + Penalty 1817.485258 = -330870.030721 nChanged 15 SP:Iteration 21Q (2700.956938 sec): 3 clusters Score: Raw -332690.449820 + Penalty 1817.485258 = -330872.964562 nChanged 17 SP:Iteration 22Q (2701.065242 sec): 3 clusters Score: Raw -332692.896153 + Penalty 1817.485258 = -330875.410896 nChanged 7 SP:Iteration 23Q (2701.152449 sec): 3 clusters Score: Raw -332693.773797 + Penalty 1817.485258 = -330876.288539 nChanged 10 SP:Iteration 24Q (2701.274167 sec): 3 clusters Score: Raw -332695.033455 + Penalty 1817.485258 = -330877.548197 nChanged 4 SP:Iteration 25Q (2701.345085 sec): 3 clusters Score: Raw -332695.452371 + Penalty 1817.485258 = -330877.967113 nChanged 4 SP:Iteration 26Q (2701.460882 sec): 3 clusters Score: Raw -332696.188786 + Penalty 1817.485258 = -330878.703528 nChanged 5 SP:Iteration 27Q (2701.547833 sec): 3 clusters Score: Raw -332696.875746 + Penalty 1817.485258 = -330879.390488 nChanged 4 SP:Iteration 28Q (2701.672801 sec): 3 clusters Score: Raw -332697.261195 + Penalty 1817.485258 = -330879.775937 nChanged 7 SP:Iteration 29Q (2701.788428 sec): 3 clusters Score: Raw -332698.537306 + Penalty 1817.485258 = -330881.052049 nChanged 5 SP:Iteration 30Q (2701.898444 sec): 3 clusters Score: Raw -332699.475941 + Penalty 1817.485258 = -330881.990683 nChanged 8 SP:Iteration 31Q (2702.007134 sec): 3 clusters Score: Raw -332700.326872 + Penalty 1817.485258 = -330882.841614 nChanged 6 SP:Iteration 32Q (2702.113861 sec): 3 clusters Score: Raw -332701.528459 + Penalty 1817.485258 = -330884.043201 nChanged 7 SP:Iteration 33Q (2702.209098 sec): 3 clusters Score: Raw -332702.608909 + Penalty 1817.485258 = -330885.123651 nChanged 6 SP:Iteration 34Q (2702.311423 sec): 3 clusters Score: Raw -332703.231723 + Penalty 1817.485258 = -330885.746465 nChanged 2 SP:Iteration 35Q (2702.442541 sec): 3 clusters Score: Raw -332703.451137 + Penalty 1817.485258 = -330885.965879 nChanged 0 SP:Iteration 36F (2702.537254 sec): 3 clusters Score: Raw -332703.451137 + Penalty 1817.485258 = -330885.965879 nChanged 0 Trying to split cluster 2 (2563 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2702.605910 sec): 2 clusters Score: Raw -157341.204502 + Penalty 824.138041 = -156517.066461 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2702.689061 sec): 3 clusters Score: Raw -156059.138742 + Penalty 1648.276083 = -154410.862659 nChanged 996 SP:Iteration 1F (2702.790924 sec): 3 clusters Score: Raw -156628.616075 + Penalty 1648.276083 = -154980.339993 nChanged 176 SP:Iteration 2F (2702.878517 sec): 3 clusters Score: Raw -156724.807631 + Penalty 1648.276083 = -155076.531549 nChanged 137 SP:Iteration 3F (2702.993895 sec): 3 clusters Score: Raw -156802.177609 + Penalty 1648.276083 = -155153.901526 nChanged 124 SP:Iteration 4Q (2703.072509 sec): 3 clusters Score: Raw -156865.059991 + Penalty 1648.276083 = -155216.783908 nChanged 109 SP:Iteration 5Q (2703.184495 sec): 3 clusters Score: Raw -156931.190147 + Penalty 1648.276083 = -155282.914065 nChanged 113 SP:Iteration 6Q (2703.285835 sec): 3 clusters Score: Raw -157014.035421 + Penalty 1648.276083 = -155365.759339 nChanged 109 SP:Iteration 7Q (2703.402697 sec): 3 clusters Score: Raw -157096.551771 + Penalty 1648.276083 = -155448.275689 nChanged 109 SP:Iteration 8Q (2703.520057 sec): 3 clusters Score: Raw -157172.770844 + Penalty 1648.276083 = -155524.494761 nChanged 103 SP:Iteration 9Q (2703.618569 sec): 3 clusters Score: Raw -157238.609396 + Penalty 1648.276083 = -155590.333313 nChanged 104 SP:Iteration 10Q (2703.710198 sec): 3 clusters Score: Raw -157303.913888 + Penalty 1648.276083 = -155655.637805 nChanged 72 SP:Iteration 11Q (2703.807202 sec): 3 clusters Score: Raw -157349.068778 + Penalty 1648.276083 = -155700.792695 nChanged 61 SP:Iteration 12Q (2703.885489 sec): 3 clusters Score: Raw -157389.271252 + Penalty 1648.276083 = -155740.995170 nChanged 49 SP:Iteration 13Q (2703.980356 sec): 3 clusters Score: Raw -157417.811380 + Penalty 1648.276083 = -155769.535297 nChanged 38 SP:Iteration 14Q (2704.101330 sec): 3 clusters Score: Raw -157438.363063 + Penalty 1648.276083 = -155790.086981 nChanged 31 SP:Iteration 15Q (2704.181528 sec): 3 clusters Score: Raw -157454.162995 + Penalty 1648.276083 = -155805.886912 nChanged 21 SP:Iteration 16Q (2704.288627 sec): 3 clusters Score: Raw -157462.716123 + Penalty 1648.276083 = -155814.440041 nChanged 14 SP:Iteration 17Q (2704.393303 sec): 3 clusters Score: Raw -157469.126819 + Penalty 1648.276083 = -155820.850736 nChanged 20 SP:Iteration 18Q (2704.522455 sec): 3 clusters Score: Raw -157477.004409 + Penalty 1648.276083 = -155828.728327 nChanged 16 SP:Iteration 19Q (2704.626911 sec): 3 clusters Score: Raw -157483.595905 + Penalty 1648.276083 = -155835.319822 nChanged 11 SP:Iteration 20F (2704.725068 sec): 3 clusters Score: Raw -157491.171886 + Penalty 1648.276083 = -155842.895804 nChanged 8 SP:Iteration 21Q (2704.829297 sec): 3 clusters Score: Raw -157494.497749 + Penalty 1648.276083 = -155846.221667 nChanged 7 SP:Iteration 22Q (2704.942944 sec): 3 clusters Score: Raw -157498.361694 + Penalty 1648.276083 = -155850.085611 nChanged 6 SP:Iteration 23Q (2705.051770 sec): 3 clusters Score: Raw -157499.859743 + Penalty 1648.276083 = -155851.583660 nChanged 2 SP:Iteration 24Q (2705.125963 sec): 3 clusters Score: Raw -157500.106702 + Penalty 1648.276083 = -155851.830620 nChanged 1 SP:Iteration 25Q (2705.247831 sec): 3 clusters Score: Raw -157500.262186 + Penalty 1648.276083 = -155851.986104 nChanged 0 SP:Iteration 26F (2705.338192 sec): 3 clusters Score: Raw -157500.262186 + Penalty 1648.276083 = -155851.986104 nChanged 0 Trying to split cluster 3 (1656 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2705.399119 sec): 2 clusters Score: Raw -83559.775275 + Penalty 778.276835 = -82781.498440 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2705.508007 sec): 3 clusters Score: Raw -82776.485992 + Penalty 1556.553670 = -81219.932322 nChanged 640 SP:Iteration 1F (2705.614499 sec): 3 clusters Score: Raw -83210.432731 + Penalty 1556.553670 = -81653.879061 nChanged 159 SP:Iteration 2F (2705.720158 sec): 3 clusters Score: Raw -83380.974266 + Penalty 1556.553670 = -81824.420595 nChanged 107 SP:Iteration 3F (2705.811584 sec): 3 clusters Score: Raw -83501.037551 + Penalty 1556.553670 = -81944.483881 nChanged 92 SP:Iteration 4F (2705.924513 sec): 3 clusters Score: Raw -83602.683750 + Penalty 1556.553670 = -82046.130080 nChanged 86 SP:Iteration 5F (2706.027279 sec): 3 clusters Score: Raw -83693.158816 + Penalty 1556.553670 = -82136.605146 nChanged 73 SP:Iteration 6Q (2706.103368 sec): 3 clusters Score: Raw -83753.192983 + Penalty 1556.553670 = -82196.639313 nChanged 52 SP:Iteration 7Q (2706.225828 sec): 3 clusters Score: Raw -83789.246445 + Penalty 1556.553670 = -82232.692774 nChanged 33 SP:Iteration 8Q (2706.307694 sec): 3 clusters Score: Raw -83805.384948 + Penalty 1556.553670 = -82248.831278 nChanged 20 SP:Iteration 9Q (2706.383782 sec): 3 clusters Score: Raw -83816.998792 + Penalty 1556.553670 = -82260.445122 nChanged 19 SP:Iteration 10Q (2706.478885 sec): 3 clusters Score: Raw -83826.055200 + Penalty 1556.553670 = -82269.501530 nChanged 19 SP:Iteration 11Q (2706.592583 sec): 3 clusters Score: Raw -83836.683473 + Penalty 1556.553670 = -82280.129803 nChanged 14 SP:Iteration 12Q (2706.677854 sec): 3 clusters Score: Raw -83843.272200 + Penalty 1556.553670 = -82286.718529 nChanged 9 SP:Iteration 13Q (2706.782481 sec): 3 clusters Score: Raw -83847.567775 + Penalty 1556.553670 = -82291.014105 nChanged 6 SP:Iteration 14Q (2706.885177 sec): 3 clusters Score: Raw -83850.546187 + Penalty 1556.553670 = -82293.992516 nChanged 9 SP:Iteration 15Q (2706.982701 sec): 3 clusters Score: Raw -83854.895582 + Penalty 1556.553670 = -82298.341912 nChanged 10 SP:Iteration 16Q (2707.088192 sec): 3 clusters Score: Raw -83860.960466 + Penalty 1556.553670 = -82304.406796 nChanged 8 SP:Iteration 17Q (2707.191740 sec): 3 clusters Score: Raw -83864.603761 + Penalty 1556.553670 = -82308.050090 nChanged 8 SP:Iteration 18Q (2707.261578 sec): 3 clusters Score: Raw -83867.655974 + Penalty 1556.553670 = -82311.102304 nChanged 4 SP:Iteration 19Q (2707.359340 sec): 3 clusters Score: Raw -83869.039900 + Penalty 1556.553670 = -82312.486230 nChanged 1 SP:Iteration 20F (2707.453699 sec): 3 clusters Score: Raw -83869.288218 + Penalty 1556.553670 = -82312.734548 nChanged 1 SP:Iteration 21Q (2707.546084 sec): 3 clusters Score: Raw -83869.970621 + Penalty 1556.553670 = -82313.416951 nChanged 4 SP:Iteration 22Q (2707.640142 sec): 3 clusters Score: Raw -83871.485632 + Penalty 1556.553670 = -82314.931962 nChanged 0 SP:Iteration 23F (2707.762901 sec): 3 clusters Score: Raw -83871.485632 + Penalty 1556.553670 = -82314.931962 nChanged 0 Trying to split cluster 4 (1687 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2707.813233 sec): 2 clusters Score: Raw -82173.182908 + Penalty 780.224244 = -81392.958664 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2707.904231 sec): 3 clusters Score: Raw -81395.745281 + Penalty 1560.448487 = -79835.296793 nChanged 619 SP:Iteration 1F (2708.014236 sec): 3 clusters Score: Raw -81843.290463 + Penalty 1560.448487 = -80282.841976 nChanged 157 SP:Iteration 2F (2708.087106 sec): 3 clusters Score: Raw -81995.241344 + Penalty 1560.448487 = -80434.792857 nChanged 103 SP:Iteration 3F (2708.216516 sec): 3 clusters Score: Raw -82088.446587 + Penalty 1560.448487 = -80527.998099 nChanged 64 SP:Iteration 4Q (2708.304826 sec): 3 clusters Score: Raw -82149.623068 + Penalty 1560.448487 = -80589.174581 nChanged 73 SP:Iteration 5Q (2708.387682 sec): 3 clusters Score: Raw -82218.928300 + Penalty 1560.448487 = -80658.479812 nChanged 64 SP:Iteration 6Q (2708.491912 sec): 3 clusters Score: Raw -82294.270617 + Penalty 1560.448487 = -80733.822129 nChanged 62 SP:Iteration 7Q (2708.621570 sec): 3 clusters Score: Raw -82357.313368 + Penalty 1560.448487 = -80796.864881 nChanged 51 SP:Iteration 8Q (2708.704130 sec): 3 clusters Score: Raw -82395.896097 + Penalty 1560.448487 = -80835.447610 nChanged 40 SP:Iteration 9Q (2708.786177 sec): 3 clusters Score: Raw -82420.236914 + Penalty 1560.448487 = -80859.788426 nChanged 32 SP:Iteration 10Q (2708.906216 sec): 3 clusters Score: Raw -82444.953525 + Penalty 1560.448487 = -80884.505038 nChanged 28 SP:Iteration 11Q (2709.002716 sec): 3 clusters Score: Raw -82463.267239 + Penalty 1560.448487 = -80902.818752 nChanged 30 SP:Iteration 12Q (2709.089497 sec): 3 clusters Score: Raw -82480.094073 + Penalty 1560.448487 = -80919.645586 nChanged 16 SP:Iteration 13Q (2709.187042 sec): 3 clusters Score: Raw -82489.308118 + Penalty 1560.448487 = -80928.859631 nChanged 12 SP:Iteration 14Q (2709.305066 sec): 3 clusters Score: Raw -82495.960091 + Penalty 1560.448487 = -80935.511604 nChanged 8 SP:Iteration 15Q (2709.399082 sec): 3 clusters Score: Raw -82500.329318 + Penalty 1560.448487 = -80939.880831 nChanged 4 SP:Iteration 16Q (2709.495650 sec): 3 clusters Score: Raw -82501.848627 + Penalty 1560.448487 = -80941.400139 nChanged 4 SP:Iteration 17Q (2709.604281 sec): 3 clusters Score: Raw -82503.870763 + Penalty 1560.448487 = -80943.422276 nChanged 8 SP:Iteration 18Q (2709.682737 sec): 3 clusters Score: Raw -82506.078227 + Penalty 1560.448487 = -80945.629740 nChanged 7 SP:Iteration 19Q (2709.799613 sec): 3 clusters Score: Raw -82509.228715 + Penalty 1560.448487 = -80948.780227 nChanged 8 SP:Iteration 20F (2709.893187 sec): 3 clusters Score: Raw -82512.249886 + Penalty 1560.448487 = -80951.801399 nChanged 9 SP:Iteration 21Q (2709.995413 sec): 3 clusters Score: Raw -82516.359712 + Penalty 1560.448487 = -80955.911225 nChanged 5 SP:Iteration 22Q (2710.094944 sec): 3 clusters Score: Raw -82518.467372 + Penalty 1560.448487 = -80958.018885 nChanged 3 SP:Iteration 23Q (2710.179547 sec): 3 clusters Score: Raw -82519.110423 + Penalty 1560.448487 = -80958.661936 nChanged 6 SP:Iteration 24Q (2710.307511 sec): 3 clusters Score: Raw -82521.468572 + Penalty 1560.448487 = -80961.020084 nChanged 5 SP:Iteration 25Q (2710.390963 sec): 3 clusters Score: Raw -82522.687932 + Penalty 1560.448487 = -80962.239445 nChanged 3 SP:Iteration 26Q (2710.477526 sec): 3 clusters Score: Raw -82523.750305 + Penalty 1560.448487 = -80963.301818 nChanged 6 SP:Iteration 27Q (2710.578850 sec): 3 clusters Score: Raw -82526.490979 + Penalty 1560.448487 = -80966.042492 nChanged 6 SP:Iteration 28Q (2710.665067 sec): 3 clusters Score: Raw -82528.948871 + Penalty 1560.448487 = -80968.500384 nChanged 4 SP:Iteration 29Q (2710.768523 sec): 3 clusters Score: Raw -82530.030726 + Penalty 1560.448487 = -80969.582238 nChanged 2 SP:Iteration 30Q (2710.865069 sec): 3 clusters Score: Raw -82531.396029 + Penalty 1560.448487 = -80970.947542 nChanged 2 SP:Iteration 31Q (2710.991908 sec): 3 clusters Score: Raw -82532.430378 + Penalty 1560.448487 = -80971.981890 nChanged 3 SP:Iteration 32Q (2711.072195 sec): 3 clusters Score: Raw -82534.002813 + Penalty 1560.448487 = -80973.554326 nChanged 3 SP:Iteration 33Q (2711.168273 sec): 3 clusters Score: Raw -82536.554453 + Penalty 1560.448487 = -80976.105966 nChanged 4 SP:Iteration 34Q (2711.272862 sec): 3 clusters Score: Raw -82538.745521 + Penalty 1560.448487 = -80978.297034 nChanged 5 SP:Iteration 35Q (2711.390641 sec): 3 clusters Score: Raw -82540.954723 + Penalty 1560.448487 = -80980.506235 nChanged 4 SP:Iteration 36Q (2711.501634 sec): 3 clusters Score: Raw -82542.309751 + Penalty 1560.448487 = -80981.861264 nChanged 4 SP:Iteration 37Q (2711.586187 sec): 3 clusters Score: Raw -82543.856847 + Penalty 1560.448487 = -80983.408359 nChanged 2 SP:Iteration 38Q (2711.694924 sec): 3 clusters Score: Raw -82544.820543 + Penalty 1560.448487 = -80984.372056 nChanged 0 SP:Iteration 39F (2711.793852 sec): 3 clusters Score: Raw -82544.820543 + Penalty 1560.448487 = -80984.372056 nChanged 0 Trying to split cluster 5 (3152 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2711.855165 sec): 2 clusters Score: Raw -186082.848888 + Penalty 845.858207 = -185236.990680 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2711.933685 sec): 3 clusters Score: Raw -184492.869210 + Penalty 1691.716415 = -182801.152796 nChanged 1249 SP:Iteration 1F (2712.019479 sec): 3 clusters Score: Raw -185292.884682 + Penalty 1691.716415 = -183601.168268 nChanged 237 SP:Iteration 2F (2712.129666 sec): 3 clusters Score: Raw -185442.919197 + Penalty 1691.716415 = -183751.202782 nChanged 172 SP:Iteration 3F (2712.236549 sec): 3 clusters Score: Raw -185527.008250 + Penalty 1691.716415 = -183835.291835 nChanged 120 SP:Iteration 4Q (2712.336543 sec): 3 clusters Score: Raw -185597.340645 + Penalty 1691.716415 = -183905.624231 nChanged 105 SP:Iteration 5Q (2712.446059 sec): 3 clusters Score: Raw -185649.126763 + Penalty 1691.716415 = -183957.410348 nChanged 102 SP:Iteration 6Q (2712.536588 sec): 3 clusters Score: Raw -185703.516385 + Penalty 1691.716415 = -184011.799970 nChanged 99 SP:Iteration 7Q (2712.638938 sec): 3 clusters Score: Raw -185768.123274 + Penalty 1691.716415 = -184076.406859 nChanged 107 SP:Iteration 8Q (2712.728351 sec): 3 clusters Score: Raw -185827.306780 + Penalty 1691.716415 = -184135.590366 nChanged 87 SP:Iteration 9Q (2712.827855 sec): 3 clusters Score: Raw -185881.107060 + Penalty 1691.716415 = -184189.390646 nChanged 87 SP:Iteration 10Q (2712.921213 sec): 3 clusters Score: Raw -185935.847389 + Penalty 1691.716415 = -184244.130974 nChanged 76 SP:Iteration 11Q (2713.039231 sec): 3 clusters Score: Raw -185979.510132 + Penalty 1691.716415 = -184287.793717 nChanged 70 SP:Iteration 12Q (2713.121247 sec): 3 clusters Score: Raw -186026.377209 + Penalty 1691.716415 = -184334.660795 nChanged 58 SP:Iteration 13Q (2713.244583 sec): 3 clusters Score: Raw -186072.031042 + Penalty 1691.716415 = -184380.314627 nChanged 51 SP:Iteration 14Q (2713.331459 sec): 3 clusters Score: Raw -186111.616917 + Penalty 1691.716415 = -184419.900502 nChanged 45 SP:Iteration 15Q (2713.433787 sec): 3 clusters Score: Raw -186147.696163 + Penalty 1691.716415 = -184455.979748 nChanged 38 SP:Iteration 16Q (2713.538318 sec): 3 clusters Score: Raw -186175.222866 + Penalty 1691.716415 = -184483.506452 nChanged 29 SP:Iteration 17Q (2713.647747 sec): 3 clusters Score: Raw -186190.635045 + Penalty 1691.716415 = -184498.918631 nChanged 13 SP:Iteration 18Q (2713.734124 sec): 3 clusters Score: Raw -186195.778416 + Penalty 1691.716415 = -184504.062001 nChanged 12 SP:Iteration 19Q (2713.843180 sec): 3 clusters Score: Raw -186201.741289 + Penalty 1691.716415 = -184510.024874 nChanged 8 SP:Iteration 20F (2713.940519 sec): 3 clusters Score: Raw -186207.523717 + Penalty 1691.716415 = -184515.807302 nChanged 11 SP:Iteration 21Q (2714.042326 sec): 3 clusters Score: Raw -186219.196258 + Penalty 1691.716415 = -184527.479843 nChanged 10 SP:Iteration 22Q (2714.131572 sec): 3 clusters Score: Raw -186224.356485 + Penalty 1691.716415 = -184532.640070 nChanged 8 SP:Iteration 23Q (2714.260354 sec): 3 clusters Score: Raw -186228.099407 + Penalty 1691.716415 = -184536.382992 nChanged 4 SP:Iteration 24Q (2714.341255 sec): 3 clusters Score: Raw -186232.017441 + Penalty 1691.716415 = -184540.301026 nChanged 3 SP:Iteration 25Q (2714.436830 sec): 3 clusters Score: Raw -186234.098803 + Penalty 1691.716415 = -184542.382388 nChanged 4 SP:Iteration 26Q (2714.565709 sec): 3 clusters Score: Raw -186235.518731 + Penalty 1691.716415 = -184543.802316 nChanged 1 SP:Iteration 27Q (2714.661948 sec): 3 clusters Score: Raw -186235.969130 + Penalty 1691.716415 = -184544.252715 nChanged 1 SP:Iteration 28Q (2714.754677 sec): 3 clusters Score: Raw -186236.047422 + Penalty 1691.716415 = -184544.331007 nChanged 1 SP:Iteration 29Q (2714.841774 sec): 3 clusters Score: Raw -186238.143616 + Penalty 1691.716415 = -184546.427201 nChanged 5 SP:Iteration 30Q (2714.936957 sec): 3 clusters Score: Raw -186243.344839 + Penalty 1691.716415 = -184551.628424 nChanged 7 SP:Iteration 31Q (2715.050071 sec): 3 clusters Score: Raw -186246.767283 + Penalty 1691.716415 = -184555.050868 nChanged 3 SP:Iteration 32Q (2715.175259 sec): 3 clusters Score: Raw -186248.694456 + Penalty 1691.716415 = -184556.978041 nChanged 5 SP:Iteration 33Q (2715.270563 sec): 3 clusters Score: Raw -186251.989697 + Penalty 1691.716415 = -184560.273282 nChanged 5 SP:Iteration 34Q (2715.380854 sec): 3 clusters Score: Raw -186255.361152 + Penalty 1691.716415 = -184563.644737 nChanged 5 SP:Iteration 35Q (2715.471836 sec): 3 clusters Score: Raw -186256.837828 + Penalty 1691.716415 = -184565.121413 nChanged 2 SP:Iteration 36Q (2715.574499 sec): 3 clusters Score: Raw -186257.634258 + Penalty 1691.716415 = -184565.917843 nChanged 1 SP:Iteration 37Q (2715.670006 sec): 3 clusters Score: Raw -186257.953980 + Penalty 1691.716415 = -184566.237565 nChanged 1 SP:Iteration 38Q (2715.783160 sec): 3 clusters Score: Raw -186258.317401 + Penalty 1691.716415 = -184566.600986 nChanged 0 SP:Iteration 39F (2715.894497 sec): 3 clusters Score: Raw -186258.317401 + Penalty 1691.716415 = -184566.600986 nChanged 0 Trying to split cluster 6 (3018 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2715.958629 sec): 2 clusters Score: Raw -173981.880161 + Penalty 841.296712 = -173140.583449 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2716.043970 sec): 3 clusters Score: Raw -172448.025131 + Penalty 1682.593424 = -170765.431707 nChanged 1220 SP:Iteration 1F (2716.132875 sec): 3 clusters Score: Raw -173112.717877 + Penalty 1682.593424 = -171430.124452 nChanged 254 SP:Iteration 2F (2716.232174 sec): 3 clusters Score: Raw -173307.844595 + Penalty 1682.593424 = -171625.251171 nChanged 222 SP:Iteration 3F (2716.332260 sec): 3 clusters Score: Raw -173456.806245 + Penalty 1682.593424 = -171774.212821 nChanged 167 SP:Iteration 4F (2716.452545 sec): 3 clusters Score: Raw -173554.147962 + Penalty 1682.593424 = -171871.554538 nChanged 128 SP:Iteration 5Q (2716.553861 sec): 3 clusters Score: Raw -173629.927250 + Penalty 1682.593424 = -171947.333826 nChanged 112 SP:Iteration 6Q (2716.675452 sec): 3 clusters Score: Raw -173696.407952 + Penalty 1682.593424 = -172013.814528 nChanged 100 SP:Iteration 7Q (2716.753776 sec): 3 clusters Score: Raw -173752.497845 + Penalty 1682.593424 = -172069.904421 nChanged 77 SP:Iteration 8Q (2716.873183 sec): 3 clusters Score: Raw -173790.488312 + Penalty 1682.593424 = -172107.894888 nChanged 65 SP:Iteration 9Q (2716.965367 sec): 3 clusters Score: Raw -173824.903708 + Penalty 1682.593424 = -172142.310283 nChanged 56 SP:Iteration 10Q (2717.070021 sec): 3 clusters Score: Raw -173851.833703 + Penalty 1682.593424 = -172169.240279 nChanged 45 SP:Iteration 11Q (2717.185306 sec): 3 clusters Score: Raw -173873.563890 + Penalty 1682.593424 = -172190.970466 nChanged 46 SP:Iteration 12Q (2717.273042 sec): 3 clusters Score: Raw -173897.167729 + Penalty 1682.593424 = -172214.574304 nChanged 39 SP:Iteration 13Q (2717.385768 sec): 3 clusters Score: Raw -173922.706654 + Penalty 1682.593424 = -172240.113230 nChanged 41 SP:Iteration 14Q (2717.472483 sec): 3 clusters Score: Raw -173943.169516 + Penalty 1682.593424 = -172260.576091 nChanged 39 SP:Iteration 15Q (2717.580947 sec): 3 clusters Score: Raw -173960.615098 + Penalty 1682.593424 = -172278.021673 nChanged 28 SP:Iteration 16Q (2717.679541 sec): 3 clusters Score: Raw -173975.318872 + Penalty 1682.593424 = -172292.725448 nChanged 25 SP:Iteration 17Q (2717.769543 sec): 3 clusters Score: Raw -173987.093803 + Penalty 1682.593424 = -172304.500378 nChanged 18 SP:Iteration 18Q (2717.879737 sec): 3 clusters Score: Raw -173994.665305 + Penalty 1682.593424 = -172312.071880 nChanged 18 SP:Iteration 19Q (2717.978394 sec): 3 clusters Score: Raw -174003.921113 + Penalty 1682.593424 = -172321.327688 nChanged 21 SP:Iteration 20F (2718.110308 sec): 3 clusters Score: Raw -174013.940633 + Penalty 1682.593424 = -172331.347209 nChanged 16 SP:Iteration 21Q (2718.193641 sec): 3 clusters Score: Raw -174021.017141 + Penalty 1682.593424 = -172338.423716 nChanged 12 SP:Iteration 22Q (2718.307780 sec): 3 clusters Score: Raw -174025.622894 + Penalty 1682.593424 = -172343.029469 nChanged 16 SP:Iteration 23Q (2718.384270 sec): 3 clusters Score: Raw -174033.599793 + Penalty 1682.593424 = -172351.006369 nChanged 18 SP:Iteration 24Q (2718.496793 sec): 3 clusters Score: Raw -174039.932494 + Penalty 1682.593424 = -172357.339070 nChanged 13 SP:Iteration 25Q (2718.583911 sec): 3 clusters Score: Raw -174045.416216 + Penalty 1682.593424 = -172362.822792 nChanged 14 SP:Iteration 26Q (2718.693447 sec): 3 clusters Score: Raw -174053.880676 + Penalty 1682.593424 = -172371.287252 nChanged 15 SP:Iteration 27Q (2718.781976 sec): 3 clusters Score: Raw -174063.238034 + Penalty 1682.593424 = -172380.644610 nChanged 16 SP:Iteration 28Q (2718.870278 sec): 3 clusters Score: Raw -174077.390464 + Penalty 1682.593424 = -172394.797039 nChanged 23 SP:Iteration 29Q (2718.974479 sec): 3 clusters Score: Raw -174092.709424 + Penalty 1682.593424 = -172410.116000 nChanged 19 SP:Iteration 30Q (2719.074336 sec): 3 clusters Score: Raw -174101.564479 + Penalty 1682.593424 = -172418.971054 nChanged 14 SP:Iteration 31Q (2719.188527 sec): 3 clusters Score: Raw -174109.957912 + Penalty 1682.593424 = -172427.364488 nChanged 14 SP:Iteration 32Q (2719.275332 sec): 3 clusters Score: Raw -174119.518648 + Penalty 1682.593424 = -172436.925224 nChanged 12 SP:Iteration 33Q (2719.371519 sec): 3 clusters Score: Raw -174125.700888 + Penalty 1682.593424 = -172443.107464 nChanged 13 SP:Iteration 34Q (2719.467567 sec): 3 clusters Score: Raw -174132.041734 + Penalty 1682.593424 = -172449.448310 nChanged 4 SP:Iteration 35Q (2719.574513 sec): 3 clusters Score: Raw -174133.114848 + Penalty 1682.593424 = -172450.521424 nChanged 3 SP:Iteration 36Q (2719.683584 sec): 3 clusters Score: Raw -174133.848421 + Penalty 1682.593424 = -172451.254997 nChanged 0 SP:Iteration 37F (2719.781053 sec): 3 clusters Score: Raw -174133.848421 + Penalty 1682.593424 = -172451.254997 nChanged 0 Trying to split cluster 7 (4080 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2719.869945 sec): 2 clusters Score: Raw -202520.872417 + Penalty 872.954488 = -201647.917929 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2719.949447 sec): 3 clusters Score: Raw -200353.005056 + Penalty 1745.908976 = -198607.096079 nChanged 1707 SP:Iteration 1F (2720.056184 sec): 3 clusters Score: Raw -201508.102833 + Penalty 1745.908976 = -199762.193857 nChanged 360 SP:Iteration 2F (2720.133279 sec): 3 clusters Score: Raw -201798.227951 + Penalty 1745.908976 = -200052.318975 nChanged 288 SP:Iteration 3F (2720.238717 sec): 3 clusters Score: Raw -202023.173048 + Penalty 1745.908976 = -200277.264072 nChanged 238 SP:Iteration 4F (2720.336073 sec): 3 clusters Score: Raw -202177.370279 + Penalty 1745.908976 = -200431.461303 nChanged 180 SP:Iteration 5Q (2720.450291 sec): 3 clusters Score: Raw -202287.199909 + Penalty 1745.908976 = -200541.290933 nChanged 139 SP:Iteration 6Q (2720.550562 sec): 3 clusters Score: Raw -202371.748232 + Penalty 1745.908976 = -200625.839256 nChanged 128 SP:Iteration 7Q (2720.651998 sec): 3 clusters Score: Raw -202445.267192 + Penalty 1745.908976 = -200699.358216 nChanged 115 SP:Iteration 8Q (2720.782857 sec): 3 clusters Score: Raw -202522.395767 + Penalty 1745.908976 = -200776.486791 nChanged 107 SP:Iteration 9Q (2720.873370 sec): 3 clusters Score: Raw -202597.652365 + Penalty 1745.908976 = -200851.743389 nChanged 92 SP:Iteration 10Q (2720.980247 sec): 3 clusters Score: Raw -202652.569100 + Penalty 1745.908976 = -200906.660124 nChanged 79 SP:Iteration 11Q (2721.097140 sec): 3 clusters Score: Raw -202699.337634 + Penalty 1745.908976 = -200953.428658 nChanged 76 SP:Iteration 12Q (2721.200051 sec): 3 clusters Score: Raw -202749.874159 + Penalty 1745.908976 = -201003.965183 nChanged 89 SP:Iteration 13Q (2721.288441 sec): 3 clusters Score: Raw -202797.780525 + Penalty 1745.908976 = -201051.871549 nChanged 85 SP:Iteration 14Q (2721.382321 sec): 3 clusters Score: Raw -202848.395744 + Penalty 1745.908976 = -201102.486768 nChanged 88 SP:Iteration 15Q (2721.483787 sec): 3 clusters Score: Raw -202890.480988 + Penalty 1745.908976 = -201144.572011 nChanged 82 SP:Iteration 16Q (2721.579967 sec): 3 clusters Score: Raw -202929.762351 + Penalty 1745.908976 = -201183.853375 nChanged 82 SP:Iteration 17Q (2721.684030 sec): 3 clusters Score: Raw -202967.070496 + Penalty 1745.908976 = -201221.161520 nChanged 65 SP:Iteration 18Q (2721.788990 sec): 3 clusters Score: Raw -202988.174042 + Penalty 1745.908976 = -201242.265065 nChanged 38 SP:Iteration 19Q (2721.907991 sec): 3 clusters Score: Raw -203001.969349 + Penalty 1745.908976 = -201256.060373 nChanged 34 SP:Iteration 20F (2721.995901 sec): 3 clusters Score: Raw -203010.560237 + Penalty 1745.908976 = -201264.651260 nChanged 25 SP:Iteration 21Q (2722.099042 sec): 3 clusters Score: Raw -203017.706904 + Penalty 1745.908976 = -201271.797927 nChanged 21 SP:Iteration 22Q (2722.197371 sec): 3 clusters Score: Raw -203022.973264 + Penalty 1745.908976 = -201277.064288 nChanged 16 SP:Iteration 23Q (2722.301367 sec): 3 clusters Score: Raw -203026.854336 + Penalty 1745.908976 = -201280.945360 nChanged 15 SP:Iteration 24Q (2722.395906 sec): 3 clusters Score: Raw -203032.345713 + Penalty 1745.908976 = -201286.436737 nChanged 15 SP:Iteration 25Q (2722.495448 sec): 3 clusters Score: Raw -203036.722278 + Penalty 1745.908976 = -201290.813302 nChanged 18 SP:Iteration 26Q (2722.591446 sec): 3 clusters Score: Raw -203040.031285 + Penalty 1745.908976 = -201294.122309 nChanged 14 SP:Iteration 27Q (2722.685633 sec): 3 clusters Score: Raw -203043.775564 + Penalty 1745.908976 = -201297.866588 nChanged 13 SP:Iteration 28Q (2722.784589 sec): 3 clusters Score: Raw -203048.472477 + Penalty 1745.908976 = -201302.563500 nChanged 23 SP:Iteration 29Q (2722.886797 sec): 3 clusters Score: Raw -203053.994490 + Penalty 1745.908976 = -201308.085514 nChanged 25 SP:Iteration 30Q (2723.002960 sec): 3 clusters Score: Raw -203059.604327 + Penalty 1745.908976 = -201313.695351 nChanged 14 SP:Iteration 31Q (2723.092285 sec): 3 clusters Score: Raw -203063.205835 + Penalty 1745.908976 = -201317.296858 nChanged 8 SP:Iteration 32Q (2723.196916 sec): 3 clusters Score: Raw -203064.241645 + Penalty 1745.908976 = -201318.332669 nChanged 9 SP:Iteration 33Q (2723.312760 sec): 3 clusters Score: Raw -203065.472559 + Penalty 1745.908976 = -201319.563583 nChanged 7 SP:Iteration 34Q (2723.420401 sec): 3 clusters Score: Raw -203066.384344 + Penalty 1745.908976 = -201320.475368 nChanged 3 SP:Iteration 35Q (2723.514715 sec): 3 clusters Score: Raw -203066.914995 + Penalty 1745.908976 = -201321.006019 nChanged 2 SP:Iteration 36Q (2723.627142 sec): 3 clusters Score: Raw -203067.218996 + Penalty 1745.908976 = -201321.310020 nChanged 2 SP:Iteration 37Q (2723.716388 sec): 3 clusters Score: Raw -203067.874237 + Penalty 1745.908976 = -201321.965260 nChanged 4 SP:Iteration 38Q (2723.822152 sec): 3 clusters Score: Raw -203068.572981 + Penalty 1745.908976 = -201322.664005 nChanged 2 SP:Iteration 39Q (2723.902811 sec): 3 clusters Score: Raw -203068.793321 + Penalty 1745.908976 = -201322.884345 nChanged 1 SP:Iteration 40F (2724.002127 sec): 3 clusters Score: Raw -203068.830231 + Penalty 1745.908976 = -201322.921255 nChanged 0 Trying to split cluster 8 (997 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2724.068801 sec): 2 clusters Score: Raw -45833.537409 + Penalty 724.998831 = -45108.538578 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2724.147923 sec): 3 clusters Score: Raw -45464.532724 + Penalty 1449.997662 = -44014.535062 nChanged 337 SP:Iteration 1F (2724.226757 sec): 3 clusters Score: Raw -45842.145599 + Penalty 1449.997662 = -44392.147937 nChanged 121 SP:Iteration 2F (2724.309596 sec): 3 clusters Score: Raw -46061.033869 + Penalty 1449.997662 = -44611.036207 nChanged 88 SP:Iteration 3F (2724.411032 sec): 3 clusters Score: Raw -46208.194395 + Penalty 1449.997662 = -44758.196734 nChanged 70 SP:Iteration 4F (2724.503256 sec): 3 clusters Score: Raw -46308.184904 + Penalty 1449.997662 = -44858.187242 nChanged 39 SP:Iteration 5Q (2724.625569 sec): 3 clusters Score: Raw -46357.375160 + Penalty 1449.997662 = -44907.377498 nChanged 22 SP:Iteration 6Q (2724.710173 sec): 3 clusters Score: Raw -46402.215428 + Penalty 1449.997662 = -44952.217766 nChanged 25 SP:Iteration 7Q (2724.799798 sec): 3 clusters Score: Raw -46464.429530 + Penalty 1449.997662 = -45014.431868 nChanged 22 SP:Iteration 8Q (2724.916276 sec): 3 clusters Score: Raw -46528.787070 + Penalty 1449.997662 = -45078.789408 nChanged 25 SP:Iteration 9Q (2725.002643 sec): 3 clusters Score: Raw -46588.359075 + Penalty 1449.997662 = -45138.361413 nChanged 14 SP:Iteration 10Q (2725.096666 sec): 3 clusters Score: Raw -46616.083246 + Penalty 1449.997662 = -45166.085585 nChanged 11 SP:Iteration 11Q (2725.221379 sec): 3 clusters Score: Raw -46627.237990 + Penalty 1449.997662 = -45177.240329 nChanged 7 SP:Iteration 12Q (2725.301269 sec): 3 clusters Score: Raw -46636.058198 + Penalty 1449.997662 = -45186.060536 nChanged 3 SP:Iteration 13Q (2725.411183 sec): 3 clusters Score: Raw -46638.850455 + Penalty 1449.997662 = -45188.852793 nChanged 0 SP:Iteration 14F (2725.483151 sec): 3 clusters Score: Raw -46638.850455 + Penalty 1449.997662 = -45188.852793 nChanged 0 Score: Raw -4230604.834217 + Penalty 27202.534966 = -4203402.299250 Splitting cluster 8 changes total score from -4203777.100074 to -4203402.299250 So it's not getting split. Trying to split cluster 9 (3923 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2727.881105 sec): 2 clusters Score: Raw -230744.538510 + Penalty 868.834254 = -229875.704255 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2727.971996 sec): 3 clusters Score: Raw -228650.189695 + Penalty 1737.668509 = -226912.521186 nChanged 1617 SP:Iteration 1F (2728.053506 sec): 3 clusters Score: Raw -229557.191967 + Penalty 1737.668509 = -227819.523458 nChanged 269 SP:Iteration 2F (2728.159390 sec): 3 clusters Score: Raw -229702.478680 + Penalty 1737.668509 = -227964.810171 nChanged 232 SP:Iteration 3F (2728.245950 sec): 3 clusters Score: Raw -229840.379812 + Penalty 1737.668509 = -228102.711304 nChanged 226 SP:Iteration 4F (2728.341591 sec): 3 clusters Score: Raw -229992.609024 + Penalty 1737.668509 = -228254.940515 nChanged 190 SP:Iteration 5Q (2728.445707 sec): 3 clusters Score: Raw -230125.135419 + Penalty 1737.668509 = -228387.466910 nChanged 170 SP:Iteration 6Q (2728.553273 sec): 3 clusters Score: Raw -230226.267619 + Penalty 1737.668509 = -228488.599110 nChanged 148 SP:Iteration 7Q (2728.662076 sec): 3 clusters Score: Raw -230302.953481 + Penalty 1737.668509 = -228565.284973 nChanged 122 SP:Iteration 8Q (2728.779151 sec): 3 clusters Score: Raw -230363.705646 + Penalty 1737.668509 = -228626.037137 nChanged 112 SP:Iteration 9Q (2728.892569 sec): 3 clusters Score: Raw -230413.566147 + Penalty 1737.668509 = -228675.897639 nChanged 96 SP:Iteration 10Q (2728.997187 sec): 3 clusters Score: Raw -230454.993851 + Penalty 1737.668509 = -228717.325343 nChanged 74 SP:Iteration 11Q (2729.085232 sec): 3 clusters Score: Raw -230483.489876 + Penalty 1737.668509 = -228745.821368 nChanged 64 SP:Iteration 12Q (2729.184513 sec): 3 clusters Score: Raw -230506.274244 + Penalty 1737.668509 = -228768.605735 nChanged 50 SP:Iteration 13Q (2729.302406 sec): 3 clusters Score: Raw -230522.784502 + Penalty 1737.668509 = -228785.115993 nChanged 40 SP:Iteration 14Q (2729.384721 sec): 3 clusters Score: Raw -230538.861295 + Penalty 1737.668509 = -228801.192787 nChanged 41 SP:Iteration 15Q (2729.501322 sec): 3 clusters Score: Raw -230554.424422 + Penalty 1737.668509 = -228816.755914 nChanged 41 SP:Iteration 16Q (2729.598639 sec): 3 clusters Score: Raw -230565.104303 + Penalty 1737.668509 = -228827.435794 nChanged 30 SP:Iteration 17Q (2729.706249 sec): 3 clusters Score: Raw -230574.329915 + Penalty 1737.668509 = -228836.661406 nChanged 38 SP:Iteration 18Q (2729.796114 sec): 3 clusters Score: Raw -230586.276546 + Penalty 1737.668509 = -228848.608038 nChanged 26 SP:Iteration 19Q (2729.928943 sec): 3 clusters Score: Raw -230594.899634 + Penalty 1737.668509 = -228857.231125 nChanged 33 SP:Iteration 20F (2730.024055 sec): 3 clusters Score: Raw -230603.418868 + Penalty 1737.668509 = -228865.750359 nChanged 23 SP:Iteration 21Q (2730.120731 sec): 3 clusters Score: Raw -230608.634923 + Penalty 1737.668509 = -228870.966415 nChanged 23 SP:Iteration 22Q (2730.211355 sec): 3 clusters Score: Raw -230614.014725 + Penalty 1737.668509 = -228876.346217 nChanged 20 SP:Iteration 23Q (2730.325105 sec): 3 clusters Score: Raw -230618.221971 + Penalty 1737.668509 = -228880.553462 nChanged 13 SP:Iteration 24Q (2730.413610 sec): 3 clusters Score: Raw -230620.611040 + Penalty 1737.668509 = -228882.942531 nChanged 11 SP:Iteration 25Q (2730.490164 sec): 3 clusters Score: Raw -230623.179582 + Penalty 1737.668509 = -228885.511073 nChanged 8 SP:Iteration 26Q (2730.579174 sec): 3 clusters Score: Raw -230625.315409 + Penalty 1737.668509 = -228887.646900 nChanged 7 SP:Iteration 27Q (2730.676476 sec): 3 clusters Score: Raw -230626.353167 + Penalty 1737.668509 = -228888.684658 nChanged 4 SP:Iteration 28Q (2730.784335 sec): 3 clusters Score: Raw -230626.963593 + Penalty 1737.668509 = -228889.295084 nChanged 3 SP:Iteration 29Q (2730.886493 sec): 3 clusters Score: Raw -230627.539045 + Penalty 1737.668509 = -228889.870536 nChanged 6 SP:Iteration 30Q (2730.973385 sec): 3 clusters Score: Raw -230629.011811 + Penalty 1737.668509 = -228891.343302 nChanged 8 SP:Iteration 31Q (2731.056407 sec): 3 clusters Score: Raw -230630.414915 + Penalty 1737.668509 = -228892.746406 nChanged 4 SP:Iteration 32Q (2731.149386 sec): 3 clusters Score: Raw -230631.280298 + Penalty 1737.668509 = -228893.611789 nChanged 3 SP:Iteration 33Q (2731.236749 sec): 3 clusters Score: Raw -230631.988120 + Penalty 1737.668509 = -228894.319611 nChanged 1 SP:Iteration 34Q (2731.358286 sec): 3 clusters Score: Raw -230632.072492 + Penalty 1737.668509 = -228894.403984 nChanged 0 SP:Iteration 35F (2731.460933 sec): 3 clusters Score: Raw -230632.072492 + Penalty 1737.668509 = -228894.403984 nChanged 0 Trying to split cluster 10 (10703 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2731.526622 sec): 2 clusters Score: Raw -645653.245018 + Penalty 974.219332 = -644679.025685 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2731.631307 sec): 3 clusters Score: Raw -639263.488112 + Penalty 1948.438665 = -637315.049448 nChanged 4820 SP:Iteration 1F (2731.752493 sec): 3 clusters Score: Raw -642209.300698 + Penalty 1948.438665 = -640260.862034 nChanged 711 SP:Iteration 2F (2731.855942 sec): 3 clusters Score: Raw -642605.850048 + Penalty 1948.438665 = -640657.411383 nChanged 699 SP:Iteration 3F (2731.992972 sec): 3 clusters Score: Raw -642985.797417 + Penalty 1948.438665 = -641037.358752 nChanged 619 SP:Iteration 4F (2732.098418 sec): 3 clusters Score: Raw -643282.479086 + Penalty 1948.438665 = -641334.040421 nChanged 528 SP:Iteration 5Q (2732.198529 sec): 3 clusters Score: Raw -643521.148850 + Penalty 1948.438665 = -641572.710185 nChanged 482 SP:Iteration 6Q (2732.310165 sec): 3 clusters Score: Raw -643719.157575 + Penalty 1948.438665 = -641770.718910 nChanged 391 SP:Iteration 7Q (2732.411811 sec): 3 clusters Score: Raw -643867.312455 + Penalty 1948.438665 = -641918.873790 nChanged 325 SP:Iteration 8Q (2732.535188 sec): 3 clusters Score: Raw -643987.318892 + Penalty 1948.438665 = -642038.880227 nChanged 289 SP:Iteration 9Q (2732.640472 sec): 3 clusters Score: Raw -644093.893559 + Penalty 1948.438665 = -642145.454894 nChanged 277 SP:Iteration 10Q (2732.757948 sec): 3 clusters Score: Raw -644189.874856 + Penalty 1948.438665 = -642241.436191 nChanged 247 SP:Iteration 11Q (2732.889284 sec): 3 clusters Score: Raw -644272.698677 + Penalty 1948.438665 = -642324.260013 nChanged 256 SP:Iteration 12Q (2732.979388 sec): 3 clusters Score: Raw -644365.902842 + Penalty 1948.438665 = -642417.464177 nChanged 264 SP:Iteration 13Q (2733.096132 sec): 3 clusters Score: Raw -644464.459431 + Penalty 1948.438665 = -642516.020766 nChanged 249 SP:Iteration 14Q (2733.193059 sec): 3 clusters Score: Raw -644553.437218 + Penalty 1948.438665 = -642604.998554 nChanged 245 SP:Iteration 15Q (2733.311706 sec): 3 clusters Score: Raw -644659.184894 + Penalty 1948.438665 = -642710.746230 nChanged 247 SP:Iteration 16Q (2733.409820 sec): 3 clusters Score: Raw -644773.600885 + Penalty 1948.438665 = -642825.162221 nChanged 242 SP:Iteration 17Q (2733.522203 sec): 3 clusters Score: Raw -644895.666676 + Penalty 1948.438665 = -642947.228012 nChanged 252 SP:Iteration 18Q (2733.633488 sec): 3 clusters Score: Raw -645022.825684 + Penalty 1948.438665 = -643074.387020 nChanged 217 SP:Iteration 19Q (2733.737928 sec): 3 clusters Score: Raw -645142.249136 + Penalty 1948.438665 = -643193.810472 nChanged 186 SP:Iteration 20F (2733.841403 sec): 3 clusters Score: Raw -645259.182084 + Penalty 1948.438665 = -643310.743420 nChanged 164 SP:Iteration 21Q (2733.969061 sec): 3 clusters Score: Raw -645368.614354 + Penalty 1948.438665 = -643420.175689 nChanged 139 SP:Iteration 22Q (2734.078915 sec): 3 clusters Score: Raw -645474.521853 + Penalty 1948.438665 = -643526.083188 nChanged 108 SP:Iteration 23Q (2734.202679 sec): 3 clusters Score: Raw -645561.175381 + Penalty 1948.438665 = -643612.736716 nChanged 83 SP:Iteration 24Q (2734.321135 sec): 3 clusters Score: Raw -645630.245292 + Penalty 1948.438665 = -643681.806628 nChanged 61 SP:Iteration 25Q (2734.430139 sec): 3 clusters Score: Raw -645687.364126 + Penalty 1948.438665 = -643738.925462 nChanged 43 SP:Iteration 26Q (2734.535848 sec): 3 clusters Score: Raw -645730.920668 + Penalty 1948.438665 = -643782.482004 nChanged 30 SP:Iteration 27Q (2734.628125 sec): 3 clusters Score: Raw -645761.508078 + Penalty 1948.438665 = -643813.069414 nChanged 14 SP:Iteration 28Q (2734.749708 sec): 3 clusters Score: Raw -645772.415620 + Penalty 1948.438665 = -643823.976955 nChanged 17 SP:Iteration 29Q (2734.862562 sec): 3 clusters Score: Raw -645784.323693 + Penalty 1948.438665 = -643835.885029 nChanged 15 SP:Iteration 30Q (2734.982316 sec): 3 clusters Score: Raw -645796.728651 + Penalty 1948.438665 = -643848.289986 nChanged 11 SP:Iteration 31Q (2735.100476 sec): 3 clusters Score: Raw -645803.605494 + Penalty 1948.438665 = -643855.166830 nChanged 7 SP:Iteration 32Q (2735.197545 sec): 3 clusters Score: Raw -645810.537135 + Penalty 1948.438665 = -643862.098471 nChanged 9 SP:Iteration 33Q (2735.314097 sec): 3 clusters Score: Raw -645823.377490 + Penalty 1948.438665 = -643874.938826 nChanged 11 SP:Iteration 34Q (2735.417845 sec): 3 clusters Score: Raw -645834.212868 + Penalty 1948.438665 = -643885.774203 nChanged 7 SP:Iteration 35Q (2735.502803 sec): 3 clusters Score: Raw -645839.365488 + Penalty 1948.438665 = -643890.926823 nChanged 4 SP:Iteration 36Q (2735.618702 sec): 3 clusters Score: Raw -645843.712500 + Penalty 1948.438665 = -643895.273835 nChanged 5 SP:Iteration 37Q (2735.728373 sec): 3 clusters Score: Raw -645846.463000 + Penalty 1948.438665 = -643898.024335 nChanged 4 SP:Iteration 38Q (2735.834657 sec): 3 clusters Score: Raw -645847.952109 + Penalty 1948.438665 = -643899.513444 nChanged 1 SP:Iteration 39Q (2735.950503 sec): 3 clusters Score: Raw -645848.294525 + Penalty 1948.438665 = -643899.855860 nChanged 0 SP:Iteration 40F (2736.064063 sec): 3 clusters Score: Raw -645848.294525 + Penalty 1948.438665 = -643899.855860 nChanged 0 Trying to split cluster 11 (2902 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2736.128971 sec): 2 clusters Score: Raw -168110.606887 + Penalty 837.181321 = -167273.425566 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2736.216551 sec): 3 clusters Score: Raw -166646.676911 + Penalty 1674.362641 = -164972.314270 nChanged 1165 SP:Iteration 1F (2736.326241 sec): 3 clusters Score: Raw -167445.274743 + Penalty 1674.362641 = -165770.912102 nChanged 250 SP:Iteration 2F (2736.429419 sec): 3 clusters Score: Raw -167658.905500 + Penalty 1674.362641 = -165984.542859 nChanged 162 SP:Iteration 3F (2736.525894 sec): 3 clusters Score: Raw -167788.038358 + Penalty 1674.362641 = -166113.675717 nChanged 160 SP:Iteration 4F (2736.621796 sec): 3 clusters Score: Raw -167900.702556 + Penalty 1674.362641 = -166226.339915 nChanged 118 SP:Iteration 5Q (2736.740060 sec): 3 clusters Score: Raw -167974.770799 + Penalty 1674.362641 = -166300.408158 nChanged 94 SP:Iteration 6Q (2736.830960 sec): 3 clusters Score: Raw -168028.408318 + Penalty 1674.362641 = -166354.045677 nChanged 81 SP:Iteration 7Q (2736.929710 sec): 3 clusters Score: Raw -168083.259273 + Penalty 1674.362641 = -166408.896632 nChanged 74 SP:Iteration 8Q (2737.034103 sec): 3 clusters Score: Raw -168142.026384 + Penalty 1674.362641 = -166467.663743 nChanged 72 SP:Iteration 9Q (2737.133188 sec): 3 clusters Score: Raw -168204.110953 + Penalty 1674.362641 = -166529.748312 nChanged 78 SP:Iteration 10Q (2737.240365 sec): 3 clusters Score: Raw -168262.376629 + Penalty 1674.362641 = -166588.013988 nChanged 65 SP:Iteration 11Q (2737.315183 sec): 3 clusters Score: Raw -168297.192989 + Penalty 1674.362641 = -166622.830348 nChanged 48 SP:Iteration 12Q (2737.434150 sec): 3 clusters Score: Raw -168320.792562 + Penalty 1674.362641 = -166646.429921 nChanged 34 SP:Iteration 13Q (2737.528778 sec): 3 clusters Score: Raw -168339.423280 + Penalty 1674.362641 = -166665.060638 nChanged 35 SP:Iteration 14Q (2737.601953 sec): 3 clusters Score: Raw -168351.003671 + Penalty 1674.362641 = -166676.641030 nChanged 20 SP:Iteration 15Q (2737.698151 sec): 3 clusters Score: Raw -168359.416396 + Penalty 1674.362641 = -166685.053755 nChanged 21 SP:Iteration 16Q (2737.783916 sec): 3 clusters Score: Raw -168369.083744 + Penalty 1674.362641 = -166694.721103 nChanged 21 SP:Iteration 17Q (2737.882995 sec): 3 clusters Score: Raw -168377.851845 + Penalty 1674.362641 = -166703.489204 nChanged 21 SP:Iteration 18Q (2737.993699 sec): 3 clusters Score: Raw -168387.713716 + Penalty 1674.362641 = -166713.351075 nChanged 19 SP:Iteration 19Q (2738.089728 sec): 3 clusters Score: Raw -168395.571890 + Penalty 1674.362641 = -166721.209249 nChanged 19 SP:Iteration 20F (2738.190312 sec): 3 clusters Score: Raw -168404.124520 + Penalty 1674.362641 = -166729.761879 nChanged 22 SP:Iteration 21Q (2738.275210 sec): 3 clusters Score: Raw -168414.644346 + Penalty 1674.362641 = -166740.281705 nChanged 26 SP:Iteration 22Q (2738.389468 sec): 3 clusters Score: Raw -168426.311094 + Penalty 1674.362641 = -166751.948453 nChanged 21 SP:Iteration 23Q (2738.468478 sec): 3 clusters Score: Raw -168436.573582 + Penalty 1674.362641 = -166762.210941 nChanged 18 SP:Iteration 24Q (2738.561014 sec): 3 clusters Score: Raw -168445.994686 + Penalty 1674.362641 = -166771.632045 nChanged 19 SP:Iteration 25Q (2738.665048 sec): 3 clusters Score: Raw -168456.110473 + Penalty 1674.362641 = -166781.747832 nChanged 20 SP:Iteration 26Q (2738.776268 sec): 3 clusters Score: Raw -168463.462911 + Penalty 1674.362641 = -166789.100270 nChanged 13 SP:Iteration 27Q (2738.854308 sec): 3 clusters Score: Raw -168466.926274 + Penalty 1674.362641 = -166792.563633 nChanged 14 SP:Iteration 28Q (2738.946750 sec): 3 clusters Score: Raw -168472.171633 + Penalty 1674.362641 = -166797.808992 nChanged 14 SP:Iteration 29Q (2739.038914 sec): 3 clusters Score: Raw -168477.315184 + Penalty 1674.362641 = -166802.952543 nChanged 13 SP:Iteration 30Q (2739.159257 sec): 3 clusters Score: Raw -168482.139953 + Penalty 1674.362641 = -166807.777312 nChanged 13 SP:Iteration 31Q (2739.250967 sec): 3 clusters Score: Raw -168486.362881 + Penalty 1674.362641 = -166812.000240 nChanged 11 SP:Iteration 32Q (2739.352026 sec): 3 clusters Score: Raw -168490.497226 + Penalty 1674.362641 = -166816.134585 nChanged 10 SP:Iteration 33Q (2739.469530 sec): 3 clusters Score: Raw -168493.351083 + Penalty 1674.362641 = -166818.988442 nChanged 11 SP:Iteration 34Q (2739.589104 sec): 3 clusters Score: Raw -168497.755336 + Penalty 1674.362641 = -166823.392695 nChanged 10 SP:Iteration 35Q (2739.687455 sec): 3 clusters Score: Raw -168500.400055 + Penalty 1674.362641 = -166826.037414 nChanged 7 SP:Iteration 36Q (2739.761037 sec): 3 clusters Score: Raw -168503.834782 + Penalty 1674.362641 = -166829.472141 nChanged 6 SP:Iteration 37Q (2739.877529 sec): 3 clusters Score: Raw -168505.609718 + Penalty 1674.362641 = -166831.247077 nChanged 7 SP:Iteration 38Q (2739.984150 sec): 3 clusters Score: Raw -168508.978522 + Penalty 1674.362641 = -166834.615881 nChanged 8 SP:Iteration 39Q (2740.075190 sec): 3 clusters Score: Raw -168511.764267 + Penalty 1674.362641 = -166837.401626 nChanged 7 SP:Iteration 40F (2740.169985 sec): 3 clusters Score: Raw -168513.486169 + Penalty 1674.362641 = -166839.123528 nChanged 6 SP:Iteration 41Q (2740.287138 sec): 3 clusters Score: Raw -168514.252540 + Penalty 1674.362641 = -166839.889899 nChanged 3 SP:Iteration 42Q (2740.400881 sec): 3 clusters Score: Raw -168514.615259 + Penalty 1674.362641 = -166840.252618 nChanged 1 SP:Iteration 43Q (2740.511576 sec): 3 clusters Score: Raw -168514.706179 + Penalty 1674.362641 = -166840.343538 nChanged 1 SP:Iteration 44Q (2740.584326 sec): 3 clusters Score: Raw -168514.992002 + Penalty 1674.362641 = -166840.629361 nChanged 1 SP:Iteration 45Q (2740.702693 sec): 3 clusters Score: Raw -168515.062456 + Penalty 1674.362641 = -166840.699815 nChanged 0 SP:Iteration 46F (2740.779070 sec): 3 clusters Score: Raw -168515.062456 + Penalty 1674.362641 = -166840.699815 nChanged 0 Trying to split cluster 12 (1389 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2740.849559 sec): 2 clusters Score: Raw -71186.734706 + Penalty 759.815631 = -70426.919075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2740.955470 sec): 3 clusters Score: Raw -70602.530113 + Penalty 1519.631262 = -69082.898851 nChanged 498 SP:Iteration 1F (2741.017329 sec): 3 clusters Score: Raw -70981.740297 + Penalty 1519.631262 = -69462.109035 nChanged 120 SP:Iteration 2F (2741.119006 sec): 3 clusters Score: Raw -71087.159183 + Penalty 1519.631262 = -69567.527921 nChanged 68 SP:Iteration 3Q (2741.206520 sec): 3 clusters Score: Raw -71134.344426 + Penalty 1519.631262 = -69614.713164 nChanged 47 SP:Iteration 4Q (2741.317127 sec): 3 clusters Score: Raw -71166.792499 + Penalty 1519.631262 = -69647.161237 nChanged 31 SP:Iteration 5Q (2741.397851 sec): 3 clusters Score: Raw -71188.739593 + Penalty 1519.631262 = -69669.108331 nChanged 24 SP:Iteration 6Q (2741.514471 sec): 3 clusters Score: Raw -71206.539066 + Penalty 1519.631262 = -69686.907804 nChanged 26 SP:Iteration 7Q (2741.598096 sec): 3 clusters Score: Raw -71222.271291 + Penalty 1519.631262 = -69702.640029 nChanged 17 SP:Iteration 8Q (2741.688034 sec): 3 clusters Score: Raw -71231.300958 + Penalty 1519.631262 = -69711.669696 nChanged 10 SP:Iteration 9Q (2741.797190 sec): 3 clusters Score: Raw -71236.020046 + Penalty 1519.631262 = -69716.388784 nChanged 10 SP:Iteration 10Q (2741.878705 sec): 3 clusters Score: Raw -71240.041001 + Penalty 1519.631262 = -69720.409739 nChanged 9 SP:Iteration 11Q (2741.965280 sec): 3 clusters Score: Raw -71246.054457 + Penalty 1519.631262 = -69726.423195 nChanged 14 SP:Iteration 12Q (2742.084449 sec): 3 clusters Score: Raw -71254.926166 + Penalty 1519.631262 = -69735.294904 nChanged 14 SP:Iteration 13Q (2742.187008 sec): 3 clusters Score: Raw -71263.084270 + Penalty 1519.631262 = -69743.453008 nChanged 10 SP:Iteration 14Q (2742.274419 sec): 3 clusters Score: Raw -71266.532354 + Penalty 1519.631262 = -69746.901092 nChanged 10 SP:Iteration 15Q (2742.363827 sec): 3 clusters Score: Raw -71272.369326 + Penalty 1519.631262 = -69752.738064 nChanged 7 SP:Iteration 16Q (2742.448802 sec): 3 clusters Score: Raw -71275.747982 + Penalty 1519.631262 = -69756.116720 nChanged 6 SP:Iteration 17Q (2742.553981 sec): 3 clusters Score: Raw -71279.975086 + Penalty 1519.631262 = -69760.343824 nChanged 5 SP:Iteration 18Q (2742.642990 sec): 3 clusters Score: Raw -71281.295143 + Penalty 1519.631262 = -69761.663881 nChanged 3 SP:Iteration 19Q (2742.764993 sec): 3 clusters Score: Raw -71282.173741 + Penalty 1519.631262 = -69762.542479 nChanged 4 SP:Iteration 20F (2742.843226 sec): 3 clusters Score: Raw -71283.959246 + Penalty 1519.631262 = -69764.327984 nChanged 4 SP:Iteration 21Q (2742.957908 sec): 3 clusters Score: Raw -71284.937028 + Penalty 1519.631262 = -69765.305766 nChanged 4 SP:Iteration 22Q (2743.039134 sec): 3 clusters Score: Raw -71285.773691 + Penalty 1519.631262 = -69766.142429 nChanged 1 SP:Iteration 23Q (2743.116832 sec): 3 clusters Score: Raw -71286.572804 + Penalty 1519.631262 = -69766.941542 nChanged 0 SP:Iteration 24F (2743.234896 sec): 3 clusters Score: Raw -71286.572804 + Penalty 1519.631262 = -69766.941542 nChanged 0 Trying to split cluster 13 (2267 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2743.269888 sec): 2 clusters Score: Raw -122501.463974 + Penalty 811.252328 = -121690.211646 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2743.390259 sec): 3 clusters Score: Raw -121401.516075 + Penalty 1622.504657 = -119779.011418 nChanged 910 SP:Iteration 1F (2743.466497 sec): 3 clusters Score: Raw -122013.543150 + Penalty 1622.504657 = -120391.038494 nChanged 167 SP:Iteration 2F (2743.558950 sec): 3 clusters Score: Raw -122138.161501 + Penalty 1622.504657 = -120515.656844 nChanged 124 SP:Iteration 3F (2743.683645 sec): 3 clusters Score: Raw -122231.877227 + Penalty 1622.504657 = -120609.372570 nChanged 102 SP:Iteration 4Q (2743.777600 sec): 3 clusters Score: Raw -122306.083171 + Penalty 1622.504657 = -120683.578514 nChanged 88 SP:Iteration 5Q (2743.877524 sec): 3 clusters Score: Raw -122373.859462 + Penalty 1622.504657 = -120751.354805 nChanged 86 SP:Iteration 6Q (2743.962018 sec): 3 clusters Score: Raw -122426.983028 + Penalty 1622.504657 = -120804.478372 nChanged 66 SP:Iteration 7Q (2744.043282 sec): 3 clusters Score: Raw -122472.886936 + Penalty 1622.504657 = -120850.382279 nChanged 56 SP:Iteration 8Q (2744.142122 sec): 3 clusters Score: Raw -122517.544034 + Penalty 1622.504657 = -120895.039377 nChanged 59 SP:Iteration 9Q (2744.260330 sec): 3 clusters Score: Raw -122571.613645 + Penalty 1622.504657 = -120949.108989 nChanged 60 SP:Iteration 10Q (2744.358168 sec): 3 clusters Score: Raw -122614.958572 + Penalty 1622.504657 = -120992.453915 nChanged 41 SP:Iteration 11Q (2744.457718 sec): 3 clusters Score: Raw -122636.933289 + Penalty 1622.504657 = -121014.428632 nChanged 38 SP:Iteration 12Q (2744.563790 sec): 3 clusters Score: Raw -122654.545622 + Penalty 1622.504657 = -121032.040966 nChanged 26 SP:Iteration 13Q (2744.652626 sec): 3 clusters Score: Raw -122666.555168 + Penalty 1622.504657 = -121044.050511 nChanged 18 SP:Iteration 14Q (2744.754745 sec): 3 clusters Score: Raw -122672.560648 + Penalty 1622.504657 = -121050.055992 nChanged 13 SP:Iteration 15Q (2744.823685 sec): 3 clusters Score: Raw -122675.939501 + Penalty 1622.504657 = -121053.434844 nChanged 9 SP:Iteration 16Q (2744.940669 sec): 3 clusters Score: Raw -122679.691724 + Penalty 1622.504657 = -121057.187067 nChanged 10 SP:Iteration 17Q (2745.015429 sec): 3 clusters Score: Raw -122683.859420 + Penalty 1622.504657 = -121061.354763 nChanged 8 SP:Iteration 18Q (2745.129557 sec): 3 clusters Score: Raw -122686.675139 + Penalty 1622.504657 = -121064.170483 nChanged 9 SP:Iteration 19Q (2745.224909 sec): 3 clusters Score: Raw -122689.221020 + Penalty 1622.504657 = -121066.716363 nChanged 6 SP:Iteration 20F (2745.302673 sec): 3 clusters Score: Raw -122691.525371 + Penalty 1622.504657 = -121069.020714 nChanged 10 SP:Iteration 21Q (2745.398069 sec): 3 clusters Score: Raw -122695.940222 + Penalty 1622.504657 = -121073.435565 nChanged 9 SP:Iteration 22Q (2745.497719 sec): 3 clusters Score: Raw -122699.006813 + Penalty 1622.504657 = -121076.502157 nChanged 7 SP:Iteration 23Q (2745.603474 sec): 3 clusters Score: Raw -122700.840578 + Penalty 1622.504657 = -121078.335922 nChanged 7 SP:Iteration 24Q (2745.705789 sec): 3 clusters Score: Raw -122702.755142 + Penalty 1622.504657 = -121080.250485 nChanged 8 SP:Iteration 25Q (2745.786642 sec): 3 clusters Score: Raw -122705.345224 + Penalty 1622.504657 = -121082.840567 nChanged 6 SP:Iteration 26Q (2745.893950 sec): 3 clusters Score: Raw -122707.108969 + Penalty 1622.504657 = -121084.604312 nChanged 4 SP:Iteration 27Q (2746.008432 sec): 3 clusters Score: Raw -122708.983513 + Penalty 1622.504657 = -121086.478856 nChanged 7 SP:Iteration 28Q (2746.100310 sec): 3 clusters Score: Raw -122712.986328 + Penalty 1622.504657 = -121090.481672 nChanged 8 SP:Iteration 29Q (2746.188238 sec): 3 clusters Score: Raw -122715.623556 + Penalty 1622.504657 = -121093.118900 nChanged 6 SP:Iteration 30Q (2746.301455 sec): 3 clusters Score: Raw -122717.066401 + Penalty 1622.504657 = -121094.561745 nChanged 6 SP:Iteration 31Q (2746.384849 sec): 3 clusters Score: Raw -122719.811498 + Penalty 1622.504657 = -121097.306841 nChanged 5 SP:Iteration 32Q (2746.505742 sec): 3 clusters Score: Raw -122721.017748 + Penalty 1622.504657 = -121098.513091 nChanged 4 SP:Iteration 33Q (2746.591675 sec): 3 clusters Score: Raw -122722.198594 + Penalty 1622.504657 = -121099.693937 nChanged 6 SP:Iteration 34Q (2746.684599 sec): 3 clusters Score: Raw -122724.361880 + Penalty 1622.504657 = -121101.857223 nChanged 5 SP:Iteration 35Q (2746.791433 sec): 3 clusters Score: Raw -122727.077568 + Penalty 1622.504657 = -121104.572912 nChanged 7 SP:Iteration 36Q (2746.900026 sec): 3 clusters Score: Raw -122729.994199 + Penalty 1622.504657 = -121107.489542 nChanged 5 SP:Iteration 37Q (2747.005536 sec): 3 clusters Score: Raw -122732.196789 + Penalty 1622.504657 = -121109.692132 nChanged 5 SP:Iteration 38Q (2747.091795 sec): 3 clusters Score: Raw -122735.065557 + Penalty 1622.504657 = -121112.560900 nChanged 4 SP:Iteration 39Q (2747.191299 sec): 3 clusters Score: Raw -122736.323371 + Penalty 1622.504657 = -121113.818714 nChanged 2 SP:Iteration 40F (2747.315419 sec): 3 clusters Score: Raw -122736.623050 + Penalty 1622.504657 = -121114.118393 nChanged 1 SP:Iteration 41Q (2747.410054 sec): 3 clusters Score: Raw -122736.766920 + Penalty 1622.504657 = -121114.262264 nChanged 0 SP:Iteration 42F (2747.501055 sec): 3 clusters Score: Raw -122736.766920 + Penalty 1622.504657 = -121114.262264 nChanged 0 Trying to split cluster 14 (3969 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2747.546557 sec): 2 clusters Score: Raw -226878.071575 + Penalty 870.058293 = -226008.013282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2747.651536 sec): 3 clusters Score: Raw -224792.937510 + Penalty 1740.116585 = -223052.820925 nChanged 1621 SP:Iteration 1F (2747.745443 sec): 3 clusters Score: Raw -225867.882336 + Penalty 1740.116585 = -224127.765751 nChanged 372 SP:Iteration 2F (2747.864997 sec): 3 clusters Score: Raw -226115.919007 + Penalty 1740.116585 = -224375.802422 nChanged 237 SP:Iteration 3F (2747.967738 sec): 3 clusters Score: Raw -226293.401512 + Penalty 1740.116585 = -224553.284927 nChanged 229 SP:Iteration 4F (2748.061725 sec): 3 clusters Score: Raw -226457.638813 + Penalty 1740.116585 = -224717.522228 nChanged 189 SP:Iteration 5Q (2748.151358 sec): 3 clusters Score: Raw -226573.357444 + Penalty 1740.116585 = -224833.240859 nChanged 147 SP:Iteration 6Q (2748.259088 sec): 3 clusters Score: Raw -226646.193728 + Penalty 1740.116585 = -224906.077143 nChanged 119 SP:Iteration 7Q (2748.356117 sec): 3 clusters Score: Raw -226697.428016 + Penalty 1740.116585 = -224957.311431 nChanged 88 SP:Iteration 8Q (2748.481993 sec): 3 clusters Score: Raw -226729.609257 + Penalty 1740.116585 = -224989.492672 nChanged 66 SP:Iteration 9Q (2748.588884 sec): 3 clusters Score: Raw -226755.914646 + Penalty 1740.116585 = -225015.798061 nChanged 67 SP:Iteration 10Q (2748.685454 sec): 3 clusters Score: Raw -226780.757051 + Penalty 1740.116585 = -225040.640466 nChanged 55 SP:Iteration 11Q (2748.798839 sec): 3 clusters Score: Raw -226804.277785 + Penalty 1740.116585 = -225064.161200 nChanged 56 SP:Iteration 12Q (2748.891561 sec): 3 clusters Score: Raw -226831.477558 + Penalty 1740.116585 = -225091.360973 nChanged 61 SP:Iteration 13Q (2748.990606 sec): 3 clusters Score: Raw -226866.278715 + Penalty 1740.116585 = -225126.162130 nChanged 71 SP:Iteration 14Q (2749.121592 sec): 3 clusters Score: Raw -226908.673332 + Penalty 1740.116585 = -225168.556746 nChanged 73 SP:Iteration 15Q (2749.221838 sec): 3 clusters Score: Raw -226959.041616 + Penalty 1740.116585 = -225218.925031 nChanged 69 SP:Iteration 16Q (2749.325853 sec): 3 clusters Score: Raw -227011.465134 + Penalty 1740.116585 = -225271.348549 nChanged 70 SP:Iteration 17Q (2749.427486 sec): 3 clusters Score: Raw -227056.632606 + Penalty 1740.116585 = -225316.516021 nChanged 62 SP:Iteration 18Q (2749.545978 sec): 3 clusters Score: Raw -227090.244739 + Penalty 1740.116585 = -225350.128154 nChanged 63 SP:Iteration 19Q (2749.633832 sec): 3 clusters Score: Raw -227116.391396 + Penalty 1740.116585 = -225376.274811 nChanged 47 SP:Iteration 20F (2749.749159 sec): 3 clusters Score: Raw -227131.031799 + Penalty 1740.116585 = -225390.915214 nChanged 34 SP:Iteration 21Q (2749.848620 sec): 3 clusters Score: Raw -227141.918439 + Penalty 1740.116585 = -225401.801853 nChanged 33 SP:Iteration 22Q (2749.949820 sec): 3 clusters Score: Raw -227153.523424 + Penalty 1740.116585 = -225413.406839 nChanged 18 SP:Iteration 23Q (2750.067461 sec): 3 clusters Score: Raw -227158.613736 + Penalty 1740.116585 = -225418.497151 nChanged 15 SP:Iteration 24Q (2750.175957 sec): 3 clusters Score: Raw -227162.350504 + Penalty 1740.116585 = -225422.233919 nChanged 8 SP:Iteration 25Q (2750.292861 sec): 3 clusters Score: Raw -227164.229149 + Penalty 1740.116585 = -225424.112564 nChanged 9 SP:Iteration 26Q (2750.396686 sec): 3 clusters Score: Raw -227166.336553 + Penalty 1740.116585 = -225426.219968 nChanged 9 SP:Iteration 27Q (2750.487157 sec): 3 clusters Score: Raw -227167.994970 + Penalty 1740.116585 = -225427.878385 nChanged 3 SP:Iteration 28Q (2750.594445 sec): 3 clusters Score: Raw -227168.469546 + Penalty 1740.116585 = -225428.352961 nChanged 2 SP:Iteration 29Q (2750.716774 sec): 3 clusters Score: Raw -227168.719351 + Penalty 1740.116585 = -225428.602765 nChanged 2 SP:Iteration 30Q (2750.823127 sec): 3 clusters Score: Raw -227169.061105 + Penalty 1740.116585 = -225428.944519 nChanged 1 SP:Iteration 31Q (2750.917169 sec): 3 clusters Score: Raw -227169.219865 + Penalty 1740.116585 = -225429.103280 nChanged 3 SP:Iteration 32Q (2751.029256 sec): 3 clusters Score: Raw -227169.773542 + Penalty 1740.116585 = -225429.656957 nChanged 3 SP:Iteration 33Q (2751.105293 sec): 3 clusters Score: Raw -227170.139171 + Penalty 1740.116585 = -225430.022586 nChanged 2 SP:Iteration 34Q (2751.196956 sec): 3 clusters Score: Raw -227170.336749 + Penalty 1740.116585 = -225430.220164 nChanged 1 SP:Iteration 35Q (2751.304269 sec): 3 clusters Score: Raw -227170.781108 + Penalty 1740.116585 = -225430.664523 nChanged 2 SP:Iteration 36Q (2751.410996 sec): 3 clusters Score: Raw -227171.666665 + Penalty 1740.116585 = -225431.550080 nChanged 4 SP:Iteration 37Q (2751.529367 sec): 3 clusters Score: Raw -227172.586004 + Penalty 1740.116585 = -225432.469419 nChanged 6 SP:Iteration 38Q (2751.622215 sec): 3 clusters Score: Raw -227173.114857 + Penalty 1740.116585 = -225432.998272 nChanged 2 SP:Iteration 39Q (2751.722790 sec): 3 clusters Score: Raw -227173.322045 + Penalty 1740.116585 = -225433.205460 nChanged 2 SP:Iteration 40F (2751.827901 sec): 3 clusters Score: Raw -227173.627956 + Penalty 1740.116585 = -225433.511371 nChanged 0 Trying to split cluster 15 (1091 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2751.879455 sec): 2 clusters Score: Raw -43985.144228 + Penalty 734.459249 = -43250.684980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2751.995230 sec): 3 clusters Score: Raw -43562.481574 + Penalty 1468.918497 = -42093.563076 nChanged 403 SP:Iteration 1F (2752.108562 sec): 3 clusters Score: Raw -43907.023883 + Penalty 1468.918497 = -42438.105386 nChanged 129 SP:Iteration 2F (2752.182892 sec): 3 clusters Score: Raw -44072.630430 + Penalty 1468.918497 = -42603.711933 nChanged 92 SP:Iteration 3F (2752.300343 sec): 3 clusters Score: Raw -44193.841077 + Penalty 1468.918497 = -42724.922579 nChanged 59 SP:Iteration 4F (2752.388831 sec): 3 clusters Score: Raw -44320.688583 + Penalty 1468.918497 = -42851.770086 nChanged 57 SP:Iteration 5F (2752.478442 sec): 3 clusters Score: Raw -44431.547314 + Penalty 1468.918497 = -42962.628817 nChanged 46 SP:Iteration 6Q (2752.550091 sec): 3 clusters Score: Raw -44490.484590 + Penalty 1468.918497 = -43021.566093 nChanged 41 SP:Iteration 7Q (2752.659726 sec): 3 clusters Score: Raw -44535.711428 + Penalty 1468.918497 = -43066.792931 nChanged 25 SP:Iteration 8Q (2752.756496 sec): 3 clusters Score: Raw -44559.448337 + Penalty 1468.918497 = -43090.529839 nChanged 12 SP:Iteration 9Q (2752.872584 sec): 3 clusters Score: Raw -44570.962304 + Penalty 1468.918497 = -43102.043807 nChanged 10 SP:Iteration 10Q (2752.937937 sec): 3 clusters Score: Raw -44582.350512 + Penalty 1468.918497 = -43113.432015 nChanged 10 SP:Iteration 11Q (2753.024166 sec): 3 clusters Score: Raw -44592.695707 + Penalty 1468.918497 = -43123.777210 nChanged 9 SP:Iteration 12Q (2753.115970 sec): 3 clusters Score: Raw -44599.187896 + Penalty 1468.918497 = -43130.269399 nChanged 10 SP:Iteration 13Q (2753.221821 sec): 3 clusters Score: Raw -44607.476931 + Penalty 1468.918497 = -43138.558434 nChanged 6 SP:Iteration 14Q (2753.318961 sec): 3 clusters Score: Raw -44618.995773 + Penalty 1468.918497 = -43150.077275 nChanged 5 SP:Iteration 15Q (2753.428343 sec): 3 clusters Score: Raw -44620.970019 + Penalty 1468.918497 = -43152.051522 nChanged 2 SP:Iteration 16Q (2753.508497 sec): 3 clusters Score: Raw -44621.634405 + Penalty 1468.918497 = -43152.715908 nChanged 0 SP:Iteration 17F (2753.615795 sec): 3 clusters Score: Raw -44621.634405 + Penalty 1468.918497 = -43152.715908 nChanged 0 Trying to split cluster 16 (2436 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2753.664996 sec): 2 clusters Score: Raw -148990.410205 + Penalty 818.801826 = -148171.608379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2753.762269 sec): 3 clusters Score: Raw -147788.524004 + Penalty 1637.603652 = -146150.920352 nChanged 969 SP:Iteration 1F (2753.861906 sec): 3 clusters Score: Raw -148344.840276 + Penalty 1637.603652 = -146707.236624 nChanged 180 SP:Iteration 2F (2753.963744 sec): 3 clusters Score: Raw -148470.146041 + Penalty 1637.603652 = -146832.542389 nChanged 142 SP:Iteration 3F (2754.041604 sec): 3 clusters Score: Raw -148563.002974 + Penalty 1637.603652 = -146925.399322 nChanged 119 SP:Iteration 4Q (2754.135992 sec): 3 clusters Score: Raw -148647.415345 + Penalty 1637.603652 = -147009.811693 nChanged 118 SP:Iteration 5Q (2754.251779 sec): 3 clusters Score: Raw -148731.930129 + Penalty 1637.603652 = -147094.326477 nChanged 107 SP:Iteration 6Q (2754.317894 sec): 3 clusters Score: Raw -148799.178028 + Penalty 1637.603652 = -147161.574376 nChanged 90 SP:Iteration 7Q (2754.411039 sec): 3 clusters Score: Raw -148852.353550 + Penalty 1637.603652 = -147214.749898 nChanged 83 SP:Iteration 8Q (2754.501176 sec): 3 clusters Score: Raw -148896.854745 + Penalty 1637.603652 = -147259.251093 nChanged 53 SP:Iteration 9Q (2754.600936 sec): 3 clusters Score: Raw -148924.285430 + Penalty 1637.603652 = -147286.681778 nChanged 42 SP:Iteration 10Q (2754.709643 sec): 3 clusters Score: Raw -148945.167417 + Penalty 1637.603652 = -147307.563765 nChanged 35 SP:Iteration 11Q (2754.823926 sec): 3 clusters Score: Raw -148965.379274 + Penalty 1637.603652 = -147327.775622 nChanged 30 SP:Iteration 12Q (2754.938988 sec): 3 clusters Score: Raw -148988.625074 + Penalty 1637.603652 = -147351.021422 nChanged 33 SP:Iteration 13Q (2755.022507 sec): 3 clusters Score: Raw -149014.054511 + Penalty 1637.603652 = -147376.450859 nChanged 24 SP:Iteration 14Q (2755.121023 sec): 3 clusters Score: Raw -149034.189882 + Penalty 1637.603652 = -147396.586230 nChanged 24 SP:Iteration 15Q (2755.217060 sec): 3 clusters Score: Raw -149054.882019 + Penalty 1637.603652 = -147417.278367 nChanged 17 SP:Iteration 16Q (2755.328274 sec): 3 clusters Score: Raw -149067.883389 + Penalty 1637.603652 = -147430.279737 nChanged 13 SP:Iteration 17Q (2755.412074 sec): 3 clusters Score: Raw -149080.338191 + Penalty 1637.603652 = -147442.734539 nChanged 14 SP:Iteration 18Q (2755.514130 sec): 3 clusters Score: Raw -149093.812282 + Penalty 1637.603652 = -147456.208630 nChanged 21 SP:Iteration 19Q (2755.640807 sec): 3 clusters Score: Raw -149109.191044 + Penalty 1637.603652 = -147471.587392 nChanged 15 SP:Iteration 20F (2755.721480 sec): 3 clusters Score: Raw -149119.955548 + Penalty 1637.603652 = -147482.351896 nChanged 13 SP:Iteration 21Q (2755.815007 sec): 3 clusters Score: Raw -149130.089696 + Penalty 1637.603652 = -147492.486044 nChanged 15 SP:Iteration 22Q (2755.927852 sec): 3 clusters Score: Raw -149140.316235 + Penalty 1637.603652 = -147502.712583 nChanged 15 SP:Iteration 23Q (2756.010377 sec): 3 clusters Score: Raw -149151.225858 + Penalty 1637.603652 = -147513.622206 nChanged 15 SP:Iteration 24Q (2756.094208 sec): 3 clusters Score: Raw -149158.443712 + Penalty 1637.603652 = -147520.840060 nChanged 11 SP:Iteration 25Q (2756.196701 sec): 3 clusters Score: Raw -149166.288032 + Penalty 1637.603652 = -147528.684380 nChanged 13 SP:Iteration 26Q (2756.279891 sec): 3 clusters Score: Raw -149176.405533 + Penalty 1637.603652 = -147538.801881 nChanged 7 SP:Iteration 27Q (2756.402191 sec): 3 clusters Score: Raw -149182.646449 + Penalty 1637.603652 = -147545.042797 nChanged 3 SP:Iteration 28Q (2756.489382 sec): 3 clusters Score: Raw -149183.762202 + Penalty 1637.603652 = -147546.158550 nChanged 3 SP:Iteration 29Q (2756.587667 sec): 3 clusters Score: Raw -149184.891419 + Penalty 1637.603652 = -147547.287767 nChanged 1 SP:Iteration 30Q (2756.690820 sec): 3 clusters Score: Raw -149185.286281 + Penalty 1637.603652 = -147547.682629 nChanged 0 SP:Iteration 31F (2756.774232 sec): 3 clusters Score: Raw -149185.286281 + Penalty 1637.603652 = -147547.682629 nChanged 0 Trying to split cluster 17 (1859 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2756.839885 sec): 2 clusters Score: Raw -94999.449261 + Penalty 790.418369 = -94209.030892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2756.909750 sec): 3 clusters Score: Raw -94137.872054 + Penalty 1580.836737 = -92557.035316 nChanged 711 SP:Iteration 1F (2757.008160 sec): 3 clusters Score: Raw -94649.103515 + Penalty 1580.836737 = -93068.266778 nChanged 174 SP:Iteration 2F (2757.116358 sec): 3 clusters Score: Raw -94812.366462 + Penalty 1580.836737 = -93231.529725 nChanged 124 SP:Iteration 3F (2757.202484 sec): 3 clusters Score: Raw -94932.597044 + Penalty 1580.836737 = -93351.760307 nChanged 91 SP:Iteration 4Q (2757.283840 sec): 3 clusters Score: Raw -95021.231593 + Penalty 1580.836737 = -93440.394855 nChanged 81 SP:Iteration 5Q (2757.387366 sec): 3 clusters Score: Raw -95089.829555 + Penalty 1580.836737 = -93508.992817 nChanged 61 SP:Iteration 6Q (2757.490670 sec): 3 clusters Score: Raw -95143.794766 + Penalty 1580.836737 = -93562.958028 nChanged 63 SP:Iteration 7Q (2757.597882 sec): 3 clusters Score: Raw -95198.071029 + Penalty 1580.836737 = -93617.234292 nChanged 61 SP:Iteration 8Q (2757.671682 sec): 3 clusters Score: Raw -95247.623824 + Penalty 1580.836737 = -93666.787087 nChanged 48 SP:Iteration 9Q (2757.789899 sec): 3 clusters Score: Raw -95279.968130 + Penalty 1580.836737 = -93699.131392 nChanged 30 SP:Iteration 10Q (2757.883661 sec): 3 clusters Score: Raw -95293.504229 + Penalty 1580.836737 = -93712.667492 nChanged 14 SP:Iteration 11Q (2757.962136 sec): 3 clusters Score: Raw -95300.298702 + Penalty 1580.836737 = -93719.461965 nChanged 13 SP:Iteration 12Q (2758.051329 sec): 3 clusters Score: Raw -95306.993054 + Penalty 1580.836737 = -93726.156316 nChanged 16 SP:Iteration 13Q (2758.173003 sec): 3 clusters Score: Raw -95315.112486 + Penalty 1580.836737 = -93734.275748 nChanged 13 SP:Iteration 14Q (2758.276388 sec): 3 clusters Score: Raw -95320.524824 + Penalty 1580.836737 = -93739.688087 nChanged 15 SP:Iteration 15Q (2758.381529 sec): 3 clusters Score: Raw -95331.334979 + Penalty 1580.836737 = -93750.498242 nChanged 22 SP:Iteration 16Q (2758.487473 sec): 3 clusters Score: Raw -95342.534540 + Penalty 1580.836737 = -93761.697803 nChanged 14 SP:Iteration 17Q (2758.591008 sec): 3 clusters Score: Raw -95353.760601 + Penalty 1580.836737 = -93772.923864 nChanged 16 SP:Iteration 18Q (2758.693197 sec): 3 clusters Score: Raw -95371.912487 + Penalty 1580.836737 = -93791.075749 nChanged 21 SP:Iteration 19Q (2758.772017 sec): 3 clusters Score: Raw -95413.222451 + Penalty 1580.836737 = -93832.385714 nChanged 28 SP:Iteration 20F (2758.861798 sec): 3 clusters Score: Raw -95450.730971 + Penalty 1580.836737 = -93869.894233 nChanged 26 SP:Iteration 21Q (2758.966168 sec): 3 clusters Score: Raw -95466.508366 + Penalty 1580.836737 = -93885.671628 nChanged 10 SP:Iteration 22Q (2759.068892 sec): 3 clusters Score: Raw -95474.709623 + Penalty 1580.836737 = -93893.872886 nChanged 11 SP:Iteration 23Q (2759.175267 sec): 3 clusters Score: Raw -95480.438129 + Penalty 1580.836737 = -93899.601391 nChanged 13 SP:Iteration 24Q (2759.260088 sec): 3 clusters Score: Raw -95487.334955 + Penalty 1580.836737 = -93906.498217 nChanged 7 SP:Iteration 25Q (2759.372342 sec): 3 clusters Score: Raw -95490.837050 + Penalty 1580.836737 = -93910.000313 nChanged 9 SP:Iteration 26Q (2759.443712 sec): 3 clusters Score: Raw -95493.757557 + Penalty 1580.836737 = -93912.920819 nChanged 3 SP:Iteration 27Q (2759.540747 sec): 3 clusters Score: Raw -95494.706348 + Penalty 1580.836737 = -93913.869611 nChanged 2 SP:Iteration 28Q (2759.639787 sec): 3 clusters Score: Raw -95495.647959 + Penalty 1580.836737 = -93914.811222 nChanged 3 SP:Iteration 29Q (2759.757153 sec): 3 clusters Score: Raw -95497.093884 + Penalty 1580.836737 = -93916.257146 nChanged 4 SP:Iteration 30Q (2759.839930 sec): 3 clusters Score: Raw -95499.069110 + Penalty 1580.836737 = -93918.232373 nChanged 3 SP:Iteration 31Q (2759.938207 sec): 3 clusters Score: Raw -95500.613255 + Penalty 1580.836737 = -93919.776518 nChanged 3 SP:Iteration 32Q (2760.032781 sec): 3 clusters Score: Raw -95501.212481 + Penalty 1580.836737 = -93920.375743 nChanged 0 SP:Iteration 33F (2760.144315 sec): 3 clusters Score: Raw -95501.212481 + Penalty 1580.836737 = -93920.375743 nChanged 0 Trying to split cluster 18 (1483 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2760.181507 sec): 2 clusters Score: Raw -87239.760463 + Penalty 766.691346 = -86473.069117 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2760.281172 sec): 3 clusters Score: Raw -86613.115369 + Penalty 1533.382692 = -85079.732677 nChanged 535 SP:Iteration 1F (2760.402306 sec): 3 clusters Score: Raw -86979.685596 + Penalty 1533.382692 = -85446.302904 nChanged 123 SP:Iteration 2F (2760.496900 sec): 3 clusters Score: Raw -87082.451820 + Penalty 1533.382692 = -85549.069128 nChanged 83 SP:Iteration 3F (2760.582471 sec): 3 clusters Score: Raw -87150.217733 + Penalty 1533.382692 = -85616.835041 nChanged 61 SP:Iteration 4Q (2760.664674 sec): 3 clusters Score: Raw -87188.527825 + Penalty 1533.382692 = -85655.145133 nChanged 38 SP:Iteration 5Q (2760.777604 sec): 3 clusters Score: Raw -87225.843229 + Penalty 1533.382692 = -85692.460537 nChanged 38 SP:Iteration 6Q (2760.874516 sec): 3 clusters Score: Raw -87259.307407 + Penalty 1533.382692 = -85725.924715 nChanged 31 SP:Iteration 7Q (2760.952381 sec): 3 clusters Score: Raw -87279.083083 + Penalty 1533.382692 = -85745.700391 nChanged 29 SP:Iteration 8Q (2761.044476 sec): 3 clusters Score: Raw -87298.245334 + Penalty 1533.382692 = -85764.862642 nChanged 34 SP:Iteration 9Q (2761.176471 sec): 3 clusters Score: Raw -87326.805855 + Penalty 1533.382692 = -85793.423163 nChanged 29 SP:Iteration 10Q (2761.270250 sec): 3 clusters Score: Raw -87352.334159 + Penalty 1533.382692 = -85818.951467 nChanged 26 SP:Iteration 11Q (2761.372522 sec): 3 clusters Score: Raw -87375.612608 + Penalty 1533.382692 = -85842.229916 nChanged 29 SP:Iteration 12Q (2761.458527 sec): 3 clusters Score: Raw -87401.149206 + Penalty 1533.382692 = -85867.766514 nChanged 31 SP:Iteration 13Q (2761.548311 sec): 3 clusters Score: Raw -87426.284107 + Penalty 1533.382692 = -85892.901415 nChanged 28 SP:Iteration 14Q (2761.647855 sec): 3 clusters Score: Raw -87450.103465 + Penalty 1533.382692 = -85916.720773 nChanged 21 SP:Iteration 15Q (2761.740350 sec): 3 clusters Score: Raw -87465.231253 + Penalty 1533.382692 = -85931.848561 nChanged 17 SP:Iteration 16Q (2761.841000 sec): 3 clusters Score: Raw -87478.681757 + Penalty 1533.382692 = -85945.299065 nChanged 15 SP:Iteration 17Q (2761.947388 sec): 3 clusters Score: Raw -87497.300306 + Penalty 1533.382692 = -85963.917614 nChanged 18 SP:Iteration 18Q (2762.050786 sec): 3 clusters Score: Raw -87510.888448 + Penalty 1533.382692 = -85977.505756 nChanged 14 SP:Iteration 19Q (2762.154089 sec): 3 clusters Score: Raw -87521.891445 + Penalty 1533.382692 = -85988.508753 nChanged 12 SP:Iteration 20F (2762.282204 sec): 3 clusters Score: Raw -87533.397253 + Penalty 1533.382692 = -86000.014561 nChanged 12 SP:Iteration 21Q (2762.385972 sec): 3 clusters Score: Raw -87540.762851 + Penalty 1533.382692 = -86007.380159 nChanged 8 SP:Iteration 22Q (2762.456419 sec): 3 clusters Score: Raw -87544.512319 + Penalty 1533.382692 = -86011.129628 nChanged 5 SP:Iteration 23Q (2762.546748 sec): 3 clusters Score: Raw -87547.291384 + Penalty 1533.382692 = -86013.908692 nChanged 3 SP:Iteration 24Q (2762.662541 sec): 3 clusters Score: Raw -87548.510569 + Penalty 1533.382692 = -86015.127877 nChanged 2 SP:Iteration 25Q (2762.744659 sec): 3 clusters Score: Raw -87549.307175 + Penalty 1533.382692 = -86015.924483 nChanged 2 SP:Iteration 26Q (2762.852306 sec): 3 clusters Score: Raw -87549.684227 + Penalty 1533.382692 = -86016.301536 nChanged 0 SP:Iteration 27F (2762.973338 sec): 3 clusters Score: Raw -87549.684227 + Penalty 1533.382692 = -86016.301536 nChanged 0 Trying to split cluster 19 (19026 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2763.084240 sec): 2 clusters Score: Raw -1133214.271258 + Penalty 1034.623983 = -1132179.647275 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2763.207615 sec): 3 clusters Score: Raw -1121390.220588 + Penalty 2069.247966 = -1119320.972621 nChanged 8834 SP:Iteration 1F (2763.359335 sec): 3 clusters Score: Raw -1126301.342111 + Penalty 2069.247966 = -1124232.094145 nChanged 978 SP:Iteration 2F (2763.466266 sec): 3 clusters Score: Raw -1126665.841467 + Penalty 2069.247966 = -1124596.593501 nChanged 960 SP:Iteration 3F (2763.618539 sec): 3 clusters Score: Raw -1127021.173998 + Penalty 2069.247966 = -1124951.926032 nChanged 852 SP:Iteration 4Q (2763.766907 sec): 3 clusters Score: Raw -1127343.351861 + Penalty 2069.247966 = -1125274.103895 nChanged 827 SP:Iteration 5Q (2763.907995 sec): 3 clusters Score: Raw -1127667.344537 + Penalty 2069.247966 = -1125598.096571 nChanged 851 SP:Iteration 6Q (2764.050808 sec): 3 clusters Score: Raw -1128032.128106 + Penalty 2069.247966 = -1125962.880140 nChanged 891 SP:Iteration 7Q (2764.200293 sec): 3 clusters Score: Raw -1128488.350774 + Penalty 2069.247966 = -1126419.102808 nChanged 979 SP:Iteration 8F (2764.341080 sec): 3 clusters Score: Raw -1129075.963653 + Penalty 2069.247966 = -1127006.715687 nChanged 945 SP:Iteration 9Q (2764.457366 sec): 3 clusters Score: Raw -1129675.932661 + Penalty 2069.247966 = -1127606.684695 nChanged 950 SP:Iteration 10Q (2764.618287 sec): 3 clusters Score: Raw -1130312.803539 + Penalty 2069.247966 = -1128243.555573 nChanged 909 SP:Iteration 11Q (2764.759014 sec): 3 clusters Score: Raw -1130931.561701 + Penalty 2069.247966 = -1128862.313735 nChanged 740 SP:Iteration 12Q (2764.865263 sec): 3 clusters Score: Raw -1131411.611152 + Penalty 2069.247966 = -1129342.363186 nChanged 631 SP:Iteration 13Q (2765.016237 sec): 3 clusters Score: Raw -1131825.580736 + Penalty 2069.247966 = -1129756.332770 nChanged 555 SP:Iteration 14Q (2765.139455 sec): 3 clusters Score: Raw -1132207.158151 + Penalty 2069.247966 = -1130137.910185 nChanged 452 SP:Iteration 15Q (2765.291913 sec): 3 clusters Score: Raw -1132544.271945 + Penalty 2069.247966 = -1130475.023979 nChanged 362 SP:Iteration 16Q (2765.406455 sec): 3 clusters Score: Raw -1132872.000957 + Penalty 2069.247966 = -1130802.752991 nChanged 248 SP:Iteration 17Q (2765.551087 sec): 3 clusters Score: Raw -1133198.425661 + Penalty 2069.247966 = -1131129.177694 nChanged 163 SP:Iteration 18Q (2765.662902 sec): 3 clusters Score: Raw -1133373.627933 + Penalty 2069.247966 = -1131304.379966 nChanged 113 SP:Iteration 19Q (2765.795331 sec): 3 clusters Score: Raw -1133459.050409 + Penalty 2069.247966 = -1131389.802443 nChanged 84 SP:Iteration 20F (2765.929044 sec): 3 clusters Score: Raw -1133496.374150 + Penalty 2069.247966 = -1131427.126184 nChanged 69 SP:Iteration 21Q (2766.025293 sec): 3 clusters Score: Raw -1133522.781938 + Penalty 2069.247966 = -1131453.533972 nChanged 53 SP:Iteration 22Q (2766.163563 sec): 3 clusters Score: Raw -1133539.787982 + Penalty 2069.247966 = -1131470.540015 nChanged 36 SP:Iteration 23Q (2766.290616 sec): 3 clusters Score: Raw -1133550.836251 + Penalty 2069.247966 = -1131481.588285 nChanged 38 SP:Iteration 24Q (2766.425778 sec): 3 clusters Score: Raw -1133563.135653 + Penalty 2069.247966 = -1131493.887686 nChanged 37 SP:Iteration 25Q (2766.535451 sec): 3 clusters Score: Raw -1133572.239106 + Penalty 2069.247966 = -1131502.991140 nChanged 28 SP:Iteration 26Q (2766.671915 sec): 3 clusters Score: Raw -1133578.654763 + Penalty 2069.247966 = -1131509.406796 nChanged 20 SP:Iteration 27Q (2766.809513 sec): 3 clusters Score: Raw -1133584.138657 + Penalty 2069.247966 = -1131514.890690 nChanged 23 SP:Iteration 28Q (2766.948914 sec): 3 clusters Score: Raw -1133591.369827 + Penalty 2069.247966 = -1131522.121860 nChanged 26 SP:Iteration 29Q (2767.078189 sec): 3 clusters Score: Raw -1133596.807008 + Penalty 2069.247966 = -1131527.559042 nChanged 20 SP:Iteration 30Q (2767.189731 sec): 3 clusters Score: Raw -1133602.421676 + Penalty 2069.247966 = -1131533.173710 nChanged 25 SP:Iteration 31Q (2767.346166 sec): 3 clusters Score: Raw -1133610.489203 + Penalty 2069.247966 = -1131541.241237 nChanged 22 SP:Iteration 32Q (2767.463173 sec): 3 clusters Score: Raw -1133616.008475 + Penalty 2069.247966 = -1131546.760509 nChanged 23 SP:Iteration 33Q (2767.587589 sec): 3 clusters Score: Raw -1133623.557468 + Penalty 2069.247966 = -1131554.309501 nChanged 28 SP:Iteration 34Q (2767.711424 sec): 3 clusters Score: Raw -1133632.079418 + Penalty 2069.247966 = -1131562.831452 nChanged 21 SP:Iteration 35Q (2767.857700 sec): 3 clusters Score: Raw -1133638.989735 + Penalty 2069.247966 = -1131569.741769 nChanged 26 SP:Iteration 36Q (2767.967816 sec): 3 clusters Score: Raw -1133645.102036 + Penalty 2069.247966 = -1131575.854069 nChanged 23 SP:Iteration 37Q (2768.104486 sec): 3 clusters Score: Raw -1133649.393748 + Penalty 2069.247966 = -1131580.145782 nChanged 18 SP:Iteration 38Q (2768.228739 sec): 3 clusters Score: Raw -1133652.733542 + Penalty 2069.247966 = -1131583.485576 nChanged 18 SP:Iteration 39Q (2768.348073 sec): 3 clusters Score: Raw -1133657.236714 + Penalty 2069.247966 = -1131587.988747 nChanged 20 SP:Iteration 40F (2768.483272 sec): 3 clusters Score: Raw -1133661.248333 + Penalty 2069.247966 = -1131592.000366 nChanged 16 SP:Iteration 41Q (2768.602551 sec): 3 clusters Score: Raw -1133665.280380 + Penalty 2069.247966 = -1131596.032413 nChanged 19 SP:Iteration 42Q (2768.726731 sec): 3 clusters Score: Raw -1133671.062063 + Penalty 2069.247966 = -1131601.814097 nChanged 19 SP:Iteration 43Q (2768.867427 sec): 3 clusters Score: Raw -1133677.050193 + Penalty 2069.247966 = -1131607.802227 nChanged 19 SP:Iteration 44Q (2769.004752 sec): 3 clusters Score: Raw -1133681.324346 + Penalty 2069.247966 = -1131612.076379 nChanged 15 SP:Iteration 45Q (2769.151058 sec): 3 clusters Score: Raw -1133685.326165 + Penalty 2069.247966 = -1131616.078199 nChanged 21 SP:Iteration 46Q (2769.282832 sec): 3 clusters Score: Raw -1133689.025950 + Penalty 2069.247966 = -1131619.777984 nChanged 18 SP:Iteration 47Q (2769.421758 sec): 3 clusters Score: Raw -1133693.505066 + Penalty 2069.247966 = -1131624.257100 nChanged 26 SP:Iteration 48Q (2769.561254 sec): 3 clusters Score: Raw -1133701.552911 + Penalty 2069.247966 = -1131632.304945 nChanged 24 SP:Iteration 49Q (2769.670826 sec): 3 clusters Score: Raw -1133708.943820 + Penalty 2069.247966 = -1131639.695853 nChanged 30 SP:Iteration 50Q (2769.793690 sec): 3 clusters Score: Raw -1133718.578755 + Penalty 2069.247966 = -1131649.330789 nChanged 34 SP:Iteration 51Q (2769.941436 sec): 3 clusters Score: Raw -1133728.413396 + Penalty 2069.247966 = -1131659.165430 nChanged 33 SP:Iteration 52Q (2770.060848 sec): 3 clusters Score: Raw -1133737.209076 + Penalty 2069.247966 = -1131667.961110 nChanged 31 SP:Iteration 53Q (2770.197933 sec): 3 clusters Score: Raw -1133746.384094 + Penalty 2069.247966 = -1131677.136128 nChanged 27 SP:Iteration 54Q (2770.310146 sec): 3 clusters Score: Raw -1133753.365474 + Penalty 2069.247966 = -1131684.117508 nChanged 28 SP:Iteration 55Q (2770.458934 sec): 3 clusters Score: Raw -1133761.382655 + Penalty 2069.247966 = -1131692.134689 nChanged 33 SP:Iteration 56Q (2770.565538 sec): 3 clusters Score: Raw -1133770.430856 + Penalty 2069.247966 = -1131701.182890 nChanged 31 SP:Iteration 57Q (2770.706097 sec): 3 clusters Score: Raw -1133780.006837 + Penalty 2069.247966 = -1131710.758871 nChanged 28 SP:Iteration 58Q (2770.808724 sec): 3 clusters Score: Raw -1133787.337129 + Penalty 2069.247966 = -1131718.089163 nChanged 25 SP:Iteration 59Q (2770.941947 sec): 3 clusters Score: Raw -1133795.805108 + Penalty 2069.247966 = -1131726.557142 nChanged 32 SP:Iteration 60F (2771.070119 sec): 3 clusters Score: Raw -1133805.754422 + Penalty 2069.247966 = -1131736.506456 nChanged 30 SP:Iteration 61Q (2771.209596 sec): 3 clusters Score: Raw -1133818.451552 + Penalty 2069.247966 = -1131749.203586 nChanged 34 SP:Iteration 62Q (2771.343993 sec): 3 clusters Score: Raw -1133834.560624 + Penalty 2069.247966 = -1131765.312657 nChanged 42 SP:Iteration 63Q (2771.467841 sec): 3 clusters Score: Raw -1133853.199024 + Penalty 2069.247966 = -1131783.951058 nChanged 48 SP:Iteration 64Q (2771.599495 sec): 3 clusters Score: Raw -1133872.263444 + Penalty 2069.247966 = -1131803.015477 nChanged 55 SP:Iteration 65Q (2771.724636 sec): 3 clusters Score: Raw -1133895.678021 + Penalty 2069.247966 = -1131826.430055 nChanged 68 SP:Iteration 66Q (2771.857786 sec): 3 clusters Score: Raw -1133927.804520 + Penalty 2069.247966 = -1131858.556554 nChanged 79 SP:Iteration 67Q (2771.987532 sec): 3 clusters Score: Raw -1133967.099206 + Penalty 2069.247966 = -1131897.851240 nChanged 89 SP:Iteration 68Q (2772.115418 sec): 3 clusters Score: Raw -1134005.779081 + Penalty 2069.247966 = -1131936.531114 nChanged 74 SP:Iteration 69Q (2772.246271 sec): 3 clusters Score: Raw -1134040.979055 + Penalty 2069.247966 = -1131971.731089 nChanged 84 SP:Iteration 70Q (2772.384093 sec): 3 clusters Score: Raw -1134081.801686 + Penalty 2069.247966 = -1132012.553720 nChanged 82 SP:Iteration 71Q (2772.504196 sec): 3 clusters Score: Raw -1134118.514641 + Penalty 2069.247966 = -1132049.266675 nChanged 58 SP:Iteration 72Q (2772.655954 sec): 3 clusters Score: Raw -1134138.594547 + Penalty 2069.247966 = -1132069.346581 nChanged 56 SP:Iteration 73Q (2772.764621 sec): 3 clusters Score: Raw -1134156.524121 + Penalty 2069.247966 = -1132087.276154 nChanged 52 SP:Iteration 74Q (2772.903564 sec): 3 clusters Score: Raw -1134169.979803 + Penalty 2069.247966 = -1132100.731837 nChanged 47 SP:Iteration 75Q (2773.007243 sec): 3 clusters Score: Raw -1134181.573482 + Penalty 2069.247966 = -1132112.325516 nChanged 27 SP:Iteration 76Q (2773.129455 sec): 3 clusters Score: Raw -1134186.672217 + Penalty 2069.247966 = -1132117.424251 nChanged 25 SP:Iteration 77Q (2773.248734 sec): 3 clusters Score: Raw -1134191.951729 + Penalty 2069.247966 = -1132122.703763 nChanged 18 SP:Iteration 78Q (2773.376569 sec): 3 clusters Score: Raw -1134194.976293 + Penalty 2069.247966 = -1132125.728327 nChanged 16 SP:Iteration 79Q (2773.512472 sec): 3 clusters Score: Raw -1134198.612297 + Penalty 2069.247966 = -1132129.364331 nChanged 14 SP:Iteration 80F (2773.659716 sec): 3 clusters Score: Raw -1134214.510460 + Penalty 2069.247966 = -1132145.262494 nChanged 30 SP:Iteration 81Q (2773.760068 sec): 3 clusters Score: Raw -1134222.287005 + Penalty 2069.247966 = -1132153.039039 nChanged 27 SP:Iteration 82Q (2773.884891 sec): 3 clusters Score: Raw -1134228.283321 + Penalty 2069.247966 = -1132159.035355 nChanged 23 SP:Iteration 83Q (2774.018164 sec): 3 clusters Score: Raw -1134232.209560 + Penalty 2069.247966 = -1132162.961594 nChanged 13 SP:Iteration 84Q (2774.143598 sec): 3 clusters Score: Raw -1134234.724762 + Penalty 2069.247966 = -1132165.476796 nChanged 15 SP:Iteration 85Q (2774.275015 sec): 3 clusters Score: Raw -1134237.634380 + Penalty 2069.247966 = -1132168.386414 nChanged 13 SP:Iteration 86Q (2774.377933 sec): 3 clusters Score: Raw -1134239.826366 + Penalty 2069.247966 = -1132170.578400 nChanged 15 SP:Iteration 87Q (2774.522932 sec): 3 clusters Score: Raw -1134242.419258 + Penalty 2069.247966 = -1132173.171292 nChanged 13 SP:Iteration 88Q (2774.647714 sec): 3 clusters Score: Raw -1134244.623073 + Penalty 2069.247966 = -1132175.375107 nChanged 10 SP:Iteration 89Q (2774.786153 sec): 3 clusters Score: Raw -1134246.565536 + Penalty 2069.247966 = -1132177.317570 nChanged 14 SP:Iteration 90Q (2774.902526 sec): 3 clusters Score: Raw -1134248.618504 + Penalty 2069.247966 = -1132179.370538 nChanged 8 SP:Iteration 91Q (2775.042504 sec): 3 clusters Score: Raw -1134250.051127 + Penalty 2069.247966 = -1132180.803160 nChanged 9 SP:Iteration 92Q (2775.150254 sec): 3 clusters Score: Raw -1134251.301639 + Penalty 2069.247966 = -1132182.053673 nChanged 7 SP:Iteration 93Q (2775.272681 sec): 3 clusters Score: Raw -1134252.031381 + Penalty 2069.247966 = -1132182.783415 nChanged 5 SP:Iteration 94Q (2775.392739 sec): 3 clusters Score: Raw -1134252.586431 + Penalty 2069.247966 = -1132183.338465 nChanged 4 SP:Iteration 95Q (2775.535996 sec): 3 clusters Score: Raw -1134253.016158 + Penalty 2069.247966 = -1132183.768192 nChanged 4 SP:Iteration 96Q (2775.643233 sec): 3 clusters Score: Raw -1134253.528986 + Penalty 2069.247966 = -1132184.281020 nChanged 5 SP:Iteration 97Q (2775.764001 sec): 3 clusters Score: Raw -1134254.332551 + Penalty 2069.247966 = -1132185.084585 nChanged 3 SP:Iteration 98Q (2775.884783 sec): 3 clusters Score: Raw -1134254.724888 + Penalty 2069.247966 = -1132185.476922 nChanged 3 SP:Iteration 99Q (2776.020112 sec): 3 clusters Score: Raw -1134255.268210 + Penalty 2069.247966 = -1132186.020244 nChanged 2 SP:Iteration 100F (2776.155753 sec): 3 clusters Score: Raw -1134255.534563 + Penalty 2069.247966 = -1132186.286597 nChanged 6 SP:Iteration 101Q (2776.289784 sec): 3 clusters Score: Raw -1134256.443385 + Penalty 2069.247966 = -1132187.195419 nChanged 4 SP:Iteration 102Q (2776.417660 sec): 3 clusters Score: Raw -1134257.225301 + Penalty 2069.247966 = -1132187.977335 nChanged 5 SP:Iteration 103Q (2776.531793 sec): 3 clusters Score: Raw -1134258.294191 + Penalty 2069.247966 = -1132189.046225 nChanged 7 SP:Iteration 104Q (2776.635872 sec): 3 clusters Score: Raw -1134259.319489 + Penalty 2069.247966 = -1132190.071523 nChanged 3 SP:Iteration 105Q (2776.760478 sec): 3 clusters Score: Raw -1134259.840115 + Penalty 2069.247966 = -1132190.592149 nChanged 2 SP:Iteration 106Q (2776.871920 sec): 3 clusters Score: Raw -1134259.919873 + Penalty 2069.247966 = -1132190.671906 nChanged 1 SP:Iteration 107Q (2777.024093 sec): 3 clusters Score: Raw -1134259.983442 + Penalty 2069.247966 = -1132190.735476 nChanged 0 SP:Iteration 108F (2777.143399 sec): 3 clusters Score: Raw -1134259.983442 + Penalty 2069.247966 = -1132190.735476 nChanged 0 Score: Raw -4230845.233355 + Penalty 27202.534966 = -4203642.698389 Splitting cluster 19 changes total score from -4203777.100074 to -4203642.698389 So it's not getting split. Trying to split cluster 20 (1441 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2779.619044 sec): 2 clusters Score: Raw -82521.608725 + Penalty 763.674723 = -81757.934003 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2779.717971 sec): 3 clusters Score: Raw -81873.051654 + Penalty 1527.349445 = -80345.702209 nChanged 520 SP:Iteration 1F (2779.824991 sec): 3 clusters Score: Raw -82212.373808 + Penalty 1527.349445 = -80685.024363 nChanged 144 SP:Iteration 2F (2779.936595 sec): 3 clusters Score: Raw -82333.381649 + Penalty 1527.349445 = -80806.032204 nChanged 96 SP:Iteration 3F (2780.001785 sec): 3 clusters Score: Raw -82400.633588 + Penalty 1527.349445 = -80873.284143 nChanged 59 SP:Iteration 4Q (2780.114444 sec): 3 clusters Score: Raw -82440.796118 + Penalty 1527.349445 = -80913.446673 nChanged 43 SP:Iteration 5Q (2780.210611 sec): 3 clusters Score: Raw -82477.171745 + Penalty 1527.349445 = -80949.822300 nChanged 38 SP:Iteration 6Q (2780.308965 sec): 3 clusters Score: Raw -82505.292458 + Penalty 1527.349445 = -80977.943012 nChanged 29 SP:Iteration 7Q (2780.410723 sec): 3 clusters Score: Raw -82524.875683 + Penalty 1527.349445 = -80997.526238 nChanged 26 SP:Iteration 8Q (2780.492023 sec): 3 clusters Score: Raw -82543.888780 + Penalty 1527.349445 = -81016.539335 nChanged 25 SP:Iteration 9Q (2780.575571 sec): 3 clusters Score: Raw -82559.106195 + Penalty 1527.349445 = -81031.756750 nChanged 18 SP:Iteration 10Q (2780.659375 sec): 3 clusters Score: Raw -82570.168752 + Penalty 1527.349445 = -81042.819307 nChanged 12 SP:Iteration 11Q (2780.744140 sec): 3 clusters Score: Raw -82576.889580 + Penalty 1527.349445 = -81049.540135 nChanged 13 SP:Iteration 12Q (2780.823903 sec): 3 clusters Score: Raw -82583.351033 + Penalty 1527.349445 = -81056.001588 nChanged 10 SP:Iteration 13Q (2780.915920 sec): 3 clusters Score: Raw -82590.389512 + Penalty 1527.349445 = -81063.040067 nChanged 15 SP:Iteration 14Q (2781.027372 sec): 3 clusters Score: Raw -82598.962084 + Penalty 1527.349445 = -81071.612639 nChanged 19 SP:Iteration 15Q (2781.157984 sec): 3 clusters Score: Raw -82613.313144 + Penalty 1527.349445 = -81085.963698 nChanged 13 SP:Iteration 16Q (2781.255028 sec): 3 clusters Score: Raw -82624.313009 + Penalty 1527.349445 = -81096.963564 nChanged 13 SP:Iteration 17Q (2781.347456 sec): 3 clusters Score: Raw -82636.036935 + Penalty 1527.349445 = -81108.687490 nChanged 13 SP:Iteration 18Q (2781.431784 sec): 3 clusters Score: Raw -82647.118135 + Penalty 1527.349445 = -81119.768690 nChanged 11 SP:Iteration 19Q (2781.531061 sec): 3 clusters Score: Raw -82653.072619 + Penalty 1527.349445 = -81125.723174 nChanged 7 SP:Iteration 20F (2781.630472 sec): 3 clusters Score: Raw -82655.797252 + Penalty 1527.349445 = -81128.447807 nChanged 6 SP:Iteration 21Q (2781.721405 sec): 3 clusters Score: Raw -82659.604885 + Penalty 1527.349445 = -81132.255440 nChanged 4 SP:Iteration 22Q (2781.826271 sec): 3 clusters Score: Raw -82662.518815 + Penalty 1527.349445 = -81135.169370 nChanged 6 SP:Iteration 23Q (2781.919834 sec): 3 clusters Score: Raw -82666.413192 + Penalty 1527.349445 = -81139.063747 nChanged 7 SP:Iteration 24Q (2782.014884 sec): 3 clusters Score: Raw -82670.762605 + Penalty 1527.349445 = -81143.413160 nChanged 6 SP:Iteration 25Q (2782.082011 sec): 3 clusters Score: Raw -82672.508918 + Penalty 1527.349445 = -81145.159473 nChanged 2 SP:Iteration 26Q (2782.168929 sec): 3 clusters Score: Raw -82673.106420 + Penalty 1527.349445 = -81145.756974 nChanged 2 SP:Iteration 27Q (2782.252492 sec): 3 clusters Score: Raw -82675.299557 + Penalty 1527.349445 = -81147.950112 nChanged 4 SP:Iteration 28Q (2782.317505 sec): 3 clusters Score: Raw -82677.553689 + Penalty 1527.349445 = -81150.204243 nChanged 4 SP:Iteration 29Q (2782.378104 sec): 3 clusters Score: Raw -82681.159495 + Penalty 1527.349445 = -81153.810050 nChanged 4 SP:Iteration 30Q (2782.438854 sec): 3 clusters Score: Raw -82682.943563 + Penalty 1527.349445 = -81155.594118 nChanged 1 SP:Iteration 31Q (2782.528216 sec): 3 clusters Score: Raw -82683.458042 + Penalty 1527.349445 = -81156.108597 nChanged 4 SP:Iteration 32Q (2782.629404 sec): 3 clusters Score: Raw -82685.293958 + Penalty 1527.349445 = -81157.944513 nChanged 3 SP:Iteration 33Q (2782.690173 sec): 3 clusters Score: Raw -82686.938918 + Penalty 1527.349445 = -81159.589473 nChanged 3 SP:Iteration 34Q (2782.789780 sec): 3 clusters Score: Raw -82689.558110 + Penalty 1527.349445 = -81162.208665 nChanged 3 SP:Iteration 35Q (2782.877796 sec): 3 clusters Score: Raw -82691.478194 + Penalty 1527.349445 = -81164.128749 nChanged 4 SP:Iteration 36Q (2782.963107 sec): 3 clusters Score: Raw -82693.355435 + Penalty 1527.349445 = -81166.005990 nChanged 2 SP:Iteration 37Q (2783.045161 sec): 3 clusters Score: Raw -82694.235106 + Penalty 1527.349445 = -81166.885661 nChanged 4 SP:Iteration 38Q (2783.123575 sec): 3 clusters Score: Raw -82696.896165 + Penalty 1527.349445 = -81169.546720 nChanged 6 SP:Iteration 39Q (2783.189732 sec): 3 clusters Score: Raw -82699.616617 + Penalty 1527.349445 = -81172.267172 nChanged 2 SP:Iteration 40F (2783.276972 sec): 3 clusters Score: Raw -82700.353556 + Penalty 1527.349445 = -81173.004111 nChanged 1 SP:Iteration 41Q (2783.353661 sec): 3 clusters Score: Raw -82700.650426 + Penalty 1527.349445 = -81173.300981 nChanged 1 SP:Iteration 42Q (2783.445446 sec): 3 clusters Score: Raw -82700.867583 + Penalty 1527.349445 = -81173.518138 nChanged 0 SP:Iteration 43F (2783.530394 sec): 3 clusters Score: Raw -82700.867583 + Penalty 1527.349445 = -81173.518138 nChanged 0 Trying to split cluster 21 (1154 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2783.571941 sec): 2 clusters Score: Raw -63655.242899 + Penalty 740.353892 = -62914.889007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2783.647374 sec): 3 clusters Score: Raw -63214.148831 + Penalty 1480.707784 = -61733.441047 nChanged 404 SP:Iteration 1F (2783.734071 sec): 3 clusters Score: Raw -63535.380713 + Penalty 1480.707784 = -62054.672930 nChanged 96 SP:Iteration 2F (2783.815500 sec): 3 clusters Score: Raw -63625.231040 + Penalty 1480.707784 = -62144.523256 nChanged 61 SP:Iteration 3F (2783.905178 sec): 3 clusters Score: Raw -63680.202278 + Penalty 1480.707784 = -62199.494495 nChanged 39 SP:Iteration 4Q (2783.975200 sec): 3 clusters Score: Raw -63714.241340 + Penalty 1480.707784 = -62233.533556 nChanged 38 SP:Iteration 5Q (2784.056033 sec): 3 clusters Score: Raw -63747.938118 + Penalty 1480.707784 = -62267.230334 nChanged 30 SP:Iteration 6Q (2784.140667 sec): 3 clusters Score: Raw -63775.859321 + Penalty 1480.707784 = -62295.151537 nChanged 25 SP:Iteration 7Q (2784.225762 sec): 3 clusters Score: Raw -63795.052520 + Penalty 1480.707784 = -62314.344736 nChanged 21 SP:Iteration 8Q (2784.314552 sec): 3 clusters Score: Raw -63810.847201 + Penalty 1480.707784 = -62330.139417 nChanged 22 SP:Iteration 9Q (2784.381056 sec): 3 clusters Score: Raw -63829.051830 + Penalty 1480.707784 = -62348.344046 nChanged 19 SP:Iteration 10Q (2784.461419 sec): 3 clusters Score: Raw -63845.557019 + Penalty 1480.707784 = -62364.849236 nChanged 14 SP:Iteration 11Q (2784.545768 sec): 3 clusters Score: Raw -63852.641547 + Penalty 1480.707784 = -62371.933763 nChanged 10 SP:Iteration 12Q (2784.621303 sec): 3 clusters Score: Raw -63861.225325 + Penalty 1480.707784 = -62380.517541 nChanged 7 SP:Iteration 13Q (2784.702222 sec): 3 clusters Score: Raw -63868.237820 + Penalty 1480.707784 = -62387.530036 nChanged 9 SP:Iteration 14Q (2784.780053 sec): 3 clusters Score: Raw -63874.442671 + Penalty 1480.707784 = -62393.734887 nChanged 8 SP:Iteration 15Q (2784.872997 sec): 3 clusters Score: Raw -63880.444557 + Penalty 1480.707784 = -62399.736773 nChanged 6 SP:Iteration 16Q (2784.932843 sec): 3 clusters Score: Raw -63885.055707 + Penalty 1480.707784 = -62404.347923 nChanged 10 SP:Iteration 17Q (2785.023710 sec): 3 clusters Score: Raw -63890.989150 + Penalty 1480.707784 = -62410.281366 nChanged 7 SP:Iteration 18Q (2785.107196 sec): 3 clusters Score: Raw -63896.231260 + Penalty 1480.707784 = -62415.523477 nChanged 9 SP:Iteration 19Q (2785.173404 sec): 3 clusters Score: Raw -63900.870237 + Penalty 1480.707784 = -62420.162453 nChanged 2 SP:Iteration 20F (2785.254988 sec): 3 clusters Score: Raw -63902.374109 + Penalty 1480.707784 = -62421.666325 nChanged 3 SP:Iteration 21Q (2785.333824 sec): 3 clusters Score: Raw -63904.060566 + Penalty 1480.707784 = -62423.352782 nChanged 3 SP:Iteration 22Q (2785.415095 sec): 3 clusters Score: Raw -63906.079709 + Penalty 1480.707784 = -62425.371925 nChanged 4 SP:Iteration 23Q (2785.498309 sec): 3 clusters Score: Raw -63910.097399 + Penalty 1480.707784 = -62429.389615 nChanged 3 SP:Iteration 24Q (2785.584964 sec): 3 clusters Score: Raw -63912.408643 + Penalty 1480.707784 = -62431.700860 nChanged 4 SP:Iteration 25Q (2785.661864 sec): 3 clusters Score: Raw -63916.052821 + Penalty 1480.707784 = -62435.345038 nChanged 1 SP:Iteration 26Q (2785.749435 sec): 3 clusters Score: Raw -63916.856820 + Penalty 1480.707784 = -62436.149036 nChanged 1 SP:Iteration 27Q (2785.825067 sec): 3 clusters Score: Raw -63917.091637 + Penalty 1480.707784 = -62436.383853 nChanged 0 SP:Iteration 28F (2785.904339 sec): 3 clusters Score: Raw -63917.091637 + Penalty 1480.707784 = -62436.383853 nChanged 0 Trying to split cluster 22 (1406 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2785.945020 sec): 2 clusters Score: Raw -55999.415029 + Penalty 761.092928 = -55238.322101 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2786.027949 sec): 3 clusters Score: Raw -55443.785978 + Penalty 1522.185855 = -53921.600123 nChanged 533 SP:Iteration 1F (2786.123257 sec): 3 clusters Score: Raw -55843.043409 + Penalty 1522.185855 = -54320.857554 nChanged 125 SP:Iteration 2F (2786.216865 sec): 3 clusters Score: Raw -55960.023631 + Penalty 1522.185855 = -54437.837776 nChanged 87 SP:Iteration 3F (2786.308330 sec): 3 clusters Score: Raw -56065.526507 + Penalty 1522.185855 = -54543.340652 nChanged 79 SP:Iteration 4F (2786.384445 sec): 3 clusters Score: Raw -56142.368162 + Penalty 1522.185855 = -54620.182307 nChanged 60 SP:Iteration 5Q (2786.480501 sec): 3 clusters Score: Raw -56199.416236 + Penalty 1522.185855 = -54677.230380 nChanged 51 SP:Iteration 6Q (2786.581874 sec): 3 clusters Score: Raw -56243.047672 + Penalty 1522.185855 = -54720.861817 nChanged 29 SP:Iteration 7Q (2786.648599 sec): 3 clusters Score: Raw -56263.759394 + Penalty 1522.185855 = -54741.573539 nChanged 19 SP:Iteration 8Q (2786.760204 sec): 3 clusters Score: Raw -56273.903889 + Penalty 1522.185855 = -54751.718034 nChanged 12 SP:Iteration 9Q (2786.857833 sec): 3 clusters Score: Raw -56280.763437 + Penalty 1522.185855 = -54758.577581 nChanged 4 SP:Iteration 10Q (2786.937468 sec): 3 clusters Score: Raw -56282.320066 + Penalty 1522.185855 = -54760.134210 nChanged 3 SP:Iteration 11Q (2787.030703 sec): 3 clusters Score: Raw -56284.540195 + Penalty 1522.185855 = -54762.354340 nChanged 4 SP:Iteration 12Q (2787.126059 sec): 3 clusters Score: Raw -56286.262308 + Penalty 1522.185855 = -54764.076453 nChanged 4 SP:Iteration 13Q (2787.236854 sec): 3 clusters Score: Raw -56287.698393 + Penalty 1522.185855 = -54765.512538 nChanged 4 SP:Iteration 14Q (2787.327439 sec): 3 clusters Score: Raw -56288.943797 + Penalty 1522.185855 = -54766.757942 nChanged 1 SP:Iteration 15Q (2787.429301 sec): 3 clusters Score: Raw -56289.136360 + Penalty 1522.185855 = -54766.950505 nChanged 1 SP:Iteration 16Q (2787.532814 sec): 3 clusters Score: Raw -56289.415825 + Penalty 1522.185855 = -54767.229970 nChanged 2 SP:Iteration 17Q (2787.617873 sec): 3 clusters Score: Raw -56289.944349 + Penalty 1522.185855 = -54767.758494 nChanged 0 SP:Iteration 18F (2787.699438 sec): 3 clusters Score: Raw -56289.944349 + Penalty 1522.185855 = -54767.758494 nChanged 0 Iteration 139Q (2789.410597 sec): 23 clusters Score: Raw -4229800.062918 + Penalty 26019.816055 = -4203780.246863 nChanged 29 Iteration 140F (2791.283702 sec): 23 clusters Score: Raw -4229852.053170 + Penalty 26019.816055 = -4203832.237115 nChanged 95 Iteration 141Q (2792.778137 sec): 23 clusters Score: Raw -4229892.304745 + Penalty 26019.816055 = -4203872.488690 nChanged 112 Iteration 142Q (2794.271437 sec): 23 clusters Score: Raw -4229933.451700 + Penalty 26019.816055 = -4203913.635645 nChanged 129 Iteration 143Q (2795.761867 sec): 23 clusters Score: Raw -4229978.647986 + Penalty 26019.816055 = -4203958.831931 nChanged 147 Iteration 144Q (2797.200343 sec): 23 clusters Score: Raw -4230022.137455 + Penalty 26019.816055 = -4204002.321400 nChanged 127 Iteration 145Q (2798.649299 sec): 23 clusters Score: Raw -4230049.642341 + Penalty 26019.816055 = -4204029.826286 nChanged 128 Iteration 146Q (2800.110372 sec): 23 clusters Score: Raw -4230072.322152 + Penalty 26019.816055 = -4204052.506097 nChanged 111 Iteration 147Q (2801.723608 sec): 23 clusters Score: Raw -4230086.422468 + Penalty 26019.816055 = -4204066.606413 nChanged 85 Iteration 148Q (2803.485797 sec): 23 clusters Score: Raw -4230097.087505 + Penalty 26019.816055 = -4204077.271450 nChanged 65 Iteration 149Q (2805.089909 sec): 23 clusters Score: Raw -4230104.523557 + Penalty 26019.816055 = -4204084.707502 nChanged 53 Iteration 150Q (2806.661022 sec): 23 clusters Score: Raw -4230110.870819 + Penalty 26019.816055 = -4204091.054764 nChanged 48 Iteration 151Q (2808.106312 sec): 23 clusters Score: Raw -4230116.185031 + Penalty 26019.816055 = -4204096.368976 nChanged 50 Iteration 152Q (2809.653836 sec): 23 clusters Score: Raw -4230122.178831 + Penalty 26019.816055 = -4204102.362777 nChanged 58 Iteration 153Q (2811.132820 sec): 23 clusters Score: Raw -4230128.614998 + Penalty 26019.816055 = -4204108.798943 nChanged 50 Iteration 154Q (2812.625217 sec): 23 clusters Score: Raw -4230134.487654 + Penalty 26019.816055 = -4204114.671599 nChanged 47 Iteration 155Q (2814.277869 sec): 23 clusters Score: Raw -4230138.926497 + Penalty 26019.816055 = -4204119.110442 nChanged 42 Iteration 156Q (2816.069626 sec): 23 clusters Score: Raw -4230143.166054 + Penalty 26019.816055 = -4204123.349999 nChanged 32 Iteration 157Q (2817.669406 sec): 23 clusters Score: Raw -4230146.869243 + Penalty 26019.816055 = -4204127.053188 nChanged 30 Iteration 158Q (2819.211241 sec): 23 clusters Score: Raw -4230150.187452 + Penalty 26019.816055 = -4204130.371397 nChanged 28 Iteration 159Q (2820.706875 sec): 23 clusters Score: Raw -4230152.994781 + Penalty 26019.816055 = -4204133.178726 nChanged 24 Iteration 160F (2822.568874 sec): 23 clusters Score: Raw -4230156.159560 + Penalty 26019.816055 = -4204136.343506 nChanged 26 Iteration 161Q (2824.305127 sec): 23 clusters Score: Raw -4230159.057028 + Penalty 26019.816055 = -4204139.240973 nChanged 19 Iteration 162Q (2825.968835 sec): 23 clusters Score: Raw -4230160.838310 + Penalty 26019.816055 = -4204141.022255 nChanged 15 Iteration 163Q (2827.446661 sec): 23 clusters Score: Raw -4230162.323999 + Penalty 26019.816055 = -4204142.507944 nChanged 17 Iteration 164Q (2828.957648 sec): 23 clusters Score: Raw -4230163.723539 + Penalty 26019.816055 = -4204143.907484 nChanged 10 Iteration 165Q (2830.388844 sec): 23 clusters Score: Raw -4230164.440387 + Penalty 26019.816055 = -4204144.624332 nChanged 7 Iteration 166Q (2831.814811 sec): 23 clusters Score: Raw -4230164.991523 + Penalty 26019.816055 = -4204145.175469 nChanged 4 Iteration 167Q (2833.326636 sec): 23 clusters Score: Raw -4230165.291225 + Penalty 26019.816055 = -4204145.475170 nChanged 3 Iteration 168Q (2834.991647 sec): 23 clusters Score: Raw -4230165.513092 + Penalty 26019.816055 = -4204145.697037 nChanged 6 Iteration 169Q (2836.632459 sec): 23 clusters Score: Raw -4230166.227100 + Penalty 26019.816055 = -4204146.411045 nChanged 6 Iteration 170Q (2838.070647 sec): 23 clusters Score: Raw -4230167.141408 + Penalty 26019.816055 = -4204147.325353 nChanged 5 Iteration 171Q (2839.544633 sec): 23 clusters Score: Raw -4230167.755555 + Penalty 26019.816055 = -4204147.939500 nChanged 3 Iteration 172Q (2840.997256 sec): 23 clusters Score: Raw -4230167.969557 + Penalty 26019.816055 = -4204148.153502 nChanged 3 Iteration 173Q (2842.483666 sec): 23 clusters Score: Raw -4230168.344730 + Penalty 26019.816055 = -4204148.528675 nChanged 1 Iteration 174Q (2844.077009 sec): 23 clusters Score: Raw -4230168.399262 + Penalty 26019.816055 = -4204148.583207 nChanged 1 Iteration 175Q (2845.658931 sec): 23 clusters Score: Raw -4230168.441228 + Penalty 26019.816055 = -4204148.625174 nChanged 1 Iteration 176Q (2847.280899 sec): 23 clusters Score: Raw -4230168.491772 + Penalty 26019.816055 = -4204148.675718 nChanged 1 Iteration 177Q (2848.771411 sec): 23 clusters Score: Raw -4230168.495331 + Penalty 26019.816055 = -4204148.679276 nChanged 0 Iteration 178F (2850.631858 sec): 23 clusters Score: Raw -4230168.495331 + Penalty 26019.816055 = -4204148.679276 nChanged 0 Compute initial score before splitting: Score: Raw -4230168.495331 + Penalty 26019.816055 = -4204148.679276 Trying to split cluster 1 (5702 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2850.747737 sec): 2 clusters Score: Raw -330681.114779 + Penalty 908.100088 = -329773.014691 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2850.829982 sec): 3 clusters Score: Raw -327509.652352 + Penalty 1816.200177 = -325693.452175 nChanged 2456 SP:Iteration 1F (2850.905661 sec): 3 clusters Score: Raw -329082.912460 + Penalty 1816.200177 = -327266.712284 nChanged 445 SP:Iteration 2F (2850.999939 sec): 3 clusters Score: Raw -329350.425741 + Penalty 1816.200177 = -327534.225565 nChanged 369 SP:Iteration 3F (2851.094955 sec): 3 clusters Score: Raw -329604.536128 + Penalty 1816.200177 = -327788.335952 nChanged 369 SP:Iteration 4F (2851.181755 sec): 3 clusters Score: Raw -329891.443571 + Penalty 1816.200177 = -328075.243395 nChanged 332 SP:Iteration 5F (2851.260383 sec): 3 clusters Score: Raw -330140.355857 + Penalty 1816.200177 = -328324.155680 nChanged 306 SP:Iteration 6F (2851.336099 sec): 3 clusters Score: Raw -330355.484289 + Penalty 1816.200177 = -328539.284113 nChanged 230 SP:Iteration 7Q (2851.437135 sec): 3 clusters Score: Raw -330490.602420 + Penalty 1816.200177 = -328674.402243 nChanged 189 SP:Iteration 8Q (2851.509844 sec): 3 clusters Score: Raw -330592.247349 + Penalty 1816.200177 = -328776.047172 nChanged 141 SP:Iteration 9Q (2851.593819 sec): 3 clusters Score: Raw -330659.338360 + Penalty 1816.200177 = -328843.138183 nChanged 114 SP:Iteration 10Q (2851.695787 sec): 3 clusters Score: Raw -330700.771926 + Penalty 1816.200177 = -328884.571749 nChanged 91 SP:Iteration 11Q (2851.779736 sec): 3 clusters Score: Raw -330730.745387 + Penalty 1816.200177 = -328914.545210 nChanged 60 SP:Iteration 12Q (2851.872336 sec): 3 clusters Score: Raw -330747.910263 + Penalty 1816.200177 = -328931.710087 nChanged 45 SP:Iteration 13Q (2851.963328 sec): 3 clusters Score: Raw -330759.880890 + Penalty 1816.200177 = -328943.680713 nChanged 35 SP:Iteration 14Q (2852.052420 sec): 3 clusters Score: Raw -330768.850651 + Penalty 1816.200177 = -328952.650474 nChanged 30 SP:Iteration 15Q (2852.122670 sec): 3 clusters Score: Raw -330777.004149 + Penalty 1816.200177 = -328960.803972 nChanged 27 SP:Iteration 16Q (2852.205564 sec): 3 clusters Score: Raw -330783.265840 + Penalty 1816.200177 = -328967.065663 nChanged 30 SP:Iteration 17Q (2852.313147 sec): 3 clusters Score: Raw -330788.649841 + Penalty 1816.200177 = -328972.449664 nChanged 21 SP:Iteration 18Q (2852.383324 sec): 3 clusters Score: Raw -330791.970282 + Penalty 1816.200177 = -328975.770106 nChanged 12 SP:Iteration 19Q (2852.480950 sec): 3 clusters Score: Raw -330793.524178 + Penalty 1816.200177 = -328977.324001 nChanged 7 SP:Iteration 20F (2852.556375 sec): 3 clusters Score: Raw -330795.312503 + Penalty 1816.200177 = -328979.112326 nChanged 12 SP:Iteration 21Q (2852.655900 sec): 3 clusters Score: Raw -330797.575862 + Penalty 1816.200177 = -328981.375685 nChanged 13 SP:Iteration 22Q (2852.744756 sec): 3 clusters Score: Raw -330799.446491 + Penalty 1816.200177 = -328983.246314 nChanged 10 SP:Iteration 23Q (2852.828442 sec): 3 clusters Score: Raw -330801.048526 + Penalty 1816.200177 = -328984.848350 nChanged 9 SP:Iteration 24Q (2852.922447 sec): 3 clusters Score: Raw -330802.185901 + Penalty 1816.200177 = -328985.985724 nChanged 6 SP:Iteration 25Q (2853.000832 sec): 3 clusters Score: Raw -330803.846447 + Penalty 1816.200177 = -328987.646271 nChanged 13 SP:Iteration 26Q (2853.082490 sec): 3 clusters Score: Raw -330806.202811 + Penalty 1816.200177 = -328990.002634 nChanged 9 SP:Iteration 27Q (2853.160968 sec): 3 clusters Score: Raw -330807.439217 + Penalty 1816.200177 = -328991.239041 nChanged 7 SP:Iteration 28Q (2853.248156 sec): 3 clusters Score: Raw -330808.138909 + Penalty 1816.200177 = -328991.938732 nChanged 5 SP:Iteration 29Q (2853.326566 sec): 3 clusters Score: Raw -330808.850927 + Penalty 1816.200177 = -328992.650750 nChanged 4 SP:Iteration 30Q (2853.403132 sec): 3 clusters Score: Raw -330809.646265 + Penalty 1816.200177 = -328993.446089 nChanged 5 SP:Iteration 31Q (2853.485701 sec): 3 clusters Score: Raw -330810.187365 + Penalty 1816.200177 = -328993.987189 nChanged 4 SP:Iteration 32Q (2853.579351 sec): 3 clusters Score: Raw -330810.517117 + Penalty 1816.200177 = -328994.316941 nChanged 4 SP:Iteration 33Q (2853.657901 sec): 3 clusters Score: Raw -330811.355286 + Penalty 1816.200177 = -328995.155109 nChanged 5 SP:Iteration 34Q (2853.770504 sec): 3 clusters Score: Raw -330812.100473 + Penalty 1816.200177 = -328995.900296 nChanged 7 SP:Iteration 35Q (2853.852050 sec): 3 clusters Score: Raw -330813.008090 + Penalty 1816.200177 = -328996.807913 nChanged 7 SP:Iteration 36Q (2853.959458 sec): 3 clusters Score: Raw -330813.898922 + Penalty 1816.200177 = -328997.698745 nChanged 4 SP:Iteration 37Q (2854.093185 sec): 3 clusters Score: Raw -330814.523695 + Penalty 1816.200177 = -328998.323518 nChanged 5 SP:Iteration 38Q (2854.191935 sec): 3 clusters Score: Raw -330815.376914 + Penalty 1816.200177 = -328999.176737 nChanged 7 SP:Iteration 39Q (2854.296972 sec): 3 clusters Score: Raw -330816.531921 + Penalty 1816.200177 = -329000.331744 nChanged 4 SP:Iteration 40F (2854.388335 sec): 3 clusters Score: Raw -330817.028191 + Penalty 1816.200177 = -329000.828014 nChanged 5 SP:Iteration 41Q (2854.526671 sec): 3 clusters Score: Raw -330817.657254 + Penalty 1816.200177 = -329001.457078 nChanged 0 SP:Iteration 42F (2854.609528 sec): 3 clusters Score: Raw -330817.657254 + Penalty 1816.200177 = -329001.457078 nChanged 0 Trying to split cluster 2 (2585 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2854.658239 sec): 2 clusters Score: Raw -158665.153310 + Penalty 825.035483 = -157840.117827 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2854.767787 sec): 3 clusters Score: Raw -157385.597501 + Penalty 1650.070965 = -155735.526535 nChanged 989 SP:Iteration 1F (2854.862417 sec): 3 clusters Score: Raw -157981.507866 + Penalty 1650.070965 = -156331.436901 nChanged 229 SP:Iteration 2F (2854.972663 sec): 3 clusters Score: Raw -158138.155410 + Penalty 1650.070965 = -156488.084445 nChanged 162 SP:Iteration 3F (2855.052385 sec): 3 clusters Score: Raw -158228.589999 + Penalty 1650.070965 = -156578.519034 nChanged 103 SP:Iteration 4Q (2855.142546 sec): 3 clusters Score: Raw -158296.846033 + Penalty 1650.070965 = -156646.775067 nChanged 97 SP:Iteration 5Q (2855.246160 sec): 3 clusters Score: Raw -158361.400998 + Penalty 1650.070965 = -156711.330033 nChanged 102 SP:Iteration 6Q (2855.339528 sec): 3 clusters Score: Raw -158422.844813 + Penalty 1650.070965 = -156772.773847 nChanged 95 SP:Iteration 7Q (2855.447634 sec): 3 clusters Score: Raw -158482.296117 + Penalty 1650.070965 = -156832.225152 nChanged 100 SP:Iteration 8Q (2855.552504 sec): 3 clusters Score: Raw -158545.663641 + Penalty 1650.070965 = -156895.592676 nChanged 85 SP:Iteration 9Q (2855.652924 sec): 3 clusters Score: Raw -158605.041330 + Penalty 1650.070965 = -156954.970365 nChanged 83 SP:Iteration 10Q (2855.717847 sec): 3 clusters Score: Raw -158656.079156 + Penalty 1650.070965 = -157006.008190 nChanged 71 SP:Iteration 11Q (2855.789919 sec): 3 clusters Score: Raw -158701.302758 + Penalty 1650.070965 = -157051.231792 nChanged 72 SP:Iteration 12Q (2855.905922 sec): 3 clusters Score: Raw -158748.154091 + Penalty 1650.070965 = -157098.083126 nChanged 56 SP:Iteration 13Q (2856.004225 sec): 3 clusters Score: Raw -158781.024931 + Penalty 1650.070965 = -157130.953966 nChanged 50 SP:Iteration 14Q (2856.080902 sec): 3 clusters Score: Raw -158806.144407 + Penalty 1650.070965 = -157156.073442 nChanged 33 SP:Iteration 15Q (2856.163227 sec): 3 clusters Score: Raw -158824.639095 + Penalty 1650.070965 = -157174.568129 nChanged 36 SP:Iteration 16Q (2856.253305 sec): 3 clusters Score: Raw -158849.103467 + Penalty 1650.070965 = -157199.032502 nChanged 30 SP:Iteration 17Q (2856.321543 sec): 3 clusters Score: Raw -158868.006827 + Penalty 1650.070965 = -157217.935861 nChanged 28 SP:Iteration 18Q (2856.413287 sec): 3 clusters Score: Raw -158890.104489 + Penalty 1650.070965 = -157240.033524 nChanged 33 SP:Iteration 19Q (2856.518635 sec): 3 clusters Score: Raw -158907.296348 + Penalty 1650.070965 = -157257.225383 nChanged 13 SP:Iteration 20F (2856.619562 sec): 3 clusters Score: Raw -158913.939611 + Penalty 1650.070965 = -157263.868646 nChanged 10 SP:Iteration 21Q (2856.703480 sec): 3 clusters Score: Raw -158922.233308 + Penalty 1650.070965 = -157272.162343 nChanged 15 SP:Iteration 22Q (2856.810628 sec): 3 clusters Score: Raw -158935.466473 + Penalty 1650.070965 = -157285.395508 nChanged 20 SP:Iteration 23Q (2856.899213 sec): 3 clusters Score: Raw -158947.906674 + Penalty 1650.070965 = -157297.835709 nChanged 16 SP:Iteration 24Q (2856.982368 sec): 3 clusters Score: Raw -158961.428728 + Penalty 1650.070965 = -157311.357763 nChanged 12 SP:Iteration 25Q (2857.048583 sec): 3 clusters Score: Raw -158971.084024 + Penalty 1650.070965 = -157321.013059 nChanged 12 SP:Iteration 26Q (2857.133077 sec): 3 clusters Score: Raw -158981.305098 + Penalty 1650.070965 = -157331.234133 nChanged 13 SP:Iteration 27Q (2857.214065 sec): 3 clusters Score: Raw -158990.209441 + Penalty 1650.070965 = -157340.138476 nChanged 8 SP:Iteration 28Q (2857.300895 sec): 3 clusters Score: Raw -158994.888538 + Penalty 1650.070965 = -157344.817573 nChanged 1 SP:Iteration 29Q (2857.388691 sec): 3 clusters Score: Raw -158995.844291 + Penalty 1650.070965 = -157345.773326 nChanged 1 SP:Iteration 30Q (2857.487112 sec): 3 clusters Score: Raw -158996.161008 + Penalty 1650.070965 = -157346.090042 nChanged 0 SP:Iteration 31F (2857.572023 sec): 3 clusters Score: Raw -158996.161008 + Penalty 1650.070965 = -157346.090042 nChanged 0 Trying to split cluster 3 (1740 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2857.626396 sec): 2 clusters Score: Raw -87923.323071 + Penalty 783.472241 = -87139.850830 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2857.694706 sec): 3 clusters Score: Raw -87091.723525 + Penalty 1566.944482 = -85524.779043 nChanged 660 SP:Iteration 1F (2857.770331 sec): 3 clusters Score: Raw -87521.887195 + Penalty 1566.944482 = -85954.942713 nChanged 172 SP:Iteration 2F (2857.876126 sec): 3 clusters Score: Raw -87672.215343 + Penalty 1566.944482 = -86105.270861 nChanged 119 SP:Iteration 3F (2857.951011 sec): 3 clusters Score: Raw -87797.931266 + Penalty 1566.944482 = -86230.986783 nChanged 104 SP:Iteration 4F (2858.034483 sec): 3 clusters Score: Raw -87897.195956 + Penalty 1566.944482 = -86330.251473 nChanged 80 SP:Iteration 5Q (2858.131619 sec): 3 clusters Score: Raw -87965.197185 + Penalty 1566.944482 = -86398.252703 nChanged 68 SP:Iteration 6Q (2858.219056 sec): 3 clusters Score: Raw -88011.231141 + Penalty 1566.944482 = -86444.286659 nChanged 49 SP:Iteration 7Q (2858.307404 sec): 3 clusters Score: Raw -88037.990642 + Penalty 1566.944482 = -86471.046160 nChanged 35 SP:Iteration 8Q (2858.400995 sec): 3 clusters Score: Raw -88054.702589 + Penalty 1566.944482 = -86487.758107 nChanged 33 SP:Iteration 9Q (2858.494303 sec): 3 clusters Score: Raw -88071.395515 + Penalty 1566.944482 = -86504.451033 nChanged 19 SP:Iteration 10Q (2858.557358 sec): 3 clusters Score: Raw -88078.793785 + Penalty 1566.944482 = -86511.849303 nChanged 7 SP:Iteration 11Q (2858.647985 sec): 3 clusters Score: Raw -88081.780002 + Penalty 1566.944482 = -86514.835520 nChanged 10 SP:Iteration 12Q (2858.723251 sec): 3 clusters Score: Raw -88085.744091 + Penalty 1566.944482 = -86518.799609 nChanged 5 SP:Iteration 13Q (2858.819480 sec): 3 clusters Score: Raw -88088.347325 + Penalty 1566.944482 = -86521.402843 nChanged 5 SP:Iteration 14Q (2858.905204 sec): 3 clusters Score: Raw -88090.642142 + Penalty 1566.944482 = -86523.697660 nChanged 2 SP:Iteration 15Q (2858.983552 sec): 3 clusters Score: Raw -88091.577017 + Penalty 1566.944482 = -86524.632534 nChanged 3 SP:Iteration 16Q (2859.068052 sec): 3 clusters Score: Raw -88092.157494 + Penalty 1566.944482 = -86525.213011 nChanged 1 SP:Iteration 17Q (2859.138825 sec): 3 clusters Score: Raw -88092.312416 + Penalty 1566.944482 = -86525.367934 nChanged 2 SP:Iteration 18Q (2859.220917 sec): 3 clusters Score: Raw -88092.846108 + Penalty 1566.944482 = -86525.901625 nChanged 2 SP:Iteration 19Q (2859.308837 sec): 3 clusters Score: Raw -88093.500382 + Penalty 1566.944482 = -86526.555899 nChanged 4 SP:Iteration 20F (2859.381560 sec): 3 clusters Score: Raw -88094.756840 + Penalty 1566.944482 = -86527.812357 nChanged 0 Trying to split cluster 4 (1711 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2859.423406 sec): 2 clusters Score: Raw -83336.853294 + Penalty 781.707494 = -82555.145800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2859.516543 sec): 3 clusters Score: Raw -82542.986321 + Penalty 1563.414988 = -80979.571334 nChanged 642 SP:Iteration 1F (2859.600146 sec): 3 clusters Score: Raw -83019.737063 + Penalty 1563.414988 = -81456.322075 nChanged 185 SP:Iteration 2F (2859.669712 sec): 3 clusters Score: Raw -83183.062270 + Penalty 1563.414988 = -81619.647283 nChanged 114 SP:Iteration 3F (2859.764586 sec): 3 clusters Score: Raw -83287.470359 + Penalty 1563.414988 = -81724.055372 nChanged 81 SP:Iteration 4Q (2859.850523 sec): 3 clusters Score: Raw -83347.771761 + Penalty 1563.414988 = -81784.356774 nChanged 62 SP:Iteration 5Q (2859.934087 sec): 3 clusters Score: Raw -83392.285880 + Penalty 1563.414988 = -81828.870893 nChanged 56 SP:Iteration 6Q (2860.016310 sec): 3 clusters Score: Raw -83436.434446 + Penalty 1563.414988 = -81873.019459 nChanged 44 SP:Iteration 7Q (2860.107644 sec): 3 clusters Score: Raw -83472.416999 + Penalty 1563.414988 = -81909.002011 nChanged 47 SP:Iteration 8Q (2860.168996 sec): 3 clusters Score: Raw -83505.620747 + Penalty 1563.414988 = -81942.205760 nChanged 45 SP:Iteration 9Q (2860.253480 sec): 3 clusters Score: Raw -83533.528012 + Penalty 1563.414988 = -81970.113025 nChanged 37 SP:Iteration 10Q (2860.353216 sec): 3 clusters Score: Raw -83561.163018 + Penalty 1563.414988 = -81997.748030 nChanged 30 SP:Iteration 11Q (2860.428986 sec): 3 clusters Score: Raw -83584.332403 + Penalty 1563.414988 = -82020.917416 nChanged 27 SP:Iteration 12Q (2860.520910 sec): 3 clusters Score: Raw -83604.386983 + Penalty 1563.414988 = -82040.971995 nChanged 26 SP:Iteration 13Q (2860.600725 sec): 3 clusters Score: Raw -83619.352236 + Penalty 1563.414988 = -82055.937249 nChanged 22 SP:Iteration 14Q (2860.681890 sec): 3 clusters Score: Raw -83632.664080 + Penalty 1563.414988 = -82069.249092 nChanged 22 SP:Iteration 15Q (2860.741531 sec): 3 clusters Score: Raw -83651.202712 + Penalty 1563.414988 = -82087.787725 nChanged 24 SP:Iteration 16Q (2860.830643 sec): 3 clusters Score: Raw -83672.359744 + Penalty 1563.414988 = -82108.944757 nChanged 27 SP:Iteration 17Q (2860.900705 sec): 3 clusters Score: Raw -83692.257370 + Penalty 1563.414988 = -82128.842383 nChanged 21 SP:Iteration 18Q (2860.992516 sec): 3 clusters Score: Raw -83708.334085 + Penalty 1563.414988 = -82144.919098 nChanged 21 SP:Iteration 19Q (2861.076138 sec): 3 clusters Score: Raw -83722.730252 + Penalty 1563.414988 = -82159.315264 nChanged 19 SP:Iteration 20F (2861.155177 sec): 3 clusters Score: Raw -83741.574453 + Penalty 1563.414988 = -82178.159466 nChanged 18 SP:Iteration 21Q (2861.234075 sec): 3 clusters Score: Raw -83759.608216 + Penalty 1563.414988 = -82196.193228 nChanged 16 SP:Iteration 22Q (2861.312609 sec): 3 clusters Score: Raw -83771.420916 + Penalty 1563.414988 = -82208.005929 nChanged 10 SP:Iteration 23Q (2861.393016 sec): 3 clusters Score: Raw -83777.853622 + Penalty 1563.414988 = -82214.438635 nChanged 11 SP:Iteration 24Q (2861.494298 sec): 3 clusters Score: Raw -83787.989043 + Penalty 1563.414988 = -82224.574056 nChanged 13 SP:Iteration 25Q (2861.556350 sec): 3 clusters Score: Raw -83797.131903 + Penalty 1563.414988 = -82233.716916 nChanged 8 SP:Iteration 26Q (2861.655155 sec): 3 clusters Score: Raw -83801.033363 + Penalty 1563.414988 = -82237.618375 nChanged 6 SP:Iteration 27Q (2861.754366 sec): 3 clusters Score: Raw -83805.958336 + Penalty 1563.414988 = -82242.543348 nChanged 8 SP:Iteration 28Q (2861.839130 sec): 3 clusters Score: Raw -83812.601001 + Penalty 1563.414988 = -82249.186013 nChanged 10 SP:Iteration 29Q (2861.916836 sec): 3 clusters Score: Raw -83826.441967 + Penalty 1563.414988 = -82263.026979 nChanged 21 SP:Iteration 30Q (2861.996553 sec): 3 clusters Score: Raw -83865.684934 + Penalty 1563.414988 = -82302.269946 nChanged 19 SP:Iteration 31Q (2862.080213 sec): 3 clusters Score: Raw -83921.652392 + Penalty 1563.414988 = -82358.237404 nChanged 21 SP:Iteration 32Q (2862.160029 sec): 3 clusters Score: Raw -83960.645384 + Penalty 1563.414988 = -82397.230396 nChanged 13 SP:Iteration 33Q (2862.265813 sec): 3 clusters Score: Raw -83970.232147 + Penalty 1563.414988 = -82406.817160 nChanged 7 SP:Iteration 34Q (2862.340892 sec): 3 clusters Score: Raw -83975.430742 + Penalty 1563.414988 = -82412.015755 nChanged 5 SP:Iteration 35Q (2862.451360 sec): 3 clusters Score: Raw -83980.111133 + Penalty 1563.414988 = -82416.696146 nChanged 2 SP:Iteration 36Q (2862.516565 sec): 3 clusters Score: Raw -83981.816804 + Penalty 1563.414988 = -82418.401817 nChanged 3 SP:Iteration 37Q (2862.616115 sec): 3 clusters Score: Raw -83983.107882 + Penalty 1563.414988 = -82419.692894 nChanged 1 SP:Iteration 38Q (2862.674034 sec): 3 clusters Score: Raw -83983.505039 + Penalty 1563.414988 = -82420.090052 nChanged 0 SP:Iteration 39F (2862.748316 sec): 3 clusters Score: Raw -83983.505039 + Penalty 1563.414988 = -82420.090052 nChanged 0 Trying to split cluster 5 (3180 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2862.796448 sec): 2 clusters Score: Raw -187718.062487 + Penalty 846.786830 = -186871.275657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2862.895809 sec): 3 clusters Score: Raw -186109.600606 + Penalty 1693.573660 = -184416.026946 nChanged 1296 SP:Iteration 1F (2862.990864 sec): 3 clusters Score: Raw -186927.135654 + Penalty 1693.573660 = -185233.561994 nChanged 247 SP:Iteration 2F (2863.078324 sec): 3 clusters Score: Raw -187102.626311 + Penalty 1693.573660 = -185409.052651 nChanged 192 SP:Iteration 3F (2863.166725 sec): 3 clusters Score: Raw -187233.148570 + Penalty 1693.573660 = -185539.574910 nChanged 154 SP:Iteration 4Q (2863.254682 sec): 3 clusters Score: Raw -187311.020181 + Penalty 1693.573660 = -185617.446522 nChanged 102 SP:Iteration 5Q (2863.326312 sec): 3 clusters Score: Raw -187362.693535 + Penalty 1693.573660 = -185669.119875 nChanged 91 SP:Iteration 6Q (2863.392257 sec): 3 clusters Score: Raw -187410.461389 + Penalty 1693.573660 = -185716.887729 nChanged 89 SP:Iteration 7Q (2863.498496 sec): 3 clusters Score: Raw -187448.519044 + Penalty 1693.573660 = -185754.945384 nChanged 88 SP:Iteration 8Q (2863.583085 sec): 3 clusters Score: Raw -187488.612024 + Penalty 1693.573660 = -185795.038364 nChanged 68 SP:Iteration 9Q (2863.694690 sec): 3 clusters Score: Raw -187510.422392 + Penalty 1693.573660 = -185816.848732 nChanged 50 SP:Iteration 10Q (2863.802364 sec): 3 clusters Score: Raw -187523.866913 + Penalty 1693.573660 = -185830.293253 nChanged 33 SP:Iteration 11Q (2863.880509 sec): 3 clusters Score: Raw -187531.157684 + Penalty 1693.573660 = -185837.584024 nChanged 28 SP:Iteration 12Q (2863.982115 sec): 3 clusters Score: Raw -187540.853188 + Penalty 1693.573660 = -185847.279528 nChanged 41 SP:Iteration 13Q (2864.078432 sec): 3 clusters Score: Raw -187555.146497 + Penalty 1693.573660 = -185861.572837 nChanged 43 SP:Iteration 14Q (2864.178082 sec): 3 clusters Score: Raw -187567.484210 + Penalty 1693.573660 = -185873.910550 nChanged 35 SP:Iteration 15Q (2864.280647 sec): 3 clusters Score: Raw -187577.299305 + Penalty 1693.573660 = -185883.725645 nChanged 38 SP:Iteration 16Q (2864.374967 sec): 3 clusters Score: Raw -187592.631189 + Penalty 1693.573660 = -185899.057529 nChanged 33 SP:Iteration 17Q (2864.456389 sec): 3 clusters Score: Raw -187603.308321 + Penalty 1693.573660 = -185909.734661 nChanged 24 SP:Iteration 18Q (2864.548587 sec): 3 clusters Score: Raw -187610.083773 + Penalty 1693.573660 = -185916.510113 nChanged 26 SP:Iteration 19Q (2864.622115 sec): 3 clusters Score: Raw -187618.481243 + Penalty 1693.573660 = -185924.907583 nChanged 28 SP:Iteration 20F (2864.720653 sec): 3 clusters Score: Raw -187626.681761 + Penalty 1693.573660 = -185933.108101 nChanged 27 SP:Iteration 21Q (2864.801394 sec): 3 clusters Score: Raw -187635.174536 + Penalty 1693.573660 = -185941.600876 nChanged 29 SP:Iteration 22Q (2864.893944 sec): 3 clusters Score: Raw -187645.679935 + Penalty 1693.573660 = -185952.106275 nChanged 26 SP:Iteration 23Q (2865.019095 sec): 3 clusters Score: Raw -187654.783871 + Penalty 1693.573660 = -185961.210211 nChanged 26 SP:Iteration 24Q (2865.121543 sec): 3 clusters Score: Raw -187664.714097 + Penalty 1693.573660 = -185971.140437 nChanged 26 SP:Iteration 25Q (2865.241039 sec): 3 clusters Score: Raw -187677.108187 + Penalty 1693.573660 = -185983.534527 nChanged 38 SP:Iteration 26Q (2865.313070 sec): 3 clusters Score: Raw -187694.644871 + Penalty 1693.573660 = -186001.071211 nChanged 28 SP:Iteration 27Q (2865.389602 sec): 3 clusters Score: Raw -187703.472068 + Penalty 1693.573660 = -186009.898408 nChanged 17 SP:Iteration 28Q (2865.472121 sec): 3 clusters Score: Raw -187709.119904 + Penalty 1693.573660 = -186015.546244 nChanged 25 SP:Iteration 29Q (2865.562004 sec): 3 clusters Score: Raw -187722.985487 + Penalty 1693.573660 = -186029.411827 nChanged 28 SP:Iteration 30Q (2865.655700 sec): 3 clusters Score: Raw -187741.776944 + Penalty 1693.573660 = -186048.203284 nChanged 38 SP:Iteration 31Q (2865.725742 sec): 3 clusters Score: Raw -187762.708236 + Penalty 1693.573660 = -186069.134576 nChanged 30 SP:Iteration 32Q (2865.818257 sec): 3 clusters Score: Raw -187776.339309 + Penalty 1693.573660 = -186082.765650 nChanged 26 SP:Iteration 33Q (2865.897045 sec): 3 clusters Score: Raw -187788.465462 + Penalty 1693.573660 = -186094.891802 nChanged 11 SP:Iteration 34Q (2865.982465 sec): 3 clusters Score: Raw -187792.774441 + Penalty 1693.573660 = -186099.200781 nChanged 15 SP:Iteration 35Q (2866.079899 sec): 3 clusters Score: Raw -187798.540102 + Penalty 1693.573660 = -186104.966442 nChanged 13 SP:Iteration 36Q (2866.150909 sec): 3 clusters Score: Raw -187803.306969 + Penalty 1693.573660 = -186109.733309 nChanged 11 SP:Iteration 37Q (2866.246501 sec): 3 clusters Score: Raw -187808.157593 + Penalty 1693.573660 = -186114.583933 nChanged 9 SP:Iteration 38Q (2866.322654 sec): 3 clusters Score: Raw -187810.935223 + Penalty 1693.573660 = -186117.361563 nChanged 7 SP:Iteration 39Q (2866.400299 sec): 3 clusters Score: Raw -187812.265862 + Penalty 1693.573660 = -186118.692202 nChanged 9 SP:Iteration 40F (2866.499268 sec): 3 clusters Score: Raw -187814.891473 + Penalty 1693.573660 = -186121.317813 nChanged 9 SP:Iteration 41Q (2866.568585 sec): 3 clusters Score: Raw -187817.247752 + Penalty 1693.573660 = -186123.674092 nChanged 7 SP:Iteration 42Q (2866.660480 sec): 3 clusters Score: Raw -187819.003570 + Penalty 1693.573660 = -186125.429910 nChanged 5 SP:Iteration 43Q (2866.768552 sec): 3 clusters Score: Raw -187820.067222 + Penalty 1693.573660 = -186126.493562 nChanged 8 SP:Iteration 44Q (2866.859333 sec): 3 clusters Score: Raw -187825.295078 + Penalty 1693.573660 = -186131.721418 nChanged 13 SP:Iteration 45Q (2866.934232 sec): 3 clusters Score: Raw -187831.613258 + Penalty 1693.573660 = -186138.039598 nChanged 18 SP:Iteration 46Q (2867.023756 sec): 3 clusters Score: Raw -187839.835024 + Penalty 1693.573660 = -186146.261364 nChanged 20 SP:Iteration 47Q (2867.122955 sec): 3 clusters Score: Raw -187848.975717 + Penalty 1693.573660 = -186155.402057 nChanged 17 SP:Iteration 48Q (2867.224616 sec): 3 clusters Score: Raw -187859.300172 + Penalty 1693.573660 = -186165.726512 nChanged 20 SP:Iteration 49Q (2867.288223 sec): 3 clusters Score: Raw -187870.310646 + Penalty 1693.573660 = -186176.736986 nChanged 11 SP:Iteration 50Q (2867.371264 sec): 3 clusters Score: Raw -187878.966630 + Penalty 1693.573660 = -186185.392970 nChanged 17 SP:Iteration 51Q (2867.474849 sec): 3 clusters Score: Raw -187887.178871 + Penalty 1693.573660 = -186193.605211 nChanged 10 SP:Iteration 52Q (2867.557956 sec): 3 clusters Score: Raw -187891.279713 + Penalty 1693.573660 = -186197.706053 nChanged 10 SP:Iteration 53Q (2867.648190 sec): 3 clusters Score: Raw -187895.450148 + Penalty 1693.573660 = -186201.876488 nChanged 9 SP:Iteration 54Q (2867.719345 sec): 3 clusters Score: Raw -187900.190535 + Penalty 1693.573660 = -186206.616875 nChanged 13 SP:Iteration 55Q (2867.792262 sec): 3 clusters Score: Raw -187904.490123 + Penalty 1693.573660 = -186210.916463 nChanged 5 SP:Iteration 56Q (2867.898157 sec): 3 clusters Score: Raw -187907.317377 + Penalty 1693.573660 = -186213.743718 nChanged 9 SP:Iteration 57Q (2867.993246 sec): 3 clusters Score: Raw -187911.463148 + Penalty 1693.573660 = -186217.889488 nChanged 9 SP:Iteration 58Q (2868.063415 sec): 3 clusters Score: Raw -187918.928738 + Penalty 1693.573660 = -186225.355078 nChanged 9 SP:Iteration 59Q (2868.160310 sec): 3 clusters Score: Raw -187922.680002 + Penalty 1693.573660 = -186229.106342 nChanged 9 SP:Iteration 60F (2868.250461 sec): 3 clusters Score: Raw -187926.444857 + Penalty 1693.573660 = -186232.871197 nChanged 6 SP:Iteration 61Q (2868.339483 sec): 3 clusters Score: Raw -187929.303628 + Penalty 1693.573660 = -186235.729968 nChanged 7 SP:Iteration 62Q (2868.440658 sec): 3 clusters Score: Raw -187932.936094 + Penalty 1693.573660 = -186239.362434 nChanged 8 SP:Iteration 63Q (2868.512027 sec): 3 clusters Score: Raw -187937.785609 + Penalty 1693.573660 = -186244.211949 nChanged 8 SP:Iteration 64Q (2868.593935 sec): 3 clusters Score: Raw -187948.454725 + Penalty 1693.573660 = -186254.881065 nChanged 15 SP:Iteration 65Q (2868.682303 sec): 3 clusters Score: Raw -187960.086772 + Penalty 1693.573660 = -186266.513112 nChanged 13 SP:Iteration 66Q (2868.769140 sec): 3 clusters Score: Raw -187970.150872 + Penalty 1693.573660 = -186276.577212 nChanged 18 SP:Iteration 67Q (2868.869139 sec): 3 clusters Score: Raw -187987.434920 + Penalty 1693.573660 = -186293.861260 nChanged 19 SP:Iteration 68Q (2868.933560 sec): 3 clusters Score: Raw -188005.587757 + Penalty 1693.573660 = -186312.014097 nChanged 21 SP:Iteration 69Q (2869.032520 sec): 3 clusters Score: Raw -188020.146309 + Penalty 1693.573660 = -186326.572649 nChanged 10 SP:Iteration 70Q (2869.118645 sec): 3 clusters Score: Raw -188027.241405 + Penalty 1693.573660 = -186333.667745 nChanged 11 SP:Iteration 71Q (2869.216441 sec): 3 clusters Score: Raw -188031.860752 + Penalty 1693.573660 = -186338.287092 nChanged 11 SP:Iteration 72Q (2869.289265 sec): 3 clusters Score: Raw -188037.212191 + Penalty 1693.573660 = -186343.638531 nChanged 11 SP:Iteration 73Q (2869.376587 sec): 3 clusters Score: Raw -188041.922902 + Penalty 1693.573660 = -186348.349242 nChanged 5 SP:Iteration 74Q (2869.448979 sec): 3 clusters Score: Raw -188044.774818 + Penalty 1693.573660 = -186351.201158 nChanged 7 SP:Iteration 75Q (2869.542702 sec): 3 clusters Score: Raw -188048.386459 + Penalty 1693.573660 = -186354.812799 nChanged 6 SP:Iteration 76Q (2869.614511 sec): 3 clusters Score: Raw -188050.075184 + Penalty 1693.573660 = -186356.501524 nChanged 5 SP:Iteration 77Q (2869.692165 sec): 3 clusters Score: Raw -188051.258809 + Penalty 1693.573660 = -186357.685149 nChanged 4 SP:Iteration 78Q (2869.788650 sec): 3 clusters Score: Raw -188052.689661 + Penalty 1693.573660 = -186359.116001 nChanged 6 SP:Iteration 79Q (2869.863848 sec): 3 clusters Score: Raw -188055.863719 + Penalty 1693.573660 = -186362.290059 nChanged 6 SP:Iteration 80F (2869.952365 sec): 3 clusters Score: Raw -188057.573388 + Penalty 1693.573660 = -186363.999729 nChanged 5 SP:Iteration 81Q (2870.038367 sec): 3 clusters Score: Raw -188059.513875 + Penalty 1693.573660 = -186365.940216 nChanged 3 SP:Iteration 82Q (2870.107649 sec): 3 clusters Score: Raw -188060.570228 + Penalty 1693.573660 = -186366.996568 nChanged 4 SP:Iteration 83Q (2870.203198 sec): 3 clusters Score: Raw -188062.688167 + Penalty 1693.573660 = -186369.114507 nChanged 5 SP:Iteration 84Q (2870.291096 sec): 3 clusters Score: Raw -188064.664973 + Penalty 1693.573660 = -186371.091313 nChanged 2 SP:Iteration 85Q (2870.373411 sec): 3 clusters Score: Raw -188065.347932 + Penalty 1693.573660 = -186371.774272 nChanged 3 SP:Iteration 86Q (2870.443541 sec): 3 clusters Score: Raw -188066.193799 + Penalty 1693.573660 = -186372.620139 nChanged 0 SP:Iteration 87F (2870.524810 sec): 3 clusters Score: Raw -188066.193799 + Penalty 1693.573660 = -186372.620139 nChanged 0 Trying to split cluster 6 (3075 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2870.567739 sec): 2 clusters Score: Raw -177091.740169 + Penalty 843.261319 = -176248.478850 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2870.673923 sec): 3 clusters Score: Raw -175534.013375 + Penalty 1686.522638 = -173847.490737 nChanged 1212 SP:Iteration 1F (2870.745724 sec): 3 clusters Score: Raw -176268.970049 + Penalty 1686.522638 = -174582.447411 nChanged 248 SP:Iteration 2F (2870.824685 sec): 3 clusters Score: Raw -176408.594010 + Penalty 1686.522638 = -174722.071372 nChanged 172 SP:Iteration 3F (2870.906796 sec): 3 clusters Score: Raw -176501.816592 + Penalty 1686.522638 = -174815.293954 nChanged 141 SP:Iteration 4Q (2871.012522 sec): 3 clusters Score: Raw -176571.353391 + Penalty 1686.522638 = -174884.830753 nChanged 122 SP:Iteration 5Q (2871.097045 sec): 3 clusters Score: Raw -176640.909494 + Penalty 1686.522638 = -174954.386856 nChanged 119 SP:Iteration 6Q (2871.169509 sec): 3 clusters Score: Raw -176706.075689 + Penalty 1686.522638 = -175019.553051 nChanged 109 SP:Iteration 7Q (2871.250914 sec): 3 clusters Score: Raw -176761.158799 + Penalty 1686.522638 = -175074.636161 nChanged 83 SP:Iteration 8Q (2871.372147 sec): 3 clusters Score: Raw -176802.386909 + Penalty 1686.522638 = -175115.864271 nChanged 75 SP:Iteration 9Q (2871.470923 sec): 3 clusters Score: Raw -176841.221386 + Penalty 1686.522638 = -175154.698748 nChanged 72 SP:Iteration 10Q (2871.568937 sec): 3 clusters Score: Raw -176874.961914 + Penalty 1686.522638 = -175188.439276 nChanged 53 SP:Iteration 11Q (2871.685036 sec): 3 clusters Score: Raw -176897.916081 + Penalty 1686.522638 = -175211.393443 nChanged 49 SP:Iteration 12Q (2871.808574 sec): 3 clusters Score: Raw -176919.507523 + Penalty 1686.522638 = -175232.984885 nChanged 36 SP:Iteration 13Q (2871.896568 sec): 3 clusters Score: Raw -176938.024419 + Penalty 1686.522638 = -175251.501781 nChanged 46 SP:Iteration 14Q (2871.966367 sec): 3 clusters Score: Raw -176957.968732 + Penalty 1686.522638 = -175271.446094 nChanged 32 SP:Iteration 15Q (2872.066972 sec): 3 clusters Score: Raw -176969.624297 + Penalty 1686.522638 = -175283.101659 nChanged 28 SP:Iteration 16Q (2872.187435 sec): 3 clusters Score: Raw -176982.746234 + Penalty 1686.522638 = -175296.223596 nChanged 28 SP:Iteration 17Q (2872.283966 sec): 3 clusters Score: Raw -176992.676502 + Penalty 1686.522638 = -175306.153864 nChanged 25 SP:Iteration 18Q (2872.380633 sec): 3 clusters Score: Raw -177000.731478 + Penalty 1686.522638 = -175314.208840 nChanged 18 SP:Iteration 19Q (2872.495403 sec): 3 clusters Score: Raw -177007.590582 + Penalty 1686.522638 = -175321.067944 nChanged 18 SP:Iteration 20F (2872.586378 sec): 3 clusters Score: Raw -177016.095750 + Penalty 1686.522638 = -175329.573112 nChanged 18 SP:Iteration 21Q (2872.678197 sec): 3 clusters Score: Raw -177023.399509 + Penalty 1686.522638 = -175336.876871 nChanged 17 SP:Iteration 22Q (2872.780950 sec): 3 clusters Score: Raw -177028.526980 + Penalty 1686.522638 = -175342.004342 nChanged 11 SP:Iteration 23Q (2872.885044 sec): 3 clusters Score: Raw -177034.066886 + Penalty 1686.522638 = -175347.544249 nChanged 16 SP:Iteration 24Q (2872.963978 sec): 3 clusters Score: Raw -177041.697389 + Penalty 1686.522638 = -175355.174751 nChanged 19 SP:Iteration 25Q (2873.100798 sec): 3 clusters Score: Raw -177051.241066 + Penalty 1686.522638 = -175364.718428 nChanged 15 SP:Iteration 26Q (2873.189153 sec): 3 clusters Score: Raw -177055.804906 + Penalty 1686.522638 = -175369.282268 nChanged 11 SP:Iteration 27Q (2873.325792 sec): 3 clusters Score: Raw -177058.564335 + Penalty 1686.522638 = -175372.041697 nChanged 13 SP:Iteration 28Q (2873.416986 sec): 3 clusters Score: Raw -177062.862973 + Penalty 1686.522638 = -175376.340335 nChanged 11 SP:Iteration 29Q (2873.496701 sec): 3 clusters Score: Raw -177066.864801 + Penalty 1686.522638 = -175380.342163 nChanged 8 SP:Iteration 30Q (2873.585189 sec): 3 clusters Score: Raw -177069.413769 + Penalty 1686.522638 = -175382.891131 nChanged 9 SP:Iteration 31Q (2873.667342 sec): 3 clusters Score: Raw -177073.626591 + Penalty 1686.522638 = -175387.103953 nChanged 12 SP:Iteration 32Q (2873.735584 sec): 3 clusters Score: Raw -177077.840713 + Penalty 1686.522638 = -175391.318076 nChanged 10 SP:Iteration 33Q (2873.815633 sec): 3 clusters Score: Raw -177082.601229 + Penalty 1686.522638 = -175396.078591 nChanged 10 SP:Iteration 34Q (2873.898328 sec): 3 clusters Score: Raw -177086.696997 + Penalty 1686.522638 = -175400.174359 nChanged 11 SP:Iteration 35Q (2874.000014 sec): 3 clusters Score: Raw -177090.202827 + Penalty 1686.522638 = -175403.680189 nChanged 10 SP:Iteration 36Q (2874.075712 sec): 3 clusters Score: Raw -177093.321477 + Penalty 1686.522638 = -175406.798839 nChanged 8 SP:Iteration 37Q (2874.172685 sec): 3 clusters Score: Raw -177095.758511 + Penalty 1686.522638 = -175409.235873 nChanged 6 SP:Iteration 38Q (2874.254244 sec): 3 clusters Score: Raw -177098.484002 + Penalty 1686.522638 = -175411.961364 nChanged 10 SP:Iteration 39Q (2874.332586 sec): 3 clusters Score: Raw -177102.070010 + Penalty 1686.522638 = -175415.547373 nChanged 7 SP:Iteration 40F (2874.415353 sec): 3 clusters Score: Raw -177106.204337 + Penalty 1686.522638 = -175419.681699 nChanged 11 SP:Iteration 41Q (2874.503926 sec): 3 clusters Score: Raw -177113.133798 + Penalty 1686.522638 = -175426.611160 nChanged 12 SP:Iteration 42Q (2874.568279 sec): 3 clusters Score: Raw -177118.902145 + Penalty 1686.522638 = -175432.379507 nChanged 14 SP:Iteration 43Q (2874.659437 sec): 3 clusters Score: Raw -177124.931604 + Penalty 1686.522638 = -175438.408966 nChanged 14 SP:Iteration 44Q (2874.743775 sec): 3 clusters Score: Raw -177132.347055 + Penalty 1686.522638 = -175445.824417 nChanged 14 SP:Iteration 45Q (2874.808186 sec): 3 clusters Score: Raw -177136.383724 + Penalty 1686.522638 = -175449.861086 nChanged 6 SP:Iteration 46Q (2874.908125 sec): 3 clusters Score: Raw -177138.727039 + Penalty 1686.522638 = -175452.204401 nChanged 5 SP:Iteration 47Q (2874.977602 sec): 3 clusters Score: Raw -177140.862515 + Penalty 1686.522638 = -175454.339877 nChanged 4 SP:Iteration 48Q (2875.061194 sec): 3 clusters Score: Raw -177143.373220 + Penalty 1686.522638 = -175456.850582 nChanged 3 SP:Iteration 49Q (2875.143591 sec): 3 clusters Score: Raw -177144.414075 + Penalty 1686.522638 = -175457.891437 nChanged 4 SP:Iteration 50Q (2875.227226 sec): 3 clusters Score: Raw -177146.509970 + Penalty 1686.522638 = -175459.987332 nChanged 5 SP:Iteration 51Q (2875.316819 sec): 3 clusters Score: Raw -177149.368086 + Penalty 1686.522638 = -175462.845448 nChanged 8 SP:Iteration 52Q (2875.403834 sec): 3 clusters Score: Raw -177153.155072 + Penalty 1686.522638 = -175466.632434 nChanged 6 SP:Iteration 53Q (2875.494030 sec): 3 clusters Score: Raw -177157.139162 + Penalty 1686.522638 = -175470.616524 nChanged 7 SP:Iteration 54Q (2875.568771 sec): 3 clusters Score: Raw -177160.707910 + Penalty 1686.522638 = -175474.185272 nChanged 9 SP:Iteration 55Q (2875.660950 sec): 3 clusters Score: Raw -177168.276739 + Penalty 1686.522638 = -175481.754101 nChanged 8 SP:Iteration 56Q (2875.747002 sec): 3 clusters Score: Raw -177171.684484 + Penalty 1686.522638 = -175485.161847 nChanged 7 SP:Iteration 57Q (2875.835797 sec): 3 clusters Score: Raw -177174.415402 + Penalty 1686.522638 = -175487.892765 nChanged 8 SP:Iteration 58Q (2875.901594 sec): 3 clusters Score: Raw -177177.591906 + Penalty 1686.522638 = -175491.069269 nChanged 6 SP:Iteration 59Q (2875.986085 sec): 3 clusters Score: Raw -177182.547030 + Penalty 1686.522638 = -175496.024392 nChanged 11 SP:Iteration 60F (2876.067246 sec): 3 clusters Score: Raw -177192.319747 + Penalty 1686.522638 = -175505.797109 nChanged 8 SP:Iteration 61Q (2876.148092 sec): 3 clusters Score: Raw -177197.027846 + Penalty 1686.522638 = -175510.505208 nChanged 3 SP:Iteration 62Q (2876.249875 sec): 3 clusters Score: Raw -177199.694468 + Penalty 1686.522638 = -175513.171830 nChanged 5 SP:Iteration 63Q (2876.321642 sec): 3 clusters Score: Raw -177202.078073 + Penalty 1686.522638 = -175515.555435 nChanged 3 SP:Iteration 64Q (2876.403229 sec): 3 clusters Score: Raw -177203.298404 + Penalty 1686.522638 = -175516.775766 nChanged 2 SP:Iteration 65Q (2876.490250 sec): 3 clusters Score: Raw -177203.799028 + Penalty 1686.522638 = -175517.276390 nChanged 1 SP:Iteration 66Q (2876.574388 sec): 3 clusters Score: Raw -177204.256612 + Penalty 1686.522638 = -175517.733974 nChanged 1 SP:Iteration 67Q (2876.652636 sec): 3 clusters Score: Raw -177205.908922 + Penalty 1686.522638 = -175519.386284 nChanged 2 SP:Iteration 68Q (2876.736618 sec): 3 clusters Score: Raw -177206.548715 + Penalty 1686.522638 = -175520.026077 nChanged 2 SP:Iteration 69Q (2876.817353 sec): 3 clusters Score: Raw -177207.646746 + Penalty 1686.522638 = -175521.124108 nChanged 6 SP:Iteration 70Q (2876.888608 sec): 3 clusters Score: Raw -177211.766873 + Penalty 1686.522638 = -175525.244235 nChanged 7 SP:Iteration 71Q (2876.979852 sec): 3 clusters Score: Raw -177215.433036 + Penalty 1686.522638 = -175528.910398 nChanged 5 SP:Iteration 72Q (2877.052585 sec): 3 clusters Score: Raw -177218.371949 + Penalty 1686.522638 = -175531.849312 nChanged 0 SP:Iteration 73F (2877.142787 sec): 3 clusters Score: Raw -177218.371949 + Penalty 1686.522638 = -175531.849312 nChanged 0 Trying to split cluster 7 (4078 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2877.195805 sec): 2 clusters Score: Raw -202664.473226 + Penalty 872.903005 = -201791.570221 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2877.279195 sec): 3 clusters Score: Raw -200497.682002 + Penalty 1745.806010 = -198751.875992 nChanged 1743 SP:Iteration 1F (2877.350320 sec): 3 clusters Score: Raw -201705.612742 + Penalty 1745.806010 = -199959.806732 nChanged 375 SP:Iteration 2F (2877.436514 sec): 3 clusters Score: Raw -202029.823674 + Penalty 1745.806010 = -200284.017665 nChanged 299 SP:Iteration 3F (2877.529547 sec): 3 clusters Score: Raw -202279.922408 + Penalty 1745.806010 = -200534.116398 nChanged 235 SP:Iteration 4F (2877.605210 sec): 3 clusters Score: Raw -202438.876613 + Penalty 1745.806010 = -200693.070604 nChanged 176 SP:Iteration 5Q (2877.702454 sec): 3 clusters Score: Raw -202567.312762 + Penalty 1745.806010 = -200821.506752 nChanged 160 SP:Iteration 6Q (2877.769057 sec): 3 clusters Score: Raw -202697.124637 + Penalty 1745.806010 = -200951.318628 nChanged 148 SP:Iteration 7Q (2877.867973 sec): 3 clusters Score: Raw -202795.641369 + Penalty 1745.806010 = -201049.835359 nChanged 124 SP:Iteration 8Q (2877.955543 sec): 3 clusters Score: Raw -202878.798727 + Penalty 1745.806010 = -201132.992717 nChanged 119 SP:Iteration 9Q (2878.023467 sec): 3 clusters Score: Raw -202940.084463 + Penalty 1745.806010 = -201194.278453 nChanged 90 SP:Iteration 10Q (2878.124932 sec): 3 clusters Score: Raw -202984.363487 + Penalty 1745.806010 = -201238.557477 nChanged 79 SP:Iteration 11Q (2878.196207 sec): 3 clusters Score: Raw -203018.415563 + Penalty 1745.806010 = -201272.609553 nChanged 64 SP:Iteration 12Q (2878.284105 sec): 3 clusters Score: Raw -203046.060524 + Penalty 1745.806010 = -201300.254514 nChanged 47 SP:Iteration 13Q (2878.360292 sec): 3 clusters Score: Raw -203065.243883 + Penalty 1745.806010 = -201319.437874 nChanged 48 SP:Iteration 14Q (2878.449869 sec): 3 clusters Score: Raw -203081.770329 + Penalty 1745.806010 = -201335.964319 nChanged 32 SP:Iteration 15Q (2878.525738 sec): 3 clusters Score: Raw -203091.776746 + Penalty 1745.806010 = -201345.970737 nChanged 25 SP:Iteration 16Q (2878.598999 sec): 3 clusters Score: Raw -203098.580609 + Penalty 1745.806010 = -201352.774599 nChanged 21 SP:Iteration 17Q (2878.701774 sec): 3 clusters Score: Raw -203102.750447 + Penalty 1745.806010 = -201356.944438 nChanged 17 SP:Iteration 18Q (2878.808800 sec): 3 clusters Score: Raw -203108.102952 + Penalty 1745.806010 = -201362.296942 nChanged 16 SP:Iteration 19Q (2878.886129 sec): 3 clusters Score: Raw -203112.577100 + Penalty 1745.806010 = -201366.771090 nChanged 18 SP:Iteration 20F (2878.987087 sec): 3 clusters Score: Raw -203116.469668 + Penalty 1745.806010 = -201370.663658 nChanged 11 SP:Iteration 21Q (2879.103566 sec): 3 clusters Score: Raw -203120.978436 + Penalty 1745.806010 = -201375.172427 nChanged 20 SP:Iteration 22Q (2879.175604 sec): 3 clusters Score: Raw -203125.112270 + Penalty 1745.806010 = -201379.306261 nChanged 15 SP:Iteration 23Q (2879.270356 sec): 3 clusters Score: Raw -203128.839227 + Penalty 1745.806010 = -201383.033218 nChanged 7 SP:Iteration 24Q (2879.359789 sec): 3 clusters Score: Raw -203130.054076 + Penalty 1745.806010 = -201384.248066 nChanged 4 SP:Iteration 25Q (2879.430759 sec): 3 clusters Score: Raw -203130.708550 + Penalty 1745.806010 = -201384.902540 nChanged 2 SP:Iteration 26Q (2879.507190 sec): 3 clusters Score: Raw -203131.205355 + Penalty 1745.806010 = -201385.399345 nChanged 4 SP:Iteration 27Q (2879.603927 sec): 3 clusters Score: Raw -203132.091832 + Penalty 1745.806010 = -201386.285823 nChanged 3 SP:Iteration 28Q (2879.681019 sec): 3 clusters Score: Raw -203132.548651 + Penalty 1745.806010 = -201386.742641 nChanged 1 SP:Iteration 29Q (2879.774991 sec): 3 clusters Score: Raw -203132.848102 + Penalty 1745.806010 = -201387.042092 nChanged 4 SP:Iteration 30Q (2879.878807 sec): 3 clusters Score: Raw -203133.147240 + Penalty 1745.806010 = -201387.341230 nChanged 2 SP:Iteration 31Q (2879.953260 sec): 3 clusters Score: Raw -203133.455020 + Penalty 1745.806010 = -201387.649011 nChanged 3 SP:Iteration 32Q (2880.034611 sec): 3 clusters Score: Raw -203133.781230 + Penalty 1745.806010 = -201387.975220 nChanged 0 SP:Iteration 33F (2880.128514 sec): 3 clusters Score: Raw -203133.781230 + Penalty 1745.806010 = -201387.975220 nChanged 0 Trying to split cluster 8 (998 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2880.194005 sec): 2 clusters Score: Raw -45889.641863 + Penalty 725.104094 = -45164.537769 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2880.281619 sec): 3 clusters Score: Raw -45514.754841 + Penalty 1450.208188 = -44064.546653 nChanged 341 SP:Iteration 1F (2880.381894 sec): 3 clusters Score: Raw -45833.104054 + Penalty 1450.208188 = -44382.895866 nChanged 102 SP:Iteration 2F (2880.471317 sec): 3 clusters Score: Raw -45966.270199 + Penalty 1450.208188 = -44516.062011 nChanged 70 SP:Iteration 3F (2880.565838 sec): 3 clusters Score: Raw -46083.586173 + Penalty 1450.208188 = -44633.377985 nChanged 77 SP:Iteration 4F (2880.656290 sec): 3 clusters Score: Raw -46176.194561 + Penalty 1450.208188 = -44725.986373 nChanged 52 SP:Iteration 5F (2880.753396 sec): 3 clusters Score: Raw -46235.410161 + Penalty 1450.208188 = -44785.201973 nChanged 36 SP:Iteration 6Q (2880.851160 sec): 3 clusters Score: Raw -46270.191061 + Penalty 1450.208188 = -44819.982873 nChanged 19 SP:Iteration 7Q (2880.960856 sec): 3 clusters Score: Raw -46300.063773 + Penalty 1450.208188 = -44849.855585 nChanged 15 SP:Iteration 8Q (2881.034889 sec): 3 clusters Score: Raw -46316.708032 + Penalty 1450.208188 = -44866.499844 nChanged 10 SP:Iteration 9Q (2881.126771 sec): 3 clusters Score: Raw -46325.541430 + Penalty 1450.208188 = -44875.333242 nChanged 10 SP:Iteration 10Q (2881.233080 sec): 3 clusters Score: Raw -46334.996640 + Penalty 1450.208188 = -44884.788452 nChanged 8 SP:Iteration 11Q (2881.309309 sec): 3 clusters Score: Raw -46346.103133 + Penalty 1450.208188 = -44895.894945 nChanged 5 SP:Iteration 12Q (2881.407789 sec): 3 clusters Score: Raw -46348.973454 + Penalty 1450.208188 = -44898.765266 nChanged 4 SP:Iteration 13Q (2881.493665 sec): 3 clusters Score: Raw -46351.797247 + Penalty 1450.208188 = -44901.589059 nChanged 6 SP:Iteration 14Q (2881.587810 sec): 3 clusters Score: Raw -46357.897012 + Penalty 1450.208188 = -44907.688824 nChanged 6 SP:Iteration 15Q (2881.659013 sec): 3 clusters Score: Raw -46363.674841 + Penalty 1450.208188 = -44913.466653 nChanged 7 SP:Iteration 16Q (2881.746452 sec): 3 clusters Score: Raw -46374.972926 + Penalty 1450.208188 = -44924.764738 nChanged 7 SP:Iteration 17Q (2881.821100 sec): 3 clusters Score: Raw -46381.944549 + Penalty 1450.208188 = -44931.736361 nChanged 4 SP:Iteration 18Q (2881.911517 sec): 3 clusters Score: Raw -46385.511948 + Penalty 1450.208188 = -44935.303760 nChanged 1 SP:Iteration 19Q (2881.993916 sec): 3 clusters Score: Raw -46385.609285 + Penalty 1450.208188 = -44935.401097 nChanged 0 SP:Iteration 20F (2882.062878 sec): 3 clusters Score: Raw -46385.609285 + Penalty 1450.208188 = -44935.401097 nChanged 0 Trying to split cluster 9 (3865 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2882.100913 sec): 2 clusters Score: Raw -227384.477985 + Penalty 867.270281 = -226517.207704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2882.200897 sec): 3 clusters Score: Raw -225366.419080 + Penalty 1734.540562 = -223631.878518 nChanged 1582 SP:Iteration 1F (2882.272468 sec): 3 clusters Score: Raw -226332.522818 + Penalty 1734.540562 = -224597.982256 nChanged 332 SP:Iteration 2F (2882.364357 sec): 3 clusters Score: Raw -226570.843533 + Penalty 1734.540562 = -224836.302971 nChanged 231 SP:Iteration 3F (2882.438305 sec): 3 clusters Score: Raw -226747.259969 + Penalty 1734.540562 = -225012.719407 nChanged 216 SP:Iteration 4F (2882.513698 sec): 3 clusters Score: Raw -226900.275090 + Penalty 1734.540562 = -225165.734528 nChanged 171 SP:Iteration 5Q (2882.609413 sec): 3 clusters Score: Raw -226985.412905 + Penalty 1734.540562 = -225250.872343 nChanged 108 SP:Iteration 6Q (2882.681849 sec): 3 clusters Score: Raw -227036.368816 + Penalty 1734.540562 = -225301.828254 nChanged 90 SP:Iteration 7Q (2882.765192 sec): 3 clusters Score: Raw -227087.347094 + Penalty 1734.540562 = -225352.806532 nChanged 95 SP:Iteration 8Q (2882.866523 sec): 3 clusters Score: Raw -227135.375774 + Penalty 1734.540562 = -225400.835212 nChanged 85 SP:Iteration 9Q (2882.939586 sec): 3 clusters Score: Raw -227175.772920 + Penalty 1734.540562 = -225441.232358 nChanged 80 SP:Iteration 10Q (2883.031476 sec): 3 clusters Score: Raw -227212.983920 + Penalty 1734.540562 = -225478.443358 nChanged 64 SP:Iteration 11Q (2883.119365 sec): 3 clusters Score: Raw -227243.730410 + Penalty 1734.540562 = -225509.189848 nChanged 64 SP:Iteration 12Q (2883.206211 sec): 3 clusters Score: Raw -227269.197737 + Penalty 1734.540562 = -225534.657175 nChanged 56 SP:Iteration 13Q (2883.277694 sec): 3 clusters Score: Raw -227291.656325 + Penalty 1734.540562 = -225557.115764 nChanged 48 SP:Iteration 14Q (2883.362897 sec): 3 clusters Score: Raw -227308.196951 + Penalty 1734.540562 = -225573.656389 nChanged 31 SP:Iteration 15Q (2883.437928 sec): 3 clusters Score: Raw -227315.626653 + Penalty 1734.540562 = -225581.086091 nChanged 26 SP:Iteration 16Q (2883.525824 sec): 3 clusters Score: Raw -227323.559809 + Penalty 1734.540562 = -225589.019248 nChanged 33 SP:Iteration 17Q (2883.599372 sec): 3 clusters Score: Raw -227333.205689 + Penalty 1734.540562 = -225598.665127 nChanged 20 SP:Iteration 18Q (2883.686295 sec): 3 clusters Score: Raw -227340.218957 + Penalty 1734.540562 = -225605.678395 nChanged 23 SP:Iteration 19Q (2883.778091 sec): 3 clusters Score: Raw -227346.916885 + Penalty 1734.540562 = -225612.376323 nChanged 20 SP:Iteration 20F (2883.860636 sec): 3 clusters Score: Raw -227352.432271 + Penalty 1734.540562 = -225617.891709 nChanged 17 SP:Iteration 21Q (2883.930400 sec): 3 clusters Score: Raw -227356.994553 + Penalty 1734.540562 = -225622.453991 nChanged 17 SP:Iteration 22Q (2884.019712 sec): 3 clusters Score: Raw -227361.427658 + Penalty 1734.540562 = -225626.887096 nChanged 21 SP:Iteration 23Q (2884.117761 sec): 3 clusters Score: Raw -227367.420881 + Penalty 1734.540562 = -225632.880320 nChanged 28 SP:Iteration 24Q (2884.207670 sec): 3 clusters Score: Raw -227374.016410 + Penalty 1734.540562 = -225639.475848 nChanged 16 SP:Iteration 25Q (2884.277250 sec): 3 clusters Score: Raw -227377.707037 + Penalty 1734.540562 = -225643.166475 nChanged 12 SP:Iteration 26Q (2884.364919 sec): 3 clusters Score: Raw -227380.666428 + Penalty 1734.540562 = -225646.125866 nChanged 9 SP:Iteration 27Q (2884.433747 sec): 3 clusters Score: Raw -227382.159554 + Penalty 1734.540562 = -225647.618992 nChanged 5 SP:Iteration 28Q (2884.515809 sec): 3 clusters Score: Raw -227384.050086 + Penalty 1734.540562 = -225649.509524 nChanged 11 SP:Iteration 29Q (2884.610646 sec): 3 clusters Score: Raw -227386.626047 + Penalty 1734.540562 = -225652.085486 nChanged 11 SP:Iteration 30Q (2884.700463 sec): 3 clusters Score: Raw -227388.283559 + Penalty 1734.540562 = -225653.742997 nChanged 9 SP:Iteration 31Q (2884.797258 sec): 3 clusters Score: Raw -227390.252479 + Penalty 1734.540562 = -225655.711917 nChanged 9 SP:Iteration 32Q (2884.880781 sec): 3 clusters Score: Raw -227392.090395 + Penalty 1734.540562 = -225657.549833 nChanged 9 SP:Iteration 33Q (2884.949554 sec): 3 clusters Score: Raw -227394.078902 + Penalty 1734.540562 = -225659.538341 nChanged 7 SP:Iteration 34Q (2885.029211 sec): 3 clusters Score: Raw -227395.614809 + Penalty 1734.540562 = -225661.074247 nChanged 5 SP:Iteration 35Q (2885.114608 sec): 3 clusters Score: Raw -227396.728791 + Penalty 1734.540562 = -225662.188229 nChanged 5 SP:Iteration 36Q (2885.210145 sec): 3 clusters Score: Raw -227397.460755 + Penalty 1734.540562 = -225662.920193 nChanged 7 SP:Iteration 37Q (2885.284452 sec): 3 clusters Score: Raw -227398.576954 + Penalty 1734.540562 = -225664.036392 nChanged 5 SP:Iteration 38Q (2885.384937 sec): 3 clusters Score: Raw -227399.293392 + Penalty 1734.540562 = -225664.752830 nChanged 1 SP:Iteration 39Q (2885.456491 sec): 3 clusters Score: Raw -227399.428517 + Penalty 1734.540562 = -225664.887955 nChanged 2 SP:Iteration 40F (2885.541976 sec): 3 clusters Score: Raw -227399.658150 + Penalty 1734.540562 = -225665.117588 nChanged 2 SP:Iteration 41Q (2885.618313 sec): 3 clusters Score: Raw -227399.792721 + Penalty 1734.540562 = -225665.252160 nChanged 1 SP:Iteration 42Q (2885.700868 sec): 3 clusters Score: Raw -227399.833930 + Penalty 1734.540562 = -225665.293368 nChanged 1 SP:Iteration 43Q (2885.791761 sec): 3 clusters Score: Raw -227399.897873 + Penalty 1734.540562 = -225665.357311 nChanged 0 SP:Iteration 44F (2885.881467 sec): 3 clusters Score: Raw -227399.897873 + Penalty 1734.540562 = -225665.357311 nChanged 0 Trying to split cluster 10 (10177 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2885.941962 sec): 2 clusters Score: Raw -614690.626087 + Penalty 968.927983 = -613721.698104 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2886.034718 sec): 3 clusters Score: Raw -608642.483595 + Penalty 1937.855966 = -606704.627630 nChanged 4560 SP:Iteration 1F (2886.122544 sec): 3 clusters Score: Raw -611453.195211 + Penalty 1937.855966 = -609515.339246 nChanged 790 SP:Iteration 2F (2886.207996 sec): 3 clusters Score: Raw -611981.771874 + Penalty 1937.855966 = -610043.915908 nChanged 810 SP:Iteration 3F (2886.306822 sec): 3 clusters Score: Raw -612556.421907 + Penalty 1937.855966 = -610618.565941 nChanged 752 SP:Iteration 4F (2886.380430 sec): 3 clusters Score: Raw -613067.509512 + Penalty 1937.855966 = -611129.653546 nChanged 559 SP:Iteration 5F (2886.488338 sec): 3 clusters Score: Raw -613428.866804 + Penalty 1937.855966 = -611491.010838 nChanged 475 SP:Iteration 6Q (2886.593393 sec): 3 clusters Score: Raw -613709.130156 + Penalty 1937.855966 = -611771.274190 nChanged 354 SP:Iteration 7Q (2886.702211 sec): 3 clusters Score: Raw -613906.304230 + Penalty 1937.855966 = -611968.448264 nChanged 269 SP:Iteration 8Q (2886.804910 sec): 3 clusters Score: Raw -614083.185522 + Penalty 1937.855966 = -612145.329556 nChanged 254 SP:Iteration 9Q (2886.909405 sec): 3 clusters Score: Raw -614249.759952 + Penalty 1937.855966 = -612311.903986 nChanged 213 SP:Iteration 10Q (2887.015040 sec): 3 clusters Score: Raw -614404.655265 + Penalty 1937.855966 = -612466.799299 nChanged 155 SP:Iteration 11Q (2887.119250 sec): 3 clusters Score: Raw -614530.168254 + Penalty 1937.855966 = -612592.312289 nChanged 123 SP:Iteration 12Q (2887.229839 sec): 3 clusters Score: Raw -614622.884317 + Penalty 1937.855966 = -612685.028351 nChanged 93 SP:Iteration 13Q (2887.375310 sec): 3 clusters Score: Raw -614687.171248 + Penalty 1937.855966 = -612749.315282 nChanged 72 SP:Iteration 14Q (2887.492088 sec): 3 clusters Score: Raw -614732.524806 + Penalty 1937.855966 = -612794.668840 nChanged 61 SP:Iteration 15Q (2887.584376 sec): 3 clusters Score: Raw -614773.714647 + Penalty 1937.855966 = -612835.858681 nChanged 55 SP:Iteration 16Q (2887.729603 sec): 3 clusters Score: Raw -614805.673158 + Penalty 1937.855966 = -612867.817192 nChanged 44 SP:Iteration 17Q (2887.832817 sec): 3 clusters Score: Raw -614829.592811 + Penalty 1937.855966 = -612891.736845 nChanged 27 SP:Iteration 18Q (2887.941998 sec): 3 clusters Score: Raw -614839.630247 + Penalty 1937.855966 = -612901.774282 nChanged 17 SP:Iteration 19Q (2888.037141 sec): 3 clusters Score: Raw -614847.059943 + Penalty 1937.855966 = -612909.203978 nChanged 13 SP:Iteration 20F (2888.149252 sec): 3 clusters Score: Raw -614854.841364 + Penalty 1937.855966 = -612916.985398 nChanged 18 SP:Iteration 21Q (2888.261987 sec): 3 clusters Score: Raw -614864.259154 + Penalty 1937.855966 = -612926.403188 nChanged 13 SP:Iteration 22Q (2888.387647 sec): 3 clusters Score: Raw -614871.693303 + Penalty 1937.855966 = -612933.837337 nChanged 21 SP:Iteration 23Q (2888.491940 sec): 3 clusters Score: Raw -614880.064578 + Penalty 1937.855966 = -612942.208612 nChanged 18 SP:Iteration 24Q (2888.611322 sec): 3 clusters Score: Raw -614886.321473 + Penalty 1937.855966 = -612948.465507 nChanged 8 SP:Iteration 25Q (2888.740536 sec): 3 clusters Score: Raw -614889.735823 + Penalty 1937.855966 = -612951.879857 nChanged 9 SP:Iteration 26Q (2888.850476 sec): 3 clusters Score: Raw -614893.696179 + Penalty 1937.855966 = -612955.840214 nChanged 9 SP:Iteration 27Q (2888.957838 sec): 3 clusters Score: Raw -614900.752230 + Penalty 1937.855966 = -612962.896265 nChanged 11 SP:Iteration 28Q (2889.069625 sec): 3 clusters Score: Raw -614906.401738 + Penalty 1937.855966 = -612968.545772 nChanged 8 SP:Iteration 29Q (2889.165302 sec): 3 clusters Score: Raw -614908.990762 + Penalty 1937.855966 = -612971.134796 nChanged 5 SP:Iteration 30Q (2889.262659 sec): 3 clusters Score: Raw -614910.593193 + Penalty 1937.855966 = -612972.737228 nChanged 2 SP:Iteration 31Q (2889.387014 sec): 3 clusters Score: Raw -614911.386359 + Penalty 1937.855966 = -612973.530393 nChanged 3 SP:Iteration 32Q (2889.479382 sec): 3 clusters Score: Raw -614912.506357 + Penalty 1937.855966 = -612974.650391 nChanged 2 SP:Iteration 33Q (2889.613373 sec): 3 clusters Score: Raw -614913.222543 + Penalty 1937.855966 = -612975.366577 nChanged 3 SP:Iteration 34Q (2889.728629 sec): 3 clusters Score: Raw -614914.761158 + Penalty 1937.855966 = -612976.905192 nChanged 2 SP:Iteration 35Q (2889.837268 sec): 3 clusters Score: Raw -614915.316935 + Penalty 1937.855966 = -612977.460970 nChanged 3 SP:Iteration 36Q (2889.953893 sec): 3 clusters Score: Raw -614915.761856 + Penalty 1937.855966 = -612977.905891 nChanged 3 SP:Iteration 37Q (2890.060497 sec): 3 clusters Score: Raw -614916.414211 + Penalty 1937.855966 = -612978.558245 nChanged 5 SP:Iteration 38Q (2890.154023 sec): 3 clusters Score: Raw -614918.045125 + Penalty 1937.855966 = -612980.189159 nChanged 3 SP:Iteration 39Q (2890.241746 sec): 3 clusters Score: Raw -614919.104181 + Penalty 1937.855966 = -612981.248216 nChanged 2 SP:Iteration 40F (2890.359709 sec): 3 clusters Score: Raw -614919.553040 + Penalty 1937.855966 = -612981.697075 nChanged 0 Trying to split cluster 11 (2855 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2890.406047 sec): 2 clusters Score: Raw -165780.329105 + Penalty 835.466848 = -164944.862257 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2890.486406 sec): 3 clusters Score: Raw -164342.210701 + Penalty 1670.933696 = -162671.277005 nChanged 1114 SP:Iteration 1F (2890.599904 sec): 3 clusters Score: Raw -164942.232705 + Penalty 1670.933696 = -163271.299010 nChanged 221 SP:Iteration 2F (2890.684701 sec): 3 clusters Score: Raw -165068.744739 + Penalty 1670.933696 = -163397.811043 nChanged 179 SP:Iteration 3F (2890.780870 sec): 3 clusters Score: Raw -165164.901947 + Penalty 1670.933696 = -163493.968252 nChanged 120 SP:Iteration 4Q (2890.886858 sec): 3 clusters Score: Raw -165229.666747 + Penalty 1670.933696 = -163558.733051 nChanged 89 SP:Iteration 5Q (2890.965423 sec): 3 clusters Score: Raw -165284.061501 + Penalty 1670.933696 = -163613.127806 nChanged 92 SP:Iteration 6Q (2891.052388 sec): 3 clusters Score: Raw -165333.200898 + Penalty 1670.933696 = -163662.267203 nChanged 93 SP:Iteration 7Q (2891.121727 sec): 3 clusters Score: Raw -165377.502217 + Penalty 1670.933696 = -163706.568521 nChanged 80 SP:Iteration 8Q (2891.231249 sec): 3 clusters Score: Raw -165419.178946 + Penalty 1670.933696 = -163748.245250 nChanged 72 SP:Iteration 9Q (2891.311044 sec): 3 clusters Score: Raw -165462.773658 + Penalty 1670.933696 = -163791.839963 nChanged 89 SP:Iteration 10Q (2891.410307 sec): 3 clusters Score: Raw -165521.639153 + Penalty 1670.933696 = -163850.705458 nChanged 91 SP:Iteration 11Q (2891.510874 sec): 3 clusters Score: Raw -165572.848140 + Penalty 1670.933696 = -163901.914444 nChanged 89 SP:Iteration 12Q (2891.608511 sec): 3 clusters Score: Raw -165619.417409 + Penalty 1670.933696 = -163948.483713 nChanged 75 SP:Iteration 13Q (2891.695753 sec): 3 clusters Score: Raw -165661.678654 + Penalty 1670.933696 = -163990.744959 nChanged 69 SP:Iteration 14Q (2891.783312 sec): 3 clusters Score: Raw -165694.256209 + Penalty 1670.933696 = -164023.322514 nChanged 68 SP:Iteration 15Q (2891.867554 sec): 3 clusters Score: Raw -165728.848948 + Penalty 1670.933696 = -164057.915252 nChanged 67 SP:Iteration 16Q (2891.963305 sec): 3 clusters Score: Raw -165756.040055 + Penalty 1670.933696 = -164085.106359 nChanged 52 SP:Iteration 17Q (2892.062211 sec): 3 clusters Score: Raw -165782.264790 + Penalty 1670.933696 = -164111.331095 nChanged 44 SP:Iteration 18Q (2892.152910 sec): 3 clusters Score: Raw -165799.339014 + Penalty 1670.933696 = -164128.405318 nChanged 41 SP:Iteration 19Q (2892.239164 sec): 3 clusters Score: Raw -165820.386999 + Penalty 1670.933696 = -164149.453303 nChanged 48 SP:Iteration 20F (2892.334691 sec): 3 clusters Score: Raw -165848.288596 + Penalty 1670.933696 = -164177.354900 nChanged 52 SP:Iteration 21Q (2892.419402 sec): 3 clusters Score: Raw -165872.881045 + Penalty 1670.933696 = -164201.947350 nChanged 46 SP:Iteration 22Q (2892.510556 sec): 3 clusters Score: Raw -165889.949316 + Penalty 1670.933696 = -164219.015621 nChanged 39 SP:Iteration 23Q (2892.593671 sec): 3 clusters Score: Raw -165905.248434 + Penalty 1670.933696 = -164234.314739 nChanged 28 SP:Iteration 24Q (2892.676073 sec): 3 clusters Score: Raw -165915.022734 + Penalty 1670.933696 = -164244.089039 nChanged 17 SP:Iteration 25Q (2892.755187 sec): 3 clusters Score: Raw -165920.018944 + Penalty 1670.933696 = -164249.085248 nChanged 16 SP:Iteration 26Q (2892.844751 sec): 3 clusters Score: Raw -165925.063694 + Penalty 1670.933696 = -164254.129998 nChanged 17 SP:Iteration 27Q (2892.937109 sec): 3 clusters Score: Raw -165930.723419 + Penalty 1670.933696 = -164259.789723 nChanged 18 SP:Iteration 28Q (2893.004625 sec): 3 clusters Score: Raw -165935.772249 + Penalty 1670.933696 = -164264.838553 nChanged 17 SP:Iteration 29Q (2893.099827 sec): 3 clusters Score: Raw -165939.695344 + Penalty 1670.933696 = -164268.761649 nChanged 9 SP:Iteration 30Q (2893.184097 sec): 3 clusters Score: Raw -165942.246091 + Penalty 1670.933696 = -164271.312396 nChanged 8 SP:Iteration 31Q (2893.269762 sec): 3 clusters Score: Raw -165944.382464 + Penalty 1670.933696 = -164273.448768 nChanged 7 SP:Iteration 32Q (2893.357205 sec): 3 clusters Score: Raw -165945.883043 + Penalty 1670.933696 = -164274.949348 nChanged 7 SP:Iteration 33Q (2893.428670 sec): 3 clusters Score: Raw -165946.893329 + Penalty 1670.933696 = -164275.959633 nChanged 8 SP:Iteration 34Q (2893.500725 sec): 3 clusters Score: Raw -165947.882233 + Penalty 1670.933696 = -164276.948538 nChanged 5 SP:Iteration 35Q (2893.570136 sec): 3 clusters Score: Raw -165948.672744 + Penalty 1670.933696 = -164277.739049 nChanged 6 SP:Iteration 36Q (2893.630321 sec): 3 clusters Score: Raw -165950.244831 + Penalty 1670.933696 = -164279.311135 nChanged 6 SP:Iteration 37Q (2893.715711 sec): 3 clusters Score: Raw -165951.881364 + Penalty 1670.933696 = -164280.947668 nChanged 4 SP:Iteration 38Q (2893.819267 sec): 3 clusters Score: Raw -165952.636427 + Penalty 1670.933696 = -164281.702732 nChanged 5 SP:Iteration 39Q (2893.889192 sec): 3 clusters Score: Raw -165953.453006 + Penalty 1670.933696 = -164282.519310 nChanged 5 SP:Iteration 40F (2893.972178 sec): 3 clusters Score: Raw -165954.360259 + Penalty 1670.933696 = -164283.426564 nChanged 3 SP:Iteration 41Q (2894.060937 sec): 3 clusters Score: Raw -165954.939263 + Penalty 1670.933696 = -164284.005568 nChanged 3 SP:Iteration 42Q (2894.142436 sec): 3 clusters Score: Raw -165955.454856 + Penalty 1670.933696 = -164284.521160 nChanged 2 SP:Iteration 43Q (2894.218937 sec): 3 clusters Score: Raw -165955.759389 + Penalty 1670.933696 = -164284.825694 nChanged 1 SP:Iteration 44Q (2894.303814 sec): 3 clusters Score: Raw -165955.833446 + Penalty 1670.933696 = -164284.899750 nChanged 1 SP:Iteration 45Q (2894.391791 sec): 3 clusters Score: Raw -165956.158034 + Penalty 1670.933696 = -164285.224339 nChanged 3 SP:Iteration 46Q (2894.478091 sec): 3 clusters Score: Raw -165956.709372 + Penalty 1670.933696 = -164285.775676 nChanged 1 SP:Iteration 47Q (2894.541530 sec): 3 clusters Score: Raw -165956.793832 + Penalty 1670.933696 = -164285.860136 nChanged 0 SP:Iteration 48F (2894.628955 sec): 3 clusters Score: Raw -165956.793832 + Penalty 1670.933696 = -164285.860136 nChanged 0 Trying to split cluster 12 (1436 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2894.664725 sec): 2 clusters Score: Raw -73622.635849 + Penalty 763.309759 = -72859.326090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2894.753547 sec): 3 clusters Score: Raw -73010.693768 + Penalty 1526.619517 = -71484.074251 nChanged 492 SP:Iteration 1F (2894.847195 sec): 3 clusters Score: Raw -73295.490414 + Penalty 1526.619517 = -71768.870896 nChanged 122 SP:Iteration 2F (2894.932658 sec): 3 clusters Score: Raw -73399.009824 + Penalty 1526.619517 = -71872.390307 nChanged 90 SP:Iteration 3F (2895.009956 sec): 3 clusters Score: Raw -73477.523170 + Penalty 1526.619517 = -71950.903653 nChanged 90 SP:Iteration 4F (2895.087484 sec): 3 clusters Score: Raw -73540.798149 + Penalty 1526.619517 = -72014.178632 nChanged 61 SP:Iteration 5Q (2895.165204 sec): 3 clusters Score: Raw -73584.919254 + Penalty 1526.619517 = -72058.299736 nChanged 41 SP:Iteration 6Q (2895.235484 sec): 3 clusters Score: Raw -73613.557505 + Penalty 1526.619517 = -72086.937987 nChanged 31 SP:Iteration 7Q (2895.297757 sec): 3 clusters Score: Raw -73638.098437 + Penalty 1526.619517 = -72111.478919 nChanged 25 SP:Iteration 8Q (2895.403763 sec): 3 clusters Score: Raw -73653.006652 + Penalty 1526.619517 = -72126.387135 nChanged 20 SP:Iteration 9Q (2895.459525 sec): 3 clusters Score: Raw -73662.805715 + Penalty 1526.619517 = -72136.186197 nChanged 14 SP:Iteration 10Q (2895.547680 sec): 3 clusters Score: Raw -73669.966374 + Penalty 1526.619517 = -72143.346856 nChanged 13 SP:Iteration 11Q (2895.639337 sec): 3 clusters Score: Raw -73677.587017 + Penalty 1526.619517 = -72150.967499 nChanged 16 SP:Iteration 12Q (2895.720899 sec): 3 clusters Score: Raw -73688.207411 + Penalty 1526.619517 = -72161.587893 nChanged 19 SP:Iteration 13Q (2895.808041 sec): 3 clusters Score: Raw -73695.817920 + Penalty 1526.619517 = -72169.198403 nChanged 8 SP:Iteration 14Q (2895.892003 sec): 3 clusters Score: Raw -73700.011695 + Penalty 1526.619517 = -72173.392177 nChanged 7 SP:Iteration 15Q (2896.009103 sec): 3 clusters Score: Raw -73704.321645 + Penalty 1526.619517 = -72177.702127 nChanged 8 SP:Iteration 16Q (2896.076716 sec): 3 clusters Score: Raw -73707.983325 + Penalty 1526.619517 = -72181.363807 nChanged 6 SP:Iteration 17Q (2896.184229 sec): 3 clusters Score: Raw -73712.181519 + Penalty 1526.619517 = -72185.562002 nChanged 6 SP:Iteration 18Q (2896.281330 sec): 3 clusters Score: Raw -73716.430159 + Penalty 1526.619517 = -72189.810641 nChanged 6 SP:Iteration 19Q (2896.362687 sec): 3 clusters Score: Raw -73720.380318 + Penalty 1526.619517 = -72193.760801 nChanged 5 SP:Iteration 20F (2896.442121 sec): 3 clusters Score: Raw -73721.720098 + Penalty 1526.619517 = -72195.100581 nChanged 2 SP:Iteration 21Q (2896.513546 sec): 3 clusters Score: Raw -73722.272234 + Penalty 1526.619517 = -72195.652717 nChanged 1 SP:Iteration 22Q (2896.597318 sec): 3 clusters Score: Raw -73722.437848 + Penalty 1526.619517 = -72195.818330 nChanged 0 SP:Iteration 23F (2896.669698 sec): 3 clusters Score: Raw -73722.437848 + Penalty 1526.619517 = -72195.818330 nChanged 0 Trying to split cluster 13 (2268 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2896.697096 sec): 2 clusters Score: Raw -122567.595566 + Penalty 811.298635 = -121756.296932 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2896.828762 sec): 3 clusters Score: Raw -121441.626462 + Penalty 1622.597270 = -119819.029192 nChanged 873 SP:Iteration 1F (2896.910259 sec): 3 clusters Score: Raw -121946.357263 + Penalty 1622.597270 = -120323.759993 nChanged 194 SP:Iteration 2F (2897.011834 sec): 3 clusters Score: Raw -122064.306779 + Penalty 1622.597270 = -120441.709510 nChanged 127 SP:Iteration 3F (2897.104213 sec): 3 clusters Score: Raw -122139.975324 + Penalty 1622.597270 = -120517.378055 nChanged 104 SP:Iteration 4Q (2897.187444 sec): 3 clusters Score: Raw -122206.309981 + Penalty 1622.597270 = -120583.712712 nChanged 95 SP:Iteration 5Q (2897.274592 sec): 3 clusters Score: Raw -122256.690264 + Penalty 1622.597270 = -120634.092995 nChanged 66 SP:Iteration 6Q (2897.364428 sec): 3 clusters Score: Raw -122290.326334 + Penalty 1622.597270 = -120667.729065 nChanged 59 SP:Iteration 7Q (2897.450148 sec): 3 clusters Score: Raw -122328.681762 + Penalty 1622.597270 = -120706.084493 nChanged 65 SP:Iteration 8Q (2897.527411 sec): 3 clusters Score: Raw -122367.860834 + Penalty 1622.597270 = -120745.263564 nChanged 59 SP:Iteration 9Q (2897.623945 sec): 3 clusters Score: Raw -122404.440026 + Penalty 1622.597270 = -120781.842756 nChanged 49 SP:Iteration 10Q (2897.714909 sec): 3 clusters Score: Raw -122433.242357 + Penalty 1622.597270 = -120810.645087 nChanged 46 SP:Iteration 11Q (2897.866470 sec): 3 clusters Score: Raw -122455.493817 + Penalty 1622.597270 = -120832.896547 nChanged 37 SP:Iteration 12Q (2897.959207 sec): 3 clusters Score: Raw -122472.041507 + Penalty 1622.597270 = -120849.444238 nChanged 35 SP:Iteration 13Q (2898.090711 sec): 3 clusters Score: Raw -122487.014506 + Penalty 1622.597270 = -120864.417237 nChanged 17 SP:Iteration 14Q (2898.184933 sec): 3 clusters Score: Raw -122496.306343 + Penalty 1622.597270 = -120873.709073 nChanged 20 SP:Iteration 15Q (2898.274528 sec): 3 clusters Score: Raw -122504.684925 + Penalty 1622.597270 = -120882.087656 nChanged 20 SP:Iteration 16Q (2898.363690 sec): 3 clusters Score: Raw -122512.888884 + Penalty 1622.597270 = -120890.291614 nChanged 20 SP:Iteration 17Q (2898.440005 sec): 3 clusters Score: Raw -122519.397580 + Penalty 1622.597270 = -120896.800310 nChanged 9 SP:Iteration 18Q (2898.526964 sec): 3 clusters Score: Raw -122521.496865 + Penalty 1622.597270 = -120898.899595 nChanged 7 SP:Iteration 19Q (2898.615830 sec): 3 clusters Score: Raw -122523.902121 + Penalty 1622.597270 = -120901.304851 nChanged 7 SP:Iteration 20F (2898.702957 sec): 3 clusters Score: Raw -122526.469868 + Penalty 1622.597270 = -120903.872598 nChanged 7 SP:Iteration 21Q (2898.795011 sec): 3 clusters Score: Raw -122529.953601 + Penalty 1622.597270 = -120907.356332 nChanged 11 SP:Iteration 22Q (2898.870038 sec): 3 clusters Score: Raw -122533.290776 + Penalty 1622.597270 = -120910.693506 nChanged 7 SP:Iteration 23Q (2898.970273 sec): 3 clusters Score: Raw -122534.730488 + Penalty 1622.597270 = -120912.133219 nChanged 3 SP:Iteration 24Q (2899.088063 sec): 3 clusters Score: Raw -122535.385035 + Penalty 1622.597270 = -120912.787765 nChanged 3 SP:Iteration 25Q (2899.220020 sec): 3 clusters Score: Raw -122536.220264 + Penalty 1622.597270 = -120913.622995 nChanged 5 SP:Iteration 26Q (2899.279832 sec): 3 clusters Score: Raw -122537.408299 + Penalty 1622.597270 = -120914.811029 nChanged 6 SP:Iteration 27Q (2899.383080 sec): 3 clusters Score: Raw -122539.978099 + Penalty 1622.597270 = -120917.380829 nChanged 7 SP:Iteration 28Q (2899.509217 sec): 3 clusters Score: Raw -122542.171527 + Penalty 1622.597270 = -120919.574258 nChanged 11 SP:Iteration 29Q (2899.603784 sec): 3 clusters Score: Raw -122546.208821 + Penalty 1622.597270 = -120923.611552 nChanged 11 SP:Iteration 30Q (2899.706713 sec): 3 clusters Score: Raw -122549.130225 + Penalty 1622.597270 = -120926.532955 nChanged 6 SP:Iteration 31Q (2899.794816 sec): 3 clusters Score: Raw -122551.239906 + Penalty 1622.597270 = -120928.642636 nChanged 9 SP:Iteration 32Q (2899.881307 sec): 3 clusters Score: Raw -122554.027665 + Penalty 1622.597270 = -120931.430396 nChanged 16 SP:Iteration 33Q (2899.947677 sec): 3 clusters Score: Raw -122559.428960 + Penalty 1622.597270 = -120936.831690 nChanged 13 SP:Iteration 34Q (2900.044872 sec): 3 clusters Score: Raw -122563.699367 + Penalty 1622.597270 = -120941.102098 nChanged 14 SP:Iteration 35Q (2900.128960 sec): 3 clusters Score: Raw -122569.174555 + Penalty 1622.597270 = -120946.577286 nChanged 12 SP:Iteration 36Q (2900.228883 sec): 3 clusters Score: Raw -122572.393963 + Penalty 1622.597270 = -120949.796694 nChanged 9 SP:Iteration 37Q (2900.309621 sec): 3 clusters Score: Raw -122575.431032 + Penalty 1622.597270 = -120952.833762 nChanged 10 SP:Iteration 38Q (2900.399101 sec): 3 clusters Score: Raw -122580.020665 + Penalty 1622.597270 = -120957.423396 nChanged 11 SP:Iteration 39Q (2900.494159 sec): 3 clusters Score: Raw -122582.595864 + Penalty 1622.597270 = -120959.998594 nChanged 7 SP:Iteration 40F (2900.580611 sec): 3 clusters Score: Raw -122585.337942 + Penalty 1622.597270 = -120962.740672 nChanged 6 SP:Iteration 41Q (2900.668732 sec): 3 clusters Score: Raw -122587.430872 + Penalty 1622.597270 = -120964.833603 nChanged 8 SP:Iteration 42Q (2900.748673 sec): 3 clusters Score: Raw -122589.952114 + Penalty 1622.597270 = -120967.354844 nChanged 3 SP:Iteration 43Q (2900.846619 sec): 3 clusters Score: Raw -122590.832813 + Penalty 1622.597270 = -120968.235543 nChanged 3 SP:Iteration 44Q (2900.913172 sec): 3 clusters Score: Raw -122591.753124 + Penalty 1622.597270 = -120969.155855 nChanged 2 SP:Iteration 45Q (2901.013499 sec): 3 clusters Score: Raw -122592.493361 + Penalty 1622.597270 = -120969.896091 nChanged 7 SP:Iteration 46Q (2901.085770 sec): 3 clusters Score: Raw -122594.410920 + Penalty 1622.597270 = -120971.813650 nChanged 6 SP:Iteration 47Q (2901.190677 sec): 3 clusters Score: Raw -122595.530016 + Penalty 1622.597270 = -120972.932747 nChanged 5 SP:Iteration 48Q (2901.265772 sec): 3 clusters Score: Raw -122597.757473 + Penalty 1622.597270 = -120975.160204 nChanged 7 SP:Iteration 49Q (2901.341874 sec): 3 clusters Score: Raw -122599.104352 + Penalty 1622.597270 = -120976.507082 nChanged 5 SP:Iteration 50Q (2901.430263 sec): 3 clusters Score: Raw -122600.810160 + Penalty 1622.597270 = -120978.212890 nChanged 6 SP:Iteration 51Q (2901.493421 sec): 3 clusters Score: Raw -122601.796247 + Penalty 1622.597270 = -120979.198978 nChanged 3 SP:Iteration 52Q (2901.582588 sec): 3 clusters Score: Raw -122602.125950 + Penalty 1622.597270 = -120979.528680 nChanged 2 SP:Iteration 53Q (2901.669560 sec): 3 clusters Score: Raw -122602.502848 + Penalty 1622.597270 = -120979.905578 nChanged 0 SP:Iteration 54F (2901.757792 sec): 3 clusters Score: Raw -122602.502848 + Penalty 1622.597270 = -120979.905578 nChanged 0 Trying to split cluster 14 (3873 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2901.823238 sec): 2 clusters Score: Raw -221712.640049 + Penalty 867.487391 = -220845.152657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2901.905611 sec): 3 clusters Score: Raw -219646.638984 + Penalty 1734.974783 = -217911.664202 nChanged 1640 SP:Iteration 1F (2902.003226 sec): 3 clusters Score: Raw -220701.528948 + Penalty 1734.974783 = -218966.554166 nChanged 356 SP:Iteration 2F (2902.093600 sec): 3 clusters Score: Raw -221035.636274 + Penalty 1734.974783 = -219300.661491 nChanged 321 SP:Iteration 3F (2902.201309 sec): 3 clusters Score: Raw -221341.004867 + Penalty 1734.974783 = -219606.030084 nChanged 245 SP:Iteration 4F (2902.304261 sec): 3 clusters Score: Raw -221507.482232 + Penalty 1734.974783 = -219772.507449 nChanged 181 SP:Iteration 5Q (2902.399883 sec): 3 clusters Score: Raw -221599.751476 + Penalty 1734.974783 = -219864.776694 nChanged 118 SP:Iteration 6Q (2902.470904 sec): 3 clusters Score: Raw -221664.914481 + Penalty 1734.974783 = -219929.939698 nChanged 100 SP:Iteration 7Q (2902.557838 sec): 3 clusters Score: Raw -221724.558236 + Penalty 1734.974783 = -219989.583454 nChanged 100 SP:Iteration 8Q (2902.647186 sec): 3 clusters Score: Raw -221785.814249 + Penalty 1734.974783 = -220050.839466 nChanged 77 SP:Iteration 9Q (2902.729580 sec): 3 clusters Score: Raw -221828.680533 + Penalty 1734.974783 = -220093.705750 nChanged 78 SP:Iteration 10Q (2902.813616 sec): 3 clusters Score: Raw -221885.006184 + Penalty 1734.974783 = -220150.031401 nChanged 75 SP:Iteration 11Q (2902.902973 sec): 3 clusters Score: Raw -221942.217410 + Penalty 1734.974783 = -220207.242627 nChanged 61 SP:Iteration 12Q (2902.993313 sec): 3 clusters Score: Raw -221993.559906 + Penalty 1734.974783 = -220258.585124 nChanged 55 SP:Iteration 13Q (2903.062113 sec): 3 clusters Score: Raw -222040.912359 + Penalty 1734.974783 = -220305.937577 nChanged 46 SP:Iteration 14Q (2903.148953 sec): 3 clusters Score: Raw -222079.183346 + Penalty 1734.974783 = -220344.208564 nChanged 38 SP:Iteration 15Q (2903.220680 sec): 3 clusters Score: Raw -222108.345936 + Penalty 1734.974783 = -220373.371153 nChanged 40 SP:Iteration 16Q (2903.326065 sec): 3 clusters Score: Raw -222135.239317 + Penalty 1734.974783 = -220400.264534 nChanged 25 SP:Iteration 17Q (2903.398807 sec): 3 clusters Score: Raw -222154.500755 + Penalty 1734.974783 = -220419.525972 nChanged 29 SP:Iteration 18Q (2903.490459 sec): 3 clusters Score: Raw -222174.038181 + Penalty 1734.974783 = -220439.063399 nChanged 22 SP:Iteration 19Q (2903.556383 sec): 3 clusters Score: Raw -222185.621357 + Penalty 1734.974783 = -220450.646575 nChanged 11 SP:Iteration 20F (2903.641456 sec): 3 clusters Score: Raw -222191.169535 + Penalty 1734.974783 = -220456.194752 nChanged 9 SP:Iteration 21Q (2903.725990 sec): 3 clusters Score: Raw -222195.486530 + Penalty 1734.974783 = -220460.511747 nChanged 2 SP:Iteration 22Q (2903.811628 sec): 3 clusters Score: Raw -222195.860003 + Penalty 1734.974783 = -220460.885220 nChanged 0 SP:Iteration 23F (2903.908252 sec): 3 clusters Score: Raw -222195.860003 + Penalty 1734.974783 = -220460.885220 nChanged 0 Trying to split cluster 15 (1089 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2903.952320 sec): 2 clusters Score: Raw -43896.927344 + Penalty 734.266588 = -43162.660756 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2904.029850 sec): 3 clusters Score: Raw -43520.680325 + Penalty 1468.533176 = -42052.147149 nChanged 407 SP:Iteration 1F (2904.103838 sec): 3 clusters Score: Raw -43975.619560 + Penalty 1468.533176 = -42507.086384 nChanged 115 SP:Iteration 2F (2904.177145 sec): 3 clusters Score: Raw -44121.490643 + Penalty 1468.533176 = -42652.957467 nChanged 79 SP:Iteration 3F (2904.267740 sec): 3 clusters Score: Raw -44251.108948 + Penalty 1468.533176 = -42782.575772 nChanged 63 SP:Iteration 4F (2904.349544 sec): 3 clusters Score: Raw -44339.342549 + Penalty 1468.533176 = -42870.809373 nChanged 48 SP:Iteration 5Q (2904.420323 sec): 3 clusters Score: Raw -44413.888863 + Penalty 1468.533176 = -42945.355687 nChanged 34 SP:Iteration 6Q (2904.473208 sec): 3 clusters Score: Raw -44465.834637 + Penalty 1468.533176 = -42997.301461 nChanged 39 SP:Iteration 7Q (2904.575586 sec): 3 clusters Score: Raw -44509.383631 + Penalty 1468.533176 = -43040.850455 nChanged 22 SP:Iteration 8Q (2904.639190 sec): 3 clusters Score: Raw -44527.209518 + Penalty 1468.533176 = -43058.676342 nChanged 9 SP:Iteration 9Q (2904.697603 sec): 3 clusters Score: Raw -44532.392417 + Penalty 1468.533176 = -43063.859241 nChanged 7 SP:Iteration 10Q (2904.764023 sec): 3 clusters Score: Raw -44536.491731 + Penalty 1468.533176 = -43067.958555 nChanged 2 SP:Iteration 11Q (2904.870978 sec): 3 clusters Score: Raw -44537.410412 + Penalty 1468.533176 = -43068.877236 nChanged 2 SP:Iteration 12Q (2904.934198 sec): 3 clusters Score: Raw -44538.846818 + Penalty 1468.533176 = -43070.313642 nChanged 2 SP:Iteration 13Q (2905.022023 sec): 3 clusters Score: Raw -44540.745861 + Penalty 1468.533176 = -43072.212685 nChanged 3 SP:Iteration 14Q (2905.108791 sec): 3 clusters Score: Raw -44542.289364 + Penalty 1468.533176 = -43073.756188 nChanged 0 SP:Iteration 15F (2905.192066 sec): 3 clusters Score: Raw -44542.289364 + Penalty 1468.533176 = -43073.756188 nChanged 0 Trying to split cluster 16 (3060 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2905.241837 sec): 2 clusters Score: Raw -186492.237998 + Penalty 842.747870 = -185649.490127 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2905.357907 sec): 3 clusters Score: Raw -184912.151131 + Penalty 1685.495741 = -183226.655390 nChanged 1266 SP:Iteration 1F (2905.475001 sec): 3 clusters Score: Raw -185608.793641 + Penalty 1685.495741 = -183923.297900 nChanged 237 SP:Iteration 2F (2905.558072 sec): 3 clusters Score: Raw -185727.175624 + Penalty 1685.495741 = -184041.679883 nChanged 162 SP:Iteration 3F (2905.681792 sec): 3 clusters Score: Raw -185802.531450 + Penalty 1685.495741 = -184117.035709 nChanged 120 SP:Iteration 4Q (2905.776274 sec): 3 clusters Score: Raw -185867.767709 + Penalty 1685.495741 = -184182.271968 nChanged 113 SP:Iteration 5Q (2905.868963 sec): 3 clusters Score: Raw -185934.561324 + Penalty 1685.495741 = -184249.065583 nChanged 112 SP:Iteration 6Q (2906.000167 sec): 3 clusters Score: Raw -186021.110176 + Penalty 1685.495741 = -184335.614435 nChanged 135 SP:Iteration 7Q (2906.101845 sec): 3 clusters Score: Raw -186121.048716 + Penalty 1685.495741 = -184435.552975 nChanged 133 SP:Iteration 8Q (2906.221404 sec): 3 clusters Score: Raw -186229.571968 + Penalty 1685.495741 = -184544.076227 nChanged 169 SP:Iteration 9F (2906.319555 sec): 3 clusters Score: Raw -186354.492791 + Penalty 1685.495741 = -184668.997050 nChanged 143 SP:Iteration 10Q (2906.427668 sec): 3 clusters Score: Raw -186479.161299 + Penalty 1685.495741 = -184793.665558 nChanged 116 SP:Iteration 11Q (2906.527502 sec): 3 clusters Score: Raw -186558.330434 + Penalty 1685.495741 = -184872.834693 nChanged 78 SP:Iteration 12Q (2906.662464 sec): 3 clusters Score: Raw -186604.895894 + Penalty 1685.495741 = -184919.400153 nChanged 63 SP:Iteration 13Q (2906.760477 sec): 3 clusters Score: Raw -186635.941110 + Penalty 1685.495741 = -184950.445369 nChanged 51 SP:Iteration 14Q (2906.866420 sec): 3 clusters Score: Raw -186667.895342 + Penalty 1685.495741 = -184982.399601 nChanged 45 SP:Iteration 15Q (2906.954909 sec): 3 clusters Score: Raw -186694.692412 + Penalty 1685.495741 = -185009.196671 nChanged 44 SP:Iteration 16Q (2907.072571 sec): 3 clusters Score: Raw -186709.262386 + Penalty 1685.495741 = -185023.766645 nChanged 25 SP:Iteration 17Q (2907.157051 sec): 3 clusters Score: Raw -186718.347203 + Penalty 1685.495741 = -185032.851462 nChanged 16 SP:Iteration 18Q (2907.232095 sec): 3 clusters Score: Raw -186724.686200 + Penalty 1685.495741 = -185039.190459 nChanged 13 SP:Iteration 19Q (2907.320403 sec): 3 clusters Score: Raw -186728.169505 + Penalty 1685.495741 = -185042.673764 nChanged 4 SP:Iteration 20F (2907.408600 sec): 3 clusters Score: Raw -186729.002830 + Penalty 1685.495741 = -185043.507089 nChanged 2 SP:Iteration 21Q (2907.525915 sec): 3 clusters Score: Raw -186729.284718 + Penalty 1685.495741 = -185043.788977 nChanged 3 SP:Iteration 22Q (2907.620454 sec): 3 clusters Score: Raw -186729.964528 + Penalty 1685.495741 = -185044.468787 nChanged 1 SP:Iteration 23Q (2907.765024 sec): 3 clusters Score: Raw -186730.024031 + Penalty 1685.495741 = -185044.528291 nChanged 0 SP:Iteration 24F (2907.844333 sec): 3 clusters Score: Raw -186730.024031 + Penalty 1685.495741 = -185044.528291 nChanged 0 Trying to split cluster 17 (1818 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2907.903428 sec): 2 clusters Score: Raw -92874.884886 + Penalty 788.076689 = -92086.808197 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2908.022589 sec): 3 clusters Score: Raw -92091.262062 + Penalty 1576.153378 = -90515.108684 nChanged 679 SP:Iteration 1F (2908.125794 sec): 3 clusters Score: Raw -92590.565390 + Penalty 1576.153378 = -91014.412012 nChanged 145 SP:Iteration 2F (2908.203358 sec): 3 clusters Score: Raw -92684.343187 + Penalty 1576.153378 = -91108.189809 nChanged 83 SP:Iteration 3Q (2908.282319 sec): 3 clusters Score: Raw -92748.151458 + Penalty 1576.153378 = -91171.998080 nChanged 75 SP:Iteration 4Q (2908.365409 sec): 3 clusters Score: Raw -92809.142831 + Penalty 1576.153378 = -91232.989454 nChanged 66 SP:Iteration 5Q (2908.465992 sec): 3 clusters Score: Raw -92847.835697 + Penalty 1576.153378 = -91271.682320 nChanged 33 SP:Iteration 6Q (2908.537954 sec): 3 clusters Score: Raw -92873.942514 + Penalty 1576.153378 = -91297.789137 nChanged 41 SP:Iteration 7Q (2908.626772 sec): 3 clusters Score: Raw -92897.296429 + Penalty 1576.153378 = -91321.143051 nChanged 30 SP:Iteration 8Q (2908.706649 sec): 3 clusters Score: Raw -92912.617689 + Penalty 1576.153378 = -91336.464311 nChanged 25 SP:Iteration 9Q (2908.773750 sec): 3 clusters Score: Raw -92926.694987 + Penalty 1576.153378 = -91350.541609 nChanged 20 SP:Iteration 10Q (2908.853581 sec): 3 clusters Score: Raw -92940.561617 + Penalty 1576.153378 = -91364.408239 nChanged 22 SP:Iteration 11Q (2908.943084 sec): 3 clusters Score: Raw -92952.070531 + Penalty 1576.153378 = -91375.917153 nChanged 22 SP:Iteration 12Q (2909.016682 sec): 3 clusters Score: Raw -92962.061203 + Penalty 1576.153378 = -91385.907825 nChanged 20 SP:Iteration 13Q (2909.121947 sec): 3 clusters Score: Raw -92970.769892 + Penalty 1576.153378 = -91394.616514 nChanged 16 SP:Iteration 14Q (2909.207818 sec): 3 clusters Score: Raw -92977.226323 + Penalty 1576.153378 = -91401.072945 nChanged 14 SP:Iteration 15Q (2909.280241 sec): 3 clusters Score: Raw -92984.558486 + Penalty 1576.153378 = -91408.405108 nChanged 18 SP:Iteration 16Q (2909.342055 sec): 3 clusters Score: Raw -92995.025043 + Penalty 1576.153378 = -91418.871665 nChanged 19 SP:Iteration 17Q (2909.434008 sec): 3 clusters Score: Raw -93008.674367 + Penalty 1576.153378 = -91432.520989 nChanged 13 SP:Iteration 18Q (2909.503525 sec): 3 clusters Score: Raw -93015.496539 + Penalty 1576.153378 = -91439.343161 nChanged 16 SP:Iteration 19Q (2909.593327 sec): 3 clusters Score: Raw -93023.263202 + Penalty 1576.153378 = -91447.109824 nChanged 15 SP:Iteration 20F (2909.676013 sec): 3 clusters Score: Raw -93031.919799 + Penalty 1576.153378 = -91455.766421 nChanged 14 SP:Iteration 21Q (2909.736605 sec): 3 clusters Score: Raw -93040.532852 + Penalty 1576.153378 = -91464.379474 nChanged 11 SP:Iteration 22Q (2909.812811 sec): 3 clusters Score: Raw -93047.774756 + Penalty 1576.153378 = -91471.621379 nChanged 13 SP:Iteration 23Q (2909.894168 sec): 3 clusters Score: Raw -93060.733410 + Penalty 1576.153378 = -91484.580032 nChanged 21 SP:Iteration 24Q (2909.971161 sec): 3 clusters Score: Raw -93072.624917 + Penalty 1576.153378 = -91496.471540 nChanged 21 SP:Iteration 25Q (2910.072216 sec): 3 clusters Score: Raw -93084.477857 + Penalty 1576.153378 = -91508.324479 nChanged 12 SP:Iteration 26Q (2910.140808 sec): 3 clusters Score: Raw -93094.791890 + Penalty 1576.153378 = -91518.638512 nChanged 20 SP:Iteration 27Q (2910.229389 sec): 3 clusters Score: Raw -93129.605928 + Penalty 1576.153378 = -91553.452550 nChanged 30 SP:Iteration 28Q (2910.296730 sec): 3 clusters Score: Raw -93160.750902 + Penalty 1576.153378 = -91584.597525 nChanged 30 SP:Iteration 29Q (2910.379474 sec): 3 clusters Score: Raw -93184.930216 + Penalty 1576.153378 = -91608.776838 nChanged 26 SP:Iteration 30Q (2910.462743 sec): 3 clusters Score: Raw -93200.748747 + Penalty 1576.153378 = -91624.595369 nChanged 25 SP:Iteration 31Q (2910.540357 sec): 3 clusters Score: Raw -93217.672598 + Penalty 1576.153378 = -91641.519220 nChanged 25 SP:Iteration 32Q (2910.629169 sec): 3 clusters Score: Raw -93233.027347 + Penalty 1576.153378 = -91656.873970 nChanged 19 SP:Iteration 33Q (2910.712261 sec): 3 clusters Score: Raw -93245.582715 + Penalty 1576.153378 = -91669.429337 nChanged 19 SP:Iteration 34Q (2910.804329 sec): 3 clusters Score: Raw -93254.700775 + Penalty 1576.153378 = -91678.547398 nChanged 12 SP:Iteration 35Q (2910.867092 sec): 3 clusters Score: Raw -93260.839674 + Penalty 1576.153378 = -91684.686297 nChanged 10 SP:Iteration 36Q (2910.950855 sec): 3 clusters Score: Raw -93266.467928 + Penalty 1576.153378 = -91690.314550 nChanged 5 SP:Iteration 37Q (2911.032417 sec): 3 clusters Score: Raw -93270.373949 + Penalty 1576.153378 = -91694.220571 nChanged 8 SP:Iteration 38Q (2911.101931 sec): 3 clusters Score: Raw -93273.659765 + Penalty 1576.153378 = -91697.506388 nChanged 7 SP:Iteration 39Q (2911.177840 sec): 3 clusters Score: Raw -93276.332850 + Penalty 1576.153378 = -91700.179473 nChanged 8 SP:Iteration 40F (2911.268052 sec): 3 clusters Score: Raw -93280.554206 + Penalty 1576.153378 = -91704.400829 nChanged 6 SP:Iteration 41Q (2911.348169 sec): 3 clusters Score: Raw -93285.274797 + Penalty 1576.153378 = -91709.121419 nChanged 10 SP:Iteration 42Q (2911.420285 sec): 3 clusters Score: Raw -93291.901399 + Penalty 1576.153378 = -91715.748021 nChanged 10 SP:Iteration 43Q (2911.491623 sec): 3 clusters Score: Raw -93296.528809 + Penalty 1576.153378 = -91720.375431 nChanged 6 SP:Iteration 44Q (2911.583861 sec): 3 clusters Score: Raw -93299.019896 + Penalty 1576.153378 = -91722.866518 nChanged 3 SP:Iteration 45Q (2911.664698 sec): 3 clusters Score: Raw -93300.227271 + Penalty 1576.153378 = -91724.073893 nChanged 1 SP:Iteration 46Q (2911.753018 sec): 3 clusters Score: Raw -93300.698562 + Penalty 1576.153378 = -91724.545184 nChanged 1 SP:Iteration 47Q (2911.823010 sec): 3 clusters Score: Raw -93300.791512 + Penalty 1576.153378 = -91724.638135 nChanged 0 SP:Iteration 48F (2911.904264 sec): 3 clusters Score: Raw -93300.791512 + Penalty 1576.153378 = -91724.638135 nChanged 0 Trying to split cluster 18 (1483 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2911.959429 sec): 2 clusters Score: Raw -87249.773238 + Penalty 766.691346 = -86483.081892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2912.042221 sec): 3 clusters Score: Raw -86612.140899 + Penalty 1533.382692 = -85078.758207 nChanged 558 SP:Iteration 1F (2912.104376 sec): 3 clusters Score: Raw -87020.845696 + Penalty 1533.382692 = -85487.463005 nChanged 125 SP:Iteration 2F (2912.182508 sec): 3 clusters Score: Raw -87144.380836 + Penalty 1533.382692 = -85610.998144 nChanged 85 SP:Iteration 3F (2912.282011 sec): 3 clusters Score: Raw -87222.873605 + Penalty 1533.382692 = -85689.490913 nChanged 62 SP:Iteration 4Q (2912.346409 sec): 3 clusters Score: Raw -87281.419933 + Penalty 1533.382692 = -85748.037241 nChanged 68 SP:Iteration 5Q (2912.438286 sec): 3 clusters Score: Raw -87342.310682 + Penalty 1533.382692 = -85808.927991 nChanged 59 SP:Iteration 6Q (2912.491640 sec): 3 clusters Score: Raw -87407.783803 + Penalty 1533.382692 = -85874.401111 nChanged 48 SP:Iteration 7Q (2912.592194 sec): 3 clusters Score: Raw -87448.332595 + Penalty 1533.382692 = -85914.949903 nChanged 44 SP:Iteration 8Q (2912.667054 sec): 3 clusters Score: Raw -87476.702803 + Penalty 1533.382692 = -85943.320111 nChanged 25 SP:Iteration 9Q (2912.729614 sec): 3 clusters Score: Raw -87496.446842 + Penalty 1533.382692 = -85963.064150 nChanged 22 SP:Iteration 10Q (2912.807106 sec): 3 clusters Score: Raw -87511.392532 + Penalty 1533.382692 = -85978.009841 nChanged 18 SP:Iteration 11Q (2912.888833 sec): 3 clusters Score: Raw -87521.879545 + Penalty 1533.382692 = -85988.496853 nChanged 10 SP:Iteration 12Q (2912.959748 sec): 3 clusters Score: Raw -87527.377057 + Penalty 1533.382692 = -85993.994365 nChanged 5 SP:Iteration 13Q (2913.043025 sec): 3 clusters Score: Raw -87530.120827 + Penalty 1533.382692 = -85996.738135 nChanged 5 SP:Iteration 14Q (2913.125492 sec): 3 clusters Score: Raw -87532.491622 + Penalty 1533.382692 = -85999.108930 nChanged 4 SP:Iteration 15Q (2913.218951 sec): 3 clusters Score: Raw -87534.965083 + Penalty 1533.382692 = -86001.582392 nChanged 6 SP:Iteration 16Q (2913.301297 sec): 3 clusters Score: Raw -87540.343640 + Penalty 1533.382692 = -86006.960948 nChanged 6 SP:Iteration 17Q (2913.383439 sec): 3 clusters Score: Raw -87544.770340 + Penalty 1533.382692 = -86011.387648 nChanged 5 SP:Iteration 18Q (2913.476811 sec): 3 clusters Score: Raw -87547.405120 + Penalty 1533.382692 = -86014.022428 nChanged 4 SP:Iteration 19Q (2913.583034 sec): 3 clusters Score: Raw -87549.067988 + Penalty 1533.382692 = -86015.685296 nChanged 3 SP:Iteration 20F (2913.652317 sec): 3 clusters Score: Raw -87550.890040 + Penalty 1533.382692 = -86017.507348 nChanged 4 SP:Iteration 21Q (2913.752357 sec): 3 clusters Score: Raw -87554.474549 + Penalty 1533.382692 = -86021.091857 nChanged 6 SP:Iteration 22Q (2913.855534 sec): 3 clusters Score: Raw -87556.286843 + Penalty 1533.382692 = -86022.904151 nChanged 0 SP:Iteration 23F (2913.929723 sec): 3 clusters Score: Raw -87556.286843 + Penalty 1533.382692 = -86022.904151 nChanged 0 Trying to split cluster 19 (18919 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2914.047651 sec): 2 clusters Score: Raw -1127437.219325 + Penalty 1034.031809 = -1126403.187517 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2914.191601 sec): 3 clusters Score: Raw -1115720.267225 + Penalty 2068.063617 = -1113652.203608 nChanged 8828 SP:Iteration 1F (2914.345011 sec): 3 clusters Score: Raw -1120930.234530 + Penalty 2068.063617 = -1118862.170913 nChanged 1178 SP:Iteration 2F (2914.448738 sec): 3 clusters Score: Raw -1121537.046593 + Penalty 2068.063617 = -1119468.982976 nChanged 1227 SP:Iteration 3F (2914.582394 sec): 3 clusters Score: Raw -1122199.638649 + Penalty 2068.063617 = -1120131.575031 nChanged 1204 SP:Iteration 4F (2914.704407 sec): 3 clusters Score: Raw -1122884.091617 + Penalty 2068.063617 = -1120816.028000 nChanged 1085 SP:Iteration 5F (2914.815535 sec): 3 clusters Score: Raw -1123521.277760 + Penalty 2068.063617 = -1121453.214143 nChanged 988 SP:Iteration 6F (2914.953363 sec): 3 clusters Score: Raw -1124162.052171 + Penalty 2068.063617 = -1122093.988553 nChanged 890 SP:Iteration 7Q (2915.103037 sec): 3 clusters Score: Raw -1124803.093450 + Penalty 2068.063617 = -1122735.029833 nChanged 729 SP:Iteration 8Q (2915.279611 sec): 3 clusters Score: Raw -1125330.576775 + Penalty 2068.063617 = -1123262.513157 nChanged 594 SP:Iteration 9Q (2915.394738 sec): 3 clusters Score: Raw -1125712.190599 + Penalty 2068.063617 = -1123644.126981 nChanged 485 SP:Iteration 10Q (2915.505161 sec): 3 clusters Score: Raw -1126002.270345 + Penalty 2068.063617 = -1123934.206728 nChanged 410 SP:Iteration 11Q (2915.637167 sec): 3 clusters Score: Raw -1126220.153922 + Penalty 2068.063617 = -1124152.090305 nChanged 334 SP:Iteration 12Q (2915.794169 sec): 3 clusters Score: Raw -1126372.107746 + Penalty 2068.063617 = -1124304.044129 nChanged 278 SP:Iteration 13Q (2915.889861 sec): 3 clusters Score: Raw -1126492.573550 + Penalty 2068.063617 = -1124424.509932 nChanged 270 SP:Iteration 14Q (2916.054984 sec): 3 clusters Score: Raw -1126624.864381 + Penalty 2068.063617 = -1124556.800764 nChanged 273 SP:Iteration 15Q (2916.141650 sec): 3 clusters Score: Raw -1126763.770996 + Penalty 2068.063617 = -1124695.707378 nChanged 267 SP:Iteration 16Q (2916.292776 sec): 3 clusters Score: Raw -1126902.037520 + Penalty 2068.063617 = -1124833.973903 nChanged 227 SP:Iteration 17Q (2916.401622 sec): 3 clusters Score: Raw -1127011.923662 + Penalty 2068.063617 = -1124943.860045 nChanged 201 SP:Iteration 18Q (2916.526594 sec): 3 clusters Score: Raw -1127116.353685 + Penalty 2068.063617 = -1125048.290067 nChanged 182 SP:Iteration 19Q (2916.624437 sec): 3 clusters Score: Raw -1127197.994918 + Penalty 2068.063617 = -1125129.931301 nChanged 121 SP:Iteration 20F (2916.734593 sec): 3 clusters Score: Raw -1127256.663085 + Penalty 2068.063617 = -1125188.599468 nChanged 115 SP:Iteration 21Q (2916.840608 sec): 3 clusters Score: Raw -1127307.696500 + Penalty 2068.063617 = -1125239.632883 nChanged 85 SP:Iteration 22Q (2916.954732 sec): 3 clusters Score: Raw -1127345.919261 + Penalty 2068.063617 = -1125277.855644 nChanged 76 SP:Iteration 23Q (2917.056361 sec): 3 clusters Score: Raw -1127385.956771 + Penalty 2068.063617 = -1125317.893154 nChanged 73 SP:Iteration 24Q (2917.155907 sec): 3 clusters Score: Raw -1127421.118951 + Penalty 2068.063617 = -1125353.055333 nChanged 53 SP:Iteration 25Q (2917.256523 sec): 3 clusters Score: Raw -1127447.611380 + Penalty 2068.063617 = -1125379.547762 nChanged 51 SP:Iteration 26Q (2917.364228 sec): 3 clusters Score: Raw -1127472.108090 + Penalty 2068.063617 = -1125404.044473 nChanged 44 SP:Iteration 27Q (2917.459386 sec): 3 clusters Score: Raw -1127490.316961 + Penalty 2068.063617 = -1125422.253344 nChanged 27 SP:Iteration 28Q (2917.567592 sec): 3 clusters Score: Raw -1127503.224081 + Penalty 2068.063617 = -1125435.160464 nChanged 28 SP:Iteration 29Q (2917.654478 sec): 3 clusters Score: Raw -1127516.024541 + Penalty 2068.063617 = -1125447.960924 nChanged 24 SP:Iteration 30Q (2917.748533 sec): 3 clusters Score: Raw -1127526.523303 + Penalty 2068.063617 = -1125458.459686 nChanged 22 SP:Iteration 31Q (2917.870415 sec): 3 clusters Score: Raw -1127535.993817 + Penalty 2068.063617 = -1125467.930200 nChanged 16 SP:Iteration 32Q (2917.963849 sec): 3 clusters Score: Raw -1127541.124509 + Penalty 2068.063617 = -1125473.060891 nChanged 11 SP:Iteration 33Q (2918.067868 sec): 3 clusters Score: Raw -1127545.284490 + Penalty 2068.063617 = -1125477.220873 nChanged 12 SP:Iteration 34Q (2918.174679 sec): 3 clusters Score: Raw -1127552.333017 + Penalty 2068.063617 = -1125484.269400 nChanged 14 SP:Iteration 35Q (2918.275666 sec): 3 clusters Score: Raw -1127557.998858 + Penalty 2068.063617 = -1125489.935241 nChanged 11 SP:Iteration 36Q (2918.378667 sec): 3 clusters Score: Raw -1127561.688502 + Penalty 2068.063617 = -1125493.624885 nChanged 9 SP:Iteration 37Q (2918.471996 sec): 3 clusters Score: Raw -1127565.719059 + Penalty 2068.063617 = -1125497.655442 nChanged 9 SP:Iteration 38Q (2918.578982 sec): 3 clusters Score: Raw -1127569.260624 + Penalty 2068.063617 = -1125501.197007 nChanged 6 SP:Iteration 39Q (2918.680614 sec): 3 clusters Score: Raw -1127573.218838 + Penalty 2068.063617 = -1125505.155221 nChanged 10 SP:Iteration 40F (2918.783030 sec): 3 clusters Score: Raw -1127577.502308 + Penalty 2068.063617 = -1125509.438691 nChanged 8 SP:Iteration 41Q (2918.888939 sec): 3 clusters Score: Raw -1127581.260656 + Penalty 2068.063617 = -1125513.197038 nChanged 6 SP:Iteration 42Q (2918.993153 sec): 3 clusters Score: Raw -1127583.519275 + Penalty 2068.063617 = -1125515.455658 nChanged 6 SP:Iteration 43Q (2919.104307 sec): 3 clusters Score: Raw -1127585.397790 + Penalty 2068.063617 = -1125517.334173 nChanged 1 SP:Iteration 44Q (2919.204578 sec): 3 clusters Score: Raw -1127585.632225 + Penalty 2068.063617 = -1125517.568608 nChanged 1 SP:Iteration 45Q (2919.308485 sec): 3 clusters Score: Raw -1127585.770468 + Penalty 2068.063617 = -1125517.706851 nChanged 0 SP:Iteration 46F (2919.399037 sec): 3 clusters Score: Raw -1127585.770468 + Penalty 2068.063617 = -1125517.706851 nChanged 0 Trying to split cluster 20 (1457 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2919.469058 sec): 2 clusters Score: Raw -83398.945143 + Penalty 764.834155 = -82634.110988 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2919.529844 sec): 3 clusters Score: Raw -82776.788580 + Penalty 1529.668309 = -81247.120271 nChanged 533 SP:Iteration 1F (2919.614335 sec): 3 clusters Score: Raw -83151.061355 + Penalty 1529.668309 = -81621.393046 nChanged 107 SP:Iteration 2F (2919.706910 sec): 3 clusters Score: Raw -83225.198943 + Penalty 1529.668309 = -81695.530634 nChanged 61 SP:Iteration 3Q (2919.801400 sec): 3 clusters Score: Raw -83273.526370 + Penalty 1529.668309 = -81743.858060 nChanged 62 SP:Iteration 4Q (2919.884027 sec): 3 clusters Score: Raw -83330.060982 + Penalty 1529.668309 = -81800.392672 nChanged 54 SP:Iteration 5Q (2919.952192 sec): 3 clusters Score: Raw -83380.030539 + Penalty 1529.668309 = -81850.362229 nChanged 50 SP:Iteration 6Q (2920.030623 sec): 3 clusters Score: Raw -83432.558624 + Penalty 1529.668309 = -81902.890315 nChanged 61 SP:Iteration 7Q (2920.114965 sec): 3 clusters Score: Raw -83482.050936 + Penalty 1529.668309 = -81952.382626 nChanged 44 SP:Iteration 8Q (2920.197653 sec): 3 clusters Score: Raw -83518.888378 + Penalty 1529.668309 = -81989.220068 nChanged 33 SP:Iteration 9Q (2920.283563 sec): 3 clusters Score: Raw -83544.950353 + Penalty 1529.668309 = -82015.282044 nChanged 22 SP:Iteration 10Q (2920.363176 sec): 3 clusters Score: Raw -83562.560199 + Penalty 1529.668309 = -82032.891889 nChanged 14 SP:Iteration 11Q (2920.441861 sec): 3 clusters Score: Raw -83580.244978 + Penalty 1529.668309 = -82050.576669 nChanged 13 SP:Iteration 12Q (2920.528588 sec): 3 clusters Score: Raw -83592.143620 + Penalty 1529.668309 = -82062.475311 nChanged 10 SP:Iteration 13Q (2920.609094 sec): 3 clusters Score: Raw -83601.110893 + Penalty 1529.668309 = -82071.442584 nChanged 11 SP:Iteration 14Q (2920.699217 sec): 3 clusters Score: Raw -83607.454718 + Penalty 1529.668309 = -82077.786409 nChanged 9 SP:Iteration 15Q (2920.780810 sec): 3 clusters Score: Raw -83612.224417 + Penalty 1529.668309 = -82082.556108 nChanged 8 SP:Iteration 16Q (2920.861521 sec): 3 clusters Score: Raw -83617.979445 + Penalty 1529.668309 = -82088.311135 nChanged 4 SP:Iteration 17Q (2920.930617 sec): 3 clusters Score: Raw -83620.427844 + Penalty 1529.668309 = -82090.759535 nChanged 5 SP:Iteration 18Q (2921.024221 sec): 3 clusters Score: Raw -83624.586180 + Penalty 1529.668309 = -82094.917870 nChanged 5 SP:Iteration 19Q (2921.108675 sec): 3 clusters Score: Raw -83627.641633 + Penalty 1529.668309 = -82097.973324 nChanged 3 SP:Iteration 20F (2921.207618 sec): 3 clusters Score: Raw -83631.394344 + Penalty 1529.668309 = -82101.726035 nChanged 6 SP:Iteration 21Q (2921.306589 sec): 3 clusters Score: Raw -83640.993494 + Penalty 1529.668309 = -82111.325185 nChanged 10 SP:Iteration 22Q (2921.394535 sec): 3 clusters Score: Raw -83661.260954 + Penalty 1529.668309 = -82131.592644 nChanged 11 SP:Iteration 23Q (2921.479151 sec): 3 clusters Score: Raw -83670.885628 + Penalty 1529.668309 = -82141.217318 nChanged 12 SP:Iteration 24Q (2921.583575 sec): 3 clusters Score: Raw -83679.598653 + Penalty 1529.668309 = -82149.930343 nChanged 10 SP:Iteration 25Q (2921.680339 sec): 3 clusters Score: Raw -83687.183855 + Penalty 1529.668309 = -82157.515546 nChanged 6 SP:Iteration 26Q (2921.778585 sec): 3 clusters Score: Raw -83691.840019 + Penalty 1529.668309 = -82162.171710 nChanged 6 SP:Iteration 27Q (2921.866969 sec): 3 clusters Score: Raw -83696.728112 + Penalty 1529.668309 = -82167.059802 nChanged 6 SP:Iteration 28Q (2921.953433 sec): 3 clusters Score: Raw -83701.910330 + Penalty 1529.668309 = -82172.242020 nChanged 4 SP:Iteration 29Q (2922.074900 sec): 3 clusters Score: Raw -83705.535902 + Penalty 1529.668309 = -82175.867593 nChanged 4 SP:Iteration 30Q (2922.159887 sec): 3 clusters Score: Raw -83711.400557 + Penalty 1529.668309 = -82181.732248 nChanged 6 SP:Iteration 31Q (2922.244406 sec): 3 clusters Score: Raw -83715.838166 + Penalty 1529.668309 = -82186.169857 nChanged 4 SP:Iteration 32Q (2922.338640 sec): 3 clusters Score: Raw -83717.538225 + Penalty 1529.668309 = -82187.869915 nChanged 3 SP:Iteration 33Q (2922.430861 sec): 3 clusters Score: Raw -83718.479601 + Penalty 1529.668309 = -82188.811291 nChanged 0 SP:Iteration 34F (2922.507760 sec): 3 clusters Score: Raw -83718.479601 + Penalty 1529.668309 = -82188.811291 nChanged 0 Trying to split cluster 21 (1163 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2922.554175 sec): 2 clusters Score: Raw -64162.135838 + Penalty 741.169606 = -63420.966232 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2922.665176 sec): 3 clusters Score: Raw -63705.708366 + Penalty 1482.339212 = -62223.369154 nChanged 411 SP:Iteration 1F (2922.739569 sec): 3 clusters Score: Raw -64084.344529 + Penalty 1482.339212 = -62602.005317 nChanged 112 SP:Iteration 2F (2922.813463 sec): 3 clusters Score: Raw -64220.683943 + Penalty 1482.339212 = -62738.344731 nChanged 67 SP:Iteration 3F (2922.909690 sec): 3 clusters Score: Raw -64288.226139 + Penalty 1482.339212 = -62805.886927 nChanged 45 SP:Iteration 4Q (2923.025022 sec): 3 clusters Score: Raw -64323.318994 + Penalty 1482.339212 = -62840.979782 nChanged 23 SP:Iteration 5Q (2923.104693 sec): 3 clusters Score: Raw -64341.684921 + Penalty 1482.339212 = -62859.345709 nChanged 20 SP:Iteration 6Q (2923.227557 sec): 3 clusters Score: Raw -64352.183205 + Penalty 1482.339212 = -62869.843993 nChanged 12 SP:Iteration 7Q (2923.306972 sec): 3 clusters Score: Raw -64360.600246 + Penalty 1482.339212 = -62878.261034 nChanged 17 SP:Iteration 8Q (2923.434200 sec): 3 clusters Score: Raw -64372.316557 + Penalty 1482.339212 = -62889.977345 nChanged 10 SP:Iteration 9Q (2923.520241 sec): 3 clusters Score: Raw -64379.029758 + Penalty 1482.339212 = -62896.690546 nChanged 8 SP:Iteration 10Q (2923.630394 sec): 3 clusters Score: Raw -64384.812615 + Penalty 1482.339212 = -62902.473403 nChanged 5 SP:Iteration 11Q (2923.712637 sec): 3 clusters Score: Raw -64386.760789 + Penalty 1482.339212 = -62904.421577 nChanged 3 SP:Iteration 12Q (2923.789467 sec): 3 clusters Score: Raw -64388.306670 + Penalty 1482.339212 = -62905.967458 nChanged 1 SP:Iteration 13Q (2923.885546 sec): 3 clusters Score: Raw -64388.788400 + Penalty 1482.339212 = -62906.449188 nChanged 2 SP:Iteration 14Q (2923.992464 sec): 3 clusters Score: Raw -64389.771325 + Penalty 1482.339212 = -62907.432113 nChanged 0 SP:Iteration 15F (2924.053585 sec): 3 clusters Score: Raw -64389.771325 + Penalty 1482.339212 = -62907.432113 nChanged 0 Trying to split cluster 22 (1407 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2924.118254 sec): 2 clusters Score: Raw -56024.169480 + Penalty 761.167581 = -55263.001899 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2924.223661 sec): 3 clusters Score: Raw -55464.378557 + Penalty 1522.335162 = -53942.043395 nChanged 506 SP:Iteration 1F (2924.296866 sec): 3 clusters Score: Raw -55879.026974 + Penalty 1522.335162 = -54356.691812 nChanged 138 SP:Iteration 2F (2924.412041 sec): 3 clusters Score: Raw -55989.705626 + Penalty 1522.335162 = -54467.370464 nChanged 80 SP:Iteration 3F (2924.473964 sec): 3 clusters Score: Raw -56058.862627 + Penalty 1522.335162 = -54536.527465 nChanged 48 SP:Iteration 4Q (2924.554439 sec): 3 clusters Score: Raw -56103.805300 + Penalty 1522.335162 = -54581.470138 nChanged 41 SP:Iteration 5Q (2924.668017 sec): 3 clusters Score: Raw -56142.489061 + Penalty 1522.335162 = -54620.153899 nChanged 37 SP:Iteration 6Q (2924.755084 sec): 3 clusters Score: Raw -56169.682116 + Penalty 1522.335162 = -54647.346954 nChanged 29 SP:Iteration 7Q (2924.841085 sec): 3 clusters Score: Raw -56198.675103 + Penalty 1522.335162 = -54676.339941 nChanged 28 SP:Iteration 8Q (2924.903307 sec): 3 clusters Score: Raw -56219.861767 + Penalty 1522.335162 = -54697.526605 nChanged 20 SP:Iteration 9Q (2924.980445 sec): 3 clusters Score: Raw -56233.315966 + Penalty 1522.335162 = -54710.980804 nChanged 19 SP:Iteration 10Q (2925.059355 sec): 3 clusters Score: Raw -56246.744797 + Penalty 1522.335162 = -54724.409635 nChanged 10 SP:Iteration 11Q (2925.134807 sec): 3 clusters Score: Raw -56252.642986 + Penalty 1522.335162 = -54730.307824 nChanged 10 SP:Iteration 12Q (2925.243090 sec): 3 clusters Score: Raw -56258.521987 + Penalty 1522.335162 = -54736.186825 nChanged 10 SP:Iteration 13Q (2925.313148 sec): 3 clusters Score: Raw -56262.728803 + Penalty 1522.335162 = -54740.393641 nChanged 8 SP:Iteration 14Q (2925.402610 sec): 3 clusters Score: Raw -56266.676500 + Penalty 1522.335162 = -54744.341338 nChanged 3 SP:Iteration 15Q (2925.488214 sec): 3 clusters Score: Raw -56267.724625 + Penalty 1522.335162 = -54745.389463 nChanged 0 SP:Iteration 16F (2925.567105 sec): 3 clusters Score: Raw -56267.724625 + Penalty 1522.335162 = -54745.389463 nChanged 0 Time taken for this iteration:555.774349 seconds. 5->23 Clusters: Score -4204148.679276, best is -4207117.855505 Starting from 6 clusters... ------ Clustering full data set of 77963 points ------ SP: Assigned 6 initial classes randomly. Iteration 0F (2926.003739 sec): 6 clusters Score: Raw -3888660.661213 + Penalty 5913.594558 = -3882747.066655 nChanged 61530 Iteration 1F (2926.408592 sec): 6 clusters Score: Raw -4059837.307176 + Penalty 5913.594558 = -4053923.712618 nChanged 26604 Iteration 2F (2926.829219 sec): 6 clusters Score: Raw -4125930.419365 + Penalty 5913.594558 = -4120016.824807 nChanged 13699 Iteration 3F (2927.250525 sec): 6 clusters Score: Raw -4147851.922142 + Penalty 5913.594558 = -4141938.327584 nChanged 7092 Iteration 4F (2927.677802 sec): 6 clusters Score: Raw -4157499.848324 + Penalty 5913.594558 = -4151586.253766 nChanged 3850 Iteration 5Q (2928.086993 sec): 6 clusters Score: Raw -4162014.776546 + Penalty 5913.594558 = -4156101.181988 nChanged 2557 Iteration 6Q (2928.492896 sec): 6 clusters Score: Raw -4164210.934405 + Penalty 5913.594558 = -4158297.339847 nChanged 1713 Iteration 7Q (2928.902764 sec): 6 clusters Score: Raw -4165464.364942 + Penalty 5913.594558 = -4159550.770384 nChanged 1274 Iteration 8Q (2929.299549 sec): 6 clusters Score: Raw -4166434.827508 + Penalty 5913.594558 = -4160521.232950 nChanged 1007 Iteration 9Q (2929.721302 sec): 6 clusters Score: Raw -4167247.910258 + Penalty 5913.594558 = -4161334.315700 nChanged 947 Iteration 10Q (2930.113853 sec): 6 clusters Score: Raw -4167819.257251 + Penalty 5913.594558 = -4161905.662693 nChanged 816 Iteration 11Q (2930.525807 sec): 6 clusters Score: Raw -4168207.134275 + Penalty 5913.594558 = -4162293.539717 nChanged 642 Iteration 12Q (2930.946153 sec): 6 clusters Score: Raw -4168450.483615 + Penalty 5913.594558 = -4162536.889057 nChanged 463 Iteration 13Q (2931.418757 sec): 6 clusters Score: Raw -4168591.273421 + Penalty 5913.594558 = -4162677.678863 nChanged 390 Iteration 14Q (2931.868081 sec): 6 clusters Score: Raw -4168709.742634 + Penalty 5913.594558 = -4162796.148076 nChanged 323 Iteration 15Q (2932.378300 sec): 6 clusters Score: Raw -4168790.434231 + Penalty 5913.594558 = -4162876.839673 nChanged 254 Iteration 16Q (2932.872919 sec): 6 clusters Score: Raw -4168842.055420 + Penalty 5913.594558 = -4162928.460862 nChanged 204 Iteration 17Q (2933.320124 sec): 6 clusters Score: Raw -4168880.852004 + Penalty 5913.594558 = -4162967.257446 nChanged 161 Iteration 18Q (2933.816737 sec): 6 clusters Score: Raw -4168910.665469 + Penalty 5913.594558 = -4162997.070911 nChanged 122 Iteration 19Q (2934.273656 sec): 6 clusters Score: Raw -4168932.134181 + Penalty 5913.594558 = -4163018.539623 nChanged 87 Writing temp clu file Because OldScore, -4162997.070911, is greater than current (better) Score,-4163018.539623 Compute initial score before splitting: Score: Raw -4168932.134181 + Penalty 5913.594558 = -4163018.539623 Trying to split cluster 1 (9626 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2934.407957 sec): 2 clusters Score: Raw -534685.578796 + Penalty 963.083420 = -533722.495375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2934.495926 sec): 3 clusters Score: Raw -529123.397540 + Penalty 1926.166840 = -527197.230700 nChanged 4389 SP:Iteration 1F (2934.597389 sec): 3 clusters Score: Raw -532038.771671 + Penalty 1926.166840 = -530112.604831 nChanged 781 SP:Iteration 2F (2934.686224 sec): 3 clusters Score: Raw -532700.896574 + Penalty 1926.166840 = -530774.729734 nChanged 793 SP:Iteration 3F (2934.765443 sec): 3 clusters Score: Raw -533296.758782 + Penalty 1926.166840 = -531370.591942 nChanged 693 SP:Iteration 4F (2934.863948 sec): 3 clusters Score: Raw -533819.834995 + Penalty 1926.166840 = -531893.668155 nChanged 583 SP:Iteration 5F (2934.968368 sec): 3 clusters Score: Raw -534199.494160 + Penalty 1926.166840 = -532273.327320 nChanged 455 SP:Iteration 6Q (2935.052136 sec): 3 clusters Score: Raw -534435.862718 + Penalty 1926.166840 = -532509.695877 nChanged 361 SP:Iteration 7Q (2935.154578 sec): 3 clusters Score: Raw -534626.690047 + Penalty 1926.166840 = -532700.523207 nChanged 319 SP:Iteration 8Q (2935.241959 sec): 3 clusters Score: Raw -534768.891262 + Penalty 1926.166840 = -532842.724421 nChanged 256 SP:Iteration 9Q (2935.342165 sec): 3 clusters Score: Raw -534862.524742 + Penalty 1926.166840 = -532936.357902 nChanged 220 SP:Iteration 10Q (2935.429815 sec): 3 clusters Score: Raw -534948.541932 + Penalty 1926.166840 = -533022.375092 nChanged 225 SP:Iteration 11Q (2935.511184 sec): 3 clusters Score: Raw -535032.877240 + Penalty 1926.166840 = -533106.710400 nChanged 170 SP:Iteration 12Q (2935.598231 sec): 3 clusters Score: Raw -535091.001563 + Penalty 1926.166840 = -533164.834723 nChanged 171 SP:Iteration 13Q (2935.706413 sec): 3 clusters Score: Raw -535141.641956 + Penalty 1926.166840 = -533215.475115 nChanged 147 SP:Iteration 14Q (2935.794803 sec): 3 clusters Score: Raw -535178.985096 + Penalty 1926.166840 = -533252.818255 nChanged 125 SP:Iteration 15Q (2935.890858 sec): 3 clusters Score: Raw -535211.461827 + Penalty 1926.166840 = -533285.294987 nChanged 113 SP:Iteration 16Q (2935.985924 sec): 3 clusters Score: Raw -535240.387730 + Penalty 1926.166840 = -533314.220890 nChanged 115 SP:Iteration 17Q (2936.081750 sec): 3 clusters Score: Raw -535268.107433 + Penalty 1926.166840 = -533341.940592 nChanged 105 SP:Iteration 18Q (2936.171515 sec): 3 clusters Score: Raw -535291.627458 + Penalty 1926.166840 = -533365.460618 nChanged 90 SP:Iteration 19Q (2936.263550 sec): 3 clusters Score: Raw -535314.596755 + Penalty 1926.166840 = -533388.429914 nChanged 87 SP:Iteration 20F (2936.336931 sec): 3 clusters Score: Raw -535336.217707 + Penalty 1926.166840 = -533410.050867 nChanged 76 SP:Iteration 21Q (2936.429067 sec): 3 clusters Score: Raw -535356.788983 + Penalty 1926.166840 = -533430.622143 nChanged 82 SP:Iteration 22Q (2936.527817 sec): 3 clusters Score: Raw -535388.370729 + Penalty 1926.166840 = -533462.203888 nChanged 94 SP:Iteration 23Q (2936.622831 sec): 3 clusters Score: Raw -535425.184938 + Penalty 1926.166840 = -533499.018097 nChanged 83 SP:Iteration 24Q (2936.723686 sec): 3 clusters Score: Raw -535452.165406 + Penalty 1926.166840 = -533525.998566 nChanged 64 SP:Iteration 25Q (2936.820134 sec): 3 clusters Score: Raw -535474.003276 + Penalty 1926.166840 = -533547.836435 nChanged 64 SP:Iteration 26Q (2936.920753 sec): 3 clusters Score: Raw -535507.535628 + Penalty 1926.166840 = -533581.368788 nChanged 74 SP:Iteration 27Q (2937.017943 sec): 3 clusters Score: Raw -535539.083607 + Penalty 1926.166840 = -533612.916767 nChanged 62 SP:Iteration 28Q (2937.121128 sec): 3 clusters Score: Raw -535568.138891 + Penalty 1926.166840 = -533641.972051 nChanged 69 SP:Iteration 29Q (2937.199639 sec): 3 clusters Score: Raw -535606.806448 + Penalty 1926.166840 = -533680.639607 nChanged 98 SP:Iteration 30Q (2937.301690 sec): 3 clusters Score: Raw -535653.360423 + Penalty 1926.166840 = -533727.193583 nChanged 95 SP:Iteration 31Q (2937.377269 sec): 3 clusters Score: Raw -535696.043862 + Penalty 1926.166840 = -533769.877021 nChanged 84 SP:Iteration 32Q (2937.470297 sec): 3 clusters Score: Raw -535730.187636 + Penalty 1926.166840 = -533804.020796 nChanged 82 SP:Iteration 33Q (2937.566573 sec): 3 clusters Score: Raw -535758.676050 + Penalty 1926.166840 = -533832.509210 nChanged 62 SP:Iteration 34Q (2937.674339 sec): 3 clusters Score: Raw -535776.260286 + Penalty 1926.166840 = -533850.093446 nChanged 60 SP:Iteration 35Q (2937.748600 sec): 3 clusters Score: Raw -535793.546426 + Penalty 1926.166840 = -533867.379585 nChanged 53 SP:Iteration 36Q (2937.837230 sec): 3 clusters Score: Raw -535806.335244 + Penalty 1926.166840 = -533880.168404 nChanged 38 SP:Iteration 37Q (2937.935364 sec): 3 clusters Score: Raw -535815.596928 + Penalty 1926.166840 = -533889.430088 nChanged 39 SP:Iteration 38Q (2938.014493 sec): 3 clusters Score: Raw -535832.817262 + Penalty 1926.166840 = -533906.650422 nChanged 46 SP:Iteration 39Q (2938.110957 sec): 3 clusters Score: Raw -535855.709778 + Penalty 1926.166840 = -533929.542938 nChanged 49 SP:Iteration 40F (2938.193855 sec): 3 clusters Score: Raw -535875.153908 + Penalty 1926.166840 = -533948.987068 nChanged 56 SP:Iteration 41Q (2938.301351 sec): 3 clusters Score: Raw -535897.667804 + Penalty 1926.166840 = -533971.500964 nChanged 45 SP:Iteration 42Q (2938.374328 sec): 3 clusters Score: Raw -535918.773377 + Penalty 1926.166840 = -533992.606536 nChanged 50 SP:Iteration 43Q (2938.474773 sec): 3 clusters Score: Raw -535941.766962 + Penalty 1926.166840 = -534015.600121 nChanged 55 SP:Iteration 44Q (2938.549220 sec): 3 clusters Score: Raw -535958.230909 + Penalty 1926.166840 = -534032.064068 nChanged 41 SP:Iteration 45Q (2938.647657 sec): 3 clusters Score: Raw -535969.182988 + Penalty 1926.166840 = -534043.016148 nChanged 36 SP:Iteration 46Q (2938.748950 sec): 3 clusters Score: Raw -535978.609944 + Penalty 1926.166840 = -534052.443104 nChanged 32 SP:Iteration 47Q (2938.850614 sec): 3 clusters Score: Raw -535985.692501 + Penalty 1926.166840 = -534059.525660 nChanged 22 SP:Iteration 48Q (2938.929112 sec): 3 clusters Score: Raw -535990.248316 + Penalty 1926.166840 = -534064.081476 nChanged 18 SP:Iteration 49Q (2939.018234 sec): 3 clusters Score: Raw -535994.905810 + Penalty 1926.166840 = -534068.738970 nChanged 18 SP:Iteration 50Q (2939.110725 sec): 3 clusters Score: Raw -535999.148869 + Penalty 1926.166840 = -534072.982029 nChanged 14 SP:Iteration 51Q (2939.215896 sec): 3 clusters Score: Raw -536001.692883 + Penalty 1926.166840 = -534075.526042 nChanged 14 SP:Iteration 52Q (2939.324663 sec): 3 clusters Score: Raw -536004.409138 + Penalty 1926.166840 = -534078.242298 nChanged 15 SP:Iteration 53Q (2939.449562 sec): 3 clusters Score: Raw -536008.232219 + Penalty 1926.166840 = -534082.065379 nChanged 12 SP:Iteration 54Q (2939.593526 sec): 3 clusters Score: Raw -536010.847938 + Penalty 1926.166840 = -534084.681098 nChanged 3 SP:Iteration 55Q (2939.703982 sec): 3 clusters Score: Raw -536011.279229 + Penalty 1926.166840 = -534085.112388 nChanged 5 SP:Iteration 56Q (2939.825610 sec): 3 clusters Score: Raw -536011.905990 + Penalty 1926.166840 = -534085.739150 nChanged 3 SP:Iteration 57Q (2939.910401 sec): 3 clusters Score: Raw -536012.257326 + Penalty 1926.166840 = -534086.090485 nChanged 2 SP:Iteration 58Q (2940.028424 sec): 3 clusters Score: Raw -536012.575341 + Penalty 1926.166840 = -534086.408500 nChanged 2 SP:Iteration 59Q (2940.152006 sec): 3 clusters Score: Raw -536013.142341 + Penalty 1926.166840 = -534086.975501 nChanged 2 SP:Iteration 60F (2940.279356 sec): 3 clusters Score: Raw -536013.563080 + Penalty 1926.166840 = -534087.396239 nChanged 0 Score: Raw -4170267.011971 + Penalty 7096.313470 = -4163170.698502 Splitting cluster 1 changes total score from -4163018.539623 to -4163170.698502 So it's getting split into cluster 6. Trying to split cluster 2 (44335 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2941.039765 sec): 2 clusters Score: Raw -2540502.834790 + Penalty 1123.450620 = -2539379.384170 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2941.200069 sec): 3 clusters Score: Raw -2512166.347817 + Penalty 2246.901239 = -2509919.446577 nChanged 21048 SP:Iteration 1F (2941.367962 sec): 3 clusters Score: Raw -2525906.173042 + Penalty 2246.901239 = -2523659.271802 nChanged 3751 SP:Iteration 2F (2941.581378 sec): 3 clusters Score: Raw -2528895.930615 + Penalty 2246.901239 = -2526649.029376 nChanged 4194 SP:Iteration 3F (2941.737817 sec): 3 clusters Score: Raw -2532552.787866 + Penalty 2246.901239 = -2530305.886626 nChanged 3823 SP:Iteration 4F (2941.953812 sec): 3 clusters Score: Raw -2535708.027746 + Penalty 2246.901239 = -2533461.126506 nChanged 2972 SP:Iteration 5F (2942.117048 sec): 3 clusters Score: Raw -2537757.393458 + Penalty 2246.901239 = -2535510.492218 nChanged 2086 SP:Iteration 6Q (2942.244469 sec): 3 clusters Score: Raw -2538932.437967 + Penalty 2246.901239 = -2536685.536727 nChanged 1522 SP:Iteration 7Q (2942.403157 sec): 3 clusters Score: Raw -2539766.774490 + Penalty 2246.901239 = -2537519.873251 nChanged 1182 SP:Iteration 8Q (2942.539953 sec): 3 clusters Score: Raw -2540441.382596 + Penalty 2246.901239 = -2538194.481357 nChanged 1039 SP:Iteration 9Q (2942.692944 sec): 3 clusters Score: Raw -2541166.479808 + Penalty 2246.901239 = -2538919.578569 nChanged 920 SP:Iteration 10Q (2942.839801 sec): 3 clusters Score: Raw -2541770.821818 + Penalty 2246.901239 = -2539523.920578 nChanged 780 SP:Iteration 11Q (2943.007397 sec): 3 clusters Score: Raw -2542210.811696 + Penalty 2246.901239 = -2539963.910457 nChanged 642 SP:Iteration 12Q (2943.170498 sec): 3 clusters Score: Raw -2542519.156687 + Penalty 2246.901239 = -2540272.255448 nChanged 544 SP:Iteration 13Q (2943.319643 sec): 3 clusters Score: Raw -2542731.236885 + Penalty 2246.901239 = -2540484.335645 nChanged 424 SP:Iteration 14Q (2943.442396 sec): 3 clusters Score: Raw -2542891.748314 + Penalty 2246.901239 = -2540644.847075 nChanged 360 SP:Iteration 15Q (2943.602407 sec): 3 clusters Score: Raw -2543012.794517 + Penalty 2246.901239 = -2540765.893277 nChanged 326 SP:Iteration 16Q (2943.743735 sec): 3 clusters Score: Raw -2543123.460942 + Penalty 2246.901239 = -2540876.559703 nChanged 347 SP:Iteration 17Q (2943.883116 sec): 3 clusters Score: Raw -2543237.769386 + Penalty 2246.901239 = -2540990.868147 nChanged 358 SP:Iteration 18Q (2944.021892 sec): 3 clusters Score: Raw -2543361.690574 + Penalty 2246.901239 = -2541114.789334 nChanged 365 SP:Iteration 19Q (2944.155439 sec): 3 clusters Score: Raw -2543498.872970 + Penalty 2246.901239 = -2541251.971731 nChanged 361 SP:Iteration 20F (2944.301797 sec): 3 clusters Score: Raw -2543639.462755 + Penalty 2246.901239 = -2541392.561516 nChanged 317 SP:Iteration 21Q (2944.451627 sec): 3 clusters Score: Raw -2543761.708122 + Penalty 2246.901239 = -2541514.806883 nChanged 278 SP:Iteration 22Q (2944.590661 sec): 3 clusters Score: Raw -2543853.173576 + Penalty 2246.901239 = -2541606.272337 nChanged 262 SP:Iteration 23Q (2944.730581 sec): 3 clusters Score: Raw -2543930.063625 + Penalty 2246.901239 = -2541683.162385 nChanged 228 SP:Iteration 24Q (2944.869442 sec): 3 clusters Score: Raw -2543987.699383 + Penalty 2246.901239 = -2541740.798143 nChanged 184 SP:Iteration 25Q (2945.028841 sec): 3 clusters Score: Raw -2544028.812862 + Penalty 2246.901239 = -2541781.911622 nChanged 168 SP:Iteration 26Q (2945.188715 sec): 3 clusters Score: Raw -2544067.313239 + Penalty 2246.901239 = -2541820.412000 nChanged 173 SP:Iteration 27Q (2945.331747 sec): 3 clusters Score: Raw -2544108.478505 + Penalty 2246.901239 = -2541861.577266 nChanged 166 SP:Iteration 28Q (2945.470964 sec): 3 clusters Score: Raw -2544146.904462 + Penalty 2246.901239 = -2541900.003223 nChanged 157 SP:Iteration 29Q (2945.616693 sec): 3 clusters Score: Raw -2544188.577484 + Penalty 2246.901239 = -2541941.676245 nChanged 164 SP:Iteration 30Q (2945.749202 sec): 3 clusters Score: Raw -2544235.859591 + Penalty 2246.901239 = -2541988.958352 nChanged 148 SP:Iteration 31Q (2945.910648 sec): 3 clusters Score: Raw -2544272.683808 + Penalty 2246.901239 = -2542025.782569 nChanged 146 SP:Iteration 32Q (2946.047806 sec): 3 clusters Score: Raw -2544307.221914 + Penalty 2246.901239 = -2542060.320675 nChanged 154 SP:Iteration 33Q (2946.178158 sec): 3 clusters Score: Raw -2544344.357550 + Penalty 2246.901239 = -2542097.456311 nChanged 146 SP:Iteration 34Q (2946.304117 sec): 3 clusters Score: Raw -2544382.357673 + Penalty 2246.901239 = -2542135.456433 nChanged 153 SP:Iteration 35Q (2946.448558 sec): 3 clusters Score: Raw -2544420.626069 + Penalty 2246.901239 = -2542173.724829 nChanged 144 SP:Iteration 36Q (2946.570907 sec): 3 clusters Score: Raw -2544461.331262 + Penalty 2246.901239 = -2542214.430023 nChanged 147 SP:Iteration 37Q (2946.705041 sec): 3 clusters Score: Raw -2544503.762067 + Penalty 2246.901239 = -2542256.860827 nChanged 131 SP:Iteration 38Q (2946.863121 sec): 3 clusters Score: Raw -2544542.044631 + Penalty 2246.901239 = -2542295.143391 nChanged 119 SP:Iteration 39Q (2947.000260 sec): 3 clusters Score: Raw -2544572.111613 + Penalty 2246.901239 = -2542325.210374 nChanged 116 SP:Iteration 40F (2947.177984 sec): 3 clusters Score: Raw -2544599.226730 + Penalty 2246.901239 = -2542352.325490 nChanged 93 SP:Iteration 41Q (2947.334156 sec): 3 clusters Score: Raw -2544618.836752 + Penalty 2246.901239 = -2542371.935513 nChanged 105 SP:Iteration 42Q (2947.511151 sec): 3 clusters Score: Raw -2544641.077172 + Penalty 2246.901239 = -2542394.175932 nChanged 89 SP:Iteration 43Q (2947.663894 sec): 3 clusters Score: Raw -2544656.129550 + Penalty 2246.901239 = -2542409.228310 nChanged 77 SP:Iteration 44Q (2947.828692 sec): 3 clusters Score: Raw -2544669.884021 + Penalty 2246.901239 = -2542422.982781 nChanged 71 SP:Iteration 45Q (2948.018094 sec): 3 clusters Score: Raw -2544682.670428 + Penalty 2246.901239 = -2542435.769188 nChanged 71 SP:Iteration 46Q (2948.196177 sec): 3 clusters Score: Raw -2544696.903763 + Penalty 2246.901239 = -2542450.002523 nChanged 63 SP:Iteration 47Q (2948.359617 sec): 3 clusters Score: Raw -2544710.034845 + Penalty 2246.901239 = -2542463.133606 nChanged 57 SP:Iteration 48Q (2948.519102 sec): 3 clusters Score: Raw -2544721.517670 + Penalty 2246.901239 = -2542474.616431 nChanged 58 SP:Iteration 49Q (2948.678373 sec): 3 clusters Score: Raw -2544730.184879 + Penalty 2246.901239 = -2542483.283639 nChanged 61 SP:Iteration 50Q (2948.849482 sec): 3 clusters Score: Raw -2544740.449282 + Penalty 2246.901239 = -2542493.548043 nChanged 43 SP:Iteration 51Q (2949.016031 sec): 3 clusters Score: Raw -2544748.071365 + Penalty 2246.901239 = -2542501.170126 nChanged 44 SP:Iteration 52Q (2949.161117 sec): 3 clusters Score: Raw -2544755.937626 + Penalty 2246.901239 = -2542509.036386 nChanged 42 SP:Iteration 53Q (2949.317289 sec): 3 clusters Score: Raw -2544762.596180 + Penalty 2246.901239 = -2542515.694941 nChanged 30 SP:Iteration 54Q (2949.509296 sec): 3 clusters Score: Raw -2544766.374126 + Penalty 2246.901239 = -2542519.472886 nChanged 23 SP:Iteration 55Q (2949.676448 sec): 3 clusters Score: Raw -2544769.133104 + Penalty 2246.901239 = -2542522.231865 nChanged 19 SP:Iteration 56Q (2949.819300 sec): 3 clusters Score: Raw -2544770.619153 + Penalty 2246.901239 = -2542523.717913 nChanged 16 SP:Iteration 57Q (2949.948917 sec): 3 clusters Score: Raw -2544772.249281 + Penalty 2246.901239 = -2542525.348041 nChanged 19 SP:Iteration 58Q (2950.103231 sec): 3 clusters Score: Raw -2544773.984154 + Penalty 2246.901239 = -2542527.082914 nChanged 14 SP:Iteration 59Q (2950.224325 sec): 3 clusters Score: Raw -2544775.367092 + Penalty 2246.901239 = -2542528.465852 nChanged 10 SP:Iteration 60F (2950.370765 sec): 3 clusters Score: Raw -2544776.322607 + Penalty 2246.901239 = -2542529.421368 nChanged 7 SP:Iteration 61Q (2950.518792 sec): 3 clusters Score: Raw -2544776.826464 + Penalty 2246.901239 = -2542529.925225 nChanged 6 SP:Iteration 62Q (2950.635356 sec): 3 clusters Score: Raw -2544777.154083 + Penalty 2246.901239 = -2542530.252843 nChanged 4 SP:Iteration 63Q (2950.797661 sec): 3 clusters Score: Raw -2544777.260236 + Penalty 2246.901239 = -2542530.358996 nChanged 1 SP:Iteration 64Q (2950.934896 sec): 3 clusters Score: Raw -2544777.278428 + Penalty 2246.901239 = -2542530.377189 nChanged 0 SP:Iteration 65F (2951.079662 sec): 3 clusters Score: Raw -2544777.278428 + Penalty 2246.901239 = -2542530.377189 nChanged 0 Score: Raw -4174541.455609 + Penalty 8279.032381 = -4166262.423228 Splitting cluster 2 changes total score from -4163018.539623 to -4166262.423228 So it's getting split into cluster 7. Trying to split cluster 3 (7315 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2951.745915 sec): 2 clusters Score: Raw -310281.916873 + Penalty 934.256643 = -309347.660230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2951.839258 sec): 3 clusters Score: Raw -306298.821419 + Penalty 1868.513286 = -304430.308133 nChanged 3179 SP:Iteration 1F (2951.937528 sec): 3 clusters Score: Raw -309458.505007 + Penalty 1868.513286 = -307589.991721 nChanged 995 SP:Iteration 2F (2952.011201 sec): 3 clusters Score: Raw -310960.663599 + Penalty 1868.513286 = -309092.150313 nChanged 728 SP:Iteration 3F (2952.118520 sec): 3 clusters Score: Raw -312089.012227 + Penalty 1868.513286 = -310220.498941 nChanged 501 SP:Iteration 4F (2952.197902 sec): 3 clusters Score: Raw -312582.124259 + Penalty 1868.513286 = -310713.610973 nChanged 280 SP:Iteration 5Q (2952.285165 sec): 3 clusters Score: Raw -312744.864354 + Penalty 1868.513286 = -310876.351068 nChanged 169 SP:Iteration 6Q (2952.389429 sec): 3 clusters Score: Raw -312816.904763 + Penalty 1868.513286 = -310948.391478 nChanged 113 SP:Iteration 7Q (2952.464832 sec): 3 clusters Score: Raw -312857.788793 + Penalty 1868.513286 = -310989.275507 nChanged 75 SP:Iteration 8Q (2952.565272 sec): 3 clusters Score: Raw -312875.364424 + Penalty 1868.513286 = -311006.851138 nChanged 45 SP:Iteration 9Q (2952.634221 sec): 3 clusters Score: Raw -312887.844597 + Penalty 1868.513286 = -311019.331312 nChanged 45 SP:Iteration 10Q (2952.714304 sec): 3 clusters Score: Raw -312896.622661 + Penalty 1868.513286 = -311028.109375 nChanged 41 SP:Iteration 11Q (2952.795539 sec): 3 clusters Score: Raw -312907.679675 + Penalty 1868.513286 = -311039.166389 nChanged 34 SP:Iteration 12Q (2952.897779 sec): 3 clusters Score: Raw -312917.834339 + Penalty 1868.513286 = -311049.321053 nChanged 42 SP:Iteration 13Q (2952.979173 sec): 3 clusters Score: Raw -312926.168389 + Penalty 1868.513286 = -311057.655103 nChanged 32 SP:Iteration 14Q (2953.080868 sec): 3 clusters Score: Raw -312935.978770 + Penalty 1868.513286 = -311067.465484 nChanged 40 SP:Iteration 15Q (2953.165079 sec): 3 clusters Score: Raw -312948.040625 + Penalty 1868.513286 = -311079.527339 nChanged 44 SP:Iteration 16Q (2953.259076 sec): 3 clusters Score: Raw -312958.543724 + Penalty 1868.513286 = -311090.030438 nChanged 34 SP:Iteration 17Q (2953.331702 sec): 3 clusters Score: Raw -312965.637545 + Penalty 1868.513286 = -311097.124259 nChanged 34 SP:Iteration 18Q (2953.425451 sec): 3 clusters Score: Raw -312974.608373 + Penalty 1868.513286 = -311106.095087 nChanged 45 SP:Iteration 19Q (2953.507404 sec): 3 clusters Score: Raw -312990.931261 + Penalty 1868.513286 = -311122.417975 nChanged 47 SP:Iteration 20F (2953.592807 sec): 3 clusters Score: Raw -313013.833930 + Penalty 1868.513286 = -311145.320644 nChanged 58 SP:Iteration 21Q (2953.683367 sec): 3 clusters Score: Raw -313032.498856 + Penalty 1868.513286 = -311163.985570 nChanged 56 SP:Iteration 22Q (2953.776733 sec): 3 clusters Score: Raw -313048.872577 + Penalty 1868.513286 = -311180.359291 nChanged 48 SP:Iteration 23Q (2953.855026 sec): 3 clusters Score: Raw -313065.487317 + Penalty 1868.513286 = -311196.974031 nChanged 40 SP:Iteration 24Q (2953.959266 sec): 3 clusters Score: Raw -313083.483257 + Penalty 1868.513286 = -311214.969972 nChanged 48 SP:Iteration 25Q (2954.046820 sec): 3 clusters Score: Raw -313118.012314 + Penalty 1868.513286 = -311249.499028 nChanged 60 SP:Iteration 26Q (2954.112482 sec): 3 clusters Score: Raw -313199.763149 + Penalty 1868.513286 = -311331.249863 nChanged 68 SP:Iteration 27Q (2954.207815 sec): 3 clusters Score: Raw -313265.716796 + Penalty 1868.513286 = -311397.203510 nChanged 64 SP:Iteration 28Q (2954.296361 sec): 3 clusters Score: Raw -313296.330955 + Penalty 1868.513286 = -311427.817669 nChanged 42 SP:Iteration 29Q (2954.385664 sec): 3 clusters Score: Raw -313311.865027 + Penalty 1868.513286 = -311443.351741 nChanged 33 SP:Iteration 30Q (2954.462426 sec): 3 clusters Score: Raw -313322.864842 + Penalty 1868.513286 = -311454.351556 nChanged 26 SP:Iteration 31Q (2954.546200 sec): 3 clusters Score: Raw -313329.915655 + Penalty 1868.513286 = -311461.402369 nChanged 14 SP:Iteration 32Q (2954.632167 sec): 3 clusters Score: Raw -313333.011629 + Penalty 1868.513286 = -311464.498343 nChanged 12 SP:Iteration 33Q (2954.722526 sec): 3 clusters Score: Raw -313335.456914 + Penalty 1868.513286 = -311466.943628 nChanged 14 SP:Iteration 34Q (2954.825345 sec): 3 clusters Score: Raw -313338.040016 + Penalty 1868.513286 = -311469.526730 nChanged 14 SP:Iteration 35Q (2954.934758 sec): 3 clusters Score: Raw -313341.299309 + Penalty 1868.513286 = -311472.786023 nChanged 14 SP:Iteration 36Q (2955.047665 sec): 3 clusters Score: Raw -313343.332083 + Penalty 1868.513286 = -311474.818797 nChanged 11 SP:Iteration 37Q (2955.108797 sec): 3 clusters Score: Raw -313345.130508 + Penalty 1868.513286 = -311476.617222 nChanged 6 SP:Iteration 38Q (2955.224759 sec): 3 clusters Score: Raw -313345.553744 + Penalty 1868.513286 = -311477.040459 nChanged 2 SP:Iteration 39Q (2955.334832 sec): 3 clusters Score: Raw -313345.681013 + Penalty 1868.513286 = -311477.167727 nChanged 2 SP:Iteration 40F (2955.449580 sec): 3 clusters Score: Raw -313345.854919 + Penalty 1868.513286 = -311477.341633 nChanged 0 Score: Raw -4177605.393656 + Penalty 9461.751293 = -4168143.642363 Splitting cluster 3 changes total score from -4163018.539623 to -4168143.642363 So it's getting split into cluster 8. Trying to split cluster 4 (5306 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2956.325848 sec): 2 clusters Score: Raw -249087.991046 + Penalty 900.542321 = -248187.448724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2956.414264 sec): 3 clusters Score: Raw -246248.935325 + Penalty 1801.084642 = -244447.850683 nChanged 2302 SP:Iteration 1F (2956.536706 sec): 3 clusters Score: Raw -248305.592171 + Penalty 1801.084642 = -246504.507529 nChanged 619 SP:Iteration 2F (2956.635216 sec): 3 clusters Score: Raw -249285.839129 + Penalty 1801.084642 = -247484.754487 nChanged 589 SP:Iteration 3F (2956.750701 sec): 3 clusters Score: Raw -250085.563574 + Penalty 1801.084642 = -248284.478931 nChanged 515 SP:Iteration 4F (2956.843117 sec): 3 clusters Score: Raw -250681.995363 + Penalty 1801.084642 = -248880.910721 nChanged 389 SP:Iteration 5F (2956.930997 sec): 3 clusters Score: Raw -251098.256979 + Penalty 1801.084642 = -249297.172336 nChanged 309 SP:Iteration 6F (2957.039325 sec): 3 clusters Score: Raw -251446.705701 + Penalty 1801.084642 = -249645.621059 nChanged 228 SP:Iteration 7Q (2957.126283 sec): 3 clusters Score: Raw -251740.767756 + Penalty 1801.084642 = -249939.683114 nChanged 177 SP:Iteration 8Q (2957.256452 sec): 3 clusters Score: Raw -252002.651956 + Penalty 1801.084642 = -250201.567314 nChanged 118 SP:Iteration 9Q (2957.342476 sec): 3 clusters Score: Raw -252097.089195 + Penalty 1801.084642 = -250296.004553 nChanged 57 SP:Iteration 10Q (2957.430629 sec): 3 clusters Score: Raw -252143.292009 + Penalty 1801.084642 = -250342.207367 nChanged 41 SP:Iteration 11Q (2957.511037 sec): 3 clusters Score: Raw -252165.529289 + Penalty 1801.084642 = -250364.444647 nChanged 27 SP:Iteration 12Q (2957.600019 sec): 3 clusters Score: Raw -252175.614458 + Penalty 1801.084642 = -250374.529816 nChanged 18 SP:Iteration 13Q (2957.709022 sec): 3 clusters Score: Raw -252184.196656 + Penalty 1801.084642 = -250383.112014 nChanged 8 SP:Iteration 14Q (2957.821344 sec): 3 clusters Score: Raw -252188.111400 + Penalty 1801.084642 = -250387.026757 nChanged 12 SP:Iteration 15Q (2957.898072 sec): 3 clusters Score: Raw -252193.997247 + Penalty 1801.084642 = -250392.912605 nChanged 8 SP:Iteration 16Q (2957.985195 sec): 3 clusters Score: Raw -252196.796402 + Penalty 1801.084642 = -250395.711760 nChanged 9 SP:Iteration 17Q (2958.081140 sec): 3 clusters Score: Raw -252199.919980 + Penalty 1801.084642 = -250398.835338 nChanged 9 SP:Iteration 18Q (2958.185507 sec): 3 clusters Score: Raw -252201.946415 + Penalty 1801.084642 = -250400.861772 nChanged 3 SP:Iteration 19Q (2958.275914 sec): 3 clusters Score: Raw -252202.628038 + Penalty 1801.084642 = -250401.543396 nChanged 3 SP:Iteration 20F (2958.372720 sec): 3 clusters Score: Raw -252217.220023 + Penalty 1801.084642 = -250416.135381 nChanged 6 SP:Iteration 21Q (2958.497694 sec): 3 clusters Score: Raw -252259.144673 + Penalty 1801.084642 = -250458.060031 nChanged 13 SP:Iteration 22Q (2958.586803 sec): 3 clusters Score: Raw -252294.926472 + Penalty 1801.084642 = -250493.841830 nChanged 16 SP:Iteration 23Q (2958.686138 sec): 3 clusters Score: Raw -252314.676422 + Penalty 1801.084642 = -250513.591780 nChanged 16 SP:Iteration 24Q (2958.763329 sec): 3 clusters Score: Raw -252333.572743 + Penalty 1801.084642 = -250532.488100 nChanged 9 SP:Iteration 25Q (2958.853611 sec): 3 clusters Score: Raw -252338.810207 + Penalty 1801.084642 = -250537.725565 nChanged 9 SP:Iteration 26Q (2958.941004 sec): 3 clusters Score: Raw -252344.308905 + Penalty 1801.084642 = -250543.224263 nChanged 9 SP:Iteration 27Q (2959.061473 sec): 3 clusters Score: Raw -252346.506159 + Penalty 1801.084642 = -250545.421517 nChanged 6 SP:Iteration 28Q (2959.130454 sec): 3 clusters Score: Raw -252347.445876 + Penalty 1801.084642 = -250546.361234 nChanged 2 SP:Iteration 29Q (2959.260993 sec): 3 clusters Score: Raw -252347.638039 + Penalty 1801.084642 = -250546.553397 nChanged 1 SP:Iteration 30Q (2959.353502 sec): 3 clusters Score: Raw -252347.694266 + Penalty 1801.084642 = -250546.609624 nChanged 0 SP:Iteration 31F (2959.438281 sec): 3 clusters Score: Raw -252349.495145 + Penalty 1801.084642 = -250548.410503 nChanged 3 SP:Iteration 32Q (2959.529726 sec): 3 clusters Score: Raw -252355.193423 + Penalty 1801.084642 = -250554.108781 nChanged 7 SP:Iteration 33Q (2959.610827 sec): 3 clusters Score: Raw -252373.343778 + Penalty 1801.084642 = -250572.259136 nChanged 15 SP:Iteration 34Q (2959.715637 sec): 3 clusters Score: Raw -252421.966750 + Penalty 1801.084642 = -250620.882107 nChanged 24 SP:Iteration 35Q (2959.783323 sec): 3 clusters Score: Raw -252456.451853 + Penalty 1801.084642 = -250655.367211 nChanged 22 SP:Iteration 36Q (2959.889501 sec): 3 clusters Score: Raw -252475.501710 + Penalty 1801.084642 = -250674.417067 nChanged 15 SP:Iteration 37Q (2959.968438 sec): 3 clusters Score: Raw -252504.585560 + Penalty 1801.084642 = -250703.500917 nChanged 24 SP:Iteration 38Q (2960.067396 sec): 3 clusters Score: Raw -252526.655609 + Penalty 1801.084642 = -250725.570967 nChanged 14 SP:Iteration 39Q (2960.147315 sec): 3 clusters Score: Raw -252544.264917 + Penalty 1801.084642 = -250743.180275 nChanged 11 SP:Iteration 40F (2960.234508 sec): 3 clusters Score: Raw -252587.859945 + Penalty 1801.084642 = -250786.775303 nChanged 31 SP:Iteration 41Q (2960.330113 sec): 3 clusters Score: Raw -252655.818305 + Penalty 1801.084642 = -250854.733663 nChanged 32 SP:Iteration 42Q (2960.408092 sec): 3 clusters Score: Raw -252695.156829 + Penalty 1801.084642 = -250894.072187 nChanged 33 SP:Iteration 43Q (2960.494937 sec): 3 clusters Score: Raw -252723.711332 + Penalty 1801.084642 = -250922.626689 nChanged 30 SP:Iteration 44Q (2960.588113 sec): 3 clusters Score: Raw -252749.044678 + Penalty 1801.084642 = -250947.960036 nChanged 25 SP:Iteration 45Q (2960.672498 sec): 3 clusters Score: Raw -252774.173737 + Penalty 1801.084642 = -250973.089095 nChanged 21 SP:Iteration 46Q (2960.772355 sec): 3 clusters Score: Raw -252790.749150 + Penalty 1801.084642 = -250989.664507 nChanged 21 SP:Iteration 47Q (2960.846458 sec): 3 clusters Score: Raw -252801.254767 + Penalty 1801.084642 = -251000.170125 nChanged 18 SP:Iteration 48Q (2960.945666 sec): 3 clusters Score: Raw -252810.267467 + Penalty 1801.084642 = -251009.182824 nChanged 23 SP:Iteration 49Q (2961.035386 sec): 3 clusters Score: Raw -252820.069647 + Penalty 1801.084642 = -251018.985005 nChanged 17 SP:Iteration 50Q (2961.121636 sec): 3 clusters Score: Raw -252826.688067 + Penalty 1801.084642 = -251025.603424 nChanged 13 SP:Iteration 51Q (2961.202536 sec): 3 clusters Score: Raw -252830.849298 + Penalty 1801.084642 = -251029.764656 nChanged 8 SP:Iteration 52Q (2961.286551 sec): 3 clusters Score: Raw -252832.707475 + Penalty 1801.084642 = -251031.622833 nChanged 8 SP:Iteration 53Q (2961.374145 sec): 3 clusters Score: Raw -252834.415223 + Penalty 1801.084642 = -251033.330580 nChanged 4 SP:Iteration 54Q (2961.460935 sec): 3 clusters Score: Raw -252835.136235 + Penalty 1801.084642 = -251034.051593 nChanged 2 SP:Iteration 55Q (2961.547826 sec): 3 clusters Score: Raw -252837.349095 + Penalty 1801.084642 = -251036.264453 nChanged 4 SP:Iteration 56Q (2961.634299 sec): 3 clusters Score: Raw -252839.314920 + Penalty 1801.084642 = -251038.230278 nChanged 4 SP:Iteration 57Q (2961.711674 sec): 3 clusters Score: Raw -252840.357083 + Penalty 1801.084642 = -251039.272441 nChanged 2 SP:Iteration 58Q (2961.804854 sec): 3 clusters Score: Raw -252840.824222 + Penalty 1801.084642 = -251039.739580 nChanged 1 SP:Iteration 59Q (2961.905854 sec): 3 clusters Score: Raw -252840.954935 + Penalty 1801.084642 = -251039.870292 nChanged 0 SP:Iteration 60F (2961.976078 sec): 3 clusters Score: Raw -252841.165211 + Penalty 1801.084642 = -251040.080568 nChanged 1 SP:Iteration 61Q (2962.054676 sec): 3 clusters Score: Raw -252841.471944 + Penalty 1801.084642 = -251040.387302 nChanged 0 SP:Iteration 62F (2962.165462 sec): 3 clusters Score: Raw -252841.471944 + Penalty 1801.084642 = -251040.387302 nChanged 0 Score: Raw -4181358.874554 + Penalty 10644.470204 = -4170714.404350 Splitting cluster 4 changes total score from -4163018.539623 to -4170714.404350 So it's getting split into cluster 9. Trying to split cluster 5 (11346 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2963.004526 sec): 2 clusters Score: Raw -633242.990233 + Penalty 980.345156 = -632262.645076 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2963.101093 sec): 3 clusters Score: Raw -626530.392392 + Penalty 1960.690313 = -624569.702079 nChanged 5099 SP:Iteration 1F (2963.201603 sec): 3 clusters Score: Raw -629705.219789 + Penalty 1960.690313 = -627744.529476 nChanged 894 SP:Iteration 2F (2963.294485 sec): 3 clusters Score: Raw -630309.802875 + Penalty 1960.690313 = -628349.112563 nChanged 863 SP:Iteration 3F (2963.399073 sec): 3 clusters Score: Raw -630961.627333 + Penalty 1960.690313 = -629000.937020 nChanged 849 SP:Iteration 4F (2963.467848 sec): 3 clusters Score: Raw -631646.296150 + Penalty 1960.690313 = -629685.605837 nChanged 751 SP:Iteration 5F (2963.568348 sec): 3 clusters Score: Raw -632208.769266 + Penalty 1960.690313 = -630248.078953 nChanged 624 SP:Iteration 6F (2963.653216 sec): 3 clusters Score: Raw -632674.007155 + Penalty 1960.690313 = -630713.316842 nChanged 504 SP:Iteration 7Q (2963.748763 sec): 3 clusters Score: Raw -633014.440107 + Penalty 1960.690313 = -631053.749794 nChanged 403 SP:Iteration 8Q (2963.848334 sec): 3 clusters Score: Raw -633253.235440 + Penalty 1960.690313 = -631292.545127 nChanged 289 SP:Iteration 9Q (2963.918922 sec): 3 clusters Score: Raw -633412.480449 + Penalty 1960.690313 = -631451.790136 nChanged 251 SP:Iteration 10Q (2964.034223 sec): 3 clusters Score: Raw -633526.936346 + Penalty 1960.690313 = -631566.246033 nChanged 218 SP:Iteration 11Q (2964.125357 sec): 3 clusters Score: Raw -633614.243793 + Penalty 1960.690313 = -631653.553480 nChanged 195 SP:Iteration 12Q (2964.210145 sec): 3 clusters Score: Raw -633676.086423 + Penalty 1960.690313 = -631715.396110 nChanged 164 SP:Iteration 13Q (2964.310611 sec): 3 clusters Score: Raw -633720.620880 + Penalty 1960.690313 = -631759.930567 nChanged 120 SP:Iteration 14Q (2964.392912 sec): 3 clusters Score: Raw -633749.540514 + Penalty 1960.690313 = -631788.850201 nChanged 111 SP:Iteration 15Q (2964.499720 sec): 3 clusters Score: Raw -633773.615391 + Penalty 1960.690313 = -631812.925078 nChanged 98 SP:Iteration 16Q (2964.594435 sec): 3 clusters Score: Raw -633793.149819 + Penalty 1960.690313 = -631832.459506 nChanged 86 SP:Iteration 17Q (2964.681317 sec): 3 clusters Score: Raw -633811.182120 + Penalty 1960.690313 = -631850.491807 nChanged 91 SP:Iteration 18Q (2964.796840 sec): 3 clusters Score: Raw -633831.006651 + Penalty 1960.690313 = -631870.316338 nChanged 77 SP:Iteration 19Q (2964.942472 sec): 3 clusters Score: Raw -633847.413852 + Penalty 1960.690313 = -631886.723539 nChanged 79 SP:Iteration 20F (2965.044387 sec): 3 clusters Score: Raw -633866.364480 + Penalty 1960.690313 = -631905.674167 nChanged 85 SP:Iteration 21Q (2965.147752 sec): 3 clusters Score: Raw -633880.393845 + Penalty 1960.690313 = -631919.703532 nChanged 74 SP:Iteration 22Q (2965.281869 sec): 3 clusters Score: Raw -633894.638516 + Penalty 1960.690313 = -631933.948203 nChanged 77 SP:Iteration 23Q (2965.387968 sec): 3 clusters Score: Raw -633908.822208 + Penalty 1960.690313 = -631948.131895 nChanged 71 SP:Iteration 24Q (2965.501965 sec): 3 clusters Score: Raw -633919.964022 + Penalty 1960.690313 = -631959.273709 nChanged 56 SP:Iteration 25Q (2965.632905 sec): 3 clusters Score: Raw -633927.542551 + Penalty 1960.690313 = -631966.852238 nChanged 51 SP:Iteration 26Q (2965.744223 sec): 3 clusters Score: Raw -633934.652366 + Penalty 1960.690313 = -631973.962053 nChanged 47 SP:Iteration 27Q (2965.867085 sec): 3 clusters Score: Raw -633940.593534 + Penalty 1960.690313 = -631979.903221 nChanged 49 SP:Iteration 28Q (2966.017592 sec): 3 clusters Score: Raw -633947.215954 + Penalty 1960.690313 = -631986.525641 nChanged 49 SP:Iteration 29Q (2966.151772 sec): 3 clusters Score: Raw -633953.813171 + Penalty 1960.690313 = -631993.122858 nChanged 54 SP:Iteration 30Q (2966.299408 sec): 3 clusters Score: Raw -633960.518276 + Penalty 1960.690313 = -631999.827963 nChanged 45 SP:Iteration 31Q (2966.456630 sec): 3 clusters Score: Raw -633965.743360 + Penalty 1960.690313 = -632005.053047 nChanged 42 SP:Iteration 32Q (2966.585677 sec): 3 clusters Score: Raw -633969.693938 + Penalty 1960.690313 = -632009.003625 nChanged 37 SP:Iteration 33Q (2966.716004 sec): 3 clusters Score: Raw -633973.176399 + Penalty 1960.690313 = -632012.486086 nChanged 33 SP:Iteration 34Q (2966.851140 sec): 3 clusters Score: Raw -633976.520509 + Penalty 1960.690313 = -632015.830196 nChanged 44 SP:Iteration 35Q (2966.962192 sec): 3 clusters Score: Raw -633981.590185 + Penalty 1960.690313 = -632020.899872 nChanged 46 SP:Iteration 36Q (2967.070103 sec): 3 clusters Score: Raw -633987.228636 + Penalty 1960.690313 = -632026.538323 nChanged 47 SP:Iteration 37Q (2967.208004 sec): 3 clusters Score: Raw -633993.187371 + Penalty 1960.690313 = -632032.497058 nChanged 45 SP:Iteration 38Q (2967.314107 sec): 3 clusters Score: Raw -633998.305198 + Penalty 1960.690313 = -632037.614885 nChanged 43 SP:Iteration 39Q (2967.434075 sec): 3 clusters Score: Raw -634002.387304 + Penalty 1960.690313 = -632041.696991 nChanged 44 SP:Iteration 40F (2967.540356 sec): 3 clusters Score: Raw -634007.882369 + Penalty 1960.690313 = -632047.192056 nChanged 38 SP:Iteration 41Q (2967.659198 sec): 3 clusters Score: Raw -634012.276432 + Penalty 1960.690313 = -632051.586119 nChanged 36 SP:Iteration 42Q (2967.808168 sec): 3 clusters Score: Raw -634016.186444 + Penalty 1960.690313 = -632055.496131 nChanged 44 SP:Iteration 43Q (2967.955963 sec): 3 clusters Score: Raw -634020.543818 + Penalty 1960.690313 = -632059.853505 nChanged 33 SP:Iteration 44Q (2968.058055 sec): 3 clusters Score: Raw -634024.027987 + Penalty 1960.690313 = -632063.337674 nChanged 32 SP:Iteration 45Q (2968.186855 sec): 3 clusters Score: Raw -634026.907602 + Penalty 1960.690313 = -632066.217289 nChanged 29 SP:Iteration 46Q (2968.305918 sec): 3 clusters Score: Raw -634029.218837 + Penalty 1960.690313 = -632068.528524 nChanged 25 SP:Iteration 47Q (2968.425102 sec): 3 clusters Score: Raw -634031.224479 + Penalty 1960.690313 = -632070.534166 nChanged 21 SP:Iteration 48Q (2968.568802 sec): 3 clusters Score: Raw -634032.541244 + Penalty 1960.690313 = -632071.850931 nChanged 17 SP:Iteration 49Q (2968.672211 sec): 3 clusters Score: Raw -634033.650558 + Penalty 1960.690313 = -632072.960245 nChanged 12 SP:Iteration 50Q (2968.769812 sec): 3 clusters Score: Raw -634034.535243 + Penalty 1960.690313 = -632073.844930 nChanged 12 SP:Iteration 51Q (2968.894190 sec): 3 clusters Score: Raw -634035.141495 + Penalty 1960.690313 = -632074.451182 nChanged 12 SP:Iteration 52Q (2968.994750 sec): 3 clusters Score: Raw -634036.140455 + Penalty 1960.690313 = -632075.450142 nChanged 12 SP:Iteration 53Q (2969.116714 sec): 3 clusters Score: Raw -634036.983084 + Penalty 1960.690313 = -632076.292771 nChanged 13 SP:Iteration 54Q (2969.252048 sec): 3 clusters Score: Raw -634037.971613 + Penalty 1960.690313 = -632077.281300 nChanged 21 SP:Iteration 55Q (2969.360887 sec): 3 clusters Score: Raw -634040.000231 + Penalty 1960.690313 = -632079.309918 nChanged 21 SP:Iteration 56Q (2969.459715 sec): 3 clusters Score: Raw -634042.149944 + Penalty 1960.690313 = -632081.459631 nChanged 23 SP:Iteration 57Q (2969.578143 sec): 3 clusters Score: Raw -634044.133166 + Penalty 1960.690313 = -632083.442853 nChanged 23 SP:Iteration 58Q (2969.704963 sec): 3 clusters Score: Raw -634046.253653 + Penalty 1960.690313 = -632085.563340 nChanged 23 SP:Iteration 59Q (2969.808286 sec): 3 clusters Score: Raw -634048.656762 + Penalty 1960.690313 = -632087.966449 nChanged 22 SP:Iteration 60F (2969.902684 sec): 3 clusters Score: Raw -634051.277072 + Penalty 1960.690313 = -632090.586759 nChanged 37 SP:Iteration 61Q (2970.017169 sec): 3 clusters Score: Raw -634056.274454 + Penalty 1960.690313 = -632095.584141 nChanged 38 SP:Iteration 62Q (2970.134453 sec): 3 clusters Score: Raw -634060.458965 + Penalty 1960.690313 = -632099.768652 nChanged 35 SP:Iteration 63Q (2970.227289 sec): 3 clusters Score: Raw -634064.387420 + Penalty 1960.690313 = -632103.697108 nChanged 29 SP:Iteration 64Q (2970.335068 sec): 3 clusters Score: Raw -634067.189025 + Penalty 1960.690313 = -632106.498712 nChanged 30 SP:Iteration 65Q (2970.444220 sec): 3 clusters Score: Raw -634070.081948 + Penalty 1960.690313 = -632109.391635 nChanged 21 SP:Iteration 66Q (2970.562647 sec): 3 clusters Score: Raw -634071.733222 + Penalty 1960.690313 = -632111.042909 nChanged 24 SP:Iteration 67Q (2970.686189 sec): 3 clusters Score: Raw -634074.016434 + Penalty 1960.690313 = -632113.326121 nChanged 26 SP:Iteration 68Q (2970.821160 sec): 3 clusters Score: Raw -634076.214218 + Penalty 1960.690313 = -632115.523905 nChanged 32 SP:Iteration 69Q (2970.941393 sec): 3 clusters Score: Raw -634079.333087 + Penalty 1960.690313 = -632118.642774 nChanged 25 SP:Iteration 70Q (2971.051683 sec): 3 clusters Score: Raw -634081.390958 + Penalty 1960.690313 = -632120.700645 nChanged 20 SP:Iteration 71Q (2971.180094 sec): 3 clusters Score: Raw -634082.806654 + Penalty 1960.690313 = -632122.116341 nChanged 25 SP:Iteration 72Q (2971.276460 sec): 3 clusters Score: Raw -634085.127426 + Penalty 1960.690313 = -632124.437113 nChanged 23 SP:Iteration 73Q (2971.403280 sec): 3 clusters Score: Raw -634087.463176 + Penalty 1960.690313 = -632126.772863 nChanged 30 SP:Iteration 74Q (2971.500553 sec): 3 clusters Score: Raw -634090.941498 + Penalty 1960.690313 = -632130.251185 nChanged 40 SP:Iteration 75Q (2971.606238 sec): 3 clusters Score: Raw -634095.578341 + Penalty 1960.690313 = -632134.888028 nChanged 30 SP:Iteration 76Q (2971.704149 sec): 3 clusters Score: Raw -634098.309062 + Penalty 1960.690313 = -632137.618749 nChanged 31 SP:Iteration 77Q (2971.793355 sec): 3 clusters Score: Raw -634101.147226 + Penalty 1960.690313 = -632140.456913 nChanged 28 SP:Iteration 78Q (2971.899120 sec): 3 clusters Score: Raw -634103.145845 + Penalty 1960.690313 = -632142.455532 nChanged 23 SP:Iteration 79Q (2971.979228 sec): 3 clusters Score: Raw -634104.606996 + Penalty 1960.690313 = -632143.916683 nChanged 18 SP:Iteration 80F (2972.077114 sec): 3 clusters Score: Raw -634105.951242 + Penalty 1960.690313 = -632145.260929 nChanged 14 SP:Iteration 81Q (2972.187131 sec): 3 clusters Score: Raw -634107.085801 + Penalty 1960.690313 = -632146.395488 nChanged 19 SP:Iteration 82Q (2972.283688 sec): 3 clusters Score: Raw -634108.865080 + Penalty 1960.690313 = -632148.174767 nChanged 20 SP:Iteration 83Q (2972.383606 sec): 3 clusters Score: Raw -634110.823676 + Penalty 1960.690313 = -632150.133363 nChanged 20 SP:Iteration 84Q (2972.496618 sec): 3 clusters Score: Raw -634112.102341 + Penalty 1960.690313 = -632151.412028 nChanged 10 SP:Iteration 85Q (2972.589031 sec): 3 clusters Score: Raw -634112.682836 + Penalty 1960.690313 = -632151.992523 nChanged 8 SP:Iteration 86Q (2972.677874 sec): 3 clusters Score: Raw -634113.036172 + Penalty 1960.690313 = -632152.345859 nChanged 6 SP:Iteration 87Q (2972.759483 sec): 3 clusters Score: Raw -634113.253431 + Penalty 1960.690313 = -632152.563118 nChanged 3 SP:Iteration 88Q (2972.865375 sec): 3 clusters Score: Raw -634113.468107 + Penalty 1960.690313 = -632152.777794 nChanged 1 SP:Iteration 89Q (2972.961266 sec): 3 clusters Score: Raw -634113.500203 + Penalty 1960.690313 = -632152.809891 nChanged 1 SP:Iteration 90Q (2973.059206 sec): 3 clusters Score: Raw -634113.530622 + Penalty 1960.690313 = -632152.840309 nChanged 1 SP:Iteration 91Q (2973.179752 sec): 3 clusters Score: Raw -634113.572993 + Penalty 1960.690313 = -632152.882680 nChanged 0 SP:Iteration 92F (2973.296680 sec): 3 clusters Score: Raw -634113.572993 + Penalty 1960.690313 = -632152.882680 nChanged 0 Iteration 20F (2974.081612 sec): 10 clusters Score: Raw -4184564.419651 + Penalty 10644.470204 = -4173919.949447 nChanged 2799 Iteration 21Q (2974.764958 sec): 10 clusters Score: Raw -4186448.245040 + Penalty 10644.470204 = -4175803.774836 nChanged 1544 Iteration 22Q (2975.517916 sec): 10 clusters Score: Raw -4187261.361710 + Penalty 10644.470204 = -4176616.891506 nChanged 1112 Iteration 23Q (2976.280912 sec): 10 clusters Score: Raw -4187739.219550 + Penalty 10644.470204 = -4177094.749345 nChanged 881 Iteration 24Q (2977.037613 sec): 10 clusters Score: Raw -4188093.464303 + Penalty 10644.470204 = -4177448.994099 nChanged 766 Iteration 25Q (2977.791692 sec): 10 clusters Score: Raw -4188363.839087 + Penalty 10644.470204 = -4177719.368883 nChanged 645 Iteration 26Q (2978.501117 sec): 10 clusters Score: Raw -4188566.266276 + Penalty 10644.470204 = -4177921.796071 nChanged 539 Iteration 27Q (2979.101952 sec): 10 clusters Score: Raw -4188708.864719 + Penalty 10644.470204 = -4178064.394515 nChanged 461 Iteration 28Q (2979.744590 sec): 10 clusters Score: Raw -4188820.443855 + Penalty 10644.470204 = -4178175.973650 nChanged 399 Iteration 29Q (2980.366435 sec): 10 clusters Score: Raw -4188899.509110 + Penalty 10644.470204 = -4178255.038905 nChanged 343 Iteration 30Q (2981.020214 sec): 10 clusters Score: Raw -4188975.929447 + Penalty 10644.470204 = -4178331.459242 nChanged 346 Iteration 31Q (2981.627003 sec): 10 clusters Score: Raw -4189049.563709 + Penalty 10644.470204 = -4178405.093505 nChanged 299 Iteration 32Q (2982.260551 sec): 10 clusters Score: Raw -4189113.230672 + Penalty 10644.470204 = -4178468.760467 nChanged 281 Iteration 33Q (2982.907063 sec): 10 clusters Score: Raw -4189159.370283 + Penalty 10644.470204 = -4178514.900079 nChanged 228 Iteration 34Q (2983.518693 sec): 10 clusters Score: Raw -4189201.925182 + Penalty 10644.470204 = -4178557.454978 nChanged 202 Iteration 35Q (2984.203494 sec): 10 clusters Score: Raw -4189234.562183 + Penalty 10644.470204 = -4178590.091979 nChanged 180 Iteration 36Q (2984.848389 sec): 10 clusters Score: Raw -4189261.275794 + Penalty 10644.470204 = -4178616.805590 nChanged 161 Iteration 37Q (2985.480204 sec): 10 clusters Score: Raw -4189283.017275 + Penalty 10644.470204 = -4178638.547071 nChanged 149 Iteration 38Q (2986.107906 sec): 10 clusters Score: Raw -4189309.269444 + Penalty 10644.470204 = -4178664.799239 nChanged 124 Iteration 39Q (2986.735224 sec): 10 clusters Score: Raw -4189333.951091 + Penalty 10644.470204 = -4178689.480887 nChanged 125 Iteration 40F (2987.533799 sec): 10 clusters Score: Raw -4189524.181133 + Penalty 10644.470204 = -4178879.710929 nChanged 269 Iteration 41Q (2988.168084 sec): 10 clusters Score: Raw -4189654.451845 + Penalty 10644.470204 = -4179009.981641 nChanged 317 Iteration 42Q (2988.825692 sec): 10 clusters Score: Raw -4189762.529432 + Penalty 10644.470204 = -4179118.059228 nChanged 345 Iteration 43Q (2989.531770 sec): 10 clusters Score: Raw -4189884.976230 + Penalty 10644.470204 = -4179240.506026 nChanged 362 Iteration 44Q (2990.388664 sec): 10 clusters Score: Raw -4190016.457593 + Penalty 10644.470204 = -4179371.987388 nChanged 398 Iteration 45Q (2991.161195 sec): 10 clusters Score: Raw -4190163.985692 + Penalty 10644.470204 = -4179519.515488 nChanged 428 Iteration 46Q (2991.965191 sec): 10 clusters Score: Raw -4190358.793721 + Penalty 10644.470204 = -4179714.323517 nChanged 467 Iteration 47Q (2992.677857 sec): 10 clusters Score: Raw -4190584.104398 + Penalty 10644.470204 = -4179939.634194 nChanged 494 Iteration 48Q (2993.292865 sec): 10 clusters Score: Raw -4190930.677409 + Penalty 10644.470204 = -4180286.207205 nChanged 513 Iteration 49Q (2993.940180 sec): 10 clusters Score: Raw -4191275.499863 + Penalty 10644.470204 = -4180631.029659 nChanged 472 Iteration 50Q (2994.572172 sec): 10 clusters Score: Raw -4191505.572287 + Penalty 10644.470204 = -4180861.102083 nChanged 434 Iteration 51Q (2995.215303 sec): 10 clusters Score: Raw -4191672.922794 + Penalty 10644.470204 = -4181028.452589 nChanged 351 Iteration 52Q (2995.887979 sec): 10 clusters Score: Raw -4191812.563319 + Penalty 10644.470204 = -4181168.093115 nChanged 305 Iteration 53Q (2996.522219 sec): 10 clusters Score: Raw -4191917.957651 + Penalty 10644.470204 = -4181273.487447 nChanged 273 Iteration 54Q (2997.169437 sec): 10 clusters Score: Raw -4191993.632457 + Penalty 10644.470204 = -4181349.162253 nChanged 213 Iteration 55Q (2997.858843 sec): 10 clusters Score: Raw -4192033.228132 + Penalty 10644.470204 = -4181388.757928 nChanged 152 Iteration 56Q (2998.607998 sec): 10 clusters Score: Raw -4192059.788732 + Penalty 10644.470204 = -4181415.318528 nChanged 120 Iteration 57Q (2999.351532 sec): 10 clusters Score: Raw -4192078.568100 + Penalty 10644.470204 = -4181434.097896 nChanged 104 Iteration 58Q (3000.122594 sec): 10 clusters Score: Raw -4192098.742068 + Penalty 10644.470204 = -4181454.271864 nChanged 86 Writing temp clu file Because OldScore, -4181434.097896, is greater than current (better) Score,-4181454.271864 Compute initial score before splitting: Score: Raw -4192098.742068 + Penalty 10644.470204 = -4181454.271864 Trying to split cluster 1 (4377 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3000.225793 sec): 2 clusters Score: Raw -249331.441856 + Penalty 880.332478 = -248451.109378 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3000.320672 sec): 3 clusters Score: Raw -246945.055791 + Penalty 1760.664956 = -245184.390835 nChanged 1802 SP:Iteration 1F (3000.422259 sec): 3 clusters Score: Raw -248080.544873 + Penalty 1760.664956 = -246319.879917 nChanged 379 SP:Iteration 2F (3000.514529 sec): 3 clusters Score: Raw -248327.247234 + Penalty 1760.664956 = -246566.582278 nChanged 303 SP:Iteration 3F (3000.606184 sec): 3 clusters Score: Raw -248509.670393 + Penalty 1760.664956 = -246749.005437 nChanged 232 SP:Iteration 4F (3000.687269 sec): 3 clusters Score: Raw -248657.982973 + Penalty 1760.664956 = -246897.318017 nChanged 218 SP:Iteration 5Q (3000.782432 sec): 3 clusters Score: Raw -248803.329162 + Penalty 1760.664956 = -247042.664206 nChanged 203 SP:Iteration 6Q (3000.874077 sec): 3 clusters Score: Raw -248956.856149 + Penalty 1760.664956 = -247196.191193 nChanged 197 SP:Iteration 7Q (3000.974939 sec): 3 clusters Score: Raw -249110.516928 + Penalty 1760.664956 = -247349.851972 nChanged 193 SP:Iteration 8Q (3001.063183 sec): 3 clusters Score: Raw -249262.754925 + Penalty 1760.664956 = -247502.089970 nChanged 215 SP:Iteration 9Q (3001.158521 sec): 3 clusters Score: Raw -249451.141925 + Penalty 1760.664956 = -247690.476969 nChanged 191 SP:Iteration 10Q (3001.254797 sec): 3 clusters Score: Raw -249634.950122 + Penalty 1760.664956 = -247874.285166 nChanged 187 SP:Iteration 11Q (3001.350996 sec): 3 clusters Score: Raw -249833.457490 + Penalty 1760.664956 = -248072.792534 nChanged 177 SP:Iteration 12Q (3001.445107 sec): 3 clusters Score: Raw -250081.508677 + Penalty 1760.664956 = -248320.843721 nChanged 164 SP:Iteration 13Q (3001.526546 sec): 3 clusters Score: Raw -250400.048357 + Penalty 1760.664956 = -248639.383402 nChanged 172 SP:Iteration 14Q (3001.612285 sec): 3 clusters Score: Raw -250753.300789 + Penalty 1760.664956 = -248992.635834 nChanged 135 SP:Iteration 15Q (3001.714065 sec): 3 clusters Score: Raw -250986.668158 + Penalty 1760.664956 = -249226.003203 nChanged 77 SP:Iteration 16Q (3001.784542 sec): 3 clusters Score: Raw -251088.811533 + Penalty 1760.664956 = -249328.146577 nChanged 62 SP:Iteration 17Q (3001.864517 sec): 3 clusters Score: Raw -251148.760579 + Penalty 1760.664956 = -249388.095623 nChanged 34 SP:Iteration 18Q (3001.952247 sec): 3 clusters Score: Raw -251168.242006 + Penalty 1760.664956 = -249407.577050 nChanged 16 SP:Iteration 19Q (3002.041141 sec): 3 clusters Score: Raw -251173.950174 + Penalty 1760.664956 = -249413.285218 nChanged 11 SP:Iteration 20F (3002.124336 sec): 3 clusters Score: Raw -251183.942440 + Penalty 1760.664956 = -249423.277484 nChanged 10 SP:Iteration 21Q (3002.220448 sec): 3 clusters Score: Raw -251187.516692 + Penalty 1760.664956 = -249426.851737 nChanged 9 SP:Iteration 22Q (3002.288125 sec): 3 clusters Score: Raw -251190.169358 + Penalty 1760.664956 = -249429.504402 nChanged 7 SP:Iteration 23Q (3002.378502 sec): 3 clusters Score: Raw -251191.750129 + Penalty 1760.664956 = -249431.085173 nChanged 3 SP:Iteration 24Q (3002.474429 sec): 3 clusters Score: Raw -251192.754949 + Penalty 1760.664956 = -249432.089993 nChanged 1 SP:Iteration 25Q (3002.540575 sec): 3 clusters Score: Raw -251192.997134 + Penalty 1760.664956 = -249432.332178 nChanged 0 SP:Iteration 26F (3002.623259 sec): 3 clusters Score: Raw -251192.997134 + Penalty 1760.664956 = -249432.332178 nChanged 0 Score: Raw -4193968.481483 + Penalty 11827.189116 = -4182141.292367 Splitting cluster 1 changes total score from -4181454.271864 to -4182141.292367 So it's getting split into cluster 10. Trying to split cluster 2 (35196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3003.589636 sec): 2 clusters Score: Raw -2062263.920443 + Penalty 1099.212210 = -2061164.708232 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3003.718489 sec): 3 clusters Score: Raw -2039887.865094 + Penalty 2198.424421 = -2037689.440673 nChanged 16581 SP:Iteration 1F (3003.846109 sec): 3 clusters Score: Raw -2050484.809200 + Penalty 2198.424421 = -2048286.384779 nChanged 2378 SP:Iteration 2F (3003.976682 sec): 3 clusters Score: Raw -2051987.351887 + Penalty 2198.424421 = -2049788.927466 nChanged 2491 SP:Iteration 3F (3004.096828 sec): 3 clusters Score: Raw -2053739.085959 + Penalty 2198.424421 = -2051540.661538 nChanged 2548 SP:Iteration 4F (3004.225804 sec): 3 clusters Score: Raw -2055696.908742 + Penalty 2198.424421 = -2053498.484321 nChanged 2313 SP:Iteration 5F (3004.351461 sec): 3 clusters Score: Raw -2057492.151299 + Penalty 2198.424421 = -2055293.726878 nChanged 1945 SP:Iteration 6F (3004.485541 sec): 3 clusters Score: Raw -2058846.948014 + Penalty 2198.424421 = -2056648.523594 nChanged 1595 SP:Iteration 7Q (3004.625793 sec): 3 clusters Score: Raw -2059944.059155 + Penalty 2198.424421 = -2057745.634734 nChanged 1356 SP:Iteration 8Q (3004.761119 sec): 3 clusters Score: Raw -2061023.661029 + Penalty 2198.424421 = -2058825.236608 nChanged 1348 SP:Iteration 9Q (3004.894578 sec): 3 clusters Score: Raw -2062429.460780 + Penalty 2198.424421 = -2060231.036359 nChanged 1475 SP:Iteration 10Q (3005.011985 sec): 3 clusters Score: Raw -2064253.475421 + Penalty 2198.424421 = -2062055.051000 nChanged 1516 SP:Iteration 11Q (3005.139643 sec): 3 clusters Score: Raw -2066144.915174 + Penalty 2198.424421 = -2063946.490753 nChanged 1304 SP:Iteration 12Q (3005.261507 sec): 3 clusters Score: Raw -2067724.688222 + Penalty 2198.424421 = -2065526.263801 nChanged 1069 SP:Iteration 13Q (3005.391527 sec): 3 clusters Score: Raw -2068661.576608 + Penalty 2198.424421 = -2066463.152187 nChanged 719 SP:Iteration 14Q (3005.511627 sec): 3 clusters Score: Raw -2069042.312284 + Penalty 2198.424421 = -2066843.887863 nChanged 486 SP:Iteration 15Q (3005.638104 sec): 3 clusters Score: Raw -2069224.675609 + Penalty 2198.424421 = -2067026.251188 nChanged 297 SP:Iteration 16Q (3005.766434 sec): 3 clusters Score: Raw -2069306.538703 + Penalty 2198.424421 = -2067108.114283 nChanged 201 SP:Iteration 17Q (3005.907029 sec): 3 clusters Score: Raw -2069347.196251 + Penalty 2198.424421 = -2067148.771830 nChanged 123 SP:Iteration 18Q (3006.037774 sec): 3 clusters Score: Raw -2069364.520242 + Penalty 2198.424421 = -2067166.095821 nChanged 104 SP:Iteration 19Q (3006.171174 sec): 3 clusters Score: Raw -2069377.662079 + Penalty 2198.424421 = -2067179.237658 nChanged 96 SP:Iteration 20F (3006.298323 sec): 3 clusters Score: Raw -2069404.977291 + Penalty 2198.424421 = -2067206.552870 nChanged 112 SP:Iteration 21Q (3006.422538 sec): 3 clusters Score: Raw -2069419.422636 + Penalty 2198.424421 = -2067220.998215 nChanged 108 SP:Iteration 22Q (3006.546558 sec): 3 clusters Score: Raw -2069432.124917 + Penalty 2198.424421 = -2067233.700496 nChanged 90 SP:Iteration 23Q (3006.685596 sec): 3 clusters Score: Raw -2069443.820514 + Penalty 2198.424421 = -2067245.396093 nChanged 108 SP:Iteration 24Q (3006.836990 sec): 3 clusters Score: Raw -2069458.724398 + Penalty 2198.424421 = -2067260.299977 nChanged 119 SP:Iteration 25Q (3007.032084 sec): 3 clusters Score: Raw -2069473.628793 + Penalty 2198.424421 = -2067275.204372 nChanged 112 SP:Iteration 26Q (3007.210757 sec): 3 clusters Score: Raw -2069488.362315 + Penalty 2198.424421 = -2067289.937894 nChanged 117 SP:Iteration 27Q (3007.336388 sec): 3 clusters Score: Raw -2069505.581077 + Penalty 2198.424421 = -2067307.156656 nChanged 107 SP:Iteration 28Q (3007.503617 sec): 3 clusters Score: Raw -2069517.771891 + Penalty 2198.424421 = -2067319.347470 nChanged 100 SP:Iteration 29Q (3007.637448 sec): 3 clusters Score: Raw -2069528.983399 + Penalty 2198.424421 = -2067330.558978 nChanged 87 SP:Iteration 30Q (3007.824959 sec): 3 clusters Score: Raw -2069538.454051 + Penalty 2198.424421 = -2067340.029630 nChanged 95 SP:Iteration 31Q (3008.009891 sec): 3 clusters Score: Raw -2069548.914184 + Penalty 2198.424421 = -2067350.489763 nChanged 89 SP:Iteration 32Q (3008.222589 sec): 3 clusters Score: Raw -2069559.229073 + Penalty 2198.424421 = -2067360.804652 nChanged 100 SP:Iteration 33Q (3008.379936 sec): 3 clusters Score: Raw -2069571.593506 + Penalty 2198.424421 = -2067373.169085 nChanged 88 SP:Iteration 34Q (3008.525323 sec): 3 clusters Score: Raw -2069580.716144 + Penalty 2198.424421 = -2067382.291723 nChanged 89 SP:Iteration 35Q (3008.658952 sec): 3 clusters Score: Raw -2069590.646943 + Penalty 2198.424421 = -2067392.222522 nChanged 91 SP:Iteration 36Q (3008.796787 sec): 3 clusters Score: Raw -2069601.029764 + Penalty 2198.424421 = -2067402.605343 nChanged 94 SP:Iteration 37Q (3008.949093 sec): 3 clusters Score: Raw -2069612.065510 + Penalty 2198.424421 = -2067413.641089 nChanged 93 SP:Iteration 38Q (3009.112439 sec): 3 clusters Score: Raw -2069623.817585 + Penalty 2198.424421 = -2067425.393164 nChanged 102 SP:Iteration 39Q (3009.285754 sec): 3 clusters Score: Raw -2069637.187960 + Penalty 2198.424421 = -2067438.763539 nChanged 101 SP:Iteration 40F (3009.451494 sec): 3 clusters Score: Raw -2069650.821931 + Penalty 2198.424421 = -2067452.397510 nChanged 92 SP:Iteration 41Q (3009.557746 sec): 3 clusters Score: Raw -2069662.235197 + Penalty 2198.424421 = -2067463.810776 nChanged 106 SP:Iteration 42Q (3009.708908 sec): 3 clusters Score: Raw -2069675.615898 + Penalty 2198.424421 = -2067477.191477 nChanged 113 SP:Iteration 43Q (3009.827603 sec): 3 clusters Score: Raw -2069690.628288 + Penalty 2198.424421 = -2067492.203867 nChanged 110 SP:Iteration 44Q (3009.971850 sec): 3 clusters Score: Raw -2069704.711083 + Penalty 2198.424421 = -2067506.286662 nChanged 111 SP:Iteration 45Q (3010.099975 sec): 3 clusters Score: Raw -2069717.714646 + Penalty 2198.424421 = -2067519.290225 nChanged 98 SP:Iteration 46Q (3010.221793 sec): 3 clusters Score: Raw -2069729.687948 + Penalty 2198.424421 = -2067531.263527 nChanged 91 SP:Iteration 47Q (3010.341891 sec): 3 clusters Score: Raw -2069739.565114 + Penalty 2198.424421 = -2067541.140693 nChanged 82 SP:Iteration 48Q (3010.468815 sec): 3 clusters Score: Raw -2069748.789615 + Penalty 2198.424421 = -2067550.365194 nChanged 85 SP:Iteration 49Q (3010.603126 sec): 3 clusters Score: Raw -2069758.839119 + Penalty 2198.424421 = -2067560.414698 nChanged 94 SP:Iteration 50Q (3010.734775 sec): 3 clusters Score: Raw -2069770.277777 + Penalty 2198.424421 = -2067571.853356 nChanged 86 SP:Iteration 51Q (3010.867564 sec): 3 clusters Score: Raw -2069781.214920 + Penalty 2198.424421 = -2067582.790499 nChanged 95 SP:Iteration 52Q (3010.989174 sec): 3 clusters Score: Raw -2069793.252571 + Penalty 2198.424421 = -2067594.828150 nChanged 87 SP:Iteration 53Q (3011.119503 sec): 3 clusters Score: Raw -2069805.178927 + Penalty 2198.424421 = -2067606.754506 nChanged 105 SP:Iteration 54Q (3011.240964 sec): 3 clusters Score: Raw -2069819.721688 + Penalty 2198.424421 = -2067621.297267 nChanged 105 SP:Iteration 55Q (3011.367790 sec): 3 clusters Score: Raw -2069833.002241 + Penalty 2198.424421 = -2067634.577820 nChanged 106 SP:Iteration 56Q (3011.502331 sec): 3 clusters Score: Raw -2069845.851816 + Penalty 2198.424421 = -2067647.427395 nChanged 99 SP:Iteration 57Q (3011.617369 sec): 3 clusters Score: Raw -2069858.255490 + Penalty 2198.424421 = -2067659.831069 nChanged 83 SP:Iteration 58Q (3011.758198 sec): 3 clusters Score: Raw -2069867.536886 + Penalty 2198.424421 = -2067669.112465 nChanged 78 SP:Iteration 59Q (3011.873699 sec): 3 clusters Score: Raw -2069875.684028 + Penalty 2198.424421 = -2067677.259607 nChanged 84 SP:Iteration 60F (3012.011684 sec): 3 clusters Score: Raw -2069883.964188 + Penalty 2198.424421 = -2067685.539767 nChanged 71 SP:Iteration 61Q (3012.127500 sec): 3 clusters Score: Raw -2069890.304060 + Penalty 2198.424421 = -2067691.879639 nChanged 82 SP:Iteration 62Q (3012.249895 sec): 3 clusters Score: Raw -2069897.929329 + Penalty 2198.424421 = -2067699.504908 nChanged 64 SP:Iteration 63Q (3012.389964 sec): 3 clusters Score: Raw -2069903.688782 + Penalty 2198.424421 = -2067705.264361 nChanged 52 SP:Iteration 64Q (3012.510243 sec): 3 clusters Score: Raw -2069907.255993 + Penalty 2198.424421 = -2067708.831572 nChanged 40 SP:Iteration 65Q (3012.631165 sec): 3 clusters Score: Raw -2069910.227478 + Penalty 2198.424421 = -2067711.803057 nChanged 53 SP:Iteration 66Q (3012.751417 sec): 3 clusters Score: Raw -2069914.377042 + Penalty 2198.424421 = -2067715.952622 nChanged 48 SP:Iteration 67Q (3012.883449 sec): 3 clusters Score: Raw -2069917.863378 + Penalty 2198.424421 = -2067719.438957 nChanged 56 SP:Iteration 68Q (3013.007114 sec): 3 clusters Score: Raw -2069921.875115 + Penalty 2198.424421 = -2067723.450694 nChanged 48 SP:Iteration 69Q (3013.128673 sec): 3 clusters Score: Raw -2069925.622942 + Penalty 2198.424421 = -2067727.198521 nChanged 44 SP:Iteration 70Q (3013.241454 sec): 3 clusters Score: Raw -2069928.775970 + Penalty 2198.424421 = -2067730.351549 nChanged 40 SP:Iteration 71Q (3013.381440 sec): 3 clusters Score: Raw -2069931.287336 + Penalty 2198.424421 = -2067732.862915 nChanged 45 SP:Iteration 72Q (3013.512722 sec): 3 clusters Score: Raw -2069934.602574 + Penalty 2198.424421 = -2067736.178153 nChanged 41 SP:Iteration 73Q (3013.638803 sec): 3 clusters Score: Raw -2069937.383678 + Penalty 2198.424421 = -2067738.959257 nChanged 49 SP:Iteration 74Q (3013.778186 sec): 3 clusters Score: Raw -2069940.541434 + Penalty 2198.424421 = -2067742.117013 nChanged 40 SP:Iteration 75Q (3013.899966 sec): 3 clusters Score: Raw -2069943.724340 + Penalty 2198.424421 = -2067745.299919 nChanged 45 SP:Iteration 76Q (3014.021180 sec): 3 clusters Score: Raw -2069946.813026 + Penalty 2198.424421 = -2067748.388605 nChanged 46 SP:Iteration 77Q (3014.155864 sec): 3 clusters Score: Raw -2069950.778591 + Penalty 2198.424421 = -2067752.354170 nChanged 40 SP:Iteration 78Q (3014.283965 sec): 3 clusters Score: Raw -2069953.980170 + Penalty 2198.424421 = -2067755.555749 nChanged 40 SP:Iteration 79Q (3014.410582 sec): 3 clusters Score: Raw -2069956.833348 + Penalty 2198.424421 = -2067758.408927 nChanged 43 SP:Iteration 80F (3014.530464 sec): 3 clusters Score: Raw -2069959.829139 + Penalty 2198.424421 = -2067761.404718 nChanged 45 SP:Iteration 81Q (3014.681666 sec): 3 clusters Score: Raw -2069963.203145 + Penalty 2198.424421 = -2067764.778724 nChanged 38 SP:Iteration 82Q (3014.866005 sec): 3 clusters Score: Raw -2069965.776258 + Penalty 2198.424421 = -2067767.351837 nChanged 26 SP:Iteration 83Q (3015.067694 sec): 3 clusters Score: Raw -2069967.806471 + Penalty 2198.424421 = -2067769.382050 nChanged 31 SP:Iteration 84Q (3015.273833 sec): 3 clusters Score: Raw -2069969.708320 + Penalty 2198.424421 = -2067771.283899 nChanged 23 SP:Iteration 85Q (3015.467615 sec): 3 clusters Score: Raw -2069970.619966 + Penalty 2198.424421 = -2067772.195545 nChanged 14 SP:Iteration 86Q (3015.605044 sec): 3 clusters Score: Raw -2069971.200519 + Penalty 2198.424421 = -2067772.776098 nChanged 16 SP:Iteration 87Q (3015.752583 sec): 3 clusters Score: Raw -2069971.803288 + Penalty 2198.424421 = -2067773.378867 nChanged 11 SP:Iteration 88Q (3015.881408 sec): 3 clusters Score: Raw -2069972.197426 + Penalty 2198.424421 = -2067773.773005 nChanged 11 SP:Iteration 89Q (3016.102654 sec): 3 clusters Score: Raw -2069972.534051 + Penalty 2198.424421 = -2067774.109630 nChanged 9 SP:Iteration 90Q (3016.278762 sec): 3 clusters Score: Raw -2069972.832386 + Penalty 2198.424421 = -2067774.407965 nChanged 11 SP:Iteration 91Q (3016.471858 sec): 3 clusters Score: Raw -2069973.306904 + Penalty 2198.424421 = -2067774.882483 nChanged 16 SP:Iteration 92Q (3016.650676 sec): 3 clusters Score: Raw -2069974.325493 + Penalty 2198.424421 = -2067775.901072 nChanged 19 SP:Iteration 93Q (3016.797362 sec): 3 clusters Score: Raw -2069975.445467 + Penalty 2198.424421 = -2067777.021046 nChanged 21 SP:Iteration 94Q (3016.950173 sec): 3 clusters Score: Raw -2069976.759199 + Penalty 2198.424421 = -2067778.334778 nChanged 21 SP:Iteration 95Q (3017.112773 sec): 3 clusters Score: Raw -2069978.088565 + Penalty 2198.424421 = -2067779.664144 nChanged 22 SP:Iteration 96Q (3017.251847 sec): 3 clusters Score: Raw -2069979.172853 + Penalty 2198.424421 = -2067780.748433 nChanged 16 SP:Iteration 97Q (3017.411877 sec): 3 clusters Score: Raw -2069979.846723 + Penalty 2198.424421 = -2067781.422302 nChanged 15 SP:Iteration 98Q (3017.615053 sec): 3 clusters Score: Raw -2069980.462786 + Penalty 2198.424421 = -2067782.038365 nChanged 14 SP:Iteration 99Q (3017.844568 sec): 3 clusters Score: Raw -2069981.096756 + Penalty 2198.424421 = -2067782.672335 nChanged 18 SP:Iteration 100F (3017.986116 sec): 3 clusters Score: Raw -2069982.070373 + Penalty 2198.424421 = -2067783.645952 nChanged 20 SP:Iteration 101Q (3018.107553 sec): 3 clusters Score: Raw -2069983.103412 + Penalty 2198.424421 = -2067784.678991 nChanged 20 SP:Iteration 102Q (3018.240109 sec): 3 clusters Score: Raw -2069984.318685 + Penalty 2198.424421 = -2067785.894264 nChanged 18 SP:Iteration 103Q (3018.360328 sec): 3 clusters Score: Raw -2069984.988181 + Penalty 2198.424421 = -2067786.563760 nChanged 12 SP:Iteration 104Q (3018.482457 sec): 3 clusters Score: Raw -2069985.560762 + Penalty 2198.424421 = -2067787.136341 nChanged 17 SP:Iteration 105Q (3018.624160 sec): 3 clusters Score: Raw -2069986.224612 + Penalty 2198.424421 = -2067787.800192 nChanged 16 SP:Iteration 106Q (3018.745725 sec): 3 clusters Score: Raw -2069986.806823 + Penalty 2198.424421 = -2067788.382402 nChanged 11 SP:Iteration 107Q (3018.867279 sec): 3 clusters Score: Raw -2069987.265720 + Penalty 2198.424421 = -2067788.841299 nChanged 10 SP:Iteration 108Q (3019.003938 sec): 3 clusters Score: Raw -2069987.514172 + Penalty 2198.424421 = -2067789.089751 nChanged 8 SP:Iteration 109Q (3019.127502 sec): 3 clusters Score: Raw -2069987.816169 + Penalty 2198.424421 = -2067789.391748 nChanged 10 SP:Iteration 110Q (3019.239572 sec): 3 clusters Score: Raw -2069988.151862 + Penalty 2198.424421 = -2067789.727441 nChanged 7 SP:Iteration 111Q (3019.371262 sec): 3 clusters Score: Raw -2069988.351523 + Penalty 2198.424421 = -2067789.927102 nChanged 2 SP:Iteration 112Q (3019.519306 sec): 3 clusters Score: Raw -2069988.435771 + Penalty 2198.424421 = -2067790.011350 nChanged 1 SP:Iteration 113Q (3019.647223 sec): 3 clusters Score: Raw -2069988.441125 + Penalty 2198.424421 = -2067790.016704 nChanged 0 SP:Iteration 114F (3019.761831 sec): 3 clusters Score: Raw -2069988.441125 + Penalty 2198.424421 = -2067790.016704 nChanged 0 Score: Raw -4201693.002165 + Penalty 13009.908027 = -4188683.094138 Splitting cluster 2 changes total score from -4181454.271864 to -4188683.094138 So it's getting split into cluster 11. Trying to split cluster 3 (4277 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3020.794797 sec): 2 clusters Score: Raw -192362.687187 + Penalty 877.905746 = -191484.781441 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3020.897978 sec): 3 clusters Score: Raw -190230.194825 + Penalty 1755.811493 = -188474.383332 nChanged 1799 SP:Iteration 1F (3020.983341 sec): 3 clusters Score: Raw -191786.529223 + Penalty 1755.811493 = -190030.717730 nChanged 462 SP:Iteration 2F (3021.075192 sec): 3 clusters Score: Raw -192292.940599 + Penalty 1755.811493 = -190537.129106 nChanged 404 SP:Iteration 3F (3021.137287 sec): 3 clusters Score: Raw -192781.524145 + Penalty 1755.811493 = -191025.712652 nChanged 326 SP:Iteration 4F (3021.219921 sec): 3 clusters Score: Raw -193170.730938 + Penalty 1755.811493 = -191414.919446 nChanged 235 SP:Iteration 5F (3021.309814 sec): 3 clusters Score: Raw -193420.845902 + Penalty 1755.811493 = -191665.034410 nChanged 178 SP:Iteration 6Q (3021.400094 sec): 3 clusters Score: Raw -193614.320014 + Penalty 1755.811493 = -191858.508521 nChanged 130 SP:Iteration 7Q (3021.493481 sec): 3 clusters Score: Raw -193734.240877 + Penalty 1755.811493 = -191978.429385 nChanged 111 SP:Iteration 8Q (3021.592706 sec): 3 clusters Score: Raw -193803.282431 + Penalty 1755.811493 = -192047.470938 nChanged 74 SP:Iteration 9Q (3021.664929 sec): 3 clusters Score: Raw -193847.619142 + Penalty 1755.811493 = -192091.807649 nChanged 74 SP:Iteration 10Q (3021.766592 sec): 3 clusters Score: Raw -193898.955674 + Penalty 1755.811493 = -192143.144181 nChanged 64 SP:Iteration 11Q (3021.855078 sec): 3 clusters Score: Raw -193945.049486 + Penalty 1755.811493 = -192189.237993 nChanged 55 SP:Iteration 12Q (3021.931375 sec): 3 clusters Score: Raw -193969.477183 + Penalty 1755.811493 = -192213.665691 nChanged 33 SP:Iteration 13Q (3022.016483 sec): 3 clusters Score: Raw -193981.285070 + Penalty 1755.811493 = -192225.473577 nChanged 24 SP:Iteration 14Q (3022.082014 sec): 3 clusters Score: Raw -193988.715076 + Penalty 1755.811493 = -192232.903583 nChanged 18 SP:Iteration 15Q (3022.156563 sec): 3 clusters Score: Raw -193992.272937 + Penalty 1755.811493 = -192236.461444 nChanged 9 SP:Iteration 16Q (3022.243386 sec): 3 clusters Score: Raw -193993.332535 + Penalty 1755.811493 = -192237.521042 nChanged 5 SP:Iteration 17Q (3022.328711 sec): 3 clusters Score: Raw -193994.383937 + Penalty 1755.811493 = -192238.572445 nChanged 8 SP:Iteration 18Q (3022.425357 sec): 3 clusters Score: Raw -193997.080752 + Penalty 1755.811493 = -192241.269259 nChanged 8 SP:Iteration 19Q (3022.499957 sec): 3 clusters Score: Raw -193998.776524 + Penalty 1755.811493 = -192242.965031 nChanged 4 SP:Iteration 20F (3022.580354 sec): 3 clusters Score: Raw -194000.558073 + Penalty 1755.811493 = -192244.746581 nChanged 5 SP:Iteration 21Q (3022.678292 sec): 3 clusters Score: Raw -194001.934934 + Penalty 1755.811493 = -192246.123442 nChanged 5 SP:Iteration 22Q (3022.750106 sec): 3 clusters Score: Raw -194002.651376 + Penalty 1755.811493 = -192246.839883 nChanged 2 SP:Iteration 23Q (3022.827050 sec): 3 clusters Score: Raw -194002.958831 + Penalty 1755.811493 = -192247.147338 nChanged 1 SP:Iteration 24Q (3022.918761 sec): 3 clusters Score: Raw -194003.491024 + Penalty 1755.811493 = -192247.679531 nChanged 2 SP:Iteration 25Q (3023.013308 sec): 3 clusters Score: Raw -194004.043862 + Penalty 1755.811493 = -192248.232369 nChanged 3 SP:Iteration 26Q (3023.100399 sec): 3 clusters Score: Raw -194004.761216 + Penalty 1755.811493 = -192248.949724 nChanged 2 SP:Iteration 27Q (3023.187316 sec): 3 clusters Score: Raw -194004.910463 + Penalty 1755.811493 = -192249.098970 nChanged 1 SP:Iteration 28Q (3023.272949 sec): 3 clusters Score: Raw -194004.987042 + Penalty 1755.811493 = -192249.175549 nChanged 0 SP:Iteration 29F (3023.345315 sec): 3 clusters Score: Raw -194004.987042 + Penalty 1755.811493 = -192249.175549 nChanged 0 Score: Raw -4203335.302020 + Penalty 14192.626939 = -4189142.675081 Splitting cluster 3 changes total score from -4181454.271864 to -4189142.675081 So it's getting split into cluster 12. Trying to split cluster 4 (2122 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3024.559372 sec): 2 clusters Score: Raw -85482.616843 + Penalty 804.312004 = -84678.304839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3024.662227 sec): 3 clusters Score: Raw -84561.243054 + Penalty 1608.624007 = -82952.619047 nChanged 843 SP:Iteration 1F (3024.732995 sec): 3 clusters Score: Raw -85551.995958 + Penalty 1608.624007 = -83943.371951 nChanged 257 SP:Iteration 2F (3024.821450 sec): 3 clusters Score: Raw -85870.616572 + Penalty 1608.624007 = -84261.992565 nChanged 154 SP:Iteration 3F (3024.936053 sec): 3 clusters Score: Raw -86024.207763 + Penalty 1608.624007 = -84415.583756 nChanged 112 SP:Iteration 4F (3025.028713 sec): 3 clusters Score: Raw -86153.254474 + Penalty 1608.624007 = -84544.630467 nChanged 89 SP:Iteration 5Q (3025.116627 sec): 3 clusters Score: Raw -86238.415439 + Penalty 1608.624007 = -84629.791432 nChanged 73 SP:Iteration 6Q (3025.200521 sec): 3 clusters Score: Raw -86314.838205 + Penalty 1608.624007 = -84706.214198 nChanged 67 SP:Iteration 7Q (3025.284557 sec): 3 clusters Score: Raw -86390.137159 + Penalty 1608.624007 = -84781.513152 nChanged 52 SP:Iteration 8Q (3025.367272 sec): 3 clusters Score: Raw -86445.519251 + Penalty 1608.624007 = -84836.895244 nChanged 45 SP:Iteration 9Q (3025.451053 sec): 3 clusters Score: Raw -86498.181768 + Penalty 1608.624007 = -84889.557761 nChanged 45 SP:Iteration 10Q (3025.535371 sec): 3 clusters Score: Raw -86534.176455 + Penalty 1608.624007 = -84925.552448 nChanged 31 SP:Iteration 11Q (3025.618916 sec): 3 clusters Score: Raw -86560.494085 + Penalty 1608.624007 = -84951.870078 nChanged 34 SP:Iteration 12Q (3025.702839 sec): 3 clusters Score: Raw -86607.311705 + Penalty 1608.624007 = -84998.687698 nChanged 33 SP:Iteration 13Q (3025.786939 sec): 3 clusters Score: Raw -86655.626308 + Penalty 1608.624007 = -85047.002301 nChanged 37 SP:Iteration 14Q (3025.876992 sec): 3 clusters Score: Raw -86704.739788 + Penalty 1608.624007 = -85096.115781 nChanged 42 SP:Iteration 15Q (3025.964271 sec): 3 clusters Score: Raw -86751.388245 + Penalty 1608.624007 = -85142.764238 nChanged 32 SP:Iteration 16Q (3026.061371 sec): 3 clusters Score: Raw -86778.290957 + Penalty 1608.624007 = -85169.666950 nChanged 21 SP:Iteration 17Q (3026.157849 sec): 3 clusters Score: Raw -86804.022551 + Penalty 1608.624007 = -85195.398544 nChanged 25 SP:Iteration 18Q (3026.255430 sec): 3 clusters Score: Raw -86823.553961 + Penalty 1608.624007 = -85214.929954 nChanged 18 SP:Iteration 19Q (3026.362975 sec): 3 clusters Score: Raw -86845.048586 + Penalty 1608.624007 = -85236.424579 nChanged 20 SP:Iteration 20F (3026.454230 sec): 3 clusters Score: Raw -86875.057838 + Penalty 1608.624007 = -85266.433831 nChanged 19 SP:Iteration 21Q (3026.594676 sec): 3 clusters Score: Raw -86895.581592 + Penalty 1608.624007 = -85286.957585 nChanged 21 SP:Iteration 22Q (3026.666145 sec): 3 clusters Score: Raw -86913.238032 + Penalty 1608.624007 = -85304.614025 nChanged 8 SP:Iteration 23Q (3026.786567 sec): 3 clusters Score: Raw -86922.498047 + Penalty 1608.624007 = -85313.874040 nChanged 12 SP:Iteration 24Q (3026.880405 sec): 3 clusters Score: Raw -86932.086432 + Penalty 1608.624007 = -85323.462425 nChanged 13 SP:Iteration 25Q (3026.952738 sec): 3 clusters Score: Raw -86937.587230 + Penalty 1608.624007 = -85328.963223 nChanged 9 SP:Iteration 26Q (3027.031284 sec): 3 clusters Score: Raw -86943.674710 + Penalty 1608.624007 = -85335.050703 nChanged 5 SP:Iteration 27Q (3027.112954 sec): 3 clusters Score: Raw -86947.247936 + Penalty 1608.624007 = -85338.623929 nChanged 4 SP:Iteration 28Q (3027.210152 sec): 3 clusters Score: Raw -86952.203630 + Penalty 1608.624007 = -85343.579623 nChanged 3 SP:Iteration 29Q (3027.279047 sec): 3 clusters Score: Raw -86953.007347 + Penalty 1608.624007 = -85344.383340 nChanged 2 SP:Iteration 30Q (3027.369954 sec): 3 clusters Score: Raw -86953.637733 + Penalty 1608.624007 = -85345.013726 nChanged 0 SP:Iteration 31F (3027.452089 sec): 3 clusters Score: Raw -86953.637733 + Penalty 1608.624007 = -85345.013726 nChanged 0 Score: Raw -4204806.322910 + Penalty 15375.345851 = -4189430.977059 Splitting cluster 4 changes total score from -4181454.271864 to -4189430.977059 So it's getting split into cluster 13. Trying to split cluster 5 (10629 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3028.592632 sec): 2 clusters Score: Raw -599009.163900 + Penalty 973.490846 = -598035.673053 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3028.698507 sec): 3 clusters Score: Raw -592777.950557 + Penalty 1946.981693 = -590830.968865 nChanged 4711 SP:Iteration 1F (3028.797430 sec): 3 clusters Score: Raw -595446.174675 + Penalty 1946.981693 = -593499.192982 nChanged 737 SP:Iteration 2F (3028.888302 sec): 3 clusters Score: Raw -595920.713639 + Penalty 1946.981693 = -593973.731947 nChanged 784 SP:Iteration 3F (3028.981476 sec): 3 clusters Score: Raw -596486.451879 + Penalty 1946.981693 = -594539.470187 nChanged 801 SP:Iteration 4F (3029.066748 sec): 3 clusters Score: Raw -597119.190896 + Penalty 1946.981693 = -595172.209204 nChanged 801 SP:Iteration 5F (3029.176957 sec): 3 clusters Score: Raw -597767.383278 + Penalty 1946.981693 = -595820.401585 nChanged 743 SP:Iteration 6F (3029.269964 sec): 3 clusters Score: Raw -598343.663753 + Penalty 1946.981693 = -596396.682061 nChanged 624 SP:Iteration 7F (3029.365595 sec): 3 clusters Score: Raw -598770.843756 + Penalty 1946.981693 = -596823.862063 nChanged 494 SP:Iteration 8Q (3029.455455 sec): 3 clusters Score: Raw -599071.765830 + Penalty 1946.981693 = -597124.784138 nChanged 357 SP:Iteration 9Q (3029.532128 sec): 3 clusters Score: Raw -599268.720978 + Penalty 1946.981693 = -597321.739285 nChanged 250 SP:Iteration 10Q (3029.636249 sec): 3 clusters Score: Raw -599381.732545 + Penalty 1946.981693 = -597434.750852 nChanged 212 SP:Iteration 11Q (3029.711620 sec): 3 clusters Score: Raw -599465.520743 + Penalty 1946.981693 = -597518.539050 nChanged 160 SP:Iteration 12Q (3029.817974 sec): 3 clusters Score: Raw -599528.343455 + Penalty 1946.981693 = -597581.361762 nChanged 137 SP:Iteration 13Q (3029.912176 sec): 3 clusters Score: Raw -599577.161587 + Penalty 1946.981693 = -597630.179895 nChanged 109 SP:Iteration 14Q (3029.999883 sec): 3 clusters Score: Raw -599612.413787 + Penalty 1946.981693 = -597665.432094 nChanged 113 SP:Iteration 15Q (3030.089900 sec): 3 clusters Score: Raw -599651.161830 + Penalty 1946.981693 = -597704.180137 nChanged 95 SP:Iteration 16Q (3030.192240 sec): 3 clusters Score: Raw -599683.090974 + Penalty 1946.981693 = -597736.109281 nChanged 89 SP:Iteration 17Q (3030.269218 sec): 3 clusters Score: Raw -599707.147329 + Penalty 1946.981693 = -597760.165636 nChanged 72 SP:Iteration 18Q (3030.370531 sec): 3 clusters Score: Raw -599729.231080 + Penalty 1946.981693 = -597782.249387 nChanged 88 SP:Iteration 19Q (3030.463410 sec): 3 clusters Score: Raw -599757.114888 + Penalty 1946.981693 = -597810.133195 nChanged 80 SP:Iteration 20F (3030.569750 sec): 3 clusters Score: Raw -599782.447276 + Penalty 1946.981693 = -597835.465583 nChanged 81 SP:Iteration 21Q (3030.657559 sec): 3 clusters Score: Raw -599808.108073 + Penalty 1946.981693 = -597861.126381 nChanged 82 SP:Iteration 22Q (3030.742900 sec): 3 clusters Score: Raw -599833.790937 + Penalty 1946.981693 = -597886.809245 nChanged 78 SP:Iteration 23Q (3030.831598 sec): 3 clusters Score: Raw -599860.918583 + Penalty 1946.981693 = -597913.936891 nChanged 73 SP:Iteration 24Q (3030.929781 sec): 3 clusters Score: Raw -599890.431430 + Penalty 1946.981693 = -597943.449737 nChanged 71 SP:Iteration 25Q (3031.022772 sec): 3 clusters Score: Raw -599916.570892 + Penalty 1946.981693 = -597969.589199 nChanged 66 SP:Iteration 26Q (3031.110302 sec): 3 clusters Score: Raw -599939.687250 + Penalty 1946.981693 = -597992.705557 nChanged 70 SP:Iteration 27Q (3031.205309 sec): 3 clusters Score: Raw -599964.979252 + Penalty 1946.981693 = -598017.997560 nChanged 63 SP:Iteration 28Q (3031.302404 sec): 3 clusters Score: Raw -599989.055846 + Penalty 1946.981693 = -598042.074153 nChanged 58 SP:Iteration 29Q (3031.404833 sec): 3 clusters Score: Raw -600015.786377 + Penalty 1946.981693 = -598068.804685 nChanged 67 SP:Iteration 30Q (3031.484539 sec): 3 clusters Score: Raw -600041.697652 + Penalty 1946.981693 = -598094.715959 nChanged 62 SP:Iteration 31Q (3031.580486 sec): 3 clusters Score: Raw -600067.048119 + Penalty 1946.981693 = -598120.066426 nChanged 55 SP:Iteration 32Q (3031.689108 sec): 3 clusters Score: Raw -600089.716977 + Penalty 1946.981693 = -598142.735284 nChanged 44 SP:Iteration 33Q (3031.783408 sec): 3 clusters Score: Raw -600106.813195 + Penalty 1946.981693 = -598159.831503 nChanged 38 SP:Iteration 34Q (3031.879067 sec): 3 clusters Score: Raw -600119.281946 + Penalty 1946.981693 = -598172.300253 nChanged 29 SP:Iteration 35Q (3031.970471 sec): 3 clusters Score: Raw -600128.615589 + Penalty 1946.981693 = -598181.633896 nChanged 34 SP:Iteration 36Q (3032.056787 sec): 3 clusters Score: Raw -600139.233568 + Penalty 1946.981693 = -598192.251875 nChanged 33 SP:Iteration 37Q (3032.126925 sec): 3 clusters Score: Raw -600146.971423 + Penalty 1946.981693 = -598199.989730 nChanged 24 SP:Iteration 38Q (3032.216414 sec): 3 clusters Score: Raw -600152.670971 + Penalty 1946.981693 = -598205.689278 nChanged 18 SP:Iteration 39Q (3032.313651 sec): 3 clusters Score: Raw -600157.372353 + Penalty 1946.981693 = -598210.390660 nChanged 22 SP:Iteration 40F (3032.399871 sec): 3 clusters Score: Raw -600164.219070 + Penalty 1946.981693 = -598217.237377 nChanged 22 SP:Iteration 41Q (3032.501871 sec): 3 clusters Score: Raw -600171.884660 + Penalty 1946.981693 = -598224.902967 nChanged 23 SP:Iteration 42Q (3032.584670 sec): 3 clusters Score: Raw -600179.758100 + Penalty 1946.981693 = -598232.776407 nChanged 25 SP:Iteration 43Q (3032.692059 sec): 3 clusters Score: Raw -600185.827272 + Penalty 1946.981693 = -598238.845580 nChanged 21 SP:Iteration 44Q (3032.809452 sec): 3 clusters Score: Raw -600191.627080 + Penalty 1946.981693 = -598244.645387 nChanged 19 SP:Iteration 45Q (3032.941401 sec): 3 clusters Score: Raw -600196.220734 + Penalty 1946.981693 = -598249.239041 nChanged 17 SP:Iteration 46Q (3033.053223 sec): 3 clusters Score: Raw -600198.759178 + Penalty 1946.981693 = -598251.777486 nChanged 15 SP:Iteration 47Q (3033.162143 sec): 3 clusters Score: Raw -600201.589570 + Penalty 1946.981693 = -598254.607878 nChanged 16 SP:Iteration 48Q (3033.277300 sec): 3 clusters Score: Raw -600204.990137 + Penalty 1946.981693 = -598258.008444 nChanged 18 SP:Iteration 49Q (3033.404079 sec): 3 clusters Score: Raw -600210.765585 + Penalty 1946.981693 = -598263.783893 nChanged 22 SP:Iteration 50Q (3033.526172 sec): 3 clusters Score: Raw -600217.226097 + Penalty 1946.981693 = -598270.244405 nChanged 13 SP:Iteration 51Q (3033.638973 sec): 3 clusters Score: Raw -600219.131864 + Penalty 1946.981693 = -598272.150171 nChanged 7 SP:Iteration 52Q (3033.765069 sec): 3 clusters Score: Raw -600220.499631 + Penalty 1946.981693 = -598273.517939 nChanged 9 SP:Iteration 53Q (3033.862349 sec): 3 clusters Score: Raw -600222.368011 + Penalty 1946.981693 = -598275.386318 nChanged 6 SP:Iteration 54Q (3033.969336 sec): 3 clusters Score: Raw -600222.987919 + Penalty 1946.981693 = -598276.006226 nChanged 6 SP:Iteration 55Q (3034.047833 sec): 3 clusters Score: Raw -600223.954719 + Penalty 1946.981693 = -598276.973026 nChanged 5 SP:Iteration 56Q (3034.149599 sec): 3 clusters Score: Raw -600225.059425 + Penalty 1946.981693 = -598278.077732 nChanged 4 SP:Iteration 57Q (3034.264174 sec): 3 clusters Score: Raw -600226.349201 + Penalty 1946.981693 = -598279.367508 nChanged 9 SP:Iteration 58Q (3034.396169 sec): 3 clusters Score: Raw -600227.545646 + Penalty 1946.981693 = -598280.563953 nChanged 6 SP:Iteration 59Q (3034.509203 sec): 3 clusters Score: Raw -600228.111645 + Penalty 1946.981693 = -598281.129952 nChanged 2 SP:Iteration 60F (3034.646277 sec): 3 clusters Score: Raw -600228.244421 + Penalty 1946.981693 = -598281.262728 nChanged 2 SP:Iteration 61Q (3034.767704 sec): 3 clusters Score: Raw -600228.553388 + Penalty 1946.981693 = -598281.571695 nChanged 4 SP:Iteration 62Q (3034.915634 sec): 3 clusters Score: Raw -600229.303552 + Penalty 1946.981693 = -598282.321859 nChanged 5 SP:Iteration 63Q (3035.005953 sec): 3 clusters Score: Raw -600229.866096 + Penalty 1946.981693 = -598282.884404 nChanged 6 SP:Iteration 64Q (3035.124315 sec): 3 clusters Score: Raw -600230.757661 + Penalty 1946.981693 = -598283.775968 nChanged 6 SP:Iteration 65Q (3035.234195 sec): 3 clusters Score: Raw -600232.302278 + Penalty 1946.981693 = -598285.320586 nChanged 11 SP:Iteration 66Q (3035.340529 sec): 3 clusters Score: Raw -600235.101420 + Penalty 1946.981693 = -598288.119728 nChanged 11 SP:Iteration 67Q (3035.432999 sec): 3 clusters Score: Raw -600237.745789 + Penalty 1946.981693 = -598290.764096 nChanged 10 SP:Iteration 68Q (3035.513970 sec): 3 clusters Score: Raw -600239.298332 + Penalty 1946.981693 = -598292.316639 nChanged 9 SP:Iteration 69Q (3035.615003 sec): 3 clusters Score: Raw -600241.782201 + Penalty 1946.981693 = -598294.800509 nChanged 16 SP:Iteration 70Q (3035.732710 sec): 3 clusters Score: Raw -600245.446132 + Penalty 1946.981693 = -598298.464439 nChanged 14 SP:Iteration 71Q (3035.856013 sec): 3 clusters Score: Raw -600248.332101 + Penalty 1946.981693 = -598301.350408 nChanged 18 SP:Iteration 72Q (3035.980511 sec): 3 clusters Score: Raw -600254.182047 + Penalty 1946.981693 = -598307.200354 nChanged 18 SP:Iteration 73Q (3036.125072 sec): 3 clusters Score: Raw -600262.348219 + Penalty 1946.981693 = -598315.366526 nChanged 18 SP:Iteration 74Q (3036.269997 sec): 3 clusters Score: Raw -600267.640984 + Penalty 1946.981693 = -598320.659292 nChanged 14 SP:Iteration 75Q (3036.398612 sec): 3 clusters Score: Raw -600271.824280 + Penalty 1946.981693 = -598324.842588 nChanged 12 SP:Iteration 76Q (3036.501133 sec): 3 clusters Score: Raw -600275.696026 + Penalty 1946.981693 = -598328.714333 nChanged 16 SP:Iteration 77Q (3036.592900 sec): 3 clusters Score: Raw -600278.985584 + Penalty 1946.981693 = -598332.003891 nChanged 11 SP:Iteration 78Q (3036.686907 sec): 3 clusters Score: Raw -600281.820579 + Penalty 1946.981693 = -598334.838887 nChanged 15 SP:Iteration 79Q (3036.769278 sec): 3 clusters Score: Raw -600284.875837 + Penalty 1946.981693 = -598337.894145 nChanged 11 SP:Iteration 80F (3036.857540 sec): 3 clusters Score: Raw -600287.090152 + Penalty 1946.981693 = -598340.108460 nChanged 11 SP:Iteration 81Q (3036.954580 sec): 3 clusters Score: Raw -600289.524995 + Penalty 1946.981693 = -598342.543303 nChanged 11 SP:Iteration 82Q (3037.038867 sec): 3 clusters Score: Raw -600291.315127 + Penalty 1946.981693 = -598344.333434 nChanged 12 SP:Iteration 83Q (3037.130198 sec): 3 clusters Score: Raw -600294.576085 + Penalty 1946.981693 = -598347.594393 nChanged 12 SP:Iteration 84Q (3037.221497 sec): 3 clusters Score: Raw -600298.355110 + Penalty 1946.981693 = -598351.373417 nChanged 14 SP:Iteration 85Q (3037.314048 sec): 3 clusters Score: Raw -600301.675275 + Penalty 1946.981693 = -598354.693583 nChanged 15 SP:Iteration 86Q (3037.394286 sec): 3 clusters Score: Raw -600304.672878 + Penalty 1946.981693 = -598357.691185 nChanged 15 SP:Iteration 87Q (3037.481395 sec): 3 clusters Score: Raw -600307.645948 + Penalty 1946.981693 = -598360.664256 nChanged 7 SP:Iteration 88Q (3037.589386 sec): 3 clusters Score: Raw -600308.699535 + Penalty 1946.981693 = -598361.717842 nChanged 2 SP:Iteration 89Q (3037.680772 sec): 3 clusters Score: Raw -600308.863818 + Penalty 1946.981693 = -598361.882126 nChanged 1 SP:Iteration 90Q (3037.773898 sec): 3 clusters Score: Raw -600308.945512 + Penalty 1946.981693 = -598361.963820 nChanged 1 SP:Iteration 91Q (3037.863416 sec): 3 clusters Score: Raw -600309.198391 + Penalty 1946.981693 = -598362.216699 nChanged 1 SP:Iteration 92Q (3037.950952 sec): 3 clusters Score: Raw -600309.286574 + Penalty 1946.981693 = -598362.304881 nChanged 0 SP:Iteration 93F (3038.050681 sec): 3 clusters Score: Raw -600309.286574 + Penalty 1946.981693 = -598362.304881 nChanged 0 Score: Raw -4206106.445584 + Penalty 16558.064762 = -4189548.380822 Splitting cluster 5 changes total score from -4181454.271864 to -4189548.380822 So it's getting split into cluster 14. Trying to split cluster 6 (8677 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3039.248348 sec): 2 clusters Score: Raw -486224.925775 + Penalty 952.185268 = -485272.740507 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3039.346262 sec): 3 clusters Score: Raw -481337.833763 + Penalty 1904.370536 = -479433.463227 nChanged 3827 SP:Iteration 1F (3039.436097 sec): 3 clusters Score: Raw -484023.767980 + Penalty 1904.370536 = -482119.397443 nChanged 773 SP:Iteration 2F (3039.520154 sec): 3 clusters Score: Raw -484646.585703 + Penalty 1904.370536 = -482742.215167 nChanged 672 SP:Iteration 3F (3039.614154 sec): 3 clusters Score: Raw -485157.132792 + Penalty 1904.370536 = -483252.762256 nChanged 526 SP:Iteration 4F (3039.707779 sec): 3 clusters Score: Raw -485492.247867 + Penalty 1904.370536 = -483587.877331 nChanged 414 SP:Iteration 5Q (3039.786525 sec): 3 clusters Score: Raw -485721.403393 + Penalty 1904.370536 = -483817.032856 nChanged 341 SP:Iteration 6Q (3039.858541 sec): 3 clusters Score: Raw -485913.932393 + Penalty 1904.370536 = -484009.561856 nChanged 284 SP:Iteration 7Q (3039.965373 sec): 3 clusters Score: Raw -486071.070895 + Penalty 1904.370536 = -484166.700359 nChanged 256 SP:Iteration 8Q (3040.055161 sec): 3 clusters Score: Raw -486187.958965 + Penalty 1904.370536 = -484283.588429 nChanged 218 SP:Iteration 9Q (3040.150656 sec): 3 clusters Score: Raw -486284.226709 + Penalty 1904.370536 = -484379.856173 nChanged 190 SP:Iteration 10Q (3040.231208 sec): 3 clusters Score: Raw -486363.059020 + Penalty 1904.370536 = -484458.688484 nChanged 178 SP:Iteration 11Q (3040.331408 sec): 3 clusters Score: Raw -486422.570214 + Penalty 1904.370536 = -484518.199677 nChanged 137 SP:Iteration 12Q (3040.419399 sec): 3 clusters Score: Raw -486467.110616 + Penalty 1904.370536 = -484562.740080 nChanged 114 SP:Iteration 13Q (3040.506372 sec): 3 clusters Score: Raw -486507.474432 + Penalty 1904.370536 = -484603.103896 nChanged 116 SP:Iteration 14Q (3040.589510 sec): 3 clusters Score: Raw -486555.382767 + Penalty 1904.370536 = -484651.012230 nChanged 120 SP:Iteration 15Q (3040.678856 sec): 3 clusters Score: Raw -486599.186842 + Penalty 1904.370536 = -484694.816305 nChanged 105 SP:Iteration 16Q (3040.778875 sec): 3 clusters Score: Raw -486637.349988 + Penalty 1904.370536 = -484732.979451 nChanged 105 SP:Iteration 17Q (3040.858424 sec): 3 clusters Score: Raw -486675.019803 + Penalty 1904.370536 = -484770.649267 nChanged 98 SP:Iteration 18Q (3040.962599 sec): 3 clusters Score: Raw -486713.633570 + Penalty 1904.370536 = -484809.263034 nChanged 92 SP:Iteration 19Q (3041.049346 sec): 3 clusters Score: Raw -486742.199777 + Penalty 1904.370536 = -484837.829241 nChanged 64 SP:Iteration 20F (3041.133951 sec): 3 clusters Score: Raw -486765.634962 + Penalty 1904.370536 = -484861.264426 nChanged 80 SP:Iteration 21Q (3041.239334 sec): 3 clusters Score: Raw -486796.577261 + Penalty 1904.370536 = -484892.206725 nChanged 87 SP:Iteration 22Q (3041.330185 sec): 3 clusters Score: Raw -486829.831473 + Penalty 1904.370536 = -484925.460937 nChanged 95 SP:Iteration 23Q (3041.413934 sec): 3 clusters Score: Raw -486873.125919 + Penalty 1904.370536 = -484968.755382 nChanged 87 SP:Iteration 24Q (3041.508242 sec): 3 clusters Score: Raw -486913.885784 + Penalty 1904.370536 = -485009.515247 nChanged 86 SP:Iteration 25Q (3041.622351 sec): 3 clusters Score: Raw -486950.725188 + Penalty 1904.370536 = -485046.354652 nChanged 81 SP:Iteration 26Q (3041.700450 sec): 3 clusters Score: Raw -486989.169053 + Penalty 1904.370536 = -485084.798517 nChanged 84 SP:Iteration 27Q (3041.795180 sec): 3 clusters Score: Raw -487031.266898 + Penalty 1904.370536 = -485126.896362 nChanged 70 SP:Iteration 28Q (3041.880172 sec): 3 clusters Score: Raw -487074.331894 + Penalty 1904.370536 = -485169.961358 nChanged 88 SP:Iteration 29Q (3041.993665 sec): 3 clusters Score: Raw -487143.160695 + Penalty 1904.370536 = -485238.790159 nChanged 103 SP:Iteration 30Q (3042.066661 sec): 3 clusters Score: Raw -487233.687083 + Penalty 1904.370536 = -485329.316547 nChanged 109 SP:Iteration 31Q (3042.168996 sec): 3 clusters Score: Raw -487314.648387 + Penalty 1904.370536 = -485410.277851 nChanged 102 SP:Iteration 32Q (3042.306925 sec): 3 clusters Score: Raw -487379.225197 + Penalty 1904.370536 = -485474.854661 nChanged 98 SP:Iteration 33Q (3042.406948 sec): 3 clusters Score: Raw -487447.981031 + Penalty 1904.370536 = -485543.610495 nChanged 89 SP:Iteration 34Q (3042.511383 sec): 3 clusters Score: Raw -487502.491514 + Penalty 1904.370536 = -485598.120977 nChanged 79 SP:Iteration 35Q (3042.632372 sec): 3 clusters Score: Raw -487544.540232 + Penalty 1904.370536 = -485640.169695 nChanged 86 SP:Iteration 36Q (3042.724169 sec): 3 clusters Score: Raw -487581.389771 + Penalty 1904.370536 = -485677.019234 nChanged 76 SP:Iteration 37Q (3042.836588 sec): 3 clusters Score: Raw -487620.337628 + Penalty 1904.370536 = -485715.967091 nChanged 92 SP:Iteration 38Q (3042.947657 sec): 3 clusters Score: Raw -487667.534189 + Penalty 1904.370536 = -485763.163653 nChanged 84 SP:Iteration 39Q (3043.123272 sec): 3 clusters Score: Raw -487712.824936 + Penalty 1904.370536 = -485808.454399 nChanged 79 SP:Iteration 40F (3043.214013 sec): 3 clusters Score: Raw -487765.188561 + Penalty 1904.370536 = -485860.818025 nChanged 84 SP:Iteration 41Q (3043.354206 sec): 3 clusters Score: Raw -487820.324623 + Penalty 1904.370536 = -485915.954086 nChanged 86 SP:Iteration 42Q (3043.459214 sec): 3 clusters Score: Raw -487868.000654 + Penalty 1904.370536 = -485963.630118 nChanged 64 SP:Iteration 43Q (3043.578507 sec): 3 clusters Score: Raw -487898.544920 + Penalty 1904.370536 = -485994.174384 nChanged 59 SP:Iteration 44Q (3043.726649 sec): 3 clusters Score: Raw -487924.844360 + Penalty 1904.370536 = -486020.473824 nChanged 49 SP:Iteration 45Q (3043.840115 sec): 3 clusters Score: Raw -487941.980285 + Penalty 1904.370536 = -486037.609749 nChanged 26 SP:Iteration 46Q (3043.971337 sec): 3 clusters Score: Raw -487947.626475 + Penalty 1904.370536 = -486043.255939 nChanged 18 SP:Iteration 47Q (3044.085819 sec): 3 clusters Score: Raw -487950.744565 + Penalty 1904.370536 = -486046.374029 nChanged 14 SP:Iteration 48Q (3044.221770 sec): 3 clusters Score: Raw -487954.017531 + Penalty 1904.370536 = -486049.646995 nChanged 14 SP:Iteration 49Q (3044.334719 sec): 3 clusters Score: Raw -487956.449571 + Penalty 1904.370536 = -486052.079035 nChanged 8 SP:Iteration 50Q (3044.431418 sec): 3 clusters Score: Raw -487957.331031 + Penalty 1904.370536 = -486052.960495 nChanged 4 SP:Iteration 51Q (3044.547655 sec): 3 clusters Score: Raw -487957.688230 + Penalty 1904.370536 = -486053.317694 nChanged 5 SP:Iteration 52Q (3044.667834 sec): 3 clusters Score: Raw -487958.323039 + Penalty 1904.370536 = -486053.952502 nChanged 4 SP:Iteration 53Q (3044.779938 sec): 3 clusters Score: Raw -487958.591062 + Penalty 1904.370536 = -486054.220526 nChanged 1 SP:Iteration 54Q (3044.888962 sec): 3 clusters Score: Raw -487958.679070 + Penalty 1904.370536 = -486054.308534 nChanged 0 SP:Iteration 55F (3045.015939 sec): 3 clusters Score: Raw -487958.679070 + Penalty 1904.370536 = -486054.308534 nChanged 0 Score: Raw -4207840.198879 + Penalty 17740.783674 = -4190099.415205 Splitting cluster 6 changes total score from -4181454.271864 to -4190099.415205 So it's getting split into cluster 15. Trying to split cluster 7 (3499 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3046.695778 sec): 2 clusters Score: Raw -201536.970469 + Penalty 856.824412 = -200680.146058 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3046.805890 sec): 3 clusters Score: Raw -199733.306855 + Penalty 1713.648823 = -198019.658031 nChanged 1407 SP:Iteration 1F (3046.906349 sec): 3 clusters Score: Raw -200588.982480 + Penalty 1713.648823 = -198875.333657 nChanged 302 SP:Iteration 2F (3046.983713 sec): 3 clusters Score: Raw -200850.194295 + Penalty 1713.648823 = -199136.545472 nChanged 281 SP:Iteration 3F (3047.087863 sec): 3 clusters Score: Raw -201124.329176 + Penalty 1713.648823 = -199410.680353 nChanged 271 SP:Iteration 4F (3047.197559 sec): 3 clusters Score: Raw -201382.048574 + Penalty 1713.648823 = -199668.399751 nChanged 251 SP:Iteration 5F (3047.289185 sec): 3 clusters Score: Raw -201597.739757 + Penalty 1713.648823 = -199884.090934 nChanged 204 SP:Iteration 6F (3047.385096 sec): 3 clusters Score: Raw -201743.188097 + Penalty 1713.648823 = -200029.539274 nChanged 157 SP:Iteration 7Q (3047.493646 sec): 3 clusters Score: Raw -201827.595779 + Penalty 1713.648823 = -200113.946955 nChanged 102 SP:Iteration 8Q (3047.599378 sec): 3 clusters Score: Raw -201872.067905 + Penalty 1713.648823 = -200158.419081 nChanged 76 SP:Iteration 9Q (3047.714735 sec): 3 clusters Score: Raw -201903.776110 + Penalty 1713.648823 = -200190.127286 nChanged 59 SP:Iteration 10Q (3047.808706 sec): 3 clusters Score: Raw -201930.497844 + Penalty 1713.648823 = -200216.849020 nChanged 47 SP:Iteration 11Q (3047.896142 sec): 3 clusters Score: Raw -201949.638004 + Penalty 1713.648823 = -200235.989181 nChanged 42 SP:Iteration 12Q (3048.006929 sec): 3 clusters Score: Raw -201965.064420 + Penalty 1713.648823 = -200251.415597 nChanged 26 SP:Iteration 13Q (3048.098257 sec): 3 clusters Score: Raw -201978.329747 + Penalty 1713.648823 = -200264.680923 nChanged 34 SP:Iteration 14Q (3048.206176 sec): 3 clusters Score: Raw -201992.223155 + Penalty 1713.648823 = -200278.574332 nChanged 34 SP:Iteration 15Q (3048.307484 sec): 3 clusters Score: Raw -202004.850766 + Penalty 1713.648823 = -200291.201942 nChanged 29 SP:Iteration 16Q (3048.404897 sec): 3 clusters Score: Raw -202017.730839 + Penalty 1713.648823 = -200304.082016 nChanged 37 SP:Iteration 17Q (3048.490892 sec): 3 clusters Score: Raw -202035.870907 + Penalty 1713.648823 = -200322.222083 nChanged 30 SP:Iteration 18Q (3048.617435 sec): 3 clusters Score: Raw -202052.700123 + Penalty 1713.648823 = -200339.051300 nChanged 35 SP:Iteration 19Q (3048.720204 sec): 3 clusters Score: Raw -202069.455142 + Penalty 1713.648823 = -200355.806319 nChanged 32 SP:Iteration 20F (3048.805342 sec): 3 clusters Score: Raw -202083.363050 + Penalty 1713.648823 = -200369.714227 nChanged 26 SP:Iteration 21Q (3048.901494 sec): 3 clusters Score: Raw -202094.561493 + Penalty 1713.648823 = -200380.912669 nChanged 26 SP:Iteration 22Q (3048.987396 sec): 3 clusters Score: Raw -202104.617466 + Penalty 1713.648823 = -200390.968643 nChanged 23 SP:Iteration 23Q (3049.108294 sec): 3 clusters Score: Raw -202112.457235 + Penalty 1713.648823 = -200398.808411 nChanged 19 SP:Iteration 24Q (3049.189462 sec): 3 clusters Score: Raw -202119.524227 + Penalty 1713.648823 = -200405.875404 nChanged 15 SP:Iteration 25Q (3049.277673 sec): 3 clusters Score: Raw -202125.112266 + Penalty 1713.648823 = -200411.463443 nChanged 12 SP:Iteration 26Q (3049.364799 sec): 3 clusters Score: Raw -202129.054615 + Penalty 1713.648823 = -200415.405792 nChanged 12 SP:Iteration 27Q (3049.462160 sec): 3 clusters Score: Raw -202136.058055 + Penalty 1713.648823 = -200422.409231 nChanged 16 SP:Iteration 28Q (3049.550034 sec): 3 clusters Score: Raw -202145.161340 + Penalty 1713.648823 = -200431.512517 nChanged 16 SP:Iteration 29Q (3049.636585 sec): 3 clusters Score: Raw -202152.537856 + Penalty 1713.648823 = -200438.889033 nChanged 7 SP:Iteration 30Q (3049.706009 sec): 3 clusters Score: Raw -202155.376497 + Penalty 1713.648823 = -200441.727674 nChanged 8 SP:Iteration 31Q (3049.788322 sec): 3 clusters Score: Raw -202158.620851 + Penalty 1713.648823 = -200444.972027 nChanged 10 SP:Iteration 32Q (3049.900553 sec): 3 clusters Score: Raw -202162.749967 + Penalty 1713.648823 = -200449.101143 nChanged 9 SP:Iteration 33Q (3049.967351 sec): 3 clusters Score: Raw -202166.076537 + Penalty 1713.648823 = -200452.427714 nChanged 8 SP:Iteration 34Q (3050.055981 sec): 3 clusters Score: Raw -202169.479221 + Penalty 1713.648823 = -200455.830398 nChanged 6 SP:Iteration 35Q (3050.134170 sec): 3 clusters Score: Raw -202171.415436 + Penalty 1713.648823 = -200457.766613 nChanged 4 SP:Iteration 36Q (3050.219733 sec): 3 clusters Score: Raw -202172.513528 + Penalty 1713.648823 = -200458.864705 nChanged 4 SP:Iteration 37Q (3050.308616 sec): 3 clusters Score: Raw -202174.299376 + Penalty 1713.648823 = -200460.650553 nChanged 4 SP:Iteration 38Q (3050.405610 sec): 3 clusters Score: Raw -202175.573504 + Penalty 1713.648823 = -200461.924681 nChanged 3 SP:Iteration 39Q (3050.498661 sec): 3 clusters Score: Raw -202176.542375 + Penalty 1713.648823 = -200462.893552 nChanged 1 SP:Iteration 40F (3050.565534 sec): 3 clusters Score: Raw -202176.853908 + Penalty 1713.648823 = -200463.205085 nChanged 2 SP:Iteration 41Q (3050.649539 sec): 3 clusters Score: Raw -202177.301938 + Penalty 1713.648823 = -200463.653115 nChanged 4 SP:Iteration 42Q (3050.746520 sec): 3 clusters Score: Raw -202178.102165 + Penalty 1713.648823 = -200464.453341 nChanged 1 SP:Iteration 43Q (3050.822318 sec): 3 clusters Score: Raw -202178.240033 + Penalty 1713.648823 = -200464.591209 nChanged 1 SP:Iteration 44Q (3050.895705 sec): 3 clusters Score: Raw -202178.574253 + Penalty 1713.648823 = -200464.925429 nChanged 2 SP:Iteration 45Q (3050.978229 sec): 3 clusters Score: Raw -202179.306649 + Penalty 1713.648823 = -200465.657826 nChanged 1 SP:Iteration 46Q (3051.067636 sec): 3 clusters Score: Raw -202180.050725 + Penalty 1713.648823 = -200466.401902 nChanged 3 SP:Iteration 47Q (3051.158525 sec): 3 clusters Score: Raw -202181.126625 + Penalty 1713.648823 = -200467.477802 nChanged 3 SP:Iteration 48Q (3051.237191 sec): 3 clusters Score: Raw -202182.132250 + Penalty 1713.648823 = -200468.483427 nChanged 3 SP:Iteration 49Q (3051.333630 sec): 3 clusters Score: Raw -202182.864089 + Penalty 1713.648823 = -200469.215266 nChanged 2 SP:Iteration 50Q (3051.393168 sec): 3 clusters Score: Raw -202183.296386 + Penalty 1713.648823 = -200469.647562 nChanged 1 SP:Iteration 51Q (3051.496119 sec): 3 clusters Score: Raw -202183.341853 + Penalty 1713.648823 = -200469.693030 nChanged 1 SP:Iteration 52Q (3051.576658 sec): 3 clusters Score: Raw -202183.458757 + Penalty 1713.648823 = -200469.809933 nChanged 0 SP:Iteration 53F (3051.655340 sec): 3 clusters Score: Raw -202183.458757 + Penalty 1713.648823 = -200469.809933 nChanged 0 Trying to split cluster 8 (1080 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3051.701940 sec): 2 clusters Score: Raw -47526.842320 + Penalty 733.395214 = -46793.447106 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3051.769131 sec): 3 clusters Score: Raw -47151.295549 + Penalty 1466.790427 = -45684.505122 nChanged 392 SP:Iteration 1F (3051.863423 sec): 3 clusters Score: Raw -47660.326059 + Penalty 1466.790427 = -46193.535632 nChanged 142 SP:Iteration 2F (3051.938473 sec): 3 clusters Score: Raw -47921.234335 + Penalty 1466.790427 = -46454.443908 nChanged 71 SP:Iteration 3F (3052.010281 sec): 3 clusters Score: Raw -48039.821852 + Penalty 1466.790427 = -46573.031425 nChanged 49 SP:Iteration 4Q (3052.087514 sec): 3 clusters Score: Raw -48116.672014 + Penalty 1466.790427 = -46649.881587 nChanged 31 SP:Iteration 5Q (3052.191729 sec): 3 clusters Score: Raw -48199.484867 + Penalty 1466.790427 = -46732.694440 nChanged 31 SP:Iteration 6Q (3052.269717 sec): 3 clusters Score: Raw -48270.662009 + Penalty 1466.790427 = -46803.871582 nChanged 26 SP:Iteration 7Q (3052.353357 sec): 3 clusters Score: Raw -48325.278031 + Penalty 1466.790427 = -46858.487604 nChanged 21 SP:Iteration 8Q (3052.426743 sec): 3 clusters Score: Raw -48349.787697 + Penalty 1466.790427 = -46882.997270 nChanged 12 SP:Iteration 9Q (3052.521187 sec): 3 clusters Score: Raw -48359.184580 + Penalty 1466.790427 = -46892.394152 nChanged 9 SP:Iteration 10Q (3052.630667 sec): 3 clusters Score: Raw -48365.233934 + Penalty 1466.790427 = -46898.443507 nChanged 5 SP:Iteration 11Q (3052.730707 sec): 3 clusters Score: Raw -48368.380832 + Penalty 1466.790427 = -46901.590404 nChanged 3 SP:Iteration 12Q (3052.805959 sec): 3 clusters Score: Raw -48371.417311 + Penalty 1466.790427 = -46904.626884 nChanged 3 SP:Iteration 13Q (3052.899772 sec): 3 clusters Score: Raw -48374.926130 + Penalty 1466.790427 = -46908.135703 nChanged 4 SP:Iteration 14Q (3053.001603 sec): 3 clusters Score: Raw -48376.944745 + Penalty 1466.790427 = -46910.154318 nChanged 3 SP:Iteration 15Q (3053.127108 sec): 3 clusters Score: Raw -48378.524925 + Penalty 1466.790427 = -46911.734498 nChanged 2 SP:Iteration 16Q (3053.214571 sec): 3 clusters Score: Raw -48379.111455 + Penalty 1466.790427 = -46912.321027 nChanged 0 SP:Iteration 17F (3053.320235 sec): 3 clusters Score: Raw -48379.111455 + Penalty 1466.790427 = -46912.321027 nChanged 0 Score: Raw -4208692.468014 + Penalty 18923.502585 = -4189768.965428 Splitting cluster 8 changes total score from -4181454.271864 to -4189768.965428 So it's getting split into cluster 16. Trying to split cluster 9 (8085 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3054.970952 sec): 2 clusters Score: Raw -403226.911600 + Penalty 944.765406 = -402282.146193 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3055.100428 sec): 3 clusters Score: Raw -398608.928840 + Penalty 1889.530812 = -396719.398028 nChanged 3593 SP:Iteration 1F (3055.198703 sec): 3 clusters Score: Raw -401317.171803 + Penalty 1889.530812 = -399427.640991 nChanged 842 SP:Iteration 2F (3055.308829 sec): 3 clusters Score: Raw -402132.617592 + Penalty 1889.530812 = -400243.086780 nChanged 703 SP:Iteration 3F (3055.431374 sec): 3 clusters Score: Raw -402749.071885 + Penalty 1889.530812 = -400859.541073 nChanged 539 SP:Iteration 4F (3055.521792 sec): 3 clusters Score: Raw -403113.633619 + Penalty 1889.530812 = -401224.102807 nChanged 405 SP:Iteration 5F (3055.622819 sec): 3 clusters Score: Raw -403345.542082 + Penalty 1889.530812 = -401456.011270 nChanged 290 SP:Iteration 6Q (3055.727545 sec): 3 clusters Score: Raw -403495.096061 + Penalty 1889.530812 = -401605.565248 nChanged 218 SP:Iteration 7Q (3055.806113 sec): 3 clusters Score: Raw -403605.404613 + Penalty 1889.530812 = -401715.873801 nChanged 208 SP:Iteration 8Q (3055.893796 sec): 3 clusters Score: Raw -403689.354228 + Penalty 1889.530812 = -401799.823416 nChanged 167 SP:Iteration 9Q (3056.001052 sec): 3 clusters Score: Raw -403750.108228 + Penalty 1889.530812 = -401860.577415 nChanged 141 SP:Iteration 10Q (3056.085224 sec): 3 clusters Score: Raw -403786.424417 + Penalty 1889.530812 = -401896.893605 nChanged 101 SP:Iteration 11Q (3056.177420 sec): 3 clusters Score: Raw -403810.452959 + Penalty 1889.530812 = -401920.922146 nChanged 76 SP:Iteration 12Q (3056.252548 sec): 3 clusters Score: Raw -403827.747187 + Penalty 1889.530812 = -401938.216374 nChanged 63 SP:Iteration 13Q (3056.358012 sec): 3 clusters Score: Raw -403845.625202 + Penalty 1889.530812 = -401956.094390 nChanged 71 SP:Iteration 14Q (3056.431982 sec): 3 clusters Score: Raw -403864.109856 + Penalty 1889.530812 = -401974.579044 nChanged 67 SP:Iteration 15Q (3056.526556 sec): 3 clusters Score: Raw -403876.918781 + Penalty 1889.530812 = -401987.387969 nChanged 51 SP:Iteration 16Q (3056.605996 sec): 3 clusters Score: Raw -403889.641574 + Penalty 1889.530812 = -402000.110762 nChanged 60 SP:Iteration 17Q (3056.697682 sec): 3 clusters Score: Raw -403906.486733 + Penalty 1889.530812 = -402016.955921 nChanged 66 SP:Iteration 18Q (3056.788040 sec): 3 clusters Score: Raw -403926.406900 + Penalty 1889.530812 = -402036.876087 nChanged 69 SP:Iteration 19Q (3056.888303 sec): 3 clusters Score: Raw -403941.798283 + Penalty 1889.530812 = -402052.267471 nChanged 52 SP:Iteration 20F (3056.965997 sec): 3 clusters Score: Raw -403953.017344 + Penalty 1889.530812 = -402063.486532 nChanged 43 SP:Iteration 21Q (3057.063679 sec): 3 clusters Score: Raw -403964.701595 + Penalty 1889.530812 = -402075.170782 nChanged 44 SP:Iteration 22Q (3057.149211 sec): 3 clusters Score: Raw -403972.926286 + Penalty 1889.530812 = -402083.395474 nChanged 33 SP:Iteration 23Q (3057.250021 sec): 3 clusters Score: Raw -403977.681605 + Penalty 1889.530812 = -402088.150793 nChanged 22 SP:Iteration 24Q (3057.329674 sec): 3 clusters Score: Raw -403981.440793 + Penalty 1889.530812 = -402091.909981 nChanged 24 SP:Iteration 25Q (3057.430959 sec): 3 clusters Score: Raw -403986.169120 + Penalty 1889.530812 = -402096.638308 nChanged 24 SP:Iteration 26Q (3057.528282 sec): 3 clusters Score: Raw -403990.525946 + Penalty 1889.530812 = -402100.995134 nChanged 25 SP:Iteration 27Q (3057.619248 sec): 3 clusters Score: Raw -403996.438231 + Penalty 1889.530812 = -402106.907419 nChanged 38 SP:Iteration 28Q (3057.708659 sec): 3 clusters Score: Raw -404004.338541 + Penalty 1889.530812 = -402114.807729 nChanged 35 SP:Iteration 29Q (3057.785652 sec): 3 clusters Score: Raw -404010.434115 + Penalty 1889.530812 = -402120.903303 nChanged 38 SP:Iteration 30Q (3057.878112 sec): 3 clusters Score: Raw -404016.074436 + Penalty 1889.530812 = -402126.543624 nChanged 32 SP:Iteration 31Q (3057.960469 sec): 3 clusters Score: Raw -404020.127325 + Penalty 1889.530812 = -402130.596512 nChanged 30 SP:Iteration 32Q (3058.048424 sec): 3 clusters Score: Raw -404024.865003 + Penalty 1889.530812 = -402135.334191 nChanged 35 SP:Iteration 33Q (3058.160637 sec): 3 clusters Score: Raw -404030.417380 + Penalty 1889.530812 = -402140.886568 nChanged 34 SP:Iteration 34Q (3058.254605 sec): 3 clusters Score: Raw -404035.459551 + Penalty 1889.530812 = -402145.928739 nChanged 37 SP:Iteration 35Q (3058.348550 sec): 3 clusters Score: Raw -404042.536717 + Penalty 1889.530812 = -402153.005905 nChanged 39 SP:Iteration 36Q (3058.421586 sec): 3 clusters Score: Raw -404048.919887 + Penalty 1889.530812 = -402159.389075 nChanged 30 SP:Iteration 37Q (3058.507250 sec): 3 clusters Score: Raw -404053.625963 + Penalty 1889.530812 = -402164.095150 nChanged 29 SP:Iteration 38Q (3058.617218 sec): 3 clusters Score: Raw -404058.630146 + Penalty 1889.530812 = -402169.099334 nChanged 42 SP:Iteration 39Q (3058.691166 sec): 3 clusters Score: Raw -404067.368247 + Penalty 1889.530812 = -402177.837435 nChanged 31 SP:Iteration 40F (3058.794803 sec): 3 clusters Score: Raw -404073.139250 + Penalty 1889.530812 = -402183.608438 nChanged 25 SP:Iteration 41Q (3058.891174 sec): 3 clusters Score: Raw -404077.128949 + Penalty 1889.530812 = -402187.598137 nChanged 29 SP:Iteration 42Q (3058.975593 sec): 3 clusters Score: Raw -404080.983580 + Penalty 1889.530812 = -402191.452768 nChanged 21 SP:Iteration 43Q (3059.051305 sec): 3 clusters Score: Raw -404083.619644 + Penalty 1889.530812 = -402194.088832 nChanged 11 SP:Iteration 44Q (3059.157641 sec): 3 clusters Score: Raw -404084.627716 + Penalty 1889.530812 = -402195.096904 nChanged 9 SP:Iteration 45Q (3059.253230 sec): 3 clusters Score: Raw -404085.330440 + Penalty 1889.530812 = -402195.799628 nChanged 7 SP:Iteration 46Q (3059.323221 sec): 3 clusters Score: Raw -404085.770674 + Penalty 1889.530812 = -402196.239862 nChanged 6 SP:Iteration 47Q (3059.428769 sec): 3 clusters Score: Raw -404086.496443 + Penalty 1889.530812 = -402196.965631 nChanged 10 SP:Iteration 48Q (3059.503826 sec): 3 clusters Score: Raw -404087.574639 + Penalty 1889.530812 = -402198.043826 nChanged 11 SP:Iteration 49Q (3059.594785 sec): 3 clusters Score: Raw -404089.012760 + Penalty 1889.530812 = -402199.481948 nChanged 13 SP:Iteration 50Q (3059.676905 sec): 3 clusters Score: Raw -404089.993214 + Penalty 1889.530812 = -402200.462402 nChanged 10 SP:Iteration 51Q (3059.768352 sec): 3 clusters Score: Raw -404090.877180 + Penalty 1889.530812 = -402201.346368 nChanged 10 SP:Iteration 52Q (3059.871661 sec): 3 clusters Score: Raw -404092.116461 + Penalty 1889.530812 = -402202.585649 nChanged 16 SP:Iteration 53Q (3059.963031 sec): 3 clusters Score: Raw -404093.960706 + Penalty 1889.530812 = -402204.429894 nChanged 16 SP:Iteration 54Q (3060.048764 sec): 3 clusters Score: Raw -404095.218459 + Penalty 1889.530812 = -402205.687647 nChanged 10 SP:Iteration 55Q (3060.138669 sec): 3 clusters Score: Raw -404095.940928 + Penalty 1889.530812 = -402206.410116 nChanged 7 SP:Iteration 56Q (3060.231691 sec): 3 clusters Score: Raw -404096.590493 + Penalty 1889.530812 = -402207.059680 nChanged 10 SP:Iteration 57Q (3060.319400 sec): 3 clusters Score: Raw -404097.783816 + Penalty 1889.530812 = -402208.253004 nChanged 9 SP:Iteration 58Q (3060.417800 sec): 3 clusters Score: Raw -404098.896201 + Penalty 1889.530812 = -402209.365389 nChanged 10 SP:Iteration 59Q (3060.513377 sec): 3 clusters Score: Raw -404100.025179 + Penalty 1889.530812 = -402210.494367 nChanged 6 SP:Iteration 60F (3060.604854 sec): 3 clusters Score: Raw -404100.740939 + Penalty 1889.530812 = -402211.210127 nChanged 5 SP:Iteration 61Q (3060.698812 sec): 3 clusters Score: Raw -404101.601339 + Penalty 1889.530812 = -402212.070527 nChanged 13 SP:Iteration 62Q (3060.789847 sec): 3 clusters Score: Raw -404103.576415 + Penalty 1889.530812 = -402214.045603 nChanged 11 SP:Iteration 63Q (3060.864790 sec): 3 clusters Score: Raw -404104.557996 + Penalty 1889.530812 = -402215.027184 nChanged 11 SP:Iteration 64Q (3060.950112 sec): 3 clusters Score: Raw -404105.339844 + Penalty 1889.530812 = -402215.809032 nChanged 7 SP:Iteration 65Q (3061.055810 sec): 3 clusters Score: Raw -404106.082380 + Penalty 1889.530812 = -402216.551568 nChanged 7 SP:Iteration 66Q (3061.153672 sec): 3 clusters Score: Raw -404106.815544 + Penalty 1889.530812 = -402217.284732 nChanged 8 SP:Iteration 67Q (3061.269429 sec): 3 clusters Score: Raw -404107.358310 + Penalty 1889.530812 = -402217.827498 nChanged 6 SP:Iteration 68Q (3061.353858 sec): 3 clusters Score: Raw -404107.644334 + Penalty 1889.530812 = -402218.113522 nChanged 1 SP:Iteration 69Q (3061.432465 sec): 3 clusters Score: Raw -404107.686186 + Penalty 1889.530812 = -402218.155374 nChanged 1 SP:Iteration 70Q (3061.541596 sec): 3 clusters Score: Raw -404107.753717 + Penalty 1889.530812 = -402218.222905 nChanged 0 SP:Iteration 71F (3061.635775 sec): 3 clusters Score: Raw -404107.753717 + Penalty 1889.530812 = -402218.222905 nChanged 0 Iteration 59Q (3063.009662 sec): 17 clusters Score: Raw -4210688.392628 + Penalty 18923.502585 = -4191764.890043 nChanged 2827 Iteration 60F (3064.606422 sec): 17 clusters Score: Raw -4212383.145321 + Penalty 18923.502585 = -4193459.642735 nChanged 1915 Iteration 61Q (3065.687326 sec): 17 clusters Score: Raw -4213068.778696 + Penalty 18923.502585 = -4194145.276110 nChanged 1023 Iteration 62Q (3066.783641 sec): 17 clusters Score: Raw -4213343.815207 + Penalty 18923.502585 = -4194420.312621 nChanged 649 Iteration 63Q (3067.854908 sec): 17 clusters Score: Raw -4213485.146360 + Penalty 18923.502585 = -4194561.643774 nChanged 469 Iteration 64Q (3068.973745 sec): 17 clusters Score: Raw -4213575.703378 + Penalty 18923.502585 = -4194652.200792 nChanged 406 Iteration 65Q (3070.090082 sec): 17 clusters Score: Raw -4213644.753137 + Penalty 18923.502585 = -4194721.250552 nChanged 324 Iteration 66Q (3071.212039 sec): 17 clusters Score: Raw -4213696.924499 + Penalty 18923.502585 = -4194773.421914 nChanged 266 Iteration 67Q (3072.416701 sec): 17 clusters Score: Raw -4213748.637172 + Penalty 18923.502585 = -4194825.134586 nChanged 227 Iteration 68Q (3073.571482 sec): 17 clusters Score: Raw -4213797.529916 + Penalty 18923.502585 = -4194874.027331 nChanged 202 Iteration 69Q (3074.755477 sec): 17 clusters Score: Raw -4213846.742223 + Penalty 18923.502585 = -4194923.239638 nChanged 209 Iteration 70Q (3075.897663 sec): 17 clusters Score: Raw -4213887.586479 + Penalty 18923.502585 = -4194964.083894 nChanged 190 Iteration 71Q (3076.953094 sec): 17 clusters Score: Raw -4213929.987096 + Penalty 18923.502585 = -4195006.484511 nChanged 174 Iteration 72Q (3078.039937 sec): 17 clusters Score: Raw -4213958.909712 + Penalty 18923.502585 = -4195035.407127 nChanged 153 Iteration 73Q (3079.175523 sec): 17 clusters Score: Raw -4213984.897859 + Penalty 18923.502585 = -4195061.395274 nChanged 139 Iteration 74Q (3080.295220 sec): 17 clusters Score: Raw -4214008.441925 + Penalty 18923.502585 = -4195084.939340 nChanged 133 Iteration 75Q (3081.382208 sec): 17 clusters Score: Raw -4214031.050287 + Penalty 18923.502585 = -4195107.547702 nChanged 114 Iteration 76Q (3082.521417 sec): 17 clusters Score: Raw -4214050.856742 + Penalty 18923.502585 = -4195127.354157 nChanged 106 Iteration 77Q (3083.809679 sec): 17 clusters Score: Raw -4214067.447569 + Penalty 18923.502585 = -4195143.944983 nChanged 89 Iteration 78Q (3085.073454 sec): 17 clusters Score: Raw -4214079.803690 + Penalty 18923.502585 = -4195156.301104 nChanged 86 Iteration 79Q (3086.324398 sec): 17 clusters Score: Raw -4214095.006497 + Penalty 18923.502585 = -4195171.503911 nChanged 84 Iteration 80F (3087.755280 sec): 17 clusters Score: Raw -4214115.270906 + Penalty 18923.502585 = -4195191.768321 nChanged 93 Iteration 81Q (3088.812084 sec): 17 clusters Score: Raw -4214139.334657 + Penalty 18923.502585 = -4195215.832071 nChanged 94 Iteration 82Q (3089.892660 sec): 17 clusters Score: Raw -4214165.830665 + Penalty 18923.502585 = -4195242.328080 nChanged 109 Iteration 83Q (3090.999441 sec): 17 clusters Score: Raw -4214191.569262 + Penalty 18923.502585 = -4195268.066677 nChanged 116 Iteration 84Q (3092.087791 sec): 17 clusters Score: Raw -4214218.011017 + Penalty 18923.502585 = -4195294.508432 nChanged 126 Iteration 85Q (3093.150775 sec): 17 clusters Score: Raw -4214248.662274 + Penalty 18923.502585 = -4195325.159688 nChanged 143 Iteration 86Q (3094.404568 sec): 17 clusters Score: Raw -4214297.905457 + Penalty 18923.502585 = -4195374.402871 nChanged 161 Iteration 87Q (3095.698777 sec): 17 clusters Score: Raw -4214343.540975 + Penalty 18923.502585 = -4195420.038389 nChanged 157 Iteration 88Q (3096.987344 sec): 17 clusters Score: Raw -4214379.032405 + Penalty 18923.502585 = -4195455.529820 nChanged 146 Iteration 89Q (3098.126190 sec): 17 clusters Score: Raw -4214407.443947 + Penalty 18923.502585 = -4195483.941362 nChanged 119 Iteration 90Q (3099.261014 sec): 17 clusters Score: Raw -4214429.413045 + Penalty 18923.502585 = -4195505.910460 nChanged 114 Iteration 91Q (3100.329218 sec): 17 clusters Score: Raw -4214451.076985 + Penalty 18923.502585 = -4195527.574399 nChanged 122 Iteration 92Q (3101.429725 sec): 17 clusters Score: Raw -4214469.224841 + Penalty 18923.502585 = -4195545.722256 nChanged 110 Iteration 93Q (3102.510994 sec): 17 clusters Score: Raw -4214484.381520 + Penalty 18923.502585 = -4195560.878935 nChanged 106 Iteration 94Q (3103.611520 sec): 17 clusters Score: Raw -4214500.488802 + Penalty 18923.502585 = -4195576.986216 nChanged 108 Iteration 95Q (3104.757960 sec): 17 clusters Score: Raw -4214518.083414 + Penalty 18923.502585 = -4195594.580829 nChanged 114 Iteration 96Q (3106.022450 sec): 17 clusters Score: Raw -4214534.683846 + Penalty 18923.502585 = -4195611.181260 nChanged 101 Iteration 97Q (3107.231290 sec): 17 clusters Score: Raw -4214548.004949 + Penalty 18923.502585 = -4195624.502363 nChanged 92 Iteration 98Q (3108.318339 sec): 17 clusters Score: Raw -4214560.181295 + Penalty 18923.502585 = -4195636.678710 nChanged 87 Writing temp clu file Because OldScore, -4195624.502363, is greater than current (better) Score,-4195636.678710 Compute initial score before splitting: Score: Raw -4214560.181295 + Penalty 18923.502585 = -4195636.678710 Trying to split cluster 1 (2417 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3108.428615 sec): 2 clusters Score: Raw -133317.937570 + Penalty 817.979650 = -132499.957920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3108.519960 sec): 3 clusters Score: Raw -132164.823174 + Penalty 1635.959300 = -130528.863874 nChanged 883 SP:Iteration 1F (3108.600495 sec): 3 clusters Score: Raw -132785.489933 + Penalty 1635.959300 = -131149.530633 nChanged 218 SP:Iteration 2F (3108.663525 sec): 3 clusters Score: Raw -132967.925728 + Penalty 1635.959300 = -131331.966428 nChanged 153 SP:Iteration 3F (3108.747107 sec): 3 clusters Score: Raw -133094.622858 + Penalty 1635.959300 = -131458.663558 nChanged 125 SP:Iteration 4F (3108.850668 sec): 3 clusters Score: Raw -133185.098504 + Penalty 1635.959300 = -131549.139204 nChanged 93 SP:Iteration 5Q (3108.918076 sec): 3 clusters Score: Raw -133243.677004 + Penalty 1635.959300 = -131607.717704 nChanged 74 SP:Iteration 6Q (3109.007959 sec): 3 clusters Score: Raw -133288.126055 + Penalty 1635.959300 = -131652.166755 nChanged 55 SP:Iteration 7Q (3109.085278 sec): 3 clusters Score: Raw -133331.508927 + Penalty 1635.959300 = -131695.549627 nChanged 55 SP:Iteration 8Q (3109.166874 sec): 3 clusters Score: Raw -133367.815391 + Penalty 1635.959300 = -131731.856091 nChanged 50 SP:Iteration 9Q (3109.271723 sec): 3 clusters Score: Raw -133397.076559 + Penalty 1635.959300 = -131761.117259 nChanged 39 SP:Iteration 10Q (3109.352914 sec): 3 clusters Score: Raw -133425.363881 + Penalty 1635.959300 = -131789.404581 nChanged 42 SP:Iteration 11Q (3109.441893 sec): 3 clusters Score: Raw -133454.403500 + Penalty 1635.959300 = -131818.444200 nChanged 34 SP:Iteration 12Q (3109.524537 sec): 3 clusters Score: Raw -133470.694312 + Penalty 1635.959300 = -131834.735012 nChanged 29 SP:Iteration 13Q (3109.593806 sec): 3 clusters Score: Raw -133490.147910 + Penalty 1635.959300 = -131854.188610 nChanged 40 SP:Iteration 14Q (3109.691763 sec): 3 clusters Score: Raw -133523.294992 + Penalty 1635.959300 = -131887.335692 nChanged 44 SP:Iteration 15Q (3109.762659 sec): 3 clusters Score: Raw -133551.415128 + Penalty 1635.959300 = -131915.455828 nChanged 25 SP:Iteration 16Q (3109.845529 sec): 3 clusters Score: Raw -133565.013169 + Penalty 1635.959300 = -131929.053869 nChanged 21 SP:Iteration 17Q (3109.924388 sec): 3 clusters Score: Raw -133576.017039 + Penalty 1635.959300 = -131940.057739 nChanged 15 SP:Iteration 18Q (3110.018224 sec): 3 clusters Score: Raw -133582.373893 + Penalty 1635.959300 = -131946.414593 nChanged 18 SP:Iteration 19Q (3110.106068 sec): 3 clusters Score: Raw -133590.605468 + Penalty 1635.959300 = -131954.646169 nChanged 16 SP:Iteration 20F (3110.167135 sec): 3 clusters Score: Raw -133596.634321 + Penalty 1635.959300 = -131960.675021 nChanged 9 SP:Iteration 21Q (3110.254212 sec): 3 clusters Score: Raw -133599.081519 + Penalty 1635.959300 = -131963.122219 nChanged 3 SP:Iteration 22Q (3110.324529 sec): 3 clusters Score: Raw -133600.209878 + Penalty 1635.959300 = -131964.250578 nChanged 6 SP:Iteration 23Q (3110.414373 sec): 3 clusters Score: Raw -133602.238941 + Penalty 1635.959300 = -131966.279642 nChanged 5 SP:Iteration 24Q (3110.500623 sec): 3 clusters Score: Raw -133604.144061 + Penalty 1635.959300 = -131968.184762 nChanged 3 SP:Iteration 25Q (3110.579756 sec): 3 clusters Score: Raw -133605.610105 + Penalty 1635.959300 = -131969.650805 nChanged 4 SP:Iteration 26Q (3110.680153 sec): 3 clusters Score: Raw -133606.697246 + Penalty 1635.959300 = -131970.737946 nChanged 3 SP:Iteration 27Q (3110.753601 sec): 3 clusters Score: Raw -133607.970310 + Penalty 1635.959300 = -131972.011010 nChanged 5 SP:Iteration 28Q (3110.831820 sec): 3 clusters Score: Raw -133609.841252 + Penalty 1635.959300 = -131973.881952 nChanged 3 SP:Iteration 29Q (3110.916884 sec): 3 clusters Score: Raw -133610.518031 + Penalty 1635.959300 = -131974.558731 nChanged 3 SP:Iteration 30Q (3110.999438 sec): 3 clusters Score: Raw -133611.640683 + Penalty 1635.959300 = -131975.681383 nChanged 4 SP:Iteration 31Q (3111.070579 sec): 3 clusters Score: Raw -133612.572458 + Penalty 1635.959300 = -131976.613158 nChanged 0 SP:Iteration 32F (3111.167194 sec): 3 clusters Score: Raw -133612.572458 + Penalty 1635.959300 = -131976.613158 nChanged 0 Trying to split cluster 2 (21439 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3111.248903 sec): 2 clusters Score: Raw -1270911.770309 + Penalty 1047.161532 = -1269864.608777 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3111.362623 sec): 3 clusters Score: Raw -1257613.721001 + Penalty 2094.323064 = -1255519.397936 nChanged 9909 SP:Iteration 1F (3111.469295 sec): 3 clusters Score: Raw -1263449.376978 + Penalty 2094.323064 = -1261355.053914 nChanged 1370 SP:Iteration 2F (3111.582535 sec): 3 clusters Score: Raw -1264142.731576 + Penalty 2094.323064 = -1262048.408511 nChanged 1376 SP:Iteration 3F (3111.720155 sec): 3 clusters Score: Raw -1264948.100105 + Penalty 2094.323064 = -1262853.777041 nChanged 1476 SP:Iteration 4F (3111.845793 sec): 3 clusters Score: Raw -1265895.827550 + Penalty 2094.323064 = -1263801.504486 nChanged 1531 SP:Iteration 5F (3111.963009 sec): 3 clusters Score: Raw -1267050.050191 + Penalty 2094.323064 = -1264955.727127 nChanged 1491 SP:Iteration 6F (3112.086911 sec): 3 clusters Score: Raw -1268233.226431 + Penalty 2094.323064 = -1266138.903367 nChanged 1292 SP:Iteration 7F (3112.235097 sec): 3 clusters Score: Raw -1269289.787661 + Penalty 2094.323064 = -1267195.464597 nChanged 998 SP:Iteration 8Q (3112.373936 sec): 3 clusters Score: Raw -1270190.671658 + Penalty 2094.323064 = -1268096.348593 nChanged 664 SP:Iteration 9Q (3112.498510 sec): 3 clusters Score: Raw -1270892.573120 + Penalty 2094.323064 = -1268798.250056 nChanged 470 SP:Iteration 10Q (3112.662802 sec): 3 clusters Score: Raw -1271468.723172 + Penalty 2094.323064 = -1269374.400107 nChanged 346 SP:Iteration 11Q (3112.791985 sec): 3 clusters Score: Raw -1271854.720828 + Penalty 2094.323064 = -1269760.397764 nChanged 248 SP:Iteration 12Q (3112.900439 sec): 3 clusters Score: Raw -1272111.300773 + Penalty 2094.323064 = -1270016.977708 nChanged 185 SP:Iteration 13Q (3113.043672 sec): 3 clusters Score: Raw -1272345.422646 + Penalty 2094.323064 = -1270251.099582 nChanged 157 SP:Iteration 14Q (3113.171800 sec): 3 clusters Score: Raw -1272619.964784 + Penalty 2094.323064 = -1270525.641720 nChanged 130 SP:Iteration 15Q (3113.276733 sec): 3 clusters Score: Raw -1272827.579383 + Penalty 2094.323064 = -1270733.256319 nChanged 86 SP:Iteration 16Q (3113.408641 sec): 3 clusters Score: Raw -1272876.045585 + Penalty 2094.323064 = -1270781.722521 nChanged 35 SP:Iteration 17Q (3113.530375 sec): 3 clusters Score: Raw -1272885.192390 + Penalty 2094.323064 = -1270790.869326 nChanged 18 SP:Iteration 18Q (3113.688082 sec): 3 clusters Score: Raw -1272889.259349 + Penalty 2094.323064 = -1270794.936285 nChanged 11 SP:Iteration 19Q (3113.797434 sec): 3 clusters Score: Raw -1272891.138573 + Penalty 2094.323064 = -1270796.815509 nChanged 4 SP:Iteration 20F (3113.939189 sec): 3 clusters Score: Raw -1272891.603533 + Penalty 2094.323064 = -1270797.280469 nChanged 0 Score: Raw -4216547.913471 + Penalty 20106.221497 = -4196441.691974 Splitting cluster 2 changes total score from -4195636.678710 to -4196441.691974 So it's getting split into cluster 17. Trying to split cluster 3 (2573 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3115.468080 sec): 2 clusters Score: Raw -123547.905521 + Penalty 824.546920 = -122723.358600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3115.545670 sec): 3 clusters Score: Raw -122316.882661 + Penalty 1649.093841 = -120667.788821 nChanged 1007 SP:Iteration 1F (3115.637646 sec): 3 clusters Score: Raw -122940.917341 + Penalty 1649.093841 = -121291.823500 nChanged 198 SP:Iteration 2F (3115.715911 sec): 3 clusters Score: Raw -123099.634479 + Penalty 1649.093841 = -121450.540638 nChanged 172 SP:Iteration 3F (3115.785792 sec): 3 clusters Score: Raw -123249.363181 + Penalty 1649.093841 = -121600.269340 nChanged 148 SP:Iteration 4F (3115.868221 sec): 3 clusters Score: Raw -123381.779650 + Penalty 1649.093841 = -121732.685809 nChanged 140 SP:Iteration 5F (3115.962392 sec): 3 clusters Score: Raw -123499.918785 + Penalty 1649.093841 = -121850.824944 nChanged 101 SP:Iteration 6Q (3116.054009 sec): 3 clusters Score: Raw -123583.825335 + Penalty 1649.093841 = -121934.731494 nChanged 95 SP:Iteration 7Q (3116.144398 sec): 3 clusters Score: Raw -123649.791918 + Penalty 1649.093841 = -122000.698078 nChanged 69 SP:Iteration 8Q (3116.222697 sec): 3 clusters Score: Raw -123706.504249 + Penalty 1649.093841 = -122057.410408 nChanged 53 SP:Iteration 9Q (3116.314460 sec): 3 clusters Score: Raw -123742.751660 + Penalty 1649.093841 = -122093.657820 nChanged 40 SP:Iteration 10Q (3116.380979 sec): 3 clusters Score: Raw -123775.350986 + Penalty 1649.093841 = -122126.257145 nChanged 50 SP:Iteration 11Q (3116.463051 sec): 3 clusters Score: Raw -123812.697241 + Penalty 1649.093841 = -122163.603400 nChanged 48 SP:Iteration 12Q (3116.547604 sec): 3 clusters Score: Raw -123839.588273 + Penalty 1649.093841 = -122190.494432 nChanged 47 SP:Iteration 13Q (3116.638240 sec): 3 clusters Score: Raw -123865.968656 + Penalty 1649.093841 = -122216.874815 nChanged 55 SP:Iteration 14Q (3116.721061 sec): 3 clusters Score: Raw -123909.533309 + Penalty 1649.093841 = -122260.439469 nChanged 47 SP:Iteration 15Q (3116.802627 sec): 3 clusters Score: Raw -123955.517722 + Penalty 1649.093841 = -122306.423882 nChanged 52 SP:Iteration 16Q (3116.889170 sec): 3 clusters Score: Raw -123999.830246 + Penalty 1649.093841 = -122350.736405 nChanged 39 SP:Iteration 17Q (3116.971098 sec): 3 clusters Score: Raw -124033.670619 + Penalty 1649.093841 = -122384.576779 nChanged 31 SP:Iteration 18Q (3117.033992 sec): 3 clusters Score: Raw -124050.418420 + Penalty 1649.093841 = -122401.324579 nChanged 25 SP:Iteration 19Q (3117.124873 sec): 3 clusters Score: Raw -124064.279431 + Penalty 1649.093841 = -122415.185590 nChanged 28 SP:Iteration 20F (3117.221537 sec): 3 clusters Score: Raw -124078.468989 + Penalty 1649.093841 = -122429.375148 nChanged 14 SP:Iteration 21Q (3117.292927 sec): 3 clusters Score: Raw -124085.605868 + Penalty 1649.093841 = -122436.512028 nChanged 15 SP:Iteration 22Q (3117.376962 sec): 3 clusters Score: Raw -124091.349237 + Penalty 1649.093841 = -122442.255397 nChanged 14 SP:Iteration 23Q (3117.453948 sec): 3 clusters Score: Raw -124097.706578 + Penalty 1649.093841 = -122448.612737 nChanged 19 SP:Iteration 24Q (3117.552395 sec): 3 clusters Score: Raw -124104.354536 + Penalty 1649.093841 = -122455.260695 nChanged 10 SP:Iteration 25Q (3117.624381 sec): 3 clusters Score: Raw -124108.388348 + Penalty 1649.093841 = -122459.294507 nChanged 8 SP:Iteration 26Q (3117.706215 sec): 3 clusters Score: Raw -124113.112529 + Penalty 1649.093841 = -122464.018689 nChanged 17 SP:Iteration 27Q (3117.774301 sec): 3 clusters Score: Raw -124122.936523 + Penalty 1649.093841 = -122473.842682 nChanged 15 SP:Iteration 28Q (3117.861977 sec): 3 clusters Score: Raw -124129.942524 + Penalty 1649.093841 = -122480.848683 nChanged 11 SP:Iteration 29Q (3117.939861 sec): 3 clusters Score: Raw -124134.965593 + Penalty 1649.093841 = -122485.871752 nChanged 10 SP:Iteration 30Q (3118.025068 sec): 3 clusters Score: Raw -124140.385551 + Penalty 1649.093841 = -122491.291710 nChanged 9 SP:Iteration 31Q (3118.101165 sec): 3 clusters Score: Raw -124143.396821 + Penalty 1649.093841 = -122494.302980 nChanged 13 SP:Iteration 32Q (3118.171809 sec): 3 clusters Score: Raw -124148.728674 + Penalty 1649.093841 = -122499.634833 nChanged 13 SP:Iteration 33Q (3118.267725 sec): 3 clusters Score: Raw -124153.179422 + Penalty 1649.093841 = -122504.085582 nChanged 10 SP:Iteration 34Q (3118.346408 sec): 3 clusters Score: Raw -124156.994994 + Penalty 1649.093841 = -122507.901153 nChanged 7 SP:Iteration 35Q (3118.430010 sec): 3 clusters Score: Raw -124159.793804 + Penalty 1649.093841 = -122510.699964 nChanged 9 SP:Iteration 36Q (3118.514950 sec): 3 clusters Score: Raw -124162.768332 + Penalty 1649.093841 = -122513.674492 nChanged 9 SP:Iteration 37Q (3118.586719 sec): 3 clusters Score: Raw -124165.693589 + Penalty 1649.093841 = -122516.599749 nChanged 4 SP:Iteration 38Q (3118.666391 sec): 3 clusters Score: Raw -124166.744071 + Penalty 1649.093841 = -122517.650230 nChanged 2 SP:Iteration 39Q (3118.746872 sec): 3 clusters Score: Raw -124167.165684 + Penalty 1649.093841 = -122518.071843 nChanged 2 SP:Iteration 40F (3118.825536 sec): 3 clusters Score: Raw -124167.566864 + Penalty 1649.093841 = -122518.473023 nChanged 3 SP:Iteration 41Q (3118.921359 sec): 3 clusters Score: Raw -124168.217176 + Penalty 1649.093841 = -122519.123335 nChanged 1 SP:Iteration 42Q (3119.008618 sec): 3 clusters Score: Raw -124168.519835 + Penalty 1649.093841 = -122519.425995 nChanged 0 SP:Iteration 43F (3119.096243 sec): 3 clusters Score: Raw -124168.519835 + Penalty 1649.093841 = -122519.425995 nChanged 0 Trying to split cluster 4 (1577 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3119.133079 sec): 2 clusters Score: Raw -66044.785019 + Penalty 773.144357 = -65271.640663 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3119.225242 sec): 3 clusters Score: Raw -65369.644610 + Penalty 1546.288713 = -63823.355896 nChanged 601 SP:Iteration 1F (3119.290200 sec): 3 clusters Score: Raw -65936.497275 + Penalty 1546.288713 = -64390.208561 nChanged 179 SP:Iteration 2F (3119.359767 sec): 3 clusters Score: Raw -66165.774776 + Penalty 1546.288713 = -64619.486063 nChanged 128 SP:Iteration 3F (3119.455760 sec): 3 clusters Score: Raw -66329.073658 + Penalty 1546.288713 = -64782.784944 nChanged 101 SP:Iteration 4F (3119.541600 sec): 3 clusters Score: Raw -66486.454593 + Penalty 1546.288713 = -64940.165879 nChanged 76 SP:Iteration 5Q (3119.620562 sec): 3 clusters Score: Raw -66600.651562 + Penalty 1546.288713 = -65054.362848 nChanged 66 SP:Iteration 6Q (3119.699308 sec): 3 clusters Score: Raw -66701.585660 + Penalty 1546.288713 = -65155.296947 nChanged 45 SP:Iteration 7Q (3119.794490 sec): 3 clusters Score: Raw -66751.058999 + Penalty 1546.288713 = -65204.770285 nChanged 33 SP:Iteration 8Q (3119.857083 sec): 3 clusters Score: Raw -66781.951324 + Penalty 1546.288713 = -65235.662611 nChanged 24 SP:Iteration 9Q (3119.948920 sec): 3 clusters Score: Raw -66804.089292 + Penalty 1546.288713 = -65257.800579 nChanged 20 SP:Iteration 10Q (3120.038326 sec): 3 clusters Score: Raw -66819.202899 + Penalty 1546.288713 = -65272.914185 nChanged 15 SP:Iteration 11Q (3120.117237 sec): 3 clusters Score: Raw -66826.321752 + Penalty 1546.288713 = -65280.033038 nChanged 7 SP:Iteration 12Q (3120.200994 sec): 3 clusters Score: Raw -66829.824124 + Penalty 1546.288713 = -65283.535410 nChanged 6 SP:Iteration 13Q (3120.321806 sec): 3 clusters Score: Raw -66832.660217 + Penalty 1546.288713 = -65286.371504 nChanged 6 SP:Iteration 14Q (3120.391596 sec): 3 clusters Score: Raw -66836.707115 + Penalty 1546.288713 = -65290.418402 nChanged 8 SP:Iteration 15Q (3120.484753 sec): 3 clusters Score: Raw -66841.229091 + Penalty 1546.288713 = -65294.940378 nChanged 2 SP:Iteration 16Q (3120.573959 sec): 3 clusters Score: Raw -66842.017560 + Penalty 1546.288713 = -65295.728847 nChanged 2 SP:Iteration 17Q (3120.662366 sec): 3 clusters Score: Raw -66842.712137 + Penalty 1546.288713 = -65296.423424 nChanged 5 SP:Iteration 18Q (3120.731730 sec): 3 clusters Score: Raw -66845.013397 + Penalty 1546.288713 = -65298.724684 nChanged 5 SP:Iteration 19Q (3120.804354 sec): 3 clusters Score: Raw -66847.747534 + Penalty 1546.288713 = -65301.458821 nChanged 8 SP:Iteration 20F (3120.879521 sec): 3 clusters Score: Raw -66850.471119 + Penalty 1546.288713 = -65304.182406 nChanged 2 SP:Iteration 21Q (3120.976098 sec): 3 clusters Score: Raw -66851.207026 + Penalty 1546.288713 = -65304.918313 nChanged 2 SP:Iteration 22Q (3121.100371 sec): 3 clusters Score: Raw -66852.680001 + Penalty 1546.288713 = -65306.391288 nChanged 3 SP:Iteration 23Q (3121.174308 sec): 3 clusters Score: Raw -66854.832992 + Penalty 1546.288713 = -65308.544279 nChanged 1 SP:Iteration 24Q (3121.269922 sec): 3 clusters Score: Raw -66855.583417 + Penalty 1546.288713 = -65309.294704 nChanged 1 SP:Iteration 25Q (3121.375888 sec): 3 clusters Score: Raw -66856.477795 + Penalty 1546.288713 = -65310.189081 nChanged 1 SP:Iteration 26Q (3121.462989 sec): 3 clusters Score: Raw -66857.116456 + Penalty 1546.288713 = -65310.827743 nChanged 3 SP:Iteration 27Q (3121.535730 sec): 3 clusters Score: Raw -66858.239707 + Penalty 1546.288713 = -65311.950993 nChanged 2 SP:Iteration 28Q (3121.625596 sec): 3 clusters Score: Raw -66863.495807 + Penalty 1546.288713 = -65317.207094 nChanged 5 SP:Iteration 29Q (3121.737190 sec): 3 clusters Score: Raw -66865.352891 + Penalty 1546.288713 = -65319.064178 nChanged 1 SP:Iteration 30Q (3121.808373 sec): 3 clusters Score: Raw -66865.724266 + Penalty 1546.288713 = -65319.435553 nChanged 1 SP:Iteration 31Q (3121.902107 sec): 3 clusters Score: Raw -66866.283618 + Penalty 1546.288713 = -65319.994904 nChanged 1 SP:Iteration 32Q (3122.000120 sec): 3 clusters Score: Raw -66866.802972 + Penalty 1546.288713 = -65320.514259 nChanged 0 SP:Iteration 33F (3122.083098 sec): 3 clusters Score: Raw -66866.802972 + Penalty 1546.288713 = -65320.514259 nChanged 0 Score: Raw -4217369.931424 + Penalty 21288.940409 = -4196080.991015 Splitting cluster 4 changes total score from -4195636.678710 to -4196080.991015 So it's getting split into cluster 18. Trying to split cluster 5 (9067 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3123.719678 sec): 2 clusters Score: Raw -521280.865917 + Penalty 956.801656 = -520324.064260 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3123.811488 sec): 3 clusters Score: Raw -516073.443958 + Penalty 1913.603313 = -514159.840646 nChanged 3958 SP:Iteration 1F (3123.885565 sec): 3 clusters Score: Raw -518634.704226 + Penalty 1913.603313 = -516721.100913 nChanged 790 SP:Iteration 2F (3123.965738 sec): 3 clusters Score: Raw -519269.855288 + Penalty 1913.603313 = -517356.251975 nChanged 762 SP:Iteration 3F (3124.066590 sec): 3 clusters Score: Raw -519993.896710 + Penalty 1913.603313 = -518080.293397 nChanged 698 SP:Iteration 4F (3124.158416 sec): 3 clusters Score: Raw -520628.141209 + Penalty 1913.603313 = -518714.537896 nChanged 515 SP:Iteration 5F (3124.246827 sec): 3 clusters Score: Raw -521033.359890 + Penalty 1913.603313 = -519119.756577 nChanged 360 SP:Iteration 6Q (3124.360561 sec): 3 clusters Score: Raw -521240.526873 + Penalty 1913.603313 = -519326.923560 nChanged 240 SP:Iteration 7Q (3124.439656 sec): 3 clusters Score: Raw -521344.635334 + Penalty 1913.603313 = -519431.032021 nChanged 154 SP:Iteration 8Q (3124.540358 sec): 3 clusters Score: Raw -521394.674001 + Penalty 1913.603313 = -519481.070688 nChanged 96 SP:Iteration 9Q (3124.641473 sec): 3 clusters Score: Raw -521423.597159 + Penalty 1913.603313 = -519509.993846 nChanged 78 SP:Iteration 10Q (3124.723787 sec): 3 clusters Score: Raw -521444.169412 + Penalty 1913.603313 = -519530.566099 nChanged 59 SP:Iteration 11Q (3124.821460 sec): 3 clusters Score: Raw -521456.689906 + Penalty 1913.603313 = -519543.086594 nChanged 43 SP:Iteration 12Q (3124.894761 sec): 3 clusters Score: Raw -521464.075684 + Penalty 1913.603313 = -519550.472371 nChanged 32 SP:Iteration 13Q (3125.000304 sec): 3 clusters Score: Raw -521469.927812 + Penalty 1913.603313 = -519556.324499 nChanged 25 SP:Iteration 14Q (3125.083742 sec): 3 clusters Score: Raw -521475.370483 + Penalty 1913.603313 = -519561.767170 nChanged 31 SP:Iteration 15Q (3125.179779 sec): 3 clusters Score: Raw -521482.040456 + Penalty 1913.603313 = -519568.437143 nChanged 37 SP:Iteration 16Q (3125.263171 sec): 3 clusters Score: Raw -521486.735965 + Penalty 1913.603313 = -519573.132652 nChanged 32 SP:Iteration 17Q (3125.356590 sec): 3 clusters Score: Raw -521492.401737 + Penalty 1913.603313 = -519578.798424 nChanged 26 SP:Iteration 18Q (3125.458671 sec): 3 clusters Score: Raw -521496.047791 + Penalty 1913.603313 = -519582.444479 nChanged 19 SP:Iteration 19Q (3125.561807 sec): 3 clusters Score: Raw -521498.698552 + Penalty 1913.603313 = -519585.095239 nChanged 21 SP:Iteration 20F (3125.650356 sec): 3 clusters Score: Raw -521502.079603 + Penalty 1913.603313 = -519588.476290 nChanged 29 SP:Iteration 21Q (3125.732639 sec): 3 clusters Score: Raw -521506.989747 + Penalty 1913.603313 = -519593.386434 nChanged 19 SP:Iteration 22Q (3125.830788 sec): 3 clusters Score: Raw -521509.534090 + Penalty 1913.603313 = -519595.930777 nChanged 19 SP:Iteration 23Q (3125.908624 sec): 3 clusters Score: Raw -521511.828250 + Penalty 1913.603313 = -519598.224937 nChanged 11 SP:Iteration 24Q (3125.980425 sec): 3 clusters Score: Raw -521513.479012 + Penalty 1913.603313 = -519599.875700 nChanged 15 SP:Iteration 25Q (3126.087852 sec): 3 clusters Score: Raw -521515.186730 + Penalty 1913.603313 = -519601.583417 nChanged 6 SP:Iteration 26Q (3126.160666 sec): 3 clusters Score: Raw -521515.830602 + Penalty 1913.603313 = -519602.227289 nChanged 11 SP:Iteration 27Q (3126.261315 sec): 3 clusters Score: Raw -521517.110765 + Penalty 1913.603313 = -519603.507452 nChanged 6 SP:Iteration 28Q (3126.350001 sec): 3 clusters Score: Raw -521517.641581 + Penalty 1913.603313 = -519604.038268 nChanged 8 SP:Iteration 29Q (3126.437186 sec): 3 clusters Score: Raw -521518.242930 + Penalty 1913.603313 = -519604.639618 nChanged 3 SP:Iteration 30Q (3126.540165 sec): 3 clusters Score: Raw -521518.316870 + Penalty 1913.603313 = -519604.713557 nChanged 1 SP:Iteration 31Q (3126.619421 sec): 3 clusters Score: Raw -521518.434214 + Penalty 1913.603313 = -519604.830901 nChanged 3 SP:Iteration 32Q (3126.698185 sec): 3 clusters Score: Raw -521518.749151 + Penalty 1913.603313 = -519605.145839 nChanged 5 SP:Iteration 33Q (3126.784269 sec): 3 clusters Score: Raw -521519.461623 + Penalty 1913.603313 = -519605.858311 nChanged 5 SP:Iteration 34Q (3126.892967 sec): 3 clusters Score: Raw -521519.810069 + Penalty 1913.603313 = -519606.206757 nChanged 6 SP:Iteration 35Q (3126.982971 sec): 3 clusters Score: Raw -521520.161447 + Penalty 1913.603313 = -519606.558134 nChanged 5 SP:Iteration 36Q (3127.060118 sec): 3 clusters Score: Raw -521520.799560 + Penalty 1913.603313 = -519607.196247 nChanged 5 SP:Iteration 37Q (3127.150431 sec): 3 clusters Score: Raw -521521.264191 + Penalty 1913.603313 = -519607.660878 nChanged 5 SP:Iteration 38Q (3127.240849 sec): 3 clusters Score: Raw -521521.834028 + Penalty 1913.603313 = -519608.230715 nChanged 7 SP:Iteration 39Q (3127.334485 sec): 3 clusters Score: Raw -521522.719692 + Penalty 1913.603313 = -519609.116379 nChanged 4 SP:Iteration 40F (3127.442078 sec): 3 clusters Score: Raw -521523.208221 + Penalty 1913.603313 = -519609.604908 nChanged 2 SP:Iteration 41Q (3127.522590 sec): 3 clusters Score: Raw -521523.397800 + Penalty 1913.603313 = -519609.794487 nChanged 1 SP:Iteration 42Q (3127.613748 sec): 3 clusters Score: Raw -521523.465602 + Penalty 1913.603313 = -519609.862289 nChanged 0 SP:Iteration 43F (3127.713271 sec): 3 clusters Score: Raw -521523.465602 + Penalty 1913.603313 = -519609.862289 nChanged 0 Trying to split cluster 6 (6609 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3127.750623 sec): 2 clusters Score: Raw -373156.192764 + Penalty 923.599702 = -372232.593062 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3127.851564 sec): 3 clusters Score: Raw -369448.840834 + Penalty 1847.199403 = -367601.641430 nChanged 2866 SP:Iteration 1F (3127.938836 sec): 3 clusters Score: Raw -371147.989251 + Penalty 1847.199403 = -369300.789847 nChanged 436 SP:Iteration 2F (3128.031009 sec): 3 clusters Score: Raw -371404.343591 + Penalty 1847.199403 = -369557.144187 nChanged 409 SP:Iteration 3F (3128.124086 sec): 3 clusters Score: Raw -371647.392085 + Penalty 1847.199403 = -369800.192681 nChanged 346 SP:Iteration 4F (3128.232464 sec): 3 clusters Score: Raw -371824.440416 + Penalty 1847.199403 = -369977.241013 nChanged 265 SP:Iteration 5Q (3128.322728 sec): 3 clusters Score: Raw -371953.579451 + Penalty 1847.199403 = -370106.380048 nChanged 229 SP:Iteration 6Q (3128.400236 sec): 3 clusters Score: Raw -372069.759372 + Penalty 1847.199403 = -370222.559968 nChanged 233 SP:Iteration 7Q (3128.502751 sec): 3 clusters Score: Raw -372210.073840 + Penalty 1847.199403 = -370362.874437 nChanged 234 SP:Iteration 8Q (3128.610324 sec): 3 clusters Score: Raw -372344.748572 + Penalty 1847.199403 = -370497.549169 nChanged 218 SP:Iteration 9Q (3128.706704 sec): 3 clusters Score: Raw -372480.869622 + Penalty 1847.199403 = -370633.670219 nChanged 178 SP:Iteration 10Q (3128.807069 sec): 3 clusters Score: Raw -372610.611751 + Penalty 1847.199403 = -370763.412347 nChanged 176 SP:Iteration 11Q (3128.908981 sec): 3 clusters Score: Raw -372730.395762 + Penalty 1847.199403 = -370883.196359 nChanged 144 SP:Iteration 12Q (3129.022330 sec): 3 clusters Score: Raw -372832.661516 + Penalty 1847.199403 = -370985.462113 nChanged 131 SP:Iteration 13Q (3129.127410 sec): 3 clusters Score: Raw -372899.096547 + Penalty 1847.199403 = -371051.897143 nChanged 91 SP:Iteration 14Q (3129.228803 sec): 3 clusters Score: Raw -372941.838768 + Penalty 1847.199403 = -371094.639365 nChanged 65 SP:Iteration 15Q (3129.319586 sec): 3 clusters Score: Raw -372972.646134 + Penalty 1847.199403 = -371125.446731 nChanged 69 SP:Iteration 16Q (3129.420710 sec): 3 clusters Score: Raw -373004.622297 + Penalty 1847.199403 = -371157.422893 nChanged 64 SP:Iteration 17Q (3129.517523 sec): 3 clusters Score: Raw -373036.067671 + Penalty 1847.199403 = -371188.868268 nChanged 46 SP:Iteration 18Q (3129.635752 sec): 3 clusters Score: Raw -373059.610103 + Penalty 1847.199403 = -371212.410700 nChanged 38 SP:Iteration 19Q (3129.750903 sec): 3 clusters Score: Raw -373088.033086 + Penalty 1847.199403 = -371240.833683 nChanged 45 SP:Iteration 20F (3129.858735 sec): 3 clusters Score: Raw -373115.681508 + Penalty 1847.199403 = -371268.482105 nChanged 47 SP:Iteration 21Q (3129.970416 sec): 3 clusters Score: Raw -373144.859083 + Penalty 1847.199403 = -371297.659680 nChanged 50 SP:Iteration 22Q (3130.101063 sec): 3 clusters Score: Raw -373178.044976 + Penalty 1847.199403 = -371330.845572 nChanged 52 SP:Iteration 23Q (3130.236734 sec): 3 clusters Score: Raw -373212.519074 + Penalty 1847.199403 = -371365.319670 nChanged 48 SP:Iteration 24Q (3130.321013 sec): 3 clusters Score: Raw -373242.326674 + Penalty 1847.199403 = -371395.127271 nChanged 36 SP:Iteration 25Q (3130.389862 sec): 3 clusters Score: Raw -373264.031666 + Penalty 1847.199403 = -371416.832263 nChanged 32 SP:Iteration 26Q (3130.518881 sec): 3 clusters Score: Raw -373284.082072 + Penalty 1847.199403 = -371436.882669 nChanged 32 SP:Iteration 27Q (3130.614886 sec): 3 clusters Score: Raw -373300.876738 + Penalty 1847.199403 = -371453.677335 nChanged 31 SP:Iteration 28Q (3130.703104 sec): 3 clusters Score: Raw -373318.193699 + Penalty 1847.199403 = -371470.994295 nChanged 30 SP:Iteration 29Q (3130.795826 sec): 3 clusters Score: Raw -373333.872847 + Penalty 1847.199403 = -371486.673444 nChanged 36 SP:Iteration 30Q (3130.875024 sec): 3 clusters Score: Raw -373349.657311 + Penalty 1847.199403 = -371502.457907 nChanged 29 SP:Iteration 31Q (3130.966095 sec): 3 clusters Score: Raw -373361.352629 + Penalty 1847.199403 = -371514.153225 nChanged 18 SP:Iteration 32Q (3131.070724 sec): 3 clusters Score: Raw -373367.838277 + Penalty 1847.199403 = -371520.638874 nChanged 14 SP:Iteration 33Q (3131.192938 sec): 3 clusters Score: Raw -373372.649604 + Penalty 1847.199403 = -371525.450201 nChanged 8 SP:Iteration 34Q (3131.304355 sec): 3 clusters Score: Raw -373375.894687 + Penalty 1847.199403 = -371528.695284 nChanged 8 SP:Iteration 35Q (3131.401764 sec): 3 clusters Score: Raw -373377.919943 + Penalty 1847.199403 = -371530.720540 nChanged 10 SP:Iteration 36Q (3131.492974 sec): 3 clusters Score: Raw -373380.510375 + Penalty 1847.199403 = -371533.310971 nChanged 8 SP:Iteration 37Q (3131.611975 sec): 3 clusters Score: Raw -373383.551181 + Penalty 1847.199403 = -371536.351777 nChanged 11 SP:Iteration 38Q (3131.723119 sec): 3 clusters Score: Raw -373385.716011 + Penalty 1847.199403 = -371538.516608 nChanged 5 SP:Iteration 39Q (3131.853390 sec): 3 clusters Score: Raw -373386.566444 + Penalty 1847.199403 = -371539.367041 nChanged 3 SP:Iteration 40F (3131.966091 sec): 3 clusters Score: Raw -373388.069062 + Penalty 1847.199403 = -371540.869658 nChanged 6 SP:Iteration 41Q (3132.064755 sec): 3 clusters Score: Raw -373389.606158 + Penalty 1847.199403 = -371542.406754 nChanged 3 SP:Iteration 42Q (3132.142636 sec): 3 clusters Score: Raw -373390.761153 + Penalty 1847.199403 = -371543.561749 nChanged 4 SP:Iteration 43Q (3132.249249 sec): 3 clusters Score: Raw -373391.514212 + Penalty 1847.199403 = -371544.314808 nChanged 0 SP:Iteration 44F (3132.334227 sec): 3 clusters Score: Raw -373391.514212 + Penalty 1847.199403 = -371544.314808 nChanged 0 Trying to split cluster 7 (3120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3132.383827 sec): 2 clusters Score: Raw -180122.163175 + Penalty 844.786769 = -179277.376406 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3132.465422 sec): 3 clusters Score: Raw -178479.944076 + Penalty 1689.573539 = -176790.370537 nChanged 1274 SP:Iteration 1F (3132.569995 sec): 3 clusters Score: Raw -179206.088216 + Penalty 1689.573539 = -177516.514677 nChanged 239 SP:Iteration 2F (3132.649059 sec): 3 clusters Score: Raw -179344.303381 + Penalty 1689.573539 = -177654.729842 nChanged 192 SP:Iteration 3F (3132.731884 sec): 3 clusters Score: Raw -179471.564853 + Penalty 1689.573539 = -177781.991314 nChanged 163 SP:Iteration 4F (3132.828864 sec): 3 clusters Score: Raw -179582.461042 + Penalty 1689.573539 = -177892.887503 nChanged 123 SP:Iteration 5Q (3132.901740 sec): 3 clusters Score: Raw -179665.520662 + Penalty 1689.573539 = -177975.947123 nChanged 105 SP:Iteration 6Q (3132.985852 sec): 3 clusters Score: Raw -179733.916256 + Penalty 1689.573539 = -178044.342717 nChanged 100 SP:Iteration 7Q (3133.094121 sec): 3 clusters Score: Raw -179805.559958 + Penalty 1689.573539 = -178115.986419 nChanged 101 SP:Iteration 8Q (3133.186486 sec): 3 clusters Score: Raw -179870.885416 + Penalty 1689.573539 = -178181.311877 nChanged 86 SP:Iteration 9Q (3133.271509 sec): 3 clusters Score: Raw -179921.443381 + Penalty 1689.573539 = -178231.869842 nChanged 62 SP:Iteration 10Q (3133.328087 sec): 3 clusters Score: Raw -179964.636993 + Penalty 1689.573539 = -178275.063454 nChanged 74 SP:Iteration 11Q (3133.413737 sec): 3 clusters Score: Raw -180016.871590 + Penalty 1689.573539 = -178327.298051 nChanged 54 SP:Iteration 12Q (3133.511594 sec): 3 clusters Score: Raw -180044.634382 + Penalty 1689.573539 = -178355.060843 nChanged 42 SP:Iteration 13Q (3133.605997 sec): 3 clusters Score: Raw -180066.780492 + Penalty 1689.573539 = -178377.206953 nChanged 43 SP:Iteration 14Q (3133.703138 sec): 3 clusters Score: Raw -180085.539657 + Penalty 1689.573539 = -178395.966118 nChanged 38 SP:Iteration 15Q (3133.773496 sec): 3 clusters Score: Raw -180106.131669 + Penalty 1689.573539 = -178416.558130 nChanged 36 SP:Iteration 16Q (3133.864824 sec): 3 clusters Score: Raw -180119.757743 + Penalty 1689.573539 = -178430.184204 nChanged 31 SP:Iteration 17Q (3133.944945 sec): 3 clusters Score: Raw -180132.345052 + Penalty 1689.573539 = -178442.771513 nChanged 38 SP:Iteration 18Q (3134.044344 sec): 3 clusters Score: Raw -180145.630110 + Penalty 1689.573539 = -178456.056571 nChanged 28 SP:Iteration 19Q (3134.121015 sec): 3 clusters Score: Raw -180155.909486 + Penalty 1689.573539 = -178466.335947 nChanged 26 SP:Iteration 20F (3134.205585 sec): 3 clusters Score: Raw -180165.218714 + Penalty 1689.573539 = -178475.645176 nChanged 31 SP:Iteration 21Q (3134.306351 sec): 3 clusters Score: Raw -180176.073788 + Penalty 1689.573539 = -178486.500249 nChanged 22 SP:Iteration 22Q (3134.368249 sec): 3 clusters Score: Raw -180181.403802 + Penalty 1689.573539 = -178491.830263 nChanged 19 SP:Iteration 23Q (3134.452041 sec): 3 clusters Score: Raw -180185.159650 + Penalty 1689.573539 = -178495.586111 nChanged 16 SP:Iteration 24Q (3134.552619 sec): 3 clusters Score: Raw -180188.353459 + Penalty 1689.573539 = -178498.779920 nChanged 18 SP:Iteration 25Q (3134.638109 sec): 3 clusters Score: Raw -180192.798649 + Penalty 1689.573539 = -178503.225110 nChanged 21 SP:Iteration 26Q (3134.716880 sec): 3 clusters Score: Raw -180196.794784 + Penalty 1689.573539 = -178507.221245 nChanged 12 SP:Iteration 27Q (3134.802362 sec): 3 clusters Score: Raw -180200.068060 + Penalty 1689.573539 = -178510.494521 nChanged 14 SP:Iteration 28Q (3134.880268 sec): 3 clusters Score: Raw -180203.333426 + Penalty 1689.573539 = -178513.759887 nChanged 8 SP:Iteration 29Q (3134.962347 sec): 3 clusters Score: Raw -180205.545339 + Penalty 1689.573539 = -178515.971800 nChanged 9 SP:Iteration 30Q (3135.048692 sec): 3 clusters Score: Raw -180207.958131 + Penalty 1689.573539 = -178518.384592 nChanged 7 SP:Iteration 31Q (3135.128324 sec): 3 clusters Score: Raw -180209.177360 + Penalty 1689.573539 = -178519.603821 nChanged 7 SP:Iteration 32Q (3135.194347 sec): 3 clusters Score: Raw -180210.186525 + Penalty 1689.573539 = -178520.612986 nChanged 4 SP:Iteration 33Q (3135.290233 sec): 3 clusters Score: Raw -180210.631797 + Penalty 1689.573539 = -178521.058258 nChanged 3 SP:Iteration 34Q (3135.362954 sec): 3 clusters Score: Raw -180211.041608 + Penalty 1689.573539 = -178521.468069 nChanged 3 SP:Iteration 35Q (3135.441304 sec): 3 clusters Score: Raw -180211.624800 + Penalty 1689.573539 = -178522.051261 nChanged 3 SP:Iteration 36Q (3135.524583 sec): 3 clusters Score: Raw -180212.101510 + Penalty 1689.573539 = -178522.527971 nChanged 4 SP:Iteration 37Q (3135.624396 sec): 3 clusters Score: Raw -180212.740643 + Penalty 1689.573539 = -178523.167104 nChanged 3 SP:Iteration 38Q (3135.699978 sec): 3 clusters Score: Raw -180213.206842 + Penalty 1689.573539 = -178523.633303 nChanged 5 SP:Iteration 39Q (3135.778587 sec): 3 clusters Score: Raw -180214.009464 + Penalty 1689.573539 = -178524.435925 nChanged 3 SP:Iteration 40F (3135.860125 sec): 3 clusters Score: Raw -180214.410718 + Penalty 1689.573539 = -178524.837179 nChanged 1 SP:Iteration 41Q (3135.940161 sec): 3 clusters Score: Raw -180214.538048 + Penalty 1689.573539 = -178524.964509 nChanged 4 SP:Iteration 42Q (3136.024281 sec): 3 clusters Score: Raw -180215.056954 + Penalty 1689.573539 = -178525.483415 nChanged 5 SP:Iteration 43Q (3136.105887 sec): 3 clusters Score: Raw -180216.227531 + Penalty 1689.573539 = -178526.653992 nChanged 8 SP:Iteration 44Q (3136.173954 sec): 3 clusters Score: Raw -180217.363073 + Penalty 1689.573539 = -178527.789534 nChanged 7 SP:Iteration 45Q (3136.268891 sec): 3 clusters Score: Raw -180218.554991 + Penalty 1689.573539 = -178528.981452 nChanged 10 SP:Iteration 46Q (3136.347067 sec): 3 clusters Score: Raw -180221.365702 + Penalty 1689.573539 = -178531.792163 nChanged 10 SP:Iteration 47Q (3136.435282 sec): 3 clusters Score: Raw -180223.403118 + Penalty 1689.573539 = -178533.829579 nChanged 9 SP:Iteration 48Q (3136.517482 sec): 3 clusters Score: Raw -180225.155017 + Penalty 1689.573539 = -178535.581478 nChanged 6 SP:Iteration 49Q (3136.611298 sec): 3 clusters Score: Raw -180225.949379 + Penalty 1689.573539 = -178536.375840 nChanged 3 SP:Iteration 50Q (3136.687252 sec): 3 clusters Score: Raw -180226.183836 + Penalty 1689.573539 = -178536.610297 nChanged 2 SP:Iteration 51Q (3136.777546 sec): 3 clusters Score: Raw -180226.504180 + Penalty 1689.573539 = -178536.930641 nChanged 0 SP:Iteration 52F (3136.883928 sec): 3 clusters Score: Raw -180226.504180 + Penalty 1689.573539 = -178536.930641 nChanged 0 Trying to split cluster 8 (1045 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3136.927631 sec): 2 clusters Score: Raw -50014.746858 + Penalty 729.936077 = -49284.810781 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3137.009201 sec): 3 clusters Score: Raw -49698.308056 + Penalty 1459.872155 = -48238.435902 nChanged 378 SP:Iteration 1F (3137.126331 sec): 3 clusters Score: Raw -50076.874151 + Penalty 1459.872155 = -48617.001996 nChanged 87 SP:Iteration 2F (3137.206810 sec): 3 clusters Score: Raw -50181.822322 + Penalty 1459.872155 = -48721.950168 nChanged 55 SP:Iteration 3F (3137.309438 sec): 3 clusters Score: Raw -50244.989385 + Penalty 1459.872155 = -48785.117230 nChanged 34 SP:Iteration 4Q (3137.382413 sec): 3 clusters Score: Raw -50283.994897 + Penalty 1459.872155 = -48824.122743 nChanged 27 SP:Iteration 5Q (3137.486031 sec): 3 clusters Score: Raw -50311.081705 + Penalty 1459.872155 = -48851.209551 nChanged 24 SP:Iteration 6Q (3137.575922 sec): 3 clusters Score: Raw -50336.983537 + Penalty 1459.872155 = -48877.111383 nChanged 18 SP:Iteration 7Q (3137.674017 sec): 3 clusters Score: Raw -50354.137962 + Penalty 1459.872155 = -48894.265807 nChanged 12 SP:Iteration 8Q (3137.776339 sec): 3 clusters Score: Raw -50366.001990 + Penalty 1459.872155 = -48906.129836 nChanged 7 SP:Iteration 9Q (3137.898967 sec): 3 clusters Score: Raw -50369.925298 + Penalty 1459.872155 = -48910.053143 nChanged 5 SP:Iteration 10Q (3137.997990 sec): 3 clusters Score: Raw -50376.588886 + Penalty 1459.872155 = -48916.716732 nChanged 5 SP:Iteration 11Q (3138.073265 sec): 3 clusters Score: Raw -50382.161034 + Penalty 1459.872155 = -48922.288879 nChanged 2 SP:Iteration 12Q (3138.171174 sec): 3 clusters Score: Raw -50383.208585 + Penalty 1459.872155 = -48923.336431 nChanged 1 SP:Iteration 13Q (3138.280849 sec): 3 clusters Score: Raw -50383.886662 + Penalty 1459.872155 = -48924.014508 nChanged 1 SP:Iteration 14Q (3138.393844 sec): 3 clusters Score: Raw -50384.082448 + Penalty 1459.872155 = -48924.210293 nChanged 0 SP:Iteration 15F (3138.503382 sec): 3 clusters Score: Raw -50384.082448 + Penalty 1459.872155 = -48924.210293 nChanged 0 Trying to split cluster 9 (6516 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3138.575063 sec): 2 clusters Score: Raw -329216.013125 + Penalty 922.111677 = -328293.901449 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3138.678640 sec): 3 clusters Score: Raw -325588.310483 + Penalty 1844.223354 = -323744.087129 nChanged 2839 SP:Iteration 1F (3138.785748 sec): 3 clusters Score: Raw -327192.623402 + Penalty 1844.223354 = -325348.400049 nChanged 479 SP:Iteration 2F (3138.873618 sec): 3 clusters Score: Raw -327525.400552 + Penalty 1844.223354 = -325681.177199 nChanged 465 SP:Iteration 3F (3138.974061 sec): 3 clusters Score: Raw -327874.865492 + Penalty 1844.223354 = -326030.642139 nChanged 451 SP:Iteration 4F (3139.045625 sec): 3 clusters Score: Raw -328232.709747 + Penalty 1844.223354 = -326388.486394 nChanged 399 SP:Iteration 5F (3139.144447 sec): 3 clusters Score: Raw -328514.213235 + Penalty 1844.223354 = -326669.989881 nChanged 342 SP:Iteration 6F (3139.249984 sec): 3 clusters Score: Raw -328722.391553 + Penalty 1844.223354 = -326878.168200 nChanged 281 SP:Iteration 7Q (3139.344260 sec): 3 clusters Score: Raw -328857.034376 + Penalty 1844.223354 = -327012.811022 nChanged 236 SP:Iteration 8Q (3139.441754 sec): 3 clusters Score: Raw -328967.219234 + Penalty 1844.223354 = -327122.995880 nChanged 207 SP:Iteration 9Q (3139.548610 sec): 3 clusters Score: Raw -329076.661901 + Penalty 1844.223354 = -327232.438547 nChanged 182 SP:Iteration 10Q (3139.678661 sec): 3 clusters Score: Raw -329171.235816 + Penalty 1844.223354 = -327327.012463 nChanged 154 SP:Iteration 11Q (3139.778054 sec): 3 clusters Score: Raw -329238.392533 + Penalty 1844.223354 = -327394.169179 nChanged 134 SP:Iteration 12Q (3139.879167 sec): 3 clusters Score: Raw -329292.933098 + Penalty 1844.223354 = -327448.709745 nChanged 118 SP:Iteration 13Q (3139.993789 sec): 3 clusters Score: Raw -329328.610463 + Penalty 1844.223354 = -327484.387109 nChanged 110 SP:Iteration 14Q (3140.102706 sec): 3 clusters Score: Raw -329364.285899 + Penalty 1844.223354 = -327520.062546 nChanged 92 SP:Iteration 15Q (3140.213329 sec): 3 clusters Score: Raw -329393.276367 + Penalty 1844.223354 = -327549.053014 nChanged 80 SP:Iteration 16Q (3140.309530 sec): 3 clusters Score: Raw -329418.775706 + Penalty 1844.223354 = -327574.552352 nChanged 85 SP:Iteration 17Q (3140.401128 sec): 3 clusters Score: Raw -329447.673338 + Penalty 1844.223354 = -327603.449984 nChanged 90 SP:Iteration 18Q (3140.472069 sec): 3 clusters Score: Raw -329478.134999 + Penalty 1844.223354 = -327633.911646 nChanged 81 SP:Iteration 19Q (3140.555512 sec): 3 clusters Score: Raw -329504.029030 + Penalty 1844.223354 = -327659.805676 nChanged 76 SP:Iteration 20F (3140.652150 sec): 3 clusters Score: Raw -329530.200635 + Penalty 1844.223354 = -327685.977282 nChanged 90 SP:Iteration 21Q (3140.745016 sec): 3 clusters Score: Raw -329565.651151 + Penalty 1844.223354 = -327721.427797 nChanged 81 SP:Iteration 22Q (3140.830841 sec): 3 clusters Score: Raw -329595.487599 + Penalty 1844.223354 = -327751.264246 nChanged 74 SP:Iteration 23Q (3140.917215 sec): 3 clusters Score: Raw -329617.936857 + Penalty 1844.223354 = -327773.713504 nChanged 61 SP:Iteration 24Q (3141.017647 sec): 3 clusters Score: Raw -329637.937460 + Penalty 1844.223354 = -327793.714107 nChanged 51 SP:Iteration 25Q (3141.102284 sec): 3 clusters Score: Raw -329657.691609 + Penalty 1844.223354 = -327813.468255 nChanged 59 SP:Iteration 26Q (3141.177646 sec): 3 clusters Score: Raw -329681.256084 + Penalty 1844.223354 = -327837.032731 nChanged 52 SP:Iteration 27Q (3141.264220 sec): 3 clusters Score: Raw -329698.074495 + Penalty 1844.223354 = -327853.851142 nChanged 38 SP:Iteration 28Q (3141.348851 sec): 3 clusters Score: Raw -329715.466796 + Penalty 1844.223354 = -327871.243443 nChanged 44 SP:Iteration 29Q (3141.427644 sec): 3 clusters Score: Raw -329733.872231 + Penalty 1844.223354 = -327889.648877 nChanged 47 SP:Iteration 30Q (3141.518690 sec): 3 clusters Score: Raw -329749.920893 + Penalty 1844.223354 = -327905.697539 nChanged 47 SP:Iteration 31Q (3141.605460 sec): 3 clusters Score: Raw -329767.025739 + Penalty 1844.223354 = -327922.802386 nChanged 55 SP:Iteration 32Q (3141.682175 sec): 3 clusters Score: Raw -329785.952114 + Penalty 1844.223354 = -327941.728761 nChanged 40 SP:Iteration 33Q (3141.783386 sec): 3 clusters Score: Raw -329804.449019 + Penalty 1844.223354 = -327960.225665 nChanged 41 SP:Iteration 34Q (3141.871533 sec): 3 clusters Score: Raw -329823.091254 + Penalty 1844.223354 = -327978.867900 nChanged 43 SP:Iteration 35Q (3141.955514 sec): 3 clusters Score: Raw -329838.901591 + Penalty 1844.223354 = -327994.678238 nChanged 35 SP:Iteration 36Q (3142.047416 sec): 3 clusters Score: Raw -329855.015335 + Penalty 1844.223354 = -328010.791981 nChanged 29 SP:Iteration 37Q (3142.116373 sec): 3 clusters Score: Raw -329860.985950 + Penalty 1844.223354 = -328016.762596 nChanged 19 SP:Iteration 38Q (3142.197793 sec): 3 clusters Score: Raw -329864.047221 + Penalty 1844.223354 = -328019.823867 nChanged 14 SP:Iteration 39Q (3142.303124 sec): 3 clusters Score: Raw -329866.673861 + Penalty 1844.223354 = -328022.450507 nChanged 8 SP:Iteration 40F (3142.348988 sec): 3 clusters Score: Raw -329868.249580 + Penalty 1844.223354 = -328024.026226 nChanged 10 SP:Iteration 41Q (3142.464413 sec): 3 clusters Score: Raw -329870.332809 + Penalty 1844.223354 = -328026.109456 nChanged 9 SP:Iteration 42Q (3142.546189 sec): 3 clusters Score: Raw -329872.372259 + Penalty 1844.223354 = -328028.148905 nChanged 9 SP:Iteration 43Q (3142.642057 sec): 3 clusters Score: Raw -329874.474830 + Penalty 1844.223354 = -328030.251477 nChanged 2 SP:Iteration 44Q (3142.730078 sec): 3 clusters Score: Raw -329874.958715 + Penalty 1844.223354 = -328030.735361 nChanged 4 SP:Iteration 45Q (3142.817398 sec): 3 clusters Score: Raw -329875.778813 + Penalty 1844.223354 = -328031.555459 nChanged 7 SP:Iteration 46Q (3142.897859 sec): 3 clusters Score: Raw -329877.404366 + Penalty 1844.223354 = -328033.181012 nChanged 11 SP:Iteration 47Q (3142.999017 sec): 3 clusters Score: Raw -329879.298736 + Penalty 1844.223354 = -328035.075382 nChanged 8 SP:Iteration 48Q (3143.085899 sec): 3 clusters Score: Raw -329880.666870 + Penalty 1844.223354 = -328036.443516 nChanged 6 SP:Iteration 49Q (3143.160255 sec): 3 clusters Score: Raw -329881.554482 + Penalty 1844.223354 = -328037.331128 nChanged 9 SP:Iteration 50Q (3143.239368 sec): 3 clusters Score: Raw -329883.294180 + Penalty 1844.223354 = -328039.070826 nChanged 8 SP:Iteration 51Q (3143.315156 sec): 3 clusters Score: Raw -329884.490910 + Penalty 1844.223354 = -328040.267556 nChanged 8 SP:Iteration 52Q (3143.409146 sec): 3 clusters Score: Raw -329886.292831 + Penalty 1844.223354 = -328042.069478 nChanged 10 SP:Iteration 53Q (3143.502422 sec): 3 clusters Score: Raw -329887.618819 + Penalty 1844.223354 = -328043.395465 nChanged 3 SP:Iteration 54Q (3143.583838 sec): 3 clusters Score: Raw -329888.060973 + Penalty 1844.223354 = -328043.837619 nChanged 3 SP:Iteration 55Q (3143.687222 sec): 3 clusters Score: Raw -329888.680095 + Penalty 1844.223354 = -328044.456741 nChanged 1 SP:Iteration 56Q (3143.769107 sec): 3 clusters Score: Raw -329888.714377 + Penalty 1844.223354 = -328044.491023 nChanged 0 SP:Iteration 57F (3143.865172 sec): 3 clusters Score: Raw -329888.714377 + Penalty 1844.223354 = -328044.491023 nChanged 0 Trying to split cluster 10 (3058 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3143.908541 sec): 2 clusters Score: Raw -180056.648201 + Penalty 842.679221 = -179213.968980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3143.977569 sec): 3 clusters Score: Raw -178516.339919 + Penalty 1685.358441 = -176830.981477 nChanged 1218 SP:Iteration 1F (3144.074861 sec): 3 clusters Score: Raw -179203.027525 + Penalty 1685.358441 = -177517.669084 nChanged 232 SP:Iteration 2F (3144.148694 sec): 3 clusters Score: Raw -179343.930196 + Penalty 1685.358441 = -177658.571755 nChanged 191 SP:Iteration 3F (3144.241381 sec): 3 clusters Score: Raw -179482.250556 + Penalty 1685.358441 = -177796.892115 nChanged 186 SP:Iteration 4F (3144.330354 sec): 3 clusters Score: Raw -179607.297440 + Penalty 1685.358441 = -177921.938999 nChanged 147 SP:Iteration 5Q (3144.414180 sec): 3 clusters Score: Raw -179700.311948 + Penalty 1685.358441 = -178014.953507 nChanged 116 SP:Iteration 6Q (3144.519279 sec): 3 clusters Score: Raw -179761.981494 + Penalty 1685.358441 = -178076.623053 nChanged 97 SP:Iteration 7Q (3144.580520 sec): 3 clusters Score: Raw -179804.598393 + Penalty 1685.358441 = -178119.239952 nChanged 64 SP:Iteration 8Q (3144.663034 sec): 3 clusters Score: Raw -179829.734235 + Penalty 1685.358441 = -178144.375794 nChanged 48 SP:Iteration 9Q (3144.762284 sec): 3 clusters Score: Raw -179849.473027 + Penalty 1685.358441 = -178164.114585 nChanged 51 SP:Iteration 10Q (3144.821401 sec): 3 clusters Score: Raw -179870.535187 + Penalty 1685.358441 = -178185.176746 nChanged 45 SP:Iteration 11Q (3144.911653 sec): 3 clusters Score: Raw -179887.938646 + Penalty 1685.358441 = -178202.580205 nChanged 47 SP:Iteration 12Q (3144.992767 sec): 3 clusters Score: Raw -179903.531029 + Penalty 1685.358441 = -178218.172588 nChanged 28 SP:Iteration 13Q (3145.070645 sec): 3 clusters Score: Raw -179912.604399 + Penalty 1685.358441 = -178227.245957 nChanged 29 SP:Iteration 14Q (3145.139671 sec): 3 clusters Score: Raw -179923.708864 + Penalty 1685.358441 = -178238.350423 nChanged 31 SP:Iteration 15Q (3145.217754 sec): 3 clusters Score: Raw -179935.442650 + Penalty 1685.358441 = -178250.084209 nChanged 31 SP:Iteration 16Q (3145.310899 sec): 3 clusters Score: Raw -179945.277415 + Penalty 1685.358441 = -178259.918974 nChanged 24 SP:Iteration 17Q (3145.392489 sec): 3 clusters Score: Raw -179953.303857 + Penalty 1685.358441 = -178267.945416 nChanged 21 SP:Iteration 18Q (3145.461044 sec): 3 clusters Score: Raw -179961.221651 + Penalty 1685.358441 = -178275.863210 nChanged 23 SP:Iteration 19Q (3145.551473 sec): 3 clusters Score: Raw -179970.478262 + Penalty 1685.358441 = -178285.119820 nChanged 27 SP:Iteration 20F (3145.654921 sec): 3 clusters Score: Raw -179980.040143 + Penalty 1685.358441 = -178294.681702 nChanged 19 SP:Iteration 21Q (3145.731481 sec): 3 clusters Score: Raw -179988.399585 + Penalty 1685.358441 = -178303.041144 nChanged 24 SP:Iteration 22Q (3145.841888 sec): 3 clusters Score: Raw -179996.720523 + Penalty 1685.358441 = -178311.362082 nChanged 19 SP:Iteration 23Q (3145.943003 sec): 3 clusters Score: Raw -180006.755736 + Penalty 1685.358441 = -178321.397295 nChanged 20 SP:Iteration 24Q (3146.050027 sec): 3 clusters Score: Raw -180016.069178 + Penalty 1685.358441 = -178330.710737 nChanged 24 SP:Iteration 25Q (3146.137437 sec): 3 clusters Score: Raw -180027.052606 + Penalty 1685.358441 = -178341.694165 nChanged 35 SP:Iteration 26Q (3146.239795 sec): 3 clusters Score: Raw -180047.359376 + Penalty 1685.358441 = -178362.000935 nChanged 37 SP:Iteration 27Q (3146.340411 sec): 3 clusters Score: Raw -180065.052947 + Penalty 1685.358441 = -178379.694506 nChanged 23 SP:Iteration 28Q (3146.428833 sec): 3 clusters Score: Raw -180076.973825 + Penalty 1685.358441 = -178391.615384 nChanged 25 SP:Iteration 29Q (3146.533943 sec): 3 clusters Score: Raw -180089.111128 + Penalty 1685.358441 = -178403.752687 nChanged 21 SP:Iteration 30Q (3146.653144 sec): 3 clusters Score: Raw -180100.221932 + Penalty 1685.358441 = -178414.863491 nChanged 23 SP:Iteration 31Q (3146.750393 sec): 3 clusters Score: Raw -180109.311817 + Penalty 1685.358441 = -178423.953376 nChanged 17 SP:Iteration 32Q (3146.838944 sec): 3 clusters Score: Raw -180118.365248 + Penalty 1685.358441 = -178433.006807 nChanged 17 SP:Iteration 33Q (3146.923304 sec): 3 clusters Score: Raw -180124.738867 + Penalty 1685.358441 = -178439.380425 nChanged 16 SP:Iteration 34Q (3147.007264 sec): 3 clusters Score: Raw -180130.760026 + Penalty 1685.358441 = -178445.401585 nChanged 12 SP:Iteration 35Q (3147.095894 sec): 3 clusters Score: Raw -180135.165256 + Penalty 1685.358441 = -178449.806815 nChanged 8 SP:Iteration 36Q (3147.184366 sec): 3 clusters Score: Raw -180137.189812 + Penalty 1685.358441 = -178451.831370 nChanged 3 SP:Iteration 37Q (3147.267603 sec): 3 clusters Score: Raw -180138.159450 + Penalty 1685.358441 = -178452.801009 nChanged 3 SP:Iteration 38Q (3147.381021 sec): 3 clusters Score: Raw -180139.027522 + Penalty 1685.358441 = -178453.669081 nChanged 2 SP:Iteration 39Q (3147.495088 sec): 3 clusters Score: Raw -180139.568090 + Penalty 1685.358441 = -178454.209648 nChanged 2 SP:Iteration 40F (3147.617335 sec): 3 clusters Score: Raw -180140.119203 + Penalty 1685.358441 = -178454.760762 nChanged 2 SP:Iteration 41Q (3147.721506 sec): 3 clusters Score: Raw -180140.785969 + Penalty 1685.358441 = -178455.427528 nChanged 3 SP:Iteration 42Q (3147.846519 sec): 3 clusters Score: Raw -180142.975611 + Penalty 1685.358441 = -178457.617170 nChanged 8 SP:Iteration 43Q (3147.930674 sec): 3 clusters Score: Raw -180144.709675 + Penalty 1685.358441 = -178459.351234 nChanged 2 SP:Iteration 44Q (3148.049096 sec): 3 clusters Score: Raw -180146.103972 + Penalty 1685.358441 = -178460.745531 nChanged 3 SP:Iteration 45Q (3148.149587 sec): 3 clusters Score: Raw -180146.694169 + Penalty 1685.358441 = -178461.335728 nChanged 1 SP:Iteration 46Q (3148.234309 sec): 3 clusters Score: Raw -180147.095346 + Penalty 1685.358441 = -178461.736905 nChanged 1 SP:Iteration 47Q (3148.328467 sec): 3 clusters Score: Raw -180147.243038 + Penalty 1685.358441 = -178461.884597 nChanged 1 SP:Iteration 48Q (3148.433586 sec): 3 clusters Score: Raw -180147.602432 + Penalty 1685.358441 = -178462.243991 nChanged 3 SP:Iteration 49Q (3148.533378 sec): 3 clusters Score: Raw -180148.135516 + Penalty 1685.358441 = -178462.777075 nChanged 2 SP:Iteration 50Q (3148.670712 sec): 3 clusters Score: Raw -180148.290816 + Penalty 1685.358441 = -178462.932375 nChanged 1 SP:Iteration 51Q (3148.756647 sec): 3 clusters Score: Raw -180148.428309 + Penalty 1685.358441 = -178463.069868 nChanged 0 SP:Iteration 52F (3148.845156 sec): 3 clusters Score: Raw -180148.428309 + Penalty 1685.358441 = -178463.069868 nChanged 0 Trying to split cluster 11 (13481 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3148.921126 sec): 2 clusters Score: Raw -805676.777501 + Penalty 998.448839 = -804678.328661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3149.016654 sec): 3 clusters Score: Raw -797571.028806 + Penalty 1996.897679 = -795574.131127 nChanged 6096 SP:Iteration 1F (3149.111004 sec): 3 clusters Score: Raw -801287.849985 + Penalty 1996.897679 = -799290.952307 nChanged 948 SP:Iteration 2F (3149.189281 sec): 3 clusters Score: Raw -801828.837701 + Penalty 1996.897679 = -799831.940023 nChanged 849 SP:Iteration 3F (3149.283218 sec): 3 clusters Score: Raw -802284.214883 + Penalty 1996.897679 = -800287.317204 nChanged 781 SP:Iteration 4F (3149.395275 sec): 3 clusters Score: Raw -802691.786201 + Penalty 1996.897679 = -800694.888522 nChanged 734 SP:Iteration 5F (3149.479734 sec): 3 clusters Score: Raw -803068.059139 + Penalty 1996.897679 = -801071.161460 nChanged 635 SP:Iteration 6Q (3149.578175 sec): 3 clusters Score: Raw -803369.722968 + Penalty 1996.897679 = -801372.825289 nChanged 544 SP:Iteration 7Q (3149.677172 sec): 3 clusters Score: Raw -803613.568180 + Penalty 1996.897679 = -801616.670501 nChanged 467 SP:Iteration 8Q (3149.782391 sec): 3 clusters Score: Raw -803811.216130 + Penalty 1996.897679 = -801814.318451 nChanged 409 SP:Iteration 9Q (3149.891255 sec): 3 clusters Score: Raw -803989.711324 + Penalty 1996.897679 = -801992.813645 nChanged 380 SP:Iteration 10Q (3149.981767 sec): 3 clusters Score: Raw -804180.659444 + Penalty 1996.897679 = -802183.761765 nChanged 357 SP:Iteration 11Q (3150.075530 sec): 3 clusters Score: Raw -804346.954759 + Penalty 1996.897679 = -802350.057080 nChanged 288 SP:Iteration 12Q (3150.182503 sec): 3 clusters Score: Raw -804449.167117 + Penalty 1996.897679 = -802452.269438 nChanged 231 SP:Iteration 13Q (3150.264790 sec): 3 clusters Score: Raw -804521.241345 + Penalty 1996.897679 = -802524.343666 nChanged 202 SP:Iteration 14Q (3150.364594 sec): 3 clusters Score: Raw -804577.150776 + Penalty 1996.897679 = -802580.253097 nChanged 173 SP:Iteration 15Q (3150.453079 sec): 3 clusters Score: Raw -804618.019361 + Penalty 1996.897679 = -802621.121683 nChanged 131 SP:Iteration 16Q (3150.549815 sec): 3 clusters Score: Raw -804649.518199 + Penalty 1996.897679 = -802652.620520 nChanged 117 SP:Iteration 17Q (3150.639962 sec): 3 clusters Score: Raw -804675.628773 + Penalty 1996.897679 = -802678.731094 nChanged 114 SP:Iteration 18Q (3150.743832 sec): 3 clusters Score: Raw -804696.720380 + Penalty 1996.897679 = -802699.822702 nChanged 94 SP:Iteration 19Q (3150.840074 sec): 3 clusters Score: Raw -804714.411131 + Penalty 1996.897679 = -802717.513452 nChanged 91 SP:Iteration 20F (3150.951133 sec): 3 clusters Score: Raw -804733.782394 + Penalty 1996.897679 = -802736.884715 nChanged 91 SP:Iteration 21Q (3151.044316 sec): 3 clusters Score: Raw -804752.782228 + Penalty 1996.897679 = -802755.884549 nChanged 99 SP:Iteration 22Q (3151.151985 sec): 3 clusters Score: Raw -804774.442702 + Penalty 1996.897679 = -802777.545023 nChanged 93 SP:Iteration 23Q (3151.250215 sec): 3 clusters Score: Raw -804795.012516 + Penalty 1996.897679 = -802798.114837 nChanged 92 SP:Iteration 24Q (3151.346941 sec): 3 clusters Score: Raw -804817.568439 + Penalty 1996.897679 = -802820.670760 nChanged 109 SP:Iteration 25Q (3151.450577 sec): 3 clusters Score: Raw -804852.109116 + Penalty 1996.897679 = -802855.211437 nChanged 118 SP:Iteration 26Q (3151.538263 sec): 3 clusters Score: Raw -804886.046445 + Penalty 1996.897679 = -802889.148766 nChanged 125 SP:Iteration 27Q (3151.622820 sec): 3 clusters Score: Raw -804920.122920 + Penalty 1996.897679 = -802923.225242 nChanged 116 SP:Iteration 28Q (3151.735125 sec): 3 clusters Score: Raw -804952.537191 + Penalty 1996.897679 = -802955.639512 nChanged 118 SP:Iteration 29Q (3151.813706 sec): 3 clusters Score: Raw -804988.248268 + Penalty 1996.897679 = -802991.350589 nChanged 121 SP:Iteration 30Q (3151.916971 sec): 3 clusters Score: Raw -805024.030778 + Penalty 1996.897679 = -803027.133099 nChanged 117 SP:Iteration 31Q (3152.024061 sec): 3 clusters Score: Raw -805058.547508 + Penalty 1996.897679 = -803061.649829 nChanged 115 SP:Iteration 32Q (3152.108521 sec): 3 clusters Score: Raw -805090.983873 + Penalty 1996.897679 = -803094.086194 nChanged 114 SP:Iteration 33Q (3152.210105 sec): 3 clusters Score: Raw -805116.693584 + Penalty 1996.897679 = -803119.795905 nChanged 96 SP:Iteration 34Q (3152.308728 sec): 3 clusters Score: Raw -805139.174209 + Penalty 1996.897679 = -803142.276530 nChanged 102 SP:Iteration 35Q (3152.420637 sec): 3 clusters Score: Raw -805165.533653 + Penalty 1996.897679 = -803168.635974 nChanged 113 SP:Iteration 36Q (3152.523487 sec): 3 clusters Score: Raw -805199.818629 + Penalty 1996.897679 = -803202.920950 nChanged 114 SP:Iteration 37Q (3152.597343 sec): 3 clusters Score: Raw -805232.091220 + Penalty 1996.897679 = -803235.193541 nChanged 102 SP:Iteration 38Q (3152.715223 sec): 3 clusters Score: Raw -805260.974868 + Penalty 1996.897679 = -803264.077189 nChanged 103 SP:Iteration 39Q (3152.803886 sec): 3 clusters Score: Raw -805289.611844 + Penalty 1996.897679 = -803292.714166 nChanged 95 SP:Iteration 40F (3152.916375 sec): 3 clusters Score: Raw -805318.558744 + Penalty 1996.897679 = -803321.661065 nChanged 93 SP:Iteration 41Q (3153.007945 sec): 3 clusters Score: Raw -805355.478835 + Penalty 1996.897679 = -803358.581156 nChanged 98 SP:Iteration 42Q (3153.098496 sec): 3 clusters Score: Raw -805406.866921 + Penalty 1996.897679 = -803409.969243 nChanged 105 SP:Iteration 43Q (3153.189045 sec): 3 clusters Score: Raw -805463.149447 + Penalty 1996.897679 = -803466.251768 nChanged 110 SP:Iteration 44Q (3153.287872 sec): 3 clusters Score: Raw -805533.728338 + Penalty 1996.897679 = -803536.830660 nChanged 125 SP:Iteration 45Q (3153.382891 sec): 3 clusters Score: Raw -805637.866263 + Penalty 1996.897679 = -803640.968585 nChanged 131 SP:Iteration 46Q (3153.485834 sec): 3 clusters Score: Raw -805743.577109 + Penalty 1996.897679 = -803746.679430 nChanged 116 SP:Iteration 47Q (3153.570171 sec): 3 clusters Score: Raw -805814.383719 + Penalty 1996.897679 = -803817.486040 nChanged 95 SP:Iteration 48Q (3153.663752 sec): 3 clusters Score: Raw -805861.525470 + Penalty 1996.897679 = -803864.627792 nChanged 85 SP:Iteration 49Q (3153.758885 sec): 3 clusters Score: Raw -805893.794416 + Penalty 1996.897679 = -803896.896738 nChanged 64 SP:Iteration 50Q (3153.869736 sec): 3 clusters Score: Raw -805910.032539 + Penalty 1996.897679 = -803913.134860 nChanged 48 SP:Iteration 51Q (3153.948886 sec): 3 clusters Score: Raw -805923.556298 + Penalty 1996.897679 = -803926.658619 nChanged 38 SP:Iteration 52Q (3154.048221 sec): 3 clusters Score: Raw -805937.120169 + Penalty 1996.897679 = -803940.222490 nChanged 33 SP:Iteration 53Q (3154.173292 sec): 3 clusters Score: Raw -805942.463944 + Penalty 1996.897679 = -803945.566265 nChanged 24 SP:Iteration 54Q (3154.318889 sec): 3 clusters Score: Raw -805947.070148 + Penalty 1996.897679 = -803950.172469 nChanged 24 SP:Iteration 55Q (3154.453985 sec): 3 clusters Score: Raw -805951.797658 + Penalty 1996.897679 = -803954.899979 nChanged 23 SP:Iteration 56Q (3154.577358 sec): 3 clusters Score: Raw -805955.168337 + Penalty 1996.897679 = -803958.270658 nChanged 20 SP:Iteration 57Q (3154.690376 sec): 3 clusters Score: Raw -805957.616013 + Penalty 1996.897679 = -803960.718335 nChanged 15 SP:Iteration 58Q (3154.831465 sec): 3 clusters Score: Raw -805960.361447 + Penalty 1996.897679 = -803963.463768 nChanged 16 SP:Iteration 59Q (3154.981509 sec): 3 clusters Score: Raw -805963.208767 + Penalty 1996.897679 = -803966.311089 nChanged 9 SP:Iteration 60F (3155.074240 sec): 3 clusters Score: Raw -805964.310512 + Penalty 1996.897679 = -803967.412833 nChanged 8 SP:Iteration 61Q (3155.177897 sec): 3 clusters Score: Raw -805964.924147 + Penalty 1996.897679 = -803968.026468 nChanged 3 SP:Iteration 62Q (3155.299274 sec): 3 clusters Score: Raw -805965.044265 + Penalty 1996.897679 = -803968.146586 nChanged 2 SP:Iteration 63Q (3155.440304 sec): 3 clusters Score: Raw -805965.284648 + Penalty 1996.897679 = -803968.386969 nChanged 2 SP:Iteration 64Q (3155.535948 sec): 3 clusters Score: Raw -805965.424903 + Penalty 1996.897679 = -803968.527225 nChanged 2 SP:Iteration 65Q (3155.671436 sec): 3 clusters Score: Raw -805965.799454 + Penalty 1996.897679 = -803968.901775 nChanged 4 SP:Iteration 66Q (3155.800749 sec): 3 clusters Score: Raw -805966.137184 + Penalty 1996.897679 = -803969.239505 nChanged 2 SP:Iteration 67Q (3155.913096 sec): 3 clusters Score: Raw -805966.443115 + Penalty 1996.897679 = -803969.545436 nChanged 4 SP:Iteration 68Q (3156.016934 sec): 3 clusters Score: Raw -805967.021115 + Penalty 1996.897679 = -803970.123436 nChanged 3 SP:Iteration 69Q (3156.132966 sec): 3 clusters Score: Raw -805967.411847 + Penalty 1996.897679 = -803970.514168 nChanged 6 SP:Iteration 70Q (3156.238440 sec): 3 clusters Score: Raw -805967.915971 + Penalty 1996.897679 = -803971.018292 nChanged 5 SP:Iteration 71Q (3156.362915 sec): 3 clusters Score: Raw -805968.337381 + Penalty 1996.897679 = -803971.439703 nChanged 3 SP:Iteration 72Q (3156.460112 sec): 3 clusters Score: Raw -805968.640507 + Penalty 1996.897679 = -803971.742828 nChanged 3 SP:Iteration 73Q (3156.612733 sec): 3 clusters Score: Raw -805968.874604 + Penalty 1996.897679 = -803971.976925 nChanged 1 SP:Iteration 74Q (3156.734663 sec): 3 clusters Score: Raw -805969.069567 + Penalty 1996.897679 = -803972.171889 nChanged 0 SP:Iteration 75F (3156.870342 sec): 3 clusters Score: Raw -805969.069567 + Penalty 1996.897679 = -803972.171889 nChanged 0 Trying to split cluster 12 (2115 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3156.911678 sec): 2 clusters Score: Raw -97069.497803 + Penalty 803.965060 = -96265.532743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3157.006989 sec): 3 clusters Score: Raw -96080.011678 + Penalty 1607.930119 = -94472.081559 nChanged 808 SP:Iteration 1F (3157.102797 sec): 3 clusters Score: Raw -96722.150286 + Penalty 1607.930119 = -95114.220167 nChanged 285 SP:Iteration 2F (3157.186209 sec): 3 clusters Score: Raw -97200.100471 + Penalty 1607.930119 = -95592.170352 nChanged 220 SP:Iteration 3F (3157.260640 sec): 3 clusters Score: Raw -97547.675784 + Penalty 1607.930119 = -95939.745665 nChanged 152 SP:Iteration 4F (3157.349789 sec): 3 clusters Score: Raw -97753.150557 + Penalty 1607.930119 = -96145.220438 nChanged 85 SP:Iteration 5Q (3157.457314 sec): 3 clusters Score: Raw -97856.918303 + Penalty 1607.930119 = -96248.988184 nChanged 56 SP:Iteration 6Q (3157.545067 sec): 3 clusters Score: Raw -97901.408438 + Penalty 1607.930119 = -96293.478319 nChanged 34 SP:Iteration 7Q (3157.646178 sec): 3 clusters Score: Raw -97924.639615 + Penalty 1607.930119 = -96316.709496 nChanged 23 SP:Iteration 8Q (3157.741748 sec): 3 clusters Score: Raw -97941.178456 + Penalty 1607.930119 = -96333.248337 nChanged 14 SP:Iteration 9Q (3157.839737 sec): 3 clusters Score: Raw -97950.972404 + Penalty 1607.930119 = -96343.042284 nChanged 15 SP:Iteration 10Q (3157.944060 sec): 3 clusters Score: Raw -97957.101900 + Penalty 1607.930119 = -96349.171781 nChanged 8 SP:Iteration 11Q (3158.020434 sec): 3 clusters Score: Raw -97960.324194 + Penalty 1607.930119 = -96352.394074 nChanged 8 SP:Iteration 12Q (3158.134251 sec): 3 clusters Score: Raw -97965.789100 + Penalty 1607.930119 = -96357.858980 nChanged 5 SP:Iteration 13Q (3158.206962 sec): 3 clusters Score: Raw -97968.204542 + Penalty 1607.930119 = -96360.274423 nChanged 2 SP:Iteration 14Q (3158.299865 sec): 3 clusters Score: Raw -97969.679061 + Penalty 1607.930119 = -96361.748942 nChanged 1 SP:Iteration 15Q (3158.398676 sec): 3 clusters Score: Raw -97970.727583 + Penalty 1607.930119 = -96362.797464 nChanged 0 SP:Iteration 16F (3158.494405 sec): 3 clusters Score: Raw -97970.727583 + Penalty 1607.930119 = -96362.797464 nChanged 0 Score: Raw -4218271.161204 + Penalty 22471.659320 = -4195799.501884 Splitting cluster 12 changes total score from -4195636.678710 to -4195799.501884 So it's getting split into cluster 19. Trying to split cluster 13 (1019 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3160.555004 sec): 2 clusters Score: Raw -42770.911988 + Penalty 727.290588 = -42043.621399 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3160.667186 sec): 3 clusters Score: Raw -42418.463803 + Penalty 1454.581177 = -40963.882626 nChanged 364 SP:Iteration 1F (3160.762243 sec): 3 clusters Score: Raw -42776.470094 + Penalty 1454.581177 = -41321.888917 nChanged 120 SP:Iteration 2F (3160.836269 sec): 3 clusters Score: Raw -42960.385671 + Penalty 1454.581177 = -41505.804494 nChanged 87 SP:Iteration 3F (3160.910957 sec): 3 clusters Score: Raw -43101.739419 + Penalty 1454.581177 = -41647.158242 nChanged 63 SP:Iteration 4F (3160.991868 sec): 3 clusters Score: Raw -43176.842846 + Penalty 1454.581177 = -41722.261669 nChanged 49 SP:Iteration 5Q (3161.089212 sec): 3 clusters Score: Raw -43232.873454 + Penalty 1454.581177 = -41778.292277 nChanged 32 SP:Iteration 6Q (3161.190990 sec): 3 clusters Score: Raw -43268.273696 + Penalty 1454.581177 = -41813.692519 nChanged 23 SP:Iteration 7Q (3161.284670 sec): 3 clusters Score: Raw -43299.423881 + Penalty 1454.581177 = -41844.842704 nChanged 21 SP:Iteration 8Q (3161.383668 sec): 3 clusters Score: Raw -43326.784918 + Penalty 1454.581177 = -41872.203741 nChanged 17 SP:Iteration 9Q (3161.478931 sec): 3 clusters Score: Raw -43360.756249 + Penalty 1454.581177 = -41906.175072 nChanged 16 SP:Iteration 10Q (3161.570615 sec): 3 clusters Score: Raw -43379.822217 + Penalty 1454.581177 = -41925.241040 nChanged 15 SP:Iteration 11Q (3161.665157 sec): 3 clusters Score: Raw -43394.097184 + Penalty 1454.581177 = -41939.516007 nChanged 10 SP:Iteration 12Q (3161.753936 sec): 3 clusters Score: Raw -43403.635966 + Penalty 1454.581177 = -41949.054789 nChanged 4 SP:Iteration 13Q (3161.837107 sec): 3 clusters Score: Raw -43408.650926 + Penalty 1454.581177 = -41954.069749 nChanged 4 SP:Iteration 14Q (3161.946408 sec): 3 clusters Score: Raw -43414.663464 + Penalty 1454.581177 = -41960.082287 nChanged 5 SP:Iteration 15Q (3162.014090 sec): 3 clusters Score: Raw -43420.592228 + Penalty 1454.581177 = -41966.011051 nChanged 3 SP:Iteration 16Q (3162.097445 sec): 3 clusters Score: Raw -43424.361061 + Penalty 1454.581177 = -41969.779884 nChanged 2 SP:Iteration 17Q (3162.193973 sec): 3 clusters Score: Raw -43425.336691 + Penalty 1454.581177 = -41970.755514 nChanged 1 SP:Iteration 18Q (3162.302088 sec): 3 clusters Score: Raw -43425.897973 + Penalty 1454.581177 = -41971.316796 nChanged 2 SP:Iteration 19Q (3162.409839 sec): 3 clusters Score: Raw -43428.308797 + Penalty 1454.581177 = -41973.727620 nChanged 3 SP:Iteration 20F (3162.492846 sec): 3 clusters Score: Raw -43431.249502 + Penalty 1454.581177 = -41976.668325 nChanged 2 SP:Iteration 21Q (3162.578888 sec): 3 clusters Score: Raw -43440.208701 + Penalty 1454.581177 = -41985.627524 nChanged 2 SP:Iteration 22Q (3162.670167 sec): 3 clusters Score: Raw -43442.821299 + Penalty 1454.581177 = -41988.240122 nChanged 1 SP:Iteration 23Q (3162.764081 sec): 3 clusters Score: Raw -43443.164988 + Penalty 1454.581177 = -41988.583811 nChanged 1 SP:Iteration 24Q (3162.886577 sec): 3 clusters Score: Raw -43443.828000 + Penalty 1454.581177 = -41989.246823 nChanged 1 SP:Iteration 25Q (3162.971278 sec): 3 clusters Score: Raw -43444.663049 + Penalty 1454.581177 = -41990.081872 nChanged 0 SP:Iteration 26F (3163.069119 sec): 3 clusters Score: Raw -43444.663049 + Penalty 1454.581177 = -41990.081872 nChanged 0 Trying to split cluster 14 (1574 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3163.147803 sec): 2 clusters Score: Raw -89104.571954 + Penalty 772.944420 = -88331.627534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3163.239694 sec): 3 clusters Score: Raw -88398.039824 + Penalty 1545.888840 = -86852.150984 nChanged 570 SP:Iteration 1F (3163.313436 sec): 3 clusters Score: Raw -88828.574278 + Penalty 1545.888840 = -87282.685437 nChanged 140 SP:Iteration 2F (3163.414412 sec): 3 clusters Score: Raw -88953.978773 + Penalty 1545.888840 = -87408.089933 nChanged 98 SP:Iteration 3F (3163.503518 sec): 3 clusters Score: Raw -89051.192079 + Penalty 1545.888840 = -87505.303239 nChanged 84 SP:Iteration 4F (3163.603403 sec): 3 clusters Score: Raw -89134.651337 + Penalty 1545.888840 = -87588.762497 nChanged 65 SP:Iteration 5Q (3163.717672 sec): 3 clusters Score: Raw -89193.666581 + Penalty 1545.888840 = -87647.777741 nChanged 50 SP:Iteration 6Q (3163.796468 sec): 3 clusters Score: Raw -89227.427996 + Penalty 1545.888840 = -87681.539156 nChanged 25 SP:Iteration 7Q (3163.915186 sec): 3 clusters Score: Raw -89245.034618 + Penalty 1545.888840 = -87699.145777 nChanged 21 SP:Iteration 8Q (3164.016142 sec): 3 clusters Score: Raw -89260.843923 + Penalty 1545.888840 = -87714.955083 nChanged 14 SP:Iteration 9Q (3164.081748 sec): 3 clusters Score: Raw -89272.486255 + Penalty 1545.888840 = -87726.597414 nChanged 15 SP:Iteration 10Q (3164.182275 sec): 3 clusters Score: Raw -89281.298540 + Penalty 1545.888840 = -87735.409699 nChanged 11 SP:Iteration 11Q (3164.268676 sec): 3 clusters Score: Raw -89287.201683 + Penalty 1545.888840 = -87741.312843 nChanged 4 SP:Iteration 12Q (3164.366504 sec): 3 clusters Score: Raw -89288.650994 + Penalty 1545.888840 = -87742.762154 nChanged 4 SP:Iteration 13Q (3164.455696 sec): 3 clusters Score: Raw -89290.445054 + Penalty 1545.888840 = -87744.556214 nChanged 2 SP:Iteration 14Q (3164.559202 sec): 3 clusters Score: Raw -89291.287377 + Penalty 1545.888840 = -87745.398537 nChanged 1 SP:Iteration 15Q (3164.665967 sec): 3 clusters Score: Raw -89291.358373 + Penalty 1545.888840 = -87745.469533 nChanged 0 SP:Iteration 16F (3164.740636 sec): 3 clusters Score: Raw -89291.358373 + Penalty 1545.888840 = -87745.469533 nChanged 0 Trying to split cluster 15 (1992 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3164.790553 sec): 2 clusters Score: Raw -115965.384883 + Penalty 797.673916 = -115167.710967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3164.902622 sec): 3 clusters Score: Raw -115010.741833 + Penalty 1595.347832 = -113415.394001 nChanged 779 SP:Iteration 1F (3164.997554 sec): 3 clusters Score: Raw -115566.089102 + Penalty 1595.347832 = -113970.741270 nChanged 184 SP:Iteration 2F (3165.091066 sec): 3 clusters Score: Raw -115733.382098 + Penalty 1595.347832 = -114138.034266 nChanged 145 SP:Iteration 3F (3165.183802 sec): 3 clusters Score: Raw -115885.682126 + Penalty 1595.347832 = -114290.334294 nChanged 109 SP:Iteration 4F (3165.284067 sec): 3 clusters Score: Raw -116012.652234 + Penalty 1595.347832 = -114417.304402 nChanged 95 SP:Iteration 5Q (3165.403305 sec): 3 clusters Score: Raw -116113.420786 + Penalty 1595.347832 = -114518.072954 nChanged 72 SP:Iteration 6Q (3165.506105 sec): 3 clusters Score: Raw -116174.087246 + Penalty 1595.347832 = -114578.739414 nChanged 54 SP:Iteration 7Q (3165.622298 sec): 3 clusters Score: Raw -116212.977404 + Penalty 1595.347832 = -114617.629572 nChanged 42 SP:Iteration 8Q (3165.714998 sec): 3 clusters Score: Raw -116232.356251 + Penalty 1595.347832 = -114637.008419 nChanged 33 SP:Iteration 9Q (3165.794967 sec): 3 clusters Score: Raw -116248.382275 + Penalty 1595.347832 = -114653.034443 nChanged 28 SP:Iteration 10Q (3165.895248 sec): 3 clusters Score: Raw -116261.151602 + Penalty 1595.347832 = -114665.803770 nChanged 29 SP:Iteration 11Q (3165.994349 sec): 3 clusters Score: Raw -116277.398153 + Penalty 1595.347832 = -114682.050321 nChanged 26 SP:Iteration 12Q (3166.090496 sec): 3 clusters Score: Raw -116291.802223 + Penalty 1595.347832 = -114696.454391 nChanged 28 SP:Iteration 13Q (3166.177212 sec): 3 clusters Score: Raw -116310.114079 + Penalty 1595.347832 = -114714.766247 nChanged 23 SP:Iteration 14Q (3166.266978 sec): 3 clusters Score: Raw -116321.750066 + Penalty 1595.347832 = -114726.402234 nChanged 19 SP:Iteration 15Q (3166.371968 sec): 3 clusters Score: Raw -116336.545103 + Penalty 1595.347832 = -114741.197271 nChanged 24 SP:Iteration 16Q (3166.461680 sec): 3 clusters Score: Raw -116350.311829 + Penalty 1595.347832 = -114754.963996 nChanged 27 SP:Iteration 17Q (3166.554627 sec): 3 clusters Score: Raw -116367.438659 + Penalty 1595.347832 = -114772.090827 nChanged 28 SP:Iteration 18Q (3166.663543 sec): 3 clusters Score: Raw -116385.184245 + Penalty 1595.347832 = -114789.836413 nChanged 22 SP:Iteration 19Q (3166.750204 sec): 3 clusters Score: Raw -116394.913350 + Penalty 1595.347832 = -114799.565518 nChanged 18 SP:Iteration 20F (3166.834230 sec): 3 clusters Score: Raw -116402.295263 + Penalty 1595.347832 = -114806.947431 nChanged 11 SP:Iteration 21Q (3166.934546 sec): 3 clusters Score: Raw -116405.975055 + Penalty 1595.347832 = -114810.627223 nChanged 9 SP:Iteration 22Q (3167.040249 sec): 3 clusters Score: Raw -116409.168025 + Penalty 1595.347832 = -114813.820193 nChanged 2 SP:Iteration 23Q (3167.114385 sec): 3 clusters Score: Raw -116410.294411 + Penalty 1595.347832 = -114814.946579 nChanged 1 SP:Iteration 24Q (3167.213144 sec): 3 clusters Score: Raw -116410.605065 + Penalty 1595.347832 = -114815.257233 nChanged 0 SP:Iteration 25F (3167.316757 sec): 3 clusters Score: Raw -116410.605065 + Penalty 1595.347832 = -114815.257233 nChanged 0 Trying to split cluster 16 (340 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3167.382855 sec): 2 clusters Score: Raw -14915.749696 + Penalty 612.039290 = -14303.710406 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3167.474237 sec): 3 clusters Score: Raw -14877.304892 + Penalty 1224.078580 = -13653.226312 nChanged 97 SP:Iteration 1F (3167.564606 sec): 3 clusters Score: Raw -14983.505493 + Penalty 1224.078580 = -13759.426913 nChanged 18 SP:Iteration 2F (3167.638098 sec): 3 clusters Score: Raw -15011.709607 + Penalty 1224.078580 = -13787.631027 nChanged 11 SP:Iteration 3Q (3167.727034 sec): 3 clusters Score: Raw -15034.257515 + Penalty 1224.078580 = -13810.178935 nChanged 10 SP:Iteration 4Q (3167.813781 sec): 3 clusters Score: Raw -15052.570026 + Penalty 1224.078580 = -13828.491446 nChanged 9 SP:Iteration 5Q (3167.932161 sec): 3 clusters Score: Raw -15067.158262 + Penalty 1224.078580 = -13843.079682 nChanged 5 SP:Iteration 6Q (3168.001329 sec): 3 clusters Score: Raw -15089.929418 + Penalty 1224.078580 = -13865.850838 nChanged 9 SP:Iteration 7Q (3168.093300 sec): 3 clusters Score: Raw -15098.736020 + Penalty 1224.078580 = -13874.657441 nChanged 4 SP:Iteration 8Q (3168.175472 sec): 3 clusters Score: Raw -15106.265197 + Penalty 1224.078580 = -13882.186617 nChanged 3 SP:Iteration 9Q (3168.263181 sec): 3 clusters Score: Raw -15111.323785 + Penalty 1224.078580 = -13887.245206 nChanged 3 SP:Iteration 10Q (3168.349961 sec): 3 clusters Score: Raw -15114.859765 + Penalty 1224.078580 = -13890.781185 nChanged 2 SP:Iteration 11Q (3168.440109 sec): 3 clusters Score: Raw -15117.201392 + Penalty 1224.078580 = -13893.122812 nChanged 2 SP:Iteration 12Q (3168.548698 sec): 3 clusters Score: Raw -15120.867691 + Penalty 1224.078580 = -13896.789111 nChanged 1 SP:Iteration 13Q (3168.626288 sec): 3 clusters Score: Raw -15121.943929 + Penalty 1224.078580 = -13897.865350 nChanged 1 SP:Iteration 14Q (3168.713696 sec): 3 clusters Score: Raw -15123.175599 + Penalty 1224.078580 = -13899.097019 nChanged 1 SP:Iteration 15Q (3168.815891 sec): 3 clusters Score: Raw -15125.231874 + Penalty 1224.078580 = -13901.153294 nChanged 1 SP:Iteration 16Q (3168.918727 sec): 3 clusters Score: Raw -15127.678601 + Penalty 1224.078580 = -13903.600021 nChanged 2 SP:Iteration 17Q (3169.005469 sec): 3 clusters Score: Raw -15132.601128 + Penalty 1224.078580 = -13908.522548 nChanged 2 SP:Iteration 18Q (3169.102358 sec): 3 clusters Score: Raw -15145.162785 + Penalty 1224.078580 = -13921.084205 nChanged 5 SP:Iteration 19Q (3169.206787 sec): 3 clusters Score: Raw -15164.161521 + Penalty 1224.078580 = -13940.082941 nChanged 5 SP:Iteration 20F (3169.284881 sec): 3 clusters Score: Raw -15185.702472 + Penalty 1224.078580 = -13961.623892 nChanged 6 SP:Iteration 21Q (3169.373937 sec): 3 clusters Score: Raw -15213.399383 + Penalty 1224.078580 = -13989.320803 nChanged 7 SP:Iteration 22Q (3169.480251 sec): 3 clusters Score: Raw -15222.856173 + Penalty 1224.078580 = -13998.777593 nChanged 3 SP:Iteration 23Q (3169.568600 sec): 3 clusters Score: Raw -15233.034648 + Penalty 1224.078580 = -14008.956069 nChanged 1 SP:Iteration 24Q (3169.663125 sec): 3 clusters Score: Raw -15233.571026 + Penalty 1224.078580 = -14009.492447 nChanged 0 SP:Iteration 25F (3169.751312 sec): 3 clusters Score: Raw -15233.571026 + Penalty 1224.078580 = -14009.492447 nChanged 0 Iteration 99Q (3171.370245 sec): 20 clusters Score: Raw -4218878.893466 + Penalty 22471.659320 = -4196407.234146 nChanged 1196 Iteration 100F (3173.380748 sec): 20 clusters Score: Raw -4219484.773299 + Penalty 22471.659320 = -4197013.113979 nChanged 811 Iteration 101Q (3174.923538 sec): 20 clusters Score: Raw -4219828.303204 + Penalty 22471.659320 = -4197356.643884 nChanged 499 Iteration 102Q (3176.437923 sec): 20 clusters Score: Raw -4220019.404419 + Penalty 22471.659320 = -4197547.745099 nChanged 388 Iteration 103Q (3177.996195 sec): 20 clusters Score: Raw -4220125.287193 + Penalty 22471.659320 = -4197653.627872 nChanged 301 Iteration 104Q (3179.623024 sec): 20 clusters Score: Raw -4220194.735866 + Penalty 22471.659320 = -4197723.076545 nChanged 231 Iteration 105Q (3181.112059 sec): 20 clusters Score: Raw -4220246.245562 + Penalty 22471.659320 = -4197774.586242 nChanged 207 Iteration 106Q (3182.668623 sec): 20 clusters Score: Raw -4220286.586088 + Penalty 22471.659320 = -4197814.926768 nChanged 165 Iteration 107Q (3184.257494 sec): 20 clusters Score: Raw -4220315.438349 + Penalty 22471.659320 = -4197843.779029 nChanged 148 Iteration 108Q (3185.760549 sec): 20 clusters Score: Raw -4220343.198598 + Penalty 22471.659320 = -4197871.539278 nChanged 135 Iteration 109Q (3187.282910 sec): 20 clusters Score: Raw -4220368.126316 + Penalty 22471.659320 = -4197896.466996 nChanged 121 Iteration 110Q (3188.838930 sec): 20 clusters Score: Raw -4220386.716205 + Penalty 22471.659320 = -4197915.056885 nChanged 76 Iteration 111Q (3190.427398 sec): 20 clusters Score: Raw -4220402.368530 + Penalty 22471.659320 = -4197930.709210 nChanged 89 Iteration 112Q (3192.016187 sec): 20 clusters Score: Raw -4220416.713208 + Penalty 22471.659320 = -4197945.053888 nChanged 73 Iteration 113Q (3193.620699 sec): 20 clusters Score: Raw -4220431.064446 + Penalty 22471.659320 = -4197959.405126 nChanged 69 Iteration 114Q (3195.214231 sec): 20 clusters Score: Raw -4220447.145544 + Penalty 22471.659320 = -4197975.486223 nChanged 74 Iteration 115Q (3196.789813 sec): 20 clusters Score: Raw -4220464.158198 + Penalty 22471.659320 = -4197992.498878 nChanged 82 Iteration 116Q (3198.357395 sec): 20 clusters Score: Raw -4220480.251768 + Penalty 22471.659320 = -4198008.592448 nChanged 66 Iteration 117Q (3199.938100 sec): 20 clusters Score: Raw -4220491.457302 + Penalty 22471.659320 = -4198019.797982 nChanged 76 Iteration 118Q (3201.469320 sec): 20 clusters Score: Raw -4220504.388184 + Penalty 22471.659320 = -4198032.728863 nChanged 76 Iteration 119Q (3203.029614 sec): 20 clusters Score: Raw -4220516.273569 + Penalty 22471.659320 = -4198044.614249 nChanged 53 Iteration 120F (3204.967101 sec): 20 clusters Score: Raw -4220530.559372 + Penalty 22471.659320 = -4198058.900052 nChanged 57 Iteration 121Q (3206.468582 sec): 20 clusters Score: Raw -4220548.402414 + Penalty 22471.659320 = -4198076.743094 nChanged 70 Iteration 122Q (3207.955424 sec): 20 clusters Score: Raw -4220569.504164 + Penalty 22471.659320 = -4198097.844844 nChanged 76 Iteration 123Q (3209.414947 sec): 20 clusters Score: Raw -4220590.753674 + Penalty 22471.659320 = -4198119.094354 nChanged 74 Iteration 124Q (3210.877435 sec): 20 clusters Score: Raw -4220608.441918 + Penalty 22471.659320 = -4198136.782598 nChanged 83 Iteration 125Q (3212.245489 sec): 20 clusters Score: Raw -4220633.674940 + Penalty 22471.659320 = -4198162.015620 nChanged 110 Iteration 126Q (3213.633292 sec): 20 clusters Score: Raw -4220657.685278 + Penalty 22471.659320 = -4198186.025958 nChanged 109 Iteration 127Q (3215.008890 sec): 20 clusters Score: Raw -4220684.439582 + Penalty 22471.659320 = -4198212.780262 nChanged 105 Iteration 128Q (3216.389186 sec): 20 clusters Score: Raw -4220713.452220 + Penalty 22471.659320 = -4198241.792900 nChanged 92 Iteration 129Q (3217.801871 sec): 20 clusters Score: Raw -4220737.479400 + Penalty 22471.659320 = -4198265.820080 nChanged 93 Iteration 130Q (3219.111113 sec): 20 clusters Score: Raw -4220762.701012 + Penalty 22471.659320 = -4198291.041692 nChanged 69 Iteration 131Q (3220.323416 sec): 20 clusters Score: Raw -4220795.340924 + Penalty 22471.659320 = -4198323.681604 nChanged 83 Iteration 132Q (3221.559256 sec): 20 clusters Score: Raw -4220811.663392 + Penalty 22471.659320 = -4198340.004072 nChanged 78 Iteration 133Q (3222.765901 sec): 20 clusters Score: Raw -4220826.991732 + Penalty 22471.659320 = -4198355.332412 nChanged 81 Iteration 134Q (3223.965606 sec): 20 clusters Score: Raw -4220846.233922 + Penalty 22471.659320 = -4198374.574602 nChanged 74 Iteration 135Q (3225.191200 sec): 20 clusters Score: Raw -4220862.067316 + Penalty 22471.659320 = -4198390.407996 nChanged 82 Iteration 136Q (3226.393957 sec): 20 clusters Score: Raw -4220876.178365 + Penalty 22471.659320 = -4198404.519045 nChanged 76 Iteration 137Q (3227.661537 sec): 20 clusters Score: Raw -4220889.001921 + Penalty 22471.659320 = -4198417.342600 nChanged 75 Iteration 138Q (3229.030275 sec): 20 clusters Score: Raw -4220900.916519 + Penalty 22471.659320 = -4198429.257199 nChanged 66 Writing temp clu file Because OldScore, -4198417.342600, is greater than current (better) Score,-4198429.257199 Compute initial score before splitting: Score: Raw -4220900.916519 + Penalty 22471.659320 = -4198429.257199 Trying to split cluster 1 (2761 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3229.139788 sec): 2 clusters Score: Raw -151450.887230 + Penalty 831.951562 = -150618.935667 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3229.220572 sec): 3 clusters Score: Raw -150097.948723 + Penalty 1663.903125 = -148434.045598 nChanged 1070 SP:Iteration 1F (3229.321261 sec): 3 clusters Score: Raw -150794.211164 + Penalty 1663.903125 = -149130.308040 nChanged 221 SP:Iteration 2F (3229.407496 sec): 3 clusters Score: Raw -150956.449318 + Penalty 1663.903125 = -149292.546193 nChanged 177 SP:Iteration 3F (3229.495519 sec): 3 clusters Score: Raw -151111.018040 + Penalty 1663.903125 = -149447.114916 nChanged 170 SP:Iteration 4F (3229.586220 sec): 3 clusters Score: Raw -151256.459486 + Penalty 1663.903125 = -149592.556362 nChanged 143 SP:Iteration 5F (3229.676944 sec): 3 clusters Score: Raw -151411.739604 + Penalty 1663.903125 = -149747.836480 nChanged 142 SP:Iteration 6F (3229.771530 sec): 3 clusters Score: Raw -151548.919174 + Penalty 1663.903125 = -149885.016049 nChanged 109 SP:Iteration 7Q (3229.853692 sec): 3 clusters Score: Raw -151660.273104 + Penalty 1663.903125 = -149996.369979 nChanged 100 SP:Iteration 8Q (3229.926727 sec): 3 clusters Score: Raw -151745.065323 + Penalty 1663.903125 = -150081.162199 nChanged 77 SP:Iteration 9Q (3230.022476 sec): 3 clusters Score: Raw -151792.523391 + Penalty 1663.903125 = -150128.620267 nChanged 60 SP:Iteration 10Q (3230.109163 sec): 3 clusters Score: Raw -151827.696709 + Penalty 1663.903125 = -150163.793584 nChanged 33 SP:Iteration 11Q (3230.200981 sec): 3 clusters Score: Raw -151845.042306 + Penalty 1663.903125 = -150181.139181 nChanged 28 SP:Iteration 12Q (3230.287522 sec): 3 clusters Score: Raw -151858.667295 + Penalty 1663.903125 = -150194.764171 nChanged 26 SP:Iteration 13Q (3230.365483 sec): 3 clusters Score: Raw -151871.451682 + Penalty 1663.903125 = -150207.548557 nChanged 18 SP:Iteration 14Q (3230.461707 sec): 3 clusters Score: Raw -151879.161426 + Penalty 1663.903125 = -150215.258301 nChanged 12 SP:Iteration 15Q (3230.537681 sec): 3 clusters Score: Raw -151884.259975 + Penalty 1663.903125 = -150220.356850 nChanged 8 SP:Iteration 16Q (3230.628763 sec): 3 clusters Score: Raw -151887.818071 + Penalty 1663.903125 = -150223.914946 nChanged 13 SP:Iteration 17Q (3230.716436 sec): 3 clusters Score: Raw -151893.086423 + Penalty 1663.903125 = -150229.183299 nChanged 16 SP:Iteration 18Q (3230.790895 sec): 3 clusters Score: Raw -151899.065925 + Penalty 1663.903125 = -150235.162800 nChanged 10 SP:Iteration 19Q (3230.881577 sec): 3 clusters Score: Raw -151902.291873 + Penalty 1663.903125 = -150238.388749 nChanged 8 SP:Iteration 20F (3230.946361 sec): 3 clusters Score: Raw -151904.016275 + Penalty 1663.903125 = -150240.113151 nChanged 5 SP:Iteration 21Q (3231.034034 sec): 3 clusters Score: Raw -151905.578850 + Penalty 1663.903125 = -150241.675726 nChanged 4 SP:Iteration 22Q (3231.129856 sec): 3 clusters Score: Raw -151906.686776 + Penalty 1663.903125 = -150242.783652 nChanged 2 SP:Iteration 23Q (3231.198193 sec): 3 clusters Score: Raw -151907.389709 + Penalty 1663.903125 = -150243.486584 nChanged 3 SP:Iteration 24Q (3231.301489 sec): 3 clusters Score: Raw -151908.430312 + Penalty 1663.903125 = -150244.527188 nChanged 3 SP:Iteration 25Q (3231.398564 sec): 3 clusters Score: Raw -151909.148262 + Penalty 1663.903125 = -150245.245138 nChanged 3 SP:Iteration 26Q (3231.472572 sec): 3 clusters Score: Raw -151910.121508 + Penalty 1663.903125 = -150246.218384 nChanged 1 SP:Iteration 27Q (3231.545188 sec): 3 clusters Score: Raw -151910.221158 + Penalty 1663.903125 = -150246.318034 nChanged 0 SP:Iteration 28F (3231.630785 sec): 3 clusters Score: Raw -151910.221158 + Penalty 1663.903125 = -150246.318034 nChanged 0 Trying to split cluster 2 (19569 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3231.716391 sec): 2 clusters Score: Raw -1163927.892287 + Penalty 1037.578706 = -1162890.313581 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3231.843754 sec): 3 clusters Score: Raw -1151873.079836 + Penalty 2075.157412 = -1149797.922424 nChanged 9012 SP:Iteration 1F (3231.946621 sec): 3 clusters Score: Raw -1157059.638218 + Penalty 2075.157412 = -1154984.480807 nChanged 1196 SP:Iteration 2F (3232.061356 sec): 3 clusters Score: Raw -1157630.746109 + Penalty 2075.157412 = -1155555.588697 nChanged 1200 SP:Iteration 3F (3232.162121 sec): 3 clusters Score: Raw -1158189.202687 + Penalty 2075.157412 = -1156114.045275 nChanged 1079 SP:Iteration 4F (3232.281889 sec): 3 clusters Score: Raw -1158710.160042 + Penalty 2075.157412 = -1156635.002630 nChanged 1032 SP:Iteration 5F (3232.408974 sec): 3 clusters Score: Raw -1159242.434997 + Penalty 2075.157412 = -1157167.277585 nChanged 1024 SP:Iteration 6F (3232.520492 sec): 3 clusters Score: Raw -1159770.587705 + Penalty 2075.157412 = -1157695.430293 nChanged 921 SP:Iteration 7Q (3232.649432 sec): 3 clusters Score: Raw -1160240.821589 + Penalty 2075.157412 = -1158165.664178 nChanged 826 SP:Iteration 8Q (3232.759862 sec): 3 clusters Score: Raw -1160702.159446 + Penalty 2075.157412 = -1158627.002034 nChanged 784 SP:Iteration 9Q (3232.864905 sec): 3 clusters Score: Raw -1161195.689894 + Penalty 2075.157412 = -1159120.532483 nChanged 679 SP:Iteration 10Q (3232.991322 sec): 3 clusters Score: Raw -1161681.084510 + Penalty 2075.157412 = -1159605.927099 nChanged 623 SP:Iteration 11Q (3233.109856 sec): 3 clusters Score: Raw -1162128.877207 + Penalty 2075.157412 = -1160053.719795 nChanged 514 SP:Iteration 12Q (3233.206820 sec): 3 clusters Score: Raw -1162439.609256 + Penalty 2075.157412 = -1160364.451845 nChanged 416 SP:Iteration 13Q (3233.347835 sec): 3 clusters Score: Raw -1162676.891528 + Penalty 2075.157412 = -1160601.734116 nChanged 330 SP:Iteration 14Q (3233.452788 sec): 3 clusters Score: Raw -1162848.589282 + Penalty 2075.157412 = -1160773.431871 nChanged 299 SP:Iteration 15Q (3233.561132 sec): 3 clusters Score: Raw -1162982.473707 + Penalty 2075.157412 = -1160907.316296 nChanged 253 SP:Iteration 16Q (3233.667721 sec): 3 clusters Score: Raw -1163084.180054 + Penalty 2075.157412 = -1161009.022643 nChanged 217 SP:Iteration 17Q (3233.781745 sec): 3 clusters Score: Raw -1163171.880151 + Penalty 2075.157412 = -1161096.722739 nChanged 203 SP:Iteration 18Q (3233.898887 sec): 3 clusters Score: Raw -1163251.762051 + Penalty 2075.157412 = -1161176.604639 nChanged 175 SP:Iteration 19Q (3234.000349 sec): 3 clusters Score: Raw -1163315.220851 + Penalty 2075.157412 = -1161240.063440 nChanged 182 SP:Iteration 20F (3234.106057 sec): 3 clusters Score: Raw -1163383.218319 + Penalty 2075.157412 = -1161308.060907 nChanged 159 SP:Iteration 21Q (3234.217639 sec): 3 clusters Score: Raw -1163448.061495 + Penalty 2075.157412 = -1161372.904084 nChanged 166 SP:Iteration 22Q (3234.326432 sec): 3 clusters Score: Raw -1163517.317191 + Penalty 2075.157412 = -1161442.159779 nChanged 146 SP:Iteration 23Q (3234.437559 sec): 3 clusters Score: Raw -1163585.639504 + Penalty 2075.157412 = -1161510.482093 nChanged 131 SP:Iteration 24Q (3234.524847 sec): 3 clusters Score: Raw -1163652.155270 + Penalty 2075.157412 = -1161576.997858 nChanged 118 SP:Iteration 25Q (3234.648400 sec): 3 clusters Score: Raw -1163704.998570 + Penalty 2075.157412 = -1161629.841158 nChanged 104 SP:Iteration 26Q (3234.742051 sec): 3 clusters Score: Raw -1163755.644983 + Penalty 2075.157412 = -1161680.487572 nChanged 110 SP:Iteration 27Q (3234.847267 sec): 3 clusters Score: Raw -1163807.196232 + Penalty 2075.157412 = -1161732.038820 nChanged 104 SP:Iteration 28Q (3234.955771 sec): 3 clusters Score: Raw -1163859.930814 + Penalty 2075.157412 = -1161784.773403 nChanged 83 SP:Iteration 29Q (3235.058939 sec): 3 clusters Score: Raw -1163896.123314 + Penalty 2075.157412 = -1161820.965903 nChanged 61 SP:Iteration 30Q (3235.158244 sec): 3 clusters Score: Raw -1163926.731791 + Penalty 2075.157412 = -1161851.574380 nChanged 50 SP:Iteration 31Q (3235.247407 sec): 3 clusters Score: Raw -1163951.568517 + Penalty 2075.157412 = -1161876.411105 nChanged 51 SP:Iteration 32Q (3235.361831 sec): 3 clusters Score: Raw -1163978.740313 + Penalty 2075.157412 = -1161903.582901 nChanged 42 SP:Iteration 33Q (3235.477568 sec): 3 clusters Score: Raw -1164006.194520 + Penalty 2075.157412 = -1161931.037108 nChanged 44 SP:Iteration 34Q (3235.576404 sec): 3 clusters Score: Raw -1164028.704721 + Penalty 2075.157412 = -1161953.547309 nChanged 32 SP:Iteration 35Q (3235.686820 sec): 3 clusters Score: Raw -1164041.733054 + Penalty 2075.157412 = -1161966.575642 nChanged 22 SP:Iteration 36Q (3235.798575 sec): 3 clusters Score: Raw -1164052.605080 + Penalty 2075.157412 = -1161977.447668 nChanged 22 SP:Iteration 37Q (3235.927233 sec): 3 clusters Score: Raw -1164061.661584 + Penalty 2075.157412 = -1161986.504173 nChanged 17 SP:Iteration 38Q (3236.013969 sec): 3 clusters Score: Raw -1164074.377273 + Penalty 2075.157412 = -1161999.219862 nChanged 24 SP:Iteration 39Q (3236.127106 sec): 3 clusters Score: Raw -1164093.013747 + Penalty 2075.157412 = -1162017.856336 nChanged 34 SP:Iteration 40F (3236.221916 sec): 3 clusters Score: Raw -1164114.820426 + Penalty 2075.157412 = -1162039.663014 nChanged 31 SP:Iteration 41Q (3236.338984 sec): 3 clusters Score: Raw -1164144.036656 + Penalty 2075.157412 = -1162068.879244 nChanged 31 SP:Iteration 42Q (3236.447176 sec): 3 clusters Score: Raw -1164200.450649 + Penalty 2075.157412 = -1162125.293237 nChanged 32 SP:Iteration 43Q (3236.551111 sec): 3 clusters Score: Raw -1164277.265140 + Penalty 2075.157412 = -1162202.107728 nChanged 42 SP:Iteration 44Q (3236.662982 sec): 3 clusters Score: Raw -1164355.403625 + Penalty 2075.157412 = -1162280.246214 nChanged 51 SP:Iteration 45Q (3236.762968 sec): 3 clusters Score: Raw -1164417.498436 + Penalty 2075.157412 = -1162342.341024 nChanged 53 SP:Iteration 46Q (3236.854933 sec): 3 clusters Score: Raw -1164481.900822 + Penalty 2075.157412 = -1162406.743411 nChanged 48 SP:Iteration 47Q (3236.964786 sec): 3 clusters Score: Raw -1164544.635644 + Penalty 2075.157412 = -1162469.478232 nChanged 54 SP:Iteration 48Q (3237.067060 sec): 3 clusters Score: Raw -1164629.652077 + Penalty 2075.157412 = -1162554.494665 nChanged 59 SP:Iteration 49Q (3237.187207 sec): 3 clusters Score: Raw -1164705.059501 + Penalty 2075.157412 = -1162629.902089 nChanged 77 SP:Iteration 50Q (3237.291624 sec): 3 clusters Score: Raw -1164825.122083 + Penalty 2075.157412 = -1162749.964671 nChanged 74 SP:Iteration 51Q (3237.390554 sec): 3 clusters Score: Raw -1164915.121554 + Penalty 2075.157412 = -1162839.964142 nChanged 56 SP:Iteration 52Q (3237.503615 sec): 3 clusters Score: Raw -1164958.671300 + Penalty 2075.157412 = -1162883.513889 nChanged 33 SP:Iteration 53Q (3237.601321 sec): 3 clusters Score: Raw -1164970.830836 + Penalty 2075.157412 = -1162895.673424 nChanged 14 SP:Iteration 54Q (3237.707014 sec): 3 clusters Score: Raw -1164978.140083 + Penalty 2075.157412 = -1162902.982672 nChanged 14 SP:Iteration 55Q (3237.798698 sec): 3 clusters Score: Raw -1164981.818764 + Penalty 2075.157412 = -1162906.661352 nChanged 5 SP:Iteration 56Q (3237.922550 sec): 3 clusters Score: Raw -1164983.417421 + Penalty 2075.157412 = -1162908.260010 nChanged 3 SP:Iteration 57Q (3238.017547 sec): 3 clusters Score: Raw -1164984.342158 + Penalty 2075.157412 = -1162909.184746 nChanged 1 SP:Iteration 58Q (3238.112663 sec): 3 clusters Score: Raw -1164984.555266 + Penalty 2075.157412 = -1162909.397854 nChanged 1 SP:Iteration 59Q (3238.232950 sec): 3 clusters Score: Raw -1164985.080561 + Penalty 2075.157412 = -1162909.923150 nChanged 1 SP:Iteration 60F (3238.349905 sec): 3 clusters Score: Raw -1165144.593647 + Penalty 2075.157412 = -1163069.436235 nChanged 170 SP:Iteration 61Q (3238.469474 sec): 3 clusters Score: Raw -1165521.198009 + Penalty 2075.157412 = -1163446.040597 nChanged 265 SP:Iteration 62Q (3238.585460 sec): 3 clusters Score: Raw -1165996.792618 + Penalty 2075.157412 = -1163921.635207 nChanged 269 SP:Iteration 63Q (3238.695699 sec): 3 clusters Score: Raw -1166322.676292 + Penalty 2075.157412 = -1164247.518880 nChanged 187 SP:Iteration 64Q (3238.807385 sec): 3 clusters Score: Raw -1166484.169036 + Penalty 2075.157412 = -1164409.011625 nChanged 122 SP:Iteration 65Q (3238.914304 sec): 3 clusters Score: Raw -1166549.259418 + Penalty 2075.157412 = -1164474.102006 nChanged 74 SP:Iteration 66Q (3239.029863 sec): 3 clusters Score: Raw -1166592.696630 + Penalty 2075.157412 = -1164517.539219 nChanged 47 SP:Iteration 67Q (3239.131745 sec): 3 clusters Score: Raw -1166608.571899 + Penalty 2075.157412 = -1164533.414487 nChanged 20 SP:Iteration 68Q (3239.257264 sec): 3 clusters Score: Raw -1166611.947423 + Penalty 2075.157412 = -1164536.790012 nChanged 8 SP:Iteration 69Q (3239.356082 sec): 3 clusters Score: Raw -1166612.894982 + Penalty 2075.157412 = -1164537.737570 nChanged 3 SP:Iteration 70Q (3239.446289 sec): 3 clusters Score: Raw -1166615.349367 + Penalty 2075.157412 = -1164540.191955 nChanged 2 SP:Iteration 71Q (3239.551909 sec): 3 clusters Score: Raw -1166615.594039 + Penalty 2075.157412 = -1164540.436627 nChanged 0 SP:Iteration 72F (3239.673231 sec): 3 clusters Score: Raw -1166795.568961 + Penalty 2075.157412 = -1164720.411549 nChanged 88 SP:Iteration 73Q (3239.786851 sec): 3 clusters Score: Raw -1166860.630502 + Penalty 2075.157412 = -1164785.473090 nChanged 41 SP:Iteration 74Q (3239.883197 sec): 3 clusters Score: Raw -1166874.563066 + Penalty 2075.157412 = -1164799.405654 nChanged 23 SP:Iteration 75Q (3240.005649 sec): 3 clusters Score: Raw -1166880.429311 + Penalty 2075.157412 = -1164805.271899 nChanged 13 SP:Iteration 76Q (3240.148083 sec): 3 clusters Score: Raw -1166884.273797 + Penalty 2075.157412 = -1164809.116386 nChanged 11 SP:Iteration 77Q (3240.251450 sec): 3 clusters Score: Raw -1166888.067231 + Penalty 2075.157412 = -1164812.909819 nChanged 12 SP:Iteration 78Q (3240.344606 sec): 3 clusters Score: Raw -1166890.190852 + Penalty 2075.157412 = -1164815.033440 nChanged 9 SP:Iteration 79Q (3240.452360 sec): 3 clusters Score: Raw -1166891.697775 + Penalty 2075.157412 = -1164816.540364 nChanged 5 SP:Iteration 80F (3240.563112 sec): 3 clusters Score: Raw -1166892.265983 + Penalty 2075.157412 = -1164817.108571 nChanged 1 SP:Iteration 81Q (3240.685179 sec): 3 clusters Score: Raw -1166892.373463 + Penalty 2075.157412 = -1164817.216051 nChanged 1 SP:Iteration 82Q (3240.792637 sec): 3 clusters Score: Raw -1166892.539519 + Penalty 2075.157412 = -1164817.382107 nChanged 2 SP:Iteration 83Q (3240.921662 sec): 3 clusters Score: Raw -1166892.679593 + Penalty 2075.157412 = -1164817.522182 nChanged 0 SP:Iteration 84F (3241.032214 sec): 3 clusters Score: Raw -1166892.679593 + Penalty 2075.157412 = -1164817.522182 nChanged 0 Score: Raw -4223873.717123 + Penalty 23654.378232 = -4200219.338891 Splitting cluster 2 changes total score from -4198429.257199 to -4200219.338891 So it's getting split into cluster 20. Trying to split cluster 3 (2590 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3242.872610 sec): 2 clusters Score: Raw -125551.508332 + Penalty 825.238381 = -124726.269951 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3242.934483 sec): 3 clusters Score: Raw -124249.946403 + Penalty 1650.476762 = -122599.469640 nChanged 1035 SP:Iteration 1F (3243.010727 sec): 3 clusters Score: Raw -124872.608853 + Penalty 1650.476762 = -123222.132090 nChanged 208 SP:Iteration 2F (3243.100347 sec): 3 clusters Score: Raw -125020.360833 + Penalty 1650.476762 = -123369.884071 nChanged 166 SP:Iteration 3F (3243.198283 sec): 3 clusters Score: Raw -125154.750729 + Penalty 1650.476762 = -123504.273966 nChanged 157 SP:Iteration 4F (3243.276022 sec): 3 clusters Score: Raw -125260.480661 + Penalty 1650.476762 = -123610.003899 nChanged 117 SP:Iteration 5Q (3243.364633 sec): 3 clusters Score: Raw -125336.595590 + Penalty 1650.476762 = -123686.118827 nChanged 102 SP:Iteration 6Q (3243.456094 sec): 3 clusters Score: Raw -125400.254655 + Penalty 1650.476762 = -123749.777893 nChanged 88 SP:Iteration 7Q (3243.518396 sec): 3 clusters Score: Raw -125447.637495 + Penalty 1650.476762 = -123797.160733 nChanged 75 SP:Iteration 8Q (3243.614062 sec): 3 clusters Score: Raw -125485.023141 + Penalty 1650.476762 = -123834.546378 nChanged 59 SP:Iteration 9Q (3243.705293 sec): 3 clusters Score: Raw -125514.391097 + Penalty 1650.476762 = -123863.914334 nChanged 51 SP:Iteration 10Q (3243.796524 sec): 3 clusters Score: Raw -125541.900587 + Penalty 1650.476762 = -123891.423825 nChanged 41 SP:Iteration 11Q (3243.871326 sec): 3 clusters Score: Raw -125563.364469 + Penalty 1650.476762 = -123912.887706 nChanged 36 SP:Iteration 12Q (3243.962816 sec): 3 clusters Score: Raw -125580.301511 + Penalty 1650.476762 = -123929.824749 nChanged 33 SP:Iteration 13Q (3244.058797 sec): 3 clusters Score: Raw -125592.827630 + Penalty 1650.476762 = -123942.350868 nChanged 22 SP:Iteration 14Q (3244.143354 sec): 3 clusters Score: Raw -125602.326073 + Penalty 1650.476762 = -123951.849311 nChanged 25 SP:Iteration 15Q (3244.237964 sec): 3 clusters Score: Raw -125614.274324 + Penalty 1650.476762 = -123963.797562 nChanged 32 SP:Iteration 16Q (3244.332706 sec): 3 clusters Score: Raw -125633.036150 + Penalty 1650.476762 = -123982.559387 nChanged 39 SP:Iteration 17Q (3244.403713 sec): 3 clusters Score: Raw -125648.875824 + Penalty 1650.476762 = -123998.399061 nChanged 31 SP:Iteration 18Q (3244.486938 sec): 3 clusters Score: Raw -125663.295093 + Penalty 1650.476762 = -124012.818330 nChanged 35 SP:Iteration 19Q (3244.565298 sec): 3 clusters Score: Raw -125679.048563 + Penalty 1650.476762 = -124028.571801 nChanged 30 SP:Iteration 20F (3244.655105 sec): 3 clusters Score: Raw -125695.569446 + Penalty 1650.476762 = -124045.092683 nChanged 29 SP:Iteration 21Q (3244.734476 sec): 3 clusters Score: Raw -125711.230176 + Penalty 1650.476762 = -124060.753413 nChanged 31 SP:Iteration 22Q (3244.832772 sec): 3 clusters Score: Raw -125730.461274 + Penalty 1650.476762 = -124079.984511 nChanged 24 SP:Iteration 23Q (3244.916832 sec): 3 clusters Score: Raw -125742.831757 + Penalty 1650.476762 = -124092.354995 nChanged 25 SP:Iteration 24Q (3245.007657 sec): 3 clusters Score: Raw -125756.458834 + Penalty 1650.476762 = -124105.982072 nChanged 27 SP:Iteration 25Q (3245.101427 sec): 3 clusters Score: Raw -125777.664239 + Penalty 1650.476762 = -124127.187477 nChanged 32 SP:Iteration 26Q (3245.174144 sec): 3 clusters Score: Raw -125796.389190 + Penalty 1650.476762 = -124145.912427 nChanged 33 SP:Iteration 27Q (3245.269003 sec): 3 clusters Score: Raw -125812.038488 + Penalty 1650.476762 = -124161.561726 nChanged 24 SP:Iteration 28Q (3245.339976 sec): 3 clusters Score: Raw -125826.122851 + Penalty 1650.476762 = -124175.646088 nChanged 27 SP:Iteration 29Q (3245.425085 sec): 3 clusters Score: Raw -125853.817647 + Penalty 1650.476762 = -124203.340885 nChanged 35 SP:Iteration 30Q (3245.526350 sec): 3 clusters Score: Raw -125887.850603 + Penalty 1650.476762 = -124237.373841 nChanged 42 SP:Iteration 31Q (3245.591043 sec): 3 clusters Score: Raw -125928.503417 + Penalty 1650.476762 = -124278.026654 nChanged 36 SP:Iteration 32Q (3245.672061 sec): 3 clusters Score: Raw -125963.729087 + Penalty 1650.476762 = -124313.252324 nChanged 44 SP:Iteration 33Q (3245.761510 sec): 3 clusters Score: Raw -125993.977483 + Penalty 1650.476762 = -124343.500721 nChanged 38 SP:Iteration 34Q (3245.848946 sec): 3 clusters Score: Raw -126022.375103 + Penalty 1650.476762 = -124371.898340 nChanged 35 SP:Iteration 35Q (3245.937420 sec): 3 clusters Score: Raw -126042.766289 + Penalty 1650.476762 = -124392.289526 nChanged 27 SP:Iteration 36Q (3246.008489 sec): 3 clusters Score: Raw -126055.896464 + Penalty 1650.476762 = -124405.419702 nChanged 17 SP:Iteration 37Q (3246.091528 sec): 3 clusters Score: Raw -126063.125207 + Penalty 1650.476762 = -124412.648445 nChanged 14 SP:Iteration 38Q (3246.160099 sec): 3 clusters Score: Raw -126068.309609 + Penalty 1650.476762 = -124417.832847 nChanged 5 SP:Iteration 39Q (3246.253714 sec): 3 clusters Score: Raw -126069.923157 + Penalty 1650.476762 = -124419.446394 nChanged 2 SP:Iteration 40F (3246.335387 sec): 3 clusters Score: Raw -126071.099750 + Penalty 1650.476762 = -124420.622987 nChanged 2 SP:Iteration 41Q (3246.417083 sec): 3 clusters Score: Raw -126072.139515 + Penalty 1650.476762 = -124421.662752 nChanged 1 SP:Iteration 42Q (3246.514888 sec): 3 clusters Score: Raw -126072.349011 + Penalty 1650.476762 = -124421.872249 nChanged 3 SP:Iteration 43Q (3246.591608 sec): 3 clusters Score: Raw -126072.984902 + Penalty 1650.476762 = -124422.508139 nChanged 2 SP:Iteration 44Q (3246.695434 sec): 3 clusters Score: Raw -126073.416345 + Penalty 1650.476762 = -124422.939582 nChanged 3 SP:Iteration 45Q (3246.785350 sec): 3 clusters Score: Raw -126073.844230 + Penalty 1650.476762 = -124423.367467 nChanged 0 SP:Iteration 46F (3246.871588 sec): 3 clusters Score: Raw -126073.844230 + Penalty 1650.476762 = -124423.367467 nChanged 0 Trying to split cluster 4 (1044 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3246.899280 sec): 2 clusters Score: Raw -48992.768060 + Penalty 729.835551 = -48262.932510 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3246.990344 sec): 3 clusters Score: Raw -48603.095541 + Penalty 1459.671101 = -47143.424439 nChanged 351 SP:Iteration 1F (3247.062460 sec): 3 clusters Score: Raw -48916.959261 + Penalty 1459.671101 = -47457.288159 nChanged 87 SP:Iteration 2F (3247.131668 sec): 3 clusters Score: Raw -49012.509918 + Penalty 1459.671101 = -47552.838816 nChanged 57 SP:Iteration 3F (3247.195540 sec): 3 clusters Score: Raw -49090.924624 + Penalty 1459.671101 = -47631.253523 nChanged 43 SP:Iteration 4Q (3247.291744 sec): 3 clusters Score: Raw -49139.083021 + Penalty 1459.671101 = -47679.411920 nChanged 34 SP:Iteration 5Q (3247.369760 sec): 3 clusters Score: Raw -49176.588431 + Penalty 1459.671101 = -47716.917330 nChanged 26 SP:Iteration 6Q (3247.460518 sec): 3 clusters Score: Raw -49208.606117 + Penalty 1459.671101 = -47748.935016 nChanged 20 SP:Iteration 7Q (3247.536760 sec): 3 clusters Score: Raw -49232.519262 + Penalty 1459.671101 = -47772.848160 nChanged 17 SP:Iteration 8Q (3247.614019 sec): 3 clusters Score: Raw -49254.894404 + Penalty 1459.671101 = -47795.223303 nChanged 18 SP:Iteration 9Q (3247.717504 sec): 3 clusters Score: Raw -49300.557293 + Penalty 1459.671101 = -47840.886192 nChanged 23 SP:Iteration 10Q (3247.814027 sec): 3 clusters Score: Raw -49348.364119 + Penalty 1459.671101 = -47888.693017 nChanged 20 SP:Iteration 11Q (3247.891595 sec): 3 clusters Score: Raw -49398.568774 + Penalty 1459.671101 = -47938.897673 nChanged 15 SP:Iteration 12Q (3247.973439 sec): 3 clusters Score: Raw -49436.760950 + Penalty 1459.671101 = -47977.089848 nChanged 14 SP:Iteration 13Q (3248.062302 sec): 3 clusters Score: Raw -49453.226921 + Penalty 1459.671101 = -47993.555819 nChanged 14 SP:Iteration 14Q (3248.152768 sec): 3 clusters Score: Raw -49470.281304 + Penalty 1459.671101 = -48010.610203 nChanged 14 SP:Iteration 15Q (3248.231956 sec): 3 clusters Score: Raw -49484.255518 + Penalty 1459.671101 = -48024.584417 nChanged 11 SP:Iteration 16Q (3248.320676 sec): 3 clusters Score: Raw -49493.625296 + Penalty 1459.671101 = -48033.954195 nChanged 8 SP:Iteration 17Q (3248.420661 sec): 3 clusters Score: Raw -49503.166569 + Penalty 1459.671101 = -48043.495468 nChanged 8 SP:Iteration 18Q (3248.513735 sec): 3 clusters Score: Raw -49512.723982 + Penalty 1459.671101 = -48053.052881 nChanged 12 SP:Iteration 19Q (3248.601905 sec): 3 clusters Score: Raw -49526.845450 + Penalty 1459.671101 = -48067.174349 nChanged 5 SP:Iteration 20F (3248.687826 sec): 3 clusters Score: Raw -49532.491138 + Penalty 1459.671101 = -48072.820036 nChanged 2 SP:Iteration 21Q (3248.773174 sec): 3 clusters Score: Raw -49532.949164 + Penalty 1459.671101 = -48073.278062 nChanged 1 SP:Iteration 22Q (3248.880199 sec): 3 clusters Score: Raw -49533.794112 + Penalty 1459.671101 = -48074.123010 nChanged 0 SP:Iteration 23F (3248.959639 sec): 3 clusters Score: Raw -49533.794112 + Penalty 1459.671101 = -48074.123010 nChanged 0 Trying to split cluster 5 (8509 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3249.033404 sec): 2 clusters Score: Raw -490424.089834 + Penalty 950.132369 = -489473.957465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3249.127256 sec): 3 clusters Score: Raw -485474.118882 + Penalty 1900.264738 = -483573.854144 nChanged 3747 SP:Iteration 1F (3249.214112 sec): 3 clusters Score: Raw -487806.453933 + Penalty 1900.264738 = -485906.189195 nChanged 592 SP:Iteration 2F (3249.295522 sec): 3 clusters Score: Raw -488142.955538 + Penalty 1900.264738 = -486242.690800 nChanged 554 SP:Iteration 3F (3249.408536 sec): 3 clusters Score: Raw -488479.150659 + Penalty 1900.264738 = -486578.885921 nChanged 504 SP:Iteration 4F (3249.509603 sec): 3 clusters Score: Raw -488854.821768 + Penalty 1900.264738 = -486954.557030 nChanged 487 SP:Iteration 5F (3249.603453 sec): 3 clusters Score: Raw -489220.169030 + Penalty 1900.264738 = -487319.904291 nChanged 408 SP:Iteration 6Q (3249.697141 sec): 3 clusters Score: Raw -489521.411405 + Penalty 1900.264738 = -487621.146666 nChanged 333 SP:Iteration 7Q (3249.819472 sec): 3 clusters Score: Raw -489759.939208 + Penalty 1900.264738 = -487859.674469 nChanged 275 SP:Iteration 8Q (3249.906629 sec): 3 clusters Score: Raw -489945.455891 + Penalty 1900.264738 = -488045.191153 nChanged 231 SP:Iteration 9Q (3249.990404 sec): 3 clusters Score: Raw -490079.531237 + Penalty 1900.264738 = -488179.266499 nChanged 165 SP:Iteration 10Q (3250.076964 sec): 3 clusters Score: Raw -490164.075519 + Penalty 1900.264738 = -488263.810781 nChanged 129 SP:Iteration 11Q (3250.191189 sec): 3 clusters Score: Raw -490226.781689 + Penalty 1900.264738 = -488326.516950 nChanged 118 SP:Iteration 12Q (3250.263510 sec): 3 clusters Score: Raw -490283.283005 + Penalty 1900.264738 = -488383.018267 nChanged 107 SP:Iteration 13Q (3250.362318 sec): 3 clusters Score: Raw -490329.197760 + Penalty 1900.264738 = -488428.933021 nChanged 93 SP:Iteration 14Q (3250.473233 sec): 3 clusters Score: Raw -490382.380960 + Penalty 1900.264738 = -488482.116222 nChanged 85 SP:Iteration 15Q (3250.574950 sec): 3 clusters Score: Raw -490424.797072 + Penalty 1900.264738 = -488524.532334 nChanged 66 SP:Iteration 16Q (3250.657415 sec): 3 clusters Score: Raw -490460.316589 + Penalty 1900.264738 = -488560.051850 nChanged 65 SP:Iteration 17Q (3250.759458 sec): 3 clusters Score: Raw -490494.876989 + Penalty 1900.264738 = -488594.612251 nChanged 77 SP:Iteration 18Q (3250.856464 sec): 3 clusters Score: Raw -490532.058425 + Penalty 1900.264738 = -488631.793687 nChanged 56 SP:Iteration 19Q (3250.954088 sec): 3 clusters Score: Raw -490559.089416 + Penalty 1900.264738 = -488658.824678 nChanged 44 SP:Iteration 20F (3251.042191 sec): 3 clusters Score: Raw -490576.811399 + Penalty 1900.264738 = -488676.546661 nChanged 35 SP:Iteration 21Q (3251.154640 sec): 3 clusters Score: Raw -490595.001252 + Penalty 1900.264738 = -488694.736514 nChanged 33 SP:Iteration 22Q (3251.254472 sec): 3 clusters Score: Raw -490614.560303 + Penalty 1900.264738 = -488714.295564 nChanged 31 SP:Iteration 23Q (3251.329371 sec): 3 clusters Score: Raw -490632.320483 + Penalty 1900.264738 = -488732.055744 nChanged 27 SP:Iteration 24Q (3251.417779 sec): 3 clusters Score: Raw -490648.015842 + Penalty 1900.264738 = -488747.751104 nChanged 18 SP:Iteration 25Q (3251.514005 sec): 3 clusters Score: Raw -490656.422179 + Penalty 1900.264738 = -488756.157440 nChanged 17 SP:Iteration 26Q (3251.614200 sec): 3 clusters Score: Raw -490664.391244 + Penalty 1900.264738 = -488764.126506 nChanged 14 SP:Iteration 27Q (3251.704220 sec): 3 clusters Score: Raw -490669.888395 + Penalty 1900.264738 = -488769.623657 nChanged 6 SP:Iteration 28Q (3251.821379 sec): 3 clusters Score: Raw -490672.405401 + Penalty 1900.264738 = -488772.140662 nChanged 10 SP:Iteration 29Q (3251.930112 sec): 3 clusters Score: Raw -490675.931926 + Penalty 1900.264738 = -488775.667187 nChanged 12 SP:Iteration 30Q (3252.032414 sec): 3 clusters Score: Raw -490681.934647 + Penalty 1900.264738 = -488781.669908 nChanged 12 SP:Iteration 31Q (3252.132951 sec): 3 clusters Score: Raw -490685.800563 + Penalty 1900.264738 = -488785.535825 nChanged 6 SP:Iteration 32Q (3252.228850 sec): 3 clusters Score: Raw -490687.865520 + Penalty 1900.264738 = -488787.600782 nChanged 6 SP:Iteration 33Q (3252.329634 sec): 3 clusters Score: Raw -490689.232596 + Penalty 1900.264738 = -488788.967858 nChanged 4 SP:Iteration 34Q (3252.412197 sec): 3 clusters Score: Raw -490690.475263 + Penalty 1900.264738 = -488790.210525 nChanged 2 SP:Iteration 35Q (3252.514347 sec): 3 clusters Score: Raw -490690.848160 + Penalty 1900.264738 = -488790.583422 nChanged 0 SP:Iteration 36F (3252.609270 sec): 3 clusters Score: Raw -490690.848160 + Penalty 1900.264738 = -488790.583422 nChanged 0 Trying to split cluster 6 (6568 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3252.651698 sec): 2 clusters Score: Raw -371279.605167 + Penalty 922.946288 = -370356.658878 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3252.762094 sec): 3 clusters Score: Raw -367507.286618 + Penalty 1845.892577 = -365661.394041 nChanged 2866 SP:Iteration 1F (3252.851727 sec): 3 clusters Score: Raw -369138.295669 + Penalty 1845.892577 = -367292.403092 nChanged 529 SP:Iteration 2F (3252.944079 sec): 3 clusters Score: Raw -369457.946454 + Penalty 1845.892577 = -367612.053877 nChanged 477 SP:Iteration 3F (3253.028007 sec): 3 clusters Score: Raw -369764.854272 + Penalty 1845.892577 = -367918.961696 nChanged 408 SP:Iteration 4F (3253.112615 sec): 3 clusters Score: Raw -370009.044211 + Penalty 1845.892577 = -368163.151634 nChanged 339 SP:Iteration 5F (3253.207773 sec): 3 clusters Score: Raw -370195.669980 + Penalty 1845.892577 = -368349.777403 nChanged 286 SP:Iteration 6Q (3253.310594 sec): 3 clusters Score: Raw -370348.525983 + Penalty 1845.892577 = -368502.633406 nChanged 253 SP:Iteration 7Q (3253.377733 sec): 3 clusters Score: Raw -370490.080639 + Penalty 1845.892577 = -368644.188062 nChanged 243 SP:Iteration 8Q (3253.484168 sec): 3 clusters Score: Raw -370619.648368 + Penalty 1845.892577 = -368773.755791 nChanged 193 SP:Iteration 9Q (3253.584629 sec): 3 clusters Score: Raw -370704.919676 + Penalty 1845.892577 = -368859.027100 nChanged 161 SP:Iteration 10Q (3253.691100 sec): 3 clusters Score: Raw -370771.148805 + Penalty 1845.892577 = -368925.256228 nChanged 119 SP:Iteration 11Q (3253.806886 sec): 3 clusters Score: Raw -370814.445505 + Penalty 1845.892577 = -368968.552929 nChanged 116 SP:Iteration 12Q (3253.889089 sec): 3 clusters Score: Raw -370851.902797 + Penalty 1845.892577 = -369006.010220 nChanged 85 SP:Iteration 13Q (3253.995879 sec): 3 clusters Score: Raw -370878.544709 + Penalty 1845.892577 = -369032.652132 nChanged 83 SP:Iteration 14Q (3254.083547 sec): 3 clusters Score: Raw -370904.391666 + Penalty 1845.892577 = -369058.499090 nChanged 71 SP:Iteration 15Q (3254.168205 sec): 3 clusters Score: Raw -370924.683084 + Penalty 1845.892577 = -369078.790507 nChanged 72 SP:Iteration 16Q (3254.262332 sec): 3 clusters Score: Raw -370943.308465 + Penalty 1845.892577 = -369097.415888 nChanged 77 SP:Iteration 17Q (3254.347312 sec): 3 clusters Score: Raw -370969.081061 + Penalty 1845.892577 = -369123.188484 nChanged 71 SP:Iteration 18Q (3254.448993 sec): 3 clusters Score: Raw -370994.519164 + Penalty 1845.892577 = -369148.626587 nChanged 79 SP:Iteration 19Q (3254.542739 sec): 3 clusters Score: Raw -371020.860329 + Penalty 1845.892577 = -369174.967752 nChanged 71 SP:Iteration 20F (3254.637119 sec): 3 clusters Score: Raw -371046.638828 + Penalty 1845.892577 = -369200.746251 nChanged 76 SP:Iteration 21Q (3254.734074 sec): 3 clusters Score: Raw -371070.118579 + Penalty 1845.892577 = -369224.226002 nChanged 80 SP:Iteration 22Q (3254.799533 sec): 3 clusters Score: Raw -371105.113408 + Penalty 1845.892577 = -369259.220831 nChanged 97 SP:Iteration 23Q (3254.887011 sec): 3 clusters Score: Raw -371150.422321 + Penalty 1845.892577 = -369304.529745 nChanged 119 SP:Iteration 24Q (3254.990752 sec): 3 clusters Score: Raw -371222.212453 + Penalty 1845.892577 = -369376.319876 nChanged 124 SP:Iteration 25Q (3255.075145 sec): 3 clusters Score: Raw -371317.880025 + Penalty 1845.892577 = -369471.987448 nChanged 149 SP:Iteration 26Q (3255.161684 sec): 3 clusters Score: Raw -371427.979247 + Penalty 1845.892577 = -369582.086670 nChanged 152 SP:Iteration 27Q (3255.254109 sec): 3 clusters Score: Raw -371573.105573 + Penalty 1845.892577 = -369727.212996 nChanged 166 SP:Iteration 28Q (3255.350709 sec): 3 clusters Score: Raw -371738.768928 + Penalty 1845.892577 = -369892.876351 nChanged 173 SP:Iteration 29Q (3255.427738 sec): 3 clusters Score: Raw -371930.617430 + Penalty 1845.892577 = -370084.724853 nChanged 156 SP:Iteration 30Q (3255.525187 sec): 3 clusters Score: Raw -372074.914333 + Penalty 1845.892577 = -370229.021757 nChanged 127 SP:Iteration 31Q (3255.621362 sec): 3 clusters Score: Raw -372159.561846 + Penalty 1845.892577 = -370313.669270 nChanged 78 SP:Iteration 32Q (3255.718868 sec): 3 clusters Score: Raw -372198.516768 + Penalty 1845.892577 = -370352.624191 nChanged 55 SP:Iteration 33Q (3255.806305 sec): 3 clusters Score: Raw -372220.668689 + Penalty 1845.892577 = -370374.776112 nChanged 31 SP:Iteration 34Q (3255.913294 sec): 3 clusters Score: Raw -372228.355433 + Penalty 1845.892577 = -370382.462856 nChanged 13 SP:Iteration 35Q (3256.021393 sec): 3 clusters Score: Raw -372231.382615 + Penalty 1845.892577 = -370385.490039 nChanged 10 SP:Iteration 36Q (3256.115635 sec): 3 clusters Score: Raw -372233.632302 + Penalty 1845.892577 = -370387.739725 nChanged 10 SP:Iteration 37Q (3256.180160 sec): 3 clusters Score: Raw -372239.124832 + Penalty 1845.892577 = -370393.232255 nChanged 8 SP:Iteration 38Q (3256.267318 sec): 3 clusters Score: Raw -372240.813213 + Penalty 1845.892577 = -370394.920637 nChanged 10 SP:Iteration 39Q (3256.346021 sec): 3 clusters Score: Raw -372242.849807 + Penalty 1845.892577 = -370396.957230 nChanged 4 SP:Iteration 40F (3256.431180 sec): 3 clusters Score: Raw -372244.631097 + Penalty 1845.892577 = -370398.738521 nChanged 8 SP:Iteration 41Q (3256.519026 sec): 3 clusters Score: Raw -372246.647689 + Penalty 1845.892577 = -370400.755112 nChanged 6 SP:Iteration 42Q (3256.619525 sec): 3 clusters Score: Raw -372247.678754 + Penalty 1845.892577 = -370401.786178 nChanged 4 SP:Iteration 43Q (3256.738231 sec): 3 clusters Score: Raw -372248.640879 + Penalty 1845.892577 = -370402.748303 nChanged 4 SP:Iteration 44Q (3256.825676 sec): 3 clusters Score: Raw -372249.147467 + Penalty 1845.892577 = -370403.254891 nChanged 5 SP:Iteration 45Q (3256.909916 sec): 3 clusters Score: Raw -372250.386735 + Penalty 1845.892577 = -370404.494158 nChanged 5 SP:Iteration 46Q (3257.020460 sec): 3 clusters Score: Raw -372250.930769 + Penalty 1845.892577 = -370405.038192 nChanged 4 SP:Iteration 47Q (3257.130839 sec): 3 clusters Score: Raw -372251.523034 + Penalty 1845.892577 = -370405.630457 nChanged 5 SP:Iteration 48Q (3257.235184 sec): 3 clusters Score: Raw -372252.367960 + Penalty 1845.892577 = -370406.475383 nChanged 3 SP:Iteration 49Q (3257.316725 sec): 3 clusters Score: Raw -372252.853606 + Penalty 1845.892577 = -370406.961029 nChanged 3 SP:Iteration 50Q (3257.417021 sec): 3 clusters Score: Raw -372253.261123 + Penalty 1845.892577 = -370407.368547 nChanged 2 SP:Iteration 51Q (3257.510405 sec): 3 clusters Score: Raw -372253.592124 + Penalty 1845.892577 = -370407.699547 nChanged 1 SP:Iteration 52Q (3257.593648 sec): 3 clusters Score: Raw -372253.762826 + Penalty 1845.892577 = -370407.870249 nChanged 3 SP:Iteration 53Q (3257.703536 sec): 3 clusters Score: Raw -372254.225946 + Penalty 1845.892577 = -370408.333370 nChanged 0 SP:Iteration 54F (3257.787757 sec): 3 clusters Score: Raw -372254.225946 + Penalty 1845.892577 = -370408.333370 nChanged 0 Score: Raw -4224848.337902 + Penalty 24837.097143 = -4200011.240759 Splitting cluster 6 changes total score from -4198429.257199 to -4200011.240759 So it's getting split into cluster 21. Trying to split cluster 7 (2978 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3259.629007 sec): 2 clusters Score: Raw -171952.338560 + Penalty 839.895757 = -171112.442802 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3259.697495 sec): 3 clusters Score: Raw -170397.566855 + Penalty 1679.791515 = -168717.775340 nChanged 1211 SP:Iteration 1F (3259.794302 sec): 3 clusters Score: Raw -171073.067851 + Penalty 1679.791515 = -169393.276336 nChanged 229 SP:Iteration 2F (3259.876260 sec): 3 clusters Score: Raw -171243.224463 + Penalty 1679.791515 = -169563.432948 nChanged 210 SP:Iteration 3F (3259.974881 sec): 3 clusters Score: Raw -171404.100070 + Penalty 1679.791515 = -169724.308555 nChanged 200 SP:Iteration 4F (3260.059574 sec): 3 clusters Score: Raw -171555.186386 + Penalty 1679.791515 = -169875.394871 nChanged 165 SP:Iteration 5F (3260.146471 sec): 3 clusters Score: Raw -171684.965422 + Penalty 1679.791515 = -170005.173907 nChanged 140 SP:Iteration 6Q (3260.234038 sec): 3 clusters Score: Raw -171799.331307 + Penalty 1679.791515 = -170119.539792 nChanged 120 SP:Iteration 7Q (3260.318509 sec): 3 clusters Score: Raw -171887.737154 + Penalty 1679.791515 = -170207.945639 nChanged 100 SP:Iteration 8Q (3260.392832 sec): 3 clusters Score: Raw -171949.331215 + Penalty 1679.791515 = -170269.539700 nChanged 68 SP:Iteration 9Q (3260.479520 sec): 3 clusters Score: Raw -171988.769793 + Penalty 1679.791515 = -170308.978278 nChanged 66 SP:Iteration 10Q (3260.588329 sec): 3 clusters Score: Raw -172028.160226 + Penalty 1679.791515 = -170348.368711 nChanged 51 SP:Iteration 11Q (3260.670287 sec): 3 clusters Score: Raw -172057.231469 + Penalty 1679.791515 = -170377.439954 nChanged 51 SP:Iteration 12Q (3260.752691 sec): 3 clusters Score: Raw -172081.863632 + Penalty 1679.791515 = -170402.072117 nChanged 41 SP:Iteration 13Q (3260.830322 sec): 3 clusters Score: Raw -172101.279490 + Penalty 1679.791515 = -170421.487975 nChanged 31 SP:Iteration 14Q (3260.934680 sec): 3 clusters Score: Raw -172115.557078 + Penalty 1679.791515 = -170435.765563 nChanged 26 SP:Iteration 15Q (3261.020947 sec): 3 clusters Score: Raw -172129.325896 + Penalty 1679.791515 = -170449.534381 nChanged 24 SP:Iteration 16Q (3261.084990 sec): 3 clusters Score: Raw -172139.254354 + Penalty 1679.791515 = -170459.462840 nChanged 16 SP:Iteration 17Q (3261.189709 sec): 3 clusters Score: Raw -172143.676183 + Penalty 1679.791515 = -170463.884668 nChanged 14 SP:Iteration 18Q (3261.250950 sec): 3 clusters Score: Raw -172147.620233 + Penalty 1679.791515 = -170467.828718 nChanged 10 SP:Iteration 19Q (3261.360501 sec): 3 clusters Score: Raw -172149.674130 + Penalty 1679.791515 = -170469.882615 nChanged 10 SP:Iteration 20F (3261.446372 sec): 3 clusters Score: Raw -172153.376292 + Penalty 1679.791515 = -170473.584777 nChanged 11 SP:Iteration 21Q (3261.534243 sec): 3 clusters Score: Raw -172155.354089 + Penalty 1679.791515 = -170475.562574 nChanged 8 SP:Iteration 22Q (3261.616209 sec): 3 clusters Score: Raw -172156.803983 + Penalty 1679.791515 = -170477.012468 nChanged 5 SP:Iteration 23Q (3261.695730 sec): 3 clusters Score: Raw -172158.315858 + Penalty 1679.791515 = -170478.524343 nChanged 7 SP:Iteration 24Q (3261.792771 sec): 3 clusters Score: Raw -172159.429374 + Penalty 1679.791515 = -170479.637859 nChanged 3 SP:Iteration 25Q (3261.879118 sec): 3 clusters Score: Raw -172160.752968 + Penalty 1679.791515 = -170480.961453 nChanged 4 SP:Iteration 26Q (3261.950935 sec): 3 clusters Score: Raw -172162.368497 + Penalty 1679.791515 = -170482.576982 nChanged 3 SP:Iteration 27Q (3262.044741 sec): 3 clusters Score: Raw -172162.972461 + Penalty 1679.791515 = -170483.180946 nChanged 6 SP:Iteration 28Q (3262.137310 sec): 3 clusters Score: Raw -172164.379810 + Penalty 1679.791515 = -170484.588296 nChanged 5 SP:Iteration 29Q (3262.212330 sec): 3 clusters Score: Raw -172165.559564 + Penalty 1679.791515 = -170485.768049 nChanged 4 SP:Iteration 30Q (3262.281397 sec): 3 clusters Score: Raw -172166.929889 + Penalty 1679.791515 = -170487.138374 nChanged 5 SP:Iteration 31Q (3262.387077 sec): 3 clusters Score: Raw -172168.528899 + Penalty 1679.791515 = -170488.737384 nChanged 3 SP:Iteration 32Q (3262.470704 sec): 3 clusters Score: Raw -172170.000431 + Penalty 1679.791515 = -170490.208916 nChanged 4 SP:Iteration 33Q (3262.545123 sec): 3 clusters Score: Raw -172171.780507 + Penalty 1679.791515 = -170491.988992 nChanged 5 SP:Iteration 34Q (3262.626089 sec): 3 clusters Score: Raw -172174.565892 + Penalty 1679.791515 = -170494.774377 nChanged 5 SP:Iteration 35Q (3262.698424 sec): 3 clusters Score: Raw -172175.967585 + Penalty 1679.791515 = -170496.176071 nChanged 6 SP:Iteration 36Q (3262.783707 sec): 3 clusters Score: Raw -172180.084048 + Penalty 1679.791515 = -170500.292533 nChanged 6 SP:Iteration 37Q (3262.865483 sec): 3 clusters Score: Raw -172181.345751 + Penalty 1679.791515 = -170501.554236 nChanged 1 SP:Iteration 38Q (3262.968300 sec): 3 clusters Score: Raw -172181.488390 + Penalty 1679.791515 = -170501.696876 nChanged 1 SP:Iteration 39Q (3263.047427 sec): 3 clusters Score: Raw -172181.863186 + Penalty 1679.791515 = -170502.071671 nChanged 0 SP:Iteration 40F (3263.132547 sec): 3 clusters Score: Raw -172181.863186 + Penalty 1679.791515 = -170502.071671 nChanged 0 Trying to split cluster 8 (1016 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3263.173637 sec): 2 clusters Score: Raw -48674.720639 + Penalty 726.981006 = -47947.739633 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3263.249813 sec): 3 clusters Score: Raw -48295.799472 + Penalty 1453.962012 = -46841.837460 nChanged 357 SP:Iteration 1F (3263.348060 sec): 3 clusters Score: Raw -48595.859653 + Penalty 1453.962012 = -47141.897641 nChanged 97 SP:Iteration 2F (3263.425000 sec): 3 clusters Score: Raw -48708.179303 + Penalty 1453.962012 = -47254.217291 nChanged 75 SP:Iteration 3F (3263.514063 sec): 3 clusters Score: Raw -48838.925291 + Penalty 1453.962012 = -47384.963279 nChanged 62 SP:Iteration 4F (3263.607426 sec): 3 clusters Score: Raw -48946.152464 + Penalty 1453.962012 = -47492.190452 nChanged 79 SP:Iteration 5F (3263.690679 sec): 3 clusters Score: Raw -49079.449829 + Penalty 1453.962012 = -47625.487817 nChanged 49 SP:Iteration 6Q (3263.740962 sec): 3 clusters Score: Raw -49155.905355 + Penalty 1453.962012 = -47701.943343 nChanged 45 SP:Iteration 7Q (3263.833779 sec): 3 clusters Score: Raw -49224.157239 + Penalty 1453.962012 = -47770.195227 nChanged 31 SP:Iteration 8Q (3263.907086 sec): 3 clusters Score: Raw -49262.346966 + Penalty 1453.962012 = -47808.384954 nChanged 16 SP:Iteration 9Q (3263.992195 sec): 3 clusters Score: Raw -49276.918643 + Penalty 1453.962012 = -47822.956632 nChanged 8 SP:Iteration 10Q (3264.080978 sec): 3 clusters Score: Raw -49283.910368 + Penalty 1453.962012 = -47829.948356 nChanged 6 SP:Iteration 11Q (3264.159538 sec): 3 clusters Score: Raw -49286.555973 + Penalty 1453.962012 = -47832.593961 nChanged 3 SP:Iteration 12Q (3264.229578 sec): 3 clusters Score: Raw -49290.238008 + Penalty 1453.962012 = -47836.275996 nChanged 4 SP:Iteration 13Q (3264.331968 sec): 3 clusters Score: Raw -49292.267118 + Penalty 1453.962012 = -47838.305106 nChanged 2 SP:Iteration 14Q (3264.422904 sec): 3 clusters Score: Raw -49292.924637 + Penalty 1453.962012 = -47838.962625 nChanged 1 SP:Iteration 15Q (3264.501673 sec): 3 clusters Score: Raw -49293.705083 + Penalty 1453.962012 = -47839.743071 nChanged 1 SP:Iteration 16Q (3264.588787 sec): 3 clusters Score: Raw -49293.952794 + Penalty 1453.962012 = -47839.990782 nChanged 0 SP:Iteration 17F (3264.678545 sec): 3 clusters Score: Raw -49293.952794 + Penalty 1453.962012 = -47839.990782 nChanged 0 Trying to split cluster 9 (5700 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3264.733643 sec): 2 clusters Score: Raw -289360.319145 + Penalty 908.063253 = -288452.255893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3264.830705 sec): 3 clusters Score: Raw -286220.044756 + Penalty 1816.126505 = -284403.918251 nChanged 2456 SP:Iteration 1F (3264.940382 sec): 3 clusters Score: Raw -287806.093047 + Penalty 1816.126505 = -285989.966541 nChanged 472 SP:Iteration 2F (3265.005643 sec): 3 clusters Score: Raw -288157.078583 + Penalty 1816.126505 = -286340.952078 nChanged 411 SP:Iteration 3F (3265.088209 sec): 3 clusters Score: Raw -288459.146716 + Penalty 1816.126505 = -286643.020211 nChanged 369 SP:Iteration 4F (3265.186733 sec): 3 clusters Score: Raw -288698.681440 + Penalty 1816.126505 = -286882.554935 nChanged 301 SP:Iteration 5F (3265.271466 sec): 3 clusters Score: Raw -288864.944439 + Penalty 1816.126505 = -287048.817934 nChanged 236 SP:Iteration 6Q (3265.356278 sec): 3 clusters Score: Raw -288988.198700 + Penalty 1816.126505 = -287172.072194 nChanged 196 SP:Iteration 7Q (3265.445215 sec): 3 clusters Score: Raw -289092.305272 + Penalty 1816.126505 = -287276.178767 nChanged 175 SP:Iteration 8Q (3265.550534 sec): 3 clusters Score: Raw -289171.153219 + Penalty 1816.126505 = -287355.026713 nChanged 140 SP:Iteration 9Q (3265.658899 sec): 3 clusters Score: Raw -289237.197321 + Penalty 1816.126505 = -287421.070815 nChanged 134 SP:Iteration 10Q (3265.752551 sec): 3 clusters Score: Raw -289292.347081 + Penalty 1816.126505 = -287476.220576 nChanged 113 SP:Iteration 11Q (3265.836432 sec): 3 clusters Score: Raw -289330.612459 + Penalty 1816.126505 = -287514.485953 nChanged 84 SP:Iteration 12Q (3265.925814 sec): 3 clusters Score: Raw -289358.298670 + Penalty 1816.126505 = -287542.172165 nChanged 66 SP:Iteration 13Q (3265.999117 sec): 3 clusters Score: Raw -289375.749746 + Penalty 1816.126505 = -287559.623240 nChanged 56 SP:Iteration 14Q (3266.100406 sec): 3 clusters Score: Raw -289389.175777 + Penalty 1816.126505 = -287573.049271 nChanged 54 SP:Iteration 15Q (3266.181167 sec): 3 clusters Score: Raw -289401.634353 + Penalty 1816.126505 = -287585.507847 nChanged 43 SP:Iteration 16Q (3266.273920 sec): 3 clusters Score: Raw -289411.856288 + Penalty 1816.126505 = -287595.729783 nChanged 38 SP:Iteration 17Q (3266.371823 sec): 3 clusters Score: Raw -289423.491443 + Penalty 1816.126505 = -287607.364937 nChanged 38 SP:Iteration 18Q (3266.461799 sec): 3 clusters Score: Raw -289431.902672 + Penalty 1816.126505 = -287615.776167 nChanged 28 SP:Iteration 19Q (3266.541071 sec): 3 clusters Score: Raw -289437.400941 + Penalty 1816.126505 = -287621.274436 nChanged 22 SP:Iteration 20F (3266.636661 sec): 3 clusters Score: Raw -289441.226974 + Penalty 1816.126505 = -287625.100469 nChanged 22 SP:Iteration 21Q (3266.739275 sec): 3 clusters Score: Raw -289444.296794 + Penalty 1816.126505 = -287628.170289 nChanged 14 SP:Iteration 22Q (3266.820558 sec): 3 clusters Score: Raw -289446.013642 + Penalty 1816.126505 = -287629.887136 nChanged 12 SP:Iteration 23Q (3266.912403 sec): 3 clusters Score: Raw -289447.291834 + Penalty 1816.126505 = -287631.165329 nChanged 13 SP:Iteration 24Q (3267.003447 sec): 3 clusters Score: Raw -289448.759851 + Penalty 1816.126505 = -287632.633346 nChanged 5 SP:Iteration 25Q (3267.093039 sec): 3 clusters Score: Raw -289449.162488 + Penalty 1816.126505 = -287633.035982 nChanged 4 SP:Iteration 26Q (3267.189164 sec): 3 clusters Score: Raw -289449.888653 + Penalty 1816.126505 = -287633.762148 nChanged 4 SP:Iteration 27Q (3267.277313 sec): 3 clusters Score: Raw -289450.667128 + Penalty 1816.126505 = -287634.540622 nChanged 2 SP:Iteration 28Q (3267.375698 sec): 3 clusters Score: Raw -289451.010244 + Penalty 1816.126505 = -287634.883739 nChanged 0 SP:Iteration 29F (3267.474961 sec): 3 clusters Score: Raw -289451.010244 + Penalty 1816.126505 = -287634.883739 nChanged 0 Trying to split cluster 10 (3256 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3267.532058 sec): 2 clusters Score: Raw -191566.750667 + Penalty 849.266746 = -190717.483921 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3267.606613 sec): 3 clusters Score: Raw -189876.353962 + Penalty 1698.533493 = -188177.820469 nChanged 1349 SP:Iteration 1F (3267.711867 sec): 3 clusters Score: Raw -190782.988095 + Penalty 1698.533493 = -189084.454603 nChanged 281 SP:Iteration 2F (3267.808143 sec): 3 clusters Score: Raw -190975.202052 + Penalty 1698.533493 = -189276.668560 nChanged 227 SP:Iteration 3F (3267.883991 sec): 3 clusters Score: Raw -191119.137431 + Penalty 1698.533493 = -189420.603938 nChanged 162 SP:Iteration 4Q (3267.980450 sec): 3 clusters Score: Raw -191205.374474 + Penalty 1698.533493 = -189506.840981 nChanged 109 SP:Iteration 5Q (3268.073032 sec): 3 clusters Score: Raw -191265.360815 + Penalty 1698.533493 = -189566.827323 nChanged 96 SP:Iteration 6Q (3268.138889 sec): 3 clusters Score: Raw -191328.546645 + Penalty 1698.533493 = -189630.013153 nChanged 96 SP:Iteration 7Q (3268.224868 sec): 3 clusters Score: Raw -191384.658704 + Penalty 1698.533493 = -189686.125211 nChanged 80 SP:Iteration 8Q (3268.304512 sec): 3 clusters Score: Raw -191432.636910 + Penalty 1698.533493 = -189734.103417 nChanged 68 SP:Iteration 9Q (3268.408481 sec): 3 clusters Score: Raw -191475.879847 + Penalty 1698.533493 = -189777.346355 nChanged 69 SP:Iteration 10Q (3268.492975 sec): 3 clusters Score: Raw -191515.165124 + Penalty 1698.533493 = -189816.631631 nChanged 52 SP:Iteration 11Q (3268.576175 sec): 3 clusters Score: Raw -191556.413355 + Penalty 1698.533493 = -189857.879862 nChanged 49 SP:Iteration 12Q (3268.650575 sec): 3 clusters Score: Raw -191590.563630 + Penalty 1698.533493 = -189892.030137 nChanged 37 SP:Iteration 13Q (3268.733491 sec): 3 clusters Score: Raw -191614.630773 + Penalty 1698.533493 = -189916.097280 nChanged 33 SP:Iteration 14Q (3268.839769 sec): 3 clusters Score: Raw -191642.698430 + Penalty 1698.533493 = -189944.164937 nChanged 39 SP:Iteration 15Q (3268.915034 sec): 3 clusters Score: Raw -191666.667040 + Penalty 1698.533493 = -189968.133548 nChanged 28 SP:Iteration 16Q (3269.002619 sec): 3 clusters Score: Raw -191683.626199 + Penalty 1698.533493 = -189985.092707 nChanged 28 SP:Iteration 17Q (3269.096578 sec): 3 clusters Score: Raw -191703.939864 + Penalty 1698.533493 = -190005.406371 nChanged 36 SP:Iteration 18Q (3269.180232 sec): 3 clusters Score: Raw -191734.656088 + Penalty 1698.533493 = -190036.122596 nChanged 18 SP:Iteration 19Q (3269.286218 sec): 3 clusters Score: Raw -191745.039124 + Penalty 1698.533493 = -190046.505632 nChanged 13 SP:Iteration 20F (3269.371285 sec): 3 clusters Score: Raw -191752.904881 + Penalty 1698.533493 = -190054.371388 nChanged 7 SP:Iteration 21Q (3269.443802 sec): 3 clusters Score: Raw -191759.195088 + Penalty 1698.533493 = -190060.661595 nChanged 16 SP:Iteration 22Q (3269.552113 sec): 3 clusters Score: Raw -191769.675707 + Penalty 1698.533493 = -190071.142214 nChanged 11 SP:Iteration 23Q (3269.621424 sec): 3 clusters Score: Raw -191774.634855 + Penalty 1698.533493 = -190076.101362 nChanged 9 SP:Iteration 24Q (3269.707306 sec): 3 clusters Score: Raw -191778.230518 + Penalty 1698.533493 = -190079.697025 nChanged 6 SP:Iteration 25Q (3269.794740 sec): 3 clusters Score: Raw -191781.811748 + Penalty 1698.533493 = -190083.278256 nChanged 7 SP:Iteration 26Q (3269.884958 sec): 3 clusters Score: Raw -191786.789132 + Penalty 1698.533493 = -190088.255639 nChanged 11 SP:Iteration 27Q (3269.979399 sec): 3 clusters Score: Raw -191793.920818 + Penalty 1698.533493 = -190095.387325 nChanged 11 SP:Iteration 28Q (3270.076395 sec): 3 clusters Score: Raw -191800.369694 + Penalty 1698.533493 = -190101.836201 nChanged 8 SP:Iteration 29Q (3270.147790 sec): 3 clusters Score: Raw -191804.723945 + Penalty 1698.533493 = -190106.190453 nChanged 11 SP:Iteration 30Q (3270.257216 sec): 3 clusters Score: Raw -191814.144914 + Penalty 1698.533493 = -190115.611421 nChanged 12 SP:Iteration 31Q (3270.320662 sec): 3 clusters Score: Raw -191820.394679 + Penalty 1698.533493 = -190121.861186 nChanged 11 SP:Iteration 32Q (3270.423059 sec): 3 clusters Score: Raw -191825.267126 + Penalty 1698.533493 = -190126.733633 nChanged 4 SP:Iteration 33Q (3270.504877 sec): 3 clusters Score: Raw -191827.535334 + Penalty 1698.533493 = -190129.001841 nChanged 5 SP:Iteration 34Q (3270.587124 sec): 3 clusters Score: Raw -191830.623795 + Penalty 1698.533493 = -190132.090303 nChanged 6 SP:Iteration 35Q (3270.688958 sec): 3 clusters Score: Raw -191837.013690 + Penalty 1698.533493 = -190138.480197 nChanged 10 SP:Iteration 36Q (3270.764807 sec): 3 clusters Score: Raw -191845.907652 + Penalty 1698.533493 = -190147.374159 nChanged 9 SP:Iteration 37Q (3270.862523 sec): 3 clusters Score: Raw -191855.774181 + Penalty 1698.533493 = -190157.240688 nChanged 12 SP:Iteration 38Q (3270.939024 sec): 3 clusters Score: Raw -191870.437541 + Penalty 1698.533493 = -190171.904049 nChanged 12 SP:Iteration 39Q (3271.018715 sec): 3 clusters Score: Raw -191882.032226 + Penalty 1698.533493 = -190183.498734 nChanged 9 SP:Iteration 40F (3271.116399 sec): 3 clusters Score: Raw -191887.121849 + Penalty 1698.533493 = -190188.588356 nChanged 7 SP:Iteration 41Q (3271.193040 sec): 3 clusters Score: Raw -191890.919524 + Penalty 1698.533493 = -190192.386031 nChanged 3 SP:Iteration 42Q (3271.276867 sec): 3 clusters Score: Raw -191892.938244 + Penalty 1698.533493 = -190194.404751 nChanged 4 SP:Iteration 43Q (3271.363166 sec): 3 clusters Score: Raw -191896.359064 + Penalty 1698.533493 = -190197.825571 nChanged 5 SP:Iteration 44Q (3271.459456 sec): 3 clusters Score: Raw -191899.176334 + Penalty 1698.533493 = -190200.642842 nChanged 1 SP:Iteration 45Q (3271.557900 sec): 3 clusters Score: Raw -191900.150789 + Penalty 1698.533493 = -190201.617296 nChanged 1 SP:Iteration 46Q (3271.646809 sec): 3 clusters Score: Raw -191900.430952 + Penalty 1698.533493 = -190201.897460 nChanged 1 SP:Iteration 47Q (3271.723105 sec): 3 clusters Score: Raw -191901.081777 + Penalty 1698.533493 = -190202.548284 nChanged 0 SP:Iteration 48F (3271.802352 sec): 3 clusters Score: Raw -191901.081777 + Penalty 1698.533493 = -190202.548284 nChanged 0 Trying to split cluster 11 (12970 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3271.881621 sec): 2 clusters Score: Raw -775683.000124 + Penalty 994.391399 = -774688.608725 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3271.973250 sec): 3 clusters Score: Raw -767945.629055 + Penalty 1988.782798 = -765956.846257 nChanged 5828 SP:Iteration 1F (3272.078689 sec): 3 clusters Score: Raw -771458.853568 + Penalty 1988.782798 = -769470.070770 nChanged 926 SP:Iteration 2F (3272.197418 sec): 3 clusters Score: Raw -772019.310424 + Penalty 1988.782798 = -770030.527626 nChanged 990 SP:Iteration 3F (3272.300004 sec): 3 clusters Score: Raw -772634.468880 + Penalty 1988.782798 = -770645.686082 nChanged 908 SP:Iteration 4F (3272.399676 sec): 3 clusters Score: Raw -773235.529426 + Penalty 1988.782798 = -771246.746628 nChanged 772 SP:Iteration 5F (3272.498395 sec): 3 clusters Score: Raw -773738.863482 + Penalty 1988.782798 = -771750.080684 nChanged 639 SP:Iteration 6Q (3272.607986 sec): 3 clusters Score: Raw -774134.443806 + Penalty 1988.782798 = -772145.661008 nChanged 573 SP:Iteration 7Q (3272.715747 sec): 3 clusters Score: Raw -774496.958760 + Penalty 1988.782798 = -772508.175962 nChanged 496 SP:Iteration 8Q (3272.814423 sec): 3 clusters Score: Raw -774814.743614 + Penalty 1988.782798 = -772825.960815 nChanged 400 SP:Iteration 9Q (3272.922642 sec): 3 clusters Score: Raw -775044.181551 + Penalty 1988.782798 = -773055.398752 nChanged 325 SP:Iteration 10Q (3273.022718 sec): 3 clusters Score: Raw -775231.398825 + Penalty 1988.782798 = -773242.616027 nChanged 251 SP:Iteration 11Q (3273.112580 sec): 3 clusters Score: Raw -775382.512666 + Penalty 1988.782798 = -773393.729868 nChanged 207 SP:Iteration 12Q (3273.231746 sec): 3 clusters Score: Raw -775498.250881 + Penalty 1988.782798 = -773509.468083 nChanged 160 SP:Iteration 13Q (3273.317987 sec): 3 clusters Score: Raw -775591.493947 + Penalty 1988.782798 = -773602.711149 nChanged 109 SP:Iteration 14Q (3273.437439 sec): 3 clusters Score: Raw -775654.340915 + Penalty 1988.782798 = -773665.558117 nChanged 73 SP:Iteration 15Q (3273.529236 sec): 3 clusters Score: Raw -775700.688383 + Penalty 1988.782798 = -773711.905585 nChanged 57 SP:Iteration 16Q (3273.631581 sec): 3 clusters Score: Raw -775729.301535 + Penalty 1988.782798 = -773740.518737 nChanged 43 SP:Iteration 17Q (3273.746751 sec): 3 clusters Score: Raw -775749.705857 + Penalty 1988.782798 = -773760.923059 nChanged 25 SP:Iteration 18Q (3273.854004 sec): 3 clusters Score: Raw -775764.581268 + Penalty 1988.782798 = -773775.798470 nChanged 23 SP:Iteration 19Q (3273.962674 sec): 3 clusters Score: Raw -775777.182493 + Penalty 1988.782798 = -773788.399695 nChanged 18 SP:Iteration 20F (3274.048448 sec): 3 clusters Score: Raw -775792.730256 + Penalty 1988.782798 = -773803.947458 nChanged 24 SP:Iteration 21Q (3274.148406 sec): 3 clusters Score: Raw -775812.416520 + Penalty 1988.782798 = -773823.633722 nChanged 17 SP:Iteration 22Q (3274.254926 sec): 3 clusters Score: Raw -775823.579759 + Penalty 1988.782798 = -773834.796961 nChanged 9 SP:Iteration 23Q (3274.351077 sec): 3 clusters Score: Raw -775829.665898 + Penalty 1988.782798 = -773840.883100 nChanged 5 SP:Iteration 24Q (3274.443211 sec): 3 clusters Score: Raw -775831.762742 + Penalty 1988.782798 = -773842.979944 nChanged 2 SP:Iteration 25Q (3274.552615 sec): 3 clusters Score: Raw -775832.812732 + Penalty 1988.782798 = -773844.029934 nChanged 2 SP:Iteration 26Q (3274.657568 sec): 3 clusters Score: Raw -775834.118978 + Penalty 1988.782798 = -773845.336180 nChanged 1 SP:Iteration 27Q (3274.743688 sec): 3 clusters Score: Raw -775834.488083 + Penalty 1988.782798 = -773845.705284 nChanged 0 SP:Iteration 28F (3274.854273 sec): 3 clusters Score: Raw -775834.488083 + Penalty 1988.782798 = -773845.705284 nChanged 0 Trying to split cluster 12 (1069 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3274.920095 sec): 2 clusters Score: Raw -48994.078939 + Penalty 732.320286 = -48261.758654 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3274.989817 sec): 3 clusters Score: Raw -48593.150281 + Penalty 1464.640571 = -47128.509710 nChanged 368 SP:Iteration 1F (3275.083005 sec): 3 clusters Score: Raw -48873.781547 + Penalty 1464.640571 = -47409.140976 nChanged 87 SP:Iteration 2F (3275.149628 sec): 3 clusters Score: Raw -48940.331539 + Penalty 1464.640571 = -47475.690967 nChanged 46 SP:Iteration 3Q (3275.230934 sec): 3 clusters Score: Raw -48978.591325 + Penalty 1464.640571 = -47513.950753 nChanged 41 SP:Iteration 4Q (3275.320131 sec): 3 clusters Score: Raw -49009.220544 + Penalty 1464.640571 = -47544.579972 nChanged 23 SP:Iteration 5Q (3275.412298 sec): 3 clusters Score: Raw -49027.655346 + Penalty 1464.640571 = -47563.014775 nChanged 20 SP:Iteration 6Q (3275.487402 sec): 3 clusters Score: Raw -49048.366686 + Penalty 1464.640571 = -47583.726115 nChanged 22 SP:Iteration 7Q (3275.564298 sec): 3 clusters Score: Raw -49067.423545 + Penalty 1464.640571 = -47602.782973 nChanged 15 SP:Iteration 8Q (3275.659956 sec): 3 clusters Score: Raw -49078.623110 + Penalty 1464.640571 = -47613.982539 nChanged 16 SP:Iteration 9Q (3275.726298 sec): 3 clusters Score: Raw -49086.350159 + Penalty 1464.640571 = -47621.709588 nChanged 8 SP:Iteration 10Q (3275.824926 sec): 3 clusters Score: Raw -49096.126943 + Penalty 1464.640571 = -47631.486372 nChanged 10 SP:Iteration 11Q (3275.897468 sec): 3 clusters Score: Raw -49104.415842 + Penalty 1464.640571 = -47639.775270 nChanged 8 SP:Iteration 12Q (3275.992024 sec): 3 clusters Score: Raw -49110.934996 + Penalty 1464.640571 = -47646.294425 nChanged 10 SP:Iteration 13Q (3276.067422 sec): 3 clusters Score: Raw -49123.138399 + Penalty 1464.640571 = -47658.497828 nChanged 16 SP:Iteration 14Q (3276.159415 sec): 3 clusters Score: Raw -49143.378557 + Penalty 1464.640571 = -47678.737985 nChanged 18 SP:Iteration 15Q (3276.245219 sec): 3 clusters Score: Raw -49158.832169 + Penalty 1464.640571 = -47694.191598 nChanged 11 SP:Iteration 16Q (3276.333408 sec): 3 clusters Score: Raw -49165.121819 + Penalty 1464.640571 = -47700.481247 nChanged 10 SP:Iteration 17Q (3276.432184 sec): 3 clusters Score: Raw -49174.645985 + Penalty 1464.640571 = -47710.005414 nChanged 8 SP:Iteration 18Q (3276.521530 sec): 3 clusters Score: Raw -49178.761566 + Penalty 1464.640571 = -47714.120994 nChanged 6 SP:Iteration 19Q (3276.592175 sec): 3 clusters Score: Raw -49181.250290 + Penalty 1464.640571 = -47716.609719 nChanged 2 SP:Iteration 20F (3276.672568 sec): 3 clusters Score: Raw -49181.632417 + Penalty 1464.640571 = -47716.991846 nChanged 4 SP:Iteration 21Q (3276.771367 sec): 3 clusters Score: Raw -49182.683103 + Penalty 1464.640571 = -47718.042531 nChanged 2 SP:Iteration 22Q (3276.863163 sec): 3 clusters Score: Raw -49183.049414 + Penalty 1464.640571 = -47718.408843 nChanged 3 SP:Iteration 23Q (3276.958063 sec): 3 clusters Score: Raw -49184.600106 + Penalty 1464.640571 = -47719.959535 nChanged 4 SP:Iteration 24Q (3277.052201 sec): 3 clusters Score: Raw -49186.442736 + Penalty 1464.640571 = -47721.802165 nChanged 5 SP:Iteration 25Q (3277.126825 sec): 3 clusters Score: Raw -49188.574623 + Penalty 1464.640571 = -47723.934052 nChanged 3 SP:Iteration 26Q (3277.204876 sec): 3 clusters Score: Raw -49189.779413 + Penalty 1464.640571 = -47725.138842 nChanged 3 SP:Iteration 27Q (3277.305385 sec): 3 clusters Score: Raw -49191.780958 + Penalty 1464.640571 = -47727.140386 nChanged 0 SP:Iteration 28F (3277.379469 sec): 3 clusters Score: Raw -49191.780958 + Penalty 1464.640571 = -47727.140386 nChanged 0 Trying to split cluster 13 (1002 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3277.422621 sec): 2 clusters Score: Raw -43218.859216 + Penalty 725.524095 = -42493.335122 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3277.528953 sec): 3 clusters Score: Raw -42859.793211 + Penalty 1451.048189 = -41408.745021 nChanged 336 SP:Iteration 1F (3277.604852 sec): 3 clusters Score: Raw -43168.042470 + Penalty 1451.048189 = -41716.994281 nChanged 82 SP:Iteration 2F (3277.685375 sec): 3 clusters Score: Raw -43261.710199 + Penalty 1451.048189 = -41810.662010 nChanged 65 SP:Iteration 3F (3277.757912 sec): 3 clusters Score: Raw -43341.900669 + Penalty 1451.048189 = -41890.852480 nChanged 62 SP:Iteration 4F (3277.840541 sec): 3 clusters Score: Raw -43402.171140 + Penalty 1451.048189 = -41951.122950 nChanged 44 SP:Iteration 5Q (3277.935867 sec): 3 clusters Score: Raw -43451.349241 + Penalty 1451.048189 = -42000.301052 nChanged 30 SP:Iteration 6Q (3278.019893 sec): 3 clusters Score: Raw -43482.564084 + Penalty 1451.048189 = -42031.515895 nChanged 24 SP:Iteration 7Q (3278.117316 sec): 3 clusters Score: Raw -43513.729173 + Penalty 1451.048189 = -42062.680983 nChanged 18 SP:Iteration 8Q (3278.205486 sec): 3 clusters Score: Raw -43536.297076 + Penalty 1451.048189 = -42085.248887 nChanged 13 SP:Iteration 9Q (3278.278072 sec): 3 clusters Score: Raw -43550.295513 + Penalty 1451.048189 = -42099.247324 nChanged 12 SP:Iteration 10Q (3278.384505 sec): 3 clusters Score: Raw -43558.260555 + Penalty 1451.048189 = -42107.212366 nChanged 7 SP:Iteration 11Q (3278.457340 sec): 3 clusters Score: Raw -43563.274274 + Penalty 1451.048189 = -42112.226084 nChanged 5 SP:Iteration 12Q (3278.536912 sec): 3 clusters Score: Raw -43565.909130 + Penalty 1451.048189 = -42114.860941 nChanged 1 SP:Iteration 13Q (3278.615619 sec): 3 clusters Score: Raw -43567.116459 + Penalty 1451.048189 = -42116.068270 nChanged 3 SP:Iteration 14Q (3278.707252 sec): 3 clusters Score: Raw -43569.798098 + Penalty 1451.048189 = -42118.749909 nChanged 3 SP:Iteration 15Q (3278.802442 sec): 3 clusters Score: Raw -43572.515081 + Penalty 1451.048189 = -42121.466892 nChanged 5 SP:Iteration 16Q (3278.887629 sec): 3 clusters Score: Raw -43574.607134 + Penalty 1451.048189 = -42123.558945 nChanged 2 SP:Iteration 17Q (3278.962737 sec): 3 clusters Score: Raw -43575.464435 + Penalty 1451.048189 = -42124.416246 nChanged 2 SP:Iteration 18Q (3279.060885 sec): 3 clusters Score: Raw -43577.711264 + Penalty 1451.048189 = -42126.663075 nChanged 2 SP:Iteration 19Q (3279.138150 sec): 3 clusters Score: Raw -43578.194654 + Penalty 1451.048189 = -42127.146465 nChanged 0 SP:Iteration 20F (3279.221962 sec): 3 clusters Score: Raw -43578.194654 + Penalty 1451.048189 = -42127.146465 nChanged 0 Trying to split cluster 14 (1702 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3279.263874 sec): 2 clusters Score: Raw -96330.114365 + Penalty 781.153727 = -95548.960638 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3279.342566 sec): 3 clusters Score: Raw -95557.298573 + Penalty 1562.307455 = -93994.991118 nChanged 655 SP:Iteration 1F (3279.432902 sec): 3 clusters Score: Raw -96011.939962 + Penalty 1562.307455 = -94449.632507 nChanged 157 SP:Iteration 2F (3279.496953 sec): 3 clusters Score: Raw -96140.724338 + Penalty 1562.307455 = -94578.416883 nChanged 109 SP:Iteration 3F (3279.588766 sec): 3 clusters Score: Raw -96219.795631 + Penalty 1562.307455 = -94657.488177 nChanged 75 SP:Iteration 4Q (3279.677798 sec): 3 clusters Score: Raw -96280.628298 + Penalty 1562.307455 = -94718.320843 nChanged 65 SP:Iteration 5Q (3279.765726 sec): 3 clusters Score: Raw -96342.881700 + Penalty 1562.307455 = -94780.574245 nChanged 67 SP:Iteration 6Q (3279.843767 sec): 3 clusters Score: Raw -96406.766197 + Penalty 1562.307455 = -94844.458742 nChanged 64 SP:Iteration 7Q (3279.929564 sec): 3 clusters Score: Raw -96466.344407 + Penalty 1562.307455 = -94904.036952 nChanged 55 SP:Iteration 8Q (3280.012232 sec): 3 clusters Score: Raw -96513.777153 + Penalty 1562.307455 = -94951.469698 nChanged 46 SP:Iteration 9Q (3280.107735 sec): 3 clusters Score: Raw -96563.640752 + Penalty 1562.307455 = -95001.333297 nChanged 49 SP:Iteration 10Q (3280.182226 sec): 3 clusters Score: Raw -96596.738739 + Penalty 1562.307455 = -95034.431284 nChanged 28 SP:Iteration 11Q (3280.276060 sec): 3 clusters Score: Raw -96620.957391 + Penalty 1562.307455 = -95058.649936 nChanged 20 SP:Iteration 12Q (3280.352948 sec): 3 clusters Score: Raw -96632.639221 + Penalty 1562.307455 = -95070.331767 nChanged 11 SP:Iteration 13Q (3280.440113 sec): 3 clusters Score: Raw -96637.955902 + Penalty 1562.307455 = -95075.648447 nChanged 11 SP:Iteration 14Q (3280.514310 sec): 3 clusters Score: Raw -96645.092406 + Penalty 1562.307455 = -95082.784951 nChanged 14 SP:Iteration 15Q (3280.622780 sec): 3 clusters Score: Raw -96656.139537 + Penalty 1562.307455 = -95093.832082 nChanged 16 SP:Iteration 16Q (3280.704170 sec): 3 clusters Score: Raw -96671.728989 + Penalty 1562.307455 = -95109.421534 nChanged 13 SP:Iteration 17Q (3280.775400 sec): 3 clusters Score: Raw -96680.724724 + Penalty 1562.307455 = -95118.417269 nChanged 11 SP:Iteration 18Q (3280.858310 sec): 3 clusters Score: Raw -96688.651046 + Penalty 1562.307455 = -95126.343591 nChanged 10 SP:Iteration 19Q (3280.943310 sec): 3 clusters Score: Raw -96692.412938 + Penalty 1562.307455 = -95130.105483 nChanged 5 SP:Iteration 20F (3281.045620 sec): 3 clusters Score: Raw -96693.983712 + Penalty 1562.307455 = -95131.676257 nChanged 8 SP:Iteration 21Q (3281.111118 sec): 3 clusters Score: Raw -96697.107258 + Penalty 1562.307455 = -95134.799803 nChanged 7 SP:Iteration 22Q (3281.200087 sec): 3 clusters Score: Raw -96701.056268 + Penalty 1562.307455 = -95138.748813 nChanged 2 SP:Iteration 23Q (3281.291050 sec): 3 clusters Score: Raw -96702.972327 + Penalty 1562.307455 = -95140.664872 nChanged 1 SP:Iteration 24Q (3281.371474 sec): 3 clusters Score: Raw -96703.495585 + Penalty 1562.307455 = -95141.188130 nChanged 0 SP:Iteration 25F (3281.461716 sec): 3 clusters Score: Raw -96703.495585 + Penalty 1562.307455 = -95141.188130 nChanged 0 Trying to split cluster 15 (1949 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3281.501292 sec): 2 clusters Score: Raw -113614.236482 + Penalty 795.382528 = -112818.853954 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3281.601716 sec): 3 clusters Score: Raw -112694.081634 + Penalty 1590.765057 = -111103.316577 nChanged 774 SP:Iteration 1F (3281.684563 sec): 3 clusters Score: Raw -113214.067071 + Penalty 1590.765057 = -111623.302014 nChanged 145 SP:Iteration 2F (3281.783044 sec): 3 clusters Score: Raw -113336.832737 + Penalty 1590.765057 = -111746.067680 nChanged 101 SP:Iteration 3F (3281.845072 sec): 3 clusters Score: Raw -113441.364620 + Penalty 1590.765057 = -111850.599563 nChanged 110 SP:Iteration 4F (3281.937866 sec): 3 clusters Score: Raw -113534.235126 + Penalty 1590.765057 = -111943.470069 nChanged 75 SP:Iteration 5Q (3282.032128 sec): 3 clusters Score: Raw -113591.886936 + Penalty 1590.765057 = -112001.121879 nChanged 67 SP:Iteration 6Q (3282.117018 sec): 3 clusters Score: Raw -113634.863988 + Penalty 1590.765057 = -112044.098932 nChanged 54 SP:Iteration 7Q (3282.191504 sec): 3 clusters Score: Raw -113662.252012 + Penalty 1590.765057 = -112071.486955 nChanged 43 SP:Iteration 8Q (3282.286767 sec): 3 clusters Score: Raw -113689.767696 + Penalty 1590.765057 = -112099.002639 nChanged 37 SP:Iteration 9Q (3282.379970 sec): 3 clusters Score: Raw -113708.343409 + Penalty 1590.765057 = -112117.578352 nChanged 32 SP:Iteration 10Q (3282.452410 sec): 3 clusters Score: Raw -113723.281115 + Penalty 1590.765057 = -112132.516058 nChanged 36 SP:Iteration 11Q (3282.541435 sec): 3 clusters Score: Raw -113741.790653 + Penalty 1590.765057 = -112151.025596 nChanged 26 SP:Iteration 12Q (3282.639807 sec): 3 clusters Score: Raw -113752.241946 + Penalty 1590.765057 = -112161.476889 nChanged 27 SP:Iteration 13Q (3282.720398 sec): 3 clusters Score: Raw -113762.163131 + Penalty 1590.765057 = -112171.398074 nChanged 23 SP:Iteration 14Q (3282.810009 sec): 3 clusters Score: Raw -113768.009744 + Penalty 1590.765057 = -112177.244687 nChanged 14 SP:Iteration 15Q (3282.890153 sec): 3 clusters Score: Raw -113773.718595 + Penalty 1590.765057 = -112182.953538 nChanged 10 SP:Iteration 16Q (3282.970392 sec): 3 clusters Score: Raw -113776.593171 + Penalty 1590.765057 = -112185.828114 nChanged 13 SP:Iteration 17Q (3283.069572 sec): 3 clusters Score: Raw -113782.628644 + Penalty 1590.765057 = -112191.863587 nChanged 15 SP:Iteration 18Q (3283.151859 sec): 3 clusters Score: Raw -113789.579708 + Penalty 1590.765057 = -112198.814651 nChanged 16 SP:Iteration 19Q (3283.238467 sec): 3 clusters Score: Raw -113794.208579 + Penalty 1590.765057 = -112203.443522 nChanged 7 SP:Iteration 20F (3283.318319 sec): 3 clusters Score: Raw -113796.141063 + Penalty 1590.765057 = -112205.376006 nChanged 5 SP:Iteration 21Q (3283.395537 sec): 3 clusters Score: Raw -113799.649138 + Penalty 1590.765057 = -112208.884081 nChanged 10 SP:Iteration 22Q (3283.493207 sec): 3 clusters Score: Raw -113802.836658 + Penalty 1590.765057 = -112212.071601 nChanged 5 SP:Iteration 23Q (3283.589226 sec): 3 clusters Score: Raw -113804.279995 + Penalty 1590.765057 = -112213.514938 nChanged 8 SP:Iteration 24Q (3283.660242 sec): 3 clusters Score: Raw -113805.866422 + Penalty 1590.765057 = -112215.101365 nChanged 7 SP:Iteration 25Q (3283.751385 sec): 3 clusters Score: Raw -113808.872740 + Penalty 1590.765057 = -112218.107683 nChanged 9 SP:Iteration 26Q (3283.840068 sec): 3 clusters Score: Raw -113812.872416 + Penalty 1590.765057 = -112222.107359 nChanged 6 SP:Iteration 27Q (3283.927621 sec): 3 clusters Score: Raw -113813.926060 + Penalty 1590.765057 = -112223.161003 nChanged 2 SP:Iteration 28Q (3284.023439 sec): 3 clusters Score: Raw -113814.206285 + Penalty 1590.765057 = -112223.441228 nChanged 0 SP:Iteration 29F (3284.095624 sec): 3 clusters Score: Raw -113814.206285 + Penalty 1590.765057 = -112223.441228 nChanged 0 Trying to split cluster 16 (327 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3284.156545 sec): 2 clusters Score: Raw -14500.875698 + Penalty 607.945818 = -13892.929880 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3284.239889 sec): 3 clusters Score: Raw -14514.844991 + Penalty 1215.891636 = -13298.953355 nChanged 80 SP:Iteration 1F (3284.312533 sec): 3 clusters Score: Raw -14625.498960 + Penalty 1215.891636 = -13409.607324 nChanged 19 SP:Iteration 2F (3284.391159 sec): 3 clusters Score: Raw -14661.937474 + Penalty 1215.891636 = -13446.045838 nChanged 14 SP:Iteration 3Q (3284.476992 sec): 3 clusters Score: Raw -14707.511759 + Penalty 1215.891636 = -13491.620123 nChanged 8 SP:Iteration 4Q (3284.583960 sec): 3 clusters Score: Raw -14722.732107 + Penalty 1215.891636 = -13506.840471 nChanged 7 SP:Iteration 5Q (3284.656339 sec): 3 clusters Score: Raw -14735.399177 + Penalty 1215.891636 = -13519.507541 nChanged 4 SP:Iteration 6Q (3284.739693 sec): 3 clusters Score: Raw -14748.864573 + Penalty 1215.891636 = -13532.972937 nChanged 3 SP:Iteration 7Q (3284.811576 sec): 3 clusters Score: Raw -14759.593502 + Penalty 1215.891636 = -13543.701866 nChanged 3 SP:Iteration 8Q (3284.887198 sec): 3 clusters Score: Raw -14763.219414 + Penalty 1215.891636 = -13547.327778 nChanged 4 SP:Iteration 9Q (3284.989782 sec): 3 clusters Score: Raw -14777.890477 + Penalty 1215.891636 = -13561.998841 nChanged 5 SP:Iteration 10Q (3285.052216 sec): 3 clusters Score: Raw -14790.618977 + Penalty 1215.891636 = -13574.727341 nChanged 4 SP:Iteration 11Q (3285.147999 sec): 3 clusters Score: Raw -14796.484044 + Penalty 1215.891636 = -13580.592408 nChanged 1 SP:Iteration 12Q (3285.228380 sec): 3 clusters Score: Raw -14797.681902 + Penalty 1215.891636 = -13581.790266 nChanged 0 SP:Iteration 13F (3285.321636 sec): 3 clusters Score: Raw -14797.681902 + Penalty 1215.891636 = -13581.790266 nChanged 0 Trying to split cluster 17 (2584 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3285.359930 sec): 2 clusters Score: Raw -159005.716869 + Penalty 824.994856 = -158180.722014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3285.439282 sec): 3 clusters Score: Raw -157710.317301 + Penalty 1649.989712 = -156060.327590 nChanged 1004 SP:Iteration 1F (3285.536048 sec): 3 clusters Score: Raw -158304.571294 + Penalty 1649.989712 = -156654.581582 nChanged 208 SP:Iteration 2F (3285.611609 sec): 3 clusters Score: Raw -158492.192355 + Penalty 1649.989712 = -156842.202644 nChanged 186 SP:Iteration 3F (3285.693879 sec): 3 clusters Score: Raw -158665.754414 + Penalty 1649.989712 = -157015.764702 nChanged 163 SP:Iteration 4F (3285.786074 sec): 3 clusters Score: Raw -158820.795002 + Penalty 1649.989712 = -157170.805290 nChanged 146 SP:Iteration 5F (3285.881307 sec): 3 clusters Score: Raw -158952.433805 + Penalty 1649.989712 = -157302.444094 nChanged 128 SP:Iteration 6Q (3285.968140 sec): 3 clusters Score: Raw -159077.946496 + Penalty 1649.989712 = -157427.956784 nChanged 130 SP:Iteration 7F (3286.059392 sec): 3 clusters Score: Raw -159190.954314 + Penalty 1649.989712 = -157540.964603 nChanged 92 SP:Iteration 8Q (3286.142352 sec): 3 clusters Score: Raw -159268.883615 + Penalty 1649.989712 = -157618.893904 nChanged 70 SP:Iteration 9Q (3286.240209 sec): 3 clusters Score: Raw -159330.538923 + Penalty 1649.989712 = -157680.549212 nChanged 65 SP:Iteration 10Q (3286.329982 sec): 3 clusters Score: Raw -159392.165290 + Penalty 1649.989712 = -157742.175578 nChanged 51 SP:Iteration 11Q (3286.407936 sec): 3 clusters Score: Raw -159430.949171 + Penalty 1649.989712 = -157780.959460 nChanged 36 SP:Iteration 12Q (3286.483614 sec): 3 clusters Score: Raw -159457.640607 + Penalty 1649.989712 = -157807.650895 nChanged 33 SP:Iteration 13Q (3286.577245 sec): 3 clusters Score: Raw -159476.660357 + Penalty 1649.989712 = -157826.670645 nChanged 25 SP:Iteration 14Q (3286.658471 sec): 3 clusters Score: Raw -159488.000433 + Penalty 1649.989712 = -157838.010721 nChanged 15 SP:Iteration 15Q (3286.754788 sec): 3 clusters Score: Raw -159496.142622 + Penalty 1649.989712 = -157846.152910 nChanged 12 SP:Iteration 16Q (3286.832715 sec): 3 clusters Score: Raw -159503.309518 + Penalty 1649.989712 = -157853.319807 nChanged 12 SP:Iteration 17Q (3286.909619 sec): 3 clusters Score: Raw -159509.998510 + Penalty 1649.989712 = -157860.008798 nChanged 15 SP:Iteration 18Q (3286.993399 sec): 3 clusters Score: Raw -159520.341122 + Penalty 1649.989712 = -157870.351410 nChanged 18 SP:Iteration 19Q (3287.066645 sec): 3 clusters Score: Raw -159531.022265 + Penalty 1649.989712 = -157881.032553 nChanged 9 SP:Iteration 20F (3287.155727 sec): 3 clusters Score: Raw -159533.845606 + Penalty 1649.989712 = -157883.855895 nChanged 9 SP:Iteration 21Q (3287.257954 sec): 3 clusters Score: Raw -159536.993433 + Penalty 1649.989712 = -157887.003722 nChanged 11 SP:Iteration 22Q (3287.337348 sec): 3 clusters Score: Raw -159540.852740 + Penalty 1649.989712 = -157890.863028 nChanged 7 SP:Iteration 23Q (3287.433679 sec): 3 clusters Score: Raw -159542.133612 + Penalty 1649.989712 = -157892.143900 nChanged 4 SP:Iteration 24Q (3287.519316 sec): 3 clusters Score: Raw -159543.533861 + Penalty 1649.989712 = -157893.544150 nChanged 2 SP:Iteration 25Q (3287.597856 sec): 3 clusters Score: Raw -159543.934167 + Penalty 1649.989712 = -157893.944455 nChanged 3 SP:Iteration 26Q (3287.686701 sec): 3 clusters Score: Raw -159545.171056 + Penalty 1649.989712 = -157895.181344 nChanged 0 SP:Iteration 27F (3287.773548 sec): 3 clusters Score: Raw -159545.171056 + Penalty 1649.989712 = -157895.181344 nChanged 0 Trying to split cluster 18 (864 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3287.807705 sec): 2 clusters Score: Raw -33253.883041 + Penalty 709.965141 = -32543.917900 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3287.897976 sec): 3 clusters Score: Raw -32946.963807 + Penalty 1419.930281 = -31527.033525 nChanged 287 SP:Iteration 1F (3288.001543 sec): 3 clusters Score: Raw -33206.426239 + Penalty 1419.930281 = -31786.495958 nChanged 83 SP:Iteration 2F (3288.077965 sec): 3 clusters Score: Raw -33305.027299 + Penalty 1419.930281 = -31885.097017 nChanged 50 SP:Iteration 3F (3288.164391 sec): 3 clusters Score: Raw -33369.526266 + Penalty 1419.930281 = -31949.595984 nChanged 43 SP:Iteration 4Q (3288.257481 sec): 3 clusters Score: Raw -33427.445422 + Penalty 1419.930281 = -32007.515140 nChanged 28 SP:Iteration 5Q (3288.329431 sec): 3 clusters Score: Raw -33465.994322 + Penalty 1419.930281 = -32046.064041 nChanged 20 SP:Iteration 6Q (3288.406833 sec): 3 clusters Score: Raw -33489.995490 + Penalty 1419.930281 = -32070.065209 nChanged 13 SP:Iteration 7Q (3288.487692 sec): 3 clusters Score: Raw -33502.487933 + Penalty 1419.930281 = -32082.557652 nChanged 10 SP:Iteration 8Q (3288.573653 sec): 3 clusters Score: Raw -33515.161630 + Penalty 1419.930281 = -32095.231348 nChanged 8 SP:Iteration 9Q (3288.660036 sec): 3 clusters Score: Raw -33520.921987 + Penalty 1419.930281 = -32100.991705 nChanged 1 SP:Iteration 10Q (3288.754732 sec): 3 clusters Score: Raw -33521.559172 + Penalty 1419.930281 = -32101.628891 nChanged 0 SP:Iteration 11F (3288.824973 sec): 3 clusters Score: Raw -33521.559172 + Penalty 1419.930281 = -32101.628891 nChanged 0 Trying to split cluster 19 (1485 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3288.887551 sec): 2 clusters Score: Raw -73624.325661 + Penalty 766.832855 = -72857.492806 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3288.954211 sec): 3 clusters Score: Raw -72986.030596 + Penalty 1533.665711 = -71452.364885 nChanged 518 SP:Iteration 1F (3289.033914 sec): 3 clusters Score: Raw -73408.178841 + Penalty 1533.665711 = -71874.513131 nChanged 138 SP:Iteration 2F (3289.149960 sec): 3 clusters Score: Raw -73509.593071 + Penalty 1533.665711 = -71975.927361 nChanged 74 SP:Iteration 3Q (3289.234670 sec): 3 clusters Score: Raw -73549.082135 + Penalty 1533.665711 = -72015.416425 nChanged 38 SP:Iteration 4Q (3289.330626 sec): 3 clusters Score: Raw -73568.478596 + Penalty 1533.665711 = -72034.812886 nChanged 26 SP:Iteration 5Q (3289.406106 sec): 3 clusters Score: Raw -73586.353834 + Penalty 1533.665711 = -72052.688123 nChanged 21 SP:Iteration 6Q (3289.495281 sec): 3 clusters Score: Raw -73599.621583 + Penalty 1533.665711 = -72065.955873 nChanged 18 SP:Iteration 7Q (3289.564466 sec): 3 clusters Score: Raw -73610.941631 + Penalty 1533.665711 = -72077.275921 nChanged 22 SP:Iteration 8Q (3289.644044 sec): 3 clusters Score: Raw -73623.977045 + Penalty 1533.665711 = -72090.311334 nChanged 21 SP:Iteration 9Q (3289.745836 sec): 3 clusters Score: Raw -73638.367297 + Penalty 1533.665711 = -72104.701586 nChanged 19 SP:Iteration 10Q (3289.834957 sec): 3 clusters Score: Raw -73653.271926 + Penalty 1533.665711 = -72119.606215 nChanged 21 SP:Iteration 11Q (3289.909515 sec): 3 clusters Score: Raw -73673.222310 + Penalty 1533.665711 = -72139.556599 nChanged 23 SP:Iteration 12Q (3289.981389 sec): 3 clusters Score: Raw -73695.861598 + Penalty 1533.665711 = -72162.195887 nChanged 30 SP:Iteration 13Q (3290.073494 sec): 3 clusters Score: Raw -73725.439392 + Penalty 1533.665711 = -72191.773682 nChanged 30 SP:Iteration 14Q (3290.159529 sec): 3 clusters Score: Raw -73753.583935 + Penalty 1533.665711 = -72219.918225 nChanged 27 SP:Iteration 15Q (3290.250185 sec): 3 clusters Score: Raw -73770.088993 + Penalty 1533.665711 = -72236.423282 nChanged 13 SP:Iteration 16Q (3290.312713 sec): 3 clusters Score: Raw -73778.643798 + Penalty 1533.665711 = -72244.978087 nChanged 8 SP:Iteration 17Q (3290.395941 sec): 3 clusters Score: Raw -73782.201737 + Penalty 1533.665711 = -72248.536026 nChanged 8 SP:Iteration 18Q (3290.489114 sec): 3 clusters Score: Raw -73785.931381 + Penalty 1533.665711 = -72252.265670 nChanged 10 SP:Iteration 19Q (3290.571849 sec): 3 clusters Score: Raw -73791.991902 + Penalty 1533.665711 = -72258.326191 nChanged 8 SP:Iteration 20F (3290.654000 sec): 3 clusters Score: Raw -73794.921468 + Penalty 1533.665711 = -72261.255758 nChanged 7 SP:Iteration 21Q (3290.746160 sec): 3 clusters Score: Raw -73798.091802 + Penalty 1533.665711 = -72264.426091 nChanged 7 SP:Iteration 22Q (3290.834202 sec): 3 clusters Score: Raw -73800.949828 + Penalty 1533.665711 = -72267.284117 nChanged 5 SP:Iteration 23Q (3290.920281 sec): 3 clusters Score: Raw -73802.893834 + Penalty 1533.665711 = -72269.228124 nChanged 2 SP:Iteration 24Q (3291.003493 sec): 3 clusters Score: Raw -73803.286789 + Penalty 1533.665711 = -72269.621078 nChanged 2 SP:Iteration 25Q (3291.093639 sec): 3 clusters Score: Raw -73804.158125 + Penalty 1533.665711 = -72270.492414 nChanged 2 SP:Iteration 26Q (3291.163921 sec): 3 clusters Score: Raw -73804.970392 + Penalty 1533.665711 = -72271.304681 nChanged 1 SP:Iteration 27Q (3291.266374 sec): 3 clusters Score: Raw -73805.283571 + Penalty 1533.665711 = -72271.617860 nChanged 2 SP:Iteration 28Q (3291.339585 sec): 3 clusters Score: Raw -73806.775546 + Penalty 1533.665711 = -72273.109835 nChanged 3 SP:Iteration 29Q (3291.421099 sec): 3 clusters Score: Raw -73807.649929 + Penalty 1533.665711 = -72273.984218 nChanged 3 SP:Iteration 30Q (3291.525520 sec): 3 clusters Score: Raw -73808.296864 + Penalty 1533.665711 = -72274.631153 nChanged 1 SP:Iteration 31Q (3291.599482 sec): 3 clusters Score: Raw -73808.657255 + Penalty 1533.665711 = -72274.991544 nChanged 1 SP:Iteration 32Q (3291.697324 sec): 3 clusters Score: Raw -73808.892589 + Penalty 1533.665711 = -72275.226878 nChanged 4 SP:Iteration 33Q (3291.786409 sec): 3 clusters Score: Raw -73811.703095 + Penalty 1533.665711 = -72278.037384 nChanged 5 SP:Iteration 34Q (3291.886168 sec): 3 clusters Score: Raw -73813.961177 + Penalty 1533.665711 = -72280.295466 nChanged 7 SP:Iteration 35Q (3291.959125 sec): 3 clusters Score: Raw -73816.125678 + Penalty 1533.665711 = -72282.459967 nChanged 5 SP:Iteration 36Q (3292.045444 sec): 3 clusters Score: Raw -73817.212164 + Penalty 1533.665711 = -72283.546454 nChanged 1 SP:Iteration 37Q (3292.129983 sec): 3 clusters Score: Raw -73817.898146 + Penalty 1533.665711 = -72284.232435 nChanged 1 SP:Iteration 38Q (3292.204493 sec): 3 clusters Score: Raw -73818.094415 + Penalty 1533.665711 = -72284.428705 nChanged 1 SP:Iteration 39Q (3292.299348 sec): 3 clusters Score: Raw -73818.234050 + Penalty 1533.665711 = -72284.568340 nChanged 0 SP:Iteration 40F (3292.386712 sec): 3 clusters Score: Raw -73818.234050 + Penalty 1533.665711 = -72284.568340 nChanged 0 Iteration 139Q (3293.937523 sec): 22 clusters Score: Raw -4225550.275703 + Penalty 24837.097143 = -4200713.178559 nChanged 816 Iteration 140F (3295.716423 sec): 22 clusters Score: Raw -4226065.574036 + Penalty 24837.097143 = -4201228.476893 nChanged 600 Iteration 141Q (3297.123121 sec): 22 clusters Score: Raw -4226290.330736 + Penalty 24837.097143 = -4201453.233593 nChanged 351 Iteration 142Q (3298.505978 sec): 22 clusters Score: Raw -4226404.470070 + Penalty 24837.097143 = -4201567.372926 nChanged 286 Iteration 143Q (3299.857835 sec): 22 clusters Score: Raw -4226471.718946 + Penalty 24837.097143 = -4201634.621803 nChanged 236 Iteration 144Q (3301.252959 sec): 22 clusters Score: Raw -4226515.054939 + Penalty 24837.097143 = -4201677.957796 nChanged 192 Iteration 145Q (3302.678301 sec): 22 clusters Score: Raw -4226545.097567 + Penalty 24837.097143 = -4201708.000423 nChanged 154 Iteration 146Q (3304.120814 sec): 22 clusters Score: Raw -4226572.453161 + Penalty 24837.097143 = -4201735.356018 nChanged 124 Iteration 147Q (3305.549925 sec): 22 clusters Score: Raw -4226589.831069 + Penalty 24837.097143 = -4201752.733925 nChanged 95 Iteration 148Q (3306.958326 sec): 22 clusters Score: Raw -4226603.235684 + Penalty 24837.097143 = -4201766.138541 nChanged 86 Iteration 149Q (3308.370111 sec): 22 clusters Score: Raw -4226615.687663 + Penalty 24837.097143 = -4201778.590520 nChanged 65 Iteration 150Q (3309.848142 sec): 22 clusters Score: Raw -4226625.557620 + Penalty 24837.097143 = -4201788.460477 nChanged 48 Iteration 151Q (3311.256785 sec): 22 clusters Score: Raw -4226631.664297 + Penalty 24837.097143 = -4201794.567154 nChanged 33 Iteration 152Q (3312.662732 sec): 22 clusters Score: Raw -4226635.735982 + Penalty 24837.097143 = -4201798.638839 nChanged 26 Iteration 153Q (3314.068769 sec): 22 clusters Score: Raw -4226637.925058 + Penalty 24837.097143 = -4201800.827915 nChanged 22 Iteration 154Q (3315.490921 sec): 22 clusters Score: Raw -4226640.969769 + Penalty 24837.097143 = -4201803.872625 nChanged 28 Iteration 155Q (3316.930415 sec): 22 clusters Score: Raw -4226643.852006 + Penalty 24837.097143 = -4201806.754863 nChanged 24 Iteration 156Q (3318.340458 sec): 22 clusters Score: Raw -4226646.076358 + Penalty 24837.097143 = -4201808.979214 nChanged 19 Iteration 157Q (3319.794683 sec): 22 clusters Score: Raw -4226647.983136 + Penalty 24837.097143 = -4201810.885993 nChanged 23 Iteration 158Q (3321.286469 sec): 22 clusters Score: Raw -4226649.898369 + Penalty 24837.097143 = -4201812.801226 nChanged 17 Iteration 159Q (3322.681359 sec): 22 clusters Score: Raw -4226651.283945 + Penalty 24837.097143 = -4201814.186802 nChanged 16 Iteration 160F (3324.529591 sec): 22 clusters Score: Raw -4226652.369293 + Penalty 24837.097143 = -4201815.272150 nChanged 8 Iteration 161Q (3325.964840 sec): 22 clusters Score: Raw -4226653.100820 + Penalty 24837.097143 = -4201816.003677 nChanged 18 Iteration 162Q (3327.333807 sec): 22 clusters Score: Raw -4226655.323820 + Penalty 24837.097143 = -4201818.226677 nChanged 18 Iteration 163Q (3328.772696 sec): 22 clusters Score: Raw -4226657.772274 + Penalty 24837.097143 = -4201820.675131 nChanged 11 Iteration 164Q (3330.197267 sec): 22 clusters Score: Raw -4226659.547771 + Penalty 24837.097143 = -4201822.450627 nChanged 20 Iteration 165Q (3331.591271 sec): 22 clusters Score: Raw -4226663.926927 + Penalty 24837.097143 = -4201826.829784 nChanged 25 Iteration 166Q (3333.013340 sec): 22 clusters Score: Raw -4226667.498794 + Penalty 24837.097143 = -4201830.401651 nChanged 23 Iteration 167Q (3334.425597 sec): 22 clusters Score: Raw -4226671.110349 + Penalty 24837.097143 = -4201834.013205 nChanged 33 Iteration 168Q (3335.843328 sec): 22 clusters Score: Raw -4226676.950263 + Penalty 24837.097143 = -4201839.853119 nChanged 35 Iteration 169Q (3337.343850 sec): 22 clusters Score: Raw -4226683.147923 + Penalty 24837.097143 = -4201846.050780 nChanged 31 Iteration 170Q (3338.790465 sec): 22 clusters Score: Raw -4226689.081838 + Penalty 24837.097143 = -4201851.984694 nChanged 37 Iteration 171Q (3340.246422 sec): 22 clusters Score: Raw -4226698.641986 + Penalty 24837.097143 = -4201861.544843 nChanged 40 Iteration 172Q (3341.733459 sec): 22 clusters Score: Raw -4226708.793840 + Penalty 24837.097143 = -4201871.696697 nChanged 37 Iteration 173Q (3343.170842 sec): 22 clusters Score: Raw -4226717.420130 + Penalty 24837.097143 = -4201880.322986 nChanged 50 Iteration 174Q (3344.560503 sec): 22 clusters Score: Raw -4226725.867303 + Penalty 24837.097143 = -4201888.770159 nChanged 46 Iteration 175Q (3345.987169 sec): 22 clusters Score: Raw -4226734.509175 + Penalty 24837.097143 = -4201897.412031 nChanged 41 Iteration 176Q (3347.371296 sec): 22 clusters Score: Raw -4226741.204444 + Penalty 24837.097143 = -4201904.107301 nChanged 39 Iteration 177Q (3348.798924 sec): 22 clusters Score: Raw -4226746.861163 + Penalty 24837.097143 = -4201909.764020 nChanged 38 Iteration 178Q (3350.183077 sec): 22 clusters Score: Raw -4226751.291786 + Penalty 24837.097143 = -4201914.194643 nChanged 35 Writing temp clu file Because OldScore, -4201909.764020, is greater than current (better) Score,-4201914.194643 Compute initial score before splitting: Score: Raw -4226751.291786 + Penalty 24837.097143 = -4201914.194643 Trying to split cluster 1 (2821 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3350.300566 sec): 2 clusters Score: Raw -154414.347162 + Penalty 834.208905 = -153580.138257 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3350.383581 sec): 3 clusters Score: Raw -152958.450880 + Penalty 1668.417809 = -151290.033071 nChanged 1118 SP:Iteration 1F (3350.480256 sec): 3 clusters Score: Raw -153607.606810 + Penalty 1668.417809 = -151939.189000 nChanged 243 SP:Iteration 2F (3350.560836 sec): 3 clusters Score: Raw -153766.439235 + Penalty 1668.417809 = -152098.021426 nChanged 176 SP:Iteration 3F (3350.669903 sec): 3 clusters Score: Raw -153886.137973 + Penalty 1668.417809 = -152217.720164 nChanged 159 SP:Iteration 4F (3350.767041 sec): 3 clusters Score: Raw -153982.113521 + Penalty 1668.417809 = -152313.695712 nChanged 127 SP:Iteration 5Q (3350.854111 sec): 3 clusters Score: Raw -154067.982463 + Penalty 1668.417809 = -152399.564654 nChanged 101 SP:Iteration 6Q (3350.935111 sec): 3 clusters Score: Raw -154144.135690 + Penalty 1668.417809 = -152475.717881 nChanged 92 SP:Iteration 7Q (3351.014169 sec): 3 clusters Score: Raw -154206.704419 + Penalty 1668.417809 = -152538.286610 nChanged 86 SP:Iteration 8Q (3351.095008 sec): 3 clusters Score: Raw -154257.398994 + Penalty 1668.417809 = -152588.981184 nChanged 74 SP:Iteration 9Q (3351.174999 sec): 3 clusters Score: Raw -154297.980747 + Penalty 1668.417809 = -152629.562938 nChanged 78 SP:Iteration 10Q (3351.281517 sec): 3 clusters Score: Raw -154348.390257 + Penalty 1668.417809 = -152679.972447 nChanged 69 SP:Iteration 11Q (3351.363937 sec): 3 clusters Score: Raw -154396.523324 + Penalty 1668.417809 = -152728.105515 nChanged 65 SP:Iteration 12Q (3351.436063 sec): 3 clusters Score: Raw -154438.213019 + Penalty 1668.417809 = -152769.795210 nChanged 56 SP:Iteration 13Q (3351.542467 sec): 3 clusters Score: Raw -154476.285748 + Penalty 1668.417809 = -152807.867939 nChanged 49 SP:Iteration 14Q (3351.619230 sec): 3 clusters Score: Raw -154507.464546 + Penalty 1668.417809 = -152839.046736 nChanged 41 SP:Iteration 15Q (3351.694436 sec): 3 clusters Score: Raw -154530.700794 + Penalty 1668.417809 = -152862.282984 nChanged 33 SP:Iteration 16Q (3351.781661 sec): 3 clusters Score: Raw -154552.062645 + Penalty 1668.417809 = -152883.644835 nChanged 29 SP:Iteration 17Q (3351.864618 sec): 3 clusters Score: Raw -154570.601851 + Penalty 1668.417809 = -152902.184042 nChanged 30 SP:Iteration 18Q (3351.957102 sec): 3 clusters Score: Raw -154584.547416 + Penalty 1668.417809 = -152916.129607 nChanged 21 SP:Iteration 19Q (3352.029110 sec): 3 clusters Score: Raw -154595.138747 + Penalty 1668.417809 = -152926.720938 nChanged 21 SP:Iteration 20F (3352.112091 sec): 3 clusters Score: Raw -154602.622478 + Penalty 1668.417809 = -152934.204668 nChanged 11 SP:Iteration 21Q (3352.208400 sec): 3 clusters Score: Raw -154607.839913 + Penalty 1668.417809 = -152939.422103 nChanged 15 SP:Iteration 22Q (3352.301749 sec): 3 clusters Score: Raw -154617.061273 + Penalty 1668.417809 = -152948.643464 nChanged 14 SP:Iteration 23Q (3352.372939 sec): 3 clusters Score: Raw -154621.823442 + Penalty 1668.417809 = -152953.405633 nChanged 10 SP:Iteration 24Q (3352.451211 sec): 3 clusters Score: Raw -154626.643258 + Penalty 1668.417809 = -152958.225449 nChanged 7 SP:Iteration 25Q (3352.549448 sec): 3 clusters Score: Raw -154630.774939 + Penalty 1668.417809 = -152962.357130 nChanged 6 SP:Iteration 26Q (3352.627161 sec): 3 clusters Score: Raw -154633.772153 + Penalty 1668.417809 = -152965.354344 nChanged 7 SP:Iteration 27Q (3352.706155 sec): 3 clusters Score: Raw -154635.985344 + Penalty 1668.417809 = -152967.567535 nChanged 2 SP:Iteration 28Q (3352.799201 sec): 3 clusters Score: Raw -154637.604004 + Penalty 1668.417809 = -152969.186195 nChanged 5 SP:Iteration 29Q (3352.877109 sec): 3 clusters Score: Raw -154639.158157 + Penalty 1668.417809 = -152970.740348 nChanged 1 SP:Iteration 30Q (3352.969048 sec): 3 clusters Score: Raw -154639.433268 + Penalty 1668.417809 = -152971.015459 nChanged 1 SP:Iteration 31Q (3353.060095 sec): 3 clusters Score: Raw -154639.771534 + Penalty 1668.417809 = -152971.353725 nChanged 1 SP:Iteration 32Q (3353.139183 sec): 3 clusters Score: Raw -154640.067878 + Penalty 1668.417809 = -152971.650069 nChanged 3 SP:Iteration 33Q (3353.220265 sec): 3 clusters Score: Raw -154640.899901 + Penalty 1668.417809 = -152972.482091 nChanged 0 SP:Iteration 34F (3353.299475 sec): 3 clusters Score: Raw -154640.899901 + Penalty 1668.417809 = -152972.482091 nChanged 0 Trying to split cluster 2 (2709 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3353.371155 sec): 2 clusters Score: Raw -165271.128664 + Penalty 829.955158 = -164441.173505 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3353.434995 sec): 3 clusters Score: Raw -163925.660179 + Penalty 1659.910317 = -162265.749862 nChanged 1078 SP:Iteration 1F (3353.537796 sec): 3 clusters Score: Raw -164591.613703 + Penalty 1659.910317 = -162931.703386 nChanged 211 SP:Iteration 2F (3353.630793 sec): 3 clusters Score: Raw -164748.020464 + Penalty 1659.910317 = -163088.110148 nChanged 161 SP:Iteration 3F (3353.705784 sec): 3 clusters Score: Raw -164886.068405 + Penalty 1659.910317 = -163226.158089 nChanged 152 SP:Iteration 4F (3353.786593 sec): 3 clusters Score: Raw -165034.488818 + Penalty 1659.910317 = -163374.578501 nChanged 158 SP:Iteration 5F (3353.872564 sec): 3 clusters Score: Raw -165189.160345 + Penalty 1659.910317 = -163529.250028 nChanged 154 SP:Iteration 6F (3353.954698 sec): 3 clusters Score: Raw -165336.768811 + Penalty 1659.910317 = -163676.858494 nChanged 136 SP:Iteration 7F (3354.040724 sec): 3 clusters Score: Raw -165439.986484 + Penalty 1659.910317 = -163780.076167 nChanged 104 SP:Iteration 8Q (3354.129691 sec): 3 clusters Score: Raw -165505.402468 + Penalty 1659.910317 = -163845.492151 nChanged 72 SP:Iteration 9Q (3354.212385 sec): 3 clusters Score: Raw -165547.966453 + Penalty 1659.910317 = -163888.056136 nChanged 58 SP:Iteration 10Q (3354.293623 sec): 3 clusters Score: Raw -165576.396201 + Penalty 1659.910317 = -163916.485884 nChanged 54 SP:Iteration 11Q (3354.373210 sec): 3 clusters Score: Raw -165596.262108 + Penalty 1659.910317 = -163936.351791 nChanged 31 SP:Iteration 12Q (3354.453195 sec): 3 clusters Score: Raw -165612.174513 + Penalty 1659.910317 = -163952.264196 nChanged 28 SP:Iteration 13Q (3354.532648 sec): 3 clusters Score: Raw -165623.299434 + Penalty 1659.910317 = -163963.389117 nChanged 23 SP:Iteration 14Q (3354.621006 sec): 3 clusters Score: Raw -165631.973799 + Penalty 1659.910317 = -163972.063482 nChanged 15 SP:Iteration 15Q (3354.724287 sec): 3 clusters Score: Raw -165637.368028 + Penalty 1659.910317 = -163977.457711 nChanged 12 SP:Iteration 16Q (3354.810605 sec): 3 clusters Score: Raw -165642.808555 + Penalty 1659.910317 = -163982.898238 nChanged 14 SP:Iteration 17Q (3354.889578 sec): 3 clusters Score: Raw -165647.464832 + Penalty 1659.910317 = -163987.554515 nChanged 12 SP:Iteration 18Q (3354.977707 sec): 3 clusters Score: Raw -165652.111322 + Penalty 1659.910317 = -163992.201005 nChanged 8 SP:Iteration 19Q (3355.075208 sec): 3 clusters Score: Raw -165655.610848 + Penalty 1659.910317 = -163995.700532 nChanged 8 SP:Iteration 20F (3355.151044 sec): 3 clusters Score: Raw -165658.381961 + Penalty 1659.910317 = -163998.471644 nChanged 8 SP:Iteration 21Q (3355.237230 sec): 3 clusters Score: Raw -165660.652820 + Penalty 1659.910317 = -164000.742503 nChanged 9 SP:Iteration 22Q (3355.327388 sec): 3 clusters Score: Raw -165662.406034 + Penalty 1659.910317 = -164002.495717 nChanged 3 SP:Iteration 23Q (3355.427943 sec): 3 clusters Score: Raw -165663.095801 + Penalty 1659.910317 = -164003.185484 nChanged 4 SP:Iteration 24Q (3355.508931 sec): 3 clusters Score: Raw -165664.564997 + Penalty 1659.910317 = -164004.654680 nChanged 5 SP:Iteration 25Q (3355.589288 sec): 3 clusters Score: Raw -165665.784331 + Penalty 1659.910317 = -164005.874014 nChanged 7 SP:Iteration 26Q (3355.680466 sec): 3 clusters Score: Raw -165667.265779 + Penalty 1659.910317 = -164007.355463 nChanged 7 SP:Iteration 27Q (3355.773344 sec): 3 clusters Score: Raw -165668.523483 + Penalty 1659.910317 = -164008.613167 nChanged 2 SP:Iteration 28Q (3355.842557 sec): 3 clusters Score: Raw -165668.756745 + Penalty 1659.910317 = -164008.846428 nChanged 0 SP:Iteration 29F (3355.927769 sec): 3 clusters Score: Raw -165668.756745 + Penalty 1659.910317 = -164008.846428 nChanged 0 Trying to split cluster 3 (2594 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3355.976812 sec): 2 clusters Score: Raw -125807.720056 + Penalty 825.400418 = -124982.319638 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3356.062232 sec): 3 clusters Score: Raw -124527.977459 + Penalty 1650.800837 = -122877.176622 nChanged 1059 SP:Iteration 1F (3356.156095 sec): 3 clusters Score: Raw -125270.226332 + Penalty 1650.800837 = -123619.425496 nChanged 241 SP:Iteration 2F (3356.250849 sec): 3 clusters Score: Raw -125465.585587 + Penalty 1650.800837 = -123814.784750 nChanged 157 SP:Iteration 3F (3356.336523 sec): 3 clusters Score: Raw -125574.162648 + Penalty 1650.800837 = -123923.361812 nChanged 127 SP:Iteration 4Q (3356.406787 sec): 3 clusters Score: Raw -125668.776666 + Penalty 1650.800837 = -124017.975829 nChanged 109 SP:Iteration 5Q (3356.503765 sec): 3 clusters Score: Raw -125747.963469 + Penalty 1650.800837 = -124097.162633 nChanged 94 SP:Iteration 6Q (3356.587843 sec): 3 clusters Score: Raw -125817.179206 + Penalty 1650.800837 = -124166.378370 nChanged 88 SP:Iteration 7Q (3356.680878 sec): 3 clusters Score: Raw -125869.918329 + Penalty 1650.800837 = -124219.117492 nChanged 81 SP:Iteration 8Q (3356.764637 sec): 3 clusters Score: Raw -125938.001667 + Penalty 1650.800837 = -124287.200830 nChanged 78 SP:Iteration 9Q (3356.844913 sec): 3 clusters Score: Raw -125998.279853 + Penalty 1650.800837 = -124347.479016 nChanged 73 SP:Iteration 10Q (3356.942384 sec): 3 clusters Score: Raw -126046.919463 + Penalty 1650.800837 = -124396.118626 nChanged 67 SP:Iteration 11Q (3357.021842 sec): 3 clusters Score: Raw -126105.772731 + Penalty 1650.800837 = -124454.971895 nChanged 62 SP:Iteration 12Q (3357.114416 sec): 3 clusters Score: Raw -126163.086817 + Penalty 1650.800837 = -124512.285980 nChanged 46 SP:Iteration 13Q (3357.199021 sec): 3 clusters Score: Raw -126193.044158 + Penalty 1650.800837 = -124542.243321 nChanged 43 SP:Iteration 14Q (3357.280464 sec): 3 clusters Score: Raw -126224.468856 + Penalty 1650.800837 = -124573.668020 nChanged 42 SP:Iteration 15Q (3357.377213 sec): 3 clusters Score: Raw -126252.787642 + Penalty 1650.800837 = -124601.986805 nChanged 40 SP:Iteration 16Q (3357.468127 sec): 3 clusters Score: Raw -126268.897140 + Penalty 1650.800837 = -124618.096303 nChanged 23 SP:Iteration 17Q (3357.546049 sec): 3 clusters Score: Raw -126286.222320 + Penalty 1650.800837 = -124635.421483 nChanged 16 SP:Iteration 18Q (3357.655248 sec): 3 clusters Score: Raw -126302.071157 + Penalty 1650.800837 = -124651.270320 nChanged 14 SP:Iteration 19Q (3357.733415 sec): 3 clusters Score: Raw -126308.597351 + Penalty 1650.800837 = -124657.796515 nChanged 11 SP:Iteration 20F (3357.814414 sec): 3 clusters Score: Raw -126311.266797 + Penalty 1650.800837 = -124660.465960 nChanged 7 SP:Iteration 21Q (3357.901129 sec): 3 clusters Score: Raw -126314.130404 + Penalty 1650.800837 = -124663.329568 nChanged 7 SP:Iteration 22Q (3357.995111 sec): 3 clusters Score: Raw -126315.348168 + Penalty 1650.800837 = -124664.547332 nChanged 6 SP:Iteration 23Q (3358.072984 sec): 3 clusters Score: Raw -126316.880511 + Penalty 1650.800837 = -124666.079674 nChanged 2 SP:Iteration 24Q (3358.147941 sec): 3 clusters Score: Raw -126317.258439 + Penalty 1650.800837 = -124666.457603 nChanged 0 SP:Iteration 25F (3358.251767 sec): 3 clusters Score: Raw -126317.258439 + Penalty 1650.800837 = -124666.457603 nChanged 0 Trying to split cluster 4 (1070 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3358.282805 sec): 2 clusters Score: Raw -50301.144707 + Penalty 732.418462 = -49568.726244 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3358.372942 sec): 3 clusters Score: Raw -49901.163830 + Penalty 1464.836925 = -48436.326905 nChanged 355 SP:Iteration 1F (3358.453007 sec): 3 clusters Score: Raw -50175.978890 + Penalty 1464.836925 = -48711.141966 nChanged 70 SP:Iteration 2F (3358.546604 sec): 3 clusters Score: Raw -50237.701765 + Penalty 1464.836925 = -48772.864841 nChanged 40 SP:Iteration 3Q (3358.620895 sec): 3 clusters Score: Raw -50278.961659 + Penalty 1464.836925 = -48814.124734 nChanged 40 SP:Iteration 4Q (3358.692943 sec): 3 clusters Score: Raw -50316.248362 + Penalty 1464.836925 = -48851.411437 nChanged 35 SP:Iteration 5Q (3358.788020 sec): 3 clusters Score: Raw -50354.627271 + Penalty 1464.836925 = -48889.790346 nChanged 38 SP:Iteration 6Q (3358.862540 sec): 3 clusters Score: Raw -50392.523084 + Penalty 1464.836925 = -48927.686159 nChanged 31 SP:Iteration 7Q (3358.942306 sec): 3 clusters Score: Raw -50418.429197 + Penalty 1464.836925 = -48953.592273 nChanged 31 SP:Iteration 8Q (3359.026739 sec): 3 clusters Score: Raw -50450.463971 + Penalty 1464.836925 = -48985.627046 nChanged 26 SP:Iteration 9Q (3359.124779 sec): 3 clusters Score: Raw -50479.601230 + Penalty 1464.836925 = -49014.764305 nChanged 24 SP:Iteration 10Q (3359.206311 sec): 3 clusters Score: Raw -50506.116598 + Penalty 1464.836925 = -49041.279673 nChanged 19 SP:Iteration 11Q (3359.277173 sec): 3 clusters Score: Raw -50526.321472 + Penalty 1464.836925 = -49061.484547 nChanged 15 SP:Iteration 12Q (3359.376184 sec): 3 clusters Score: Raw -50541.642290 + Penalty 1464.836925 = -49076.805365 nChanged 7 SP:Iteration 13Q (3359.441525 sec): 3 clusters Score: Raw -50547.329636 + Penalty 1464.836925 = -49082.492711 nChanged 5 SP:Iteration 14Q (3359.523807 sec): 3 clusters Score: Raw -50550.652824 + Penalty 1464.836925 = -49085.815899 nChanged 1 SP:Iteration 15Q (3359.612728 sec): 3 clusters Score: Raw -50550.884067 + Penalty 1464.836925 = -49086.047142 nChanged 0 SP:Iteration 16F (3359.697037 sec): 3 clusters Score: Raw -50550.884067 + Penalty 1464.836925 = -49086.047142 nChanged 0 Trying to split cluster 5 (8268 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3359.757682 sec): 2 clusters Score: Raw -477465.659547 + Penalty 947.115532 = -476518.544015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3359.871909 sec): 3 clusters Score: Raw -472762.299330 + Penalty 1894.231063 = -470868.068267 nChanged 3601 SP:Iteration 1F (3359.944006 sec): 3 clusters Score: Raw -474734.457798 + Penalty 1894.231063 = -472840.226735 nChanged 534 SP:Iteration 2F (3360.040960 sec): 3 clusters Score: Raw -474996.915776 + Penalty 1894.231063 = -473102.684713 nChanged 482 SP:Iteration 3F (3360.126671 sec): 3 clusters Score: Raw -475235.354012 + Penalty 1894.231063 = -473341.122948 nChanged 418 SP:Iteration 4F (3360.227125 sec): 3 clusters Score: Raw -475462.504954 + Penalty 1894.231063 = -473568.273890 nChanged 430 SP:Iteration 5F (3360.316849 sec): 3 clusters Score: Raw -475729.565349 + Penalty 1894.231063 = -473835.334286 nChanged 434 SP:Iteration 6F (3360.421870 sec): 3 clusters Score: Raw -476000.411920 + Penalty 1894.231063 = -474106.180857 nChanged 396 SP:Iteration 7Q (3360.499055 sec): 3 clusters Score: Raw -476241.837354 + Penalty 1894.231063 = -474347.606290 nChanged 369 SP:Iteration 8Q (3360.593535 sec): 3 clusters Score: Raw -476460.077223 + Penalty 1894.231063 = -474565.846160 nChanged 315 SP:Iteration 9Q (3360.674240 sec): 3 clusters Score: Raw -476613.633227 + Penalty 1894.231063 = -474719.402164 nChanged 252 SP:Iteration 10Q (3360.769503 sec): 3 clusters Score: Raw -476722.932472 + Penalty 1894.231063 = -474828.701409 nChanged 202 SP:Iteration 11Q (3360.868031 sec): 3 clusters Score: Raw -476802.233713 + Penalty 1894.231063 = -474908.002649 nChanged 184 SP:Iteration 12Q (3360.959729 sec): 3 clusters Score: Raw -476875.818734 + Penalty 1894.231063 = -474981.587670 nChanged 154 SP:Iteration 13Q (3361.059320 sec): 3 clusters Score: Raw -476945.276256 + Penalty 1894.231063 = -475051.045193 nChanged 150 SP:Iteration 14Q (3361.145445 sec): 3 clusters Score: Raw -477011.296073 + Penalty 1894.231063 = -475117.065009 nChanged 150 SP:Iteration 15Q (3361.244174 sec): 3 clusters Score: Raw -477074.636183 + Penalty 1894.231063 = -475180.405120 nChanged 139 SP:Iteration 16Q (3361.334596 sec): 3 clusters Score: Raw -477127.362783 + Penalty 1894.231063 = -475233.131720 nChanged 112 SP:Iteration 17Q (3361.431744 sec): 3 clusters Score: Raw -477184.311779 + Penalty 1894.231063 = -475290.080716 nChanged 122 SP:Iteration 18Q (3361.520200 sec): 3 clusters Score: Raw -477231.664469 + Penalty 1894.231063 = -475337.433405 nChanged 114 SP:Iteration 19Q (3361.626723 sec): 3 clusters Score: Raw -477272.678643 + Penalty 1894.231063 = -475378.447579 nChanged 100 SP:Iteration 20F (3361.710040 sec): 3 clusters Score: Raw -477312.168296 + Penalty 1894.231063 = -475417.937233 nChanged 87 SP:Iteration 21Q (3361.813325 sec): 3 clusters Score: Raw -477345.686784 + Penalty 1894.231063 = -475451.455720 nChanged 97 SP:Iteration 22Q (3361.903794 sec): 3 clusters Score: Raw -477388.498870 + Penalty 1894.231063 = -475494.267807 nChanged 100 SP:Iteration 23Q (3362.004366 sec): 3 clusters Score: Raw -477428.587324 + Penalty 1894.231063 = -475534.356260 nChanged 92 SP:Iteration 24Q (3362.097277 sec): 3 clusters Score: Raw -477461.771553 + Penalty 1894.231063 = -475567.540489 nChanged 63 SP:Iteration 25Q (3362.206111 sec): 3 clusters Score: Raw -477486.923217 + Penalty 1894.231063 = -475592.692153 nChanged 61 SP:Iteration 26Q (3362.286289 sec): 3 clusters Score: Raw -477508.539289 + Penalty 1894.231063 = -475614.308226 nChanged 58 SP:Iteration 27Q (3362.388344 sec): 3 clusters Score: Raw -477528.322181 + Penalty 1894.231063 = -475634.091118 nChanged 58 SP:Iteration 28Q (3362.473981 sec): 3 clusters Score: Raw -477546.723026 + Penalty 1894.231063 = -475652.491963 nChanged 65 SP:Iteration 29Q (3362.569249 sec): 3 clusters Score: Raw -477566.341492 + Penalty 1894.231063 = -475672.110429 nChanged 57 SP:Iteration 30Q (3362.658398 sec): 3 clusters Score: Raw -477583.653123 + Penalty 1894.231063 = -475689.422059 nChanged 55 SP:Iteration 31Q (3362.762440 sec): 3 clusters Score: Raw -477599.498447 + Penalty 1894.231063 = -475705.267383 nChanged 42 SP:Iteration 32Q (3362.854081 sec): 3 clusters Score: Raw -477610.222091 + Penalty 1894.231063 = -475715.991028 nChanged 42 SP:Iteration 33Q (3362.943103 sec): 3 clusters Score: Raw -477621.744749 + Penalty 1894.231063 = -475727.513686 nChanged 48 SP:Iteration 34Q (3363.030805 sec): 3 clusters Score: Raw -477635.452975 + Penalty 1894.231063 = -475741.221911 nChanged 42 SP:Iteration 35Q (3363.119154 sec): 3 clusters Score: Raw -477645.384882 + Penalty 1894.231063 = -475751.153819 nChanged 38 SP:Iteration 36Q (3363.222788 sec): 3 clusters Score: Raw -477655.510808 + Penalty 1894.231063 = -475761.279745 nChanged 35 SP:Iteration 37Q (3363.302977 sec): 3 clusters Score: Raw -477664.310613 + Penalty 1894.231063 = -475770.079549 nChanged 29 SP:Iteration 38Q (3363.393372 sec): 3 clusters Score: Raw -477670.635903 + Penalty 1894.231063 = -475776.404839 nChanged 26 SP:Iteration 39Q (3363.491503 sec): 3 clusters Score: Raw -477675.812088 + Penalty 1894.231063 = -475781.581025 nChanged 24 SP:Iteration 40F (3363.581421 sec): 3 clusters Score: Raw -477680.672984 + Penalty 1894.231063 = -475786.441921 nChanged 21 SP:Iteration 41Q (3363.667758 sec): 3 clusters Score: Raw -477685.041804 + Penalty 1894.231063 = -475790.810740 nChanged 20 SP:Iteration 42Q (3363.751314 sec): 3 clusters Score: Raw -477689.765749 + Penalty 1894.231063 = -475795.534686 nChanged 19 SP:Iteration 43Q (3363.859904 sec): 3 clusters Score: Raw -477694.060495 + Penalty 1894.231063 = -475799.829432 nChanged 15 SP:Iteration 44Q (3363.954859 sec): 3 clusters Score: Raw -477697.459134 + Penalty 1894.231063 = -475803.228071 nChanged 14 SP:Iteration 45Q (3364.038218 sec): 3 clusters Score: Raw -477700.484337 + Penalty 1894.231063 = -475806.253274 nChanged 16 SP:Iteration 46Q (3364.134105 sec): 3 clusters Score: Raw -477703.713531 + Penalty 1894.231063 = -475809.482467 nChanged 15 SP:Iteration 47Q (3364.218795 sec): 3 clusters Score: Raw -477707.233272 + Penalty 1894.231063 = -475813.002209 nChanged 19 SP:Iteration 48Q (3364.329104 sec): 3 clusters Score: Raw -477710.836170 + Penalty 1894.231063 = -475816.605106 nChanged 14 SP:Iteration 49Q (3364.407629 sec): 3 clusters Score: Raw -477713.560670 + Penalty 1894.231063 = -475819.329606 nChanged 14 SP:Iteration 50Q (3364.505327 sec): 3 clusters Score: Raw -477715.464704 + Penalty 1894.231063 = -475821.233640 nChanged 6 SP:Iteration 51Q (3364.593233 sec): 3 clusters Score: Raw -477716.493234 + Penalty 1894.231063 = -475822.262171 nChanged 6 SP:Iteration 52Q (3364.677253 sec): 3 clusters Score: Raw -477717.681269 + Penalty 1894.231063 = -475823.450205 nChanged 9 SP:Iteration 53Q (3364.784851 sec): 3 clusters Score: Raw -477719.918097 + Penalty 1894.231063 = -475825.687033 nChanged 12 SP:Iteration 54Q (3364.865578 sec): 3 clusters Score: Raw -477721.781698 + Penalty 1894.231063 = -475827.550635 nChanged 11 SP:Iteration 55Q (3364.962144 sec): 3 clusters Score: Raw -477724.472754 + Penalty 1894.231063 = -475830.241691 nChanged 11 SP:Iteration 56Q (3365.059031 sec): 3 clusters Score: Raw -477726.566073 + Penalty 1894.231063 = -475832.335009 nChanged 8 SP:Iteration 57Q (3365.143527 sec): 3 clusters Score: Raw -477727.654378 + Penalty 1894.231063 = -475833.423315 nChanged 4 SP:Iteration 58Q (3365.239483 sec): 3 clusters Score: Raw -477728.365139 + Penalty 1894.231063 = -475834.134075 nChanged 5 SP:Iteration 59Q (3365.334656 sec): 3 clusters Score: Raw -477729.091856 + Penalty 1894.231063 = -475834.860792 nChanged 6 SP:Iteration 60F (3365.431709 sec): 3 clusters Score: Raw -477730.316568 + Penalty 1894.231063 = -475836.085505 nChanged 10 SP:Iteration 61Q (3365.514680 sec): 3 clusters Score: Raw -477732.045460 + Penalty 1894.231063 = -475837.814397 nChanged 11 SP:Iteration 62Q (3365.599681 sec): 3 clusters Score: Raw -477733.574570 + Penalty 1894.231063 = -475839.343507 nChanged 7 SP:Iteration 63Q (3365.693338 sec): 3 clusters Score: Raw -477734.970830 + Penalty 1894.231063 = -475840.739767 nChanged 7 SP:Iteration 64Q (3365.784220 sec): 3 clusters Score: Raw -477735.943689 + Penalty 1894.231063 = -475841.712626 nChanged 6 SP:Iteration 65Q (3365.888593 sec): 3 clusters Score: Raw -477736.895165 + Penalty 1894.231063 = -475842.664101 nChanged 5 SP:Iteration 66Q (3365.956784 sec): 3 clusters Score: Raw -477737.773893 + Penalty 1894.231063 = -475843.542829 nChanged 8 SP:Iteration 67Q (3366.039406 sec): 3 clusters Score: Raw -477739.553137 + Penalty 1894.231063 = -475845.322074 nChanged 3 SP:Iteration 68Q (3366.147564 sec): 3 clusters Score: Raw -477739.834663 + Penalty 1894.231063 = -475845.603599 nChanged 2 SP:Iteration 69Q (3366.227813 sec): 3 clusters Score: Raw -477740.165636 + Penalty 1894.231063 = -475845.934573 nChanged 0 SP:Iteration 70F (3366.316076 sec): 3 clusters Score: Raw -477740.165636 + Penalty 1894.231063 = -475845.934573 nChanged 0 Trying to split cluster 6 (3673 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3366.380034 sec): 2 clusters Score: Raw -209784.787760 + Penalty 861.920225 = -208922.867535 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3366.451255 sec): 3 clusters Score: Raw -207879.592413 + Penalty 1723.840450 = -206155.751964 nChanged 1464 SP:Iteration 1F (3366.539952 sec): 3 clusters Score: Raw -208728.235588 + Penalty 1723.840450 = -207004.395138 nChanged 286 SP:Iteration 2F (3366.626493 sec): 3 clusters Score: Raw -208952.209674 + Penalty 1723.840450 = -207228.369224 nChanged 243 SP:Iteration 3F (3366.712552 sec): 3 clusters Score: Raw -209157.646931 + Penalty 1723.840450 = -207433.806481 nChanged 239 SP:Iteration 4F (3366.798427 sec): 3 clusters Score: Raw -209351.506935 + Penalty 1723.840450 = -207627.666485 nChanged 196 SP:Iteration 5F (3366.891676 sec): 3 clusters Score: Raw -209484.409476 + Penalty 1723.840450 = -207760.569026 nChanged 154 SP:Iteration 6Q (3366.977909 sec): 3 clusters Score: Raw -209574.905124 + Penalty 1723.840450 = -207851.064674 nChanged 129 SP:Iteration 7Q (3367.069489 sec): 3 clusters Score: Raw -209641.366718 + Penalty 1723.840450 = -207917.526269 nChanged 98 SP:Iteration 8Q (3367.159451 sec): 3 clusters Score: Raw -209684.958996 + Penalty 1723.840450 = -207961.118547 nChanged 74 SP:Iteration 9Q (3367.243068 sec): 3 clusters Score: Raw -209712.975325 + Penalty 1723.840450 = -207989.134875 nChanged 65 SP:Iteration 10Q (3367.323146 sec): 3 clusters Score: Raw -209735.688192 + Penalty 1723.840450 = -208011.847742 nChanged 65 SP:Iteration 11Q (3367.420255 sec): 3 clusters Score: Raw -209756.389365 + Penalty 1723.840450 = -208032.548915 nChanged 36 SP:Iteration 12Q (3367.514736 sec): 3 clusters Score: Raw -209766.946772 + Penalty 1723.840450 = -208043.106323 nChanged 24 SP:Iteration 13Q (3367.601217 sec): 3 clusters Score: Raw -209772.613138 + Penalty 1723.840450 = -208048.772688 nChanged 23 SP:Iteration 14Q (3367.692438 sec): 3 clusters Score: Raw -209776.828332 + Penalty 1723.840450 = -208052.987882 nChanged 10 SP:Iteration 15Q (3367.757177 sec): 3 clusters Score: Raw -209779.201493 + Penalty 1723.840450 = -208055.361043 nChanged 12 SP:Iteration 16Q (3367.861900 sec): 3 clusters Score: Raw -209783.651150 + Penalty 1723.840450 = -208059.810700 nChanged 16 SP:Iteration 17Q (3367.937724 sec): 3 clusters Score: Raw -209786.214811 + Penalty 1723.840450 = -208062.374362 nChanged 9 SP:Iteration 18Q (3368.033506 sec): 3 clusters Score: Raw -209788.443147 + Penalty 1723.840450 = -208064.602697 nChanged 8 SP:Iteration 19Q (3368.104372 sec): 3 clusters Score: Raw -209790.125672 + Penalty 1723.840450 = -208066.285222 nChanged 6 SP:Iteration 20F (3368.193421 sec): 3 clusters Score: Raw -209790.779072 + Penalty 1723.840450 = -208066.938622 nChanged 3 SP:Iteration 21Q (3368.269849 sec): 3 clusters Score: Raw -209791.227108 + Penalty 1723.840450 = -208067.386658 nChanged 5 SP:Iteration 22Q (3368.355079 sec): 3 clusters Score: Raw -209791.757802 + Penalty 1723.840450 = -208067.917352 nChanged 3 SP:Iteration 23Q (3368.457269 sec): 3 clusters Score: Raw -209792.042528 + Penalty 1723.840450 = -208068.202079 nChanged 6 SP:Iteration 24Q (3368.542954 sec): 3 clusters Score: Raw -209792.767845 + Penalty 1723.840450 = -208068.927396 nChanged 3 SP:Iteration 25Q (3368.625033 sec): 3 clusters Score: Raw -209794.414217 + Penalty 1723.840450 = -208070.573768 nChanged 8 SP:Iteration 26Q (3368.694602 sec): 3 clusters Score: Raw -209796.115434 + Penalty 1723.840450 = -208072.274984 nChanged 5 SP:Iteration 27Q (3368.786722 sec): 3 clusters Score: Raw -209797.473499 + Penalty 1723.840450 = -208073.633050 nChanged 4 SP:Iteration 28Q (3368.866724 sec): 3 clusters Score: Raw -209798.163339 + Penalty 1723.840450 = -208074.322889 nChanged 6 SP:Iteration 29Q (3368.946336 sec): 3 clusters Score: Raw -209798.882730 + Penalty 1723.840450 = -208075.042281 nChanged 6 SP:Iteration 30Q (3369.039751 sec): 3 clusters Score: Raw -209800.275693 + Penalty 1723.840450 = -208076.435243 nChanged 8 SP:Iteration 31Q (3369.144413 sec): 3 clusters Score: Raw -209801.592979 + Penalty 1723.840450 = -208077.752529 nChanged 9 SP:Iteration 32Q (3369.243359 sec): 3 clusters Score: Raw -209803.126158 + Penalty 1723.840450 = -208079.285708 nChanged 5 SP:Iteration 33Q (3369.317177 sec): 3 clusters Score: Raw -209803.757422 + Penalty 1723.840450 = -208079.916972 nChanged 4 SP:Iteration 34Q (3369.412589 sec): 3 clusters Score: Raw -209804.308186 + Penalty 1723.840450 = -208080.467736 nChanged 0 SP:Iteration 35F (3369.484367 sec): 3 clusters Score: Raw -209804.308186 + Penalty 1723.840450 = -208080.467736 nChanged 0 Trying to split cluster 7 (2905 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3369.534350 sec): 2 clusters Score: Raw -167782.415905 + Penalty 837.289810 = -166945.126095 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3369.612797 sec): 3 clusters Score: Raw -166333.895666 + Penalty 1674.579621 = -164659.316046 nChanged 1157 SP:Iteration 1F (3369.702117 sec): 3 clusters Score: Raw -166994.595490 + Penalty 1674.579621 = -165320.015870 nChanged 236 SP:Iteration 2F (3369.772218 sec): 3 clusters Score: Raw -167148.998652 + Penalty 1674.579621 = -165474.419032 nChanged 176 SP:Iteration 3F (3369.854021 sec): 3 clusters Score: Raw -167266.600844 + Penalty 1674.579621 = -165592.021223 nChanged 147 SP:Iteration 4F (3369.951865 sec): 3 clusters Score: Raw -167377.450745 + Penalty 1674.579621 = -165702.871125 nChanged 137 SP:Iteration 5Q (3370.033314 sec): 3 clusters Score: Raw -167470.800818 + Penalty 1674.579621 = -165796.221197 nChanged 129 SP:Iteration 6Q (3370.107180 sec): 3 clusters Score: Raw -167561.916795 + Penalty 1674.579621 = -165887.337174 nChanged 116 SP:Iteration 7Q (3370.208568 sec): 3 clusters Score: Raw -167654.949279 + Penalty 1674.579621 = -165980.369658 nChanged 117 SP:Iteration 8Q (3370.286563 sec): 3 clusters Score: Raw -167745.519252 + Penalty 1674.579621 = -166070.939632 nChanged 104 SP:Iteration 9Q (3370.364145 sec): 3 clusters Score: Raw -167812.902932 + Penalty 1674.579621 = -166138.323311 nChanged 88 SP:Iteration 10Q (3370.455707 sec): 3 clusters Score: Raw -167864.309858 + Penalty 1674.579621 = -166189.730238 nChanged 62 SP:Iteration 11Q (3370.544253 sec): 3 clusters Score: Raw -167894.313226 + Penalty 1674.579621 = -166219.733605 nChanged 49 SP:Iteration 12Q (3370.639607 sec): 3 clusters Score: Raw -167917.586965 + Penalty 1674.579621 = -166243.007344 nChanged 46 SP:Iteration 13Q (3370.714362 sec): 3 clusters Score: Raw -167946.880547 + Penalty 1674.579621 = -166272.300927 nChanged 43 SP:Iteration 14Q (3370.812639 sec): 3 clusters Score: Raw -167979.773412 + Penalty 1674.579621 = -166305.193791 nChanged 51 SP:Iteration 15Q (3370.893992 sec): 3 clusters Score: Raw -168004.800434 + Penalty 1674.579621 = -166330.220813 nChanged 44 SP:Iteration 16Q (3370.981136 sec): 3 clusters Score: Raw -168027.119715 + Penalty 1674.579621 = -166352.540095 nChanged 40 SP:Iteration 17Q (3371.060727 sec): 3 clusters Score: Raw -168045.579004 + Penalty 1674.579621 = -166370.999383 nChanged 34 SP:Iteration 18Q (3371.155021 sec): 3 clusters Score: Raw -168060.021197 + Penalty 1674.579621 = -166385.441576 nChanged 20 SP:Iteration 19Q (3371.241098 sec): 3 clusters Score: Raw -168071.100974 + Penalty 1674.579621 = -166396.521354 nChanged 21 SP:Iteration 20F (3371.318067 sec): 3 clusters Score: Raw -168078.794669 + Penalty 1674.579621 = -166404.215048 nChanged 19 SP:Iteration 21Q (3371.415159 sec): 3 clusters Score: Raw -168087.287228 + Penalty 1674.579621 = -166412.707608 nChanged 15 SP:Iteration 22Q (3371.489750 sec): 3 clusters Score: Raw -168092.817780 + Penalty 1674.579621 = -166418.238159 nChanged 12 SP:Iteration 23Q (3371.594432 sec): 3 clusters Score: Raw -168098.363485 + Penalty 1674.579621 = -166423.783864 nChanged 15 SP:Iteration 24Q (3371.675324 sec): 3 clusters Score: Raw -168101.919538 + Penalty 1674.579621 = -166427.339918 nChanged 11 SP:Iteration 25Q (3371.768961 sec): 3 clusters Score: Raw -168106.987510 + Penalty 1674.579621 = -166432.407889 nChanged 7 SP:Iteration 26Q (3371.847553 sec): 3 clusters Score: Raw -168110.238932 + Penalty 1674.579621 = -166435.659311 nChanged 10 SP:Iteration 27Q (3371.933297 sec): 3 clusters Score: Raw -168113.618188 + Penalty 1674.579621 = -166439.038568 nChanged 5 SP:Iteration 28Q (3372.041208 sec): 3 clusters Score: Raw -168114.939020 + Penalty 1674.579621 = -166440.359400 nChanged 4 SP:Iteration 29Q (3372.121351 sec): 3 clusters Score: Raw -168115.782218 + Penalty 1674.579621 = -166441.202597 nChanged 1 SP:Iteration 30Q (3372.200358 sec): 3 clusters Score: Raw -168116.478596 + Penalty 1674.579621 = -166441.898975 nChanged 0 SP:Iteration 31F (3372.287842 sec): 3 clusters Score: Raw -168116.478596 + Penalty 1674.579621 = -166441.898975 nChanged 0 Trying to split cluster 8 (1052 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3372.336667 sec): 2 clusters Score: Raw -50503.898395 + Penalty 730.637081 = -49773.261314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3372.415576 sec): 3 clusters Score: Raw -50083.419219 + Penalty 1461.274163 = -48622.145056 nChanged 380 SP:Iteration 1F (3372.500919 sec): 3 clusters Score: Raw -50395.523424 + Penalty 1461.274163 = -48934.249262 nChanged 88 SP:Iteration 2F (3372.584330 sec): 3 clusters Score: Raw -50488.360020 + Penalty 1461.274163 = -49027.085858 nChanged 54 SP:Iteration 3F (3372.664897 sec): 3 clusters Score: Raw -50559.289918 + Penalty 1461.274163 = -49098.015755 nChanged 47 SP:Iteration 4Q (3372.759766 sec): 3 clusters Score: Raw -50607.259521 + Penalty 1461.274163 = -49145.985359 nChanged 43 SP:Iteration 5Q (3372.838988 sec): 3 clusters Score: Raw -50653.789279 + Penalty 1461.274163 = -49192.515116 nChanged 39 SP:Iteration 6Q (3372.943840 sec): 3 clusters Score: Raw -50704.501750 + Penalty 1461.274163 = -49243.227588 nChanged 30 SP:Iteration 7Q (3373.015325 sec): 3 clusters Score: Raw -50733.517104 + Penalty 1461.274163 = -49272.242942 nChanged 24 SP:Iteration 8Q (3373.111591 sec): 3 clusters Score: Raw -50758.825046 + Penalty 1461.274163 = -49297.550883 nChanged 24 SP:Iteration 9Q (3373.196996 sec): 3 clusters Score: Raw -50785.210844 + Penalty 1461.274163 = -49323.936682 nChanged 23 SP:Iteration 10Q (3373.279638 sec): 3 clusters Score: Raw -50802.569499 + Penalty 1461.274163 = -49341.295337 nChanged 11 SP:Iteration 11Q (3373.357237 sec): 3 clusters Score: Raw -50809.725159 + Penalty 1461.274163 = -49348.450996 nChanged 6 SP:Iteration 12Q (3373.449010 sec): 3 clusters Score: Raw -50812.647965 + Penalty 1461.274163 = -49351.373803 nChanged 3 SP:Iteration 13Q (3373.513249 sec): 3 clusters Score: Raw -50813.347804 + Penalty 1461.274163 = -49352.073642 nChanged 2 SP:Iteration 14Q (3373.593610 sec): 3 clusters Score: Raw -50813.763715 + Penalty 1461.274163 = -49352.489553 nChanged 0 SP:Iteration 15F (3373.684639 sec): 3 clusters Score: Raw -50813.763715 + Penalty 1461.274163 = -49352.489553 nChanged 0 Trying to split cluster 9 (5257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3373.742282 sec): 2 clusters Score: Raw -267523.934249 + Penalty 899.568159 = -266624.366090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3373.831548 sec): 3 clusters Score: Raw -264586.480779 + Penalty 1799.136318 = -262787.344461 nChanged 2255 SP:Iteration 1F (3373.929247 sec): 3 clusters Score: Raw -265860.800322 + Penalty 1799.136318 = -264061.664004 nChanged 413 SP:Iteration 2F (3374.031193 sec): 3 clusters Score: Raw -266206.563232 + Penalty 1799.136318 = -264407.426914 nChanged 395 SP:Iteration 3F (3374.104646 sec): 3 clusters Score: Raw -266528.725317 + Penalty 1799.136318 = -264729.588999 nChanged 362 SP:Iteration 4F (3374.209889 sec): 3 clusters Score: Raw -266810.341478 + Penalty 1799.136318 = -265011.205159 nChanged 319 SP:Iteration 5F (3374.283716 sec): 3 clusters Score: Raw -267053.949607 + Penalty 1799.136318 = -265254.813289 nChanged 267 SP:Iteration 6F (3374.370201 sec): 3 clusters Score: Raw -267236.606051 + Penalty 1799.136318 = -265437.469733 nChanged 238 SP:Iteration 7Q (3374.468055 sec): 3 clusters Score: Raw -267398.233574 + Penalty 1799.136318 = -265599.097256 nChanged 218 SP:Iteration 8Q (3374.556851 sec): 3 clusters Score: Raw -267545.275404 + Penalty 1799.136318 = -265746.139086 nChanged 214 SP:Iteration 9Q (3374.623993 sec): 3 clusters Score: Raw -267655.222638 + Penalty 1799.136318 = -265856.086320 nChanged 169 SP:Iteration 10Q (3374.729800 sec): 3 clusters Score: Raw -267725.918091 + Penalty 1799.136318 = -265926.781772 nChanged 128 SP:Iteration 11Q (3374.829035 sec): 3 clusters Score: Raw -267774.386285 + Penalty 1799.136318 = -265975.249967 nChanged 85 SP:Iteration 12Q (3374.927359 sec): 3 clusters Score: Raw -267802.601725 + Penalty 1799.136318 = -266003.465406 nChanged 60 SP:Iteration 13Q (3375.017264 sec): 3 clusters Score: Raw -267822.672282 + Penalty 1799.136318 = -266023.535964 nChanged 48 SP:Iteration 14Q (3375.107935 sec): 3 clusters Score: Raw -267833.717412 + Penalty 1799.136318 = -266034.581094 nChanged 33 SP:Iteration 15Q (3375.183891 sec): 3 clusters Score: Raw -267840.340189 + Penalty 1799.136318 = -266041.203871 nChanged 26 SP:Iteration 16Q (3375.271597 sec): 3 clusters Score: Raw -267845.475131 + Penalty 1799.136318 = -266046.338813 nChanged 22 SP:Iteration 17Q (3375.376387 sec): 3 clusters Score: Raw -267849.069855 + Penalty 1799.136318 = -266049.933536 nChanged 16 SP:Iteration 18Q (3375.469061 sec): 3 clusters Score: Raw -267852.143410 + Penalty 1799.136318 = -266053.007091 nChanged 14 SP:Iteration 19Q (3375.555609 sec): 3 clusters Score: Raw -267854.598043 + Penalty 1799.136318 = -266055.461725 nChanged 12 SP:Iteration 20F (3375.652604 sec): 3 clusters Score: Raw -267855.863152 + Penalty 1799.136318 = -266056.726834 nChanged 6 SP:Iteration 21Q (3375.754327 sec): 3 clusters Score: Raw -267856.325526 + Penalty 1799.136318 = -266057.189208 nChanged 0 SP:Iteration 22F (3375.847011 sec): 3 clusters Score: Raw -267856.325526 + Penalty 1799.136318 = -266057.189208 nChanged 0 Trying to split cluster 10 (3247 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3375.881019 sec): 2 clusters Score: Raw -191055.878205 + Penalty 848.976111 = -190206.902094 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3375.995162 sec): 3 clusters Score: Raw -189402.531364 + Penalty 1697.952222 = -187704.579142 nChanged 1317 SP:Iteration 1F (3376.060524 sec): 3 clusters Score: Raw -190284.605464 + Penalty 1697.952222 = -188586.653242 nChanged 258 SP:Iteration 2F (3376.152075 sec): 3 clusters Score: Raw -190449.225989 + Penalty 1697.952222 = -188751.273767 nChanged 215 SP:Iteration 3F (3376.229756 sec): 3 clusters Score: Raw -190603.991530 + Penalty 1697.952222 = -188906.039308 nChanged 179 SP:Iteration 4F (3376.322198 sec): 3 clusters Score: Raw -190720.399498 + Penalty 1697.952222 = -189022.447276 nChanged 133 SP:Iteration 5Q (3376.413792 sec): 3 clusters Score: Raw -190798.918630 + Penalty 1697.952222 = -189100.966408 nChanged 118 SP:Iteration 6Q (3376.519215 sec): 3 clusters Score: Raw -190863.675514 + Penalty 1697.952222 = -189165.723291 nChanged 91 SP:Iteration 7Q (3376.600423 sec): 3 clusters Score: Raw -190918.614622 + Penalty 1697.952222 = -189220.662400 nChanged 75 SP:Iteration 8Q (3376.691664 sec): 3 clusters Score: Raw -190957.418363 + Penalty 1697.952222 = -189259.466141 nChanged 54 SP:Iteration 9Q (3376.762979 sec): 3 clusters Score: Raw -190978.974655 + Penalty 1697.952222 = -189281.022433 nChanged 50 SP:Iteration 10Q (3376.846588 sec): 3 clusters Score: Raw -190998.382414 + Penalty 1697.952222 = -189300.430192 nChanged 41 SP:Iteration 11Q (3376.933057 sec): 3 clusters Score: Raw -191017.764508 + Penalty 1697.952222 = -189319.812285 nChanged 35 SP:Iteration 12Q (3377.026825 sec): 3 clusters Score: Raw -191030.543859 + Penalty 1697.952222 = -189332.591637 nChanged 22 SP:Iteration 13Q (3377.111724 sec): 3 clusters Score: Raw -191038.085876 + Penalty 1697.952222 = -189340.133654 nChanged 21 SP:Iteration 14Q (3377.196139 sec): 3 clusters Score: Raw -191042.806504 + Penalty 1697.952222 = -189344.854282 nChanged 18 SP:Iteration 15Q (3377.289714 sec): 3 clusters Score: Raw -191048.934725 + Penalty 1697.952222 = -189350.982503 nChanged 17 SP:Iteration 16Q (3377.365141 sec): 3 clusters Score: Raw -191055.266595 + Penalty 1697.952222 = -189357.314373 nChanged 16 SP:Iteration 17Q (3377.455660 sec): 3 clusters Score: Raw -191060.217605 + Penalty 1697.952222 = -189362.265383 nChanged 21 SP:Iteration 18Q (3377.538160 sec): 3 clusters Score: Raw -191071.594748 + Penalty 1697.952222 = -189373.642526 nChanged 26 SP:Iteration 19Q (3377.632578 sec): 3 clusters Score: Raw -191085.444037 + Penalty 1697.952222 = -189387.491815 nChanged 25 SP:Iteration 20F (3377.720778 sec): 3 clusters Score: Raw -191095.780580 + Penalty 1697.952222 = -189397.828358 nChanged 14 SP:Iteration 21Q (3377.810652 sec): 3 clusters Score: Raw -191099.453952 + Penalty 1697.952222 = -189401.501730 nChanged 13 SP:Iteration 22Q (3377.896889 sec): 3 clusters Score: Raw -191103.947311 + Penalty 1697.952222 = -189405.995089 nChanged 8 SP:Iteration 23Q (3377.984893 sec): 3 clusters Score: Raw -191106.272928 + Penalty 1697.952222 = -189408.320706 nChanged 12 SP:Iteration 24Q (3378.072698 sec): 3 clusters Score: Raw -191109.603943 + Penalty 1697.952222 = -189411.651721 nChanged 7 SP:Iteration 25Q (3378.171509 sec): 3 clusters Score: Raw -191112.345163 + Penalty 1697.952222 = -189414.392940 nChanged 11 SP:Iteration 26Q (3378.258892 sec): 3 clusters Score: Raw -191116.278618 + Penalty 1697.952222 = -189418.326396 nChanged 14 SP:Iteration 27Q (3378.351314 sec): 3 clusters Score: Raw -191121.601477 + Penalty 1697.952222 = -189423.649255 nChanged 19 SP:Iteration 28Q (3378.427604 sec): 3 clusters Score: Raw -191128.513728 + Penalty 1697.952222 = -189430.561506 nChanged 22 SP:Iteration 29Q (3378.542870 sec): 3 clusters Score: Raw -191136.068272 + Penalty 1697.952222 = -189438.116050 nChanged 14 SP:Iteration 30Q (3378.625341 sec): 3 clusters Score: Raw -191142.240567 + Penalty 1697.952222 = -189444.288345 nChanged 16 SP:Iteration 31Q (3378.709310 sec): 3 clusters Score: Raw -191150.078335 + Penalty 1697.952222 = -189452.126113 nChanged 17 SP:Iteration 32Q (3378.805465 sec): 3 clusters Score: Raw -191156.692070 + Penalty 1697.952222 = -189458.739848 nChanged 14 SP:Iteration 33Q (3378.875996 sec): 3 clusters Score: Raw -191164.701920 + Penalty 1697.952222 = -189466.749698 nChanged 15 SP:Iteration 34Q (3378.961631 sec): 3 clusters Score: Raw -191175.309197 + Penalty 1697.952222 = -189477.356975 nChanged 22 SP:Iteration 35Q (3379.066107 sec): 3 clusters Score: Raw -191182.414424 + Penalty 1697.952222 = -189484.462202 nChanged 13 SP:Iteration 36Q (3379.155174 sec): 3 clusters Score: Raw -191186.394549 + Penalty 1697.952222 = -189488.442327 nChanged 14 SP:Iteration 37Q (3379.220838 sec): 3 clusters Score: Raw -191191.774448 + Penalty 1697.952222 = -189493.822226 nChanged 17 SP:Iteration 38Q (3379.307669 sec): 3 clusters Score: Raw -191197.365601 + Penalty 1697.952222 = -189499.413379 nChanged 5 SP:Iteration 39Q (3379.411970 sec): 3 clusters Score: Raw -191198.259833 + Penalty 1697.952222 = -189500.307611 nChanged 4 SP:Iteration 40F (3379.499196 sec): 3 clusters Score: Raw -191199.234975 + Penalty 1697.952222 = -189501.282753 nChanged 5 SP:Iteration 41Q (3379.572070 sec): 3 clusters Score: Raw -191200.204320 + Penalty 1697.952222 = -189502.252098 nChanged 6 SP:Iteration 42Q (3379.662844 sec): 3 clusters Score: Raw -191202.243763 + Penalty 1697.952222 = -189504.291540 nChanged 6 SP:Iteration 43Q (3379.746948 sec): 3 clusters Score: Raw -191203.991789 + Penalty 1697.952222 = -189506.039567 nChanged 5 SP:Iteration 44Q (3379.854071 sec): 3 clusters Score: Raw -191204.882119 + Penalty 1697.952222 = -189506.929897 nChanged 1 SP:Iteration 45Q (3379.926921 sec): 3 clusters Score: Raw -191205.469378 + Penalty 1697.952222 = -189507.517156 nChanged 2 SP:Iteration 46Q (3380.006681 sec): 3 clusters Score: Raw -191205.877213 + Penalty 1697.952222 = -189507.924991 nChanged 3 SP:Iteration 47Q (3380.095817 sec): 3 clusters Score: Raw -191206.294048 + Penalty 1697.952222 = -189508.341826 nChanged 2 SP:Iteration 48Q (3380.193328 sec): 3 clusters Score: Raw -191206.705239 + Penalty 1697.952222 = -189508.753017 nChanged 1 SP:Iteration 49Q (3380.264047 sec): 3 clusters Score: Raw -191206.851469 + Penalty 1697.952222 = -189508.899247 nChanged 1 SP:Iteration 50Q (3380.357853 sec): 3 clusters Score: Raw -191207.292154 + Penalty 1697.952222 = -189509.339932 nChanged 1 SP:Iteration 51Q (3380.435680 sec): 3 clusters Score: Raw -191207.441124 + Penalty 1697.952222 = -189509.488901 nChanged 0 SP:Iteration 52F (3380.516671 sec): 3 clusters Score: Raw -191207.441124 + Penalty 1697.952222 = -189509.488901 nChanged 0 Trying to split cluster 11 (12368 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3380.600313 sec): 2 clusters Score: Raw -740219.114624 + Penalty 989.401116 = -739229.713508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3380.702920 sec): 3 clusters Score: Raw -732778.717223 + Penalty 1978.802232 = -730799.914991 nChanged 5562 SP:Iteration 1F (3380.789079 sec): 3 clusters Score: Raw -736067.724549 + Penalty 1978.802232 = -734088.922317 nChanged 777 SP:Iteration 2F (3380.892823 sec): 3 clusters Score: Raw -736444.119276 + Penalty 1978.802232 = -734465.317044 nChanged 812 SP:Iteration 3F (3381.025507 sec): 3 clusters Score: Raw -736926.214356 + Penalty 1978.802232 = -734947.412124 nChanged 871 SP:Iteration 4F (3381.118801 sec): 3 clusters Score: Raw -737560.963280 + Penalty 1978.802232 = -735582.161048 nChanged 906 SP:Iteration 5F (3381.234498 sec): 3 clusters Score: Raw -738289.409091 + Penalty 1978.802232 = -736310.606859 nChanged 776 SP:Iteration 6F (3381.332133 sec): 3 clusters Score: Raw -738925.899363 + Penalty 1978.802232 = -736947.097131 nChanged 634 SP:Iteration 7F (3381.438404 sec): 3 clusters Score: Raw -739478.951592 + Penalty 1978.802232 = -737500.149360 nChanged 454 SP:Iteration 8Q (3381.530952 sec): 3 clusters Score: Raw -739862.088975 + Penalty 1978.802232 = -737883.286743 nChanged 274 SP:Iteration 9Q (3381.664243 sec): 3 clusters Score: Raw -740076.266145 + Penalty 1978.802232 = -738097.463914 nChanged 161 SP:Iteration 10Q (3381.746520 sec): 3 clusters Score: Raw -740213.974829 + Penalty 1978.802232 = -738235.172597 nChanged 95 SP:Iteration 11Q (3381.874378 sec): 3 clusters Score: Raw -740290.009645 + Penalty 1978.802232 = -738311.207413 nChanged 54 SP:Iteration 12Q (3381.961326 sec): 3 clusters Score: Raw -740333.652964 + Penalty 1978.802232 = -738354.850732 nChanged 33 SP:Iteration 13Q (3382.066947 sec): 3 clusters Score: Raw -740365.078458 + Penalty 1978.802232 = -738386.276226 nChanged 27 SP:Iteration 14Q (3382.160978 sec): 3 clusters Score: Raw -740383.513888 + Penalty 1978.802232 = -738404.711656 nChanged 14 SP:Iteration 15Q (3382.267997 sec): 3 clusters Score: Raw -740397.529808 + Penalty 1978.802232 = -738418.727576 nChanged 13 SP:Iteration 16Q (3382.357895 sec): 3 clusters Score: Raw -740408.778339 + Penalty 1978.802232 = -738429.976107 nChanged 10 SP:Iteration 17Q (3382.467296 sec): 3 clusters Score: Raw -740415.459931 + Penalty 1978.802232 = -738436.657699 nChanged 3 SP:Iteration 18Q (3382.550881 sec): 3 clusters Score: Raw -740416.457964 + Penalty 1978.802232 = -738437.655732 nChanged 1 SP:Iteration 19Q (3382.648621 sec): 3 clusters Score: Raw -740416.801505 + Penalty 1978.802232 = -738437.999273 nChanged 2 SP:Iteration 20F (3382.746937 sec): 3 clusters Score: Raw -740418.246466 + Penalty 1978.802232 = -738439.444235 nChanged 1 SP:Iteration 21Q (3382.859695 sec): 3 clusters Score: Raw -740418.630611 + Penalty 1978.802232 = -738439.828379 nChanged 2 SP:Iteration 22Q (3382.943307 sec): 3 clusters Score: Raw -740420.174151 + Penalty 1978.802232 = -738441.371919 nChanged 1 SP:Iteration 23Q (3383.053852 sec): 3 clusters Score: Raw -740421.556070 + Penalty 1978.802232 = -738442.753838 nChanged 2 SP:Iteration 24Q (3383.148059 sec): 3 clusters Score: Raw -740422.810459 + Penalty 1978.802232 = -738444.008227 nChanged 2 SP:Iteration 25Q (3383.254781 sec): 3 clusters Score: Raw -740423.891674 + Penalty 1978.802232 = -738445.089443 nChanged 1 SP:Iteration 26Q (3383.355348 sec): 3 clusters Score: Raw -740424.869957 + Penalty 1978.802232 = -738446.067726 nChanged 2 SP:Iteration 27Q (3383.461936 sec): 3 clusters Score: Raw -740426.380097 + Penalty 1978.802232 = -738447.577866 nChanged 1 SP:Iteration 28Q (3383.558236 sec): 3 clusters Score: Raw -740426.837257 + Penalty 1978.802232 = -738448.035025 nChanged 1 SP:Iteration 29Q (3383.652288 sec): 3 clusters Score: Raw -740428.303268 + Penalty 1978.802232 = -738449.501036 nChanged 2 SP:Iteration 30Q (3383.751916 sec): 3 clusters Score: Raw -740429.003595 + Penalty 1978.802232 = -738450.201363 nChanged 0 SP:Iteration 31F (3383.869346 sec): 3 clusters Score: Raw -740429.003595 + Penalty 1978.802232 = -738450.201363 nChanged 0 Trying to split cluster 12 (1157 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3383.919088 sec): 2 clusters Score: Raw -53175.856754 + Penalty 740.626501 = -52435.230253 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3383.995247 sec): 3 clusters Score: Raw -52657.859855 + Penalty 1481.253003 = -51176.606853 nChanged 439 SP:Iteration 1F (3384.092011 sec): 3 clusters Score: Raw -53003.965419 + Penalty 1481.253003 = -51522.712416 nChanged 99 SP:Iteration 2F (3384.174069 sec): 3 clusters Score: Raw -53119.680103 + Penalty 1481.253003 = -51638.427100 nChanged 76 SP:Iteration 3F (3384.259136 sec): 3 clusters Score: Raw -53189.658420 + Penalty 1481.253003 = -51708.405417 nChanged 53 SP:Iteration 4Q (3384.333669 sec): 3 clusters Score: Raw -53230.525121 + Penalty 1481.253003 = -51749.272118 nChanged 34 SP:Iteration 5Q (3384.433684 sec): 3 clusters Score: Raw -53258.431669 + Penalty 1481.253003 = -51777.178667 nChanged 33 SP:Iteration 6Q (3384.506923 sec): 3 clusters Score: Raw -53287.678436 + Penalty 1481.253003 = -51806.425434 nChanged 33 SP:Iteration 7Q (3384.579520 sec): 3 clusters Score: Raw -53312.638071 + Penalty 1481.253003 = -51831.385068 nChanged 18 SP:Iteration 8Q (3384.687913 sec): 3 clusters Score: Raw -53329.085345 + Penalty 1481.253003 = -51847.832342 nChanged 13 SP:Iteration 9Q (3384.769378 sec): 3 clusters Score: Raw -53339.015076 + Penalty 1481.253003 = -51857.762074 nChanged 8 SP:Iteration 10Q (3384.836492 sec): 3 clusters Score: Raw -53344.459449 + Penalty 1481.253003 = -51863.206446 nChanged 9 SP:Iteration 11Q (3384.925917 sec): 3 clusters Score: Raw -53349.780379 + Penalty 1481.253003 = -51868.527376 nChanged 6 SP:Iteration 12Q (3385.008325 sec): 3 clusters Score: Raw -53351.855727 + Penalty 1481.253003 = -51870.602724 nChanged 5 SP:Iteration 13Q (3385.121611 sec): 3 clusters Score: Raw -53353.294247 + Penalty 1481.253003 = -51872.041244 nChanged 3 SP:Iteration 14Q (3385.204730 sec): 3 clusters Score: Raw -53354.167600 + Penalty 1481.253003 = -51872.914597 nChanged 4 SP:Iteration 15Q (3385.275155 sec): 3 clusters Score: Raw -53355.809521 + Penalty 1481.253003 = -51874.556519 nChanged 2 SP:Iteration 16Q (3385.362565 sec): 3 clusters Score: Raw -53356.459065 + Penalty 1481.253003 = -51875.206062 nChanged 3 SP:Iteration 17Q (3385.422382 sec): 3 clusters Score: Raw -53357.574490 + Penalty 1481.253003 = -51876.321487 nChanged 0 SP:Iteration 18F (3385.516322 sec): 3 clusters Score: Raw -53357.574490 + Penalty 1481.253003 = -51876.321487 nChanged 0 Trying to split cluster 13 (995 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3385.569608 sec): 2 clusters Score: Raw -42972.507602 + Penalty 724.787987 = -42247.719614 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3385.636363 sec): 3 clusters Score: Raw -42597.470456 + Penalty 1449.575975 = -41147.894482 nChanged 348 SP:Iteration 1F (3385.736099 sec): 3 clusters Score: Raw -42951.030869 + Penalty 1449.575975 = -41501.454895 nChanged 115 SP:Iteration 2F (3385.818262 sec): 3 clusters Score: Raw -43124.786086 + Penalty 1449.575975 = -41675.210112 nChanged 83 SP:Iteration 3F (3385.920501 sec): 3 clusters Score: Raw -43211.376881 + Penalty 1449.575975 = -41761.800906 nChanged 41 SP:Iteration 4Q (3385.998139 sec): 3 clusters Score: Raw -43252.903018 + Penalty 1449.575975 = -41803.327043 nChanged 38 SP:Iteration 5Q (3386.092289 sec): 3 clusters Score: Raw -43288.288687 + Penalty 1449.575975 = -41838.712712 nChanged 30 SP:Iteration 6Q (3386.160399 sec): 3 clusters Score: Raw -43316.440255 + Penalty 1449.575975 = -41866.864280 nChanged 25 SP:Iteration 7Q (3386.261718 sec): 3 clusters Score: Raw -43340.867813 + Penalty 1449.575975 = -41891.291839 nChanged 18 SP:Iteration 8Q (3386.363029 sec): 3 clusters Score: Raw -43368.619437 + Penalty 1449.575975 = -41919.043462 nChanged 12 SP:Iteration 9Q (3386.433765 sec): 3 clusters Score: Raw -43394.961383 + Penalty 1449.575975 = -41945.385408 nChanged 6 SP:Iteration 10Q (3386.505320 sec): 3 clusters Score: Raw -43409.105606 + Penalty 1449.575975 = -41959.529631 nChanged 6 SP:Iteration 11Q (3386.590632 sec): 3 clusters Score: Raw -43415.856882 + Penalty 1449.575975 = -41966.280907 nChanged 2 SP:Iteration 12Q (3386.702798 sec): 3 clusters Score: Raw -43416.668762 + Penalty 1449.575975 = -41967.092788 nChanged 1 SP:Iteration 13Q (3386.771040 sec): 3 clusters Score: Raw -43417.518109 + Penalty 1449.575975 = -41967.942134 nChanged 1 SP:Iteration 14Q (3386.851762 sec): 3 clusters Score: Raw -43417.796061 + Penalty 1449.575975 = -41968.220086 nChanged 1 SP:Iteration 15Q (3386.938152 sec): 3 clusters Score: Raw -43418.297400 + Penalty 1449.575975 = -41968.721425 nChanged 0 SP:Iteration 16F (3387.034732 sec): 3 clusters Score: Raw -43418.297400 + Penalty 1449.575975 = -41968.721425 nChanged 0 Trying to split cluster 14 (1754 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3387.074699 sec): 2 clusters Score: Raw -99196.676647 + Penalty 784.313688 = -98412.362959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3387.141962 sec): 3 clusters Score: Raw -98396.426551 + Penalty 1568.627376 = -96827.799174 nChanged 675 SP:Iteration 1F (3387.239299 sec): 3 clusters Score: Raw -98890.975138 + Penalty 1568.627376 = -97322.347761 nChanged 156 SP:Iteration 2F (3387.316095 sec): 3 clusters Score: Raw -99018.434788 + Penalty 1568.627376 = -97449.807411 nChanged 105 SP:Iteration 3F (3387.425516 sec): 3 clusters Score: Raw -99104.446377 + Penalty 1568.627376 = -97535.819000 nChanged 85 SP:Iteration 4Q (3387.496679 sec): 3 clusters Score: Raw -99181.595001 + Penalty 1568.627376 = -97612.967625 nChanged 61 SP:Iteration 5Q (3387.582854 sec): 3 clusters Score: Raw -99225.501005 + Penalty 1568.627376 = -97656.873629 nChanged 53 SP:Iteration 6Q (3387.679220 sec): 3 clusters Score: Raw -99269.707016 + Penalty 1568.627376 = -97701.079639 nChanged 44 SP:Iteration 7Q (3387.760955 sec): 3 clusters Score: Raw -99304.851308 + Penalty 1568.627376 = -97736.223932 nChanged 42 SP:Iteration 8Q (3387.837909 sec): 3 clusters Score: Raw -99347.828602 + Penalty 1568.627376 = -97779.201226 nChanged 29 SP:Iteration 9Q (3387.932488 sec): 3 clusters Score: Raw -99370.966662 + Penalty 1568.627376 = -97802.339286 nChanged 25 SP:Iteration 10Q (3388.015360 sec): 3 clusters Score: Raw -99389.551128 + Penalty 1568.627376 = -97820.923752 nChanged 22 SP:Iteration 11Q (3388.077896 sec): 3 clusters Score: Raw -99409.257640 + Penalty 1568.627376 = -97840.630264 nChanged 16 SP:Iteration 12Q (3388.162869 sec): 3 clusters Score: Raw -99418.050196 + Penalty 1568.627376 = -97849.422820 nChanged 13 SP:Iteration 13Q (3388.261132 sec): 3 clusters Score: Raw -99427.641265 + Penalty 1568.627376 = -97859.013889 nChanged 16 SP:Iteration 14Q (3388.347081 sec): 3 clusters Score: Raw -99437.337752 + Penalty 1568.627376 = -97868.710376 nChanged 12 SP:Iteration 15Q (3388.424335 sec): 3 clusters Score: Raw -99445.228914 + Penalty 1568.627376 = -97876.601537 nChanged 9 SP:Iteration 16Q (3388.520480 sec): 3 clusters Score: Raw -99450.329170 + Penalty 1568.627376 = -97881.701793 nChanged 9 SP:Iteration 17Q (3388.600725 sec): 3 clusters Score: Raw -99455.859041 + Penalty 1568.627376 = -97887.231664 nChanged 13 SP:Iteration 18Q (3388.701528 sec): 3 clusters Score: Raw -99462.960746 + Penalty 1568.627376 = -97894.333370 nChanged 18 SP:Iteration 19Q (3388.786910 sec): 3 clusters Score: Raw -99475.729538 + Penalty 1568.627376 = -97907.102162 nChanged 14 SP:Iteration 20F (3388.873142 sec): 3 clusters Score: Raw -99486.281822 + Penalty 1568.627376 = -97917.654446 nChanged 18 SP:Iteration 21Q (3388.948122 sec): 3 clusters Score: Raw -99497.140301 + Penalty 1568.627376 = -97928.512924 nChanged 16 SP:Iteration 22Q (3389.022423 sec): 3 clusters Score: Raw -99506.399937 + Penalty 1568.627376 = -97937.772560 nChanged 14 SP:Iteration 23Q (3389.100979 sec): 3 clusters Score: Raw -99514.127334 + Penalty 1568.627376 = -97945.499957 nChanged 12 SP:Iteration 24Q (3389.183019 sec): 3 clusters Score: Raw -99519.180631 + Penalty 1568.627376 = -97950.553255 nChanged 7 SP:Iteration 25Q (3389.268492 sec): 3 clusters Score: Raw -99521.899906 + Penalty 1568.627376 = -97953.272530 nChanged 8 SP:Iteration 26Q (3389.355732 sec): 3 clusters Score: Raw -99527.782908 + Penalty 1568.627376 = -97959.155532 nChanged 8 SP:Iteration 27Q (3389.441583 sec): 3 clusters Score: Raw -99532.443413 + Penalty 1568.627376 = -97963.816037 nChanged 8 SP:Iteration 28Q (3389.530164 sec): 3 clusters Score: Raw -99536.041936 + Penalty 1568.627376 = -97967.414559 nChanged 8 SP:Iteration 29Q (3389.604480 sec): 3 clusters Score: Raw -99541.618439 + Penalty 1568.627376 = -97972.991063 nChanged 11 SP:Iteration 30Q (3389.684623 sec): 3 clusters Score: Raw -99548.656424 + Penalty 1568.627376 = -97980.029048 nChanged 8 SP:Iteration 31Q (3389.807523 sec): 3 clusters Score: Raw -99553.944462 + Penalty 1568.627376 = -97985.317086 nChanged 10 SP:Iteration 32Q (3389.887915 sec): 3 clusters Score: Raw -99560.761437 + Penalty 1568.627376 = -97992.134060 nChanged 11 SP:Iteration 33Q (3389.959203 sec): 3 clusters Score: Raw -99567.327958 + Penalty 1568.627376 = -97998.700582 nChanged 13 SP:Iteration 34Q (3390.043492 sec): 3 clusters Score: Raw -99577.178134 + Penalty 1568.627376 = -98008.550757 nChanged 15 SP:Iteration 35Q (3390.122023 sec): 3 clusters Score: Raw -99589.642396 + Penalty 1568.627376 = -98021.015020 nChanged 18 SP:Iteration 36Q (3390.224355 sec): 3 clusters Score: Raw -99605.865448 + Penalty 1568.627376 = -98037.238072 nChanged 13 SP:Iteration 37Q (3390.300049 sec): 3 clusters Score: Raw -99616.057845 + Penalty 1568.627376 = -98047.430469 nChanged 20 SP:Iteration 38Q (3390.391034 sec): 3 clusters Score: Raw -99634.680971 + Penalty 1568.627376 = -98066.053595 nChanged 22 SP:Iteration 39Q (3390.493910 sec): 3 clusters Score: Raw -99651.399310 + Penalty 1568.627376 = -98082.771934 nChanged 19 SP:Iteration 40F (3390.604127 sec): 3 clusters Score: Raw -99664.270072 + Penalty 1568.627376 = -98095.642696 nChanged 13 SP:Iteration 41Q (3390.668685 sec): 3 clusters Score: Raw -99673.170408 + Penalty 1568.627376 = -98104.543032 nChanged 12 SP:Iteration 42Q (3390.753159 sec): 3 clusters Score: Raw -99679.507854 + Penalty 1568.627376 = -98110.880478 nChanged 9 SP:Iteration 43Q (3390.846190 sec): 3 clusters Score: Raw -99683.641223 + Penalty 1568.627376 = -98115.013846 nChanged 6 SP:Iteration 44Q (3390.939200 sec): 3 clusters Score: Raw -99685.804019 + Penalty 1568.627376 = -98117.176643 nChanged 5 SP:Iteration 45Q (3391.017156 sec): 3 clusters Score: Raw -99687.721753 + Penalty 1568.627376 = -98119.094377 nChanged 2 SP:Iteration 46Q (3391.110030 sec): 3 clusters Score: Raw -99688.548492 + Penalty 1568.627376 = -98119.921115 nChanged 1 SP:Iteration 47Q (3391.203622 sec): 3 clusters Score: Raw -99688.918605 + Penalty 1568.627376 = -98120.291229 nChanged 1 SP:Iteration 48Q (3391.293993 sec): 3 clusters Score: Raw -99689.620369 + Penalty 1568.627376 = -98120.992993 nChanged 2 SP:Iteration 49Q (3391.363143 sec): 3 clusters Score: Raw -99690.073925 + Penalty 1568.627376 = -98121.446549 nChanged 2 SP:Iteration 50Q (3391.476669 sec): 3 clusters Score: Raw -99690.473052 + Penalty 1568.627376 = -98121.845675 nChanged 2 SP:Iteration 51Q (3391.565855 sec): 3 clusters Score: Raw -99691.193240 + Penalty 1568.627376 = -98122.565863 nChanged 3 SP:Iteration 52Q (3391.645063 sec): 3 clusters Score: Raw -99691.965787 + Penalty 1568.627376 = -98123.338410 nChanged 0 SP:Iteration 53F (3391.718796 sec): 3 clusters Score: Raw -99691.965787 + Penalty 1568.627376 = -98123.338410 nChanged 0 Trying to split cluster 15 (1607 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3391.761610 sec): 2 clusters Score: Raw -94138.752570 + Penalty 775.123058 = -93363.629512 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3391.834632 sec): 3 clusters Score: Raw -93406.013050 + Penalty 1550.246117 = -91855.766934 nChanged 600 SP:Iteration 1F (3391.950127 sec): 3 clusters Score: Raw -93869.409568 + Penalty 1550.246117 = -92319.163451 nChanged 149 SP:Iteration 2F (3392.044451 sec): 3 clusters Score: Raw -94017.848440 + Penalty 1550.246117 = -92467.602323 nChanged 119 SP:Iteration 3F (3392.121450 sec): 3 clusters Score: Raw -94107.842473 + Penalty 1550.246117 = -92557.596356 nChanged 68 SP:Iteration 4Q (3392.198974 sec): 3 clusters Score: Raw -94145.771259 + Penalty 1550.246117 = -92595.525142 nChanged 44 SP:Iteration 5Q (3392.279800 sec): 3 clusters Score: Raw -94176.722521 + Penalty 1550.246117 = -92626.476404 nChanged 32 SP:Iteration 6Q (3392.368530 sec): 3 clusters Score: Raw -94201.931383 + Penalty 1550.246117 = -92651.685266 nChanged 38 SP:Iteration 7Q (3392.460760 sec): 3 clusters Score: Raw -94229.109460 + Penalty 1550.246117 = -92678.863343 nChanged 35 SP:Iteration 8Q (3392.545844 sec): 3 clusters Score: Raw -94254.811991 + Penalty 1550.246117 = -92704.565874 nChanged 29 SP:Iteration 9Q (3392.629700 sec): 3 clusters Score: Raw -94274.455599 + Penalty 1550.246117 = -92724.209482 nChanged 28 SP:Iteration 10Q (3392.720531 sec): 3 clusters Score: Raw -94290.850707 + Penalty 1550.246117 = -92740.604590 nChanged 19 SP:Iteration 11Q (3392.780501 sec): 3 clusters Score: Raw -94302.502304 + Penalty 1550.246117 = -92752.256187 nChanged 15 SP:Iteration 12Q (3392.860505 sec): 3 clusters Score: Raw -94310.859337 + Penalty 1550.246117 = -92760.613221 nChanged 16 SP:Iteration 13Q (3392.951667 sec): 3 clusters Score: Raw -94319.682022 + Penalty 1550.246117 = -92769.435906 nChanged 17 SP:Iteration 14Q (3393.053483 sec): 3 clusters Score: Raw -94327.449034 + Penalty 1550.246117 = -92777.202917 nChanged 12 SP:Iteration 15Q (3393.126519 sec): 3 clusters Score: Raw -94337.143340 + Penalty 1550.246117 = -92786.897223 nChanged 14 SP:Iteration 16Q (3393.199499 sec): 3 clusters Score: Raw -94344.545761 + Penalty 1550.246117 = -92794.299645 nChanged 12 SP:Iteration 17Q (3393.286175 sec): 3 clusters Score: Raw -94347.640411 + Penalty 1550.246117 = -92797.394294 nChanged 4 SP:Iteration 18Q (3393.379706 sec): 3 clusters Score: Raw -94348.337892 + Penalty 1550.246117 = -92798.091775 nChanged 2 SP:Iteration 19Q (3393.461543 sec): 3 clusters Score: Raw -94349.201521 + Penalty 1550.246117 = -92798.955404 nChanged 5 SP:Iteration 20F (3393.558715 sec): 3 clusters Score: Raw -94351.113016 + Penalty 1550.246117 = -92800.866899 nChanged 4 SP:Iteration 21Q (3393.624411 sec): 3 clusters Score: Raw -94352.819181 + Penalty 1550.246117 = -92802.573064 nChanged 3 SP:Iteration 22Q (3393.729021 sec): 3 clusters Score: Raw -94355.008602 + Penalty 1550.246117 = -92804.762486 nChanged 4 SP:Iteration 23Q (3393.801653 sec): 3 clusters Score: Raw -94358.383509 + Penalty 1550.246117 = -92808.137393 nChanged 3 SP:Iteration 24Q (3393.867063 sec): 3 clusters Score: Raw -94359.989362 + Penalty 1550.246117 = -92809.743245 nChanged 3 SP:Iteration 25Q (3393.939887 sec): 3 clusters Score: Raw -94361.760408 + Penalty 1550.246117 = -92811.514292 nChanged 1 SP:Iteration 26Q (3394.024127 sec): 3 clusters Score: Raw -94362.405703 + Penalty 1550.246117 = -92812.159586 nChanged 2 SP:Iteration 27Q (3394.111512 sec): 3 clusters Score: Raw -94364.299507 + Penalty 1550.246117 = -92814.053390 nChanged 4 SP:Iteration 28Q (3394.196828 sec): 3 clusters Score: Raw -94366.328229 + Penalty 1550.246117 = -92816.082112 nChanged 5 SP:Iteration 29Q (3394.291395 sec): 3 clusters Score: Raw -94369.044156 + Penalty 1550.246117 = -92818.798040 nChanged 8 SP:Iteration 30Q (3394.381767 sec): 3 clusters Score: Raw -94373.208823 + Penalty 1550.246117 = -92822.962706 nChanged 3 SP:Iteration 31Q (3394.460403 sec): 3 clusters Score: Raw -94375.419347 + Penalty 1550.246117 = -92825.173230 nChanged 5 SP:Iteration 32Q (3394.539018 sec): 3 clusters Score: Raw -94378.481542 + Penalty 1550.246117 = -92828.235425 nChanged 4 SP:Iteration 33Q (3394.627419 sec): 3 clusters Score: Raw -94381.657770 + Penalty 1550.246117 = -92831.411653 nChanged 6 SP:Iteration 34Q (3394.686072 sec): 3 clusters Score: Raw -94390.493010 + Penalty 1550.246117 = -92840.246893 nChanged 12 SP:Iteration 35Q (3394.765370 sec): 3 clusters Score: Raw -94399.558399 + Penalty 1550.246117 = -92849.312282 nChanged 15 SP:Iteration 36Q (3394.845505 sec): 3 clusters Score: Raw -94410.668433 + Penalty 1550.246117 = -92860.422316 nChanged 11 SP:Iteration 37Q (3394.939299 sec): 3 clusters Score: Raw -94419.041356 + Penalty 1550.246117 = -92868.795239 nChanged 5 SP:Iteration 38Q (3395.014957 sec): 3 clusters Score: Raw -94421.578943 + Penalty 1550.246117 = -92871.332826 nChanged 4 SP:Iteration 39Q (3395.097694 sec): 3 clusters Score: Raw -94424.766398 + Penalty 1550.246117 = -92874.520281 nChanged 8 SP:Iteration 40F (3395.174920 sec): 3 clusters Score: Raw -94430.770727 + Penalty 1550.246117 = -92880.524610 nChanged 5 SP:Iteration 41Q (3395.260791 sec): 3 clusters Score: Raw -94434.426519 + Penalty 1550.246117 = -92884.180402 nChanged 6 SP:Iteration 42Q (3395.344781 sec): 3 clusters Score: Raw -94437.477217 + Penalty 1550.246117 = -92887.231100 nChanged 6 SP:Iteration 43Q (3395.446981 sec): 3 clusters Score: Raw -94440.005271 + Penalty 1550.246117 = -92889.759154 nChanged 4 SP:Iteration 44Q (3395.499687 sec): 3 clusters Score: Raw -94441.883020 + Penalty 1550.246117 = -92891.636903 nChanged 2 SP:Iteration 45Q (3395.597639 sec): 3 clusters Score: Raw -94442.257143 + Penalty 1550.246117 = -92892.011026 nChanged 1 SP:Iteration 46Q (3395.671408 sec): 3 clusters Score: Raw -94442.409397 + Penalty 1550.246117 = -92892.163280 nChanged 1 SP:Iteration 47Q (3395.776279 sec): 3 clusters Score: Raw -94442.580314 + Penalty 1550.246117 = -92892.334197 nChanged 0 SP:Iteration 48F (3395.863267 sec): 3 clusters Score: Raw -94442.580314 + Penalty 1550.246117 = -92892.334197 nChanged 0 Trying to split cluster 16 (320 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3395.959265 sec): 2 clusters Score: Raw -14200.963398 + Penalty 605.673705 = -13595.289694 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3396.033829 sec): 3 clusters Score: Raw -14184.035624 + Penalty 1211.347409 = -12972.688214 nChanged 86 SP:Iteration 1F (3396.142327 sec): 3 clusters Score: Raw -14337.329248 + Penalty 1211.347409 = -13125.981839 nChanged 28 SP:Iteration 2F (3396.212784 sec): 3 clusters Score: Raw -14390.638408 + Penalty 1211.347409 = -13179.290999 nChanged 16 SP:Iteration 3Q (3396.300484 sec): 3 clusters Score: Raw -14426.999087 + Penalty 1211.347409 = -13215.651678 nChanged 11 SP:Iteration 4Q (3396.395524 sec): 3 clusters Score: Raw -14451.488452 + Penalty 1211.347409 = -13240.141043 nChanged 8 SP:Iteration 5Q (3396.453696 sec): 3 clusters Score: Raw -14472.899424 + Penalty 1211.347409 = -13261.552015 nChanged 6 SP:Iteration 6Q (3396.551812 sec): 3 clusters Score: Raw -14517.412001 + Penalty 1211.347409 = -13306.064592 nChanged 6 SP:Iteration 7Q (3396.631951 sec): 3 clusters Score: Raw -14548.654254 + Penalty 1211.347409 = -13337.306845 nChanged 3 SP:Iteration 8Q (3396.708339 sec): 3 clusters Score: Raw -14556.647461 + Penalty 1211.347409 = -13345.300051 nChanged 4 SP:Iteration 9Q (3396.807226 sec): 3 clusters Score: Raw -14573.660114 + Penalty 1211.347409 = -13362.312704 nChanged 6 SP:Iteration 10Q (3396.902430 sec): 3 clusters Score: Raw -14597.247291 + Penalty 1211.347409 = -13385.899882 nChanged 4 SP:Iteration 11Q (3396.984464 sec): 3 clusters Score: Raw -14614.161107 + Penalty 1211.347409 = -13402.813698 nChanged 5 SP:Iteration 12Q (3397.041702 sec): 3 clusters Score: Raw -14623.187880 + Penalty 1211.347409 = -13411.840471 nChanged 1 SP:Iteration 13Q (3397.118760 sec): 3 clusters Score: Raw -14624.889497 + Penalty 1211.347409 = -13413.542088 nChanged 1 SP:Iteration 14Q (3397.219386 sec): 3 clusters Score: Raw -14625.472804 + Penalty 1211.347409 = -13414.125395 nChanged 0 SP:Iteration 15F (3397.300641 sec): 3 clusters Score: Raw -14625.472804 + Penalty 1211.347409 = -13414.125395 nChanged 0 Trying to split cluster 17 (2960 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3397.346377 sec): 2 clusters Score: Raw -181023.444418 + Penalty 839.259177 = -180184.185241 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3397.441076 sec): 3 clusters Score: Raw -179498.216066 + Penalty 1678.518355 = -177819.697711 nChanged 1195 SP:Iteration 1F (3397.529529 sec): 3 clusters Score: Raw -180171.733245 + Penalty 1678.518355 = -178493.214890 nChanged 215 SP:Iteration 2F (3397.601249 sec): 3 clusters Score: Raw -180305.945067 + Penalty 1678.518355 = -178627.426712 nChanged 180 SP:Iteration 3F (3397.699093 sec): 3 clusters Score: Raw -180422.751387 + Penalty 1678.518355 = -178744.233032 nChanged 148 SP:Iteration 4Q (3397.779483 sec): 3 clusters Score: Raw -180517.794593 + Penalty 1678.518355 = -178839.276239 nChanged 131 SP:Iteration 5Q (3397.835501 sec): 3 clusters Score: Raw -180601.727975 + Penalty 1678.518355 = -178923.209620 nChanged 117 SP:Iteration 6Q (3397.933573 sec): 3 clusters Score: Raw -180670.493598 + Penalty 1678.518355 = -178991.975243 nChanged 117 SP:Iteration 7Q (3398.011522 sec): 3 clusters Score: Raw -180738.522884 + Penalty 1678.518355 = -179060.004529 nChanged 99 SP:Iteration 8Q (3398.104009 sec): 3 clusters Score: Raw -180810.584996 + Penalty 1678.518355 = -179132.066641 nChanged 86 SP:Iteration 9Q (3398.186404 sec): 3 clusters Score: Raw -180879.338219 + Penalty 1678.518355 = -179200.819864 nChanged 81 SP:Iteration 10Q (3398.283331 sec): 3 clusters Score: Raw -180945.835640 + Penalty 1678.518355 = -179267.317285 nChanged 70 SP:Iteration 11Q (3398.369505 sec): 3 clusters Score: Raw -181006.286466 + Penalty 1678.518355 = -179327.768112 nChanged 53 SP:Iteration 12Q (3398.441169 sec): 3 clusters Score: Raw -181050.863618 + Penalty 1678.518355 = -179372.345263 nChanged 39 SP:Iteration 13Q (3398.538706 sec): 3 clusters Score: Raw -181083.165779 + Penalty 1678.518355 = -179404.647424 nChanged 36 SP:Iteration 14Q (3398.620673 sec): 3 clusters Score: Raw -181111.807917 + Penalty 1678.518355 = -179433.289562 nChanged 33 SP:Iteration 15Q (3398.698700 sec): 3 clusters Score: Raw -181137.480729 + Penalty 1678.518355 = -179458.962374 nChanged 26 SP:Iteration 16Q (3398.783179 sec): 3 clusters Score: Raw -181153.875553 + Penalty 1678.518355 = -179475.357198 nChanged 20 SP:Iteration 17Q (3398.877333 sec): 3 clusters Score: Raw -181164.331600 + Penalty 1678.518355 = -179485.813245 nChanged 10 SP:Iteration 18Q (3398.975466 sec): 3 clusters Score: Raw -181169.632145 + Penalty 1678.518355 = -179491.113790 nChanged 9 SP:Iteration 19Q (3399.068522 sec): 3 clusters Score: Raw -181174.363164 + Penalty 1678.518355 = -179495.844809 nChanged 8 SP:Iteration 20F (3399.137583 sec): 3 clusters Score: Raw -181178.917282 + Penalty 1678.518355 = -179500.398927 nChanged 10 SP:Iteration 21Q (3399.253456 sec): 3 clusters Score: Raw -181182.356135 + Penalty 1678.518355 = -179503.837780 nChanged 6 SP:Iteration 22Q (3399.346468 sec): 3 clusters Score: Raw -181185.322240 + Penalty 1678.518355 = -179506.803886 nChanged 2 SP:Iteration 23Q (3399.436544 sec): 3 clusters Score: Raw -181186.230518 + Penalty 1678.518355 = -179507.712163 nChanged 0 SP:Iteration 24F (3399.521484 sec): 3 clusters Score: Raw -181186.230518 + Penalty 1678.518355 = -179507.712163 nChanged 0 Trying to split cluster 18 (879 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3399.570723 sec): 2 clusters Score: Raw -33803.715998 + Penalty 711.772414 = -33091.943584 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3399.649572 sec): 3 clusters Score: Raw -33466.358742 + Penalty 1423.544829 = -32042.813914 nChanged 288 SP:Iteration 1F (3399.727438 sec): 3 clusters Score: Raw -33741.501497 + Penalty 1423.544829 = -32317.956668 nChanged 78 SP:Iteration 2F (3399.828510 sec): 3 clusters Score: Raw -33829.590598 + Penalty 1423.544829 = -32406.045770 nChanged 56 SP:Iteration 3F (3399.902662 sec): 3 clusters Score: Raw -33887.477367 + Penalty 1423.544829 = -32463.932539 nChanged 45 SP:Iteration 4F (3399.995835 sec): 3 clusters Score: Raw -33942.178157 + Penalty 1423.544829 = -32518.633329 nChanged 35 SP:Iteration 5Q (3400.085416 sec): 3 clusters Score: Raw -33979.980452 + Penalty 1423.544829 = -32556.435623 nChanged 20 SP:Iteration 6Q (3400.169355 sec): 3 clusters Score: Raw -34010.626739 + Penalty 1423.544829 = -32587.081910 nChanged 24 SP:Iteration 7Q (3400.244492 sec): 3 clusters Score: Raw -34034.796835 + Penalty 1423.544829 = -32611.252006 nChanged 17 SP:Iteration 8Q (3400.329849 sec): 3 clusters Score: Raw -34045.345040 + Penalty 1423.544829 = -32621.800212 nChanged 11 SP:Iteration 9Q (3400.408608 sec): 3 clusters Score: Raw -34066.889727 + Penalty 1423.544829 = -32643.344899 nChanged 12 SP:Iteration 10Q (3400.493486 sec): 3 clusters Score: Raw -34079.818336 + Penalty 1423.544829 = -32656.273508 nChanged 6 SP:Iteration 11Q (3400.574554 sec): 3 clusters Score: Raw -34085.240122 + Penalty 1423.544829 = -32661.695293 nChanged 4 SP:Iteration 12Q (3400.647748 sec): 3 clusters Score: Raw -34088.834154 + Penalty 1423.544829 = -32665.289326 nChanged 8 SP:Iteration 13Q (3400.731773 sec): 3 clusters Score: Raw -34097.142975 + Penalty 1423.544829 = -32673.598146 nChanged 13 SP:Iteration 14Q (3400.846273 sec): 3 clusters Score: Raw -34111.378449 + Penalty 1423.544829 = -32687.833621 nChanged 14 SP:Iteration 15Q (3400.931839 sec): 3 clusters Score: Raw -34122.334466 + Penalty 1423.544829 = -32698.789637 nChanged 9 SP:Iteration 16Q (3401.012413 sec): 3 clusters Score: Raw -34133.246040 + Penalty 1423.544829 = -32709.701212 nChanged 8 SP:Iteration 17Q (3401.097779 sec): 3 clusters Score: Raw -34140.889260 + Penalty 1423.544829 = -32717.344431 nChanged 9 SP:Iteration 18Q (3401.183771 sec): 3 clusters Score: Raw -34147.832139 + Penalty 1423.544829 = -32724.287310 nChanged 5 SP:Iteration 19Q (3401.279739 sec): 3 clusters Score: Raw -34151.514846 + Penalty 1423.544829 = -32727.970018 nChanged 3 SP:Iteration 20F (3401.388194 sec): 3 clusters Score: Raw -34154.854603 + Penalty 1423.544829 = -32731.309775 nChanged 2 SP:Iteration 21Q (3401.474080 sec): 3 clusters Score: Raw -34157.027037 + Penalty 1423.544829 = -32733.482208 nChanged 4 SP:Iteration 22Q (3401.574380 sec): 3 clusters Score: Raw -34159.915188 + Penalty 1423.544829 = -32736.370359 nChanged 1 SP:Iteration 23Q (3401.666137 sec): 3 clusters Score: Raw -34160.283265 + Penalty 1423.544829 = -32736.738437 nChanged 0 SP:Iteration 24F (3401.739188 sec): 3 clusters Score: Raw -34160.283265 + Penalty 1423.544829 = -32736.738437 nChanged 0 Trying to split cluster 19 (1466 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3401.776812 sec): 2 clusters Score: Raw -72890.043140 + Penalty 765.480753 = -72124.562387 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3401.884991 sec): 3 clusters Score: Raw -72201.326935 + Penalty 1530.961505 = -70670.365430 nChanged 542 SP:Iteration 1F (3401.972511 sec): 3 clusters Score: Raw -72577.348272 + Penalty 1530.961505 = -71046.386766 nChanged 130 SP:Iteration 2F (3402.051981 sec): 3 clusters Score: Raw -72702.294451 + Penalty 1530.961505 = -71171.332945 nChanged 101 SP:Iteration 3F (3402.124310 sec): 3 clusters Score: Raw -72826.451960 + Penalty 1530.961505 = -71295.490455 nChanged 95 SP:Iteration 4F (3402.223346 sec): 3 clusters Score: Raw -72950.888430 + Penalty 1530.961505 = -71419.926925 nChanged 97 SP:Iteration 5F (3402.314874 sec): 3 clusters Score: Raw -73060.769617 + Penalty 1530.961505 = -71529.808112 nChanged 81 SP:Iteration 6F (3402.376128 sec): 3 clusters Score: Raw -73141.211071 + Penalty 1530.961505 = -71610.249566 nChanged 62 SP:Iteration 7Q (3402.451236 sec): 3 clusters Score: Raw -73206.535362 + Penalty 1530.961505 = -71675.573856 nChanged 43 SP:Iteration 8Q (3402.540778 sec): 3 clusters Score: Raw -73249.013572 + Penalty 1530.961505 = -71718.052067 nChanged 36 SP:Iteration 9Q (3402.648655 sec): 3 clusters Score: Raw -73287.488581 + Penalty 1530.961505 = -71756.527076 nChanged 38 SP:Iteration 10Q (3402.724527 sec): 3 clusters Score: Raw -73333.988850 + Penalty 1530.961505 = -71803.027344 nChanged 44 SP:Iteration 11Q (3402.791769 sec): 3 clusters Score: Raw -73389.090347 + Penalty 1530.961505 = -71858.128842 nChanged 34 SP:Iteration 12Q (3402.876743 sec): 3 clusters Score: Raw -73432.929319 + Penalty 1530.961505 = -71901.967814 nChanged 19 SP:Iteration 13Q (3402.967977 sec): 3 clusters Score: Raw -73453.199551 + Penalty 1530.961505 = -71922.238046 nChanged 10 SP:Iteration 14Q (3403.055898 sec): 3 clusters Score: Raw -73461.523072 + Penalty 1530.961505 = -71930.561567 nChanged 6 SP:Iteration 15Q (3403.140546 sec): 3 clusters Score: Raw -73466.309881 + Penalty 1530.961505 = -71935.348376 nChanged 8 SP:Iteration 16Q (3403.217053 sec): 3 clusters Score: Raw -73474.873080 + Penalty 1530.961505 = -71943.911575 nChanged 13 SP:Iteration 17Q (3403.301208 sec): 3 clusters Score: Raw -73497.247585 + Penalty 1530.961505 = -71966.286079 nChanged 13 SP:Iteration 18Q (3403.383082 sec): 3 clusters Score: Raw -73518.796333 + Penalty 1530.961505 = -71987.834827 nChanged 13 SP:Iteration 19Q (3403.466186 sec): 3 clusters Score: Raw -73535.267953 + Penalty 1530.961505 = -72004.306448 nChanged 11 SP:Iteration 20F (3403.549264 sec): 3 clusters Score: Raw -73546.608513 + Penalty 1530.961505 = -72015.647007 nChanged 7 SP:Iteration 21Q (3403.642573 sec): 3 clusters Score: Raw -73551.578098 + Penalty 1530.961505 = -72020.616592 nChanged 3 SP:Iteration 22Q (3403.727764 sec): 3 clusters Score: Raw -73554.486485 + Penalty 1530.961505 = -72023.524980 nChanged 6 SP:Iteration 23Q (3403.812359 sec): 3 clusters Score: Raw -73564.648238 + Penalty 1530.961505 = -72033.686733 nChanged 10 SP:Iteration 24Q (3403.899428 sec): 3 clusters Score: Raw -73570.745711 + Penalty 1530.961505 = -72039.784206 nChanged 7 SP:Iteration 25Q (3403.999723 sec): 3 clusters Score: Raw -73574.260783 + Penalty 1530.961505 = -72043.299278 nChanged 1 SP:Iteration 26Q (3404.099551 sec): 3 clusters Score: Raw -73574.856710 + Penalty 1530.961505 = -72043.895204 nChanged 1 SP:Iteration 27Q (3404.179393 sec): 3 clusters Score: Raw -73575.414970 + Penalty 1530.961505 = -72044.453464 nChanged 1 SP:Iteration 28Q (3404.267542 sec): 3 clusters Score: Raw -73576.340852 + Penalty 1530.961505 = -72045.379347 nChanged 0 SP:Iteration 29F (3404.358726 sec): 3 clusters Score: Raw -73576.340852 + Penalty 1530.961505 = -72045.379347 nChanged 0 Trying to split cluster 20 (17589 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3404.452331 sec): 2 clusters Score: Raw -1050628.884856 + Penalty 1026.378043 = -1049602.506812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3404.551092 sec): 3 clusters Score: Raw -1039849.378856 + Penalty 2052.756087 = -1037796.622769 nChanged 8063 SP:Iteration 1F (3404.699093 sec): 3 clusters Score: Raw -1044281.720209 + Penalty 2052.756087 = -1042228.964122 nChanged 931 SP:Iteration 2F (3404.788906 sec): 3 clusters Score: Raw -1044681.205662 + Penalty 2052.756087 = -1042628.449575 nChanged 1021 SP:Iteration 3F (3404.923996 sec): 3 clusters Score: Raw -1045188.144575 + Penalty 2052.756087 = -1043135.388488 nChanged 1138 SP:Iteration 4F (3405.006461 sec): 3 clusters Score: Raw -1045880.059180 + Penalty 2052.756087 = -1043827.303093 nChanged 1219 SP:Iteration 5F (3405.129587 sec): 3 clusters Score: Raw -1046748.507009 + Penalty 2052.756087 = -1044695.750922 nChanged 1243 SP:Iteration 6F (3405.229755 sec): 3 clusters Score: Raw -1047757.978484 + Penalty 2052.756087 = -1045705.222397 nChanged 1109 SP:Iteration 7F (3405.358022 sec): 3 clusters Score: Raw -1048714.005779 + Penalty 2052.756087 = -1046661.249692 nChanged 819 SP:Iteration 8Q (3405.450432 sec): 3 clusters Score: Raw -1049423.625425 + Penalty 2052.756087 = -1047370.869338 nChanged 567 SP:Iteration 9Q (3405.573097 sec): 3 clusters Score: Raw -1049890.698838 + Penalty 2052.756087 = -1047837.942751 nChanged 400 SP:Iteration 10Q (3405.689431 sec): 3 clusters Score: Raw -1050216.968969 + Penalty 2052.756087 = -1048164.212882 nChanged 235 SP:Iteration 11Q (3405.803221 sec): 3 clusters Score: Raw -1050387.958433 + Penalty 2052.756087 = -1048335.202346 nChanged 157 SP:Iteration 12Q (3405.934827 sec): 3 clusters Score: Raw -1050493.201092 + Penalty 2052.756087 = -1048440.445005 nChanged 102 SP:Iteration 13Q (3406.052219 sec): 3 clusters Score: Raw -1050561.354326 + Penalty 2052.756087 = -1048508.598239 nChanged 87 SP:Iteration 14Q (3406.196231 sec): 3 clusters Score: Raw -1050617.651117 + Penalty 2052.756087 = -1048564.895030 nChanged 56 SP:Iteration 15Q (3406.315821 sec): 3 clusters Score: Raw -1050660.452254 + Penalty 2052.756087 = -1048607.696167 nChanged 48 SP:Iteration 16Q (3406.433866 sec): 3 clusters Score: Raw -1050708.196380 + Penalty 2052.756087 = -1048655.440293 nChanged 43 SP:Iteration 17Q (3406.526313 sec): 3 clusters Score: Raw -1050759.347282 + Penalty 2052.756087 = -1048706.591195 nChanged 42 SP:Iteration 18Q (3406.643662 sec): 3 clusters Score: Raw -1050823.030919 + Penalty 2052.756087 = -1048770.274832 nChanged 40 SP:Iteration 19Q (3406.776985 sec): 3 clusters Score: Raw -1050873.926834 + Penalty 2052.756087 = -1048821.170747 nChanged 47 SP:Iteration 20F (3406.880163 sec): 3 clusters Score: Raw -1050929.552661 + Penalty 2052.756087 = -1048876.796574 nChanged 52 SP:Iteration 21Q (3407.013041 sec): 3 clusters Score: Raw -1050981.817474 + Penalty 2052.756087 = -1048929.061387 nChanged 50 SP:Iteration 22Q (3407.127377 sec): 3 clusters Score: Raw -1051023.328807 + Penalty 2052.756087 = -1048970.572720 nChanged 43 SP:Iteration 23Q (3407.228218 sec): 3 clusters Score: Raw -1051059.097926 + Penalty 2052.756087 = -1049006.341839 nChanged 33 SP:Iteration 24Q (3407.346758 sec): 3 clusters Score: Raw -1051087.967300 + Penalty 2052.756087 = -1049035.211213 nChanged 35 SP:Iteration 25Q (3407.454543 sec): 3 clusters Score: Raw -1051120.601898 + Penalty 2052.756087 = -1049067.845811 nChanged 46 SP:Iteration 26Q (3407.547621 sec): 3 clusters Score: Raw -1051153.298221 + Penalty 2052.756087 = -1049100.542134 nChanged 35 SP:Iteration 27Q (3407.657304 sec): 3 clusters Score: Raw -1051177.633588 + Penalty 2052.756087 = -1049124.877501 nChanged 37 SP:Iteration 28Q (3407.737493 sec): 3 clusters Score: Raw -1051202.021575 + Penalty 2052.756087 = -1049149.265488 nChanged 41 SP:Iteration 29Q (3407.857288 sec): 3 clusters Score: Raw -1051233.434189 + Penalty 2052.756087 = -1049180.678102 nChanged 46 SP:Iteration 30Q (3407.938658 sec): 3 clusters Score: Raw -1051265.730349 + Penalty 2052.756087 = -1049212.974262 nChanged 51 SP:Iteration 31Q (3408.056693 sec): 3 clusters Score: Raw -1051308.763296 + Penalty 2052.756087 = -1049256.007209 nChanged 55 SP:Iteration 32Q (3408.144248 sec): 3 clusters Score: Raw -1051346.843301 + Penalty 2052.756087 = -1049294.087214 nChanged 53 SP:Iteration 33Q (3408.253279 sec): 3 clusters Score: Raw -1051376.127197 + Penalty 2052.756087 = -1049323.371110 nChanged 40 SP:Iteration 34Q (3408.353876 sec): 3 clusters Score: Raw -1051397.684482 + Penalty 2052.756087 = -1049344.928395 nChanged 34 SP:Iteration 35Q (3408.446425 sec): 3 clusters Score: Raw -1051413.497856 + Penalty 2052.756087 = -1049360.741769 nChanged 23 SP:Iteration 36Q (3408.547843 sec): 3 clusters Score: Raw -1051427.390996 + Penalty 2052.756087 = -1049374.634909 nChanged 20 SP:Iteration 37Q (3408.654844 sec): 3 clusters Score: Raw -1051433.676248 + Penalty 2052.756087 = -1049380.920161 nChanged 10 SP:Iteration 38Q (3408.758042 sec): 3 clusters Score: Raw -1051437.283989 + Penalty 2052.756087 = -1049384.527902 nChanged 4 SP:Iteration 39Q (3408.867794 sec): 3 clusters Score: Raw -1051438.037517 + Penalty 2052.756087 = -1049385.281430 nChanged 2 SP:Iteration 40F (3408.958652 sec): 3 clusters Score: Raw -1051512.859740 + Penalty 2052.756087 = -1049460.103653 nChanged 71 SP:Iteration 41Q (3409.072852 sec): 3 clusters Score: Raw -1051585.943930 + Penalty 2052.756087 = -1049533.187843 nChanged 64 SP:Iteration 42Q (3409.158934 sec): 3 clusters Score: Raw -1051629.075866 + Penalty 2052.756087 = -1049576.319779 nChanged 65 SP:Iteration 43Q (3409.274456 sec): 3 clusters Score: Raw -1051662.918851 + Penalty 2052.756087 = -1049610.162764 nChanged 53 SP:Iteration 44Q (3409.374955 sec): 3 clusters Score: Raw -1051688.635360 + Penalty 2052.756087 = -1049635.879273 nChanged 37 SP:Iteration 45Q (3409.487457 sec): 3 clusters Score: Raw -1051705.877016 + Penalty 2052.756087 = -1049653.120929 nChanged 35 SP:Iteration 46Q (3409.589427 sec): 3 clusters Score: Raw -1051720.255384 + Penalty 2052.756087 = -1049667.499297 nChanged 35 SP:Iteration 47Q (3409.689717 sec): 3 clusters Score: Raw -1051732.681390 + Penalty 2052.756087 = -1049679.925303 nChanged 33 SP:Iteration 48Q (3409.783093 sec): 3 clusters Score: Raw -1051742.789461 + Penalty 2052.756087 = -1049690.033374 nChanged 17 SP:Iteration 49Q (3409.896703 sec): 3 clusters Score: Raw -1051746.544456 + Penalty 2052.756087 = -1049693.788369 nChanged 16 SP:Iteration 50Q (3409.996638 sec): 3 clusters Score: Raw -1051749.702187 + Penalty 2052.756087 = -1049696.946100 nChanged 10 SP:Iteration 51Q (3410.087110 sec): 3 clusters Score: Raw -1051751.612043 + Penalty 2052.756087 = -1049698.855956 nChanged 8 SP:Iteration 52Q (3410.198708 sec): 3 clusters Score: Raw -1051753.434853 + Penalty 2052.756087 = -1049700.678766 nChanged 7 SP:Iteration 53Q (3410.305856 sec): 3 clusters Score: Raw -1051754.607986 + Penalty 2052.756087 = -1049701.851899 nChanged 4 SP:Iteration 54Q (3410.397970 sec): 3 clusters Score: Raw -1051755.120020 + Penalty 2052.756087 = -1049702.363933 nChanged 1 SP:Iteration 55Q (3410.508590 sec): 3 clusters Score: Raw -1051755.256915 + Penalty 2052.756087 = -1049702.500828 nChanged 0 SP:Iteration 56F (3410.611781 sec): 3 clusters Score: Raw -1051755.256915 + Penalty 2052.756087 = -1049702.500828 nChanged 0 Score: Raw -4227881.495522 + Penalty 26019.816055 = -4201861.679467 Splitting cluster 20 changes total score from -4201914.194643 to -4201861.679467 So it's not getting split. Trying to split cluster 21 (3252 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3412.448160 sec): 2 clusters Score: Raw -187581.690359 + Penalty 849.137674 = -186732.552685 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3412.539627 sec): 3 clusters Score: Raw -185881.669124 + Penalty 1698.275349 = -184183.393775 nChanged 1326 SP:Iteration 1F (3412.625519 sec): 3 clusters Score: Raw -186744.760226 + Penalty 1698.275349 = -185046.484877 nChanged 288 SP:Iteration 2F (3412.703445 sec): 3 clusters Score: Raw -186958.356614 + Penalty 1698.275349 = -185260.081265 nChanged 231 SP:Iteration 3F (3412.780817 sec): 3 clusters Score: Raw -187132.288417 + Penalty 1698.275349 = -185434.013068 nChanged 187 SP:Iteration 4F (3412.879720 sec): 3 clusters Score: Raw -187262.232584 + Penalty 1698.275349 = -185563.957235 nChanged 153 SP:Iteration 5Q (3412.954976 sec): 3 clusters Score: Raw -187376.735117 + Penalty 1698.275349 = -185678.459768 nChanged 134 SP:Iteration 6Q (3413.055050 sec): 3 clusters Score: Raw -187469.048968 + Penalty 1698.275349 = -185770.773619 nChanged 121 SP:Iteration 7Q (3413.125781 sec): 3 clusters Score: Raw -187573.571031 + Penalty 1698.275349 = -185875.295682 nChanged 115 SP:Iteration 8Q (3413.223829 sec): 3 clusters Score: Raw -187651.776905 + Penalty 1698.275349 = -185953.501556 nChanged 84 SP:Iteration 9Q (3413.320543 sec): 3 clusters Score: Raw -187707.618657 + Penalty 1698.275349 = -186009.343308 nChanged 76 SP:Iteration 10Q (3413.403255 sec): 3 clusters Score: Raw -187756.041227 + Penalty 1698.275349 = -186057.765879 nChanged 59 SP:Iteration 11Q (3413.495213 sec): 3 clusters Score: Raw -187796.668938 + Penalty 1698.275349 = -186098.393590 nChanged 47 SP:Iteration 12Q (3413.566922 sec): 3 clusters Score: Raw -187827.283099 + Penalty 1698.275349 = -186129.007750 nChanged 34 SP:Iteration 13Q (3413.658410 sec): 3 clusters Score: Raw -187849.565839 + Penalty 1698.275349 = -186151.290491 nChanged 29 SP:Iteration 14Q (3413.743183 sec): 3 clusters Score: Raw -187866.437961 + Penalty 1698.275349 = -186168.162613 nChanged 22 SP:Iteration 15Q (3413.844329 sec): 3 clusters Score: Raw -187877.320478 + Penalty 1698.275349 = -186179.045130 nChanged 25 SP:Iteration 16Q (3413.936872 sec): 3 clusters Score: Raw -187886.100860 + Penalty 1698.275349 = -186187.825511 nChanged 18 SP:Iteration 17Q (3414.016648 sec): 3 clusters Score: Raw -187892.449327 + Penalty 1698.275349 = -186194.173979 nChanged 19 SP:Iteration 18Q (3414.101931 sec): 3 clusters Score: Raw -187899.776172 + Penalty 1698.275349 = -186201.500823 nChanged 12 SP:Iteration 19Q (3414.194482 sec): 3 clusters Score: Raw -187904.398861 + Penalty 1698.275349 = -186206.123512 nChanged 13 SP:Iteration 20F (3414.280138 sec): 3 clusters Score: Raw -187908.235014 + Penalty 1698.275349 = -186209.959665 nChanged 8 SP:Iteration 21Q (3414.382620 sec): 3 clusters Score: Raw -187910.286386 + Penalty 1698.275349 = -186212.011037 nChanged 5 SP:Iteration 22Q (3414.461413 sec): 3 clusters Score: Raw -187912.092305 + Penalty 1698.275349 = -186213.816956 nChanged 6 SP:Iteration 23Q (3414.546544 sec): 3 clusters Score: Raw -187913.978048 + Penalty 1698.275349 = -186215.702699 nChanged 7 SP:Iteration 24Q (3414.636459 sec): 3 clusters Score: Raw -187916.813519 + Penalty 1698.275349 = -186218.538170 nChanged 11 SP:Iteration 25Q (3414.713199 sec): 3 clusters Score: Raw -187920.435598 + Penalty 1698.275349 = -186222.160250 nChanged 13 SP:Iteration 26Q (3414.813743 sec): 3 clusters Score: Raw -187924.744858 + Penalty 1698.275349 = -186226.469509 nChanged 10 SP:Iteration 27Q (3414.892581 sec): 3 clusters Score: Raw -187928.557719 + Penalty 1698.275349 = -186230.282370 nChanged 10 SP:Iteration 28Q (3414.976806 sec): 3 clusters Score: Raw -187933.437422 + Penalty 1698.275349 = -186235.162073 nChanged 10 SP:Iteration 29Q (3415.060683 sec): 3 clusters Score: Raw -187936.982612 + Penalty 1698.275349 = -186238.707263 nChanged 6 SP:Iteration 30Q (3415.153022 sec): 3 clusters Score: Raw -187938.725706 + Penalty 1698.275349 = -186240.450357 nChanged 6 SP:Iteration 31Q (3415.245469 sec): 3 clusters Score: Raw -187941.020314 + Penalty 1698.275349 = -186242.744965 nChanged 8 SP:Iteration 32Q (3415.337410 sec): 3 clusters Score: Raw -187944.091568 + Penalty 1698.275349 = -186245.816219 nChanged 10 SP:Iteration 33Q (3415.429059 sec): 3 clusters Score: Raw -187947.821747 + Penalty 1698.275349 = -186249.546398 nChanged 14 SP:Iteration 34Q (3415.513225 sec): 3 clusters Score: Raw -187954.147277 + Penalty 1698.275349 = -186255.871928 nChanged 10 SP:Iteration 35Q (3415.604914 sec): 3 clusters Score: Raw -187960.531988 + Penalty 1698.275349 = -186262.256639 nChanged 13 SP:Iteration 36Q (3415.702133 sec): 3 clusters Score: Raw -187967.922262 + Penalty 1698.275349 = -186269.646913 nChanged 10 SP:Iteration 37Q (3415.775147 sec): 3 clusters Score: Raw -187972.010539 + Penalty 1698.275349 = -186273.735190 nChanged 8 SP:Iteration 38Q (3415.865668 sec): 3 clusters Score: Raw -187976.012742 + Penalty 1698.275349 = -186277.737393 nChanged 3 SP:Iteration 39Q (3415.955246 sec): 3 clusters Score: Raw -187976.960390 + Penalty 1698.275349 = -186278.685041 nChanged 4 SP:Iteration 40F (3416.050657 sec): 3 clusters Score: Raw -187978.335585 + Penalty 1698.275349 = -186280.060236 nChanged 0 Iteration 179Q (3417.451801 sec): 22 clusters Score: Raw -4226757.229109 + Penalty 24837.097143 = -4201920.131966 nChanged 49 Iteration 180F (3419.317227 sec): 22 clusters Score: Raw -4226764.123633 + Penalty 24837.097143 = -4201927.026490 nChanged 43 Iteration 181Q (3420.734747 sec): 22 clusters Score: Raw -4226768.547245 + Penalty 24837.097143 = -4201931.450102 nChanged 41 Iteration 182Q (3422.119553 sec): 22 clusters Score: Raw -4226771.577110 + Penalty 24837.097143 = -4201934.479967 nChanged 32 Iteration 183Q (3423.510552 sec): 22 clusters Score: Raw -4226774.142240 + Penalty 24837.097143 = -4201937.045096 nChanged 38 Iteration 184Q (3424.934401 sec): 22 clusters Score: Raw -4226776.826423 + Penalty 24837.097143 = -4201939.729279 nChanged 26 Iteration 185Q (3426.367887 sec): 22 clusters Score: Raw -4226778.210850 + Penalty 24837.097143 = -4201941.113707 nChanged 20 Iteration 186Q (3427.795922 sec): 22 clusters Score: Raw -4226779.225976 + Penalty 24837.097143 = -4201942.128833 nChanged 22 Iteration 187Q (3429.254480 sec): 22 clusters Score: Raw -4226780.522313 + Penalty 24837.097143 = -4201943.425170 nChanged 23 Iteration 188Q (3430.662487 sec): 22 clusters Score: Raw -4226781.619199 + Penalty 24837.097143 = -4201944.522055 nChanged 24 Iteration 189Q (3432.099979 sec): 22 clusters Score: Raw -4226782.826712 + Penalty 24837.097143 = -4201945.729568 nChanged 15 Iteration 190Q (3433.519603 sec): 22 clusters Score: Raw -4226783.573476 + Penalty 24837.097143 = -4201946.476332 nChanged 20 Iteration 191Q (3434.971176 sec): 22 clusters Score: Raw -4226784.719427 + Penalty 24837.097143 = -4201947.622284 nChanged 14 Iteration 192Q (3436.380803 sec): 22 clusters Score: Raw -4226785.273663 + Penalty 24837.097143 = -4201948.176519 nChanged 16 Iteration 193Q (3437.779535 sec): 22 clusters Score: Raw -4226785.965901 + Penalty 24837.097143 = -4201948.868757 nChanged 7 Iteration 194Q (3439.192786 sec): 22 clusters Score: Raw -4226786.393275 + Penalty 24837.097143 = -4201949.296131 nChanged 6 Iteration 195Q (3440.615048 sec): 22 clusters Score: Raw -4226786.733495 + Penalty 24837.097143 = -4201949.636351 nChanged 5 Iteration 196Q (3442.062510 sec): 22 clusters Score: Raw -4226787.093632 + Penalty 24837.097143 = -4201949.996489 nChanged 3 Iteration 197Q (3443.498112 sec): 22 clusters Score: Raw -4226787.199840 + Penalty 24837.097143 = -4201950.102697 nChanged 2 Iteration 198Q (3444.894337 sec): 22 clusters Score: Raw -4226787.281807 + Penalty 24837.097143 = -4201950.184664 nChanged 3 Iteration 199Q (3446.333125 sec): 22 clusters Score: Raw -4226787.594400 + Penalty 24837.097143 = -4201950.497256 nChanged 3 Iteration 200F (3448.140368 sec): 22 clusters Score: Raw -4226787.798097 + Penalty 24837.097143 = -4201950.700954 nChanged 0 Writing temp clu file Because OldScore, -4201950.497256, is greater than current (better) Score,-4201950.700954 Compute initial score before splitting: Score: Raw -4226787.798097 + Penalty 24837.097143 = -4201950.700954 Trying to split cluster 1 (2838 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3448.266270 sec): 2 clusters Score: Raw -155350.451505 + Penalty 834.839760 = -154515.611745 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3448.358875 sec): 3 clusters Score: Raw -153929.825117 + Penalty 1669.679520 = -152260.145597 nChanged 1121 SP:Iteration 1F (3448.456018 sec): 3 clusters Score: Raw -154679.278357 + Penalty 1669.679520 = -153009.598837 nChanged 247 SP:Iteration 2F (3448.559471 sec): 3 clusters Score: Raw -154878.063329 + Penalty 1669.679520 = -153208.383809 nChanged 180 SP:Iteration 3F (3448.627504 sec): 3 clusters Score: Raw -155044.740210 + Penalty 1669.679520 = -153375.060690 nChanged 149 SP:Iteration 4F (3448.729471 sec): 3 clusters Score: Raw -155171.207887 + Penalty 1669.679520 = -153501.528367 nChanged 131 SP:Iteration 5Q (3448.827204 sec): 3 clusters Score: Raw -155278.065529 + Penalty 1669.679520 = -153608.386009 nChanged 126 SP:Iteration 6Q (3448.908689 sec): 3 clusters Score: Raw -155382.075812 + Penalty 1669.679520 = -153712.396292 nChanged 116 SP:Iteration 7Q (3449.008691 sec): 3 clusters Score: Raw -155490.138042 + Penalty 1669.679520 = -153820.458522 nChanged 105 SP:Iteration 8Q (3449.084610 sec): 3 clusters Score: Raw -155571.747384 + Penalty 1669.679520 = -153902.067864 nChanged 84 SP:Iteration 9Q (3449.164282 sec): 3 clusters Score: Raw -155629.609170 + Penalty 1669.679520 = -153959.929650 nChanged 69 SP:Iteration 10Q (3449.250601 sec): 3 clusters Score: Raw -155665.752895 + Penalty 1669.679520 = -153996.073375 nChanged 49 SP:Iteration 11Q (3449.332506 sec): 3 clusters Score: Raw -155700.026984 + Penalty 1669.679520 = -154030.347464 nChanged 40 SP:Iteration 12Q (3449.445197 sec): 3 clusters Score: Raw -155719.397669 + Penalty 1669.679520 = -154049.718148 nChanged 36 SP:Iteration 13Q (3449.540905 sec): 3 clusters Score: Raw -155732.668320 + Penalty 1669.679520 = -154062.988800 nChanged 18 SP:Iteration 14Q (3449.617322 sec): 3 clusters Score: Raw -155738.646175 + Penalty 1669.679520 = -154068.966655 nChanged 11 SP:Iteration 15Q (3449.704361 sec): 3 clusters Score: Raw -155742.728555 + Penalty 1669.679520 = -154073.049035 nChanged 10 SP:Iteration 16Q (3449.783213 sec): 3 clusters Score: Raw -155745.474579 + Penalty 1669.679520 = -154075.795059 nChanged 5 SP:Iteration 17Q (3449.889803 sec): 3 clusters Score: Raw -155747.240545 + Penalty 1669.679520 = -154077.561025 nChanged 3 SP:Iteration 18Q (3449.979729 sec): 3 clusters Score: Raw -155747.903647 + Penalty 1669.679520 = -154078.224127 nChanged 4 SP:Iteration 19Q (3450.051749 sec): 3 clusters Score: Raw -155749.227657 + Penalty 1669.679520 = -154079.548136 nChanged 8 SP:Iteration 20F (3450.157333 sec): 3 clusters Score: Raw -155753.355029 + Penalty 1669.679520 = -154083.675509 nChanged 10 SP:Iteration 21Q (3450.255155 sec): 3 clusters Score: Raw -155756.973365 + Penalty 1669.679520 = -154087.293845 nChanged 8 SP:Iteration 22Q (3450.351495 sec): 3 clusters Score: Raw -155759.397303 + Penalty 1669.679520 = -154089.717783 nChanged 7 SP:Iteration 23Q (3450.422320 sec): 3 clusters Score: Raw -155761.700764 + Penalty 1669.679520 = -154092.021244 nChanged 5 SP:Iteration 24Q (3450.525844 sec): 3 clusters Score: Raw -155764.461448 + Penalty 1669.679520 = -154094.781928 nChanged 3 SP:Iteration 25Q (3450.599458 sec): 3 clusters Score: Raw -155764.930375 + Penalty 1669.679520 = -154095.250854 nChanged 4 SP:Iteration 26Q (3450.689235 sec): 3 clusters Score: Raw -155765.585288 + Penalty 1669.679520 = -154095.905768 nChanged 1 SP:Iteration 27Q (3450.773871 sec): 3 clusters Score: Raw -155765.751940 + Penalty 1669.679520 = -154096.072420 nChanged 0 SP:Iteration 28F (3450.857772 sec): 3 clusters Score: Raw -155765.751940 + Penalty 1669.679520 = -154096.072420 nChanged 0 Trying to split cluster 2 (2709 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3450.915652 sec): 2 clusters Score: Raw -165270.553439 + Penalty 829.955158 = -164440.598281 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3451.003164 sec): 3 clusters Score: Raw -163899.675781 + Penalty 1659.910317 = -162239.765464 nChanged 1103 SP:Iteration 1F (3451.086004 sec): 3 clusters Score: Raw -164590.807871 + Penalty 1659.910317 = -162930.897554 nChanged 220 SP:Iteration 2F (3451.166014 sec): 3 clusters Score: Raw -164758.571830 + Penalty 1659.910317 = -163098.661513 nChanged 178 SP:Iteration 3F (3451.248478 sec): 3 clusters Score: Raw -164906.403727 + Penalty 1659.910317 = -163246.493410 nChanged 147 SP:Iteration 4F (3451.344763 sec): 3 clusters Score: Raw -165020.315335 + Penalty 1659.910317 = -163360.405018 nChanged 128 SP:Iteration 5Q (3451.427601 sec): 3 clusters Score: Raw -165096.129331 + Penalty 1659.910317 = -163436.219014 nChanged 93 SP:Iteration 6Q (3451.499836 sec): 3 clusters Score: Raw -165151.235253 + Penalty 1659.910317 = -163491.324936 nChanged 78 SP:Iteration 7Q (3451.588919 sec): 3 clusters Score: Raw -165196.716881 + Penalty 1659.910317 = -163536.806564 nChanged 64 SP:Iteration 8Q (3451.673587 sec): 3 clusters Score: Raw -165240.369600 + Penalty 1659.910317 = -163580.459283 nChanged 61 SP:Iteration 9Q (3451.767083 sec): 3 clusters Score: Raw -165274.028527 + Penalty 1659.910317 = -163614.118210 nChanged 48 SP:Iteration 10Q (3451.869383 sec): 3 clusters Score: Raw -165300.333026 + Penalty 1659.910317 = -163640.422709 nChanged 46 SP:Iteration 11Q (3451.948768 sec): 3 clusters Score: Raw -165328.796131 + Penalty 1659.910317 = -163668.885814 nChanged 37 SP:Iteration 12Q (3452.027526 sec): 3 clusters Score: Raw -165352.538802 + Penalty 1659.910317 = -163692.628485 nChanged 35 SP:Iteration 13Q (3452.116018 sec): 3 clusters Score: Raw -165374.207664 + Penalty 1659.910317 = -163714.297347 nChanged 25 SP:Iteration 14Q (3452.198289 sec): 3 clusters Score: Raw -165385.695206 + Penalty 1659.910317 = -163725.784889 nChanged 18 SP:Iteration 15Q (3452.304103 sec): 3 clusters Score: Raw -165396.596138 + Penalty 1659.910317 = -163736.685821 nChanged 19 SP:Iteration 16Q (3452.384420 sec): 3 clusters Score: Raw -165405.107292 + Penalty 1659.910317 = -163745.196976 nChanged 21 SP:Iteration 17Q (3452.477303 sec): 3 clusters Score: Raw -165416.749366 + Penalty 1659.910317 = -163756.839049 nChanged 14 SP:Iteration 18Q (3452.555462 sec): 3 clusters Score: Raw -165425.173578 + Penalty 1659.910317 = -163765.263261 nChanged 13 SP:Iteration 19Q (3452.633904 sec): 3 clusters Score: Raw -165434.551363 + Penalty 1659.910317 = -163774.641046 nChanged 12 SP:Iteration 20F (3452.735626 sec): 3 clusters Score: Raw -165443.292806 + Penalty 1659.910317 = -163783.382489 nChanged 9 SP:Iteration 21Q (3452.809365 sec): 3 clusters Score: Raw -165447.522533 + Penalty 1659.910317 = -163787.612216 nChanged 13 SP:Iteration 22Q (3452.918658 sec): 3 clusters Score: Raw -165453.249646 + Penalty 1659.910317 = -163793.339330 nChanged 7 SP:Iteration 23Q (3452.988856 sec): 3 clusters Score: Raw -165456.523576 + Penalty 1659.910317 = -163796.613259 nChanged 6 SP:Iteration 24Q (3453.089741 sec): 3 clusters Score: Raw -165459.443183 + Penalty 1659.910317 = -163799.532866 nChanged 5 SP:Iteration 25Q (3453.168224 sec): 3 clusters Score: Raw -165462.351658 + Penalty 1659.910317 = -163802.441341 nChanged 3 SP:Iteration 26Q (3453.248955 sec): 3 clusters Score: Raw -165462.836287 + Penalty 1659.910317 = -163802.925970 nChanged 3 SP:Iteration 27Q (3453.340423 sec): 3 clusters Score: Raw -165463.429213 + Penalty 1659.910317 = -163803.518896 nChanged 3 SP:Iteration 28Q (3453.414144 sec): 3 clusters Score: Raw -165464.055495 + Penalty 1659.910317 = -163804.145178 nChanged 3 SP:Iteration 29Q (3453.511744 sec): 3 clusters Score: Raw -165464.831132 + Penalty 1659.910317 = -163804.920815 nChanged 2 SP:Iteration 30Q (3453.602360 sec): 3 clusters Score: Raw -165465.418032 + Penalty 1659.910317 = -163805.507715 nChanged 1 SP:Iteration 31Q (3453.691504 sec): 3 clusters Score: Raw -165465.529478 + Penalty 1659.910317 = -163805.619162 nChanged 0 SP:Iteration 32F (3453.768091 sec): 3 clusters Score: Raw -165465.529478 + Penalty 1659.910317 = -163805.619162 nChanged 0 Trying to split cluster 3 (2603 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3453.819548 sec): 2 clusters Score: Raw -126254.359973 + Penalty 825.764090 = -125428.595883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3453.917186 sec): 3 clusters Score: Raw -124931.732253 + Penalty 1651.528180 = -123280.204073 nChanged 1066 SP:Iteration 1F (3453.990828 sec): 3 clusters Score: Raw -125598.305928 + Penalty 1651.528180 = -123946.777748 nChanged 245 SP:Iteration 2F (3454.089395 sec): 3 clusters Score: Raw -125772.109525 + Penalty 1651.528180 = -124120.581345 nChanged 177 SP:Iteration 3F (3454.181623 sec): 3 clusters Score: Raw -125902.030130 + Penalty 1651.528180 = -124250.501950 nChanged 140 SP:Iteration 4F (3454.250828 sec): 3 clusters Score: Raw -126002.853667 + Penalty 1651.528180 = -124351.325487 nChanged 104 SP:Iteration 5Q (3454.346144 sec): 3 clusters Score: Raw -126063.558690 + Penalty 1651.528180 = -124412.030510 nChanged 82 SP:Iteration 6Q (3454.432268 sec): 3 clusters Score: Raw -126126.156249 + Penalty 1651.528180 = -124474.628069 nChanged 86 SP:Iteration 7Q (3454.500302 sec): 3 clusters Score: Raw -126199.902248 + Penalty 1651.528180 = -124548.374068 nChanged 97 SP:Iteration 8Q (3454.571238 sec): 3 clusters Score: Raw -126291.407238 + Penalty 1651.528180 = -124639.879058 nChanged 85 SP:Iteration 9Q (3454.658383 sec): 3 clusters Score: Raw -126370.109505 + Penalty 1651.528180 = -124718.581325 nChanged 95 SP:Iteration 10Q (3454.731469 sec): 3 clusters Score: Raw -126448.512209 + Penalty 1651.528180 = -124796.984029 nChanged 71 SP:Iteration 11Q (3454.816171 sec): 3 clusters Score: Raw -126499.465320 + Penalty 1651.528180 = -124847.937140 nChanged 47 SP:Iteration 12Q (3454.892066 sec): 3 clusters Score: Raw -126532.136778 + Penalty 1651.528180 = -124880.608598 nChanged 45 SP:Iteration 13Q (3454.975528 sec): 3 clusters Score: Raw -126559.382574 + Penalty 1651.528180 = -124907.854394 nChanged 44 SP:Iteration 14Q (3455.073303 sec): 3 clusters Score: Raw -126582.953179 + Penalty 1651.528180 = -124931.424999 nChanged 20 SP:Iteration 15Q (3455.148149 sec): 3 clusters Score: Raw -126590.208010 + Penalty 1651.528180 = -124938.679830 nChanged 15 SP:Iteration 16Q (3455.256022 sec): 3 clusters Score: Raw -126597.656217 + Penalty 1651.528180 = -124946.128037 nChanged 13 SP:Iteration 17Q (3455.322787 sec): 3 clusters Score: Raw -126601.750431 + Penalty 1651.528180 = -124950.222251 nChanged 12 SP:Iteration 18Q (3455.434709 sec): 3 clusters Score: Raw -126605.870269 + Penalty 1651.528180 = -124954.342089 nChanged 11 SP:Iteration 19Q (3455.507706 sec): 3 clusters Score: Raw -126610.345819 + Penalty 1651.528180 = -124958.817639 nChanged 9 SP:Iteration 20F (3455.588428 sec): 3 clusters Score: Raw -126615.223080 + Penalty 1651.528180 = -124963.694900 nChanged 17 SP:Iteration 21Q (3455.709498 sec): 3 clusters Score: Raw -126621.447613 + Penalty 1651.528180 = -124969.919433 nChanged 17 SP:Iteration 22Q (3455.789929 sec): 3 clusters Score: Raw -126627.365359 + Penalty 1651.528180 = -124975.837179 nChanged 11 SP:Iteration 23Q (3455.866145 sec): 3 clusters Score: Raw -126630.902675 + Penalty 1651.528180 = -124979.374495 nChanged 14 SP:Iteration 24Q (3455.942842 sec): 3 clusters Score: Raw -126634.305966 + Penalty 1651.528180 = -124982.777786 nChanged 6 SP:Iteration 25Q (3456.038243 sec): 3 clusters Score: Raw -126635.653134 + Penalty 1651.528180 = -124984.124954 nChanged 4 SP:Iteration 26Q (3456.111520 sec): 3 clusters Score: Raw -126637.261457 + Penalty 1651.528180 = -124985.733277 nChanged 2 SP:Iteration 27Q (3456.207472 sec): 3 clusters Score: Raw -126637.560030 + Penalty 1651.528180 = -124986.031850 nChanged 2 SP:Iteration 28Q (3456.305865 sec): 3 clusters Score: Raw -126637.862812 + Penalty 1651.528180 = -124986.334632 nChanged 0 SP:Iteration 29F (3456.364382 sec): 3 clusters Score: Raw -126637.862812 + Penalty 1651.528180 = -124986.334632 nChanged 0 Trying to split cluster 4 (1071 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3456.421468 sec): 2 clusters Score: Raw -50352.976363 + Penalty 732.516547 = -49620.459816 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3456.504958 sec): 3 clusters Score: Raw -49953.348059 + Penalty 1465.033095 = -48488.314964 nChanged 391 SP:Iteration 1F (3456.594100 sec): 3 clusters Score: Raw -50249.807054 + Penalty 1465.033095 = -48784.773959 nChanged 105 SP:Iteration 2F (3456.671268 sec): 3 clusters Score: Raw -50385.078966 + Penalty 1465.033095 = -48920.045872 nChanged 70 SP:Iteration 3F (3456.767418 sec): 3 clusters Score: Raw -50476.281650 + Penalty 1465.033095 = -49011.248555 nChanged 61 SP:Iteration 4F (3456.848313 sec): 3 clusters Score: Raw -50534.341939 + Penalty 1465.033095 = -49069.308844 nChanged 30 SP:Iteration 5Q (3456.923067 sec): 3 clusters Score: Raw -50568.381005 + Penalty 1465.033095 = -49103.347910 nChanged 32 SP:Iteration 6Q (3457.010427 sec): 3 clusters Score: Raw -50608.191989 + Penalty 1465.033095 = -49143.158895 nChanged 26 SP:Iteration 7Q (3457.085004 sec): 3 clusters Score: Raw -50628.334653 + Penalty 1465.033095 = -49163.301558 nChanged 14 SP:Iteration 8Q (3457.166603 sec): 3 clusters Score: Raw -50642.520264 + Penalty 1465.033095 = -49177.487169 nChanged 13 SP:Iteration 9Q (3457.263826 sec): 3 clusters Score: Raw -50653.361807 + Penalty 1465.033095 = -49188.328712 nChanged 8 SP:Iteration 10Q (3457.339121 sec): 3 clusters Score: Raw -50659.698047 + Penalty 1465.033095 = -49194.664952 nChanged 5 SP:Iteration 11Q (3457.421943 sec): 3 clusters Score: Raw -50662.639260 + Penalty 1465.033095 = -49197.606165 nChanged 4 SP:Iteration 12Q (3457.509497 sec): 3 clusters Score: Raw -50665.139954 + Penalty 1465.033095 = -49200.106859 nChanged 2 SP:Iteration 13Q (3457.607143 sec): 3 clusters Score: Raw -50666.761689 + Penalty 1465.033095 = -49201.728594 nChanged 3 SP:Iteration 14Q (3457.680246 sec): 3 clusters Score: Raw -50668.312782 + Penalty 1465.033095 = -49203.279687 nChanged 1 SP:Iteration 15Q (3457.764589 sec): 3 clusters Score: Raw -50668.808605 + Penalty 1465.033095 = -49203.775510 nChanged 0 SP:Iteration 16F (3457.858130 sec): 3 clusters Score: Raw -50668.808605 + Penalty 1465.033095 = -49203.775510 nChanged 0 Trying to split cluster 5 (8301 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3457.926799 sec): 2 clusters Score: Raw -479448.635185 + Penalty 947.533783 = -478501.101402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3458.012347 sec): 3 clusters Score: Raw -474540.098817 + Penalty 1895.067566 = -472645.031251 nChanged 3678 SP:Iteration 1F (3458.112397 sec): 3 clusters Score: Raw -476754.507494 + Penalty 1895.067566 = -474859.439928 nChanged 591 SP:Iteration 2F (3458.191838 sec): 3 clusters Score: Raw -477069.346810 + Penalty 1895.067566 = -475174.279243 nChanged 545 SP:Iteration 3F (3458.303586 sec): 3 clusters Score: Raw -477384.904645 + Penalty 1895.067566 = -475489.837079 nChanged 506 SP:Iteration 4F (3458.391985 sec): 3 clusters Score: Raw -477672.958223 + Penalty 1895.067566 = -475777.890657 nChanged 457 SP:Iteration 5F (3458.502783 sec): 3 clusters Score: Raw -477943.959454 + Penalty 1895.067566 = -476048.891887 nChanged 426 SP:Iteration 6F (3458.598700 sec): 3 clusters Score: Raw -478231.530905 + Penalty 1895.067566 = -476336.463338 nChanged 425 SP:Iteration 7F (3458.687221 sec): 3 clusters Score: Raw -478560.802824 + Penalty 1895.067566 = -476665.735257 nChanged 359 SP:Iteration 8Q (3458.780775 sec): 3 clusters Score: Raw -478857.326336 + Penalty 1895.067566 = -476962.258770 nChanged 323 SP:Iteration 9Q (3458.876065 sec): 3 clusters Score: Raw -479133.734570 + Penalty 1895.067566 = -477238.667003 nChanged 269 SP:Iteration 10Q (3458.980029 sec): 3 clusters Score: Raw -479324.745859 + Penalty 1895.067566 = -477429.678292 nChanged 204 SP:Iteration 11Q (3459.084269 sec): 3 clusters Score: Raw -479435.280218 + Penalty 1895.067566 = -477540.212651 nChanged 145 SP:Iteration 12Q (3459.151634 sec): 3 clusters Score: Raw -479506.001697 + Penalty 1895.067566 = -477610.934131 nChanged 109 SP:Iteration 13Q (3459.254631 sec): 3 clusters Score: Raw -479542.724275 + Penalty 1895.067566 = -477647.656709 nChanged 77 SP:Iteration 14Q (3459.339491 sec): 3 clusters Score: Raw -479569.033644 + Penalty 1895.067566 = -477673.966077 nChanged 61 SP:Iteration 15Q (3459.453813 sec): 3 clusters Score: Raw -479591.046520 + Penalty 1895.067566 = -477695.978953 nChanged 54 SP:Iteration 16Q (3459.535478 sec): 3 clusters Score: Raw -479608.879217 + Penalty 1895.067566 = -477713.811650 nChanged 47 SP:Iteration 17Q (3459.632541 sec): 3 clusters Score: Raw -479620.786803 + Penalty 1895.067566 = -477725.719236 nChanged 44 SP:Iteration 18Q (3459.707176 sec): 3 clusters Score: Raw -479632.190062 + Penalty 1895.067566 = -477737.122496 nChanged 42 SP:Iteration 19Q (3459.804352 sec): 3 clusters Score: Raw -479642.031110 + Penalty 1895.067566 = -477746.963543 nChanged 34 SP:Iteration 20F (3459.905588 sec): 3 clusters Score: Raw -479647.414006 + Penalty 1895.067566 = -477752.346440 nChanged 25 SP:Iteration 21Q (3460.014147 sec): 3 clusters Score: Raw -479651.561743 + Penalty 1895.067566 = -477756.494176 nChanged 20 SP:Iteration 22Q (3460.088854 sec): 3 clusters Score: Raw -479654.979194 + Penalty 1895.067566 = -477759.911628 nChanged 17 SP:Iteration 23Q (3460.180153 sec): 3 clusters Score: Raw -479658.118848 + Penalty 1895.067566 = -477763.051282 nChanged 16 SP:Iteration 24Q (3460.312633 sec): 3 clusters Score: Raw -479660.451304 + Penalty 1895.067566 = -477765.383738 nChanged 14 SP:Iteration 25Q (3460.387600 sec): 3 clusters Score: Raw -479662.385893 + Penalty 1895.067566 = -477767.318326 nChanged 11 SP:Iteration 26Q (3460.485121 sec): 3 clusters Score: Raw -479664.072946 + Penalty 1895.067566 = -477769.005380 nChanged 8 SP:Iteration 27Q (3460.576956 sec): 3 clusters Score: Raw -479665.241683 + Penalty 1895.067566 = -477770.174117 nChanged 6 SP:Iteration 28Q (3460.676346 sec): 3 clusters Score: Raw -479666.187756 + Penalty 1895.067566 = -477771.120189 nChanged 3 SP:Iteration 29Q (3460.763717 sec): 3 clusters Score: Raw -479666.569970 + Penalty 1895.067566 = -477771.502403 nChanged 4 SP:Iteration 30Q (3460.864222 sec): 3 clusters Score: Raw -479666.889030 + Penalty 1895.067566 = -477771.821464 nChanged 2 SP:Iteration 31Q (3460.944322 sec): 3 clusters Score: Raw -479666.963432 + Penalty 1895.067566 = -477771.895866 nChanged 1 SP:Iteration 32Q (3461.041369 sec): 3 clusters Score: Raw -479667.014094 + Penalty 1895.067566 = -477771.946528 nChanged 2 SP:Iteration 33Q (3461.144979 sec): 3 clusters Score: Raw -479667.192604 + Penalty 1895.067566 = -477772.125038 nChanged 3 SP:Iteration 34Q (3461.232804 sec): 3 clusters Score: Raw -479667.517178 + Penalty 1895.067566 = -477772.449612 nChanged 4 SP:Iteration 35Q (3461.338059 sec): 3 clusters Score: Raw -479667.881405 + Penalty 1895.067566 = -477772.813838 nChanged 2 SP:Iteration 36Q (3461.439826 sec): 3 clusters Score: Raw -479668.308203 + Penalty 1895.067566 = -477773.240637 nChanged 2 SP:Iteration 37Q (3461.515306 sec): 3 clusters Score: Raw -479668.362465 + Penalty 1895.067566 = -477773.294899 nChanged 1 SP:Iteration 38Q (3461.619823 sec): 3 clusters Score: Raw -479668.454791 + Penalty 1895.067566 = -477773.387224 nChanged 0 SP:Iteration 39F (3461.706198 sec): 3 clusters Score: Raw -479668.454791 + Penalty 1895.067566 = -477773.387224 nChanged 0 Trying to split cluster 6 (3702 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3461.781939 sec): 2 clusters Score: Raw -211398.340156 + Penalty 862.745992 = -210535.594164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3461.874076 sec): 3 clusters Score: Raw -209381.688107 + Penalty 1725.491984 = -207656.196123 nChanged 1544 SP:Iteration 1F (3461.947772 sec): 3 clusters Score: Raw -210297.709836 + Penalty 1725.491984 = -208572.217852 nChanged 271 SP:Iteration 2F (3462.028717 sec): 3 clusters Score: Raw -210456.746654 + Penalty 1725.491984 = -208731.254670 nChanged 219 SP:Iteration 3F (3462.115054 sec): 3 clusters Score: Raw -210597.731941 + Penalty 1725.491984 = -208872.239957 nChanged 198 SP:Iteration 4F (3462.188446 sec): 3 clusters Score: Raw -210753.796211 + Penalty 1725.491984 = -209028.304228 nChanged 175 SP:Iteration 5Q (3462.281675 sec): 3 clusters Score: Raw -210876.849881 + Penalty 1725.491984 = -209151.357898 nChanged 159 SP:Iteration 6Q (3462.353541 sec): 3 clusters Score: Raw -210987.526875 + Penalty 1725.491984 = -209262.034892 nChanged 134 SP:Iteration 7Q (3462.446996 sec): 3 clusters Score: Raw -211080.814282 + Penalty 1725.491984 = -209355.322298 nChanged 127 SP:Iteration 8Q (3462.542579 sec): 3 clusters Score: Raw -211162.747253 + Penalty 1725.491984 = -209437.255270 nChanged 104 SP:Iteration 9Q (3462.638476 sec): 3 clusters Score: Raw -211228.668006 + Penalty 1725.491984 = -209503.176022 nChanged 90 SP:Iteration 10Q (3462.717056 sec): 3 clusters Score: Raw -211281.867950 + Penalty 1725.491984 = -209556.375966 nChanged 81 SP:Iteration 11Q (3462.794372 sec): 3 clusters Score: Raw -211328.190873 + Penalty 1725.491984 = -209602.698890 nChanged 63 SP:Iteration 12Q (3462.893325 sec): 3 clusters Score: Raw -211370.425923 + Penalty 1725.491984 = -209644.933940 nChanged 54 SP:Iteration 13Q (3462.978156 sec): 3 clusters Score: Raw -211402.444412 + Penalty 1725.491984 = -209676.952428 nChanged 43 SP:Iteration 14Q (3463.061475 sec): 3 clusters Score: Raw -211422.280805 + Penalty 1725.491984 = -209696.788821 nChanged 34 SP:Iteration 15Q (3463.139963 sec): 3 clusters Score: Raw -211440.611158 + Penalty 1725.491984 = -209715.119174 nChanged 18 SP:Iteration 16Q (3463.232101 sec): 3 clusters Score: Raw -211451.424585 + Penalty 1725.491984 = -209725.932601 nChanged 19 SP:Iteration 17Q (3463.320518 sec): 3 clusters Score: Raw -211465.924666 + Penalty 1725.491984 = -209740.432682 nChanged 25 SP:Iteration 18Q (3463.407327 sec): 3 clusters Score: Raw -211480.948545 + Penalty 1725.491984 = -209755.456562 nChanged 17 SP:Iteration 19Q (3463.494299 sec): 3 clusters Score: Raw -211487.044304 + Penalty 1725.491984 = -209761.552320 nChanged 16 SP:Iteration 20F (3463.593369 sec): 3 clusters Score: Raw -211494.514374 + Penalty 1725.491984 = -209769.022390 nChanged 7 SP:Iteration 21Q (3463.673138 sec): 3 clusters Score: Raw -211497.424147 + Penalty 1725.491984 = -209771.932163 nChanged 6 SP:Iteration 22Q (3463.747119 sec): 3 clusters Score: Raw -211500.921851 + Penalty 1725.491984 = -209775.429868 nChanged 8 SP:Iteration 23Q (3463.847948 sec): 3 clusters Score: Raw -211504.106565 + Penalty 1725.491984 = -209778.614581 nChanged 5 SP:Iteration 24Q (3463.925005 sec): 3 clusters Score: Raw -211506.817317 + Penalty 1725.491984 = -209781.325334 nChanged 4 SP:Iteration 25Q (3464.018151 sec): 3 clusters Score: Raw -211508.992547 + Penalty 1725.491984 = -209783.500564 nChanged 4 SP:Iteration 26Q (3464.107816 sec): 3 clusters Score: Raw -211509.712575 + Penalty 1725.491984 = -209784.220592 nChanged 0 SP:Iteration 27F (3464.186055 sec): 3 clusters Score: Raw -211509.712575 + Penalty 1725.491984 = -209784.220592 nChanged 0 Trying to split cluster 7 (2909 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3464.236944 sec): 2 clusters Score: Raw -167993.529398 + Penalty 837.434289 = -167156.095109 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3464.346031 sec): 3 clusters Score: Raw -166541.489911 + Penalty 1674.868578 = -164866.621333 nChanged 1126 SP:Iteration 1F (3464.431238 sec): 3 clusters Score: Raw -167194.365353 + Penalty 1674.868578 = -165519.496775 nChanged 255 SP:Iteration 2F (3464.518096 sec): 3 clusters Score: Raw -167398.581426 + Penalty 1674.868578 = -165723.712848 nChanged 199 SP:Iteration 3F (3464.590853 sec): 3 clusters Score: Raw -167547.473257 + Penalty 1674.868578 = -165872.604679 nChanged 168 SP:Iteration 4F (3464.690089 sec): 3 clusters Score: Raw -167664.904888 + Penalty 1674.868578 = -165990.036309 nChanged 133 SP:Iteration 5Q (3464.771412 sec): 3 clusters Score: Raw -167743.932229 + Penalty 1674.868578 = -166069.063651 nChanged 105 SP:Iteration 6Q (3464.865946 sec): 3 clusters Score: Raw -167808.508968 + Penalty 1674.868578 = -166133.640389 nChanged 88 SP:Iteration 7Q (3464.962876 sec): 3 clusters Score: Raw -167851.940197 + Penalty 1674.868578 = -166177.071618 nChanged 69 SP:Iteration 8Q (3465.054404 sec): 3 clusters Score: Raw -167883.854846 + Penalty 1674.868578 = -166208.986268 nChanged 51 SP:Iteration 9Q (3465.121041 sec): 3 clusters Score: Raw -167908.676827 + Penalty 1674.868578 = -166233.808249 nChanged 48 SP:Iteration 10Q (3465.202525 sec): 3 clusters Score: Raw -167933.226344 + Penalty 1674.868578 = -166258.357765 nChanged 43 SP:Iteration 11Q (3465.299422 sec): 3 clusters Score: Raw -167951.380518 + Penalty 1674.868578 = -166276.511940 nChanged 34 SP:Iteration 12Q (3465.372164 sec): 3 clusters Score: Raw -167962.813418 + Penalty 1674.868578 = -166287.944840 nChanged 21 SP:Iteration 13Q (3465.470962 sec): 3 clusters Score: Raw -167970.916649 + Penalty 1674.868578 = -166296.048070 nChanged 23 SP:Iteration 14Q (3465.553184 sec): 3 clusters Score: Raw -167979.471253 + Penalty 1674.868578 = -166304.602675 nChanged 19 SP:Iteration 15Q (3465.653903 sec): 3 clusters Score: Raw -167983.577317 + Penalty 1674.868578 = -166308.708739 nChanged 12 SP:Iteration 16Q (3465.738163 sec): 3 clusters Score: Raw -167987.120250 + Penalty 1674.868578 = -166312.251672 nChanged 15 SP:Iteration 17Q (3465.812575 sec): 3 clusters Score: Raw -167992.246154 + Penalty 1674.868578 = -166317.377575 nChanged 17 SP:Iteration 18Q (3465.896280 sec): 3 clusters Score: Raw -167996.140469 + Penalty 1674.868578 = -166321.271890 nChanged 12 SP:Iteration 19Q (3465.992933 sec): 3 clusters Score: Raw -168001.578010 + Penalty 1674.868578 = -166326.709431 nChanged 11 SP:Iteration 20F (3466.070468 sec): 3 clusters Score: Raw -168005.697527 + Penalty 1674.868578 = -166330.828949 nChanged 11 SP:Iteration 21Q (3466.178492 sec): 3 clusters Score: Raw -168009.252986 + Penalty 1674.868578 = -166334.384407 nChanged 12 SP:Iteration 22Q (3466.247982 sec): 3 clusters Score: Raw -168013.170209 + Penalty 1674.868578 = -166338.301631 nChanged 12 SP:Iteration 23Q (3466.363030 sec): 3 clusters Score: Raw -168016.768834 + Penalty 1674.868578 = -166341.900256 nChanged 18 SP:Iteration 24Q (3466.429455 sec): 3 clusters Score: Raw -168023.420460 + Penalty 1674.868578 = -166348.551881 nChanged 16 SP:Iteration 25Q (3466.519851 sec): 3 clusters Score: Raw -168028.462709 + Penalty 1674.868578 = -166353.594130 nChanged 14 SP:Iteration 26Q (3466.623028 sec): 3 clusters Score: Raw -168033.122677 + Penalty 1674.868578 = -166358.254098 nChanged 12 SP:Iteration 27Q (3466.711562 sec): 3 clusters Score: Raw -168036.771793 + Penalty 1674.868578 = -166361.903215 nChanged 13 SP:Iteration 28Q (3466.799989 sec): 3 clusters Score: Raw -168040.668679 + Penalty 1674.868578 = -166365.800100 nChanged 7 SP:Iteration 29Q (3466.874117 sec): 3 clusters Score: Raw -168042.544830 + Penalty 1674.868578 = -166367.676252 nChanged 6 SP:Iteration 30Q (3466.973046 sec): 3 clusters Score: Raw -168044.129473 + Penalty 1674.868578 = -166369.260895 nChanged 9 SP:Iteration 31Q (3467.040949 sec): 3 clusters Score: Raw -168047.954217 + Penalty 1674.868578 = -166373.085639 nChanged 13 SP:Iteration 32Q (3467.146434 sec): 3 clusters Score: Raw -168052.517781 + Penalty 1674.868578 = -166377.649203 nChanged 16 SP:Iteration 33Q (3467.222326 sec): 3 clusters Score: Raw -168057.310731 + Penalty 1674.868578 = -166382.442153 nChanged 16 SP:Iteration 34Q (3467.323491 sec): 3 clusters Score: Raw -168063.857064 + Penalty 1674.868578 = -166388.988485 nChanged 25 SP:Iteration 35Q (3467.388476 sec): 3 clusters Score: Raw -168077.019955 + Penalty 1674.868578 = -166402.151377 nChanged 27 SP:Iteration 36Q (3467.481130 sec): 3 clusters Score: Raw -168088.470505 + Penalty 1674.868578 = -166413.601927 nChanged 25 SP:Iteration 37Q (3467.557374 sec): 3 clusters Score: Raw -168101.420932 + Penalty 1674.868578 = -166426.552354 nChanged 29 SP:Iteration 38Q (3467.650647 sec): 3 clusters Score: Raw -168116.329062 + Penalty 1674.868578 = -166441.460484 nChanged 34 SP:Iteration 39Q (3467.746881 sec): 3 clusters Score: Raw -168129.338268 + Penalty 1674.868578 = -166454.469690 nChanged 29 SP:Iteration 40F (3467.828361 sec): 3 clusters Score: Raw -168141.087842 + Penalty 1674.868578 = -166466.219264 nChanged 23 SP:Iteration 41Q (3467.904384 sec): 3 clusters Score: Raw -168146.213011 + Penalty 1674.868578 = -166471.344432 nChanged 12 SP:Iteration 42Q (3468.000258 sec): 3 clusters Score: Raw -168150.085081 + Penalty 1674.868578 = -166475.216503 nChanged 12 SP:Iteration 43Q (3468.096154 sec): 3 clusters Score: Raw -168152.923306 + Penalty 1674.868578 = -166478.054728 nChanged 12 SP:Iteration 44Q (3468.179577 sec): 3 clusters Score: Raw -168156.003920 + Penalty 1674.868578 = -166481.135341 nChanged 8 SP:Iteration 45Q (3468.255484 sec): 3 clusters Score: Raw -168157.726861 + Penalty 1674.868578 = -166482.858282 nChanged 8 SP:Iteration 46Q (3468.336938 sec): 3 clusters Score: Raw -168160.146142 + Penalty 1674.868578 = -166485.277564 nChanged 13 SP:Iteration 47Q (3468.414017 sec): 3 clusters Score: Raw -168164.527959 + Penalty 1674.868578 = -166489.659380 nChanged 11 SP:Iteration 48Q (3468.501755 sec): 3 clusters Score: Raw -168167.298298 + Penalty 1674.868578 = -166492.429720 nChanged 12 SP:Iteration 49Q (3468.587776 sec): 3 clusters Score: Raw -168170.537270 + Penalty 1674.868578 = -166495.668692 nChanged 4 SP:Iteration 50Q (3468.670740 sec): 3 clusters Score: Raw -168171.775819 + Penalty 1674.868578 = -166496.907240 nChanged 8 SP:Iteration 51Q (3468.773453 sec): 3 clusters Score: Raw -168173.757810 + Penalty 1674.868578 = -166498.889232 nChanged 8 SP:Iteration 52Q (3468.838450 sec): 3 clusters Score: Raw -168175.841078 + Penalty 1674.868578 = -166500.972500 nChanged 12 SP:Iteration 53Q (3468.930717 sec): 3 clusters Score: Raw -168179.958280 + Penalty 1674.868578 = -166505.089701 nChanged 15 SP:Iteration 54Q (3469.029998 sec): 3 clusters Score: Raw -168185.436516 + Penalty 1674.868578 = -166510.567938 nChanged 8 SP:Iteration 55Q (3469.103490 sec): 3 clusters Score: Raw -168188.200261 + Penalty 1674.868578 = -166513.331682 nChanged 12 SP:Iteration 56Q (3469.192636 sec): 3 clusters Score: Raw -168193.019332 + Penalty 1674.868578 = -166518.150754 nChanged 11 SP:Iteration 57Q (3469.274761 sec): 3 clusters Score: Raw -168197.346527 + Penalty 1674.868578 = -166522.477949 nChanged 9 SP:Iteration 58Q (3469.361170 sec): 3 clusters Score: Raw -168199.461988 + Penalty 1674.868578 = -166524.593409 nChanged 4 SP:Iteration 59Q (3469.448058 sec): 3 clusters Score: Raw -168200.293873 + Penalty 1674.868578 = -166525.425295 nChanged 3 SP:Iteration 60F (3469.535223 sec): 3 clusters Score: Raw -168200.776911 + Penalty 1674.868578 = -166525.908333 nChanged 2 SP:Iteration 61Q (3469.624564 sec): 3 clusters Score: Raw -168201.044448 + Penalty 1674.868578 = -166526.175870 nChanged 1 SP:Iteration 62Q (3469.707696 sec): 3 clusters Score: Raw -168201.160090 + Penalty 1674.868578 = -166526.291512 nChanged 0 SP:Iteration 63F (3469.801600 sec): 3 clusters Score: Raw -168201.160090 + Penalty 1674.868578 = -166526.291512 nChanged 0 Trying to split cluster 8 (1051 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3469.850864 sec): 2 clusters Score: Raw -50451.289377 + Penalty 730.537224 = -49720.752154 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3469.935516 sec): 3 clusters Score: Raw -50103.285691 + Penalty 1461.074448 = -48642.211243 nChanged 366 SP:Iteration 1F (3470.012119 sec): 3 clusters Score: Raw -50453.697584 + Penalty 1461.074448 = -48992.623136 nChanged 95 SP:Iteration 2F (3470.103579 sec): 3 clusters Score: Raw -50609.226832 + Penalty 1461.074448 = -49148.152384 nChanged 73 SP:Iteration 3F (3470.187598 sec): 3 clusters Score: Raw -50714.962661 + Penalty 1461.074448 = -49253.888213 nChanged 58 SP:Iteration 4F (3470.267599 sec): 3 clusters Score: Raw -50774.162993 + Penalty 1461.074448 = -49313.088545 nChanged 38 SP:Iteration 5Q (3470.332699 sec): 3 clusters Score: Raw -50819.166667 + Penalty 1461.074448 = -49358.092220 nChanged 38 SP:Iteration 6Q (3470.430860 sec): 3 clusters Score: Raw -50866.548904 + Penalty 1461.074448 = -49405.474456 nChanged 31 SP:Iteration 7Q (3470.522075 sec): 3 clusters Score: Raw -50917.833768 + Penalty 1461.074448 = -49456.759320 nChanged 35 SP:Iteration 8Q (3470.590900 sec): 3 clusters Score: Raw -50956.207345 + Penalty 1461.074448 = -49495.132897 nChanged 26 SP:Iteration 9Q (3470.687802 sec): 3 clusters Score: Raw -50992.494663 + Penalty 1461.074448 = -49531.420215 nChanged 22 SP:Iteration 10Q (3470.780937 sec): 3 clusters Score: Raw -51018.341186 + Penalty 1461.074448 = -49557.266738 nChanged 13 SP:Iteration 11Q (3470.866035 sec): 3 clusters Score: Raw -51029.419118 + Penalty 1461.074448 = -49568.344670 nChanged 5 SP:Iteration 12Q (3470.939878 sec): 3 clusters Score: Raw -51034.398716 + Penalty 1461.074448 = -49573.324268 nChanged 6 SP:Iteration 13Q (3471.034212 sec): 3 clusters Score: Raw -51041.076542 + Penalty 1461.074448 = -49580.002094 nChanged 4 SP:Iteration 14Q (3471.116135 sec): 3 clusters Score: Raw -51046.952446 + Penalty 1461.074448 = -49585.877998 nChanged 4 SP:Iteration 15Q (3471.212081 sec): 3 clusters Score: Raw -51049.838658 + Penalty 1461.074448 = -49588.764210 nChanged 2 SP:Iteration 16Q (3471.299896 sec): 3 clusters Score: Raw -51050.571454 + Penalty 1461.074448 = -49589.497006 nChanged 1 SP:Iteration 17Q (3471.382093 sec): 3 clusters Score: Raw -51051.411365 + Penalty 1461.074448 = -49590.336918 nChanged 3 SP:Iteration 18Q (3471.454723 sec): 3 clusters Score: Raw -51052.977059 + Penalty 1461.074448 = -49591.902612 nChanged 0 SP:Iteration 19F (3471.548392 sec): 3 clusters Score: Raw -51052.977059 + Penalty 1461.074448 = -49591.902612 nChanged 0 Trying to split cluster 9 (5258 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3471.602265 sec): 2 clusters Score: Raw -267609.302683 + Penalty 899.588131 = -266709.714553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3471.678235 sec): 3 clusters Score: Raw -264677.520388 + Penalty 1799.176261 = -262878.344126 nChanged 2232 SP:Iteration 1F (3471.788268 sec): 3 clusters Score: Raw -266073.856462 + Penalty 1799.176261 = -264274.680201 nChanged 432 SP:Iteration 2F (3471.868744 sec): 3 clusters Score: Raw -266419.938583 + Penalty 1799.176261 = -264620.762322 nChanged 394 SP:Iteration 3F (3471.953868 sec): 3 clusters Score: Raw -266768.270147 + Penalty 1799.176261 = -264969.093886 nChanged 335 SP:Iteration 4F (3472.047790 sec): 3 clusters Score: Raw -267024.161809 + Penalty 1799.176261 = -265224.985548 nChanged 277 SP:Iteration 5F (3472.137721 sec): 3 clusters Score: Raw -267222.232618 + Penalty 1799.176261 = -265423.056357 nChanged 255 SP:Iteration 6Q (3472.222145 sec): 3 clusters Score: Raw -267379.861438 + Penalty 1799.176261 = -265580.685176 nChanged 211 SP:Iteration 7Q (3472.315436 sec): 3 clusters Score: Raw -267497.481661 + Penalty 1799.176261 = -265698.305400 nChanged 180 SP:Iteration 8Q (3472.410230 sec): 3 clusters Score: Raw -267598.537326 + Penalty 1799.176261 = -265799.361065 nChanged 150 SP:Iteration 9Q (3472.509124 sec): 3 clusters Score: Raw -267664.238128 + Penalty 1799.176261 = -265865.061867 nChanged 108 SP:Iteration 10Q (3472.583042 sec): 3 clusters Score: Raw -267709.197524 + Penalty 1799.176261 = -265910.021262 nChanged 97 SP:Iteration 11Q (3472.690396 sec): 3 clusters Score: Raw -267743.578333 + Penalty 1799.176261 = -265944.402072 nChanged 79 SP:Iteration 12Q (3472.768984 sec): 3 clusters Score: Raw -267770.904609 + Penalty 1799.176261 = -265971.728347 nChanged 79 SP:Iteration 13Q (3472.872296 sec): 3 clusters Score: Raw -267803.156802 + Penalty 1799.176261 = -266003.980541 nChanged 77 SP:Iteration 14Q (3472.949751 sec): 3 clusters Score: Raw -267828.360364 + Penalty 1799.176261 = -266029.184103 nChanged 59 SP:Iteration 15Q (3473.057699 sec): 3 clusters Score: Raw -267849.891850 + Penalty 1799.176261 = -266050.715589 nChanged 55 SP:Iteration 16Q (3473.153457 sec): 3 clusters Score: Raw -267870.394366 + Penalty 1799.176261 = -266071.218105 nChanged 58 SP:Iteration 17Q (3473.221839 sec): 3 clusters Score: Raw -267892.137763 + Penalty 1799.176261 = -266092.961502 nChanged 52 SP:Iteration 18Q (3473.325456 sec): 3 clusters Score: Raw -267911.509403 + Penalty 1799.176261 = -266112.333142 nChanged 53 SP:Iteration 19Q (3473.406883 sec): 3 clusters Score: Raw -267932.003333 + Penalty 1799.176261 = -266132.827072 nChanged 57 SP:Iteration 20F (3473.495351 sec): 3 clusters Score: Raw -267952.615432 + Penalty 1799.176261 = -266153.439171 nChanged 48 SP:Iteration 21Q (3473.600531 sec): 3 clusters Score: Raw -267970.749650 + Penalty 1799.176261 = -266171.573389 nChanged 41 SP:Iteration 22Q (3473.688763 sec): 3 clusters Score: Raw -267983.900013 + Penalty 1799.176261 = -266184.723752 nChanged 42 SP:Iteration 23Q (3473.777325 sec): 3 clusters Score: Raw -267997.123762 + Penalty 1799.176261 = -266197.947501 nChanged 40 SP:Iteration 24Q (3473.869013 sec): 3 clusters Score: Raw -268009.950372 + Penalty 1799.176261 = -266210.774111 nChanged 27 SP:Iteration 25Q (3473.953466 sec): 3 clusters Score: Raw -268022.210470 + Penalty 1799.176261 = -266223.034209 nChanged 37 SP:Iteration 26Q (3474.052985 sec): 3 clusters Score: Raw -268038.851999 + Penalty 1799.176261 = -266239.675738 nChanged 26 SP:Iteration 27Q (3474.134084 sec): 3 clusters Score: Raw -268050.917783 + Penalty 1799.176261 = -266251.741522 nChanged 29 SP:Iteration 28Q (3474.225717 sec): 3 clusters Score: Raw -268063.726470 + Penalty 1799.176261 = -266264.550209 nChanged 41 SP:Iteration 29Q (3474.318922 sec): 3 clusters Score: Raw -268083.531671 + Penalty 1799.176261 = -266284.355410 nChanged 40 SP:Iteration 30Q (3474.407738 sec): 3 clusters Score: Raw -268097.240193 + Penalty 1799.176261 = -266298.063932 nChanged 23 SP:Iteration 31Q (3474.481609 sec): 3 clusters Score: Raw -268104.723509 + Penalty 1799.176261 = -266305.547248 nChanged 32 SP:Iteration 32Q (3474.575805 sec): 3 clusters Score: Raw -268116.026232 + Penalty 1799.176261 = -266316.849971 nChanged 28 SP:Iteration 33Q (3474.683578 sec): 3 clusters Score: Raw -268125.864568 + Penalty 1799.176261 = -266326.688307 nChanged 26 SP:Iteration 34Q (3474.776963 sec): 3 clusters Score: Raw -268134.265804 + Penalty 1799.176261 = -266335.089543 nChanged 15 SP:Iteration 35Q (3474.869264 sec): 3 clusters Score: Raw -268137.982562 + Penalty 1799.176261 = -266338.806301 nChanged 11 SP:Iteration 36Q (3474.950667 sec): 3 clusters Score: Raw -268141.065011 + Penalty 1799.176261 = -266341.888750 nChanged 14 SP:Iteration 37Q (3475.029527 sec): 3 clusters Score: Raw -268144.993431 + Penalty 1799.176261 = -266345.817170 nChanged 17 SP:Iteration 38Q (3475.118884 sec): 3 clusters Score: Raw -268153.056368 + Penalty 1799.176261 = -266353.880107 nChanged 24 SP:Iteration 39Q (3475.194689 sec): 3 clusters Score: Raw -268164.456306 + Penalty 1799.176261 = -266365.280045 nChanged 23 SP:Iteration 40F (3475.284945 sec): 3 clusters Score: Raw -268172.986444 + Penalty 1799.176261 = -266373.810182 nChanged 19 SP:Iteration 41Q (3475.393919 sec): 3 clusters Score: Raw -268180.167877 + Penalty 1799.176261 = -266380.991616 nChanged 22 SP:Iteration 42Q (3475.473782 sec): 3 clusters Score: Raw -268189.473711 + Penalty 1799.176261 = -266390.297450 nChanged 28 SP:Iteration 43Q (3475.545037 sec): 3 clusters Score: Raw -268205.001670 + Penalty 1799.176261 = -266405.825409 nChanged 36 SP:Iteration 44Q (3475.635706 sec): 3 clusters Score: Raw -268218.764756 + Penalty 1799.176261 = -266419.588495 nChanged 23 SP:Iteration 45Q (3475.722111 sec): 3 clusters Score: Raw -268228.066521 + Penalty 1799.176261 = -266428.890260 nChanged 30 SP:Iteration 46Q (3475.830460 sec): 3 clusters Score: Raw -268240.367688 + Penalty 1799.176261 = -266441.191426 nChanged 29 SP:Iteration 47Q (3475.899429 sec): 3 clusters Score: Raw -268253.039190 + Penalty 1799.176261 = -266453.862929 nChanged 27 SP:Iteration 48Q (3476.000076 sec): 3 clusters Score: Raw -268261.355481 + Penalty 1799.176261 = -266462.179220 nChanged 17 SP:Iteration 49Q (3476.067190 sec): 3 clusters Score: Raw -268265.499136 + Penalty 1799.176261 = -266466.322875 nChanged 12 SP:Iteration 50Q (3476.151637 sec): 3 clusters Score: Raw -268269.866644 + Penalty 1799.176261 = -266470.690383 nChanged 18 SP:Iteration 51Q (3476.258605 sec): 3 clusters Score: Raw -268275.536330 + Penalty 1799.176261 = -266476.360069 nChanged 18 SP:Iteration 52Q (3476.349945 sec): 3 clusters Score: Raw -268280.033065 + Penalty 1799.176261 = -266480.856804 nChanged 7 SP:Iteration 53Q (3476.432033 sec): 3 clusters Score: Raw -268281.446692 + Penalty 1799.176261 = -266482.270431 nChanged 3 SP:Iteration 54Q (3476.522153 sec): 3 clusters Score: Raw -268282.050820 + Penalty 1799.176261 = -266482.874559 nChanged 4 SP:Iteration 55Q (3476.608151 sec): 3 clusters Score: Raw -268282.672468 + Penalty 1799.176261 = -266483.496207 nChanged 1 SP:Iteration 56Q (3476.687545 sec): 3 clusters Score: Raw -268282.827939 + Penalty 1799.176261 = -266483.651678 nChanged 0 SP:Iteration 57F (3476.779781 sec): 3 clusters Score: Raw -268282.827939 + Penalty 1799.176261 = -266483.651678 nChanged 0 Trying to split cluster 10 (3257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3476.847362 sec): 2 clusters Score: Raw -191622.919752 + Penalty 849.298990 = -190773.620763 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3476.922470 sec): 3 clusters Score: Raw -189937.488649 + Penalty 1698.597979 = -188238.890670 nChanged 1308 SP:Iteration 1F (3476.997686 sec): 3 clusters Score: Raw -190688.892813 + Penalty 1698.597979 = -188990.294834 nChanged 259 SP:Iteration 2F (3477.088992 sec): 3 clusters Score: Raw -190837.240351 + Penalty 1698.597979 = -189138.642372 nChanged 186 SP:Iteration 3F (3477.184519 sec): 3 clusters Score: Raw -190928.013527 + Penalty 1698.597979 = -189229.415548 nChanged 137 SP:Iteration 4Q (3477.266577 sec): 3 clusters Score: Raw -190990.075600 + Penalty 1698.597979 = -189291.477621 nChanged 119 SP:Iteration 5Q (3477.341873 sec): 3 clusters Score: Raw -191035.885733 + Penalty 1698.597979 = -189337.287753 nChanged 92 SP:Iteration 6Q (3477.431468 sec): 3 clusters Score: Raw -191075.151132 + Penalty 1698.597979 = -189376.553153 nChanged 83 SP:Iteration 7Q (3477.521912 sec): 3 clusters Score: Raw -191107.569707 + Penalty 1698.597979 = -189408.971727 nChanged 85 SP:Iteration 8Q (3477.582761 sec): 3 clusters Score: Raw -191148.008650 + Penalty 1698.597979 = -189449.410671 nChanged 88 SP:Iteration 9Q (3477.668782 sec): 3 clusters Score: Raw -191185.889219 + Penalty 1698.597979 = -189487.291240 nChanged 86 SP:Iteration 10Q (3477.759886 sec): 3 clusters Score: Raw -191219.222363 + Penalty 1698.597979 = -189520.624384 nChanged 85 SP:Iteration 11Q (3477.845684 sec): 3 clusters Score: Raw -191255.319406 + Penalty 1698.597979 = -189556.721427 nChanged 87 SP:Iteration 12Q (3477.924475 sec): 3 clusters Score: Raw -191300.041284 + Penalty 1698.597979 = -189601.443305 nChanged 86 SP:Iteration 13Q (3478.007385 sec): 3 clusters Score: Raw -191346.246317 + Penalty 1698.597979 = -189647.648338 nChanged 84 SP:Iteration 14Q (3478.101007 sec): 3 clusters Score: Raw -191397.022388 + Penalty 1698.597979 = -189698.424409 nChanged 86 SP:Iteration 15Q (3478.183620 sec): 3 clusters Score: Raw -191445.837424 + Penalty 1698.597979 = -189747.239445 nChanged 71 SP:Iteration 16Q (3478.280372 sec): 3 clusters Score: Raw -191478.855412 + Penalty 1698.597979 = -189780.257433 nChanged 50 SP:Iteration 17Q (3478.377811 sec): 3 clusters Score: Raw -191505.741835 + Penalty 1698.597979 = -189807.143856 nChanged 45 SP:Iteration 18Q (3478.448850 sec): 3 clusters Score: Raw -191528.243366 + Penalty 1698.597979 = -189829.645387 nChanged 41 SP:Iteration 19Q (3478.535160 sec): 3 clusters Score: Raw -191551.464282 + Penalty 1698.597979 = -189852.866303 nChanged 37 SP:Iteration 20F (3478.638809 sec): 3 clusters Score: Raw -191577.755623 + Penalty 1698.597979 = -189879.157644 nChanged 50 SP:Iteration 21Q (3478.719042 sec): 3 clusters Score: Raw -191609.692607 + Penalty 1698.597979 = -189911.094627 nChanged 43 SP:Iteration 22Q (3478.807485 sec): 3 clusters Score: Raw -191642.225123 + Penalty 1698.597979 = -189943.627144 nChanged 35 SP:Iteration 23Q (3478.910490 sec): 3 clusters Score: Raw -191662.051209 + Penalty 1698.597979 = -189963.453230 nChanged 27 SP:Iteration 24Q (3479.003551 sec): 3 clusters Score: Raw -191679.150294 + Penalty 1698.597979 = -189980.552315 nChanged 20 SP:Iteration 25Q (3479.083266 sec): 3 clusters Score: Raw -191694.907306 + Penalty 1698.597979 = -189996.309327 nChanged 20 SP:Iteration 26Q (3479.179859 sec): 3 clusters Score: Raw -191714.829352 + Penalty 1698.597979 = -190016.231373 nChanged 33 SP:Iteration 27Q (3479.269209 sec): 3 clusters Score: Raw -191739.853613 + Penalty 1698.597979 = -190041.255634 nChanged 19 SP:Iteration 28Q (3479.359568 sec): 3 clusters Score: Raw -191752.569000 + Penalty 1698.597979 = -190053.971020 nChanged 12 SP:Iteration 29Q (3479.434139 sec): 3 clusters Score: Raw -191762.614800 + Penalty 1698.597979 = -190064.016821 nChanged 19 SP:Iteration 30Q (3479.506964 sec): 3 clusters Score: Raw -191775.016414 + Penalty 1698.597979 = -190076.418435 nChanged 21 SP:Iteration 31Q (3479.611612 sec): 3 clusters Score: Raw -191791.372401 + Penalty 1698.597979 = -190092.774422 nChanged 13 SP:Iteration 32Q (3479.696649 sec): 3 clusters Score: Raw -191797.971902 + Penalty 1698.597979 = -190099.373923 nChanged 6 SP:Iteration 33Q (3479.780457 sec): 3 clusters Score: Raw -191801.542960 + Penalty 1698.597979 = -190102.944981 nChanged 6 SP:Iteration 34Q (3479.858861 sec): 3 clusters Score: Raw -191805.284088 + Penalty 1698.597979 = -190106.686109 nChanged 7 SP:Iteration 35Q (3479.956956 sec): 3 clusters Score: Raw -191814.368429 + Penalty 1698.597979 = -190115.770450 nChanged 4 SP:Iteration 36Q (3480.048267 sec): 3 clusters Score: Raw -191818.500631 + Penalty 1698.597979 = -190119.902652 nChanged 8 SP:Iteration 37Q (3480.151587 sec): 3 clusters Score: Raw -191828.340988 + Penalty 1698.597979 = -190129.743008 nChanged 13 SP:Iteration 38Q (3480.229097 sec): 3 clusters Score: Raw -191849.734301 + Penalty 1698.597979 = -190151.136321 nChanged 10 SP:Iteration 39Q (3480.307175 sec): 3 clusters Score: Raw -191861.612528 + Penalty 1698.597979 = -190163.014549 nChanged 14 SP:Iteration 40F (3480.392270 sec): 3 clusters Score: Raw -191878.981434 + Penalty 1698.597979 = -190180.383455 nChanged 13 SP:Iteration 41Q (3480.477801 sec): 3 clusters Score: Raw -191890.589013 + Penalty 1698.597979 = -190191.991034 nChanged 14 SP:Iteration 42Q (3480.556887 sec): 3 clusters Score: Raw -191899.305316 + Penalty 1698.597979 = -190200.707337 nChanged 7 SP:Iteration 43Q (3480.656106 sec): 3 clusters Score: Raw -191903.499640 + Penalty 1698.597979 = -190204.901661 nChanged 6 SP:Iteration 44Q (3480.726609 sec): 3 clusters Score: Raw -191907.637901 + Penalty 1698.597979 = -190209.039922 nChanged 8 SP:Iteration 45Q (3480.831647 sec): 3 clusters Score: Raw -191913.712317 + Penalty 1698.597979 = -190215.114338 nChanged 9 SP:Iteration 46Q (3480.918491 sec): 3 clusters Score: Raw -191920.752886 + Penalty 1698.597979 = -190222.154906 nChanged 6 SP:Iteration 47Q (3480.996997 sec): 3 clusters Score: Raw -191923.069620 + Penalty 1698.597979 = -190224.471641 nChanged 2 SP:Iteration 48Q (3481.082100 sec): 3 clusters Score: Raw -191923.699380 + Penalty 1698.597979 = -190225.101401 nChanged 1 SP:Iteration 49Q (3481.155953 sec): 3 clusters Score: Raw -191924.123746 + Penalty 1698.597979 = -190225.525767 nChanged 2 SP:Iteration 50Q (3481.256536 sec): 3 clusters Score: Raw -191926.949141 + Penalty 1698.597979 = -190228.351162 nChanged 6 SP:Iteration 51Q (3481.333969 sec): 3 clusters Score: Raw -191931.514264 + Penalty 1698.597979 = -190232.916285 nChanged 4 SP:Iteration 52Q (3481.412045 sec): 3 clusters Score: Raw -191932.753709 + Penalty 1698.597979 = -190234.155730 nChanged 2 SP:Iteration 53Q (3481.496669 sec): 3 clusters Score: Raw -191933.565671 + Penalty 1698.597979 = -190234.967692 nChanged 3 SP:Iteration 54Q (3481.565134 sec): 3 clusters Score: Raw -191935.379714 + Penalty 1698.597979 = -190236.781735 nChanged 2 SP:Iteration 55Q (3481.653190 sec): 3 clusters Score: Raw -191936.603989 + Penalty 1698.597979 = -190238.006010 nChanged 2 SP:Iteration 56Q (3481.746103 sec): 3 clusters Score: Raw -191938.194800 + Penalty 1698.597979 = -190239.596821 nChanged 1 SP:Iteration 57Q (3481.834066 sec): 3 clusters Score: Raw -191938.877909 + Penalty 1698.597979 = -190240.279930 nChanged 4 SP:Iteration 58Q (3481.919816 sec): 3 clusters Score: Raw -191943.038258 + Penalty 1698.597979 = -190244.440279 nChanged 10 SP:Iteration 59Q (3482.012769 sec): 3 clusters Score: Raw -191946.565529 + Penalty 1698.597979 = -190247.967550 nChanged 3 SP:Iteration 60F (3482.100572 sec): 3 clusters Score: Raw -191948.437827 + Penalty 1698.597979 = -190249.839848 nChanged 2 SP:Iteration 61Q (3482.188010 sec): 3 clusters Score: Raw -191950.078579 + Penalty 1698.597979 = -190251.480600 nChanged 3 SP:Iteration 62Q (3482.278282 sec): 3 clusters Score: Raw -191951.163944 + Penalty 1698.597979 = -190252.565965 nChanged 4 SP:Iteration 63Q (3482.357196 sec): 3 clusters Score: Raw -191956.759149 + Penalty 1698.597979 = -190258.161170 nChanged 4 SP:Iteration 64Q (3482.452189 sec): 3 clusters Score: Raw -191958.161988 + Penalty 1698.597979 = -190259.564009 nChanged 1 SP:Iteration 65Q (3482.552083 sec): 3 clusters Score: Raw -191958.546460 + Penalty 1698.597979 = -190259.948481 nChanged 1 SP:Iteration 66Q (3482.642156 sec): 3 clusters Score: Raw -191958.786550 + Penalty 1698.597979 = -190260.188571 nChanged 1 SP:Iteration 67Q (3482.727422 sec): 3 clusters Score: Raw -191958.957702 + Penalty 1698.597979 = -190260.359723 nChanged 0 SP:Iteration 68F (3482.802544 sec): 3 clusters Score: Raw -191958.957702 + Penalty 1698.597979 = -190260.359723 nChanged 0 Trying to split cluster 11 (12102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3482.885758 sec): 2 clusters Score: Raw -724878.224163 + Penalty 987.118231 = -723891.105932 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3482.965494 sec): 3 clusters Score: Raw -717658.332287 + Penalty 1974.236462 = -715684.095826 nChanged 5450 SP:Iteration 1F (3483.086750 sec): 3 clusters Score: Raw -720894.975717 + Penalty 1974.236462 = -718920.739256 nChanged 894 SP:Iteration 2F (3483.177575 sec): 3 clusters Score: Raw -721437.873565 + Penalty 1974.236462 = -719463.637103 nChanged 927 SP:Iteration 3F (3483.257188 sec): 3 clusters Score: Raw -722066.109084 + Penalty 1974.236462 = -720091.872623 nChanged 899 SP:Iteration 4F (3483.353838 sec): 3 clusters Score: Raw -722679.301116 + Penalty 1974.236462 = -720705.064654 nChanged 773 SP:Iteration 5F (3483.465498 sec): 3 clusters Score: Raw -723182.273164 + Penalty 1974.236462 = -721208.036702 nChanged 673 SP:Iteration 6F (3483.573369 sec): 3 clusters Score: Raw -723590.941829 + Penalty 1974.236462 = -721616.705368 nChanged 529 SP:Iteration 7Q (3483.675227 sec): 3 clusters Score: Raw -723869.084917 + Penalty 1974.236462 = -721894.848456 nChanged 386 SP:Iteration 8Q (3483.786980 sec): 3 clusters Score: Raw -724057.216024 + Penalty 1974.236462 = -722082.979562 nChanged 351 SP:Iteration 9Q (3483.866177 sec): 3 clusters Score: Raw -724245.997148 + Penalty 1974.236462 = -722271.760687 nChanged 307 SP:Iteration 10Q (3483.970514 sec): 3 clusters Score: Raw -724403.554208 + Penalty 1974.236462 = -722429.317747 nChanged 253 SP:Iteration 11Q (3484.070653 sec): 3 clusters Score: Raw -724531.296233 + Penalty 1974.236462 = -722557.059772 nChanged 220 SP:Iteration 12Q (3484.191728 sec): 3 clusters Score: Raw -724642.986851 + Penalty 1974.236462 = -722668.750389 nChanged 170 SP:Iteration 13Q (3484.292418 sec): 3 clusters Score: Raw -724728.474329 + Penalty 1974.236462 = -722754.237867 nChanged 143 SP:Iteration 14Q (3484.374489 sec): 3 clusters Score: Raw -724800.609713 + Penalty 1974.236462 = -722826.373252 nChanged 104 SP:Iteration 15Q (3484.485624 sec): 3 clusters Score: Raw -724853.699812 + Penalty 1974.236462 = -722879.463351 nChanged 107 SP:Iteration 16Q (3484.579082 sec): 3 clusters Score: Raw -724911.533951 + Penalty 1974.236462 = -722937.297489 nChanged 76 SP:Iteration 17Q (3484.685251 sec): 3 clusters Score: Raw -724949.511108 + Penalty 1974.236462 = -722975.274646 nChanged 56 SP:Iteration 18Q (3484.789255 sec): 3 clusters Score: Raw -724976.515503 + Penalty 1974.236462 = -723002.279042 nChanged 41 SP:Iteration 19Q (3484.897670 sec): 3 clusters Score: Raw -724994.473373 + Penalty 1974.236462 = -723020.236911 nChanged 34 SP:Iteration 20F (3484.992333 sec): 3 clusters Score: Raw -725010.310433 + Penalty 1974.236462 = -723036.073971 nChanged 25 SP:Iteration 21Q (3485.077866 sec): 3 clusters Score: Raw -725023.057352 + Penalty 1974.236462 = -723048.820891 nChanged 22 SP:Iteration 22Q (3485.187568 sec): 3 clusters Score: Raw -725031.999956 + Penalty 1974.236462 = -723057.763494 nChanged 17 SP:Iteration 23Q (3485.287149 sec): 3 clusters Score: Raw -725039.952452 + Penalty 1974.236462 = -723065.715991 nChanged 21 SP:Iteration 24Q (3485.366650 sec): 3 clusters Score: Raw -725052.814606 + Penalty 1974.236462 = -723078.578144 nChanged 16 SP:Iteration 25Q (3485.481045 sec): 3 clusters Score: Raw -725062.116772 + Penalty 1974.236462 = -723087.880310 nChanged 15 SP:Iteration 26Q (3485.556844 sec): 3 clusters Score: Raw -725071.978449 + Penalty 1974.236462 = -723097.741988 nChanged 6 SP:Iteration 27Q (3485.654083 sec): 3 clusters Score: Raw -725074.513740 + Penalty 1974.236462 = -723100.277279 nChanged 5 SP:Iteration 28Q (3485.767715 sec): 3 clusters Score: Raw -725076.731794 + Penalty 1974.236462 = -723102.495333 nChanged 4 SP:Iteration 29Q (3485.865470 sec): 3 clusters Score: Raw -725078.432874 + Penalty 1974.236462 = -723104.196412 nChanged 3 SP:Iteration 30Q (3485.975120 sec): 3 clusters Score: Raw -725080.322555 + Penalty 1974.236462 = -723106.086093 nChanged 5 SP:Iteration 31Q (3486.060345 sec): 3 clusters Score: Raw -725082.641850 + Penalty 1974.236462 = -723108.405388 nChanged 2 SP:Iteration 32Q (3486.166348 sec): 3 clusters Score: Raw -725083.280171 + Penalty 1974.236462 = -723109.043710 nChanged 0 SP:Iteration 33F (3486.278878 sec): 3 clusters Score: Raw -725083.280171 + Penalty 1974.236462 = -723109.043710 nChanged 0 Trying to split cluster 12 (1156 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3486.337861 sec): 2 clusters Score: Raw -53122.270091 + Penalty 740.535710 = -52381.734381 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3486.413856 sec): 3 clusters Score: Raw -52697.985874 + Penalty 1481.071420 = -51216.914453 nChanged 398 SP:Iteration 1F (3486.504346 sec): 3 clusters Score: Raw -52991.819644 + Penalty 1481.071420 = -51510.748224 nChanged 94 SP:Iteration 2F (3486.585797 sec): 3 clusters Score: Raw -53093.380730 + Penalty 1481.071420 = -51612.309310 nChanged 59 SP:Iteration 3F (3486.680768 sec): 3 clusters Score: Raw -53141.256549 + Penalty 1481.071420 = -51660.185128 nChanged 39 SP:Iteration 4Q (3486.761362 sec): 3 clusters Score: Raw -53166.864391 + Penalty 1481.071420 = -51685.792971 nChanged 21 SP:Iteration 5Q (3486.847004 sec): 3 clusters Score: Raw -53181.569145 + Penalty 1481.071420 = -51700.497724 nChanged 24 SP:Iteration 6Q (3486.910916 sec): 3 clusters Score: Raw -53214.226890 + Penalty 1481.071420 = -51733.155470 nChanged 25 SP:Iteration 7Q (3486.997457 sec): 3 clusters Score: Raw -53236.416335 + Penalty 1481.071420 = -51755.344915 nChanged 23 SP:Iteration 8Q (3487.091472 sec): 3 clusters Score: Raw -53253.189575 + Penalty 1481.071420 = -51772.118155 nChanged 16 SP:Iteration 9Q (3487.192399 sec): 3 clusters Score: Raw -53261.557233 + Penalty 1481.071420 = -51780.485812 nChanged 11 SP:Iteration 10Q (3487.279819 sec): 3 clusters Score: Raw -53267.525636 + Penalty 1481.071420 = -51786.454216 nChanged 8 SP:Iteration 11Q (3487.370532 sec): 3 clusters Score: Raw -53274.450605 + Penalty 1481.071420 = -51793.379184 nChanged 8 SP:Iteration 12Q (3487.439495 sec): 3 clusters Score: Raw -53280.784349 + Penalty 1481.071420 = -51799.712928 nChanged 6 SP:Iteration 13Q (3487.516779 sec): 3 clusters Score: Raw -53284.079187 + Penalty 1481.071420 = -51803.007766 nChanged 5 SP:Iteration 14Q (3487.619062 sec): 3 clusters Score: Raw -53288.624528 + Penalty 1481.071420 = -51807.553107 nChanged 4 SP:Iteration 15Q (3487.698538 sec): 3 clusters Score: Raw -53293.575213 + Penalty 1481.071420 = -51812.503793 nChanged 7 SP:Iteration 16Q (3487.784243 sec): 3 clusters Score: Raw -53300.816979 + Penalty 1481.071420 = -51819.745559 nChanged 10 SP:Iteration 17Q (3487.847578 sec): 3 clusters Score: Raw -53308.830368 + Penalty 1481.071420 = -51827.758948 nChanged 9 SP:Iteration 18Q (3487.930152 sec): 3 clusters Score: Raw -53312.473864 + Penalty 1481.071420 = -51831.402444 nChanged 6 SP:Iteration 19Q (3488.032158 sec): 3 clusters Score: Raw -53317.135312 + Penalty 1481.071420 = -51836.063892 nChanged 7 SP:Iteration 20F (3488.120600 sec): 3 clusters Score: Raw -53321.085363 + Penalty 1481.071420 = -51840.013942 nChanged 7 SP:Iteration 21Q (3488.182443 sec): 3 clusters Score: Raw -53325.299546 + Penalty 1481.071420 = -51844.228126 nChanged 5 SP:Iteration 22Q (3488.277358 sec): 3 clusters Score: Raw -53327.178604 + Penalty 1481.071420 = -51846.107184 nChanged 2 SP:Iteration 23Q (3488.359470 sec): 3 clusters Score: Raw -53328.801402 + Penalty 1481.071420 = -51847.729982 nChanged 3 SP:Iteration 24Q (3488.442885 sec): 3 clusters Score: Raw -53330.821447 + Penalty 1481.071420 = -51849.750027 nChanged 2 SP:Iteration 25Q (3488.545373 sec): 3 clusters Score: Raw -53332.558280 + Penalty 1481.071420 = -51851.486860 nChanged 1 SP:Iteration 26Q (3488.630441 sec): 3 clusters Score: Raw -53332.723147 + Penalty 1481.071420 = -51851.651727 nChanged 0 SP:Iteration 27F (3488.704067 sec): 3 clusters Score: Raw -53332.723147 + Penalty 1481.071420 = -51851.651727 nChanged 0 Trying to split cluster 13 (995 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3488.747741 sec): 2 clusters Score: Raw -42972.507602 + Penalty 724.787987 = -42247.719614 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3488.831767 sec): 3 clusters Score: Raw -42603.228594 + Penalty 1449.575975 = -41153.652619 nChanged 352 SP:Iteration 1F (3488.920820 sec): 3 clusters Score: Raw -42935.383843 + Penalty 1449.575975 = -41485.807869 nChanged 92 SP:Iteration 2F (3489.012680 sec): 3 clusters Score: Raw -43059.072867 + Penalty 1449.575975 = -41609.496892 nChanged 70 SP:Iteration 3F (3489.086930 sec): 3 clusters Score: Raw -43165.018581 + Penalty 1449.575975 = -41715.442607 nChanged 61 SP:Iteration 4F (3489.170792 sec): 3 clusters Score: Raw -43262.329823 + Penalty 1449.575975 = -41812.753848 nChanged 44 SP:Iteration 5Q (3489.234552 sec): 3 clusters Score: Raw -43336.327856 + Penalty 1449.575975 = -41886.751881 nChanged 44 SP:Iteration 6Q (3489.312262 sec): 3 clusters Score: Raw -43392.616960 + Penalty 1449.575975 = -41943.040985 nChanged 23 SP:Iteration 7Q (3489.395239 sec): 3 clusters Score: Raw -43413.015713 + Penalty 1449.575975 = -41963.439738 nChanged 11 SP:Iteration 8Q (3489.476674 sec): 3 clusters Score: Raw -43421.490841 + Penalty 1449.575975 = -41971.914867 nChanged 9 SP:Iteration 9Q (3489.579558 sec): 3 clusters Score: Raw -43426.245246 + Penalty 1449.575975 = -41976.669272 nChanged 5 SP:Iteration 10Q (3489.644699 sec): 3 clusters Score: Raw -43428.026155 + Penalty 1449.575975 = -41978.450180 nChanged 0 SP:Iteration 11F (3489.738951 sec): 3 clusters Score: Raw -43428.026155 + Penalty 1449.575975 = -41978.450180 nChanged 0 Trying to split cluster 14 (1757 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3489.793557 sec): 2 clusters Score: Raw -99365.658662 + Penalty 784.493124 = -98581.165538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3489.878557 sec): 3 clusters Score: Raw -98575.292254 + Penalty 1568.986249 = -97006.306006 nChanged 637 SP:Iteration 1F (3489.962076 sec): 3 clusters Score: Raw -98982.644020 + Penalty 1568.986249 = -97413.657772 nChanged 164 SP:Iteration 2F (3490.038399 sec): 3 clusters Score: Raw -99124.498797 + Penalty 1568.986249 = -97555.512548 nChanged 105 SP:Iteration 3F (3490.136267 sec): 3 clusters Score: Raw -99223.896408 + Penalty 1568.986249 = -97654.910159 nChanged 102 SP:Iteration 4F (3490.198368 sec): 3 clusters Score: Raw -99324.069898 + Penalty 1568.986249 = -97755.083649 nChanged 97 SP:Iteration 5F (3490.292706 sec): 3 clusters Score: Raw -99403.956575 + Penalty 1568.986249 = -97834.970326 nChanged 68 SP:Iteration 6Q (3490.362111 sec): 3 clusters Score: Raw -99455.925081 + Penalty 1568.986249 = -97886.938832 nChanged 57 SP:Iteration 7Q (3490.448644 sec): 3 clusters Score: Raw -99496.340179 + Penalty 1568.986249 = -97927.353930 nChanged 53 SP:Iteration 8Q (3490.537097 sec): 3 clusters Score: Raw -99529.560078 + Penalty 1568.986249 = -97960.573830 nChanged 33 SP:Iteration 9Q (3490.631319 sec): 3 clusters Score: Raw -99547.943665 + Penalty 1568.986249 = -97978.957416 nChanged 18 SP:Iteration 10Q (3490.702068 sec): 3 clusters Score: Raw -99558.407710 + Penalty 1568.986249 = -97989.421461 nChanged 14 SP:Iteration 11Q (3490.807058 sec): 3 clusters Score: Raw -99566.084355 + Penalty 1568.986249 = -97997.098107 nChanged 16 SP:Iteration 12Q (3490.884079 sec): 3 clusters Score: Raw -99574.312508 + Penalty 1568.986249 = -98005.326259 nChanged 9 SP:Iteration 13Q (3490.958774 sec): 3 clusters Score: Raw -99578.064924 + Penalty 1568.986249 = -98009.078675 nChanged 6 SP:Iteration 14Q (3491.048452 sec): 3 clusters Score: Raw -99580.443459 + Penalty 1568.986249 = -98011.457211 nChanged 4 SP:Iteration 15Q (3491.152882 sec): 3 clusters Score: Raw -99582.289263 + Penalty 1568.986249 = -98013.303015 nChanged 4 SP:Iteration 16Q (3491.225784 sec): 3 clusters Score: Raw -99583.986432 + Penalty 1568.986249 = -98015.000183 nChanged 6 SP:Iteration 17Q (3491.315554 sec): 3 clusters Score: Raw -99586.792378 + Penalty 1568.986249 = -98017.806130 nChanged 3 SP:Iteration 18Q (3491.398675 sec): 3 clusters Score: Raw -99588.178305 + Penalty 1568.986249 = -98019.192057 nChanged 4 SP:Iteration 19Q (3491.486599 sec): 3 clusters Score: Raw -99589.352680 + Penalty 1568.986249 = -98020.366432 nChanged 0 SP:Iteration 20F (3491.571190 sec): 3 clusters Score: Raw -99589.352680 + Penalty 1568.986249 = -98020.366432 nChanged 0 Trying to split cluster 15 (1572 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3491.624961 sec): 2 clusters Score: Raw -92162.766591 + Penalty 772.810917 = -91389.955674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3491.719714 sec): 3 clusters Score: Raw -91456.609066 + Penalty 1545.621834 = -89910.987232 nChanged 595 SP:Iteration 1F (3491.801825 sec): 3 clusters Score: Raw -91849.061003 + Penalty 1545.621834 = -90303.439168 nChanged 153 SP:Iteration 2F (3491.886953 sec): 3 clusters Score: Raw -91978.746499 + Penalty 1545.621834 = -90433.124665 nChanged 101 SP:Iteration 3F (3491.979007 sec): 3 clusters Score: Raw -92067.252898 + Penalty 1545.621834 = -90521.631064 nChanged 81 SP:Iteration 4F (3492.077912 sec): 3 clusters Score: Raw -92137.516821 + Penalty 1545.621834 = -90591.894987 nChanged 72 SP:Iteration 5Q (3492.148943 sec): 3 clusters Score: Raw -92188.703670 + Penalty 1545.621834 = -90643.081836 nChanged 40 SP:Iteration 6Q (3492.215524 sec): 3 clusters Score: Raw -92211.710097 + Penalty 1545.621834 = -90666.088262 nChanged 38 SP:Iteration 7Q (3492.320471 sec): 3 clusters Score: Raw -92241.752632 + Penalty 1545.621834 = -90696.130798 nChanged 45 SP:Iteration 8Q (3492.413753 sec): 3 clusters Score: Raw -92270.909689 + Penalty 1545.621834 = -90725.287855 nChanged 38 SP:Iteration 9Q (3492.476006 sec): 3 clusters Score: Raw -92292.843873 + Penalty 1545.621834 = -90747.222039 nChanged 27 SP:Iteration 10Q (3492.580791 sec): 3 clusters Score: Raw -92308.633300 + Penalty 1545.621834 = -90763.011465 nChanged 25 SP:Iteration 11Q (3492.664416 sec): 3 clusters Score: Raw -92325.854410 + Penalty 1545.621834 = -90780.232576 nChanged 26 SP:Iteration 12Q (3492.741261 sec): 3 clusters Score: Raw -92339.616946 + Penalty 1545.621834 = -90793.995111 nChanged 17 SP:Iteration 13Q (3492.820766 sec): 3 clusters Score: Raw -92347.866495 + Penalty 1545.621834 = -90802.244661 nChanged 12 SP:Iteration 14Q (3492.912538 sec): 3 clusters Score: Raw -92358.392814 + Penalty 1545.621834 = -90812.770980 nChanged 11 SP:Iteration 15Q (3492.982523 sec): 3 clusters Score: Raw -92363.004100 + Penalty 1545.621834 = -90817.382265 nChanged 9 SP:Iteration 16Q (3493.078895 sec): 3 clusters Score: Raw -92367.478064 + Penalty 1545.621834 = -90821.856230 nChanged 3 SP:Iteration 17Q (3493.172968 sec): 3 clusters Score: Raw -92367.823112 + Penalty 1545.621834 = -90822.201278 nChanged 0 SP:Iteration 18F (3493.247191 sec): 3 clusters Score: Raw -92367.823112 + Penalty 1545.621834 = -90822.201278 nChanged 0 Trying to split cluster 16 (320 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3493.298796 sec): 2 clusters Score: Raw -14200.963398 + Penalty 605.673705 = -13595.289694 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3493.379412 sec): 3 clusters Score: Raw -14205.009726 + Penalty 1211.347409 = -12993.662317 nChanged 85 SP:Iteration 1F (3493.466035 sec): 3 clusters Score: Raw -14346.690058 + Penalty 1211.347409 = -13135.342649 nChanged 20 SP:Iteration 2F (3493.559894 sec): 3 clusters Score: Raw -14437.511508 + Penalty 1211.347409 = -13226.164099 nChanged 23 SP:Iteration 3F (3493.633853 sec): 3 clusters Score: Raw -14493.656116 + Penalty 1211.347409 = -13282.308706 nChanged 9 SP:Iteration 4Q (3493.702023 sec): 3 clusters Score: Raw -14514.975042 + Penalty 1211.347409 = -13303.627633 nChanged 8 SP:Iteration 5Q (3493.794517 sec): 3 clusters Score: Raw -14540.791838 + Penalty 1211.347409 = -13329.444429 nChanged 4 SP:Iteration 6Q (3493.873687 sec): 3 clusters Score: Raw -14548.966303 + Penalty 1211.347409 = -13337.618894 nChanged 2 SP:Iteration 7Q (3493.968231 sec): 3 clusters Score: Raw -14552.391569 + Penalty 1211.347409 = -13341.044160 nChanged 1 SP:Iteration 8Q (3494.053639 sec): 3 clusters Score: Raw -14553.055152 + Penalty 1211.347409 = -13341.707743 nChanged 0 SP:Iteration 9F (3494.139823 sec): 3 clusters Score: Raw -14553.055152 + Penalty 1211.347409 = -13341.707743 nChanged 0 Trying to split cluster 17 (2966 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3494.188839 sec): 2 clusters Score: Raw -181372.929012 + Penalty 839.471800 = -180533.457212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3494.285861 sec): 3 clusters Score: Raw -179824.911984 + Penalty 1678.943600 = -178145.968384 nChanged 1199 SP:Iteration 1F (3494.352540 sec): 3 clusters Score: Raw -180540.669027 + Penalty 1678.943600 = -178861.725427 nChanged 244 SP:Iteration 2F (3494.434748 sec): 3 clusters Score: Raw -180707.995343 + Penalty 1678.943600 = -179029.051743 nChanged 179 SP:Iteration 3F (3494.521572 sec): 3 clusters Score: Raw -180826.948083 + Penalty 1678.943600 = -179148.004484 nChanged 148 SP:Iteration 4Q (3494.618416 sec): 3 clusters Score: Raw -180936.762055 + Penalty 1678.943600 = -179257.818455 nChanged 129 SP:Iteration 5Q (3494.709086 sec): 3 clusters Score: Raw -181042.489225 + Penalty 1678.943600 = -179363.545625 nChanged 107 SP:Iteration 6Q (3494.784660 sec): 3 clusters Score: Raw -181123.525298 + Penalty 1678.943600 = -179444.581698 nChanged 104 SP:Iteration 7Q (3494.885291 sec): 3 clusters Score: Raw -181193.961040 + Penalty 1678.943600 = -179515.017441 nChanged 96 SP:Iteration 8Q (3494.950866 sec): 3 clusters Score: Raw -181261.721020 + Penalty 1678.943600 = -179582.777421 nChanged 81 SP:Iteration 9Q (3495.050914 sec): 3 clusters Score: Raw -181303.368807 + Penalty 1678.943600 = -179624.425207 nChanged 77 SP:Iteration 10Q (3495.132444 sec): 3 clusters Score: Raw -181351.301214 + Penalty 1678.943600 = -179672.357614 nChanged 68 SP:Iteration 11Q (3495.223617 sec): 3 clusters Score: Raw -181386.087810 + Penalty 1678.943600 = -179707.144210 nChanged 49 SP:Iteration 12Q (3495.310514 sec): 3 clusters Score: Raw -181406.318378 + Penalty 1678.943600 = -179727.374778 nChanged 32 SP:Iteration 13Q (3495.415440 sec): 3 clusters Score: Raw -181419.547079 + Penalty 1678.943600 = -179740.603479 nChanged 38 SP:Iteration 14Q (3495.508659 sec): 3 clusters Score: Raw -181432.068271 + Penalty 1678.943600 = -179753.124671 nChanged 33 SP:Iteration 15Q (3495.582911 sec): 3 clusters Score: Raw -181442.050534 + Penalty 1678.943600 = -179763.106934 nChanged 20 SP:Iteration 16Q (3495.672343 sec): 3 clusters Score: Raw -181451.162720 + Penalty 1678.943600 = -179772.219120 nChanged 23 SP:Iteration 17Q (3495.762226 sec): 3 clusters Score: Raw -181461.641853 + Penalty 1678.943600 = -179782.698253 nChanged 28 SP:Iteration 18Q (3495.843790 sec): 3 clusters Score: Raw -181476.405708 + Penalty 1678.943600 = -179797.462108 nChanged 33 SP:Iteration 19Q (3495.927603 sec): 3 clusters Score: Raw -181491.172164 + Penalty 1678.943600 = -179812.228564 nChanged 35 SP:Iteration 20F (3495.999970 sec): 3 clusters Score: Raw -181513.319843 + Penalty 1678.943600 = -179834.376244 nChanged 40 SP:Iteration 21Q (3496.094197 sec): 3 clusters Score: Raw -181536.520218 + Penalty 1678.943600 = -179857.576618 nChanged 37 SP:Iteration 22Q (3496.170643 sec): 3 clusters Score: Raw -181558.580888 + Penalty 1678.943600 = -179879.637288 nChanged 32 SP:Iteration 23Q (3496.276596 sec): 3 clusters Score: Raw -181575.441906 + Penalty 1678.943600 = -179896.498306 nChanged 37 SP:Iteration 24Q (3496.356819 sec): 3 clusters Score: Raw -181597.334310 + Penalty 1678.943600 = -179918.390710 nChanged 30 SP:Iteration 25Q (3496.441051 sec): 3 clusters Score: Raw -181618.707321 + Penalty 1678.943600 = -179939.763722 nChanged 37 SP:Iteration 26Q (3496.541380 sec): 3 clusters Score: Raw -181649.094656 + Penalty 1678.943600 = -179970.151057 nChanged 35 SP:Iteration 27Q (3496.627581 sec): 3 clusters Score: Raw -181681.412784 + Penalty 1678.943600 = -180002.469184 nChanged 35 SP:Iteration 28Q (3496.711923 sec): 3 clusters Score: Raw -181711.207084 + Penalty 1678.943600 = -180032.263484 nChanged 30 SP:Iteration 29Q (3496.783025 sec): 3 clusters Score: Raw -181738.872060 + Penalty 1678.943600 = -180059.928460 nChanged 28 SP:Iteration 30Q (3496.882331 sec): 3 clusters Score: Raw -181782.819605 + Penalty 1678.943600 = -180103.876006 nChanged 32 SP:Iteration 31Q (3496.958654 sec): 3 clusters Score: Raw -181850.230049 + Penalty 1678.943600 = -180171.286449 nChanged 36 SP:Iteration 32Q (3497.040677 sec): 3 clusters Score: Raw -181922.431606 + Penalty 1678.943600 = -180243.488006 nChanged 27 SP:Iteration 33Q (3497.128633 sec): 3 clusters Score: Raw -181958.749254 + Penalty 1678.943600 = -180279.805654 nChanged 22 SP:Iteration 34Q (3497.216732 sec): 3 clusters Score: Raw -181973.544224 + Penalty 1678.943600 = -180294.600624 nChanged 14 SP:Iteration 35Q (3497.322063 sec): 3 clusters Score: Raw -181981.009006 + Penalty 1678.943600 = -180302.065406 nChanged 9 SP:Iteration 36Q (3497.392891 sec): 3 clusters Score: Raw -181985.531623 + Penalty 1678.943600 = -180306.588023 nChanged 4 SP:Iteration 37Q (3497.492896 sec): 3 clusters Score: Raw -181987.657780 + Penalty 1678.943600 = -180308.714180 nChanged 4 SP:Iteration 38Q (3497.572021 sec): 3 clusters Score: Raw -181988.690054 + Penalty 1678.943600 = -180309.746454 nChanged 2 SP:Iteration 39Q (3497.664786 sec): 3 clusters Score: Raw -181989.151148 + Penalty 1678.943600 = -180310.207549 nChanged 1 SP:Iteration 40F (3497.739784 sec): 3 clusters Score: Raw -181989.453201 + Penalty 1678.943600 = -180310.509601 nChanged 3 SP:Iteration 41Q (3497.839804 sec): 3 clusters Score: Raw -181990.545061 + Penalty 1678.943600 = -180311.601461 nChanged 2 SP:Iteration 42Q (3497.918932 sec): 3 clusters Score: Raw -181990.829900 + Penalty 1678.943600 = -180311.886301 nChanged 0 SP:Iteration 43F (3498.031075 sec): 3 clusters Score: Raw -181990.829900 + Penalty 1678.943600 = -180311.886301 nChanged 0 Trying to split cluster 18 (879 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3498.067783 sec): 2 clusters Score: Raw -33803.715998 + Penalty 711.772414 = -33091.943584 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3498.172804 sec): 3 clusters Score: Raw -33540.191071 + Penalty 1423.544829 = -32116.646242 nChanged 290 SP:Iteration 1F (3498.263710 sec): 3 clusters Score: Raw -33802.304675 + Penalty 1423.544829 = -32378.759846 nChanged 77 SP:Iteration 2F (3498.355877 sec): 3 clusters Score: Raw -33892.071150 + Penalty 1423.544829 = -32468.526322 nChanged 48 SP:Iteration 3F (3498.459687 sec): 3 clusters Score: Raw -33957.438456 + Penalty 1423.544829 = -32533.893628 nChanged 39 SP:Iteration 4Q (3498.536384 sec): 3 clusters Score: Raw -33999.840825 + Penalty 1423.544829 = -32576.295996 nChanged 25 SP:Iteration 5Q (3498.604708 sec): 3 clusters Score: Raw -34018.736694 + Penalty 1423.544829 = -32595.191865 nChanged 13 SP:Iteration 6Q (3498.703043 sec): 3 clusters Score: Raw -34027.352748 + Penalty 1423.544829 = -32603.807920 nChanged 8 SP:Iteration 7Q (3498.770734 sec): 3 clusters Score: Raw -34032.893022 + Penalty 1423.544829 = -32609.348194 nChanged 13 SP:Iteration 8Q (3498.860574 sec): 3 clusters Score: Raw -34045.857054 + Penalty 1423.544829 = -32622.312225 nChanged 14 SP:Iteration 9Q (3498.938163 sec): 3 clusters Score: Raw -34063.302360 + Penalty 1423.544829 = -32639.757532 nChanged 13 SP:Iteration 10Q (3499.021119 sec): 3 clusters Score: Raw -34073.837698 + Penalty 1423.544829 = -32650.292869 nChanged 6 SP:Iteration 11Q (3499.116678 sec): 3 clusters Score: Raw -34077.592568 + Penalty 1423.544829 = -32654.047739 nChanged 3 SP:Iteration 12Q (3499.207304 sec): 3 clusters Score: Raw -34078.888109 + Penalty 1423.544829 = -32655.343280 nChanged 3 SP:Iteration 13Q (3499.279341 sec): 3 clusters Score: Raw -34081.069187 + Penalty 1423.544829 = -32657.524358 nChanged 4 SP:Iteration 14Q (3499.374297 sec): 3 clusters Score: Raw -34084.548342 + Penalty 1423.544829 = -32661.003514 nChanged 4 SP:Iteration 15Q (3499.447328 sec): 3 clusters Score: Raw -34086.446037 + Penalty 1423.544829 = -32662.901208 nChanged 2 SP:Iteration 16Q (3499.516858 sec): 3 clusters Score: Raw -34087.534246 + Penalty 1423.544829 = -32663.989417 nChanged 4 SP:Iteration 17Q (3499.623473 sec): 3 clusters Score: Raw -34089.635320 + Penalty 1423.544829 = -32666.090492 nChanged 5 SP:Iteration 18Q (3499.702804 sec): 3 clusters Score: Raw -34091.833607 + Penalty 1423.544829 = -32668.288779 nChanged 3 SP:Iteration 19Q (3499.759547 sec): 3 clusters Score: Raw -34092.724217 + Penalty 1423.544829 = -32669.179389 nChanged 2 SP:Iteration 20F (3499.862174 sec): 3 clusters Score: Raw -34093.566376 + Penalty 1423.544829 = -32670.021547 nChanged 2 SP:Iteration 21Q (3499.942998 sec): 3 clusters Score: Raw -34094.381306 + Penalty 1423.544829 = -32670.836477 nChanged 1 SP:Iteration 22Q (3500.015834 sec): 3 clusters Score: Raw -34095.495048 + Penalty 1423.544829 = -32671.950220 nChanged 1 SP:Iteration 23Q (3500.099260 sec): 3 clusters Score: Raw -34096.603147 + Penalty 1423.544829 = -32673.058318 nChanged 2 SP:Iteration 24Q (3500.179675 sec): 3 clusters Score: Raw -34097.994888 + Penalty 1423.544829 = -32674.450060 nChanged 3 SP:Iteration 25Q (3500.258481 sec): 3 clusters Score: Raw -34099.485085 + Penalty 1423.544829 = -32675.940256 nChanged 3 SP:Iteration 26Q (3500.341087 sec): 3 clusters Score: Raw -34102.958016 + Penalty 1423.544829 = -32679.413187 nChanged 2 SP:Iteration 27Q (3500.412178 sec): 3 clusters Score: Raw -34104.595761 + Penalty 1423.544829 = -32681.050933 nChanged 3 SP:Iteration 28Q (3500.528653 sec): 3 clusters Score: Raw -34106.087605 + Penalty 1423.544829 = -32682.542776 nChanged 2 SP:Iteration 29Q (3500.594149 sec): 3 clusters Score: Raw -34106.559088 + Penalty 1423.544829 = -32683.014259 nChanged 0 SP:Iteration 30F (3500.683930 sec): 3 clusters Score: Raw -34106.559088 + Penalty 1423.544829 = -32683.014259 nChanged 0 Trying to split cluster 19 (1468 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3500.732352 sec): 2 clusters Score: Raw -72999.467746 + Penalty 765.623902 = -72233.843844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3500.823537 sec): 3 clusters Score: Raw -72335.192677 + Penalty 1531.247804 = -70803.944873 nChanged 567 SP:Iteration 1F (3500.910803 sec): 3 clusters Score: Raw -72742.159699 + Penalty 1531.247804 = -71210.911895 nChanged 144 SP:Iteration 2F (3500.996597 sec): 3 clusters Score: Raw -72850.971287 + Penalty 1531.247804 = -71319.723483 nChanged 86 SP:Iteration 3F (3501.072844 sec): 3 clusters Score: Raw -72927.497297 + Penalty 1531.247804 = -71396.249493 nChanged 65 SP:Iteration 4Q (3501.144878 sec): 3 clusters Score: Raw -72990.288575 + Penalty 1531.247804 = -71459.040771 nChanged 50 SP:Iteration 5Q (3501.248570 sec): 3 clusters Score: Raw -73023.796407 + Penalty 1531.247804 = -71492.548604 nChanged 30 SP:Iteration 6Q (3501.323674 sec): 3 clusters Score: Raw -73038.724147 + Penalty 1531.247804 = -71507.476344 nChanged 22 SP:Iteration 7Q (3501.419953 sec): 3 clusters Score: Raw -73051.748600 + Penalty 1531.247804 = -71520.500796 nChanged 25 SP:Iteration 8Q (3501.500035 sec): 3 clusters Score: Raw -73061.736770 + Penalty 1531.247804 = -71530.488966 nChanged 11 SP:Iteration 9Q (3501.590637 sec): 3 clusters Score: Raw -73068.198304 + Penalty 1531.247804 = -71536.950500 nChanged 11 SP:Iteration 10Q (3501.677449 sec): 3 clusters Score: Raw -73072.212214 + Penalty 1531.247804 = -71540.964410 nChanged 5 SP:Iteration 11Q (3501.764375 sec): 3 clusters Score: Raw -73074.612557 + Penalty 1531.247804 = -71543.364753 nChanged 9 SP:Iteration 12Q (3501.830989 sec): 3 clusters Score: Raw -73082.271068 + Penalty 1531.247804 = -71551.023264 nChanged 6 SP:Iteration 13Q (3501.922780 sec): 3 clusters Score: Raw -73089.133515 + Penalty 1531.247804 = -71557.885711 nChanged 12 SP:Iteration 14Q (3502.012021 sec): 3 clusters Score: Raw -73097.431397 + Penalty 1531.247804 = -71566.183593 nChanged 12 SP:Iteration 15Q (3502.113693 sec): 3 clusters Score: Raw -73103.157237 + Penalty 1531.247804 = -71571.909433 nChanged 12 SP:Iteration 16Q (3502.199310 sec): 3 clusters Score: Raw -73113.681449 + Penalty 1531.247804 = -71582.433645 nChanged 14 SP:Iteration 17Q (3502.283838 sec): 3 clusters Score: Raw -73128.199526 + Penalty 1531.247804 = -71596.951722 nChanged 20 SP:Iteration 18Q (3502.374551 sec): 3 clusters Score: Raw -73141.185091 + Penalty 1531.247804 = -71609.937287 nChanged 20 SP:Iteration 19Q (3502.477959 sec): 3 clusters Score: Raw -73157.397487 + Penalty 1531.247804 = -71626.149683 nChanged 25 SP:Iteration 20F (3502.555716 sec): 3 clusters Score: Raw -73179.831292 + Penalty 1531.247804 = -71648.583488 nChanged 28 SP:Iteration 21Q (3502.644192 sec): 3 clusters Score: Raw -73206.069197 + Penalty 1531.247804 = -71674.821393 nChanged 28 SP:Iteration 22Q (3502.743322 sec): 3 clusters Score: Raw -73238.252815 + Penalty 1531.247804 = -71707.005011 nChanged 31 SP:Iteration 23Q (3502.814776 sec): 3 clusters Score: Raw -73274.957529 + Penalty 1531.247804 = -71743.709725 nChanged 35 SP:Iteration 24Q (3502.888031 sec): 3 clusters Score: Raw -73305.998377 + Penalty 1531.247804 = -71774.750573 nChanged 28 SP:Iteration 25Q (3502.971232 sec): 3 clusters Score: Raw -73328.290507 + Penalty 1531.247804 = -71797.042703 nChanged 26 SP:Iteration 26Q (3503.079884 sec): 3 clusters Score: Raw -73346.616283 + Penalty 1531.247804 = -71815.368479 nChanged 24 SP:Iteration 27Q (3503.151454 sec): 3 clusters Score: Raw -73363.239687 + Penalty 1531.247804 = -71831.991884 nChanged 21 SP:Iteration 28Q (3503.217844 sec): 3 clusters Score: Raw -73376.326786 + Penalty 1531.247804 = -71845.078983 nChanged 17 SP:Iteration 29Q (3503.310352 sec): 3 clusters Score: Raw -73394.302618 + Penalty 1531.247804 = -71863.054814 nChanged 22 SP:Iteration 30Q (3503.387654 sec): 3 clusters Score: Raw -73423.394270 + Penalty 1531.247804 = -71892.146466 nChanged 32 SP:Iteration 31Q (3503.474030 sec): 3 clusters Score: Raw -73457.560964 + Penalty 1531.247804 = -71926.313160 nChanged 29 SP:Iteration 32Q (3503.567203 sec): 3 clusters Score: Raw -73500.978248 + Penalty 1531.247804 = -71969.730444 nChanged 31 SP:Iteration 33Q (3503.636060 sec): 3 clusters Score: Raw -73533.380401 + Penalty 1531.247804 = -72002.132597 nChanged 21 SP:Iteration 34Q (3503.726348 sec): 3 clusters Score: Raw -73556.729978 + Penalty 1531.247804 = -72025.482174 nChanged 12 SP:Iteration 35Q (3503.806855 sec): 3 clusters Score: Raw -73564.955390 + Penalty 1531.247804 = -72033.707586 nChanged 10 SP:Iteration 36Q (3503.894446 sec): 3 clusters Score: Raw -73575.730850 + Penalty 1531.247804 = -72044.483047 nChanged 15 SP:Iteration 37Q (3503.962973 sec): 3 clusters Score: Raw -73593.688489 + Penalty 1531.247804 = -72062.440685 nChanged 10 SP:Iteration 38Q (3504.066426 sec): 3 clusters Score: Raw -73607.227050 + Penalty 1531.247804 = -72075.979246 nChanged 10 SP:Iteration 39Q (3504.123737 sec): 3 clusters Score: Raw -73629.125022 + Penalty 1531.247804 = -72097.877218 nChanged 13 SP:Iteration 40F (3504.196196 sec): 3 clusters Score: Raw -73645.847504 + Penalty 1531.247804 = -72114.599700 nChanged 15 SP:Iteration 41Q (3504.288213 sec): 3 clusters Score: Raw -73663.582769 + Penalty 1531.247804 = -72132.334966 nChanged 9 SP:Iteration 42Q (3504.383384 sec): 3 clusters Score: Raw -73669.528770 + Penalty 1531.247804 = -72138.280966 nChanged 7 SP:Iteration 43Q (3504.469648 sec): 3 clusters Score: Raw -73673.470783 + Penalty 1531.247804 = -72142.222979 nChanged 1 SP:Iteration 44Q (3504.571687 sec): 3 clusters Score: Raw -73673.946426 + Penalty 1531.247804 = -72142.698622 nChanged 0 SP:Iteration 45F (3504.662674 sec): 3 clusters Score: Raw -73673.946426 + Penalty 1531.247804 = -72142.698622 nChanged 0 Trying to split cluster 20 (17770 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3504.748384 sec): 2 clusters Score: Raw -1061163.082470 + Penalty 1027.453027 = -1060135.629444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3504.857336 sec): 3 clusters Score: Raw -1050217.687546 + Penalty 2054.906053 = -1048162.781493 nChanged 8164 SP:Iteration 1F (3504.968868 sec): 3 clusters Score: Raw -1054642.373020 + Penalty 2054.906053 = -1052587.466966 nChanged 833 SP:Iteration 2Q (3505.065265 sec): 3 clusters Score: Raw -1054906.039804 + Penalty 2054.906053 = -1052851.133750 nChanged 774 SP:Iteration 3Q (3505.193923 sec): 3 clusters Score: Raw -1055159.770061 + Penalty 2054.906053 = -1053104.864007 nChanged 717 SP:Iteration 4Q (3505.306938 sec): 3 clusters Score: Raw -1055444.336411 + Penalty 2054.906053 = -1053389.430357 nChanged 804 SP:Iteration 5Q (3505.423599 sec): 3 clusters Score: Raw -1055787.710688 + Penalty 2054.906053 = -1053732.804634 nChanged 856 SP:Iteration 6Q (3505.550468 sec): 3 clusters Score: Raw -1056216.112234 + Penalty 2054.906053 = -1054161.206181 nChanged 898 SP:Iteration 7F (3505.652566 sec): 3 clusters Score: Raw -1056765.566927 + Penalty 2054.906053 = -1054710.660873 nChanged 1019 SP:Iteration 8F (3505.771108 sec): 3 clusters Score: Raw -1057449.159098 + Penalty 2054.906053 = -1055394.253044 nChanged 1022 SP:Iteration 9F (3505.877320 sec): 3 clusters Score: Raw -1058212.622807 + Penalty 2054.906053 = -1056157.716754 nChanged 944 SP:Iteration 10F (3505.980063 sec): 3 clusters Score: Raw -1059014.317499 + Penalty 2054.906053 = -1056959.411446 nChanged 823 SP:Iteration 11Q (3506.090929 sec): 3 clusters Score: Raw -1059866.331649 + Penalty 2054.906053 = -1057811.425596 nChanged 665 SP:Iteration 12Q (3506.171618 sec): 3 clusters Score: Raw -1060795.469722 + Penalty 2054.906053 = -1058740.563668 nChanged 486 SP:Iteration 13Q (3506.293445 sec): 3 clusters Score: Raw -1061512.335701 + Penalty 2054.906053 = -1059457.429648 nChanged 431 SP:Iteration 14Q (3506.406561 sec): 3 clusters Score: Raw -1062088.320493 + Penalty 2054.906053 = -1060033.414439 nChanged 344 SP:Iteration 15Q (3506.516554 sec): 3 clusters Score: Raw -1062469.974619 + Penalty 2054.906053 = -1060415.068566 nChanged 274 SP:Iteration 16Q (3506.611447 sec): 3 clusters Score: Raw -1062638.487145 + Penalty 2054.906053 = -1060583.581092 nChanged 221 SP:Iteration 17Q (3506.721243 sec): 3 clusters Score: Raw -1062750.353602 + Penalty 2054.906053 = -1060695.447549 nChanged 153 SP:Iteration 18Q (3506.824740 sec): 3 clusters Score: Raw -1062810.762042 + Penalty 2054.906053 = -1060755.855988 nChanged 104 SP:Iteration 19Q (3506.937826 sec): 3 clusters Score: Raw -1062848.778876 + Penalty 2054.906053 = -1060793.872822 nChanged 94 SP:Iteration 20F (3507.031097 sec): 3 clusters Score: Raw -1062883.635038 + Penalty 2054.906053 = -1060828.728984 nChanged 94 SP:Iteration 21Q (3507.154723 sec): 3 clusters Score: Raw -1062919.476595 + Penalty 2054.906053 = -1060864.570542 nChanged 97 SP:Iteration 22Q (3507.260557 sec): 3 clusters Score: Raw -1062954.983506 + Penalty 2054.906053 = -1060900.077453 nChanged 98 SP:Iteration 23Q (3507.374081 sec): 3 clusters Score: Raw -1062988.363016 + Penalty 2054.906053 = -1060933.456962 nChanged 102 SP:Iteration 24Q (3507.468090 sec): 3 clusters Score: Raw -1063021.414182 + Penalty 2054.906053 = -1060966.508129 nChanged 85 SP:Iteration 25Q (3507.573323 sec): 3 clusters Score: Raw -1063043.805672 + Penalty 2054.906053 = -1060988.899618 nChanged 60 SP:Iteration 26Q (3507.678516 sec): 3 clusters Score: Raw -1063057.864487 + Penalty 2054.906053 = -1061002.958434 nChanged 49 SP:Iteration 27Q (3507.767920 sec): 3 clusters Score: Raw -1063067.052424 + Penalty 2054.906053 = -1061012.146371 nChanged 51 SP:Iteration 28Q (3507.884393 sec): 3 clusters Score: Raw -1063077.191941 + Penalty 2054.906053 = -1061022.285887 nChanged 44 SP:Iteration 29Q (3507.985382 sec): 3 clusters Score: Raw -1063084.720501 + Penalty 2054.906053 = -1061029.814448 nChanged 45 SP:Iteration 30Q (3508.099056 sec): 3 clusters Score: Raw -1063093.569129 + Penalty 2054.906053 = -1061038.663076 nChanged 49 SP:Iteration 31Q (3508.207009 sec): 3 clusters Score: Raw -1063102.871970 + Penalty 2054.906053 = -1061047.965917 nChanged 30 SP:Iteration 32Q (3508.312819 sec): 3 clusters Score: Raw -1063106.385551 + Penalty 2054.906053 = -1061051.479497 nChanged 13 SP:Iteration 33Q (3508.414214 sec): 3 clusters Score: Raw -1063107.562328 + Penalty 2054.906053 = -1061052.656274 nChanged 10 SP:Iteration 34Q (3508.514735 sec): 3 clusters Score: Raw -1063108.823773 + Penalty 2054.906053 = -1061053.917720 nChanged 15 SP:Iteration 35Q (3508.619764 sec): 3 clusters Score: Raw -1063110.259070 + Penalty 2054.906053 = -1061055.353016 nChanged 11 SP:Iteration 36Q (3508.731666 sec): 3 clusters Score: Raw -1063111.219286 + Penalty 2054.906053 = -1061056.313233 nChanged 13 SP:Iteration 37Q (3508.835928 sec): 3 clusters Score: Raw -1063112.441735 + Penalty 2054.906053 = -1061057.535682 nChanged 13 SP:Iteration 38Q (3508.952203 sec): 3 clusters Score: Raw -1063113.809623 + Penalty 2054.906053 = -1061058.903569 nChanged 11 SP:Iteration 39Q (3509.077903 sec): 3 clusters Score: Raw -1063114.714814 + Penalty 2054.906053 = -1061059.808761 nChanged 7 SP:Iteration 40F (3509.187580 sec): 3 clusters Score: Raw -1063115.153386 + Penalty 2054.906053 = -1061060.247333 nChanged 5 SP:Iteration 41Q (3509.284175 sec): 3 clusters Score: Raw -1063115.488284 + Penalty 2054.906053 = -1061060.582230 nChanged 5 SP:Iteration 42Q (3509.386315 sec): 3 clusters Score: Raw -1063115.794661 + Penalty 2054.906053 = -1061060.888608 nChanged 3 SP:Iteration 43Q (3509.474032 sec): 3 clusters Score: Raw -1063115.948648 + Penalty 2054.906053 = -1061061.042595 nChanged 4 SP:Iteration 44Q (3509.582565 sec): 3 clusters Score: Raw -1063116.320065 + Penalty 2054.906053 = -1061061.414012 nChanged 2 SP:Iteration 45Q (3509.683313 sec): 3 clusters Score: Raw -1063116.429092 + Penalty 2054.906053 = -1061061.523038 nChanged 2 SP:Iteration 46Q (3509.807725 sec): 3 clusters Score: Raw -1063116.508564 + Penalty 2054.906053 = -1061061.602511 nChanged 3 SP:Iteration 47Q (3509.912020 sec): 3 clusters Score: Raw -1063116.735804 + Penalty 2054.906053 = -1061061.829751 nChanged 3 SP:Iteration 48Q (3510.014887 sec): 3 clusters Score: Raw -1063116.977875 + Penalty 2054.906053 = -1061062.071821 nChanged 4 SP:Iteration 49Q (3510.104384 sec): 3 clusters Score: Raw -1063117.235921 + Penalty 2054.906053 = -1061062.329868 nChanged 6 SP:Iteration 50Q (3510.218820 sec): 3 clusters Score: Raw -1063117.533193 + Penalty 2054.906053 = -1061062.627139 nChanged 4 SP:Iteration 51Q (3510.325592 sec): 3 clusters Score: Raw -1063117.739629 + Penalty 2054.906053 = -1061062.833575 nChanged 0 SP:Iteration 52F (3510.441659 sec): 3 clusters Score: Raw -1063117.739629 + Penalty 2054.906053 = -1061062.833575 nChanged 0 Score: Raw -4228742.455255 + Penalty 26019.816055 = -4202722.639201 Splitting cluster 20 changes total score from -4201950.700954 to -4202722.639201 So it's getting split into cluster 22. Trying to split cluster 21 (3259 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3512.438945 sec): 2 clusters Score: Raw -187975.027230 + Penalty 849.363446 = -187125.663784 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3512.527235 sec): 3 clusters Score: Raw -186278.972056 + Penalty 1698.726893 = -184580.245163 nChanged 1332 SP:Iteration 1F (3512.656100 sec): 3 clusters Score: Raw -187098.797921 + Penalty 1698.726893 = -185400.071028 nChanged 290 SP:Iteration 2F (3512.756605 sec): 3 clusters Score: Raw -187318.831376 + Penalty 1698.726893 = -185620.104483 nChanged 245 SP:Iteration 3F (3512.852234 sec): 3 clusters Score: Raw -187494.484581 + Penalty 1698.726893 = -185795.757689 nChanged 208 SP:Iteration 4F (3512.938066 sec): 3 clusters Score: Raw -187629.194324 + Penalty 1698.726893 = -185930.467432 nChanged 165 SP:Iteration 5F (3513.028617 sec): 3 clusters Score: Raw -187735.425500 + Penalty 1698.726893 = -186036.698608 nChanged 136 SP:Iteration 6Q (3513.109872 sec): 3 clusters Score: Raw -187815.566076 + Penalty 1698.726893 = -186116.839184 nChanged 112 SP:Iteration 7Q (3513.207990 sec): 3 clusters Score: Raw -187874.004720 + Penalty 1698.726893 = -186175.277827 nChanged 75 SP:Iteration 8Q (3513.286540 sec): 3 clusters Score: Raw -187916.720737 + Penalty 1698.726893 = -186217.993844 nChanged 64 SP:Iteration 9Q (3513.375272 sec): 3 clusters Score: Raw -187949.971350 + Penalty 1698.726893 = -186251.244458 nChanged 57 SP:Iteration 10Q (3513.458002 sec): 3 clusters Score: Raw -187982.240871 + Penalty 1698.726893 = -186283.513978 nChanged 52 SP:Iteration 11Q (3513.549452 sec): 3 clusters Score: Raw -188010.467571 + Penalty 1698.726893 = -186311.740679 nChanged 47 SP:Iteration 12Q (3513.636351 sec): 3 clusters Score: Raw -188033.838652 + Penalty 1698.726893 = -186335.111760 nChanged 42 SP:Iteration 13Q (3513.721738 sec): 3 clusters Score: Raw -188051.712496 + Penalty 1698.726893 = -186352.985604 nChanged 29 SP:Iteration 14Q (3513.792703 sec): 3 clusters Score: Raw -188064.731558 + Penalty 1698.726893 = -186366.004666 nChanged 28 SP:Iteration 15Q (3513.888480 sec): 3 clusters Score: Raw -188078.276270 + Penalty 1698.726893 = -186379.549377 nChanged 33 SP:Iteration 16Q (3513.969585 sec): 3 clusters Score: Raw -188096.192309 + Penalty 1698.726893 = -186397.465416 nChanged 25 SP:Iteration 17Q (3514.061866 sec): 3 clusters Score: Raw -188104.683399 + Penalty 1698.726893 = -186405.956506 nChanged 21 SP:Iteration 18Q (3514.159321 sec): 3 clusters Score: Raw -188111.686248 + Penalty 1698.726893 = -186412.959355 nChanged 16 SP:Iteration 19Q (3514.245795 sec): 3 clusters Score: Raw -188118.062719 + Penalty 1698.726893 = -186419.335826 nChanged 13 SP:Iteration 20F (3514.322116 sec): 3 clusters Score: Raw -188123.266850 + Penalty 1698.726893 = -186424.539958 nChanged 16 SP:Iteration 21Q (3514.402547 sec): 3 clusters Score: Raw -188130.474823 + Penalty 1698.726893 = -186431.747930 nChanged 13 SP:Iteration 22Q (3514.498031 sec): 3 clusters Score: Raw -188136.466850 + Penalty 1698.726893 = -186437.739958 nChanged 15 SP:Iteration 23Q (3514.589647 sec): 3 clusters Score: Raw -188142.780546 + Penalty 1698.726893 = -186444.053653 nChanged 10 SP:Iteration 24Q (3514.662651 sec): 3 clusters Score: Raw -188148.295560 + Penalty 1698.726893 = -186449.568667 nChanged 10 SP:Iteration 25Q (3514.765472 sec): 3 clusters Score: Raw -188153.447769 + Penalty 1698.726893 = -186454.720876 nChanged 5 SP:Iteration 26Q (3514.854452 sec): 3 clusters Score: Raw -188154.758838 + Penalty 1698.726893 = -186456.031945 nChanged 3 SP:Iteration 27Q (3514.935879 sec): 3 clusters Score: Raw -188155.753613 + Penalty 1698.726893 = -186457.026720 nChanged 5 SP:Iteration 28Q (3515.018991 sec): 3 clusters Score: Raw -188157.811771 + Penalty 1698.726893 = -186459.084879 nChanged 6 SP:Iteration 29Q (3515.107136 sec): 3 clusters Score: Raw -188160.143997 + Penalty 1698.726893 = -186461.417105 nChanged 5 SP:Iteration 30Q (3515.206554 sec): 3 clusters Score: Raw -188162.696439 + Penalty 1698.726893 = -186463.969546 nChanged 5 SP:Iteration 31Q (3515.269920 sec): 3 clusters Score: Raw -188164.749791 + Penalty 1698.726893 = -186466.022898 nChanged 5 SP:Iteration 32Q (3515.353661 sec): 3 clusters Score: Raw -188166.824676 + Penalty 1698.726893 = -186468.097784 nChanged 2 SP:Iteration 33Q (3515.442288 sec): 3 clusters Score: Raw -188167.929487 + Penalty 1698.726893 = -186469.202595 nChanged 5 SP:Iteration 34Q (3515.532775 sec): 3 clusters Score: Raw -188171.578685 + Penalty 1698.726893 = -186472.851792 nChanged 10 SP:Iteration 35Q (3515.620454 sec): 3 clusters Score: Raw -188175.803686 + Penalty 1698.726893 = -186477.076793 nChanged 6 SP:Iteration 36Q (3515.705350 sec): 3 clusters Score: Raw -188178.868523 + Penalty 1698.726893 = -186480.141630 nChanged 6 SP:Iteration 37Q (3515.787639 sec): 3 clusters Score: Raw -188182.232626 + Penalty 1698.726893 = -186483.505733 nChanged 5 SP:Iteration 38Q (3515.868992 sec): 3 clusters Score: Raw -188183.049471 + Penalty 1698.726893 = -186484.322578 nChanged 4 SP:Iteration 39Q (3515.968648 sec): 3 clusters Score: Raw -188184.445705 + Penalty 1698.726893 = -186485.718812 nChanged 3 SP:Iteration 40F (3516.050623 sec): 3 clusters Score: Raw -188185.633667 + Penalty 1698.726893 = -186486.906774 nChanged 3 SP:Iteration 41Q (3516.144393 sec): 3 clusters Score: Raw -188186.474422 + Penalty 1698.726893 = -186487.747529 nChanged 1 SP:Iteration 42Q (3516.231136 sec): 3 clusters Score: Raw -188187.268421 + Penalty 1698.726893 = -186488.541528 nChanged 2 SP:Iteration 43Q (3516.307312 sec): 3 clusters Score: Raw -188187.656360 + Penalty 1698.726893 = -186488.929467 nChanged 1 SP:Iteration 44Q (3516.396387 sec): 3 clusters Score: Raw -188187.790050 + Penalty 1698.726893 = -186489.063157 nChanged 0 SP:Iteration 45F (3516.496953 sec): 3 clusters Score: Raw -188187.790050 + Penalty 1698.726893 = -186489.063157 nChanged 0 Iteration 201F (3518.456315 sec): 23 clusters Score: Raw -4229412.629548 + Penalty 26019.816055 = -4203392.813493 nChanged 985 Iteration 202Q (3520.077373 sec): 23 clusters Score: Raw -4229702.378766 + Penalty 26019.816055 = -4203682.562711 nChanged 411 Iteration 203Q (3521.522083 sec): 23 clusters Score: Raw -4229760.460290 + Penalty 26019.816055 = -4203740.644236 nChanged 237 Iteration 204Q (3522.891249 sec): 23 clusters Score: Raw -4229789.368442 + Penalty 26019.816055 = -4203769.552387 nChanged 145 Iteration 205Q (3524.262064 sec): 23 clusters Score: Raw -4229803.527337 + Penalty 26019.816055 = -4203783.711282 nChanged 115 Iteration 206Q (3525.701204 sec): 23 clusters Score: Raw -4229814.139844 + Penalty 26019.816055 = -4203794.323789 nChanged 101 Iteration 207Q (3527.090097 sec): 23 clusters Score: Raw -4229824.700799 + Penalty 26019.816055 = -4203804.884744 nChanged 96 Iteration 208Q (3528.563949 sec): 23 clusters Score: Raw -4229834.981745 + Penalty 26019.816055 = -4203815.165690 nChanged 71 Iteration 209Q (3530.063786 sec): 23 clusters Score: Raw -4229841.278010 + Penalty 26019.816055 = -4203821.461955 nChanged 59 Iteration 210Q (3531.724147 sec): 23 clusters Score: Raw -4229847.180548 + Penalty 26019.816055 = -4203827.364493 nChanged 37 Iteration 211Q (3533.113903 sec): 23 clusters Score: Raw -4229850.933746 + Penalty 26019.816055 = -4203831.117691 nChanged 24 Iteration 212Q (3534.520146 sec): 23 clusters Score: Raw -4229853.373239 + Penalty 26019.816055 = -4203833.557184 nChanged 22 Iteration 213Q (3535.948243 sec): 23 clusters Score: Raw -4229855.412399 + Penalty 26019.816055 = -4203835.596344 nChanged 24 Iteration 214Q (3537.363365 sec): 23 clusters Score: Raw -4229857.649591 + Penalty 26019.816055 = -4203837.833536 nChanged 32 Iteration 215Q (3539.004986 sec): 23 clusters Score: Raw -4229860.657713 + Penalty 26019.816055 = -4203840.841659 nChanged 30 Iteration 216Q (3540.411247 sec): 23 clusters Score: Raw -4229862.469662 + Penalty 26019.816055 = -4203842.653608 nChanged 28 Iteration 217Q (3541.759905 sec): 23 clusters Score: Raw -4229864.254614 + Penalty 26019.816055 = -4203844.438559 nChanged 27 Iteration 218Q (3543.122331 sec): 23 clusters Score: Raw -4229865.835126 + Penalty 26019.816055 = -4203846.019071 nChanged 17 Writing temp clu file Because OldScore, -4203844.438559, is greater than current (better) Score,-4203846.019071 Compute initial score before splitting: Score: Raw -4229865.835126 + Penalty 26019.816055 = -4203846.019071 Trying to split cluster 1 (2877 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3543.237478 sec): 2 clusters Score: Raw -157485.087896 + Penalty 836.272853 = -156648.815043 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3543.315362 sec): 3 clusters Score: Raw -156045.063294 + Penalty 1672.545706 = -154372.517587 nChanged 1128 SP:Iteration 1F (3543.407801 sec): 3 clusters Score: Raw -156731.857252 + Penalty 1672.545706 = -155059.311546 nChanged 244 SP:Iteration 2F (3543.502363 sec): 3 clusters Score: Raw -156909.246681 + Penalty 1672.545706 = -155236.700974 nChanged 186 SP:Iteration 3F (3543.578371 sec): 3 clusters Score: Raw -157029.495889 + Penalty 1672.545706 = -155356.950183 nChanged 136 SP:Iteration 4Q (3543.661214 sec): 3 clusters Score: Raw -157110.054641 + Penalty 1672.545706 = -155437.508934 nChanged 113 SP:Iteration 5Q (3543.729385 sec): 3 clusters Score: Raw -157182.350521 + Penalty 1672.545706 = -155509.804815 nChanged 99 SP:Iteration 6Q (3543.824706 sec): 3 clusters Score: Raw -157253.952910 + Penalty 1672.545706 = -155581.407204 nChanged 85 SP:Iteration 7Q (3543.897653 sec): 3 clusters Score: Raw -157314.640115 + Penalty 1672.545706 = -155642.094408 nChanged 77 SP:Iteration 8Q (3543.976745 sec): 3 clusters Score: Raw -157354.242462 + Penalty 1672.545706 = -155681.696756 nChanged 65 SP:Iteration 9Q (3544.075829 sec): 3 clusters Score: Raw -157388.859884 + Penalty 1672.545706 = -155716.314177 nChanged 59 SP:Iteration 10Q (3544.148222 sec): 3 clusters Score: Raw -157417.295390 + Penalty 1672.545706 = -155744.749683 nChanged 52 SP:Iteration 11Q (3544.249999 sec): 3 clusters Score: Raw -157442.147353 + Penalty 1672.545706 = -155769.601647 nChanged 47 SP:Iteration 12Q (3544.366041 sec): 3 clusters Score: Raw -157470.307783 + Penalty 1672.545706 = -155797.762076 nChanged 53 SP:Iteration 13Q (3544.469337 sec): 3 clusters Score: Raw -157500.670546 + Penalty 1672.545706 = -155828.124840 nChanged 54 SP:Iteration 14Q (3544.567334 sec): 3 clusters Score: Raw -157529.951573 + Penalty 1672.545706 = -155857.405867 nChanged 39 SP:Iteration 15Q (3544.675625 sec): 3 clusters Score: Raw -157551.869618 + Penalty 1672.545706 = -155879.323911 nChanged 39 SP:Iteration 16Q (3544.788343 sec): 3 clusters Score: Raw -157574.469026 + Penalty 1672.545706 = -155901.923319 nChanged 40 SP:Iteration 17Q (3544.877764 sec): 3 clusters Score: Raw -157601.381730 + Penalty 1672.545706 = -155928.836024 nChanged 50 SP:Iteration 18Q (3544.964491 sec): 3 clusters Score: Raw -157638.055874 + Penalty 1672.545706 = -155965.510168 nChanged 54 SP:Iteration 19Q (3545.073322 sec): 3 clusters Score: Raw -157693.945040 + Penalty 1672.545706 = -156021.399334 nChanged 54 SP:Iteration 20F (3545.161660 sec): 3 clusters Score: Raw -157742.637248 + Penalty 1672.545706 = -156070.091542 nChanged 55 SP:Iteration 21Q (3545.261729 sec): 3 clusters Score: Raw -157774.153544 + Penalty 1672.545706 = -156101.607838 nChanged 46 SP:Iteration 22Q (3545.355655 sec): 3 clusters Score: Raw -157800.705212 + Penalty 1672.545706 = -156128.159505 nChanged 33 SP:Iteration 23Q (3545.463242 sec): 3 clusters Score: Raw -157815.298893 + Penalty 1672.545706 = -156142.753187 nChanged 26 SP:Iteration 24Q (3545.533452 sec): 3 clusters Score: Raw -157829.585915 + Penalty 1672.545706 = -156157.040209 nChanged 26 SP:Iteration 25Q (3545.628882 sec): 3 clusters Score: Raw -157843.403056 + Penalty 1672.545706 = -156170.857350 nChanged 24 SP:Iteration 26Q (3545.739786 sec): 3 clusters Score: Raw -157852.579320 + Penalty 1672.545706 = -156180.033614 nChanged 18 SP:Iteration 27Q (3545.814234 sec): 3 clusters Score: Raw -157861.331129 + Penalty 1672.545706 = -156188.785422 nChanged 21 SP:Iteration 28Q (3545.903812 sec): 3 clusters Score: Raw -157868.469850 + Penalty 1672.545706 = -156195.924143 nChanged 16 SP:Iteration 29Q (3546.007641 sec): 3 clusters Score: Raw -157873.718328 + Penalty 1672.545706 = -156201.172622 nChanged 12 SP:Iteration 30Q (3546.088003 sec): 3 clusters Score: Raw -157877.237067 + Penalty 1672.545706 = -156204.691361 nChanged 5 SP:Iteration 31Q (3546.165088 sec): 3 clusters Score: Raw -157878.263569 + Penalty 1672.545706 = -156205.717863 nChanged 4 SP:Iteration 32Q (3546.244998 sec): 3 clusters Score: Raw -157879.305493 + Penalty 1672.545706 = -156206.759786 nChanged 3 SP:Iteration 33Q (3546.342405 sec): 3 clusters Score: Raw -157880.055977 + Penalty 1672.545706 = -156207.510271 nChanged 2 SP:Iteration 34Q (3546.417872 sec): 3 clusters Score: Raw -157880.529473 + Penalty 1672.545706 = -156207.983767 nChanged 3 SP:Iteration 35Q (3546.487988 sec): 3 clusters Score: Raw -157881.292831 + Penalty 1672.545706 = -156208.747125 nChanged 3 SP:Iteration 36Q (3546.572541 sec): 3 clusters Score: Raw -157882.518161 + Penalty 1672.545706 = -156209.972455 nChanged 6 SP:Iteration 37Q (3546.659547 sec): 3 clusters Score: Raw -157885.124103 + Penalty 1672.545706 = -156212.578396 nChanged 4 SP:Iteration 38Q (3546.741065 sec): 3 clusters Score: Raw -157886.737633 + Penalty 1672.545706 = -156214.191927 nChanged 7 SP:Iteration 39Q (3546.823955 sec): 3 clusters Score: Raw -157889.757543 + Penalty 1672.545706 = -156217.211836 nChanged 8 SP:Iteration 40F (3546.925624 sec): 3 clusters Score: Raw -157892.180689 + Penalty 1672.545706 = -156219.634983 nChanged 2 SP:Iteration 41Q (3546.997159 sec): 3 clusters Score: Raw -157892.379013 + Penalty 1672.545706 = -156219.833307 nChanged 1 SP:Iteration 42Q (3547.089695 sec): 3 clusters Score: Raw -157892.518065 + Penalty 1672.545706 = -156219.972358 nChanged 1 SP:Iteration 43Q (3547.170335 sec): 3 clusters Score: Raw -157892.710919 + Penalty 1672.545706 = -156220.165213 nChanged 0 SP:Iteration 44F (3547.257583 sec): 3 clusters Score: Raw -157892.710919 + Penalty 1672.545706 = -156220.165213 nChanged 0 Trying to split cluster 2 (2850 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3547.289118 sec): 2 clusters Score: Raw -173526.673371 + Penalty 835.282799 = -172691.390573 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3547.382638 sec): 3 clusters Score: Raw -172136.468429 + Penalty 1670.565597 = -170465.902831 nChanged 1155 SP:Iteration 1F (3547.480107 sec): 3 clusters Score: Raw -172876.411010 + Penalty 1670.565597 = -171205.845413 nChanged 232 SP:Iteration 2F (3547.553511 sec): 3 clusters Score: Raw -173051.583105 + Penalty 1670.565597 = -171381.017508 nChanged 185 SP:Iteration 3F (3547.632729 sec): 3 clusters Score: Raw -173195.761999 + Penalty 1670.565597 = -171525.196402 nChanged 157 SP:Iteration 4F (3547.720148 sec): 3 clusters Score: Raw -173297.481076 + Penalty 1670.565597 = -171626.915478 nChanged 134 SP:Iteration 5Q (3547.794061 sec): 3 clusters Score: Raw -173379.862450 + Penalty 1670.565597 = -171709.296853 nChanged 116 SP:Iteration 6Q (3547.880819 sec): 3 clusters Score: Raw -173442.575112 + Penalty 1670.565597 = -171772.009515 nChanged 101 SP:Iteration 7Q (3547.966526 sec): 3 clusters Score: Raw -173496.540803 + Penalty 1670.565597 = -171825.975206 nChanged 85 SP:Iteration 8Q (3548.053244 sec): 3 clusters Score: Raw -173542.010736 + Penalty 1670.565597 = -171871.445138 nChanged 70 SP:Iteration 9Q (3548.141172 sec): 3 clusters Score: Raw -173584.557581 + Penalty 1670.565597 = -171913.991984 nChanged 69 SP:Iteration 10Q (3548.224316 sec): 3 clusters Score: Raw -173629.663990 + Penalty 1670.565597 = -171959.098393 nChanged 63 SP:Iteration 11Q (3548.306147 sec): 3 clusters Score: Raw -173673.604241 + Penalty 1670.565597 = -172003.038643 nChanged 65 SP:Iteration 12Q (3548.411976 sec): 3 clusters Score: Raw -173715.052857 + Penalty 1670.565597 = -172044.487260 nChanged 51 SP:Iteration 13Q (3548.497226 sec): 3 clusters Score: Raw -173743.144542 + Penalty 1670.565597 = -172072.578944 nChanged 34 SP:Iteration 14Q (3548.576718 sec): 3 clusters Score: Raw -173758.747544 + Penalty 1670.565597 = -172088.181946 nChanged 29 SP:Iteration 15Q (3548.644491 sec): 3 clusters Score: Raw -173772.100727 + Penalty 1670.565597 = -172101.535130 nChanged 23 SP:Iteration 16Q (3548.744987 sec): 3 clusters Score: Raw -173784.720047 + Penalty 1670.565597 = -172114.154450 nChanged 23 SP:Iteration 17Q (3548.815917 sec): 3 clusters Score: Raw -173796.592541 + Penalty 1670.565597 = -172126.026943 nChanged 20 SP:Iteration 18Q (3548.896857 sec): 3 clusters Score: Raw -173805.881918 + Penalty 1670.565597 = -172135.316320 nChanged 16 SP:Iteration 19Q (3548.977579 sec): 3 clusters Score: Raw -173814.622561 + Penalty 1670.565597 = -172144.056963 nChanged 13 SP:Iteration 20F (3549.061414 sec): 3 clusters Score: Raw -173823.483675 + Penalty 1670.565597 = -172152.918078 nChanged 14 SP:Iteration 21Q (3549.155457 sec): 3 clusters Score: Raw -173830.185153 + Penalty 1670.565597 = -172159.619555 nChanged 9 SP:Iteration 22Q (3549.246752 sec): 3 clusters Score: Raw -173833.323771 + Penalty 1670.565597 = -172162.758174 nChanged 5 SP:Iteration 23Q (3549.336012 sec): 3 clusters Score: Raw -173834.867217 + Penalty 1670.565597 = -172164.301620 nChanged 0 SP:Iteration 24F (3549.427814 sec): 3 clusters Score: Raw -173834.867217 + Penalty 1670.565597 = -172164.301620 nChanged 0 Trying to split cluster 3 (2618 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3549.471797 sec): 2 clusters Score: Raw -127022.806466 + Penalty 826.367424 = -126196.439041 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3549.548670 sec): 3 clusters Score: Raw -125701.032377 + Penalty 1652.734849 = -124048.297528 nChanged 1037 SP:Iteration 1F (3549.639470 sec): 3 clusters Score: Raw -126427.257793 + Penalty 1652.734849 = -124774.522944 nChanged 263 SP:Iteration 2F (3549.726182 sec): 3 clusters Score: Raw -126708.991818 + Penalty 1652.734849 = -125056.256970 nChanged 217 SP:Iteration 3F (3549.819795 sec): 3 clusters Score: Raw -126926.570736 + Penalty 1652.734849 = -125273.835887 nChanged 173 SP:Iteration 4F (3549.929234 sec): 3 clusters Score: Raw -127102.020516 + Penalty 1652.734849 = -125449.285668 nChanged 143 SP:Iteration 5F (3550.037236 sec): 3 clusters Score: Raw -127229.895056 + Penalty 1652.734849 = -125577.160207 nChanged 105 SP:Iteration 6Q (3550.140153 sec): 3 clusters Score: Raw -127313.254713 + Penalty 1652.734849 = -125660.519864 nChanged 74 SP:Iteration 7Q (3550.236548 sec): 3 clusters Score: Raw -127379.233498 + Penalty 1652.734849 = -125726.498650 nChanged 64 SP:Iteration 8Q (3550.311404 sec): 3 clusters Score: Raw -127430.989602 + Penalty 1652.734849 = -125778.254753 nChanged 54 SP:Iteration 9Q (3550.413303 sec): 3 clusters Score: Raw -127455.769156 + Penalty 1652.734849 = -125803.034307 nChanged 35 SP:Iteration 10Q (3550.511247 sec): 3 clusters Score: Raw -127466.185700 + Penalty 1652.734849 = -125813.450851 nChanged 19 SP:Iteration 11Q (3550.600955 sec): 3 clusters Score: Raw -127469.422850 + Penalty 1652.734849 = -125816.688001 nChanged 4 SP:Iteration 12Q (3550.707659 sec): 3 clusters Score: Raw -127470.108462 + Penalty 1652.734849 = -125817.373613 nChanged 3 SP:Iteration 13Q (3550.801695 sec): 3 clusters Score: Raw -127471.452292 + Penalty 1652.734849 = -125818.717443 nChanged 5 SP:Iteration 14Q (3550.885526 sec): 3 clusters Score: Raw -127472.953309 + Penalty 1652.734849 = -125820.218460 nChanged 5 SP:Iteration 15Q (3550.984029 sec): 3 clusters Score: Raw -127473.978221 + Penalty 1652.734849 = -125821.243372 nChanged 3 SP:Iteration 16Q (3551.107623 sec): 3 clusters Score: Raw -127474.612654 + Penalty 1652.734849 = -125821.877805 nChanged 3 SP:Iteration 17Q (3551.194296 sec): 3 clusters Score: Raw -127475.949219 + Penalty 1652.734849 = -125823.214370 nChanged 1 SP:Iteration 18Q (3551.307073 sec): 3 clusters Score: Raw -127476.110666 + Penalty 1652.734849 = -125823.375817 nChanged 1 SP:Iteration 19Q (3551.395421 sec): 3 clusters Score: Raw -127476.509400 + Penalty 1652.734849 = -125823.774551 nChanged 2 SP:Iteration 20F (3551.464689 sec): 3 clusters Score: Raw -127477.088699 + Penalty 1652.734849 = -125824.353851 nChanged 0 Trying to split cluster 4 (1077 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3551.508950 sec): 2 clusters Score: Raw -50673.378529 + Penalty 733.103141 = -49940.275388 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3551.612528 sec): 3 clusters Score: Raw -50225.477668 + Penalty 1466.206282 = -48759.271386 nChanged 364 SP:Iteration 1F (3551.698297 sec): 3 clusters Score: Raw -50511.182327 + Penalty 1466.206282 = -49044.976044 nChanged 108 SP:Iteration 2F (3551.788987 sec): 3 clusters Score: Raw -50640.218312 + Penalty 1466.206282 = -49174.012030 nChanged 81 SP:Iteration 3F (3551.859196 sec): 3 clusters Score: Raw -50739.207119 + Penalty 1466.206282 = -49273.000837 nChanged 59 SP:Iteration 4F (3551.938913 sec): 3 clusters Score: Raw -50820.421466 + Penalty 1466.206282 = -49354.215184 nChanged 55 SP:Iteration 5F (3552.020312 sec): 3 clusters Score: Raw -50898.594032 + Penalty 1466.206282 = -49432.387750 nChanged 37 SP:Iteration 6Q (3552.108328 sec): 3 clusters Score: Raw -50933.060916 + Penalty 1466.206282 = -49466.854634 nChanged 22 SP:Iteration 7Q (3552.192179 sec): 3 clusters Score: Raw -50948.217076 + Penalty 1466.206282 = -49482.010794 nChanged 7 SP:Iteration 8Q (3552.276105 sec): 3 clusters Score: Raw -50956.177337 + Penalty 1466.206282 = -49489.971055 nChanged 6 SP:Iteration 9Q (3552.358139 sec): 3 clusters Score: Raw -50959.669910 + Penalty 1466.206282 = -49493.463628 nChanged 5 SP:Iteration 10Q (3552.447837 sec): 3 clusters Score: Raw -50962.822909 + Penalty 1466.206282 = -49496.616626 nChanged 6 SP:Iteration 11Q (3552.525073 sec): 3 clusters Score: Raw -50966.433443 + Penalty 1466.206282 = -49500.227161 nChanged 1 SP:Iteration 12Q (3552.598408 sec): 3 clusters Score: Raw -50968.326992 + Penalty 1466.206282 = -49502.120710 nChanged 3 SP:Iteration 13Q (3552.691243 sec): 3 clusters Score: Raw -50969.576068 + Penalty 1466.206282 = -49503.369786 nChanged 1 SP:Iteration 14Q (3552.758533 sec): 3 clusters Score: Raw -50969.849416 + Penalty 1466.206282 = -49503.643134 nChanged 1 SP:Iteration 15Q (3552.839482 sec): 3 clusters Score: Raw -50970.849550 + Penalty 1466.206282 = -49504.643268 nChanged 1 SP:Iteration 16Q (3552.921983 sec): 3 clusters Score: Raw -50972.379643 + Penalty 1466.206282 = -49506.173361 nChanged 2 SP:Iteration 17Q (3553.011551 sec): 3 clusters Score: Raw -50973.669355 + Penalty 1466.206282 = -49507.463073 nChanged 1 SP:Iteration 18Q (3553.088575 sec): 3 clusters Score: Raw -50973.992227 + Penalty 1466.206282 = -49507.785945 nChanged 0 SP:Iteration 19F (3553.162681 sec): 3 clusters Score: Raw -50973.992227 + Penalty 1466.206282 = -49507.785945 nChanged 0 Trying to split cluster 5 (8113 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3553.240619 sec): 2 clusters Score: Raw -468882.729436 + Penalty 945.128414 = -467937.601022 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3553.324559 sec): 3 clusters Score: Raw -464258.363047 + Penalty 1890.256828 = -462368.106219 nChanged 3600 SP:Iteration 1F (3553.422033 sec): 3 clusters Score: Raw -466322.910722 + Penalty 1890.256828 = -464432.653893 nChanged 490 SP:Iteration 2F (3553.506837 sec): 3 clusters Score: Raw -466575.347351 + Penalty 1890.256828 = -464685.090523 nChanged 455 SP:Iteration 3F (3553.614930 sec): 3 clusters Score: Raw -466808.656441 + Penalty 1890.256828 = -464918.399613 nChanged 423 SP:Iteration 4F (3553.696299 sec): 3 clusters Score: Raw -467043.990226 + Penalty 1890.256828 = -465153.733398 nChanged 399 SP:Iteration 5Q (3553.777873 sec): 3 clusters Score: Raw -467278.300614 + Penalty 1890.256828 = -465388.043786 nChanged 386 SP:Iteration 6Q (3553.889773 sec): 3 clusters Score: Raw -467511.888985 + Penalty 1890.256828 = -465621.632156 nChanged 372 SP:Iteration 7Q (3553.980595 sec): 3 clusters Score: Raw -467754.777310 + Penalty 1890.256828 = -465864.520481 nChanged 359 SP:Iteration 8Q (3554.073227 sec): 3 clusters Score: Raw -467972.775497 + Penalty 1890.256828 = -466082.518669 nChanged 305 SP:Iteration 9Q (3554.155241 sec): 3 clusters Score: Raw -468139.156594 + Penalty 1890.256828 = -466248.899766 nChanged 261 SP:Iteration 10Q (3554.242446 sec): 3 clusters Score: Raw -468260.374763 + Penalty 1890.256828 = -466370.117934 nChanged 198 SP:Iteration 11Q (3554.333855 sec): 3 clusters Score: Raw -468359.203071 + Penalty 1890.256828 = -466468.946243 nChanged 185 SP:Iteration 12Q (3554.441294 sec): 3 clusters Score: Raw -468436.637151 + Penalty 1890.256828 = -466546.380322 nChanged 174 SP:Iteration 13Q (3554.522433 sec): 3 clusters Score: Raw -468511.648347 + Penalty 1890.256828 = -466621.391519 nChanged 171 SP:Iteration 14Q (3554.609683 sec): 3 clusters Score: Raw -468605.142494 + Penalty 1890.256828 = -466714.885665 nChanged 179 SP:Iteration 15Q (3554.699716 sec): 3 clusters Score: Raw -468709.071351 + Penalty 1890.256828 = -466818.814523 nChanged 203 SP:Iteration 16Q (3554.795961 sec): 3 clusters Score: Raw -468826.132052 + Penalty 1890.256828 = -466935.875224 nChanged 186 SP:Iteration 17Q (3554.881993 sec): 3 clusters Score: Raw -468945.164477 + Penalty 1890.256828 = -467054.907649 nChanged 185 SP:Iteration 18Q (3554.966691 sec): 3 clusters Score: Raw -469051.025082 + Penalty 1890.256828 = -467160.768254 nChanged 175 SP:Iteration 19Q (3555.068874 sec): 3 clusters Score: Raw -469149.121070 + Penalty 1890.256828 = -467258.864242 nChanged 160 SP:Iteration 20F (3555.152335 sec): 3 clusters Score: Raw -469263.795261 + Penalty 1890.256828 = -467373.538433 nChanged 175 SP:Iteration 21Q (3555.243805 sec): 3 clusters Score: Raw -469405.132278 + Penalty 1890.256828 = -467514.875449 nChanged 176 SP:Iteration 22Q (3555.334186 sec): 3 clusters Score: Raw -469545.601012 + Penalty 1890.256828 = -467655.344183 nChanged 162 SP:Iteration 23Q (3555.429044 sec): 3 clusters Score: Raw -469707.185534 + Penalty 1890.256828 = -467816.928706 nChanged 150 SP:Iteration 24Q (3555.509935 sec): 3 clusters Score: Raw -469828.745136 + Penalty 1890.256828 = -467938.488308 nChanged 129 SP:Iteration 25Q (3555.598916 sec): 3 clusters Score: Raw -469893.962347 + Penalty 1890.256828 = -468003.705518 nChanged 108 SP:Iteration 26Q (3555.680823 sec): 3 clusters Score: Raw -469941.146830 + Penalty 1890.256828 = -468050.890001 nChanged 71 SP:Iteration 27Q (3555.776088 sec): 3 clusters Score: Raw -469966.719566 + Penalty 1890.256828 = -468076.462737 nChanged 59 SP:Iteration 28Q (3555.864332 sec): 3 clusters Score: Raw -469984.764693 + Penalty 1890.256828 = -468094.507864 nChanged 46 SP:Iteration 29Q (3555.950606 sec): 3 clusters Score: Raw -469995.269304 + Penalty 1890.256828 = -468105.012476 nChanged 36 SP:Iteration 30Q (3556.035997 sec): 3 clusters Score: Raw -470001.905278 + Penalty 1890.256828 = -468111.648450 nChanged 20 SP:Iteration 31Q (3556.119109 sec): 3 clusters Score: Raw -470005.177141 + Penalty 1890.256828 = -468114.920312 nChanged 17 SP:Iteration 32Q (3556.238204 sec): 3 clusters Score: Raw -470007.659526 + Penalty 1890.256828 = -468117.402698 nChanged 16 SP:Iteration 33Q (3556.344269 sec): 3 clusters Score: Raw -470009.359963 + Penalty 1890.256828 = -468119.103135 nChanged 5 SP:Iteration 34Q (3556.461727 sec): 3 clusters Score: Raw -470010.171427 + Penalty 1890.256828 = -468119.914599 nChanged 3 SP:Iteration 35Q (3556.548220 sec): 3 clusters Score: Raw -470010.334412 + Penalty 1890.256828 = -468120.077583 nChanged 1 SP:Iteration 36Q (3556.645743 sec): 3 clusters Score: Raw -470010.371301 + Penalty 1890.256828 = -468120.114473 nChanged 1 SP:Iteration 37Q (3556.762086 sec): 3 clusters Score: Raw -470010.412929 + Penalty 1890.256828 = -468120.156101 nChanged 2 SP:Iteration 38Q (3556.859727 sec): 3 clusters Score: Raw -470010.556264 + Penalty 1890.256828 = -468120.299436 nChanged 2 SP:Iteration 39Q (3556.942850 sec): 3 clusters Score: Raw -470010.777459 + Penalty 1890.256828 = -468120.520631 nChanged 2 SP:Iteration 40F (3557.048050 sec): 3 clusters Score: Raw -470010.955435 + Penalty 1890.256828 = -468120.698607 nChanged 4 SP:Iteration 41Q (3557.155765 sec): 3 clusters Score: Raw -470011.365304 + Penalty 1890.256828 = -468121.108476 nChanged 3 SP:Iteration 42Q (3557.242256 sec): 3 clusters Score: Raw -470011.608334 + Penalty 1890.256828 = -468121.351506 nChanged 3 SP:Iteration 43Q (3557.368653 sec): 3 clusters Score: Raw -470011.842554 + Penalty 1890.256828 = -468121.585726 nChanged 0 SP:Iteration 44F (3557.462478 sec): 3 clusters Score: Raw -470011.842554 + Penalty 1890.256828 = -468121.585726 nChanged 0 Score: Raw -4230995.685376 + Penalty 27202.534966 = -4203793.150410 Splitting cluster 5 changes total score from -4203846.019071 to -4203793.150410 So it's not getting split. Trying to split cluster 6 (3703 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3559.441611 sec): 2 clusters Score: Raw -211464.810079 + Penalty 862.774351 = -210602.035728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3559.511261 sec): 3 clusters Score: Raw -209537.481182 + Penalty 1725.548702 = -207811.932480 nChanged 1497 SP:Iteration 1F (3559.597001 sec): 3 clusters Score: Raw -210433.014584 + Penalty 1725.548702 = -208707.465882 nChanged 314 SP:Iteration 2F (3559.696584 sec): 3 clusters Score: Raw -210678.756480 + Penalty 1725.548702 = -208953.207778 nChanged 265 SP:Iteration 3F (3559.768901 sec): 3 clusters Score: Raw -210898.819554 + Penalty 1725.548702 = -209173.270852 nChanged 230 SP:Iteration 4F (3559.862386 sec): 3 clusters Score: Raw -211079.098192 + Penalty 1725.548702 = -209353.549490 nChanged 184 SP:Iteration 5Q (3559.956539 sec): 3 clusters Score: Raw -211216.405663 + Penalty 1725.548702 = -209490.856961 nChanged 162 SP:Iteration 6Q (3560.027645 sec): 3 clusters Score: Raw -211303.317902 + Penalty 1725.548702 = -209577.769200 nChanged 111 SP:Iteration 7Q (3560.106317 sec): 3 clusters Score: Raw -211352.523083 + Penalty 1725.548702 = -209626.974381 nChanged 89 SP:Iteration 8Q (3560.205432 sec): 3 clusters Score: Raw -211384.490815 + Penalty 1725.548702 = -209658.942113 nChanged 65 SP:Iteration 9Q (3560.294386 sec): 3 clusters Score: Raw -211408.338008 + Penalty 1725.548702 = -209682.789306 nChanged 64 SP:Iteration 10Q (3560.374614 sec): 3 clusters Score: Raw -211432.851057 + Penalty 1725.548702 = -209707.302355 nChanged 53 SP:Iteration 11Q (3560.449470 sec): 3 clusters Score: Raw -211453.434858 + Penalty 1725.548702 = -209727.886156 nChanged 56 SP:Iteration 12Q (3560.552825 sec): 3 clusters Score: Raw -211473.777880 + Penalty 1725.548702 = -209748.229178 nChanged 60 SP:Iteration 13Q (3560.636564 sec): 3 clusters Score: Raw -211492.880957 + Penalty 1725.548702 = -209767.332255 nChanged 42 SP:Iteration 14Q (3560.729463 sec): 3 clusters Score: Raw -211504.811766 + Penalty 1725.548702 = -209779.263064 nChanged 37 SP:Iteration 15Q (3560.806509 sec): 3 clusters Score: Raw -211516.154397 + Penalty 1725.548702 = -209790.605695 nChanged 28 SP:Iteration 16Q (3560.895612 sec): 3 clusters Score: Raw -211526.215183 + Penalty 1725.548702 = -209800.666481 nChanged 29 SP:Iteration 17Q (3560.975239 sec): 3 clusters Score: Raw -211534.470158 + Penalty 1725.548702 = -209808.921456 nChanged 26 SP:Iteration 18Q (3561.067677 sec): 3 clusters Score: Raw -211541.566508 + Penalty 1725.548702 = -209816.017806 nChanged 20 SP:Iteration 19Q (3561.142114 sec): 3 clusters Score: Raw -211547.536944 + Penalty 1725.548702 = -209821.988242 nChanged 29 SP:Iteration 20F (3561.237560 sec): 3 clusters Score: Raw -211557.715898 + Penalty 1725.548702 = -209832.167196 nChanged 29 SP:Iteration 21Q (3561.322281 sec): 3 clusters Score: Raw -211567.152592 + Penalty 1725.548702 = -209841.603890 nChanged 32 SP:Iteration 22Q (3561.414594 sec): 3 clusters Score: Raw -211580.076255 + Penalty 1725.548702 = -209854.527553 nChanged 39 SP:Iteration 23Q (3561.498292 sec): 3 clusters Score: Raw -211598.207412 + Penalty 1725.548702 = -209872.658710 nChanged 36 SP:Iteration 24Q (3561.572049 sec): 3 clusters Score: Raw -211619.870868 + Penalty 1725.548702 = -209894.322166 nChanged 35 SP:Iteration 25Q (3561.662651 sec): 3 clusters Score: Raw -211635.027249 + Penalty 1725.548702 = -209909.478547 nChanged 33 SP:Iteration 26Q (3561.759077 sec): 3 clusters Score: Raw -211647.235220 + Penalty 1725.548702 = -209921.686518 nChanged 25 SP:Iteration 27Q (3561.833404 sec): 3 clusters Score: Raw -211657.167026 + Penalty 1725.548702 = -209931.618324 nChanged 33 SP:Iteration 28Q (3561.923924 sec): 3 clusters Score: Raw -211673.302408 + Penalty 1725.548702 = -209947.753706 nChanged 29 SP:Iteration 29Q (3562.013873 sec): 3 clusters Score: Raw -211685.647449 + Penalty 1725.548702 = -209960.098747 nChanged 28 SP:Iteration 30Q (3562.089969 sec): 3 clusters Score: Raw -211696.554681 + Penalty 1725.548702 = -209971.005979 nChanged 27 SP:Iteration 31Q (3562.173463 sec): 3 clusters Score: Raw -211706.668956 + Penalty 1725.548702 = -209981.120254 nChanged 28 SP:Iteration 32Q (3562.268841 sec): 3 clusters Score: Raw -211718.620056 + Penalty 1725.548702 = -209993.071354 nChanged 32 SP:Iteration 33Q (3562.341168 sec): 3 clusters Score: Raw -211733.706291 + Penalty 1725.548702 = -210008.157589 nChanged 32 SP:Iteration 34Q (3562.436143 sec): 3 clusters Score: Raw -211751.752902 + Penalty 1725.548702 = -210026.204200 nChanged 25 SP:Iteration 35Q (3562.525619 sec): 3 clusters Score: Raw -211764.203349 + Penalty 1725.548702 = -210038.654647 nChanged 22 SP:Iteration 36Q (3562.618951 sec): 3 clusters Score: Raw -211773.118954 + Penalty 1725.548702 = -210047.570252 nChanged 21 SP:Iteration 37Q (3562.689635 sec): 3 clusters Score: Raw -211783.583085 + Penalty 1725.548702 = -210058.034383 nChanged 28 SP:Iteration 38Q (3562.771619 sec): 3 clusters Score: Raw -211795.466059 + Penalty 1725.548702 = -210069.917357 nChanged 25 SP:Iteration 39Q (3562.870106 sec): 3 clusters Score: Raw -211806.021055 + Penalty 1725.548702 = -210080.472353 nChanged 25 SP:Iteration 40F (3562.966071 sec): 3 clusters Score: Raw -211817.204480 + Penalty 1725.548702 = -210091.655778 nChanged 31 SP:Iteration 41Q (3563.056435 sec): 3 clusters Score: Raw -211834.943470 + Penalty 1725.548702 = -210109.394768 nChanged 36 SP:Iteration 42Q (3563.158729 sec): 3 clusters Score: Raw -211854.173258 + Penalty 1725.548702 = -210128.624556 nChanged 29 SP:Iteration 43Q (3563.247713 sec): 3 clusters Score: Raw -211876.387328 + Penalty 1725.548702 = -210150.838626 nChanged 32 SP:Iteration 44Q (3563.351176 sec): 3 clusters Score: Raw -211901.005944 + Penalty 1725.548702 = -210175.457242 nChanged 37 SP:Iteration 45Q (3563.437627 sec): 3 clusters Score: Raw -211927.197940 + Penalty 1725.548702 = -210201.649238 nChanged 30 SP:Iteration 46Q (3563.519532 sec): 3 clusters Score: Raw -211956.261650 + Penalty 1725.548702 = -210230.712948 nChanged 34 SP:Iteration 47Q (3563.596752 sec): 3 clusters Score: Raw -211979.795708 + Penalty 1725.548702 = -210254.247006 nChanged 15 SP:Iteration 48Q (3563.682407 sec): 3 clusters Score: Raw -211985.740161 + Penalty 1725.548702 = -210260.191459 nChanged 13 SP:Iteration 49Q (3563.779040 sec): 3 clusters Score: Raw -211992.332345 + Penalty 1725.548702 = -210266.783644 nChanged 11 SP:Iteration 50Q (3563.882338 sec): 3 clusters Score: Raw -211998.405247 + Penalty 1725.548702 = -210272.856545 nChanged 8 SP:Iteration 51Q (3563.992996 sec): 3 clusters Score: Raw -212002.627758 + Penalty 1725.548702 = -210277.079056 nChanged 11 SP:Iteration 52Q (3564.093840 sec): 3 clusters Score: Raw -212007.046963 + Penalty 1725.548702 = -210281.498261 nChanged 7 SP:Iteration 53Q (3564.188519 sec): 3 clusters Score: Raw -212010.192279 + Penalty 1725.548702 = -210284.643577 nChanged 4 SP:Iteration 54Q (3564.278836 sec): 3 clusters Score: Raw -212012.063671 + Penalty 1725.548702 = -210286.514969 nChanged 6 SP:Iteration 55Q (3564.363159 sec): 3 clusters Score: Raw -212014.351250 + Penalty 1725.548702 = -210288.802548 nChanged 4 SP:Iteration 56Q (3564.457086 sec): 3 clusters Score: Raw -212016.319374 + Penalty 1725.548702 = -210290.770672 nChanged 6 SP:Iteration 57Q (3564.555578 sec): 3 clusters Score: Raw -212018.594840 + Penalty 1725.548702 = -210293.046138 nChanged 4 SP:Iteration 58Q (3564.658595 sec): 3 clusters Score: Raw -212020.246625 + Penalty 1725.548702 = -210294.697923 nChanged 2 SP:Iteration 59Q (3564.787122 sec): 3 clusters Score: Raw -212020.896084 + Penalty 1725.548702 = -210295.347382 nChanged 2 SP:Iteration 60F (3564.881557 sec): 3 clusters Score: Raw -212021.789818 + Penalty 1725.548702 = -210296.241116 nChanged 1 SP:Iteration 61Q (3564.954512 sec): 3 clusters Score: Raw -212022.064310 + Penalty 1725.548702 = -210296.515608 nChanged 1 SP:Iteration 62Q (3565.041494 sec): 3 clusters Score: Raw -212022.588213 + Penalty 1725.548702 = -210297.039511 nChanged 1 SP:Iteration 63Q (3565.141217 sec): 3 clusters Score: Raw -212022.873238 + Penalty 1725.548702 = -210297.324536 nChanged 0 SP:Iteration 64F (3565.231261 sec): 3 clusters Score: Raw -212022.873238 + Penalty 1725.548702 = -210297.324536 nChanged 0 Trying to split cluster 7 (2866 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3565.277386 sec): 2 clusters Score: Raw -165217.421930 + Penalty 835.870624 = -164381.551306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3565.361309 sec): 3 clusters Score: Raw -163815.843167 + Penalty 1671.741248 = -162144.101919 nChanged 1143 SP:Iteration 1F (3565.442731 sec): 3 clusters Score: Raw -164455.722304 + Penalty 1671.741248 = -162783.981056 nChanged 219 SP:Iteration 2F (3565.508326 sec): 3 clusters Score: Raw -164614.585401 + Penalty 1671.741248 = -162942.844153 nChanged 199 SP:Iteration 3F (3565.611387 sec): 3 clusters Score: Raw -164781.792375 + Penalty 1671.741248 = -163110.051127 nChanged 192 SP:Iteration 4F (3565.692657 sec): 3 clusters Score: Raw -164929.967749 + Penalty 1671.741248 = -163258.226501 nChanged 154 SP:Iteration 5F (3565.773006 sec): 3 clusters Score: Raw -165029.104027 + Penalty 1671.741248 = -163357.362779 nChanged 114 SP:Iteration 6Q (3565.854028 sec): 3 clusters Score: Raw -165099.356801 + Penalty 1671.741248 = -163427.615554 nChanged 95 SP:Iteration 7Q (3565.931368 sec): 3 clusters Score: Raw -165167.370446 + Penalty 1671.741248 = -163495.629199 nChanged 93 SP:Iteration 8Q (3566.013452 sec): 3 clusters Score: Raw -165225.607770 + Penalty 1671.741248 = -163553.866522 nChanged 80 SP:Iteration 9Q (3566.101672 sec): 3 clusters Score: Raw -165291.633259 + Penalty 1671.741248 = -163619.892011 nChanged 74 SP:Iteration 10Q (3566.175945 sec): 3 clusters Score: Raw -165347.650664 + Penalty 1671.741248 = -163675.909416 nChanged 51 SP:Iteration 11Q (3566.285190 sec): 3 clusters Score: Raw -165387.267133 + Penalty 1671.741248 = -163715.525886 nChanged 40 SP:Iteration 12Q (3566.351936 sec): 3 clusters Score: Raw -165418.411850 + Penalty 1671.741248 = -163746.670602 nChanged 39 SP:Iteration 13Q (3566.454107 sec): 3 clusters Score: Raw -165454.094978 + Penalty 1671.741248 = -163782.353730 nChanged 32 SP:Iteration 14Q (3566.532241 sec): 3 clusters Score: Raw -165477.671610 + Penalty 1671.741248 = -163805.930362 nChanged 22 SP:Iteration 15Q (3566.627300 sec): 3 clusters Score: Raw -165495.785581 + Penalty 1671.741248 = -163824.044334 nChanged 22 SP:Iteration 16Q (3566.698765 sec): 3 clusters Score: Raw -165519.710577 + Penalty 1671.741248 = -163847.969329 nChanged 25 SP:Iteration 17Q (3566.789522 sec): 3 clusters Score: Raw -165542.487186 + Penalty 1671.741248 = -163870.745938 nChanged 22 SP:Iteration 18Q (3566.873908 sec): 3 clusters Score: Raw -165558.676171 + Penalty 1671.741248 = -163886.934923 nChanged 15 SP:Iteration 19Q (3566.961169 sec): 3 clusters Score: Raw -165566.268835 + Penalty 1671.741248 = -163894.527587 nChanged 9 SP:Iteration 20F (3567.053166 sec): 3 clusters Score: Raw -165571.596387 + Penalty 1671.741248 = -163899.855140 nChanged 5 SP:Iteration 21Q (3567.121154 sec): 3 clusters Score: Raw -165574.191539 + Penalty 1671.741248 = -163902.450292 nChanged 3 SP:Iteration 22Q (3567.205039 sec): 3 clusters Score: Raw -165574.751395 + Penalty 1671.741248 = -163903.010147 nChanged 3 SP:Iteration 23Q (3567.287666 sec): 3 clusters Score: Raw -165575.910311 + Penalty 1671.741248 = -163904.169064 nChanged 2 SP:Iteration 24Q (3567.371534 sec): 3 clusters Score: Raw -165576.456840 + Penalty 1671.741248 = -163904.715593 nChanged 2 SP:Iteration 25Q (3567.460579 sec): 3 clusters Score: Raw -165577.105628 + Penalty 1671.741248 = -163905.364380 nChanged 3 SP:Iteration 26Q (3567.533300 sec): 3 clusters Score: Raw -165579.729318 + Penalty 1671.741248 = -163907.988070 nChanged 5 SP:Iteration 27Q (3567.621302 sec): 3 clusters Score: Raw -165581.746591 + Penalty 1671.741248 = -163910.005343 nChanged 4 SP:Iteration 28Q (3567.716596 sec): 3 clusters Score: Raw -165583.165728 + Penalty 1671.741248 = -163911.424480 nChanged 3 SP:Iteration 29Q (3567.791475 sec): 3 clusters Score: Raw -165584.010243 + Penalty 1671.741248 = -163912.268995 nChanged 1 SP:Iteration 30Q (3567.873268 sec): 3 clusters Score: Raw -165584.131685 + Penalty 1671.741248 = -163912.390437 nChanged 0 SP:Iteration 31F (3567.970204 sec): 3 clusters Score: Raw -165584.131685 + Penalty 1671.741248 = -163912.390437 nChanged 0 Trying to split cluster 8 (1057 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3568.018026 sec): 2 clusters Score: Raw -50746.892381 + Penalty 731.134949 = -50015.757432 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3568.091956 sec): 3 clusters Score: Raw -50352.886801 + Penalty 1462.269897 = -48890.616904 nChanged 360 SP:Iteration 1F (3568.181768 sec): 3 clusters Score: Raw -50715.049420 + Penalty 1462.269897 = -49252.779523 nChanged 96 SP:Iteration 2F (3568.254035 sec): 3 clusters Score: Raw -50802.654627 + Penalty 1462.269897 = -49340.384730 nChanged 60 SP:Iteration 3F (3568.333357 sec): 3 clusters Score: Raw -50887.348547 + Penalty 1462.269897 = -49425.078650 nChanged 50 SP:Iteration 4Q (3568.416964 sec): 3 clusters Score: Raw -50981.276832 + Penalty 1462.269897 = -49519.006935 nChanged 63 SP:Iteration 5F (3568.493745 sec): 3 clusters Score: Raw -51114.346894 + Penalty 1462.269897 = -49652.076997 nChanged 50 SP:Iteration 6Q (3568.586484 sec): 3 clusters Score: Raw -51197.940603 + Penalty 1462.269897 = -49735.670706 nChanged 42 SP:Iteration 7Q (3568.661593 sec): 3 clusters Score: Raw -51253.082970 + Penalty 1462.269897 = -49790.813073 nChanged 35 SP:Iteration 8Q (3568.749136 sec): 3 clusters Score: Raw -51305.367176 + Penalty 1462.269897 = -49843.097279 nChanged 23 SP:Iteration 9Q (3568.828044 sec): 3 clusters Score: Raw -51331.008903 + Penalty 1462.269897 = -49868.739006 nChanged 22 SP:Iteration 10Q (3568.912485 sec): 3 clusters Score: Raw -51360.024979 + Penalty 1462.269897 = -49897.755082 nChanged 10 SP:Iteration 11Q (3568.992193 sec): 3 clusters Score: Raw -51369.511476 + Penalty 1462.269897 = -49907.241579 nChanged 3 SP:Iteration 12Q (3569.071826 sec): 3 clusters Score: Raw -51370.784393 + Penalty 1462.269897 = -49908.514496 nChanged 4 SP:Iteration 13Q (3569.162315 sec): 3 clusters Score: Raw -51372.768545 + Penalty 1462.269897 = -49910.498648 nChanged 4 SP:Iteration 14Q (3569.252866 sec): 3 clusters Score: Raw -51376.459896 + Penalty 1462.269897 = -49914.189999 nChanged 9 SP:Iteration 15Q (3569.341324 sec): 3 clusters Score: Raw -51388.729181 + Penalty 1462.269897 = -49926.459284 nChanged 6 SP:Iteration 16Q (3569.428805 sec): 3 clusters Score: Raw -51393.844325 + Penalty 1462.269897 = -49931.574428 nChanged 4 SP:Iteration 17Q (3569.517751 sec): 3 clusters Score: Raw -51398.276922 + Penalty 1462.269897 = -49936.007025 nChanged 0 SP:Iteration 18F (3569.608151 sec): 3 clusters Score: Raw -51400.013975 + Penalty 1462.269897 = -49937.744078 nChanged 1 SP:Iteration 19Q (3569.688640 sec): 3 clusters Score: Raw -51404.687395 + Penalty 1462.269897 = -49942.417498 nChanged 1 SP:Iteration 20F (3569.790146 sec): 3 clusters Score: Raw -51405.290705 + Penalty 1462.269897 = -49943.020808 nChanged 0 Trying to split cluster 9 (5172 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3569.866516 sec): 2 clusters Score: Raw -263212.720663 + Penalty 897.856548 = -262314.864115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3569.953874 sec): 3 clusters Score: Raw -260353.511941 + Penalty 1795.713095 = -258557.798845 nChanged 2204 SP:Iteration 1F (3570.067928 sec): 3 clusters Score: Raw -261942.782259 + Penalty 1795.713095 = -260147.069164 nChanged 459 SP:Iteration 2F (3570.155349 sec): 3 clusters Score: Raw -262310.912279 + Penalty 1795.713095 = -260515.199184 nChanged 378 SP:Iteration 3F (3570.257682 sec): 3 clusters Score: Raw -262684.111967 + Penalty 1795.713095 = -260888.398872 nChanged 335 SP:Iteration 4F (3570.371128 sec): 3 clusters Score: Raw -263056.506493 + Penalty 1795.713095 = -261260.793398 nChanged 320 SP:Iteration 5F (3570.465080 sec): 3 clusters Score: Raw -263347.221486 + Penalty 1795.713095 = -261551.508391 nChanged 240 SP:Iteration 6Q (3570.583993 sec): 3 clusters Score: Raw -263479.830074 + Penalty 1795.713095 = -261684.116978 nChanged 161 SP:Iteration 7Q (3570.707808 sec): 3 clusters Score: Raw -263541.013076 + Penalty 1795.713095 = -261745.299981 nChanged 94 SP:Iteration 8Q (3570.773417 sec): 3 clusters Score: Raw -263567.201863 + Penalty 1795.713095 = -261771.488768 nChanged 72 SP:Iteration 9Q (3570.869528 sec): 3 clusters Score: Raw -263589.143106 + Penalty 1795.713095 = -261793.430011 nChanged 63 SP:Iteration 10Q (3570.953957 sec): 3 clusters Score: Raw -263604.692817 + Penalty 1795.713095 = -261808.979722 nChanged 46 SP:Iteration 11Q (3571.056199 sec): 3 clusters Score: Raw -263614.467887 + Penalty 1795.713095 = -261818.754792 nChanged 29 SP:Iteration 12Q (3571.134326 sec): 3 clusters Score: Raw -263619.499136 + Penalty 1795.713095 = -261823.786040 nChanged 17 SP:Iteration 13Q (3571.217694 sec): 3 clusters Score: Raw -263622.739492 + Penalty 1795.713095 = -261827.026397 nChanged 24 SP:Iteration 14Q (3571.313221 sec): 3 clusters Score: Raw -263627.270531 + Penalty 1795.713095 = -261831.557435 nChanged 25 SP:Iteration 15Q (3571.394559 sec): 3 clusters Score: Raw -263630.479025 + Penalty 1795.713095 = -261834.765930 nChanged 13 SP:Iteration 16Q (3571.485198 sec): 3 clusters Score: Raw -263632.296274 + Penalty 1795.713095 = -261836.583179 nChanged 10 SP:Iteration 17Q (3571.585496 sec): 3 clusters Score: Raw -263633.543589 + Penalty 1795.713095 = -261837.830494 nChanged 5 SP:Iteration 18Q (3571.669329 sec): 3 clusters Score: Raw -263633.944392 + Penalty 1795.713095 = -261838.231297 nChanged 5 SP:Iteration 19Q (3571.761788 sec): 3 clusters Score: Raw -263634.452847 + Penalty 1795.713095 = -261838.739752 nChanged 3 SP:Iteration 20F (3571.853112 sec): 3 clusters Score: Raw -263634.928629 + Penalty 1795.713095 = -261839.215534 nChanged 5 SP:Iteration 21Q (3571.939433 sec): 3 clusters Score: Raw -263635.433859 + Penalty 1795.713095 = -261839.720763 nChanged 4 SP:Iteration 22Q (3572.033919 sec): 3 clusters Score: Raw -263635.923353 + Penalty 1795.713095 = -261840.210258 nChanged 5 SP:Iteration 23Q (3572.101862 sec): 3 clusters Score: Raw -263636.744795 + Penalty 1795.713095 = -261841.031700 nChanged 6 SP:Iteration 24Q (3572.202551 sec): 3 clusters Score: Raw -263638.121270 + Penalty 1795.713095 = -261842.408174 nChanged 9 SP:Iteration 25Q (3572.289722 sec): 3 clusters Score: Raw -263639.282683 + Penalty 1795.713095 = -261843.569588 nChanged 5 SP:Iteration 26Q (3572.363571 sec): 3 clusters Score: Raw -263639.968839 + Penalty 1795.713095 = -261844.255743 nChanged 5 SP:Iteration 27Q (3572.464310 sec): 3 clusters Score: Raw -263640.466981 + Penalty 1795.713095 = -261844.753885 nChanged 2 SP:Iteration 28Q (3572.547475 sec): 3 clusters Score: Raw -263640.554995 + Penalty 1795.713095 = -261844.841899 nChanged 0 SP:Iteration 29F (3572.645321 sec): 3 clusters Score: Raw -263640.554995 + Penalty 1795.713095 = -261844.841899 nChanged 0 Trying to split cluster 10 (3272 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3572.688902 sec): 2 clusters Score: Raw -192533.136447 + Penalty 849.781453 = -191683.354994 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3572.768232 sec): 3 clusters Score: Raw -190787.476140 + Penalty 1699.562907 = -189087.913233 nChanged 1359 SP:Iteration 1F (3572.863230 sec): 3 clusters Score: Raw -191632.689998 + Penalty 1699.562907 = -189933.127091 nChanged 241 SP:Iteration 2F (3572.944897 sec): 3 clusters Score: Raw -191794.432995 + Penalty 1699.562907 = -190094.870088 nChanged 205 SP:Iteration 3F (3573.018001 sec): 3 clusters Score: Raw -191927.653095 + Penalty 1699.562907 = -190228.090188 nChanged 154 SP:Iteration 4Q (3573.105337 sec): 3 clusters Score: Raw -192021.358429 + Penalty 1699.562907 = -190321.795522 nChanged 135 SP:Iteration 5Q (3573.197752 sec): 3 clusters Score: Raw -192092.721063 + Penalty 1699.562907 = -190393.158156 nChanged 116 SP:Iteration 6Q (3573.274991 sec): 3 clusters Score: Raw -192161.890287 + Penalty 1699.562907 = -190462.327381 nChanged 113 SP:Iteration 7Q (3573.371672 sec): 3 clusters Score: Raw -192219.263119 + Penalty 1699.562907 = -190519.700213 nChanged 90 SP:Iteration 8Q (3573.451378 sec): 3 clusters Score: Raw -192269.855525 + Penalty 1699.562907 = -190570.292619 nChanged 86 SP:Iteration 9Q (3573.543144 sec): 3 clusters Score: Raw -192312.809197 + Penalty 1699.562907 = -190613.246291 nChanged 59 SP:Iteration 10Q (3573.626101 sec): 3 clusters Score: Raw -192340.963188 + Penalty 1699.562907 = -190641.400281 nChanged 59 SP:Iteration 11Q (3573.705843 sec): 3 clusters Score: Raw -192364.135485 + Penalty 1699.562907 = -190664.572578 nChanged 45 SP:Iteration 12Q (3573.794461 sec): 3 clusters Score: Raw -192383.506663 + Penalty 1699.562907 = -190683.943757 nChanged 34 SP:Iteration 13Q (3573.869900 sec): 3 clusters Score: Raw -192395.038328 + Penalty 1699.562907 = -190695.475421 nChanged 30 SP:Iteration 14Q (3573.966523 sec): 3 clusters Score: Raw -192407.611696 + Penalty 1699.562907 = -190708.048790 nChanged 31 SP:Iteration 15Q (3574.049022 sec): 3 clusters Score: Raw -192417.197489 + Penalty 1699.562907 = -190717.634582 nChanged 26 SP:Iteration 16Q (3574.141523 sec): 3 clusters Score: Raw -192424.307562 + Penalty 1699.562907 = -190724.744655 nChanged 18 SP:Iteration 17Q (3574.230548 sec): 3 clusters Score: Raw -192428.033419 + Penalty 1699.562907 = -190728.470513 nChanged 9 SP:Iteration 18Q (3574.297495 sec): 3 clusters Score: Raw -192430.160492 + Penalty 1699.562907 = -190730.597586 nChanged 13 SP:Iteration 19Q (3574.396458 sec): 3 clusters Score: Raw -192433.740801 + Penalty 1699.562907 = -190734.177895 nChanged 17 SP:Iteration 20F (3574.484953 sec): 3 clusters Score: Raw -192438.705723 + Penalty 1699.562907 = -190739.142816 nChanged 21 SP:Iteration 21Q (3574.576185 sec): 3 clusters Score: Raw -192445.160201 + Penalty 1699.562907 = -190745.597295 nChanged 24 SP:Iteration 22Q (3574.644120 sec): 3 clusters Score: Raw -192452.876009 + Penalty 1699.562907 = -190753.313103 nChanged 19 SP:Iteration 23Q (3574.736375 sec): 3 clusters Score: Raw -192460.995914 + Penalty 1699.562907 = -190761.433007 nChanged 27 SP:Iteration 24Q (3574.812705 sec): 3 clusters Score: Raw -192471.883563 + Penalty 1699.562907 = -190772.320656 nChanged 25 SP:Iteration 25Q (3574.899272 sec): 3 clusters Score: Raw -192482.094065 + Penalty 1699.562907 = -190782.531158 nChanged 18 SP:Iteration 26Q (3575.002407 sec): 3 clusters Score: Raw -192488.049827 + Penalty 1699.562907 = -190788.486921 nChanged 15 SP:Iteration 27Q (3575.121363 sec): 3 clusters Score: Raw -192491.904377 + Penalty 1699.562907 = -190792.341470 nChanged 9 SP:Iteration 28Q (3575.194656 sec): 3 clusters Score: Raw -192494.892250 + Penalty 1699.562907 = -190795.329344 nChanged 10 SP:Iteration 29Q (3575.297150 sec): 3 clusters Score: Raw -192498.281995 + Penalty 1699.562907 = -190798.719089 nChanged 11 SP:Iteration 30Q (3575.390849 sec): 3 clusters Score: Raw -192501.150985 + Penalty 1699.562907 = -190801.588078 nChanged 9 SP:Iteration 31Q (3575.460901 sec): 3 clusters Score: Raw -192503.384315 + Penalty 1699.562907 = -190803.821408 nChanged 8 SP:Iteration 32Q (3575.562436 sec): 3 clusters Score: Raw -192504.661856 + Penalty 1699.562907 = -190805.098949 nChanged 6 SP:Iteration 33Q (3575.655818 sec): 3 clusters Score: Raw -192505.967002 + Penalty 1699.562907 = -190806.404096 nChanged 5 SP:Iteration 34Q (3575.726581 sec): 3 clusters Score: Raw -192507.012521 + Penalty 1699.562907 = -190807.449615 nChanged 3 SP:Iteration 35Q (3575.836287 sec): 3 clusters Score: Raw -192507.652989 + Penalty 1699.562907 = -190808.090082 nChanged 3 SP:Iteration 36Q (3575.926485 sec): 3 clusters Score: Raw -192507.985663 + Penalty 1699.562907 = -190808.422757 nChanged 1 SP:Iteration 37Q (3575.999415 sec): 3 clusters Score: Raw -192508.066751 + Penalty 1699.562907 = -190808.503844 nChanged 1 SP:Iteration 38Q (3576.092452 sec): 3 clusters Score: Raw -192508.217355 + Penalty 1699.562907 = -190808.654449 nChanged 1 SP:Iteration 39Q (3576.207420 sec): 3 clusters Score: Raw -192508.308421 + Penalty 1699.562907 = -190808.745515 nChanged 3 SP:Iteration 40F (3576.321441 sec): 3 clusters Score: Raw -192508.838772 + Penalty 1699.562907 = -190809.275866 nChanged 3 SP:Iteration 41Q (3576.427558 sec): 3 clusters Score: Raw -192509.169137 + Penalty 1699.562907 = -190809.606231 nChanged 1 SP:Iteration 42Q (3576.522269 sec): 3 clusters Score: Raw -192509.294628 + Penalty 1699.562907 = -190809.731721 nChanged 0 SP:Iteration 43F (3576.609148 sec): 3 clusters Score: Raw -192509.294628 + Penalty 1699.562907 = -190809.731721 nChanged 0 Trying to split cluster 11 (11910 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3576.690151 sec): 2 clusters Score: Raw -713877.114718 + Penalty 985.439035 = -712891.675684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3576.787555 sec): 3 clusters Score: Raw -706720.276257 + Penalty 1970.878069 = -704749.398187 nChanged 5394 SP:Iteration 1F (3576.880614 sec): 3 clusters Score: Raw -709739.349662 + Penalty 1970.878069 = -707768.471593 nChanged 772 SP:Iteration 2F (3576.985186 sec): 3 clusters Score: Raw -710166.911615 + Penalty 1970.878069 = -708196.033546 nChanged 830 SP:Iteration 3F (3577.082277 sec): 3 clusters Score: Raw -710654.512965 + Penalty 1970.878069 = -708683.634896 nChanged 809 SP:Iteration 4F (3577.182012 sec): 3 clusters Score: Raw -711170.935164 + Penalty 1970.878069 = -709200.057094 nChanged 796 SP:Iteration 5F (3577.262599 sec): 3 clusters Score: Raw -711655.040878 + Penalty 1970.878069 = -709684.162809 nChanged 726 SP:Iteration 6F (3577.367286 sec): 3 clusters Score: Raw -712036.611825 + Penalty 1970.878069 = -710065.733756 nChanged 551 SP:Iteration 7Q (3577.478095 sec): 3 clusters Score: Raw -712270.740553 + Penalty 1970.878069 = -710299.862484 nChanged 417 SP:Iteration 8Q (3577.572845 sec): 3 clusters Score: Raw -712435.237912 + Penalty 1970.878069 = -710464.359843 nChanged 335 SP:Iteration 9Q (3577.673906 sec): 3 clusters Score: Raw -712560.405843 + Penalty 1970.878069 = -710589.527774 nChanged 252 SP:Iteration 10Q (3577.760810 sec): 3 clusters Score: Raw -712654.487232 + Penalty 1970.878069 = -710683.609163 nChanged 227 SP:Iteration 11Q (3577.865830 sec): 3 clusters Score: Raw -712748.618799 + Penalty 1970.878069 = -710777.740730 nChanged 226 SP:Iteration 12Q (3577.964316 sec): 3 clusters Score: Raw -712836.224416 + Penalty 1970.878069 = -710865.346347 nChanged 190 SP:Iteration 13Q (3578.047995 sec): 3 clusters Score: Raw -712907.778365 + Penalty 1970.878069 = -710936.900296 nChanged 175 SP:Iteration 14Q (3578.140750 sec): 3 clusters Score: Raw -712978.105056 + Penalty 1970.878069 = -711007.226987 nChanged 176 SP:Iteration 15Q (3578.235470 sec): 3 clusters Score: Raw -713047.872723 + Penalty 1970.878069 = -711076.994654 nChanged 172 SP:Iteration 16Q (3578.349378 sec): 3 clusters Score: Raw -713117.721819 + Penalty 1970.878069 = -711146.843750 nChanged 172 SP:Iteration 17Q (3578.434090 sec): 3 clusters Score: Raw -713206.393856 + Penalty 1970.878069 = -711235.515787 nChanged 171 SP:Iteration 18Q (3578.555037 sec): 3 clusters Score: Raw -713298.409062 + Penalty 1970.878069 = -711327.530993 nChanged 164 SP:Iteration 19Q (3578.652089 sec): 3 clusters Score: Raw -713389.661094 + Penalty 1970.878069 = -711418.783025 nChanged 149 SP:Iteration 20F (3578.744689 sec): 3 clusters Score: Raw -713460.361427 + Penalty 1970.878069 = -711489.483358 nChanged 153 SP:Iteration 21Q (3578.841467 sec): 3 clusters Score: Raw -713543.035314 + Penalty 1970.878069 = -711572.157245 nChanged 135 SP:Iteration 22Q (3578.935829 sec): 3 clusters Score: Raw -713617.938025 + Penalty 1970.878069 = -711647.059956 nChanged 119 SP:Iteration 23Q (3579.038537 sec): 3 clusters Score: Raw -713665.957003 + Penalty 1970.878069 = -711695.078934 nChanged 89 SP:Iteration 24Q (3579.133018 sec): 3 clusters Score: Raw -713701.022323 + Penalty 1970.878069 = -711730.144254 nChanged 78 SP:Iteration 25Q (3579.230868 sec): 3 clusters Score: Raw -713731.334005 + Penalty 1970.878069 = -711760.455936 nChanged 67 SP:Iteration 26Q (3579.326250 sec): 3 clusters Score: Raw -713757.091964 + Penalty 1970.878069 = -711786.213895 nChanged 58 SP:Iteration 27Q (3579.415822 sec): 3 clusters Score: Raw -713776.764542 + Penalty 1970.878069 = -711805.886473 nChanged 63 SP:Iteration 28Q (3579.516755 sec): 3 clusters Score: Raw -713804.152161 + Penalty 1970.878069 = -711833.274092 nChanged 62 SP:Iteration 29Q (3579.596560 sec): 3 clusters Score: Raw -713828.509496 + Penalty 1970.878069 = -711857.631427 nChanged 61 SP:Iteration 30Q (3579.687514 sec): 3 clusters Score: Raw -713853.871545 + Penalty 1970.878069 = -711882.993476 nChanged 63 SP:Iteration 31Q (3579.789030 sec): 3 clusters Score: Raw -713875.607209 + Penalty 1970.878069 = -711904.729140 nChanged 52 SP:Iteration 32Q (3579.885906 sec): 3 clusters Score: Raw -713894.031852 + Penalty 1970.878069 = -711923.153783 nChanged 35 SP:Iteration 33Q (3579.982985 sec): 3 clusters Score: Raw -713905.265121 + Penalty 1970.878069 = -711934.387052 nChanged 36 SP:Iteration 34Q (3580.073084 sec): 3 clusters Score: Raw -713916.578786 + Penalty 1970.878069 = -711945.700716 nChanged 32 SP:Iteration 35Q (3580.162267 sec): 3 clusters Score: Raw -713926.830533 + Penalty 1970.878069 = -711955.952464 nChanged 31 SP:Iteration 36Q (3580.262066 sec): 3 clusters Score: Raw -713936.473483 + Penalty 1970.878069 = -711965.595414 nChanged 25 SP:Iteration 37Q (3580.358413 sec): 3 clusters Score: Raw -713943.323553 + Penalty 1970.878069 = -711972.445484 nChanged 24 SP:Iteration 38Q (3580.459478 sec): 3 clusters Score: Raw -713949.670969 + Penalty 1970.878069 = -711978.792900 nChanged 17 SP:Iteration 39Q (3580.548122 sec): 3 clusters Score: Raw -713953.755348 + Penalty 1970.878069 = -711982.877279 nChanged 21 SP:Iteration 40F (3580.634812 sec): 3 clusters Score: Raw -713959.907810 + Penalty 1970.878069 = -711989.029741 nChanged 26 SP:Iteration 41Q (3580.733859 sec): 3 clusters Score: Raw -713969.710896 + Penalty 1970.878069 = -711998.832827 nChanged 27 SP:Iteration 42Q (3580.840591 sec): 3 clusters Score: Raw -713978.163852 + Penalty 1970.878069 = -712007.285783 nChanged 24 SP:Iteration 43Q (3580.925703 sec): 3 clusters Score: Raw -713985.643821 + Penalty 1970.878069 = -712014.765752 nChanged 20 SP:Iteration 44Q (3581.028236 sec): 3 clusters Score: Raw -713991.288484 + Penalty 1970.878069 = -712020.410415 nChanged 11 SP:Iteration 45Q (3581.129692 sec): 3 clusters Score: Raw -713993.468022 + Penalty 1970.878069 = -712022.589953 nChanged 12 SP:Iteration 46Q (3581.231660 sec): 3 clusters Score: Raw -713997.241386 + Penalty 1970.878069 = -712026.363317 nChanged 14 SP:Iteration 47Q (3581.321041 sec): 3 clusters Score: Raw -714000.616556 + Penalty 1970.878069 = -712029.738487 nChanged 13 SP:Iteration 48Q (3581.416009 sec): 3 clusters Score: Raw -714003.680691 + Penalty 1970.878069 = -712032.802622 nChanged 12 SP:Iteration 49Q (3581.533823 sec): 3 clusters Score: Raw -714006.772962 + Penalty 1970.878069 = -712035.894893 nChanged 7 SP:Iteration 50Q (3581.668157 sec): 3 clusters Score: Raw -714008.471214 + Penalty 1970.878069 = -712037.593145 nChanged 8 SP:Iteration 51Q (3581.788017 sec): 3 clusters Score: Raw -714010.407163 + Penalty 1970.878069 = -712039.529093 nChanged 8 SP:Iteration 52Q (3581.887047 sec): 3 clusters Score: Raw -714012.621137 + Penalty 1970.878069 = -712041.743068 nChanged 8 SP:Iteration 53Q (3581.978479 sec): 3 clusters Score: Raw -714013.878659 + Penalty 1970.878069 = -712043.000590 nChanged 8 SP:Iteration 54Q (3582.105830 sec): 3 clusters Score: Raw -714016.153163 + Penalty 1970.878069 = -712045.275094 nChanged 7 SP:Iteration 55Q (3582.212910 sec): 3 clusters Score: Raw -714017.972618 + Penalty 1970.878069 = -712047.094549 nChanged 7 SP:Iteration 56Q (3582.293576 sec): 3 clusters Score: Raw -714019.165736 + Penalty 1970.878069 = -712048.287667 nChanged 5 SP:Iteration 57Q (3582.409091 sec): 3 clusters Score: Raw -714021.156394 + Penalty 1970.878069 = -712050.278325 nChanged 5 SP:Iteration 58Q (3582.550202 sec): 3 clusters Score: Raw -714022.523805 + Penalty 1970.878069 = -712051.645735 nChanged 2 SP:Iteration 59Q (3582.644151 sec): 3 clusters Score: Raw -714022.853861 + Penalty 1970.878069 = -712051.975792 nChanged 3 SP:Iteration 60F (3582.763519 sec): 3 clusters Score: Raw -714023.520620 + Penalty 1970.878069 = -712052.642551 nChanged 5 SP:Iteration 61Q (3582.880972 sec): 3 clusters Score: Raw -714025.167773 + Penalty 1970.878069 = -712054.289704 nChanged 2 SP:Iteration 62Q (3582.962190 sec): 3 clusters Score: Raw -714025.546706 + Penalty 1970.878069 = -712054.668637 nChanged 1 SP:Iteration 63Q (3583.057122 sec): 3 clusters Score: Raw -714025.627174 + Penalty 1970.878069 = -712054.749105 nChanged 1 SP:Iteration 64Q (3583.149476 sec): 3 clusters Score: Raw -714025.715489 + Penalty 1970.878069 = -712054.837420 nChanged 1 SP:Iteration 65Q (3583.252558 sec): 3 clusters Score: Raw -714026.186070 + Penalty 1970.878069 = -712055.308001 nChanged 4 SP:Iteration 66Q (3583.363426 sec): 3 clusters Score: Raw -714027.035702 + Penalty 1970.878069 = -712056.157633 nChanged 2 SP:Iteration 67Q (3583.457914 sec): 3 clusters Score: Raw -714027.461131 + Penalty 1970.878069 = -712056.583061 nChanged 2 SP:Iteration 68Q (3583.556742 sec): 3 clusters Score: Raw -714027.657245 + Penalty 1970.878069 = -712056.779176 nChanged 0 SP:Iteration 69F (3583.649296 sec): 3 clusters Score: Raw -714027.657245 + Penalty 1970.878069 = -712056.779176 nChanged 0 Trying to split cluster 12 (1161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3583.705073 sec): 2 clusters Score: Raw -53406.727095 + Penalty 740.988883 = -52665.738212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3583.789105 sec): 3 clusters Score: Raw -52961.332058 + Penalty 1481.977766 = -51479.354292 nChanged 438 SP:Iteration 1F (3583.866237 sec): 3 clusters Score: Raw -53312.350375 + Penalty 1481.977766 = -51830.372609 nChanged 88 SP:Iteration 2F (3583.944074 sec): 3 clusters Score: Raw -53378.168016 + Penalty 1481.977766 = -51896.190249 nChanged 58 SP:Iteration 3Q (3584.028364 sec): 3 clusters Score: Raw -53434.109652 + Penalty 1481.977766 = -51952.131886 nChanged 46 SP:Iteration 4Q (3584.093626 sec): 3 clusters Score: Raw -53474.573967 + Penalty 1481.977766 = -51992.596201 nChanged 38 SP:Iteration 5Q (3584.194674 sec): 3 clusters Score: Raw -53499.200782 + Penalty 1481.977766 = -52017.223015 nChanged 27 SP:Iteration 6Q (3584.280152 sec): 3 clusters Score: Raw -53517.873609 + Penalty 1481.977766 = -52035.895843 nChanged 19 SP:Iteration 7Q (3584.361514 sec): 3 clusters Score: Raw -53536.689209 + Penalty 1481.977766 = -52054.711443 nChanged 22 SP:Iteration 8Q (3584.432339 sec): 3 clusters Score: Raw -53555.372597 + Penalty 1481.977766 = -52073.394831 nChanged 15 SP:Iteration 9Q (3584.523808 sec): 3 clusters Score: Raw -53565.922144 + Penalty 1481.977766 = -52083.944378 nChanged 13 SP:Iteration 10Q (3584.598321 sec): 3 clusters Score: Raw -53574.871063 + Penalty 1481.977766 = -52092.893297 nChanged 8 SP:Iteration 11Q (3584.682407 sec): 3 clusters Score: Raw -53578.524252 + Penalty 1481.977766 = -52096.546486 nChanged 2 SP:Iteration 12Q (3584.774105 sec): 3 clusters Score: Raw -53579.599661 + Penalty 1481.977766 = -52097.621895 nChanged 2 SP:Iteration 13Q (3584.848987 sec): 3 clusters Score: Raw -53582.765195 + Penalty 1481.977766 = -52100.787429 nChanged 4 SP:Iteration 14Q (3584.925906 sec): 3 clusters Score: Raw -53584.926069 + Penalty 1481.977766 = -52102.948303 nChanged 2 SP:Iteration 15Q (3585.011482 sec): 3 clusters Score: Raw -53586.101706 + Penalty 1481.977766 = -52104.123940 nChanged 2 SP:Iteration 16Q (3585.085328 sec): 3 clusters Score: Raw -53587.075325 + Penalty 1481.977766 = -52105.097559 nChanged 4 SP:Iteration 17Q (3585.166519 sec): 3 clusters Score: Raw -53589.142593 + Penalty 1481.977766 = -52107.164827 nChanged 1 SP:Iteration 18Q (3585.251450 sec): 3 clusters Score: Raw -53589.311474 + Penalty 1481.977766 = -52107.333708 nChanged 0 SP:Iteration 19F (3585.348969 sec): 3 clusters Score: Raw -53589.311474 + Penalty 1481.977766 = -52107.333708 nChanged 0 Trying to split cluster 13 (994 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3585.378670 sec): 2 clusters Score: Raw -42930.439573 + Penalty 724.682407 = -42205.757166 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3585.464788 sec): 3 clusters Score: Raw -42541.941121 + Penalty 1449.364813 = -41092.576308 nChanged 378 SP:Iteration 1F (3585.542763 sec): 3 clusters Score: Raw -42939.802203 + Penalty 1449.364813 = -41490.437389 nChanged 103 SP:Iteration 2F (3585.611890 sec): 3 clusters Score: Raw -43083.686866 + Penalty 1449.364813 = -41634.322052 nChanged 71 SP:Iteration 3F (3585.683918 sec): 3 clusters Score: Raw -43167.048960 + Penalty 1449.364813 = -41717.684147 nChanged 45 SP:Iteration 4Q (3585.777640 sec): 3 clusters Score: Raw -43224.070342 + Penalty 1449.364813 = -41774.705529 nChanged 42 SP:Iteration 5Q (3585.849594 sec): 3 clusters Score: Raw -43271.480997 + Penalty 1449.364813 = -41822.116184 nChanged 28 SP:Iteration 6Q (3585.945817 sec): 3 clusters Score: Raw -43297.565720 + Penalty 1449.364813 = -41848.200906 nChanged 20 SP:Iteration 7Q (3586.025422 sec): 3 clusters Score: Raw -43322.065309 + Penalty 1449.364813 = -41872.700496 nChanged 20 SP:Iteration 8Q (3586.107681 sec): 3 clusters Score: Raw -43342.744082 + Penalty 1449.364813 = -41893.379268 nChanged 11 SP:Iteration 9Q (3586.182765 sec): 3 clusters Score: Raw -43353.224040 + Penalty 1449.364813 = -41903.859226 nChanged 9 SP:Iteration 10Q (3586.262730 sec): 3 clusters Score: Raw -43359.506292 + Penalty 1449.364813 = -41910.141479 nChanged 4 SP:Iteration 11Q (3586.344112 sec): 3 clusters Score: Raw -43363.172344 + Penalty 1449.364813 = -41913.807530 nChanged 4 SP:Iteration 12Q (3586.441047 sec): 3 clusters Score: Raw -43368.000216 + Penalty 1449.364813 = -41918.635403 nChanged 4 SP:Iteration 13Q (3586.524892 sec): 3 clusters Score: Raw -43373.304754 + Penalty 1449.364813 = -41923.939940 nChanged 6 SP:Iteration 14Q (3586.602356 sec): 3 clusters Score: Raw -43377.974159 + Penalty 1449.364813 = -41928.609346 nChanged 3 SP:Iteration 15Q (3586.685214 sec): 3 clusters Score: Raw -43379.183420 + Penalty 1449.364813 = -41929.818607 nChanged 2 SP:Iteration 16Q (3586.753213 sec): 3 clusters Score: Raw -43382.343369 + Penalty 1449.364813 = -41932.978556 nChanged 2 SP:Iteration 17Q (3586.846975 sec): 3 clusters Score: Raw -43385.077414 + Penalty 1449.364813 = -41935.712600 nChanged 1 SP:Iteration 18Q (3586.939676 sec): 3 clusters Score: Raw -43386.297858 + Penalty 1449.364813 = -41936.933045 nChanged 2 SP:Iteration 19Q (3586.996398 sec): 3 clusters Score: Raw -43387.665006 + Penalty 1449.364813 = -41938.300193 nChanged 0 SP:Iteration 20F (3587.098763 sec): 3 clusters Score: Raw -43387.665006 + Penalty 1449.364813 = -41938.300193 nChanged 0 Trying to split cluster 14 (1772 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3587.129348 sec): 2 clusters Score: Raw -100174.118535 + Penalty 785.385734 = -99388.732801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3587.223168 sec): 3 clusters Score: Raw -99354.164921 + Penalty 1570.771468 = -97783.393453 nChanged 658 SP:Iteration 1F (3587.326336 sec): 3 clusters Score: Raw -99831.078979 + Penalty 1570.771468 = -98260.307511 nChanged 167 SP:Iteration 2F (3587.402341 sec): 3 clusters Score: Raw -99978.953329 + Penalty 1570.771468 = -98408.181862 nChanged 125 SP:Iteration 3F (3587.493973 sec): 3 clusters Score: Raw -100105.942299 + Penalty 1570.771468 = -98535.170832 nChanged 95 SP:Iteration 4F (3587.578581 sec): 3 clusters Score: Raw -100187.339980 + Penalty 1570.771468 = -98616.568512 nChanged 76 SP:Iteration 5Q (3587.692689 sec): 3 clusters Score: Raw -100258.173445 + Penalty 1570.771468 = -98687.401977 nChanged 54 SP:Iteration 6Q (3587.782680 sec): 3 clusters Score: Raw -100305.236316 + Penalty 1570.771468 = -98734.464848 nChanged 45 SP:Iteration 7Q (3587.877462 sec): 3 clusters Score: Raw -100329.141924 + Penalty 1570.771468 = -98758.370457 nChanged 22 SP:Iteration 8Q (3587.952136 sec): 3 clusters Score: Raw -100340.437839 + Penalty 1570.771468 = -98769.666371 nChanged 17 SP:Iteration 9Q (3588.041640 sec): 3 clusters Score: Raw -100350.983358 + Penalty 1570.771468 = -98780.211891 nChanged 15 SP:Iteration 10Q (3588.127424 sec): 3 clusters Score: Raw -100356.902401 + Penalty 1570.771468 = -98786.130933 nChanged 8 SP:Iteration 11Q (3588.226519 sec): 3 clusters Score: Raw -100360.057107 + Penalty 1570.771468 = -98789.285639 nChanged 6 SP:Iteration 12Q (3588.295104 sec): 3 clusters Score: Raw -100362.779112 + Penalty 1570.771468 = -98792.007644 nChanged 4 SP:Iteration 13Q (3588.394573 sec): 3 clusters Score: Raw -100365.523258 + Penalty 1570.771468 = -98794.751791 nChanged 4 SP:Iteration 14Q (3588.496719 sec): 3 clusters Score: Raw -100368.851179 + Penalty 1570.771468 = -98798.079712 nChanged 5 SP:Iteration 15Q (3588.564571 sec): 3 clusters Score: Raw -100370.014409 + Penalty 1570.771468 = -98799.242942 nChanged 2 SP:Iteration 16Q (3588.652535 sec): 3 clusters Score: Raw -100370.523179 + Penalty 1570.771468 = -98799.751711 nChanged 0 SP:Iteration 17F (3588.736167 sec): 3 clusters Score: Raw -100370.523179 + Penalty 1570.771468 = -98799.751711 nChanged 0 Trying to split cluster 15 (1570 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3588.777426 sec): 2 clusters Score: Raw -92052.917362 + Penalty 772.677244 = -91280.240118 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3588.881047 sec): 3 clusters Score: Raw -91380.276462 + Penalty 1545.354489 = -89834.921973 nChanged 589 SP:Iteration 1F (3588.953921 sec): 3 clusters Score: Raw -91884.020003 + Penalty 1545.354489 = -90338.665514 nChanged 148 SP:Iteration 2F (3589.034869 sec): 3 clusters Score: Raw -92039.370727 + Penalty 1545.354489 = -90494.016238 nChanged 110 SP:Iteration 3F (3589.129382 sec): 3 clusters Score: Raw -92163.465669 + Penalty 1545.354489 = -90618.111181 nChanged 75 SP:Iteration 4Q (3589.224035 sec): 3 clusters Score: Raw -92222.396787 + Penalty 1545.354489 = -90677.042299 nChanged 39 SP:Iteration 5Q (3589.334440 sec): 3 clusters Score: Raw -92250.786075 + Penalty 1545.354489 = -90705.431587 nChanged 38 SP:Iteration 6Q (3589.415814 sec): 3 clusters Score: Raw -92275.911652 + Penalty 1545.354489 = -90730.557164 nChanged 34 SP:Iteration 7Q (3589.507102 sec): 3 clusters Score: Raw -92300.519984 + Penalty 1545.354489 = -90755.165495 nChanged 26 SP:Iteration 8Q (3589.612000 sec): 3 clusters Score: Raw -92317.566341 + Penalty 1545.354489 = -90772.211852 nChanged 18 SP:Iteration 9Q (3589.674830 sec): 3 clusters Score: Raw -92326.882468 + Penalty 1545.354489 = -90781.527979 nChanged 13 SP:Iteration 10Q (3589.776777 sec): 3 clusters Score: Raw -92333.701947 + Penalty 1545.354489 = -90788.347458 nChanged 14 SP:Iteration 11Q (3589.845491 sec): 3 clusters Score: Raw -92338.405749 + Penalty 1545.354489 = -90793.051260 nChanged 5 SP:Iteration 12Q (3589.923565 sec): 3 clusters Score: Raw -92339.982390 + Penalty 1545.354489 = -90794.627901 nChanged 4 SP:Iteration 13Q (3590.007449 sec): 3 clusters Score: Raw -92342.266423 + Penalty 1545.354489 = -90796.911934 nChanged 7 SP:Iteration 14Q (3590.095355 sec): 3 clusters Score: Raw -92346.285912 + Penalty 1545.354489 = -90800.931423 nChanged 5 SP:Iteration 15Q (3590.188926 sec): 3 clusters Score: Raw -92348.095402 + Penalty 1545.354489 = -90802.740913 nChanged 4 SP:Iteration 16Q (3590.258792 sec): 3 clusters Score: Raw -92350.478818 + Penalty 1545.354489 = -90805.124329 nChanged 7 SP:Iteration 17Q (3590.342148 sec): 3 clusters Score: Raw -92354.203086 + Penalty 1545.354489 = -90808.848598 nChanged 8 SP:Iteration 18Q (3590.423522 sec): 3 clusters Score: Raw -92359.276543 + Penalty 1545.354489 = -90813.922054 nChanged 10 SP:Iteration 19Q (3590.507879 sec): 3 clusters Score: Raw -92364.706958 + Penalty 1545.354489 = -90819.352469 nChanged 1 SP:Iteration 20F (3590.592997 sec): 3 clusters Score: Raw -92365.610021 + Penalty 1545.354489 = -90820.255532 nChanged 2 SP:Iteration 21Q (3590.665179 sec): 3 clusters Score: Raw -92366.325688 + Penalty 1545.354489 = -90820.971200 nChanged 3 SP:Iteration 22Q (3590.756614 sec): 3 clusters Score: Raw -92367.334785 + Penalty 1545.354489 = -90821.980296 nChanged 2 SP:Iteration 23Q (3590.832323 sec): 3 clusters Score: Raw -92367.870359 + Penalty 1545.354489 = -90822.515871 nChanged 1 SP:Iteration 24Q (3590.914790 sec): 3 clusters Score: Raw -92368.068164 + Penalty 1545.354489 = -90822.713675 nChanged 0 SP:Iteration 25F (3590.995218 sec): 3 clusters Score: Raw -92368.068164 + Penalty 1545.354489 = -90822.713675 nChanged 0 Trying to split cluster 16 (321 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3591.048235 sec): 2 clusters Score: Raw -14248.363288 + Penalty 606.001318 = -13642.361970 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3591.111292 sec): 3 clusters Score: Raw -14224.219071 + Penalty 1212.002636 = -13012.216435 nChanged 84 SP:Iteration 1F (3591.199513 sec): 3 clusters Score: Raw -14370.976898 + Penalty 1212.002636 = -13158.974262 nChanged 22 SP:Iteration 2F (3591.282575 sec): 3 clusters Score: Raw -14418.124466 + Penalty 1212.002636 = -13206.121831 nChanged 11 SP:Iteration 3Q (3591.369243 sec): 3 clusters Score: Raw -14443.295227 + Penalty 1212.002636 = -13231.292591 nChanged 10 SP:Iteration 4Q (3591.452106 sec): 3 clusters Score: Raw -14473.877944 + Penalty 1212.002636 = -13261.875308 nChanged 8 SP:Iteration 5Q (3591.531189 sec): 3 clusters Score: Raw -14506.978371 + Penalty 1212.002636 = -13294.975735 nChanged 6 SP:Iteration 6Q (3591.598733 sec): 3 clusters Score: Raw -14541.935894 + Penalty 1212.002636 = -13329.933258 nChanged 3 SP:Iteration 7Q (3591.687432 sec): 3 clusters Score: Raw -14594.742653 + Penalty 1212.002636 = -13382.740017 nChanged 12 SP:Iteration 8Q (3591.780837 sec): 3 clusters Score: Raw -14640.102700 + Penalty 1212.002636 = -13428.100064 nChanged 7 SP:Iteration 9Q (3591.847584 sec): 3 clusters Score: Raw -14654.043114 + Penalty 1212.002636 = -13442.040478 nChanged 6 SP:Iteration 10Q (3591.932582 sec): 3 clusters Score: Raw -14672.217462 + Penalty 1212.002636 = -13460.214826 nChanged 8 SP:Iteration 11Q (3592.011083 sec): 3 clusters Score: Raw -14701.387765 + Penalty 1212.002636 = -13489.385129 nChanged 2 SP:Iteration 12Q (3592.105172 sec): 3 clusters Score: Raw -14706.651280 + Penalty 1212.002636 = -13494.648644 nChanged 1 SP:Iteration 13Q (3592.188446 sec): 3 clusters Score: Raw -14707.911178 + Penalty 1212.002636 = -13495.908542 nChanged 3 SP:Iteration 14Q (3592.269246 sec): 3 clusters Score: Raw -14713.756910 + Penalty 1212.002636 = -13501.754274 nChanged 1 SP:Iteration 15Q (3592.345849 sec): 3 clusters Score: Raw -14716.923765 + Penalty 1212.002636 = -13504.921129 nChanged 1 SP:Iteration 16Q (3592.425251 sec): 3 clusters Score: Raw -14718.691213 + Penalty 1212.002636 = -13506.688577 nChanged 1 SP:Iteration 17Q (3592.511400 sec): 3 clusters Score: Raw -14719.835878 + Penalty 1212.002636 = -13507.833242 nChanged 1 SP:Iteration 18Q (3592.584718 sec): 3 clusters Score: Raw -14722.607238 + Penalty 1212.002636 = -13510.604602 nChanged 0 SP:Iteration 19F (3592.682026 sec): 3 clusters Score: Raw -14722.607238 + Penalty 1212.002636 = -13510.604602 nChanged 0 Trying to split cluster 17 (3062 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3592.712374 sec): 2 clusters Score: Raw -186956.853282 + Penalty 842.816476 = -186114.036807 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3592.797213 sec): 3 clusters Score: Raw -185377.664387 + Penalty 1685.632951 = -183692.031436 nChanged 1236 SP:Iteration 1F (3592.894533 sec): 3 clusters Score: Raw -186055.140234 + Penalty 1685.632951 = -184369.507283 nChanged 231 SP:Iteration 2F (3592.969325 sec): 3 clusters Score: Raw -186192.443811 + Penalty 1685.632951 = -184506.810859 nChanged 169 SP:Iteration 3F (3593.052779 sec): 3 clusters Score: Raw -186282.501674 + Penalty 1685.632951 = -184596.868723 nChanged 124 SP:Iteration 4Q (3593.137675 sec): 3 clusters Score: Raw -186350.468050 + Penalty 1685.632951 = -184664.835099 nChanged 118 SP:Iteration 5Q (3593.217575 sec): 3 clusters Score: Raw -186411.959336 + Penalty 1685.632951 = -184726.326385 nChanged 99 SP:Iteration 6Q (3593.312545 sec): 3 clusters Score: Raw -186458.753712 + Penalty 1685.632951 = -184773.120761 nChanged 92 SP:Iteration 7Q (3593.406726 sec): 3 clusters Score: Raw -186505.454254 + Penalty 1685.632951 = -184819.821303 nChanged 90 SP:Iteration 8Q (3593.473974 sec): 3 clusters Score: Raw -186549.979630 + Penalty 1685.632951 = -184864.346679 nChanged 93 SP:Iteration 9Q (3593.580870 sec): 3 clusters Score: Raw -186610.199996 + Penalty 1685.632951 = -184924.567045 nChanged 92 SP:Iteration 10Q (3593.655876 sec): 3 clusters Score: Raw -186665.387306 + Penalty 1685.632951 = -184979.754355 nChanged 78 SP:Iteration 11Q (3593.738180 sec): 3 clusters Score: Raw -186700.492789 + Penalty 1685.632951 = -185014.859838 nChanged 65 SP:Iteration 12Q (3593.845784 sec): 3 clusters Score: Raw -186733.504443 + Penalty 1685.632951 = -185047.871492 nChanged 65 SP:Iteration 13Q (3593.947865 sec): 3 clusters Score: Raw -186773.511606 + Penalty 1685.632951 = -185087.878655 nChanged 61 SP:Iteration 14Q (3594.060191 sec): 3 clusters Score: Raw -186812.161694 + Penalty 1685.632951 = -185126.528743 nChanged 53 SP:Iteration 15Q (3594.144421 sec): 3 clusters Score: Raw -186837.791237 + Penalty 1685.632951 = -185152.158286 nChanged 44 SP:Iteration 16Q (3594.258184 sec): 3 clusters Score: Raw -186858.788786 + Penalty 1685.632951 = -185173.155835 nChanged 37 SP:Iteration 17Q (3594.346414 sec): 3 clusters Score: Raw -186877.805996 + Penalty 1685.632951 = -185192.173045 nChanged 35 SP:Iteration 18Q (3594.438065 sec): 3 clusters Score: Raw -186893.959087 + Penalty 1685.632951 = -185208.326136 nChanged 34 SP:Iteration 19Q (3594.530631 sec): 3 clusters Score: Raw -186913.053446 + Penalty 1685.632951 = -185227.420495 nChanged 33 SP:Iteration 20F (3594.630976 sec): 3 clusters Score: Raw -186934.986179 + Penalty 1685.632951 = -185249.353228 nChanged 28 SP:Iteration 21Q (3594.732555 sec): 3 clusters Score: Raw -186945.726440 + Penalty 1685.632951 = -185260.093489 nChanged 13 SP:Iteration 22Q (3594.835443 sec): 3 clusters Score: Raw -186952.912612 + Penalty 1685.632951 = -185267.279661 nChanged 17 SP:Iteration 23Q (3594.914611 sec): 3 clusters Score: Raw -186964.119335 + Penalty 1685.632951 = -185278.486384 nChanged 16 SP:Iteration 24Q (3594.990003 sec): 3 clusters Score: Raw -186973.547526 + Penalty 1685.632951 = -185287.914575 nChanged 16 SP:Iteration 25Q (3595.083090 sec): 3 clusters Score: Raw -186980.870398 + Penalty 1685.632951 = -185295.237447 nChanged 7 SP:Iteration 26Q (3595.176815 sec): 3 clusters Score: Raw -186984.319889 + Penalty 1685.632951 = -185298.686938 nChanged 10 SP:Iteration 27Q (3595.267274 sec): 3 clusters Score: Raw -186988.993258 + Penalty 1685.632951 = -185303.360307 nChanged 8 SP:Iteration 28Q (3595.339673 sec): 3 clusters Score: Raw -186992.490195 + Penalty 1685.632951 = -185306.857244 nChanged 11 SP:Iteration 29Q (3595.437479 sec): 3 clusters Score: Raw -186996.636581 + Penalty 1685.632951 = -185311.003630 nChanged 10 SP:Iteration 30Q (3595.538361 sec): 3 clusters Score: Raw -187001.571213 + Penalty 1685.632951 = -185315.938262 nChanged 12 SP:Iteration 31Q (3595.640002 sec): 3 clusters Score: Raw -187007.832801 + Penalty 1685.632951 = -185322.199850 nChanged 10 SP:Iteration 32Q (3595.748212 sec): 3 clusters Score: Raw -187013.610386 + Penalty 1685.632951 = -185327.977435 nChanged 11 SP:Iteration 33Q (3595.837953 sec): 3 clusters Score: Raw -187019.579329 + Penalty 1685.632951 = -185333.946378 nChanged 12 SP:Iteration 34Q (3595.924235 sec): 3 clusters Score: Raw -187025.108030 + Penalty 1685.632951 = -185339.475079 nChanged 9 SP:Iteration 35Q (3596.004354 sec): 3 clusters Score: Raw -187028.841713 + Penalty 1685.632951 = -185343.208762 nChanged 8 SP:Iteration 36Q (3596.085344 sec): 3 clusters Score: Raw -187033.435065 + Penalty 1685.632951 = -185347.802114 nChanged 6 SP:Iteration 37Q (3596.164130 sec): 3 clusters Score: Raw -187036.979833 + Penalty 1685.632951 = -185351.346882 nChanged 6 SP:Iteration 38Q (3596.240376 sec): 3 clusters Score: Raw -187039.352772 + Penalty 1685.632951 = -185353.719821 nChanged 5 SP:Iteration 39Q (3596.324449 sec): 3 clusters Score: Raw -187043.015742 + Penalty 1685.632951 = -185357.382791 nChanged 5 SP:Iteration 40F (3596.399993 sec): 3 clusters Score: Raw -187045.012546 + Penalty 1685.632951 = -185359.379595 nChanged 7 SP:Iteration 41Q (3596.489109 sec): 3 clusters Score: Raw -187048.577264 + Penalty 1685.632951 = -185362.944313 nChanged 6 SP:Iteration 42Q (3596.578942 sec): 3 clusters Score: Raw -187052.092334 + Penalty 1685.632951 = -185366.459383 nChanged 8 SP:Iteration 43Q (3596.653718 sec): 3 clusters Score: Raw -187057.666515 + Penalty 1685.632951 = -185372.033564 nChanged 8 SP:Iteration 44Q (3596.739789 sec): 3 clusters Score: Raw -187061.855611 + Penalty 1685.632951 = -185376.222660 nChanged 9 SP:Iteration 45Q (3596.833774 sec): 3 clusters Score: Raw -187065.508641 + Penalty 1685.632951 = -185379.875690 nChanged 4 SP:Iteration 46Q (3596.917574 sec): 3 clusters Score: Raw -187067.169610 + Penalty 1685.632951 = -185381.536659 nChanged 3 SP:Iteration 47Q (3596.998602 sec): 3 clusters Score: Raw -187069.319133 + Penalty 1685.632951 = -185383.686182 nChanged 7 SP:Iteration 48Q (3597.096996 sec): 3 clusters Score: Raw -187076.000996 + Penalty 1685.632951 = -185390.368045 nChanged 7 SP:Iteration 49Q (3597.162460 sec): 3 clusters Score: Raw -187079.721667 + Penalty 1685.632951 = -185394.088716 nChanged 5 SP:Iteration 50Q (3597.246367 sec): 3 clusters Score: Raw -187083.619548 + Penalty 1685.632951 = -185397.986597 nChanged 7 SP:Iteration 51Q (3597.334829 sec): 3 clusters Score: Raw -187087.225404 + Penalty 1685.632951 = -185401.592453 nChanged 6 SP:Iteration 52Q (3597.427558 sec): 3 clusters Score: Raw -187090.455189 + Penalty 1685.632951 = -185404.822238 nChanged 2 SP:Iteration 53Q (3597.504523 sec): 3 clusters Score: Raw -187090.856985 + Penalty 1685.632951 = -185405.224034 nChanged 1 SP:Iteration 54Q (3597.597867 sec): 3 clusters Score: Raw -187091.140692 + Penalty 1685.632951 = -185405.507741 nChanged 2 SP:Iteration 55Q (3597.683933 sec): 3 clusters Score: Raw -187091.780253 + Penalty 1685.632951 = -185406.147302 nChanged 1 SP:Iteration 56Q (3597.755008 sec): 3 clusters Score: Raw -187092.155046 + Penalty 1685.632951 = -185406.522095 nChanged 1 SP:Iteration 57Q (3597.834750 sec): 3 clusters Score: Raw -187092.518206 + Penalty 1685.632951 = -185406.885255 nChanged 1 SP:Iteration 58Q (3597.922758 sec): 3 clusters Score: Raw -187092.765123 + Penalty 1685.632951 = -185407.132172 nChanged 1 SP:Iteration 59Q (3597.995320 sec): 3 clusters Score: Raw -187093.116442 + Penalty 1685.632951 = -185407.483491 nChanged 1 SP:Iteration 60F (3598.077909 sec): 3 clusters Score: Raw -187093.500952 + Penalty 1685.632951 = -185407.868001 nChanged 2 SP:Iteration 61Q (3598.156338 sec): 3 clusters Score: Raw -187093.880537 + Penalty 1685.632951 = -185408.247586 nChanged 1 SP:Iteration 62Q (3598.244848 sec): 3 clusters Score: Raw -187093.949086 + Penalty 1685.632951 = -185408.316135 nChanged 0 SP:Iteration 63F (3598.335609 sec): 3 clusters Score: Raw -187093.949086 + Penalty 1685.632951 = -185408.316135 nChanged 0 Trying to split cluster 18 (878 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3598.385895 sec): 2 clusters Score: Raw -33729.208510 + Penalty 711.652892 = -33017.555618 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3598.446039 sec): 3 clusters Score: Raw -33435.727014 + Penalty 1423.305785 = -32012.421229 nChanged 301 SP:Iteration 1F (3598.532166 sec): 3 clusters Score: Raw -33736.832640 + Penalty 1423.305785 = -32313.526855 nChanged 90 SP:Iteration 2F (3598.628607 sec): 3 clusters Score: Raw -33844.281509 + Penalty 1423.305785 = -32420.975725 nChanged 48 SP:Iteration 3F (3598.711604 sec): 3 clusters Score: Raw -33887.356949 + Penalty 1423.305785 = -32464.051164 nChanged 35 SP:Iteration 4Q (3598.792454 sec): 3 clusters Score: Raw -33920.214944 + Penalty 1423.305785 = -32496.909160 nChanged 34 SP:Iteration 5Q (3598.877668 sec): 3 clusters Score: Raw -33957.396122 + Penalty 1423.305785 = -32534.090337 nChanged 25 SP:Iteration 6Q (3598.957876 sec): 3 clusters Score: Raw -33991.687607 + Penalty 1423.305785 = -32568.381822 nChanged 20 SP:Iteration 7Q (3599.021807 sec): 3 clusters Score: Raw -34013.494952 + Penalty 1423.305785 = -32590.189168 nChanged 14 SP:Iteration 8Q (3599.120284 sec): 3 clusters Score: Raw -34028.364782 + Penalty 1423.305785 = -32605.058997 nChanged 10 SP:Iteration 9Q (3599.181910 sec): 3 clusters Score: Raw -34041.649191 + Penalty 1423.305785 = -32618.343406 nChanged 8 SP:Iteration 10Q (3599.263454 sec): 3 clusters Score: Raw -34049.072659 + Penalty 1423.305785 = -32625.766874 nChanged 7 SP:Iteration 11Q (3599.350381 sec): 3 clusters Score: Raw -34062.288659 + Penalty 1423.305785 = -32638.982875 nChanged 11 SP:Iteration 12Q (3599.421751 sec): 3 clusters Score: Raw -34079.312503 + Penalty 1423.305785 = -32656.006718 nChanged 11 SP:Iteration 13Q (3599.497103 sec): 3 clusters Score: Raw -34091.054766 + Penalty 1423.305785 = -32667.748981 nChanged 10 SP:Iteration 14Q (3599.588475 sec): 3 clusters Score: Raw -34101.693595 + Penalty 1423.305785 = -32678.387810 nChanged 9 SP:Iteration 15Q (3599.658650 sec): 3 clusters Score: Raw -34114.599707 + Penalty 1423.305785 = -32691.293922 nChanged 9 SP:Iteration 16Q (3599.735547 sec): 3 clusters Score: Raw -34120.707352 + Penalty 1423.305785 = -32697.401568 nChanged 3 SP:Iteration 17Q (3599.828613 sec): 3 clusters Score: Raw -34122.056721 + Penalty 1423.305785 = -32698.750937 nChanged 0 SP:Iteration 18F (3599.918345 sec): 3 clusters Score: Raw -34122.056721 + Penalty 1423.305785 = -32698.750937 nChanged 0 Trying to split cluster 19 (1460 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3599.947035 sec): 2 clusters Score: Raw -72625.382864 + Penalty 765.050130 = -71860.332734 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3600.064471 sec): 3 clusters Score: Raw -71970.176827 + Penalty 1530.100260 = -70440.076567 nChanged 568 SP:Iteration 1F (3600.133224 sec): 3 clusters Score: Raw -72355.308583 + Penalty 1530.100260 = -70825.208323 nChanged 123 SP:Iteration 2F (3600.215239 sec): 3 clusters Score: Raw -72477.943108 + Penalty 1530.100260 = -70947.842848 nChanged 89 SP:Iteration 3F (3600.302585 sec): 3 clusters Score: Raw -72551.177667 + Penalty 1530.100260 = -71021.077407 nChanged 68 SP:Iteration 4Q (3600.386610 sec): 3 clusters Score: Raw -72621.545912 + Penalty 1530.100260 = -71091.445652 nChanged 59 SP:Iteration 5Q (3600.465966 sec): 3 clusters Score: Raw -72682.697563 + Penalty 1530.100260 = -71152.597302 nChanged 54 SP:Iteration 6Q (3600.532976 sec): 3 clusters Score: Raw -72729.956005 + Penalty 1530.100260 = -71199.855745 nChanged 45 SP:Iteration 7Q (3600.621731 sec): 3 clusters Score: Raw -72763.346537 + Penalty 1530.100260 = -71233.246277 nChanged 29 SP:Iteration 8Q (3600.722585 sec): 3 clusters Score: Raw -72784.297792 + Penalty 1530.100260 = -71254.197532 nChanged 15 SP:Iteration 9Q (3600.803830 sec): 3 clusters Score: Raw -72793.405179 + Penalty 1530.100260 = -71263.304919 nChanged 14 SP:Iteration 10Q (3600.902299 sec): 3 clusters Score: Raw -72798.311601 + Penalty 1530.100260 = -71268.211341 nChanged 7 SP:Iteration 11Q (3601.006783 sec): 3 clusters Score: Raw -72802.088851 + Penalty 1530.100260 = -71271.988591 nChanged 7 SP:Iteration 12Q (3601.103099 sec): 3 clusters Score: Raw -72805.338101 + Penalty 1530.100260 = -71275.237841 nChanged 4 SP:Iteration 13Q (3601.231618 sec): 3 clusters Score: Raw -72806.830319 + Penalty 1530.100260 = -71276.730059 nChanged 5 SP:Iteration 14Q (3601.300539 sec): 3 clusters Score: Raw -72808.150046 + Penalty 1530.100260 = -71278.049786 nChanged 3 SP:Iteration 15Q (3601.410460 sec): 3 clusters Score: Raw -72808.775254 + Penalty 1530.100260 = -71278.674994 nChanged 1 SP:Iteration 16Q (3601.513716 sec): 3 clusters Score: Raw -72809.076362 + Penalty 1530.100260 = -71278.976102 nChanged 1 SP:Iteration 17Q (3601.605518 sec): 3 clusters Score: Raw -72809.158327 + Penalty 1530.100260 = -71279.058067 nChanged 0 SP:Iteration 18F (3601.673153 sec): 3 clusters Score: Raw -72809.158327 + Penalty 1530.100260 = -71279.058067 nChanged 0 Trying to split cluster 20 (13138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3601.764877 sec): 2 clusters Score: Raw -792777.470415 + Penalty 995.742728 = -791781.727687 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3601.863738 sec): 3 clusters Score: Raw -784908.528228 + Penalty 1991.485455 = -782917.042772 nChanged 5956 SP:Iteration 1F (3601.962156 sec): 3 clusters Score: Raw -788333.503450 + Penalty 1991.485455 = -786342.017995 nChanged 879 SP:Iteration 2F (3602.042537 sec): 3 clusters Score: Raw -788825.509429 + Penalty 1991.485455 = -786834.023974 nChanged 938 SP:Iteration 3F (3602.141400 sec): 3 clusters Score: Raw -789435.882134 + Penalty 1991.485455 = -787444.396678 nChanged 961 SP:Iteration 4F (3602.239100 sec): 3 clusters Score: Raw -790115.718689 + Penalty 1991.485455 = -788124.233234 nChanged 879 SP:Iteration 5F (3602.339485 sec): 3 clusters Score: Raw -790737.087883 + Penalty 1991.485455 = -788745.602428 nChanged 717 SP:Iteration 6F (3602.443681 sec): 3 clusters Score: Raw -791251.705481 + Penalty 1991.485455 = -789260.220025 nChanged 642 SP:Iteration 7Q (3602.540920 sec): 3 clusters Score: Raw -791747.546154 + Penalty 1991.485455 = -789756.060699 nChanged 500 SP:Iteration 8Q (3602.630793 sec): 3 clusters Score: Raw -792117.587735 + Penalty 1991.485455 = -790126.102280 nChanged 354 SP:Iteration 9Q (3602.719064 sec): 3 clusters Score: Raw -792396.366240 + Penalty 1991.485455 = -790404.880785 nChanged 235 SP:Iteration 10Q (3602.829029 sec): 3 clusters Score: Raw -792584.033754 + Penalty 1991.485455 = -790592.548299 nChanged 155 SP:Iteration 11Q (3602.919021 sec): 3 clusters Score: Raw -792717.406970 + Penalty 1991.485455 = -790725.921515 nChanged 69 SP:Iteration 12Q (3603.008674 sec): 3 clusters Score: Raw -792773.158812 + Penalty 1991.485455 = -790781.673357 nChanged 46 SP:Iteration 13Q (3603.119770 sec): 3 clusters Score: Raw -792810.165313 + Penalty 1991.485455 = -790818.679858 nChanged 26 SP:Iteration 14Q (3603.197625 sec): 3 clusters Score: Raw -792832.001269 + Penalty 1991.485455 = -790840.515813 nChanged 15 SP:Iteration 15Q (3603.297937 sec): 3 clusters Score: Raw -792845.825754 + Penalty 1991.485455 = -790854.340299 nChanged 13 SP:Iteration 16Q (3603.407377 sec): 3 clusters Score: Raw -792857.372043 + Penalty 1991.485455 = -790865.886588 nChanged 10 SP:Iteration 17Q (3603.499596 sec): 3 clusters Score: Raw -792865.144156 + Penalty 1991.485455 = -790873.658700 nChanged 5 SP:Iteration 18Q (3603.595697 sec): 3 clusters Score: Raw -792869.354297 + Penalty 1991.485455 = -790877.868842 nChanged 5 SP:Iteration 19Q (3603.689940 sec): 3 clusters Score: Raw -792873.739208 + Penalty 1991.485455 = -790882.253753 nChanged 8 SP:Iteration 20F (3603.774334 sec): 3 clusters Score: Raw -792882.032249 + Penalty 1991.485455 = -790890.546794 nChanged 3 SP:Iteration 21Q (3603.875185 sec): 3 clusters Score: Raw -792885.299561 + Penalty 1991.485455 = -790893.814105 nChanged 3 SP:Iteration 22Q (3603.976152 sec): 3 clusters Score: Raw -792889.633366 + Penalty 1991.485455 = -790898.147911 nChanged 2 SP:Iteration 23Q (3604.075904 sec): 3 clusters Score: Raw -792891.340568 + Penalty 1991.485455 = -790899.855112 nChanged 1 SP:Iteration 24Q (3604.161689 sec): 3 clusters Score: Raw -792891.817715 + Penalty 1991.485455 = -790900.332259 nChanged 1 SP:Iteration 25Q (3604.245225 sec): 3 clusters Score: Raw -792892.370689 + Penalty 1991.485455 = -790900.885234 nChanged 0 SP:Iteration 26F (3604.346045 sec): 3 clusters Score: Raw -792892.370689 + Penalty 1991.485455 = -790900.885234 nChanged 0 Trying to split cluster 21 (3262 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3604.410100 sec): 2 clusters Score: Raw -188134.113006 + Penalty 849.460057 = -187284.652949 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3604.493343 sec): 3 clusters Score: Raw -186400.932950 + Penalty 1698.920114 = -184702.012836 nChanged 1313 SP:Iteration 1F (3604.563625 sec): 3 clusters Score: Raw -187156.323184 + Penalty 1698.920114 = -185457.403069 nChanged 281 SP:Iteration 2F (3604.645985 sec): 3 clusters Score: Raw -187349.766078 + Penalty 1698.920114 = -185650.845964 nChanged 224 SP:Iteration 3F (3604.736045 sec): 3 clusters Score: Raw -187504.385138 + Penalty 1698.920114 = -185805.465024 nChanged 165 SP:Iteration 4F (3604.826416 sec): 3 clusters Score: Raw -187610.430113 + Penalty 1698.920114 = -185911.509998 nChanged 153 SP:Iteration 5Q (3604.904519 sec): 3 clusters Score: Raw -187731.407079 + Penalty 1698.920114 = -186032.486964 nChanged 151 SP:Iteration 6Q (3604.993438 sec): 3 clusters Score: Raw -187868.523143 + Penalty 1698.920114 = -186169.603028 nChanged 151 SP:Iteration 7Q (3605.070898 sec): 3 clusters Score: Raw -187984.382430 + Penalty 1698.920114 = -186285.462315 nChanged 135 SP:Iteration 8Q (3605.165006 sec): 3 clusters Score: Raw -188094.106524 + Penalty 1698.920114 = -186395.186410 nChanged 119 SP:Iteration 9Q (3605.240589 sec): 3 clusters Score: Raw -188166.675409 + Penalty 1698.920114 = -186467.755294 nChanged 81 SP:Iteration 10Q (3605.320552 sec): 3 clusters Score: Raw -188217.277536 + Penalty 1698.920114 = -186518.357421 nChanged 63 SP:Iteration 11Q (3605.407437 sec): 3 clusters Score: Raw -188244.672410 + Penalty 1698.920114 = -186545.752295 nChanged 49 SP:Iteration 12Q (3605.498939 sec): 3 clusters Score: Raw -188263.485477 + Penalty 1698.920114 = -186564.565362 nChanged 27 SP:Iteration 13Q (3605.569679 sec): 3 clusters Score: Raw -188273.387048 + Penalty 1698.920114 = -186574.466934 nChanged 25 SP:Iteration 14Q (3605.664687 sec): 3 clusters Score: Raw -188278.864249 + Penalty 1698.920114 = -186579.944134 nChanged 15 SP:Iteration 15Q (3605.756173 sec): 3 clusters Score: Raw -188283.461469 + Penalty 1698.920114 = -186584.541355 nChanged 11 SP:Iteration 16Q (3605.823679 sec): 3 clusters Score: Raw -188285.504618 + Penalty 1698.920114 = -186586.584503 nChanged 11 SP:Iteration 17Q (3605.928687 sec): 3 clusters Score: Raw -188288.600852 + Penalty 1698.920114 = -186589.680738 nChanged 17 SP:Iteration 18Q (3605.999684 sec): 3 clusters Score: Raw -188293.183750 + Penalty 1698.920114 = -186594.263636 nChanged 15 SP:Iteration 19Q (3606.098417 sec): 3 clusters Score: Raw -188300.233869 + Penalty 1698.920114 = -186601.313755 nChanged 19 SP:Iteration 20F (3606.189265 sec): 3 clusters Score: Raw -188307.122561 + Penalty 1698.920114 = -186608.202446 nChanged 25 SP:Iteration 21Q (3606.266299 sec): 3 clusters Score: Raw -188316.242513 + Penalty 1698.920114 = -186617.322398 nChanged 19 SP:Iteration 22Q (3606.351096 sec): 3 clusters Score: Raw -188321.646696 + Penalty 1698.920114 = -186622.726582 nChanged 16 SP:Iteration 23Q (3606.401965 sec): 3 clusters Score: Raw -188325.097577 + Penalty 1698.920114 = -186626.177463 nChanged 13 SP:Iteration 24Q (3606.482386 sec): 3 clusters Score: Raw -188330.013738 + Penalty 1698.920114 = -186631.093624 nChanged 18 SP:Iteration 25Q (3606.573640 sec): 3 clusters Score: Raw -188335.020422 + Penalty 1698.920114 = -186636.100308 nChanged 18 SP:Iteration 26Q (3606.699214 sec): 3 clusters Score: Raw -188340.524551 + Penalty 1698.920114 = -186641.604437 nChanged 12 SP:Iteration 27Q (3606.813462 sec): 3 clusters Score: Raw -188343.778466 + Penalty 1698.920114 = -186644.858352 nChanged 10 SP:Iteration 28Q (3606.919946 sec): 3 clusters Score: Raw -188347.706696 + Penalty 1698.920114 = -186648.786581 nChanged 7 SP:Iteration 29Q (3607.012498 sec): 3 clusters Score: Raw -188350.134396 + Penalty 1698.920114 = -186651.214281 nChanged 3 SP:Iteration 30Q (3607.092286 sec): 3 clusters Score: Raw -188350.865245 + Penalty 1698.920114 = -186651.945131 nChanged 1 SP:Iteration 31Q (3607.220663 sec): 3 clusters Score: Raw -188350.980392 + Penalty 1698.920114 = -186652.060278 nChanged 1 SP:Iteration 32Q (3607.307194 sec): 3 clusters Score: Raw -188351.305744 + Penalty 1698.920114 = -186652.385629 nChanged 3 SP:Iteration 33Q (3607.439672 sec): 3 clusters Score: Raw -188352.400397 + Penalty 1698.920114 = -186653.480283 nChanged 4 SP:Iteration 34Q (3607.543839 sec): 3 clusters Score: Raw -188353.531348 + Penalty 1698.920114 = -186654.611234 nChanged 4 SP:Iteration 35Q (3607.650491 sec): 3 clusters Score: Raw -188354.165397 + Penalty 1698.920114 = -186655.245283 nChanged 2 SP:Iteration 36Q (3607.749678 sec): 3 clusters Score: Raw -188354.284238 + Penalty 1698.920114 = -186655.364124 nChanged 0 SP:Iteration 37F (3607.833151 sec): 3 clusters Score: Raw -188354.284238 + Penalty 1698.920114 = -186655.364124 nChanged 0 Trying to split cluster 22 (4810 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3607.891751 sec): 2 clusters Score: Raw -291815.212299 + Penalty 890.237498 = -290924.974800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3607.987568 sec): 3 clusters Score: Raw -289209.329228 + Penalty 1780.474996 = -287428.854232 nChanged 2017 SP:Iteration 1F (3608.084185 sec): 3 clusters Score: Raw -290431.091603 + Penalty 1780.474996 = -288650.616606 nChanged 386 SP:Iteration 2F (3608.182856 sec): 3 clusters Score: Raw -290660.565165 + Penalty 1780.474996 = -288880.090169 nChanged 302 SP:Iteration 3F (3608.261058 sec): 3 clusters Score: Raw -290832.524527 + Penalty 1780.474996 = -289052.049531 nChanged 252 SP:Iteration 4F (3608.363450 sec): 3 clusters Score: Raw -290965.008227 + Penalty 1780.474996 = -289184.533231 nChanged 199 SP:Iteration 5Q (3608.430880 sec): 3 clusters Score: Raw -291064.967274 + Penalty 1780.474996 = -289284.492278 nChanged 158 SP:Iteration 6Q (3608.520611 sec): 3 clusters Score: Raw -291123.795691 + Penalty 1780.474996 = -289343.320694 nChanged 133 SP:Iteration 7Q (3608.624016 sec): 3 clusters Score: Raw -291192.078372 + Penalty 1780.474996 = -289411.603376 nChanged 143 SP:Iteration 8Q (3608.687673 sec): 3 clusters Score: Raw -291288.340439 + Penalty 1780.474996 = -289507.865443 nChanged 172 SP:Iteration 9Q (3608.796931 sec): 3 clusters Score: Raw -291418.342451 + Penalty 1780.474996 = -289637.867455 nChanged 150 SP:Iteration 10Q (3608.865601 sec): 3 clusters Score: Raw -291538.524496 + Penalty 1780.474996 = -289758.049500 nChanged 168 SP:Iteration 11Q (3608.971170 sec): 3 clusters Score: Raw -291714.024002 + Penalty 1780.474996 = -289933.549006 nChanged 181 SP:Iteration 12Q (3609.050702 sec): 3 clusters Score: Raw -291878.911122 + Penalty 1780.474996 = -290098.436125 nChanged 158 SP:Iteration 13Q (3609.129915 sec): 3 clusters Score: Raw -292040.178737 + Penalty 1780.474996 = -290259.703741 nChanged 152 SP:Iteration 14Q (3609.227518 sec): 3 clusters Score: Raw -292184.088512 + Penalty 1780.474996 = -290403.613516 nChanged 129 SP:Iteration 15Q (3609.319407 sec): 3 clusters Score: Raw -292284.699904 + Penalty 1780.474996 = -290504.224908 nChanged 78 SP:Iteration 16Q (3609.396587 sec): 3 clusters Score: Raw -292339.435474 + Penalty 1780.474996 = -290558.960478 nChanged 63 SP:Iteration 17Q (3609.474522 sec): 3 clusters Score: Raw -292372.967363 + Penalty 1780.474996 = -290592.492367 nChanged 40 SP:Iteration 18Q (3609.560894 sec): 3 clusters Score: Raw -292392.378197 + Penalty 1780.474996 = -290611.903200 nChanged 30 SP:Iteration 19Q (3609.646008 sec): 3 clusters Score: Raw -292403.420258 + Penalty 1780.474996 = -290622.945261 nChanged 15 SP:Iteration 20F (3609.741804 sec): 3 clusters Score: Raw -292407.337893 + Penalty 1780.474996 = -290626.862897 nChanged 14 SP:Iteration 21Q (3609.810748 sec): 3 clusters Score: Raw -292411.514158 + Penalty 1780.474996 = -290631.039162 nChanged 12 SP:Iteration 22Q (3609.899674 sec): 3 clusters Score: Raw -292415.413963 + Penalty 1780.474996 = -290634.938967 nChanged 13 SP:Iteration 23Q (3609.993144 sec): 3 clusters Score: Raw -292419.336057 + Penalty 1780.474996 = -290638.861061 nChanged 6 SP:Iteration 24Q (3610.074152 sec): 3 clusters Score: Raw -292420.443887 + Penalty 1780.474996 = -290639.968891 nChanged 2 SP:Iteration 25Q (3610.151893 sec): 3 clusters Score: Raw -292420.662083 + Penalty 1780.474996 = -290640.187086 nChanged 1 SP:Iteration 26Q (3610.235217 sec): 3 clusters Score: Raw -292420.921203 + Penalty 1780.474996 = -290640.446207 nChanged 2 SP:Iteration 27Q (3610.332338 sec): 3 clusters Score: Raw -292421.229840 + Penalty 1780.474996 = -290640.754843 nChanged 2 SP:Iteration 28Q (3610.425279 sec): 3 clusters Score: Raw -292421.634880 + Penalty 1780.474996 = -290641.159884 nChanged 2 SP:Iteration 29Q (3610.509549 sec): 3 clusters Score: Raw -292422.193497 + Penalty 1780.474996 = -290641.718501 nChanged 3 SP:Iteration 30Q (3610.586841 sec): 3 clusters Score: Raw -292422.525833 + Penalty 1780.474996 = -290642.050837 nChanged 1 SP:Iteration 31Q (3610.665516 sec): 3 clusters Score: Raw -292422.722790 + Penalty 1780.474996 = -290642.247793 nChanged 1 SP:Iteration 32Q (3610.771949 sec): 3 clusters Score: Raw -292422.893937 + Penalty 1780.474996 = -290642.418941 nChanged 0 SP:Iteration 33F (3610.838167 sec): 3 clusters Score: Raw -292422.893937 + Penalty 1780.474996 = -290642.418941 nChanged 0 Iteration 219Q (3612.233469 sec): 23 clusters Score: Raw -4229866.714578 + Penalty 26019.816055 = -4203846.898523 nChanged 9 Iteration 220F (3614.446764 sec): 23 clusters Score: Raw -4229867.204554 + Penalty 26019.816055 = -4203847.388499 nChanged 11 Iteration 221Q (3616.074757 sec): 23 clusters Score: Raw -4229867.659369 + Penalty 26019.816055 = -4203847.843314 nChanged 8 Iteration 222Q (3617.446852 sec): 23 clusters Score: Raw -4229868.035664 + Penalty 26019.816055 = -4203848.219609 nChanged 6 Iteration 223Q (3618.843872 sec): 23 clusters Score: Raw -4229868.476194 + Penalty 26019.816055 = -4203848.660139 nChanged 6 Iteration 224Q (3620.212091 sec): 23 clusters Score: Raw -4229868.763815 + Penalty 26019.816055 = -4203848.947760 nChanged 6 Iteration 225Q (3621.737451 sec): 23 clusters Score: Raw -4229869.012535 + Penalty 26019.816055 = -4203849.196480 nChanged 7 Iteration 226Q (3623.309573 sec): 23 clusters Score: Raw -4229869.291314 + Penalty 26019.816055 = -4203849.475259 nChanged 5 Iteration 227Q (3624.699370 sec): 23 clusters Score: Raw -4229869.450719 + Penalty 26019.816055 = -4203849.634665 nChanged 5 Iteration 228Q (3626.093270 sec): 23 clusters Score: Raw -4229869.678770 + Penalty 26019.816055 = -4203849.862715 nChanged 4 Iteration 229Q (3627.468040 sec): 23 clusters Score: Raw -4229869.773573 + Penalty 26019.816055 = -4203849.957518 nChanged 3 Iteration 230Q (3629.034102 sec): 23 clusters Score: Raw -4229869.884733 + Penalty 26019.816055 = -4203850.068678 nChanged 4 Iteration 231Q (3630.632739 sec): 23 clusters Score: Raw -4229870.152048 + Penalty 26019.816055 = -4203850.335993 nChanged 1 Iteration 232Q (3632.014227 sec): 23 clusters Score: Raw -4229870.201288 + Penalty 26019.816055 = -4203850.385233 nChanged 0 Iteration 233F (3633.807869 sec): 23 clusters Score: Raw -4229870.201288 + Penalty 26019.816055 = -4203850.385233 nChanged 0 Compute initial score before splitting: Score: Raw -4229870.201288 + Penalty 26019.816055 = -4203850.385233 Trying to split cluster 1 (2877 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3633.895060 sec): 2 clusters Score: Raw -157483.077357 + Penalty 836.272853 = -156646.804503 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3633.998860 sec): 3 clusters Score: Raw -156024.649181 + Penalty 1672.545706 = -154352.103474 nChanged 1144 SP:Iteration 1F (3634.083388 sec): 3 clusters Score: Raw -156666.568820 + Penalty 1672.545706 = -154994.023114 nChanged 228 SP:Iteration 2F (3634.149783 sec): 3 clusters Score: Raw -156825.812929 + Penalty 1672.545706 = -155153.267223 nChanged 208 SP:Iteration 3F (3634.233598 sec): 3 clusters Score: Raw -156958.491225 + Penalty 1672.545706 = -155285.945519 nChanged 157 SP:Iteration 4F (3634.321231 sec): 3 clusters Score: Raw -157056.024521 + Penalty 1672.545706 = -155383.478814 nChanged 113 SP:Iteration 5Q (3634.399744 sec): 3 clusters Score: Raw -157126.151109 + Penalty 1672.545706 = -155453.605403 nChanged 93 SP:Iteration 6Q (3634.500870 sec): 3 clusters Score: Raw -157181.860547 + Penalty 1672.545706 = -155509.314841 nChanged 75 SP:Iteration 7Q (3634.579778 sec): 3 clusters Score: Raw -157223.988211 + Penalty 1672.545706 = -155551.442505 nChanged 68 SP:Iteration 8Q (3634.660842 sec): 3 clusters Score: Raw -157269.983042 + Penalty 1672.545706 = -155597.437336 nChanged 83 SP:Iteration 9Q (3634.737068 sec): 3 clusters Score: Raw -157332.308845 + Penalty 1672.545706 = -155659.763138 nChanged 76 SP:Iteration 10Q (3634.824100 sec): 3 clusters Score: Raw -157382.130519 + Penalty 1672.545706 = -155709.584813 nChanged 73 SP:Iteration 11Q (3634.905502 sec): 3 clusters Score: Raw -157430.027953 + Penalty 1672.545706 = -155757.482246 nChanged 60 SP:Iteration 12Q (3634.994917 sec): 3 clusters Score: Raw -157469.399119 + Penalty 1672.545706 = -155796.853413 nChanged 62 SP:Iteration 13Q (3635.087064 sec): 3 clusters Score: Raw -157520.229353 + Penalty 1672.545706 = -155847.683647 nChanged 58 SP:Iteration 14Q (3635.182531 sec): 3 clusters Score: Raw -157569.153094 + Penalty 1672.545706 = -155896.607387 nChanged 64 SP:Iteration 15Q (3635.267881 sec): 3 clusters Score: Raw -157625.491269 + Penalty 1672.545706 = -155952.945563 nChanged 63 SP:Iteration 16Q (3635.354377 sec): 3 clusters Score: Raw -157681.948018 + Penalty 1672.545706 = -156009.402312 nChanged 49 SP:Iteration 17Q (3635.430027 sec): 3 clusters Score: Raw -157731.042709 + Penalty 1672.545706 = -156058.497002 nChanged 51 SP:Iteration 18Q (3635.524854 sec): 3 clusters Score: Raw -157777.568778 + Penalty 1672.545706 = -156105.023071 nChanged 51 SP:Iteration 19Q (3635.601580 sec): 3 clusters Score: Raw -157814.008497 + Penalty 1672.545706 = -156141.462791 nChanged 26 SP:Iteration 20F (3635.681859 sec): 3 clusters Score: Raw -157827.252834 + Penalty 1672.545706 = -156154.707127 nChanged 22 SP:Iteration 21Q (3635.771716 sec): 3 clusters Score: Raw -157838.686467 + Penalty 1672.545706 = -156166.140761 nChanged 16 SP:Iteration 22Q (3635.872045 sec): 3 clusters Score: Raw -157844.908299 + Penalty 1672.545706 = -156172.362592 nChanged 15 SP:Iteration 23Q (3635.965564 sec): 3 clusters Score: Raw -157850.289596 + Penalty 1672.545706 = -156177.743890 nChanged 6 SP:Iteration 24Q (3636.057109 sec): 3 clusters Score: Raw -157851.779422 + Penalty 1672.545706 = -156179.233716 nChanged 2 SP:Iteration 25Q (3636.157801 sec): 3 clusters Score: Raw -157852.383748 + Penalty 1672.545706 = -156179.838041 nChanged 1 SP:Iteration 26Q (3636.269091 sec): 3 clusters Score: Raw -157852.925204 + Penalty 1672.545706 = -156180.379497 nChanged 3 SP:Iteration 27Q (3636.366969 sec): 3 clusters Score: Raw -157853.509533 + Penalty 1672.545706 = -156180.963826 nChanged 4 SP:Iteration 28Q (3636.470874 sec): 3 clusters Score: Raw -157854.808192 + Penalty 1672.545706 = -156182.262486 nChanged 3 SP:Iteration 29Q (3636.579096 sec): 3 clusters Score: Raw -157855.449374 + Penalty 1672.545706 = -156182.903668 nChanged 0 SP:Iteration 30F (3636.668658 sec): 3 clusters Score: Raw -157855.449374 + Penalty 1672.545706 = -156182.903668 nChanged 0 Trying to split cluster 2 (2850 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3636.710931 sec): 2 clusters Score: Raw -173526.673371 + Penalty 835.282799 = -172691.390573 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3636.817510 sec): 3 clusters Score: Raw -172106.199642 + Penalty 1670.565597 = -170435.634044 nChanged 1148 SP:Iteration 1F (3636.890151 sec): 3 clusters Score: Raw -172846.882896 + Penalty 1670.565597 = -171176.317299 nChanged 253 SP:Iteration 2F (3636.991301 sec): 3 clusters Score: Raw -173068.613015 + Penalty 1670.565597 = -171398.047418 nChanged 188 SP:Iteration 3F (3637.072869 sec): 3 clusters Score: Raw -173236.348837 + Penalty 1670.565597 = -171565.783239 nChanged 147 SP:Iteration 4F (3637.174374 sec): 3 clusters Score: Raw -173339.643124 + Penalty 1670.565597 = -171669.077526 nChanged 139 SP:Iteration 5Q (3637.253087 sec): 3 clusters Score: Raw -173449.597512 + Penalty 1670.565597 = -171779.031915 nChanged 133 SP:Iteration 6Q (3637.348860 sec): 3 clusters Score: Raw -173546.390706 + Penalty 1670.565597 = -171875.825109 nChanged 126 SP:Iteration 7Q (3637.453691 sec): 3 clusters Score: Raw -173626.691882 + Penalty 1670.565597 = -171956.126285 nChanged 84 SP:Iteration 8Q (3637.535928 sec): 3 clusters Score: Raw -173679.717466 + Penalty 1670.565597 = -172009.151869 nChanged 68 SP:Iteration 9Q (3637.621672 sec): 3 clusters Score: Raw -173718.879408 + Penalty 1670.565597 = -172048.313811 nChanged 60 SP:Iteration 10Q (3637.704811 sec): 3 clusters Score: Raw -173757.709438 + Penalty 1670.565597 = -172087.143840 nChanged 42 SP:Iteration 11Q (3637.783072 sec): 3 clusters Score: Raw -173787.417363 + Penalty 1670.565597 = -172116.851766 nChanged 37 SP:Iteration 12Q (3637.874205 sec): 3 clusters Score: Raw -173809.235630 + Penalty 1670.565597 = -172138.670033 nChanged 28 SP:Iteration 13Q (3637.954057 sec): 3 clusters Score: Raw -173825.618401 + Penalty 1670.565597 = -172155.052804 nChanged 26 SP:Iteration 14Q (3638.050264 sec): 3 clusters Score: Raw -173843.238629 + Penalty 1670.565597 = -172172.673032 nChanged 20 SP:Iteration 15Q (3638.134749 sec): 3 clusters Score: Raw -173857.707107 + Penalty 1670.565597 = -172187.141510 nChanged 27 SP:Iteration 16Q (3638.217860 sec): 3 clusters Score: Raw -173870.152044 + Penalty 1670.565597 = -172199.586446 nChanged 26 SP:Iteration 17Q (3638.302604 sec): 3 clusters Score: Raw -173894.186589 + Penalty 1670.565597 = -172223.620992 nChanged 34 SP:Iteration 18Q (3638.385423 sec): 3 clusters Score: Raw -173921.271273 + Penalty 1670.565597 = -172250.705676 nChanged 35 SP:Iteration 19Q (3638.478660 sec): 3 clusters Score: Raw -173939.695843 + Penalty 1670.565597 = -172269.130246 nChanged 18 SP:Iteration 20F (3638.555562 sec): 3 clusters Score: Raw -173953.902649 + Penalty 1670.565597 = -172283.337052 nChanged 15 SP:Iteration 21Q (3638.646855 sec): 3 clusters Score: Raw -173967.466025 + Penalty 1670.565597 = -172296.900427 nChanged 24 SP:Iteration 22Q (3638.728921 sec): 3 clusters Score: Raw -173980.095005 + Penalty 1670.565597 = -172309.529408 nChanged 12 SP:Iteration 23Q (3638.814301 sec): 3 clusters Score: Raw -173985.914992 + Penalty 1670.565597 = -172315.349394 nChanged 11 SP:Iteration 24Q (3638.888742 sec): 3 clusters Score: Raw -173989.894973 + Penalty 1670.565597 = -172319.329376 nChanged 10 SP:Iteration 25Q (3638.978182 sec): 3 clusters Score: Raw -173993.516231 + Penalty 1670.565597 = -172322.950633 nChanged 7 SP:Iteration 26Q (3639.049155 sec): 3 clusters Score: Raw -173995.820954 + Penalty 1670.565597 = -172325.255356 nChanged 6 SP:Iteration 27Q (3639.136448 sec): 3 clusters Score: Raw -173998.182481 + Penalty 1670.565597 = -172327.616884 nChanged 3 SP:Iteration 28Q (3639.233932 sec): 3 clusters Score: Raw -173998.797849 + Penalty 1670.565597 = -172328.232252 nChanged 1 SP:Iteration 29Q (3639.305518 sec): 3 clusters Score: Raw -173999.102609 + Penalty 1670.565597 = -172328.537012 nChanged 2 SP:Iteration 30Q (3639.395647 sec): 3 clusters Score: Raw -173999.438895 + Penalty 1670.565597 = -172328.873298 nChanged 2 SP:Iteration 31Q (3639.487434 sec): 3 clusters Score: Raw -173999.680460 + Penalty 1670.565597 = -172329.114862 nChanged 2 SP:Iteration 32Q (3639.560293 sec): 3 clusters Score: Raw -173999.870087 + Penalty 1670.565597 = -172329.304490 nChanged 1 SP:Iteration 33Q (3639.656229 sec): 3 clusters Score: Raw -173999.991040 + Penalty 1670.565597 = -172329.425443 nChanged 0 SP:Iteration 34F (3639.723680 sec): 3 clusters Score: Raw -173999.991040 + Penalty 1670.565597 = -172329.425443 nChanged 0 Trying to split cluster 3 (2618 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3639.773446 sec): 2 clusters Score: Raw -127022.806466 + Penalty 826.367424 = -126196.439041 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3639.862985 sec): 3 clusters Score: Raw -125698.092276 + Penalty 1652.734849 = -124045.357428 nChanged 1048 SP:Iteration 1F (3639.957837 sec): 3 clusters Score: Raw -126356.849589 + Penalty 1652.734849 = -124704.114740 nChanged 229 SP:Iteration 2F (3640.042558 sec): 3 clusters Score: Raw -126542.254004 + Penalty 1652.734849 = -124889.519155 nChanged 192 SP:Iteration 3F (3640.119638 sec): 3 clusters Score: Raw -126716.706613 + Penalty 1652.734849 = -125063.971765 nChanged 167 SP:Iteration 4F (3640.214008 sec): 3 clusters Score: Raw -126874.949554 + Penalty 1652.734849 = -125222.214705 nChanged 134 SP:Iteration 5F (3640.299071 sec): 3 clusters Score: Raw -126990.125845 + Penalty 1652.734849 = -125337.390997 nChanged 99 SP:Iteration 6Q (3640.387206 sec): 3 clusters Score: Raw -127083.014545 + Penalty 1652.734849 = -125430.279696 nChanged 91 SP:Iteration 7Q (3640.464531 sec): 3 clusters Score: Raw -127152.601776 + Penalty 1652.734849 = -125499.866927 nChanged 91 SP:Iteration 8Q (3640.549571 sec): 3 clusters Score: Raw -127207.548890 + Penalty 1652.734849 = -125554.814041 nChanged 55 SP:Iteration 9Q (3640.626691 sec): 3 clusters Score: Raw -127237.837812 + Penalty 1652.734849 = -125585.102964 nChanged 34 SP:Iteration 10Q (3640.723545 sec): 3 clusters Score: Raw -127254.112016 + Penalty 1652.734849 = -125601.377167 nChanged 22 SP:Iteration 11Q (3640.810092 sec): 3 clusters Score: Raw -127263.006566 + Penalty 1652.734849 = -125610.271718 nChanged 20 SP:Iteration 12Q (3640.892028 sec): 3 clusters Score: Raw -127271.432432 + Penalty 1652.734849 = -125618.697584 nChanged 15 SP:Iteration 13Q (3640.982851 sec): 3 clusters Score: Raw -127278.305867 + Penalty 1652.734849 = -125625.571018 nChanged 12 SP:Iteration 14Q (3641.062063 sec): 3 clusters Score: Raw -127283.357396 + Penalty 1652.734849 = -125630.622547 nChanged 15 SP:Iteration 15Q (3641.133192 sec): 3 clusters Score: Raw -127287.326991 + Penalty 1652.734849 = -125634.592142 nChanged 9 SP:Iteration 16Q (3641.219468 sec): 3 clusters Score: Raw -127289.988045 + Penalty 1652.734849 = -125637.253196 nChanged 11 SP:Iteration 17Q (3641.290969 sec): 3 clusters Score: Raw -127293.137799 + Penalty 1652.734849 = -125640.402950 nChanged 12 SP:Iteration 18Q (3641.378108 sec): 3 clusters Score: Raw -127296.062874 + Penalty 1652.734849 = -125643.328025 nChanged 7 SP:Iteration 19Q (3641.501066 sec): 3 clusters Score: Raw -127298.161916 + Penalty 1652.734849 = -125645.427067 nChanged 7 SP:Iteration 20F (3641.598171 sec): 3 clusters Score: Raw -127300.368933 + Penalty 1652.734849 = -125647.634085 nChanged 6 SP:Iteration 21Q (3641.675458 sec): 3 clusters Score: Raw -127302.295528 + Penalty 1652.734849 = -125649.560679 nChanged 3 SP:Iteration 22Q (3641.789591 sec): 3 clusters Score: Raw -127302.888424 + Penalty 1652.734849 = -125650.153575 nChanged 2 SP:Iteration 23Q (3641.877465 sec): 3 clusters Score: Raw -127303.280013 + Penalty 1652.734849 = -125650.545164 nChanged 6 SP:Iteration 24Q (3641.989424 sec): 3 clusters Score: Raw -127305.684273 + Penalty 1652.734849 = -125652.949424 nChanged 5 SP:Iteration 25Q (3642.076398 sec): 3 clusters Score: Raw -127306.816777 + Penalty 1652.734849 = -125654.081928 nChanged 4 SP:Iteration 26Q (3642.181904 sec): 3 clusters Score: Raw -127307.849668 + Penalty 1652.734849 = -125655.114820 nChanged 1 SP:Iteration 27Q (3642.275878 sec): 3 clusters Score: Raw -127307.978161 + Penalty 1652.734849 = -125655.243312 nChanged 2 SP:Iteration 28Q (3642.358864 sec): 3 clusters Score: Raw -127308.260302 + Penalty 1652.734849 = -125655.525453 nChanged 1 SP:Iteration 29Q (3642.463337 sec): 3 clusters Score: Raw -127308.496202 + Penalty 1652.734849 = -125655.761353 nChanged 0 SP:Iteration 30F (3642.555112 sec): 3 clusters Score: Raw -127308.496202 + Penalty 1652.734849 = -125655.761353 nChanged 0 Trying to split cluster 4 (1077 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3642.605371 sec): 2 clusters Score: Raw -50673.378529 + Penalty 733.103141 = -49940.275388 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3642.702274 sec): 3 clusters Score: Raw -50244.660715 + Penalty 1466.206282 = -48778.454433 nChanged 363 SP:Iteration 1F (3642.809039 sec): 3 clusters Score: Raw -50559.345486 + Penalty 1466.206282 = -49093.139204 nChanged 84 SP:Iteration 2F (3642.920581 sec): 3 clusters Score: Raw -50654.845531 + Penalty 1466.206282 = -49188.639249 nChanged 71 SP:Iteration 3F (3643.041673 sec): 3 clusters Score: Raw -50731.091455 + Penalty 1466.206282 = -49264.885173 nChanged 58 SP:Iteration 4F (3643.117207 sec): 3 clusters Score: Raw -50787.711932 + Penalty 1466.206282 = -49321.505650 nChanged 38 SP:Iteration 5Q (3643.200299 sec): 3 clusters Score: Raw -50835.623023 + Penalty 1466.206282 = -49369.416741 nChanged 41 SP:Iteration 6Q (3643.283515 sec): 3 clusters Score: Raw -50873.176356 + Penalty 1466.206282 = -49406.970074 nChanged 30 SP:Iteration 7Q (3643.397321 sec): 3 clusters Score: Raw -50911.464832 + Penalty 1466.206282 = -49445.258550 nChanged 23 SP:Iteration 8Q (3643.478673 sec): 3 clusters Score: Raw -50936.581691 + Penalty 1466.206282 = -49470.375408 nChanged 12 SP:Iteration 9Q (3643.564980 sec): 3 clusters Score: Raw -50945.717624 + Penalty 1466.206282 = -49479.511342 nChanged 11 SP:Iteration 10Q (3643.644832 sec): 3 clusters Score: Raw -50963.832837 + Penalty 1466.206282 = -49497.626555 nChanged 19 SP:Iteration 11Q (3643.718240 sec): 3 clusters Score: Raw -50988.446699 + Penalty 1466.206282 = -49522.240417 nChanged 15 SP:Iteration 12Q (3643.813943 sec): 3 clusters Score: Raw -51006.979579 + Penalty 1466.206282 = -49540.773297 nChanged 12 SP:Iteration 13Q (3643.883487 sec): 3 clusters Score: Raw -51019.549337 + Penalty 1466.206282 = -49553.343055 nChanged 8 SP:Iteration 14Q (3643.979107 sec): 3 clusters Score: Raw -51024.069960 + Penalty 1466.206282 = -49557.863678 nChanged 1 SP:Iteration 15Q (3644.063836 sec): 3 clusters Score: Raw -51024.468957 + Penalty 1466.206282 = -49558.262675 nChanged 0 SP:Iteration 16F (3644.128896 sec): 3 clusters Score: Raw -51024.468957 + Penalty 1466.206282 = -49558.262675 nChanged 0 Trying to split cluster 5 (8115 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3644.206270 sec): 2 clusters Score: Raw -469004.044543 + Penalty 945.154295 = -468058.890248 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3644.280999 sec): 3 clusters Score: Raw -464308.152007 + Penalty 1890.308591 = -462417.843416 nChanged 3558 SP:Iteration 1F (3644.385042 sec): 3 clusters Score: Raw -466414.808106 + Penalty 1890.308591 = -464524.499515 nChanged 588 SP:Iteration 2F (3644.465662 sec): 3 clusters Score: Raw -466724.714529 + Penalty 1890.308591 = -464834.405938 nChanged 524 SP:Iteration 3F (3644.569378 sec): 3 clusters Score: Raw -467036.040222 + Penalty 1890.308591 = -465145.731631 nChanged 470 SP:Iteration 4F (3644.665174 sec): 3 clusters Score: Raw -467321.730595 + Penalty 1890.308591 = -465431.422004 nChanged 433 SP:Iteration 5F (3644.755190 sec): 3 clusters Score: Raw -467602.689497 + Penalty 1890.308591 = -465712.380906 nChanged 407 SP:Iteration 6F (3644.839628 sec): 3 clusters Score: Raw -467912.180537 + Penalty 1890.308591 = -466021.871946 nChanged 366 SP:Iteration 7Q (3644.921503 sec): 3 clusters Score: Raw -468191.769593 + Penalty 1890.308591 = -466301.461002 nChanged 298 SP:Iteration 8Q (3645.016488 sec): 3 clusters Score: Raw -468431.076684 + Penalty 1890.308591 = -466540.768094 nChanged 237 SP:Iteration 9Q (3645.132042 sec): 3 clusters Score: Raw -468626.953388 + Penalty 1890.308591 = -466736.644798 nChanged 178 SP:Iteration 10Q (3645.213700 sec): 3 clusters Score: Raw -468781.925832 + Penalty 1890.308591 = -466891.617241 nChanged 164 SP:Iteration 11Q (3645.305437 sec): 3 clusters Score: Raw -468903.913079 + Penalty 1890.308591 = -467013.604489 nChanged 115 SP:Iteration 12Q (3645.413886 sec): 3 clusters Score: Raw -468977.891028 + Penalty 1890.308591 = -467087.582437 nChanged 89 SP:Iteration 13Q (3645.483638 sec): 3 clusters Score: Raw -469017.270933 + Penalty 1890.308591 = -467126.962342 nChanged 61 SP:Iteration 14Q (3645.595298 sec): 3 clusters Score: Raw -469053.733614 + Penalty 1890.308591 = -467163.425024 nChanged 52 SP:Iteration 15Q (3645.680994 sec): 3 clusters Score: Raw -469076.505619 + Penalty 1890.308591 = -467186.197028 nChanged 41 SP:Iteration 16Q (3645.772862 sec): 3 clusters Score: Raw -469093.584756 + Penalty 1890.308591 = -467203.276165 nChanged 30 SP:Iteration 17Q (3645.849157 sec): 3 clusters Score: Raw -469107.288256 + Penalty 1890.308591 = -467216.979666 nChanged 23 SP:Iteration 18Q (3645.947348 sec): 3 clusters Score: Raw -469118.144871 + Penalty 1890.308591 = -467227.836280 nChanged 25 SP:Iteration 19Q (3646.032838 sec): 3 clusters Score: Raw -469132.043169 + Penalty 1890.308591 = -467241.734579 nChanged 23 SP:Iteration 20F (3646.139759 sec): 3 clusters Score: Raw -469142.561664 + Penalty 1890.308591 = -467252.253073 nChanged 21 SP:Iteration 21Q (3646.218665 sec): 3 clusters Score: Raw -469156.464058 + Penalty 1890.308591 = -467266.155467 nChanged 24 SP:Iteration 22Q (3646.304354 sec): 3 clusters Score: Raw -469169.001583 + Penalty 1890.308591 = -467278.692992 nChanged 18 SP:Iteration 23Q (3646.393604 sec): 3 clusters Score: Raw -469176.232049 + Penalty 1890.308591 = -467285.923458 nChanged 17 SP:Iteration 24Q (3646.502750 sec): 3 clusters Score: Raw -469182.986732 + Penalty 1890.308591 = -467292.678141 nChanged 13 SP:Iteration 25Q (3646.591510 sec): 3 clusters Score: Raw -469188.168108 + Penalty 1890.308591 = -467297.859517 nChanged 8 SP:Iteration 26Q (3646.664617 sec): 3 clusters Score: Raw -469192.404901 + Penalty 1890.308591 = -467302.096310 nChanged 12 SP:Iteration 27Q (3646.766880 sec): 3 clusters Score: Raw -469198.342688 + Penalty 1890.308591 = -467308.034097 nChanged 8 SP:Iteration 28Q (3646.839601 sec): 3 clusters Score: Raw -469200.228151 + Penalty 1890.308591 = -467309.919560 nChanged 3 SP:Iteration 29Q (3646.929848 sec): 3 clusters Score: Raw -469200.708108 + Penalty 1890.308591 = -467310.399518 nChanged 4 SP:Iteration 30Q (3647.039175 sec): 3 clusters Score: Raw -469202.680860 + Penalty 1890.308591 = -467312.372269 nChanged 5 SP:Iteration 31Q (3647.116971 sec): 3 clusters Score: Raw -469205.612040 + Penalty 1890.308591 = -467315.303450 nChanged 7 SP:Iteration 32Q (3647.198838 sec): 3 clusters Score: Raw -469208.595339 + Penalty 1890.308591 = -467318.286748 nChanged 8 SP:Iteration 33Q (3647.303507 sec): 3 clusters Score: Raw -469214.987112 + Penalty 1890.308591 = -467324.678522 nChanged 10 SP:Iteration 34Q (3647.390154 sec): 3 clusters Score: Raw -469220.691536 + Penalty 1890.308591 = -467330.382945 nChanged 13 SP:Iteration 35Q (3647.475456 sec): 3 clusters Score: Raw -469226.052281 + Penalty 1890.308591 = -467335.743690 nChanged 12 SP:Iteration 36Q (3647.599266 sec): 3 clusters Score: Raw -469230.177084 + Penalty 1890.308591 = -467339.868493 nChanged 8 SP:Iteration 37Q (3647.689216 sec): 3 clusters Score: Raw -469233.481324 + Penalty 1890.308591 = -467343.172733 nChanged 3 SP:Iteration 38Q (3647.786090 sec): 3 clusters Score: Raw -469234.479391 + Penalty 1890.308591 = -467344.170801 nChanged 4 SP:Iteration 39Q (3647.883539 sec): 3 clusters Score: Raw -469235.810611 + Penalty 1890.308591 = -467345.502020 nChanged 4 SP:Iteration 40F (3648.004280 sec): 3 clusters Score: Raw -469236.666958 + Penalty 1890.308591 = -467346.358368 nChanged 5 SP:Iteration 41Q (3648.108401 sec): 3 clusters Score: Raw -469237.546206 + Penalty 1890.308591 = -467347.237615 nChanged 4 SP:Iteration 42Q (3648.242714 sec): 3 clusters Score: Raw -469238.134285 + Penalty 1890.308591 = -467347.825695 nChanged 3 SP:Iteration 43Q (3648.344206 sec): 3 clusters Score: Raw -469239.252415 + Penalty 1890.308591 = -467348.943824 nChanged 4 SP:Iteration 44Q (3648.445841 sec): 3 clusters Score: Raw -469240.757581 + Penalty 1890.308591 = -467350.448990 nChanged 3 SP:Iteration 45Q (3648.564219 sec): 3 clusters Score: Raw -469241.423450 + Penalty 1890.308591 = -467351.114859 nChanged 3 SP:Iteration 46Q (3648.672074 sec): 3 clusters Score: Raw -469242.289786 + Penalty 1890.308591 = -467351.981195 nChanged 2 SP:Iteration 47Q (3648.754173 sec): 3 clusters Score: Raw -469243.304555 + Penalty 1890.308591 = -467352.995964 nChanged 2 SP:Iteration 48Q (3648.858993 sec): 3 clusters Score: Raw -469243.713462 + Penalty 1890.308591 = -467353.404871 nChanged 1 SP:Iteration 49Q (3648.955030 sec): 3 clusters Score: Raw -469244.002453 + Penalty 1890.308591 = -467353.693862 nChanged 2 SP:Iteration 50Q (3649.094483 sec): 3 clusters Score: Raw -469245.076564 + Penalty 1890.308591 = -467354.767973 nChanged 1 SP:Iteration 51Q (3649.176984 sec): 3 clusters Score: Raw -469245.176945 + Penalty 1890.308591 = -467354.868354 nChanged 0 SP:Iteration 52F (3649.279194 sec): 3 clusters Score: Raw -469245.176945 + Penalty 1890.308591 = -467354.868354 nChanged 0 Trying to split cluster 6 (3703 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3649.361840 sec): 2 clusters Score: Raw -211464.810079 + Penalty 862.774351 = -210602.035728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3649.494876 sec): 3 clusters Score: Raw -209492.961483 + Penalty 1725.548702 = -207767.412781 nChanged 1519 SP:Iteration 1F (3649.601780 sec): 3 clusters Score: Raw -210400.201236 + Penalty 1725.548702 = -208674.652534 nChanged 304 SP:Iteration 2F (3649.716926 sec): 3 clusters Score: Raw -210614.387190 + Penalty 1725.548702 = -208888.838488 nChanged 267 SP:Iteration 3F (3649.798994 sec): 3 clusters Score: Raw -210812.383985 + Penalty 1725.548702 = -209086.835283 nChanged 227 SP:Iteration 4F (3649.894824 sec): 3 clusters Score: Raw -210982.427679 + Penalty 1725.548702 = -209256.878977 nChanged 210 SP:Iteration 5F (3649.999339 sec): 3 clusters Score: Raw -211162.868972 + Penalty 1725.548702 = -209437.320270 nChanged 182 SP:Iteration 6Q (3650.092301 sec): 3 clusters Score: Raw -211290.480836 + Penalty 1725.548702 = -209564.932134 nChanged 170 SP:Iteration 7Q (3650.199557 sec): 3 clusters Score: Raw -211421.022503 + Penalty 1725.548702 = -209695.473801 nChanged 154 SP:Iteration 8Q (3650.291535 sec): 3 clusters Score: Raw -211536.962927 + Penalty 1725.548702 = -209811.414225 nChanged 117 SP:Iteration 9Q (3650.393582 sec): 3 clusters Score: Raw -211627.725241 + Penalty 1725.548702 = -209902.176539 nChanged 97 SP:Iteration 10Q (3650.461831 sec): 3 clusters Score: Raw -211690.344296 + Penalty 1725.548702 = -209964.795594 nChanged 69 SP:Iteration 11Q (3650.557960 sec): 3 clusters Score: Raw -211731.223956 + Penalty 1725.548702 = -210005.675254 nChanged 61 SP:Iteration 12Q (3650.645102 sec): 3 clusters Score: Raw -211764.005364 + Penalty 1725.548702 = -210038.456662 nChanged 49 SP:Iteration 13Q (3650.742575 sec): 3 clusters Score: Raw -211790.599259 + Penalty 1725.548702 = -210065.050557 nChanged 45 SP:Iteration 14Q (3650.819666 sec): 3 clusters Score: Raw -211810.288695 + Penalty 1725.548702 = -210084.739993 nChanged 39 SP:Iteration 15Q (3650.913625 sec): 3 clusters Score: Raw -211824.702467 + Penalty 1725.548702 = -210099.153765 nChanged 39 SP:Iteration 16Q (3651.004050 sec): 3 clusters Score: Raw -211843.930988 + Penalty 1725.548702 = -210118.382286 nChanged 42 SP:Iteration 17Q (3651.107281 sec): 3 clusters Score: Raw -211862.098505 + Penalty 1725.548702 = -210136.549803 nChanged 32 SP:Iteration 18Q (3651.186364 sec): 3 clusters Score: Raw -211877.076026 + Penalty 1725.548702 = -210151.527324 nChanged 22 SP:Iteration 19Q (3651.286436 sec): 3 clusters Score: Raw -211888.941108 + Penalty 1725.548702 = -210163.392406 nChanged 29 SP:Iteration 20F (3651.384950 sec): 3 clusters Score: Raw -211903.857426 + Penalty 1725.548702 = -210178.308724 nChanged 19 SP:Iteration 21Q (3651.457375 sec): 3 clusters Score: Raw -211914.693446 + Penalty 1725.548702 = -210189.144744 nChanged 20 SP:Iteration 22Q (3651.573499 sec): 3 clusters Score: Raw -211927.769850 + Penalty 1725.548702 = -210202.221148 nChanged 19 SP:Iteration 23Q (3651.689701 sec): 3 clusters Score: Raw -211941.111485 + Penalty 1725.548702 = -210215.562783 nChanged 21 SP:Iteration 24Q (3651.784793 sec): 3 clusters Score: Raw -211952.266323 + Penalty 1725.548702 = -210226.717621 nChanged 14 SP:Iteration 25Q (3651.884525 sec): 3 clusters Score: Raw -211957.298685 + Penalty 1725.548702 = -210231.749983 nChanged 10 SP:Iteration 26Q (3651.970616 sec): 3 clusters Score: Raw -211960.878247 + Penalty 1725.548702 = -210235.329545 nChanged 10 SP:Iteration 27Q (3652.056203 sec): 3 clusters Score: Raw -211965.034320 + Penalty 1725.548702 = -210239.485618 nChanged 10 SP:Iteration 28Q (3652.149760 sec): 3 clusters Score: Raw -211969.851828 + Penalty 1725.548702 = -210244.303126 nChanged 16 SP:Iteration 29Q (3652.246995 sec): 3 clusters Score: Raw -211977.843378 + Penalty 1725.548702 = -210252.294676 nChanged 9 SP:Iteration 30Q (3652.333009 sec): 3 clusters Score: Raw -211983.008891 + Penalty 1725.548702 = -210257.460189 nChanged 8 SP:Iteration 31Q (3652.407517 sec): 3 clusters Score: Raw -211985.720231 + Penalty 1725.548702 = -210260.171529 nChanged 7 SP:Iteration 32Q (3652.497099 sec): 3 clusters Score: Raw -211987.601035 + Penalty 1725.548702 = -210262.052333 nChanged 3 SP:Iteration 33Q (3652.590680 sec): 3 clusters Score: Raw -211988.347136 + Penalty 1725.548702 = -210262.798434 nChanged 5 SP:Iteration 34Q (3652.675589 sec): 3 clusters Score: Raw -211989.377507 + Penalty 1725.548702 = -210263.828805 nChanged 2 SP:Iteration 35Q (3652.744010 sec): 3 clusters Score: Raw -211990.305903 + Penalty 1725.548702 = -210264.757201 nChanged 3 SP:Iteration 36Q (3652.831746 sec): 3 clusters Score: Raw -211990.985245 + Penalty 1725.548702 = -210265.436543 nChanged 5 SP:Iteration 37Q (3652.920844 sec): 3 clusters Score: Raw -211992.154468 + Penalty 1725.548702 = -210266.605766 nChanged 5 SP:Iteration 38Q (3653.010846 sec): 3 clusters Score: Raw -211993.370785 + Penalty 1725.548702 = -210267.822083 nChanged 3 SP:Iteration 39Q (3653.088759 sec): 3 clusters Score: Raw -211994.034984 + Penalty 1725.548702 = -210268.486282 nChanged 1 SP:Iteration 40F (3653.175405 sec): 3 clusters Score: Raw -211994.181434 + Penalty 1725.548702 = -210268.632732 nChanged 2 SP:Iteration 41Q (3653.258789 sec): 3 clusters Score: Raw -211994.637699 + Penalty 1725.548702 = -210269.088997 nChanged 4 SP:Iteration 42Q (3653.346913 sec): 3 clusters Score: Raw -211995.460234 + Penalty 1725.548702 = -210269.911532 nChanged 4 SP:Iteration 43Q (3653.431453 sec): 3 clusters Score: Raw -211996.467884 + Penalty 1725.548702 = -210270.919182 nChanged 4 SP:Iteration 44Q (3653.509096 sec): 3 clusters Score: Raw -211997.230677 + Penalty 1725.548702 = -210271.681975 nChanged 2 SP:Iteration 45Q (3653.614868 sec): 3 clusters Score: Raw -211997.649009 + Penalty 1725.548702 = -210272.100307 nChanged 1 SP:Iteration 46Q (3653.692498 sec): 3 clusters Score: Raw -211997.797589 + Penalty 1725.548702 = -210272.248887 nChanged 2 SP:Iteration 47Q (3653.780828 sec): 3 clusters Score: Raw -211998.204635 + Penalty 1725.548702 = -210272.655933 nChanged 2 SP:Iteration 48Q (3653.852876 sec): 3 clusters Score: Raw -211998.695298 + Penalty 1725.548702 = -210273.146596 nChanged 0 SP:Iteration 49F (3653.944733 sec): 3 clusters Score: Raw -211998.695298 + Penalty 1725.548702 = -210273.146596 nChanged 0 Trying to split cluster 7 (2868 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3653.987733 sec): 2 clusters Score: Raw -165335.758743 + Penalty 835.943871 = -164499.814872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3654.078986 sec): 3 clusters Score: Raw -163858.615722 + Penalty 1671.887742 = -162186.727980 nChanged 1160 SP:Iteration 1F (3654.161108 sec): 3 clusters Score: Raw -164599.499296 + Penalty 1671.887742 = -162927.611554 nChanged 271 SP:Iteration 2F (3654.250689 sec): 3 clusters Score: Raw -164813.749788 + Penalty 1671.887742 = -163141.862046 nChanged 208 SP:Iteration 3F (3654.331461 sec): 3 clusters Score: Raw -164969.299845 + Penalty 1671.887742 = -163297.412102 nChanged 160 SP:Iteration 4F (3654.411633 sec): 3 clusters Score: Raw -165070.856377 + Penalty 1671.887742 = -163398.968635 nChanged 104 SP:Iteration 5Q (3654.505630 sec): 3 clusters Score: Raw -165141.636580 + Penalty 1671.887742 = -163469.748838 nChanged 82 SP:Iteration 6Q (3654.582413 sec): 3 clusters Score: Raw -165193.688457 + Penalty 1671.887742 = -163521.800715 nChanged 70 SP:Iteration 7Q (3654.679010 sec): 3 clusters Score: Raw -165225.175422 + Penalty 1671.887742 = -163553.287680 nChanged 48 SP:Iteration 8Q (3654.768590 sec): 3 clusters Score: Raw -165249.327916 + Penalty 1671.887742 = -163577.440174 nChanged 39 SP:Iteration 9Q (3654.863773 sec): 3 clusters Score: Raw -165274.350003 + Penalty 1671.887742 = -163602.462261 nChanged 38 SP:Iteration 10Q (3654.962205 sec): 3 clusters Score: Raw -165294.305496 + Penalty 1671.887742 = -163622.417753 nChanged 31 SP:Iteration 11Q (3655.064902 sec): 3 clusters Score: Raw -165306.980207 + Penalty 1671.887742 = -163635.092465 nChanged 29 SP:Iteration 12Q (3655.186448 sec): 3 clusters Score: Raw -165321.853138 + Penalty 1671.887742 = -163649.965396 nChanged 32 SP:Iteration 13Q (3655.274890 sec): 3 clusters Score: Raw -165346.752284 + Penalty 1671.887742 = -163674.864541 nChanged 31 SP:Iteration 14Q (3655.366440 sec): 3 clusters Score: Raw -165368.729592 + Penalty 1671.887742 = -163696.841850 nChanged 34 SP:Iteration 15Q (3655.470308 sec): 3 clusters Score: Raw -165392.996236 + Penalty 1671.887742 = -163721.108494 nChanged 24 SP:Iteration 16Q (3655.560358 sec): 3 clusters Score: Raw -165413.521948 + Penalty 1671.887742 = -163741.634205 nChanged 19 SP:Iteration 17Q (3655.651157 sec): 3 clusters Score: Raw -165423.675096 + Penalty 1671.887742 = -163751.787354 nChanged 16 SP:Iteration 18Q (3655.747516 sec): 3 clusters Score: Raw -165431.369506 + Penalty 1671.887742 = -163759.481763 nChanged 11 SP:Iteration 19Q (3655.851916 sec): 3 clusters Score: Raw -165437.547524 + Penalty 1671.887742 = -163765.659782 nChanged 13 SP:Iteration 20F (3655.971329 sec): 3 clusters Score: Raw -165441.404214 + Penalty 1671.887742 = -163769.516472 nChanged 5 SP:Iteration 21Q (3656.072146 sec): 3 clusters Score: Raw -165443.177129 + Penalty 1671.887742 = -163771.289386 nChanged 8 SP:Iteration 22Q (3656.153572 sec): 3 clusters Score: Raw -165445.241321 + Penalty 1671.887742 = -163773.353579 nChanged 7 SP:Iteration 23Q (3656.251709 sec): 3 clusters Score: Raw -165446.608704 + Penalty 1671.887742 = -163774.720961 nChanged 1 SP:Iteration 24Q (3656.353514 sec): 3 clusters Score: Raw -165446.923891 + Penalty 1671.887742 = -163775.036149 nChanged 0 SP:Iteration 25F (3656.428222 sec): 3 clusters Score: Raw -165446.923891 + Penalty 1671.887742 = -163775.036149 nChanged 0 Trying to split cluster 8 (1059 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3656.473023 sec): 2 clusters Score: Raw -50848.632020 + Penalty 731.333436 = -50117.298584 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3656.556574 sec): 3 clusters Score: Raw -50461.086875 + Penalty 1462.666873 = -48998.420002 nChanged 366 SP:Iteration 1F (3656.661384 sec): 3 clusters Score: Raw -50861.887511 + Penalty 1462.666873 = -49399.220638 nChanged 122 SP:Iteration 2F (3656.734011 sec): 3 clusters Score: Raw -51066.690250 + Penalty 1462.666873 = -49604.023378 nChanged 70 SP:Iteration 3F (3656.818936 sec): 3 clusters Score: Raw -51191.397151 + Penalty 1462.666873 = -49728.730279 nChanged 67 SP:Iteration 4F (3656.906771 sec): 3 clusters Score: Raw -51289.297509 + Penalty 1462.666873 = -49826.630636 nChanged 49 SP:Iteration 5Q (3656.999922 sec): 3 clusters Score: Raw -51343.921997 + Penalty 1462.666873 = -49881.255124 nChanged 32 SP:Iteration 6Q (3657.115145 sec): 3 clusters Score: Raw -51387.241543 + Penalty 1462.666873 = -49924.574670 nChanged 27 SP:Iteration 7Q (3657.206552 sec): 3 clusters Score: Raw -51434.642305 + Penalty 1462.666873 = -49971.975432 nChanged 28 SP:Iteration 8Q (3657.270905 sec): 3 clusters Score: Raw -51495.891139 + Penalty 1462.666873 = -50033.224267 nChanged 23 SP:Iteration 9Q (3657.363281 sec): 3 clusters Score: Raw -51529.371249 + Penalty 1462.666873 = -50066.704376 nChanged 12 SP:Iteration 10Q (3657.453658 sec): 3 clusters Score: Raw -51553.971730 + Penalty 1462.666873 = -50091.304858 nChanged 10 SP:Iteration 11Q (3657.535314 sec): 3 clusters Score: Raw -51570.144920 + Penalty 1462.666873 = -50107.478047 nChanged 8 SP:Iteration 12Q (3657.600031 sec): 3 clusters Score: Raw -51581.983818 + Penalty 1462.666873 = -50119.316945 nChanged 5 SP:Iteration 13Q (3657.701519 sec): 3 clusters Score: Raw -51589.261836 + Penalty 1462.666873 = -50126.594963 nChanged 3 SP:Iteration 14Q (3657.765614 sec): 3 clusters Score: Raw -51597.572215 + Penalty 1462.666873 = -50134.905342 nChanged 3 SP:Iteration 15Q (3657.852984 sec): 3 clusters Score: Raw -51601.830493 + Penalty 1462.666873 = -50139.163620 nChanged 1 SP:Iteration 16Q (3657.954411 sec): 3 clusters Score: Raw -51607.196111 + Penalty 1462.666873 = -50144.529239 nChanged 0 SP:Iteration 17F (3658.017136 sec): 3 clusters Score: Raw -51607.196111 + Penalty 1462.666873 = -50144.529239 nChanged 0 Score: Raw -4230628.765379 + Penalty 27202.534966 = -4203426.230413 Splitting cluster 8 changes total score from -4203850.385233 to -4203426.230413 So it's not getting split. Trying to split cluster 9 (5173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3659.862839 sec): 2 clusters Score: Raw -263268.858321 + Penalty 897.876847 = -262370.981474 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3659.964836 sec): 3 clusters Score: Raw -260422.334643 + Penalty 1795.753695 = -258626.580948 nChanged 2215 SP:Iteration 1F (3660.047666 sec): 3 clusters Score: Raw -261902.137167 + Penalty 1795.753695 = -260106.383472 nChanged 420 SP:Iteration 2F (3660.126564 sec): 3 clusters Score: Raw -262226.865509 + Penalty 1795.753695 = -260431.111815 nChanged 353 SP:Iteration 3F (3660.227984 sec): 3 clusters Score: Raw -262475.705830 + Penalty 1795.753695 = -260679.952136 nChanged 281 SP:Iteration 4F (3660.313885 sec): 3 clusters Score: Raw -262659.653743 + Penalty 1795.753695 = -260863.900049 nChanged 265 SP:Iteration 5F (3660.400932 sec): 3 clusters Score: Raw -262825.462579 + Penalty 1795.753695 = -261029.708884 nChanged 206 SP:Iteration 6Q (3660.486342 sec): 3 clusters Score: Raw -262949.554721 + Penalty 1795.753695 = -261153.801026 nChanged 177 SP:Iteration 7Q (3660.586463 sec): 3 clusters Score: Raw -263049.880695 + Penalty 1795.753695 = -261254.127000 nChanged 148 SP:Iteration 8Q (3660.654204 sec): 3 clusters Score: Raw -263122.103185 + Penalty 1795.753695 = -261326.349490 nChanged 121 SP:Iteration 9Q (3660.745357 sec): 3 clusters Score: Raw -263180.534786 + Penalty 1795.753695 = -261384.781092 nChanged 107 SP:Iteration 10Q (3660.854518 sec): 3 clusters Score: Raw -263220.282201 + Penalty 1795.753695 = -261424.528506 nChanged 91 SP:Iteration 11Q (3660.936129 sec): 3 clusters Score: Raw -263253.346962 + Penalty 1795.753695 = -261457.593267 nChanged 71 SP:Iteration 12Q (3661.010221 sec): 3 clusters Score: Raw -263276.373944 + Penalty 1795.753695 = -261480.620249 nChanged 50 SP:Iteration 13Q (3661.100469 sec): 3 clusters Score: Raw -263294.234439 + Penalty 1795.753695 = -261498.480744 nChanged 43 SP:Iteration 14Q (3661.189731 sec): 3 clusters Score: Raw -263305.652163 + Penalty 1795.753695 = -261509.898469 nChanged 31 SP:Iteration 15Q (3661.280918 sec): 3 clusters Score: Raw -263312.683895 + Penalty 1795.753695 = -261516.930200 nChanged 31 SP:Iteration 16Q (3661.375589 sec): 3 clusters Score: Raw -263322.571470 + Penalty 1795.753695 = -261526.817775 nChanged 32 SP:Iteration 17Q (3661.461028 sec): 3 clusters Score: Raw -263331.459820 + Penalty 1795.753695 = -261535.706125 nChanged 29 SP:Iteration 18Q (3661.551991 sec): 3 clusters Score: Raw -263337.857030 + Penalty 1795.753695 = -261542.103335 nChanged 25 SP:Iteration 19Q (3661.643666 sec): 3 clusters Score: Raw -263342.305027 + Penalty 1795.753695 = -261546.551332 nChanged 20 SP:Iteration 20F (3661.732025 sec): 3 clusters Score: Raw -263346.337468 + Penalty 1795.753695 = -261550.583774 nChanged 17 SP:Iteration 21Q (3661.825393 sec): 3 clusters Score: Raw -263348.906549 + Penalty 1795.753695 = -261553.152854 nChanged 10 SP:Iteration 22Q (3661.910146 sec): 3 clusters Score: Raw -263351.049992 + Penalty 1795.753695 = -261555.296298 nChanged 10 SP:Iteration 23Q (3661.998424 sec): 3 clusters Score: Raw -263353.759116 + Penalty 1795.753695 = -261558.005421 nChanged 12 SP:Iteration 24Q (3662.095875 sec): 3 clusters Score: Raw -263356.690314 + Penalty 1795.753695 = -261560.936620 nChanged 14 SP:Iteration 25Q (3662.186407 sec): 3 clusters Score: Raw -263359.296161 + Penalty 1795.753695 = -261563.542466 nChanged 17 SP:Iteration 26Q (3662.262800 sec): 3 clusters Score: Raw -263363.844659 + Penalty 1795.753695 = -261568.090964 nChanged 22 SP:Iteration 27Q (3662.355237 sec): 3 clusters Score: Raw -263368.296286 + Penalty 1795.753695 = -261572.542591 nChanged 21 SP:Iteration 28Q (3662.444078 sec): 3 clusters Score: Raw -263372.296043 + Penalty 1795.753695 = -261576.542349 nChanged 17 SP:Iteration 29Q (3662.529331 sec): 3 clusters Score: Raw -263378.376726 + Penalty 1795.753695 = -261582.623031 nChanged 27 SP:Iteration 30Q (3662.614610 sec): 3 clusters Score: Raw -263386.033505 + Penalty 1795.753695 = -261590.279810 nChanged 25 SP:Iteration 31Q (3662.707207 sec): 3 clusters Score: Raw -263391.542299 + Penalty 1795.753695 = -261595.788604 nChanged 26 SP:Iteration 32Q (3662.814393 sec): 3 clusters Score: Raw -263398.186032 + Penalty 1795.753695 = -261602.432337 nChanged 25 SP:Iteration 33Q (3662.890235 sec): 3 clusters Score: Raw -263403.955232 + Penalty 1795.753695 = -261608.201538 nChanged 22 SP:Iteration 34Q (3662.974476 sec): 3 clusters Score: Raw -263408.630272 + Penalty 1795.753695 = -261612.876577 nChanged 25 SP:Iteration 35Q (3663.083957 sec): 3 clusters Score: Raw -263414.471977 + Penalty 1795.753695 = -261618.718282 nChanged 23 SP:Iteration 36Q (3663.155134 sec): 3 clusters Score: Raw -263419.334960 + Penalty 1795.753695 = -261623.581265 nChanged 20 SP:Iteration 37Q (3663.247682 sec): 3 clusters Score: Raw -263423.846508 + Penalty 1795.753695 = -261628.092813 nChanged 20 SP:Iteration 38Q (3663.339788 sec): 3 clusters Score: Raw -263429.331568 + Penalty 1795.753695 = -261633.577873 nChanged 15 SP:Iteration 39Q (3663.433266 sec): 3 clusters Score: Raw -263431.927093 + Penalty 1795.753695 = -261636.173399 nChanged 10 SP:Iteration 40F (3663.521655 sec): 3 clusters Score: Raw -263433.060479 + Penalty 1795.753695 = -261637.306785 nChanged 11 SP:Iteration 41Q (3663.615554 sec): 3 clusters Score: Raw -263435.193987 + Penalty 1795.753695 = -261639.440292 nChanged 12 SP:Iteration 42Q (3663.715216 sec): 3 clusters Score: Raw -263436.539562 + Penalty 1795.753695 = -261640.785867 nChanged 7 SP:Iteration 43Q (3663.795609 sec): 3 clusters Score: Raw -263438.045470 + Penalty 1795.753695 = -261642.291775 nChanged 6 SP:Iteration 44Q (3663.883769 sec): 3 clusters Score: Raw -263439.355868 + Penalty 1795.753695 = -261643.602173 nChanged 7 SP:Iteration 45Q (3663.976993 sec): 3 clusters Score: Raw -263441.287193 + Penalty 1795.753695 = -261645.533498 nChanged 6 SP:Iteration 46Q (3664.053001 sec): 3 clusters Score: Raw -263442.060524 + Penalty 1795.753695 = -261646.306829 nChanged 3 SP:Iteration 47Q (3664.150062 sec): 3 clusters Score: Raw -263442.432980 + Penalty 1795.753695 = -261646.679285 nChanged 3 SP:Iteration 48Q (3664.234651 sec): 3 clusters Score: Raw -263442.723099 + Penalty 1795.753695 = -261646.969404 nChanged 0 SP:Iteration 49F (3664.323835 sec): 3 clusters Score: Raw -263442.723099 + Penalty 1795.753695 = -261646.969404 nChanged 0 Trying to split cluster 10 (3272 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3664.379695 sec): 2 clusters Score: Raw -192530.745941 + Penalty 849.781453 = -191680.964487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3664.463978 sec): 3 clusters Score: Raw -190833.215786 + Penalty 1699.562907 = -189133.652880 nChanged 1305 SP:Iteration 1F (3664.542684 sec): 3 clusters Score: Raw -191588.282273 + Penalty 1699.562907 = -189888.719367 nChanged 244 SP:Iteration 2F (3664.644099 sec): 3 clusters Score: Raw -191726.367223 + Penalty 1699.562907 = -190026.804316 nChanged 169 SP:Iteration 3F (3664.729115 sec): 3 clusters Score: Raw -191817.923611 + Penalty 1699.562907 = -190118.360704 nChanged 157 SP:Iteration 4Q (3664.799302 sec): 3 clusters Score: Raw -191916.058170 + Penalty 1699.562907 = -190216.495264 nChanged 143 SP:Iteration 5Q (3664.897287 sec): 3 clusters Score: Raw -191999.065593 + Penalty 1699.562907 = -190299.502687 nChanged 143 SP:Iteration 6Q (3664.969796 sec): 3 clusters Score: Raw -192083.660012 + Penalty 1699.562907 = -190384.097105 nChanged 110 SP:Iteration 7Q (3665.083076 sec): 3 clusters Score: Raw -192167.730594 + Penalty 1699.562907 = -190468.167688 nChanged 102 SP:Iteration 8Q (3665.174339 sec): 3 clusters Score: Raw -192265.166521 + Penalty 1699.562907 = -190565.603614 nChanged 98 SP:Iteration 9Q (3665.255853 sec): 3 clusters Score: Raw -192344.108610 + Penalty 1699.562907 = -190644.545704 nChanged 90 SP:Iteration 10Q (3665.370510 sec): 3 clusters Score: Raw -192414.468561 + Penalty 1699.562907 = -190714.905655 nChanged 96 SP:Iteration 11Q (3665.431564 sec): 3 clusters Score: Raw -192488.090209 + Penalty 1699.562907 = -190788.527303 nChanged 71 SP:Iteration 12Q (3665.515111 sec): 3 clusters Score: Raw -192527.635934 + Penalty 1699.562907 = -190828.073027 nChanged 55 SP:Iteration 13Q (3665.596803 sec): 3 clusters Score: Raw -192553.293032 + Penalty 1699.562907 = -190853.730126 nChanged 37 SP:Iteration 14Q (3665.693387 sec): 3 clusters Score: Raw -192575.648800 + Penalty 1699.562907 = -190876.085894 nChanged 32 SP:Iteration 15Q (3665.815733 sec): 3 clusters Score: Raw -192594.916049 + Penalty 1699.562907 = -190895.353142 nChanged 27 SP:Iteration 16Q (3665.913024 sec): 3 clusters Score: Raw -192605.268594 + Penalty 1699.562907 = -190905.705688 nChanged 19 SP:Iteration 17Q (3665.998424 sec): 3 clusters Score: Raw -192612.576078 + Penalty 1699.562907 = -190913.013172 nChanged 24 SP:Iteration 18Q (3666.111014 sec): 3 clusters Score: Raw -192621.013620 + Penalty 1699.562907 = -190921.450714 nChanged 16 SP:Iteration 19Q (3666.184038 sec): 3 clusters Score: Raw -192626.813052 + Penalty 1699.562907 = -190927.250146 nChanged 10 SP:Iteration 20F (3666.305133 sec): 3 clusters Score: Raw -192630.839625 + Penalty 1699.562907 = -190931.276719 nChanged 10 SP:Iteration 21Q (3666.379787 sec): 3 clusters Score: Raw -192634.538007 + Penalty 1699.562907 = -190934.975100 nChanged 10 SP:Iteration 22Q (3666.500463 sec): 3 clusters Score: Raw -192637.176137 + Penalty 1699.562907 = -190937.613230 nChanged 7 SP:Iteration 23Q (3666.607967 sec): 3 clusters Score: Raw -192639.234181 + Penalty 1699.562907 = -190939.671274 nChanged 4 SP:Iteration 24Q (3666.713223 sec): 3 clusters Score: Raw -192640.396709 + Penalty 1699.562907 = -190940.833803 nChanged 3 SP:Iteration 25Q (3666.807727 sec): 3 clusters Score: Raw -192641.410424 + Penalty 1699.562907 = -190941.847518 nChanged 1 SP:Iteration 26Q (3666.890287 sec): 3 clusters Score: Raw -192642.328174 + Penalty 1699.562907 = -190942.765268 nChanged 7 SP:Iteration 27Q (3666.970702 sec): 3 clusters Score: Raw -192644.605339 + Penalty 1699.562907 = -190945.042433 nChanged 5 SP:Iteration 28Q (3667.068625 sec): 3 clusters Score: Raw -192646.294464 + Penalty 1699.562907 = -190946.731558 nChanged 3 SP:Iteration 29Q (3667.166987 sec): 3 clusters Score: Raw -192646.856851 + Penalty 1699.562907 = -190947.293944 nChanged 1 SP:Iteration 30Q (3667.267216 sec): 3 clusters Score: Raw -192647.102208 + Penalty 1699.562907 = -190947.539301 nChanged 1 SP:Iteration 31Q (3667.363450 sec): 3 clusters Score: Raw -192647.320905 + Penalty 1699.562907 = -190947.757998 nChanged 2 SP:Iteration 32Q (3667.443482 sec): 3 clusters Score: Raw -192647.745515 + Penalty 1699.562907 = -190948.182608 nChanged 2 SP:Iteration 33Q (3667.529663 sec): 3 clusters Score: Raw -192648.573871 + Penalty 1699.562907 = -190949.010964 nChanged 5 SP:Iteration 34Q (3667.609420 sec): 3 clusters Score: Raw -192650.582376 + Penalty 1699.562907 = -190951.019469 nChanged 8 SP:Iteration 35Q (3667.691137 sec): 3 clusters Score: Raw -192652.845573 + Penalty 1699.562907 = -190953.282666 nChanged 10 SP:Iteration 36Q (3667.789881 sec): 3 clusters Score: Raw -192657.711235 + Penalty 1699.562907 = -190958.148328 nChanged 8 SP:Iteration 37Q (3667.858828 sec): 3 clusters Score: Raw -192661.002806 + Penalty 1699.562907 = -190961.439899 nChanged 6 SP:Iteration 38Q (3667.956770 sec): 3 clusters Score: Raw -192662.920912 + Penalty 1699.562907 = -190963.358006 nChanged 4 SP:Iteration 39Q (3668.047622 sec): 3 clusters Score: Raw -192664.044013 + Penalty 1699.562907 = -190964.481106 nChanged 6 SP:Iteration 40F (3668.125681 sec): 3 clusters Score: Raw -192665.848695 + Penalty 1699.562907 = -190966.285789 nChanged 5 SP:Iteration 41Q (3668.218616 sec): 3 clusters Score: Raw -192667.668680 + Penalty 1699.562907 = -190968.105774 nChanged 7 SP:Iteration 42Q (3668.295113 sec): 3 clusters Score: Raw -192669.681141 + Penalty 1699.562907 = -190970.118234 nChanged 3 SP:Iteration 43Q (3668.381586 sec): 3 clusters Score: Raw -192670.278673 + Penalty 1699.562907 = -190970.715766 nChanged 3 SP:Iteration 44Q (3668.477729 sec): 3 clusters Score: Raw -192670.995728 + Penalty 1699.562907 = -190971.432821 nChanged 1 SP:Iteration 45Q (3668.550534 sec): 3 clusters Score: Raw -192671.141013 + Penalty 1699.562907 = -190971.578106 nChanged 1 SP:Iteration 46Q (3668.635771 sec): 3 clusters Score: Raw -192671.465800 + Penalty 1699.562907 = -190971.902894 nChanged 3 SP:Iteration 47Q (3668.733345 sec): 3 clusters Score: Raw -192672.978265 + Penalty 1699.562907 = -190973.415359 nChanged 4 SP:Iteration 48Q (3668.824664 sec): 3 clusters Score: Raw -192674.431648 + Penalty 1699.562907 = -190974.868742 nChanged 1 SP:Iteration 49Q (3668.893247 sec): 3 clusters Score: Raw -192674.726262 + Penalty 1699.562907 = -190975.163355 nChanged 2 SP:Iteration 50Q (3668.994447 sec): 3 clusters Score: Raw -192675.209922 + Penalty 1699.562907 = -190975.647015 nChanged 1 SP:Iteration 51Q (3669.072548 sec): 3 clusters Score: Raw -192675.574999 + Penalty 1699.562907 = -190976.012092 nChanged 0 SP:Iteration 52F (3669.153928 sec): 3 clusters Score: Raw -192675.574999 + Penalty 1699.562907 = -190976.012092 nChanged 0 Trying to split cluster 11 (11877 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3669.227051 sec): 2 clusters Score: Raw -711974.204237 + Penalty 985.147699 = -710989.056538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3669.333005 sec): 3 clusters Score: Raw -704797.583299 + Penalty 1970.295398 = -702827.287901 nChanged 5393 SP:Iteration 1F (3669.412564 sec): 3 clusters Score: Raw -707815.460762 + Penalty 1970.295398 = -705845.165364 nChanged 749 SP:Iteration 2F (3669.520993 sec): 3 clusters Score: Raw -708214.647702 + Penalty 1970.295398 = -706244.352304 nChanged 738 SP:Iteration 3F (3669.607488 sec): 3 clusters Score: Raw -708637.549476 + Penalty 1970.295398 = -706667.254079 nChanged 720 SP:Iteration 4F (3669.712292 sec): 3 clusters Score: Raw -709068.307899 + Penalty 1970.295398 = -707098.012501 nChanged 693 SP:Iteration 5F (3669.798729 sec): 3 clusters Score: Raw -709486.391723 + Penalty 1970.295398 = -707516.096326 nChanged 605 SP:Iteration 6F (3669.889457 sec): 3 clusters Score: Raw -709808.090849 + Penalty 1970.295398 = -707837.795451 nChanged 546 SP:Iteration 7Q (3670.000405 sec): 3 clusters Score: Raw -710069.906230 + Penalty 1970.295398 = -708099.610833 nChanged 432 SP:Iteration 8Q (3670.084264 sec): 3 clusters Score: Raw -710259.187217 + Penalty 1970.295398 = -708288.891820 nChanged 403 SP:Iteration 9Q (3670.192993 sec): 3 clusters Score: Raw -710430.346463 + Penalty 1970.295398 = -708460.051065 nChanged 336 SP:Iteration 10Q (3670.291782 sec): 3 clusters Score: Raw -710592.969526 + Penalty 1970.295398 = -708622.674129 nChanged 333 SP:Iteration 11Q (3670.380166 sec): 3 clusters Score: Raw -710743.841186 + Penalty 1970.295398 = -708773.545788 nChanged 303 SP:Iteration 12Q (3670.482043 sec): 3 clusters Score: Raw -710872.652451 + Penalty 1970.295398 = -708902.357053 nChanged 280 SP:Iteration 13Q (3670.575925 sec): 3 clusters Score: Raw -710970.613460 + Penalty 1970.295398 = -709000.318062 nChanged 238 SP:Iteration 14Q (3670.659255 sec): 3 clusters Score: Raw -711045.601519 + Penalty 1970.295398 = -709075.306122 nChanged 210 SP:Iteration 15Q (3670.772086 sec): 3 clusters Score: Raw -711105.644991 + Penalty 1970.295398 = -709135.349593 nChanged 201 SP:Iteration 16Q (3670.849243 sec): 3 clusters Score: Raw -711167.859133 + Penalty 1970.295398 = -709197.563736 nChanged 214 SP:Iteration 17Q (3670.948062 sec): 3 clusters Score: Raw -711246.609684 + Penalty 1970.295398 = -709276.314286 nChanged 220 SP:Iteration 18Q (3671.051917 sec): 3 clusters Score: Raw -711331.907732 + Penalty 1970.295398 = -709361.612334 nChanged 226 SP:Iteration 19Q (3671.157802 sec): 3 clusters Score: Raw -711417.360645 + Penalty 1970.295398 = -709447.065248 nChanged 217 SP:Iteration 20F (3671.250707 sec): 3 clusters Score: Raw -711492.704953 + Penalty 1970.295398 = -709522.409556 nChanged 208 SP:Iteration 21Q (3671.359018 sec): 3 clusters Score: Raw -711569.117353 + Penalty 1970.295398 = -709598.821956 nChanged 195 SP:Iteration 22Q (3671.459490 sec): 3 clusters Score: Raw -711637.168137 + Penalty 1970.295398 = -709666.872739 nChanged 169 SP:Iteration 23Q (3671.543530 sec): 3 clusters Score: Raw -711696.999245 + Penalty 1970.295398 = -709726.703847 nChanged 157 SP:Iteration 24Q (3671.653791 sec): 3 clusters Score: Raw -711756.199865 + Penalty 1970.295398 = -709785.904468 nChanged 156 SP:Iteration 25Q (3671.754577 sec): 3 clusters Score: Raw -711823.592606 + Penalty 1970.295398 = -709853.297209 nChanged 141 SP:Iteration 26Q (3671.851934 sec): 3 clusters Score: Raw -711873.774623 + Penalty 1970.295398 = -709903.479226 nChanged 125 SP:Iteration 27Q (3671.961084 sec): 3 clusters Score: Raw -711922.883754 + Penalty 1970.295398 = -709952.588356 nChanged 116 SP:Iteration 28Q (3672.067991 sec): 3 clusters Score: Raw -711967.828470 + Penalty 1970.295398 = -709997.533072 nChanged 110 SP:Iteration 29Q (3672.171415 sec): 3 clusters Score: Raw -712005.919420 + Penalty 1970.295398 = -710035.624022 nChanged 88 SP:Iteration 30Q (3672.309617 sec): 3 clusters Score: Raw -712037.344878 + Penalty 1970.295398 = -710067.049480 nChanged 80 SP:Iteration 31Q (3672.410191 sec): 3 clusters Score: Raw -712068.166197 + Penalty 1970.295398 = -710097.870800 nChanged 70 SP:Iteration 32Q (3672.540924 sec): 3 clusters Score: Raw -712090.521879 + Penalty 1970.295398 = -710120.226481 nChanged 53 SP:Iteration 33Q (3672.644304 sec): 3 clusters Score: Raw -712106.765672 + Penalty 1970.295398 = -710136.470275 nChanged 32 SP:Iteration 34Q (3672.756479 sec): 3 clusters Score: Raw -712117.243971 + Penalty 1970.295398 = -710146.948573 nChanged 41 SP:Iteration 35Q (3672.856729 sec): 3 clusters Score: Raw -712130.306029 + Penalty 1970.295398 = -710160.010631 nChanged 42 SP:Iteration 36Q (3672.956392 sec): 3 clusters Score: Raw -712142.294309 + Penalty 1970.295398 = -710171.998911 nChanged 31 SP:Iteration 37Q (3673.080699 sec): 3 clusters Score: Raw -712149.997012 + Penalty 1970.295398 = -710179.701615 nChanged 18 SP:Iteration 38Q (3673.160465 sec): 3 clusters Score: Raw -712153.860482 + Penalty 1970.295398 = -710183.565085 nChanged 14 SP:Iteration 39Q (3673.290708 sec): 3 clusters Score: Raw -712157.112602 + Penalty 1970.295398 = -710186.817205 nChanged 18 SP:Iteration 40F (3673.389024 sec): 3 clusters Score: Raw -712161.381991 + Penalty 1970.295398 = -710191.086594 nChanged 12 SP:Iteration 41Q (3673.480141 sec): 3 clusters Score: Raw -712164.309214 + Penalty 1970.295398 = -710194.013816 nChanged 9 SP:Iteration 42Q (3673.571782 sec): 3 clusters Score: Raw -712166.216273 + Penalty 1970.295398 = -710195.920876 nChanged 8 SP:Iteration 43Q (3673.664712 sec): 3 clusters Score: Raw -712168.074381 + Penalty 1970.295398 = -710197.778983 nChanged 10 SP:Iteration 44Q (3673.751542 sec): 3 clusters Score: Raw -712170.842190 + Penalty 1970.295398 = -710200.546792 nChanged 7 SP:Iteration 45Q (3673.860953 sec): 3 clusters Score: Raw -712172.383150 + Penalty 1970.295398 = -710202.087752 nChanged 9 SP:Iteration 46Q (3673.952724 sec): 3 clusters Score: Raw -712174.814762 + Penalty 1970.295398 = -710204.519364 nChanged 13 SP:Iteration 47Q (3674.049996 sec): 3 clusters Score: Raw -712177.409936 + Penalty 1970.295398 = -710207.114539 nChanged 6 SP:Iteration 48Q (3674.142487 sec): 3 clusters Score: Raw -712178.242720 + Penalty 1970.295398 = -710207.947322 nChanged 6 SP:Iteration 49Q (3674.237767 sec): 3 clusters Score: Raw -712179.444531 + Penalty 1970.295398 = -710209.149133 nChanged 7 SP:Iteration 50Q (3674.315750 sec): 3 clusters Score: Raw -712181.577362 + Penalty 1970.295398 = -710211.281964 nChanged 7 SP:Iteration 51Q (3674.414733 sec): 3 clusters Score: Raw -712183.960682 + Penalty 1970.295398 = -710213.665284 nChanged 8 SP:Iteration 52Q (3674.507008 sec): 3 clusters Score: Raw -712185.911371 + Penalty 1970.295398 = -710215.615973 nChanged 7 SP:Iteration 53Q (3674.595136 sec): 3 clusters Score: Raw -712187.527338 + Penalty 1970.295398 = -710217.231941 nChanged 7 SP:Iteration 54Q (3674.695215 sec): 3 clusters Score: Raw -712189.417283 + Penalty 1970.295398 = -710219.121885 nChanged 4 SP:Iteration 55Q (3674.780520 sec): 3 clusters Score: Raw -712190.252954 + Penalty 1970.295398 = -710219.957557 nChanged 6 SP:Iteration 56Q (3674.865084 sec): 3 clusters Score: Raw -712192.140322 + Penalty 1970.295398 = -710221.844924 nChanged 6 SP:Iteration 57Q (3674.964711 sec): 3 clusters Score: Raw -712193.290081 + Penalty 1970.295398 = -710222.994683 nChanged 6 SP:Iteration 58Q (3675.047658 sec): 3 clusters Score: Raw -712196.057545 + Penalty 1970.295398 = -710225.762147 nChanged 10 SP:Iteration 59Q (3675.144776 sec): 3 clusters Score: Raw -712198.621426 + Penalty 1970.295398 = -710228.326028 nChanged 5 SP:Iteration 60F (3675.254521 sec): 3 clusters Score: Raw -712199.982525 + Penalty 1970.295398 = -710229.687127 nChanged 2 SP:Iteration 61Q (3675.335567 sec): 3 clusters Score: Raw -712200.460459 + Penalty 1970.295398 = -710230.165061 nChanged 0 SP:Iteration 62F (3675.432137 sec): 3 clusters Score: Raw -712200.460459 + Penalty 1970.295398 = -710230.165061 nChanged 0 Trying to split cluster 12 (1161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3675.494491 sec): 2 clusters Score: Raw -53406.727095 + Penalty 740.988883 = -52665.738212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3675.567598 sec): 3 clusters Score: Raw -52946.212998 + Penalty 1481.977766 = -51464.235232 nChanged 408 SP:Iteration 1F (3675.641767 sec): 3 clusters Score: Raw -53290.379777 + Penalty 1481.977766 = -51808.402011 nChanged 102 SP:Iteration 2F (3675.724518 sec): 3 clusters Score: Raw -53390.079499 + Penalty 1481.977766 = -51908.101733 nChanged 65 SP:Iteration 3F (3675.822407 sec): 3 clusters Score: Raw -53443.917181 + Penalty 1481.977766 = -51961.939415 nChanged 43 SP:Iteration 4Q (3675.905239 sec): 3 clusters Score: Raw -53481.455975 + Penalty 1481.977766 = -51999.478209 nChanged 32 SP:Iteration 5Q (3675.995674 sec): 3 clusters Score: Raw -53512.520529 + Penalty 1481.977766 = -52030.542763 nChanged 25 SP:Iteration 6Q (3676.065700 sec): 3 clusters Score: Raw -53530.561460 + Penalty 1481.977766 = -52048.583694 nChanged 23 SP:Iteration 7Q (3676.147189 sec): 3 clusters Score: Raw -53546.290952 + Penalty 1481.977766 = -52064.313186 nChanged 13 SP:Iteration 8Q (3676.230854 sec): 3 clusters Score: Raw -53556.412618 + Penalty 1481.977766 = -52074.434852 nChanged 13 SP:Iteration 9Q (3676.307476 sec): 3 clusters Score: Raw -53570.247940 + Penalty 1481.977766 = -52088.270174 nChanged 14 SP:Iteration 10Q (3676.392167 sec): 3 clusters Score: Raw -53578.804716 + Penalty 1481.977766 = -52096.826950 nChanged 12 SP:Iteration 11Q (3676.481211 sec): 3 clusters Score: Raw -53585.052279 + Penalty 1481.977766 = -52103.074513 nChanged 6 SP:Iteration 12Q (3676.557510 sec): 3 clusters Score: Raw -53589.696957 + Penalty 1481.977766 = -52107.719191 nChanged 4 SP:Iteration 13Q (3676.636832 sec): 3 clusters Score: Raw -53591.483534 + Penalty 1481.977766 = -52109.505768 nChanged 2 SP:Iteration 14Q (3676.720203 sec): 3 clusters Score: Raw -53592.166881 + Penalty 1481.977766 = -52110.189115 nChanged 4 SP:Iteration 15Q (3676.808924 sec): 3 clusters Score: Raw -53595.627081 + Penalty 1481.977766 = -52113.649315 nChanged 8 SP:Iteration 16Q (3676.878682 sec): 3 clusters Score: Raw -53602.215350 + Penalty 1481.977766 = -52120.237584 nChanged 9 SP:Iteration 17Q (3676.976331 sec): 3 clusters Score: Raw -53608.604663 + Penalty 1481.977766 = -52126.626897 nChanged 10 SP:Iteration 18Q (3677.057504 sec): 3 clusters Score: Raw -53616.513841 + Penalty 1481.977766 = -52134.536075 nChanged 4 SP:Iteration 19Q (3677.131813 sec): 3 clusters Score: Raw -53617.867191 + Penalty 1481.977766 = -52135.889425 nChanged 3 SP:Iteration 20F (3677.215143 sec): 3 clusters Score: Raw -53618.467821 + Penalty 1481.977766 = -52136.490055 nChanged 0 Trying to split cluster 13 (994 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3677.259642 sec): 2 clusters Score: Raw -42930.439573 + Penalty 724.682407 = -42205.757166 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3677.333144 sec): 3 clusters Score: Raw -42599.449348 + Penalty 1449.364813 = -41150.084534 nChanged 317 SP:Iteration 1F (3677.434641 sec): 3 clusters Score: Raw -42867.113487 + Penalty 1449.364813 = -41417.748674 nChanged 98 SP:Iteration 2F (3677.521244 sec): 3 clusters Score: Raw -42987.712687 + Penalty 1449.364813 = -41538.347874 nChanged 91 SP:Iteration 3F (3677.634397 sec): 3 clusters Score: Raw -43121.178740 + Penalty 1449.364813 = -41671.813926 nChanged 59 SP:Iteration 4F (3677.713619 sec): 3 clusters Score: Raw -43209.040020 + Penalty 1449.364813 = -41759.675207 nChanged 39 SP:Iteration 5Q (3677.803863 sec): 3 clusters Score: Raw -43263.259771 + Penalty 1449.364813 = -41813.894957 nChanged 21 SP:Iteration 6Q (3677.905650 sec): 3 clusters Score: Raw -43292.947280 + Penalty 1449.364813 = -41843.582467 nChanged 18 SP:Iteration 7Q (3678.011585 sec): 3 clusters Score: Raw -43306.839062 + Penalty 1449.364813 = -41857.474249 nChanged 6 SP:Iteration 8Q (3678.099744 sec): 3 clusters Score: Raw -43313.773369 + Penalty 1449.364813 = -41864.408555 nChanged 8 SP:Iteration 9Q (3678.184281 sec): 3 clusters Score: Raw -43322.668194 + Penalty 1449.364813 = -41873.303380 nChanged 9 SP:Iteration 10Q (3678.260957 sec): 3 clusters Score: Raw -43330.290069 + Penalty 1449.364813 = -41880.925255 nChanged 5 SP:Iteration 11Q (3678.382326 sec): 3 clusters Score: Raw -43334.631907 + Penalty 1449.364813 = -41885.267094 nChanged 4 SP:Iteration 12Q (3678.467836 sec): 3 clusters Score: Raw -43338.171970 + Penalty 1449.364813 = -41888.807156 nChanged 6 SP:Iteration 13Q (3678.576130 sec): 3 clusters Score: Raw -43345.567316 + Penalty 1449.364813 = -41896.202502 nChanged 10 SP:Iteration 14Q (3678.663066 sec): 3 clusters Score: Raw -43356.093548 + Penalty 1449.364813 = -41906.728735 nChanged 7 SP:Iteration 15Q (3678.744329 sec): 3 clusters Score: Raw -43367.027331 + Penalty 1449.364813 = -41917.662518 nChanged 11 SP:Iteration 16Q (3678.842547 sec): 3 clusters Score: Raw -43379.695910 + Penalty 1449.364813 = -41930.331097 nChanged 11 SP:Iteration 17Q (3678.956480 sec): 3 clusters Score: Raw -43393.730167 + Penalty 1449.364813 = -41944.365353 nChanged 7 SP:Iteration 18Q (3679.040839 sec): 3 clusters Score: Raw -43398.983745 + Penalty 1449.364813 = -41949.618932 nChanged 3 SP:Iteration 19Q (3679.112552 sec): 3 clusters Score: Raw -43401.142677 + Penalty 1449.364813 = -41951.777863 nChanged 4 SP:Iteration 20F (3679.214876 sec): 3 clusters Score: Raw -43402.997395 + Penalty 1449.364813 = -41953.632582 nChanged 2 SP:Iteration 21Q (3679.327959 sec): 3 clusters Score: Raw -43403.736054 + Penalty 1449.364813 = -41954.371240 nChanged 1 SP:Iteration 22Q (3679.438716 sec): 3 clusters Score: Raw -43403.956100 + Penalty 1449.364813 = -41954.591287 nChanged 0 SP:Iteration 23F (3679.505306 sec): 3 clusters Score: Raw -43403.956100 + Penalty 1449.364813 = -41954.591287 nChanged 0 Trying to split cluster 14 (1772 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3679.549849 sec): 2 clusters Score: Raw -100174.118535 + Penalty 785.385734 = -99388.732801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3679.628841 sec): 3 clusters Score: Raw -99298.401517 + Penalty 1570.771468 = -97727.630049 nChanged 715 SP:Iteration 1F (3679.726100 sec): 3 clusters Score: Raw -99755.688202 + Penalty 1570.771468 = -98184.916735 nChanged 166 SP:Iteration 2F (3679.791000 sec): 3 clusters Score: Raw -99893.845360 + Penalty 1570.771468 = -98323.073892 nChanged 122 SP:Iteration 3F (3679.878016 sec): 3 clusters Score: Raw -99984.073703 + Penalty 1570.771468 = -98413.302236 nChanged 83 SP:Iteration 4Q (3679.945738 sec): 3 clusters Score: Raw -100051.826015 + Penalty 1570.771468 = -98481.054547 nChanged 73 SP:Iteration 5Q (3680.033999 sec): 3 clusters Score: Raw -100120.249671 + Penalty 1570.771468 = -98549.478204 nChanged 63 SP:Iteration 6Q (3680.110476 sec): 3 clusters Score: Raw -100175.160945 + Penalty 1570.771468 = -98604.389477 nChanged 63 SP:Iteration 7Q (3680.212251 sec): 3 clusters Score: Raw -100238.258729 + Penalty 1570.771468 = -98667.487261 nChanged 62 SP:Iteration 8Q (3680.280954 sec): 3 clusters Score: Raw -100280.453075 + Penalty 1570.771468 = -98709.681607 nChanged 39 SP:Iteration 9Q (3680.377465 sec): 3 clusters Score: Raw -100309.355752 + Penalty 1570.771468 = -98738.584285 nChanged 37 SP:Iteration 10Q (3680.464742 sec): 3 clusters Score: Raw -100329.108278 + Penalty 1570.771468 = -98758.336810 nChanged 30 SP:Iteration 11Q (3680.548419 sec): 3 clusters Score: Raw -100348.717498 + Penalty 1570.771468 = -98777.946031 nChanged 24 SP:Iteration 12Q (3680.623525 sec): 3 clusters Score: Raw -100363.950424 + Penalty 1570.771468 = -98793.178957 nChanged 16 SP:Iteration 13Q (3680.705564 sec): 3 clusters Score: Raw -100372.845782 + Penalty 1570.771468 = -98802.074314 nChanged 20 SP:Iteration 14Q (3680.780641 sec): 3 clusters Score: Raw -100384.902486 + Penalty 1570.771468 = -98814.131018 nChanged 19 SP:Iteration 15Q (3680.865133 sec): 3 clusters Score: Raw -100391.727155 + Penalty 1570.771468 = -98820.955688 nChanged 8 SP:Iteration 16Q (3680.949475 sec): 3 clusters Score: Raw -100395.532644 + Penalty 1570.771468 = -98824.761176 nChanged 6 SP:Iteration 17Q (3681.041975 sec): 3 clusters Score: Raw -100398.351323 + Penalty 1570.771468 = -98827.579856 nChanged 8 SP:Iteration 18Q (3681.122377 sec): 3 clusters Score: Raw -100401.179695 + Penalty 1570.771468 = -98830.408228 nChanged 5 SP:Iteration 19Q (3681.205182 sec): 3 clusters Score: Raw -100402.871143 + Penalty 1570.771468 = -98832.099676 nChanged 3 SP:Iteration 20F (3681.289865 sec): 3 clusters Score: Raw -100404.348877 + Penalty 1570.771468 = -98833.577410 nChanged 3 SP:Iteration 21Q (3681.370787 sec): 3 clusters Score: Raw -100406.227417 + Penalty 1570.771468 = -98835.455949 nChanged 4 SP:Iteration 22Q (3681.439767 sec): 3 clusters Score: Raw -100407.835458 + Penalty 1570.771468 = -98837.063991 nChanged 2 SP:Iteration 23Q (3681.535251 sec): 3 clusters Score: Raw -100408.367083 + Penalty 1570.771468 = -98837.595616 nChanged 3 SP:Iteration 24Q (3681.617325 sec): 3 clusters Score: Raw -100410.582413 + Penalty 1570.771468 = -98839.810946 nChanged 1 SP:Iteration 25Q (3681.702433 sec): 3 clusters Score: Raw -100410.779471 + Penalty 1570.771468 = -98840.008004 nChanged 1 SP:Iteration 26Q (3681.783491 sec): 3 clusters Score: Raw -100411.026133 + Penalty 1570.771468 = -98840.254666 nChanged 0 SP:Iteration 27F (3681.869548 sec): 3 clusters Score: Raw -100411.026133 + Penalty 1570.771468 = -98840.254666 nChanged 0 Trying to split cluster 15 (1570 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3681.896360 sec): 2 clusters Score: Raw -92052.917362 + Penalty 772.677244 = -91280.240118 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3681.981337 sec): 3 clusters Score: Raw -91346.525345 + Penalty 1545.354489 = -89801.170857 nChanged 586 SP:Iteration 1F (3682.074933 sec): 3 clusters Score: Raw -91760.312305 + Penalty 1545.354489 = -90214.957816 nChanged 134 SP:Iteration 2F (3682.131719 sec): 3 clusters Score: Raw -91895.994868 + Penalty 1545.354489 = -90350.640380 nChanged 110 SP:Iteration 3F (3682.223469 sec): 3 clusters Score: Raw -92011.186075 + Penalty 1545.354489 = -90465.831587 nChanged 79 SP:Iteration 4F (3682.295004 sec): 3 clusters Score: Raw -92079.705311 + Penalty 1545.354489 = -90534.350822 nChanged 62 SP:Iteration 5Q (3682.395026 sec): 3 clusters Score: Raw -92135.473345 + Penalty 1545.354489 = -90590.118857 nChanged 49 SP:Iteration 6Q (3682.473703 sec): 3 clusters Score: Raw -92172.654963 + Penalty 1545.354489 = -90627.300474 nChanged 33 SP:Iteration 7Q (3682.541798 sec): 3 clusters Score: Raw -92191.767933 + Penalty 1545.354489 = -90646.413444 nChanged 21 SP:Iteration 8Q (3682.630028 sec): 3 clusters Score: Raw -92202.016115 + Penalty 1545.354489 = -90656.661626 nChanged 17 SP:Iteration 9Q (3682.719627 sec): 3 clusters Score: Raw -92209.871151 + Penalty 1545.354489 = -90664.516662 nChanged 18 SP:Iteration 10Q (3682.811788 sec): 3 clusters Score: Raw -92221.145924 + Penalty 1545.354489 = -90675.791435 nChanged 19 SP:Iteration 11Q (3682.880044 sec): 3 clusters Score: Raw -92232.786161 + Penalty 1545.354489 = -90687.431672 nChanged 19 SP:Iteration 12Q (3682.976107 sec): 3 clusters Score: Raw -92242.386119 + Penalty 1545.354489 = -90697.031630 nChanged 8 SP:Iteration 13Q (3683.047351 sec): 3 clusters Score: Raw -92245.719499 + Penalty 1545.354489 = -90700.365010 nChanged 7 SP:Iteration 14Q (3683.117097 sec): 3 clusters Score: Raw -92248.474689 + Penalty 1545.354489 = -90703.120200 nChanged 5 SP:Iteration 15Q (3683.213361 sec): 3 clusters Score: Raw -92250.771262 + Penalty 1545.354489 = -90705.416773 nChanged 10 SP:Iteration 16Q (3683.296399 sec): 3 clusters Score: Raw -92253.684204 + Penalty 1545.354489 = -90708.329716 nChanged 8 SP:Iteration 17Q (3683.387196 sec): 3 clusters Score: Raw -92256.001368 + Penalty 1545.354489 = -90710.646879 nChanged 4 SP:Iteration 18Q (3683.452238 sec): 3 clusters Score: Raw -92257.415022 + Penalty 1545.354489 = -90712.060533 nChanged 3 SP:Iteration 19Q (3683.554305 sec): 3 clusters Score: Raw -92258.422287 + Penalty 1545.354489 = -90713.067798 nChanged 1 SP:Iteration 20F (3683.623001 sec): 3 clusters Score: Raw -92258.603111 + Penalty 1545.354489 = -90713.248622 nChanged 2 SP:Iteration 21Q (3683.696403 sec): 3 clusters Score: Raw -92258.901953 + Penalty 1545.354489 = -90713.547464 nChanged 0 SP:Iteration 22F (3683.798640 sec): 3 clusters Score: Raw -92258.901953 + Penalty 1545.354489 = -90713.547464 nChanged 0 Trying to split cluster 16 (321 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3683.824677 sec): 2 clusters Score: Raw -14248.363288 + Penalty 606.001318 = -13642.361970 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3683.904622 sec): 3 clusters Score: Raw -14227.200179 + Penalty 1212.002636 = -13015.197543 nChanged 80 SP:Iteration 1F (3683.994846 sec): 3 clusters Score: Raw -14383.558135 + Penalty 1212.002636 = -13171.555499 nChanged 25 SP:Iteration 2F (3684.082153 sec): 3 clusters Score: Raw -14460.992793 + Penalty 1212.002636 = -13248.990158 nChanged 21 SP:Iteration 3F (3684.157035 sec): 3 clusters Score: Raw -14532.780604 + Penalty 1212.002636 = -13320.777968 nChanged 17 SP:Iteration 4F (3684.251714 sec): 3 clusters Score: Raw -14602.242637 + Penalty 1212.002636 = -13390.240002 nChanged 14 SP:Iteration 5Q (3684.313766 sec): 3 clusters Score: Raw -14650.436846 + Penalty 1212.002636 = -13438.434210 nChanged 9 SP:Iteration 6Q (3684.393148 sec): 3 clusters Score: Raw -14690.386095 + Penalty 1212.002636 = -13478.383459 nChanged 6 SP:Iteration 7Q (3684.493965 sec): 3 clusters Score: Raw -14705.976501 + Penalty 1212.002636 = -13493.973865 nChanged 1 SP:Iteration 8Q (3684.592966 sec): 3 clusters Score: Raw -14711.419282 + Penalty 1212.002636 = -13499.416646 nChanged 0 SP:Iteration 9F (3684.683311 sec): 3 clusters Score: Raw -14711.419282 + Penalty 1212.002636 = -13499.416646 nChanged 0 Trying to split cluster 17 (3065 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3684.738278 sec): 2 clusters Score: Raw -187138.400818 + Penalty 842.919299 = -186295.481519 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3684.842524 sec): 3 clusters Score: Raw -185580.960723 + Penalty 1685.838598 = -183895.122124 nChanged 1214 SP:Iteration 1F (3684.957689 sec): 3 clusters Score: Raw -186366.566009 + Penalty 1685.838598 = -184680.727410 nChanged 270 SP:Iteration 2F (3685.031686 sec): 3 clusters Score: Raw -186562.969355 + Penalty 1685.838598 = -184877.130757 nChanged 202 SP:Iteration 3F (3685.154928 sec): 3 clusters Score: Raw -186728.944679 + Penalty 1685.838598 = -185043.106081 nChanged 168 SP:Iteration 4F (3685.232753 sec): 3 clusters Score: Raw -186881.036979 + Penalty 1685.838598 = -185195.198381 nChanged 152 SP:Iteration 5Q (3685.336191 sec): 3 clusters Score: Raw -187018.255108 + Penalty 1685.838598 = -185332.416510 nChanged 123 SP:Iteration 6Q (3685.447485 sec): 3 clusters Score: Raw -187135.961518 + Penalty 1685.838598 = -185450.122920 nChanged 115 SP:Iteration 7Q (3685.544657 sec): 3 clusters Score: Raw -187230.054478 + Penalty 1685.838598 = -185544.215880 nChanged 96 SP:Iteration 8Q (3685.666122 sec): 3 clusters Score: Raw -187308.169619 + Penalty 1685.838598 = -185622.331021 nChanged 85 SP:Iteration 9Q (3685.791838 sec): 3 clusters Score: Raw -187380.820970 + Penalty 1685.838598 = -185694.982372 nChanged 80 SP:Iteration 10Q (3685.864309 sec): 3 clusters Score: Raw -187458.867717 + Penalty 1685.838598 = -185773.029119 nChanged 75 SP:Iteration 11Q (3685.964311 sec): 3 clusters Score: Raw -187533.626690 + Penalty 1685.838598 = -185847.788092 nChanged 68 SP:Iteration 12Q (3686.048520 sec): 3 clusters Score: Raw -187587.675100 + Penalty 1685.838598 = -185901.836502 nChanged 47 SP:Iteration 13Q (3686.123381 sec): 3 clusters Score: Raw -187614.703769 + Penalty 1685.838598 = -185928.865170 nChanged 24 SP:Iteration 14Q (3686.204051 sec): 3 clusters Score: Raw -187625.684757 + Penalty 1685.838598 = -185939.846159 nChanged 17 SP:Iteration 15Q (3686.293851 sec): 3 clusters Score: Raw -187633.989119 + Penalty 1685.838598 = -185948.150521 nChanged 13 SP:Iteration 16Q (3686.381107 sec): 3 clusters Score: Raw -187641.733008 + Penalty 1685.838598 = -185955.894409 nChanged 10 SP:Iteration 17Q (3686.456367 sec): 3 clusters Score: Raw -187647.105305 + Penalty 1685.838598 = -185961.266707 nChanged 10 SP:Iteration 18Q (3686.532305 sec): 3 clusters Score: Raw -187651.527396 + Penalty 1685.838598 = -185965.688798 nChanged 10 SP:Iteration 19Q (3686.609370 sec): 3 clusters Score: Raw -187654.542361 + Penalty 1685.838598 = -185968.703762 nChanged 7 SP:Iteration 20F (3686.707843 sec): 3 clusters Score: Raw -187657.446436 + Penalty 1685.838598 = -185971.607838 nChanged 7 SP:Iteration 21Q (3686.782850 sec): 3 clusters Score: Raw -187661.105386 + Penalty 1685.838598 = -185975.266788 nChanged 9 SP:Iteration 22Q (3686.867485 sec): 3 clusters Score: Raw -187664.604653 + Penalty 1685.838598 = -185978.766055 nChanged 14 SP:Iteration 23Q (3686.955160 sec): 3 clusters Score: Raw -187672.666197 + Penalty 1685.838598 = -185986.827599 nChanged 14 SP:Iteration 24Q (3687.044819 sec): 3 clusters Score: Raw -187680.104822 + Penalty 1685.838598 = -185994.266224 nChanged 14 SP:Iteration 25Q (3687.116594 sec): 3 clusters Score: Raw -187689.317402 + Penalty 1685.838598 = -186003.478803 nChanged 15 SP:Iteration 26Q (3687.206771 sec): 3 clusters Score: Raw -187699.424164 + Penalty 1685.838598 = -186013.585566 nChanged 17 SP:Iteration 27Q (3687.298870 sec): 3 clusters Score: Raw -187710.261498 + Penalty 1685.838598 = -186024.422900 nChanged 17 SP:Iteration 28Q (3687.387099 sec): 3 clusters Score: Raw -187717.760806 + Penalty 1685.838598 = -186031.922208 nChanged 10 SP:Iteration 29Q (3687.472969 sec): 3 clusters Score: Raw -187720.817333 + Penalty 1685.838598 = -186034.978735 nChanged 5 SP:Iteration 30Q (3687.545554 sec): 3 clusters Score: Raw -187722.046131 + Penalty 1685.838598 = -186036.207533 nChanged 2 SP:Iteration 31Q (3687.652963 sec): 3 clusters Score: Raw -187722.521100 + Penalty 1685.838598 = -186036.682502 nChanged 2 SP:Iteration 32Q (3687.717996 sec): 3 clusters Score: Raw -187723.084034 + Penalty 1685.838598 = -186037.245436 nChanged 4 SP:Iteration 33Q (3687.817926 sec): 3 clusters Score: Raw -187724.355161 + Penalty 1685.838598 = -186038.516563 nChanged 9 SP:Iteration 34Q (3687.892575 sec): 3 clusters Score: Raw -187726.838348 + Penalty 1685.838598 = -186040.999750 nChanged 2 SP:Iteration 35Q (3687.978895 sec): 3 clusters Score: Raw -187727.698120 + Penalty 1685.838598 = -186041.859522 nChanged 5 SP:Iteration 36Q (3688.052584 sec): 3 clusters Score: Raw -187729.046362 + Penalty 1685.838598 = -186043.207764 nChanged 3 SP:Iteration 37Q (3688.135061 sec): 3 clusters Score: Raw -187729.573114 + Penalty 1685.838598 = -186043.734516 nChanged 0 SP:Iteration 38F (3688.232819 sec): 3 clusters Score: Raw -187729.573114 + Penalty 1685.838598 = -186043.734516 nChanged 0 Trying to split cluster 18 (878 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3688.272670 sec): 2 clusters Score: Raw -33729.208510 + Penalty 711.652892 = -33017.555618 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3688.350488 sec): 3 clusters Score: Raw -33433.811194 + Penalty 1423.305785 = -32010.505409 nChanged 272 SP:Iteration 1F (3688.428347 sec): 3 clusters Score: Raw -33680.273651 + Penalty 1423.305785 = -32256.967867 nChanged 81 SP:Iteration 2F (3688.508509 sec): 3 clusters Score: Raw -33797.617180 + Penalty 1423.305785 = -32374.311395 nChanged 58 SP:Iteration 3F (3688.589790 sec): 3 clusters Score: Raw -33866.637015 + Penalty 1423.305785 = -32443.331231 nChanged 38 SP:Iteration 4Q (3688.671277 sec): 3 clusters Score: Raw -33923.505554 + Penalty 1423.305785 = -32500.199770 nChanged 32 SP:Iteration 5Q (3688.758698 sec): 3 clusters Score: Raw -33962.048314 + Penalty 1423.305785 = -32538.742529 nChanged 20 SP:Iteration 6Q (3688.830819 sec): 3 clusters Score: Raw -33983.252117 + Penalty 1423.305785 = -32559.946332 nChanged 15 SP:Iteration 7Q (3688.913052 sec): 3 clusters Score: Raw -33994.708519 + Penalty 1423.305785 = -32571.402734 nChanged 11 SP:Iteration 8Q (3688.991571 sec): 3 clusters Score: Raw -34007.342989 + Penalty 1423.305785 = -32584.037204 nChanged 4 SP:Iteration 9Q (3689.096255 sec): 3 clusters Score: Raw -34010.972725 + Penalty 1423.305785 = -32587.666940 nChanged 2 SP:Iteration 10Q (3689.176530 sec): 3 clusters Score: Raw -34012.303913 + Penalty 1423.305785 = -32588.998128 nChanged 2 SP:Iteration 11Q (3689.254405 sec): 3 clusters Score: Raw -34013.556786 + Penalty 1423.305785 = -32590.251001 nChanged 0 SP:Iteration 12F (3689.333259 sec): 3 clusters Score: Raw -34013.556786 + Penalty 1423.305785 = -32590.251001 nChanged 0 Trying to split cluster 19 (1460 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3689.385420 sec): 2 clusters Score: Raw -72625.382864 + Penalty 765.050130 = -71860.332734 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3689.449755 sec): 3 clusters Score: Raw -71993.934367 + Penalty 1530.100260 = -70463.834107 nChanged 536 SP:Iteration 1F (3689.525689 sec): 3 clusters Score: Raw -72389.940995 + Penalty 1530.100260 = -70859.840735 nChanged 135 SP:Iteration 2F (3689.616752 sec): 3 clusters Score: Raw -72518.884863 + Penalty 1530.100260 = -70988.784603 nChanged 83 SP:Iteration 3F (3689.679163 sec): 3 clusters Score: Raw -72590.499130 + Penalty 1530.100260 = -71060.398870 nChanged 72 SP:Iteration 4Q (3689.768562 sec): 3 clusters Score: Raw -72645.193848 + Penalty 1530.100260 = -71115.093587 nChanged 46 SP:Iteration 5Q (3689.842367 sec): 3 clusters Score: Raw -72679.669852 + Penalty 1530.100260 = -71149.569592 nChanged 35 SP:Iteration 6Q (3689.918462 sec): 3 clusters Score: Raw -72709.228533 + Penalty 1530.100260 = -71179.128273 nChanged 35 SP:Iteration 7Q (3690.000462 sec): 3 clusters Score: Raw -72737.403931 + Penalty 1530.100260 = -71207.303671 nChanged 29 SP:Iteration 8Q (3690.098330 sec): 3 clusters Score: Raw -72752.406507 + Penalty 1530.100260 = -71222.306247 nChanged 18 SP:Iteration 9Q (3690.164434 sec): 3 clusters Score: Raw -72760.334184 + Penalty 1530.100260 = -71230.233924 nChanged 9 SP:Iteration 10Q (3690.252647 sec): 3 clusters Score: Raw -72764.726118 + Penalty 1530.100260 = -71234.625858 nChanged 3 SP:Iteration 11Q (3690.365400 sec): 3 clusters Score: Raw -72765.453667 + Penalty 1530.100260 = -71235.353407 nChanged 5 SP:Iteration 12Q (3690.472862 sec): 3 clusters Score: Raw -72767.842544 + Penalty 1530.100260 = -71237.742284 nChanged 4 SP:Iteration 13Q (3690.565996 sec): 3 clusters Score: Raw -72770.320524 + Penalty 1530.100260 = -71240.220264 nChanged 4 SP:Iteration 14Q (3690.659699 sec): 3 clusters Score: Raw -72771.893372 + Penalty 1530.100260 = -71241.793112 nChanged 4 SP:Iteration 15Q (3690.763867 sec): 3 clusters Score: Raw -72773.413675 + Penalty 1530.100260 = -71243.313415 nChanged 1 SP:Iteration 16Q (3690.870524 sec): 3 clusters Score: Raw -72773.682551 + Penalty 1530.100260 = -71243.582291 nChanged 1 SP:Iteration 17Q (3690.978075 sec): 3 clusters Score: Raw -72774.061995 + Penalty 1530.100260 = -71243.961735 nChanged 1 SP:Iteration 18Q (3691.086940 sec): 3 clusters Score: Raw -72774.911308 + Penalty 1530.100260 = -71244.811048 nChanged 0 SP:Iteration 19F (3691.190380 sec): 3 clusters Score: Raw -72774.911308 + Penalty 1530.100260 = -71244.811048 nChanged 0 Trying to split cluster 20 (13142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3691.268658 sec): 2 clusters Score: Raw -793014.076379 + Penalty 995.774691 = -792018.301688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3691.366061 sec): 3 clusters Score: Raw -785067.659176 + Penalty 1991.549382 = -783076.109793 nChanged 5923 SP:Iteration 1F (3691.509978 sec): 3 clusters Score: Raw -788282.685922 + Penalty 1991.549382 = -786291.136539 nChanged 705 SP:Iteration 2F (3691.626062 sec): 3 clusters Score: Raw -788552.481332 + Penalty 1991.549382 = -786560.931950 nChanged 673 SP:Iteration 3F (3691.764582 sec): 3 clusters Score: Raw -788857.657478 + Penalty 1991.549382 = -786866.108096 nChanged 633 SP:Iteration 4Q (3691.883505 sec): 3 clusters Score: Raw -789126.462317 + Penalty 1991.549382 = -787134.912934 nChanged 597 SP:Iteration 5Q (3691.985125 sec): 3 clusters Score: Raw -789386.922993 + Penalty 1991.549382 = -787395.373610 nChanged 547 SP:Iteration 6Q (3692.098246 sec): 3 clusters Score: Raw -789638.982401 + Penalty 1991.549382 = -787647.433018 nChanged 531 SP:Iteration 7Q (3692.205651 sec): 3 clusters Score: Raw -789906.724936 + Penalty 1991.549382 = -787915.175554 nChanged 564 SP:Iteration 8Q (3692.318368 sec): 3 clusters Score: Raw -790197.205663 + Penalty 1991.549382 = -788205.656281 nChanged 578 SP:Iteration 9Q (3692.418672 sec): 3 clusters Score: Raw -790504.973240 + Penalty 1991.549382 = -788513.423858 nChanged 545 SP:Iteration 10Q (3692.509407 sec): 3 clusters Score: Raw -790784.231610 + Penalty 1991.549382 = -788792.682228 nChanged 507 SP:Iteration 11Q (3692.602262 sec): 3 clusters Score: Raw -791035.138514 + Penalty 1991.549382 = -789043.589132 nChanged 430 SP:Iteration 12Q (3692.718466 sec): 3 clusters Score: Raw -791248.569919 + Penalty 1991.549382 = -789257.020537 nChanged 396 SP:Iteration 13Q (3692.797556 sec): 3 clusters Score: Raw -791447.522617 + Penalty 1991.549382 = -789455.973235 nChanged 373 SP:Iteration 14Q (3692.916490 sec): 3 clusters Score: Raw -791626.951951 + Penalty 1991.549382 = -789635.402568 nChanged 326 SP:Iteration 15Q (3693.020973 sec): 3 clusters Score: Raw -791776.810600 + Penalty 1991.549382 = -789785.261218 nChanged 297 SP:Iteration 16Q (3693.137781 sec): 3 clusters Score: Raw -791915.277115 + Penalty 1991.549382 = -789923.727733 nChanged 279 SP:Iteration 17Q (3693.243828 sec): 3 clusters Score: Raw -792058.231538 + Penalty 1991.549382 = -790066.682156 nChanged 261 SP:Iteration 18Q (3693.348853 sec): 3 clusters Score: Raw -792195.777553 + Penalty 1991.549382 = -790204.228171 nChanged 229 SP:Iteration 19Q (3693.438874 sec): 3 clusters Score: Raw -792317.610668 + Penalty 1991.549382 = -790326.061286 nChanged 225 SP:Iteration 20F (3693.519078 sec): 3 clusters Score: Raw -792449.970410 + Penalty 1991.549382 = -790458.421028 nChanged 220 SP:Iteration 21Q (3693.633671 sec): 3 clusters Score: Raw -792593.759472 + Penalty 1991.549382 = -790602.210090 nChanged 179 SP:Iteration 22Q (3693.717229 sec): 3 clusters Score: Raw -792716.598962 + Penalty 1991.549382 = -790725.049579 nChanged 149 SP:Iteration 23Q (3693.821326 sec): 3 clusters Score: Raw -792822.113905 + Penalty 1991.549382 = -790830.564522 nChanged 117 SP:Iteration 24Q (3693.930493 sec): 3 clusters Score: Raw -792914.054174 + Penalty 1991.549382 = -790922.504791 nChanged 100 SP:Iteration 25Q (3694.014909 sec): 3 clusters Score: Raw -792982.148837 + Penalty 1991.549382 = -790990.599455 nChanged 76 SP:Iteration 26Q (3694.109638 sec): 3 clusters Score: Raw -793040.886774 + Penalty 1991.549382 = -791049.337392 nChanged 69 SP:Iteration 27Q (3694.220773 sec): 3 clusters Score: Raw -793099.191873 + Penalty 1991.549382 = -791107.642491 nChanged 55 SP:Iteration 28Q (3694.302969 sec): 3 clusters Score: Raw -793134.595628 + Penalty 1991.549382 = -791143.046245 nChanged 32 SP:Iteration 29Q (3694.416685 sec): 3 clusters Score: Raw -793154.510749 + Penalty 1991.549382 = -791162.961367 nChanged 28 SP:Iteration 30Q (3694.507148 sec): 3 clusters Score: Raw -793170.928656 + Penalty 1991.549382 = -791179.379273 nChanged 28 SP:Iteration 31Q (3694.594258 sec): 3 clusters Score: Raw -793183.736759 + Penalty 1991.549382 = -791192.187376 nChanged 22 SP:Iteration 32Q (3694.702679 sec): 3 clusters Score: Raw -793194.456892 + Penalty 1991.549382 = -791202.907510 nChanged 20 SP:Iteration 33Q (3694.799103 sec): 3 clusters Score: Raw -793204.332502 + Penalty 1991.549382 = -791212.783120 nChanged 14 SP:Iteration 34Q (3694.896449 sec): 3 clusters Score: Raw -793210.902612 + Penalty 1991.549382 = -791219.353230 nChanged 13 SP:Iteration 35Q (3694.992557 sec): 3 clusters Score: Raw -793215.873074 + Penalty 1991.549382 = -791224.323691 nChanged 10 SP:Iteration 36Q (3695.085620 sec): 3 clusters Score: Raw -793219.627730 + Penalty 1991.549382 = -791228.078348 nChanged 8 SP:Iteration 37Q (3695.165663 sec): 3 clusters Score: Raw -793223.247993 + Penalty 1991.549382 = -791231.698610 nChanged 5 SP:Iteration 38Q (3695.276568 sec): 3 clusters Score: Raw -793226.150074 + Penalty 1991.549382 = -791234.600691 nChanged 5 SP:Iteration 39Q (3695.371634 sec): 3 clusters Score: Raw -793228.778360 + Penalty 1991.549382 = -791237.228977 nChanged 9 SP:Iteration 40F (3695.464345 sec): 3 clusters Score: Raw -793235.188517 + Penalty 1991.549382 = -791243.639135 nChanged 14 SP:Iteration 41Q (3695.561776 sec): 3 clusters Score: Raw -793243.087459 + Penalty 1991.549382 = -791251.538077 nChanged 12 SP:Iteration 42Q (3695.650075 sec): 3 clusters Score: Raw -793246.379187 + Penalty 1991.549382 = -791254.829805 nChanged 3 SP:Iteration 43Q (3695.750360 sec): 3 clusters Score: Raw -793247.135169 + Penalty 1991.549382 = -791255.585786 nChanged 2 SP:Iteration 44Q (3695.838798 sec): 3 clusters Score: Raw -793247.411454 + Penalty 1991.549382 = -791255.862071 nChanged 1 SP:Iteration 45Q (3695.929210 sec): 3 clusters Score: Raw -793247.936988 + Penalty 1991.549382 = -791256.387606 nChanged 0 SP:Iteration 46F (3696.024309 sec): 3 clusters Score: Raw -793247.936988 + Penalty 1991.549382 = -791256.387606 nChanged 0 Trying to split cluster 21 (3262 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3696.092594 sec): 2 clusters Score: Raw -188134.113006 + Penalty 849.460057 = -187284.652949 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3696.179912 sec): 3 clusters Score: Raw -186431.743363 + Penalty 1698.920114 = -184732.823248 nChanged 1331 SP:Iteration 1F (3696.261395 sec): 3 clusters Score: Raw -187141.628907 + Penalty 1698.920114 = -185442.708792 nChanged 229 SP:Iteration 2F (3696.328718 sec): 3 clusters Score: Raw -187293.724677 + Penalty 1698.920114 = -185594.804562 nChanged 224 SP:Iteration 3F (3696.399414 sec): 3 clusters Score: Raw -187442.247002 + Penalty 1698.920114 = -185743.326888 nChanged 185 SP:Iteration 4F (3696.483212 sec): 3 clusters Score: Raw -187557.991112 + Penalty 1698.920114 = -185859.070998 nChanged 160 SP:Iteration 5Q (3696.577732 sec): 3 clusters Score: Raw -187653.650467 + Penalty 1698.920114 = -185954.730353 nChanged 130 SP:Iteration 6Q (3696.679041 sec): 3 clusters Score: Raw -187733.014539 + Penalty 1698.920114 = -186034.094425 nChanged 108 SP:Iteration 7Q (3696.760535 sec): 3 clusters Score: Raw -187797.561839 + Penalty 1698.920114 = -186098.641725 nChanged 101 SP:Iteration 8Q (3696.858363 sec): 3 clusters Score: Raw -187847.043484 + Penalty 1698.920114 = -186148.123369 nChanged 85 SP:Iteration 9Q (3696.935026 sec): 3 clusters Score: Raw -187887.442028 + Penalty 1698.920114 = -186188.521914 nChanged 72 SP:Iteration 10Q (3697.032392 sec): 3 clusters Score: Raw -187922.367887 + Penalty 1698.920114 = -186223.447773 nChanged 59 SP:Iteration 11Q (3697.149369 sec): 3 clusters Score: Raw -187946.567655 + Penalty 1698.920114 = -186247.647540 nChanged 49 SP:Iteration 12Q (3697.239892 sec): 3 clusters Score: Raw -187966.676211 + Penalty 1698.920114 = -186267.756097 nChanged 47 SP:Iteration 13Q (3697.320357 sec): 3 clusters Score: Raw -187983.707616 + Penalty 1698.920114 = -186284.787502 nChanged 36 SP:Iteration 14Q (3697.404837 sec): 3 clusters Score: Raw -187996.668675 + Penalty 1698.920114 = -186297.748561 nChanged 35 SP:Iteration 15Q (3697.495541 sec): 3 clusters Score: Raw -188008.031042 + Penalty 1698.920114 = -186309.110927 nChanged 29 SP:Iteration 16Q (3697.603226 sec): 3 clusters Score: Raw -188016.510325 + Penalty 1698.920114 = -186317.590211 nChanged 26 SP:Iteration 17Q (3697.727089 sec): 3 clusters Score: Raw -188025.382363 + Penalty 1698.920114 = -186326.462249 nChanged 28 SP:Iteration 18Q (3697.809597 sec): 3 clusters Score: Raw -188034.067988 + Penalty 1698.920114 = -186335.147874 nChanged 26 SP:Iteration 19Q (3697.904564 sec): 3 clusters Score: Raw -188041.671709 + Penalty 1698.920114 = -186342.751595 nChanged 24 SP:Iteration 20F (3698.010971 sec): 3 clusters Score: Raw -188049.484705 + Penalty 1698.920114 = -186350.564591 nChanged 25 SP:Iteration 21Q (3698.124387 sec): 3 clusters Score: Raw -188058.454881 + Penalty 1698.920114 = -186359.534766 nChanged 24 SP:Iteration 22Q (3698.243036 sec): 3 clusters Score: Raw -188065.484180 + Penalty 1698.920114 = -186366.564066 nChanged 20 SP:Iteration 23Q (3698.323716 sec): 3 clusters Score: Raw -188074.311173 + Penalty 1698.920114 = -186375.391058 nChanged 33 SP:Iteration 24Q (3698.436871 sec): 3 clusters Score: Raw -188087.800222 + Penalty 1698.920114 = -186388.880108 nChanged 37 SP:Iteration 25Q (3698.549843 sec): 3 clusters Score: Raw -188107.552167 + Penalty 1698.920114 = -186408.632053 nChanged 35 SP:Iteration 26Q (3698.639376 sec): 3 clusters Score: Raw -188120.230076 + Penalty 1698.920114 = -186421.309962 nChanged 23 SP:Iteration 27Q (3698.726774 sec): 3 clusters Score: Raw -188128.382411 + Penalty 1698.920114 = -186429.462297 nChanged 21 SP:Iteration 28Q (3698.834664 sec): 3 clusters Score: Raw -188135.566926 + Penalty 1698.920114 = -186436.646811 nChanged 23 SP:Iteration 29Q (3698.938323 sec): 3 clusters Score: Raw -188145.202508 + Penalty 1698.920114 = -186446.282393 nChanged 14 SP:Iteration 30Q (3699.035671 sec): 3 clusters Score: Raw -188150.975437 + Penalty 1698.920114 = -186452.055323 nChanged 15 SP:Iteration 31Q (3699.121033 sec): 3 clusters Score: Raw -188157.235729 + Penalty 1698.920114 = -186458.315614 nChanged 16 SP:Iteration 32Q (3699.192560 sec): 3 clusters Score: Raw -188165.471425 + Penalty 1698.920114 = -186466.551310 nChanged 19 SP:Iteration 33Q (3699.279949 sec): 3 clusters Score: Raw -188173.188493 + Penalty 1698.920114 = -186474.268378 nChanged 12 SP:Iteration 34Q (3699.366539 sec): 3 clusters Score: Raw -188177.598619 + Penalty 1698.920114 = -186478.678505 nChanged 16 SP:Iteration 35Q (3699.457744 sec): 3 clusters Score: Raw -188182.920246 + Penalty 1698.920114 = -186484.000131 nChanged 17 SP:Iteration 36Q (3699.525257 sec): 3 clusters Score: Raw -188188.162188 + Penalty 1698.920114 = -186489.242073 nChanged 6 SP:Iteration 37Q (3699.620155 sec): 3 clusters Score: Raw -188189.674988 + Penalty 1698.920114 = -186490.754873 nChanged 11 SP:Iteration 38Q (3699.696331 sec): 3 clusters Score: Raw -188193.643145 + Penalty 1698.920114 = -186494.723031 nChanged 19 SP:Iteration 39Q (3699.779578 sec): 3 clusters Score: Raw -188199.058749 + Penalty 1698.920114 = -186500.138635 nChanged 12 SP:Iteration 40F (3699.875238 sec): 3 clusters Score: Raw -188200.977642 + Penalty 1698.920114 = -186502.057527 nChanged 4 SP:Iteration 41Q (3699.962321 sec): 3 clusters Score: Raw -188201.717658 + Penalty 1698.920114 = -186502.797543 nChanged 5 SP:Iteration 42Q (3700.045656 sec): 3 clusters Score: Raw -188202.548850 + Penalty 1698.920114 = -186503.628736 nChanged 3 SP:Iteration 43Q (3700.127163 sec): 3 clusters Score: Raw -188202.958944 + Penalty 1698.920114 = -186504.038829 nChanged 1 SP:Iteration 44Q (3700.198260 sec): 3 clusters Score: Raw -188203.519253 + Penalty 1698.920114 = -186504.599139 nChanged 2 SP:Iteration 45Q (3700.286972 sec): 3 clusters Score: Raw -188204.315253 + Penalty 1698.920114 = -186505.395138 nChanged 1 SP:Iteration 46Q (3700.375758 sec): 3 clusters Score: Raw -188204.413068 + Penalty 1698.920114 = -186505.492954 nChanged 0 SP:Iteration 47F (3700.456567 sec): 3 clusters Score: Raw -188204.413068 + Penalty 1698.920114 = -186505.492954 nChanged 0 Trying to split cluster 22 (4829 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3700.512805 sec): 2 clusters Score: Raw -292940.585992 + Penalty 890.651442 = -292049.934550 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3700.616294 sec): 3 clusters Score: Raw -290285.604094 + Penalty 1781.302884 = -288504.301210 nChanged 2095 SP:Iteration 1F (3700.699547 sec): 3 clusters Score: Raw -291500.820505 + Penalty 1781.302884 = -289719.517621 nChanged 372 SP:Iteration 2F (3700.790057 sec): 3 clusters Score: Raw -291731.465705 + Penalty 1781.302884 = -289950.162821 nChanged 340 SP:Iteration 3F (3700.872942 sec): 3 clusters Score: Raw -291954.437100 + Penalty 1781.302884 = -290173.134216 nChanged 293 SP:Iteration 4F (3700.962619 sec): 3 clusters Score: Raw -292137.920783 + Penalty 1781.302884 = -290356.617899 nChanged 243 SP:Iteration 5F (3701.039222 sec): 3 clusters Score: Raw -292291.127789 + Penalty 1781.302884 = -290509.824904 nChanged 210 SP:Iteration 6Q (3701.135791 sec): 3 clusters Score: Raw -292421.932283 + Penalty 1781.302884 = -290640.629399 nChanged 173 SP:Iteration 7Q (3701.212384 sec): 3 clusters Score: Raw -292536.337386 + Penalty 1781.302884 = -290755.034501 nChanged 141 SP:Iteration 8Q (3701.292464 sec): 3 clusters Score: Raw -292624.884610 + Penalty 1781.302884 = -290843.581726 nChanged 124 SP:Iteration 9Q (3701.389616 sec): 3 clusters Score: Raw -292705.652543 + Penalty 1781.302884 = -290924.349659 nChanged 109 SP:Iteration 10Q (3701.479581 sec): 3 clusters Score: Raw -292783.839873 + Penalty 1781.302884 = -291002.536989 nChanged 96 SP:Iteration 11Q (3701.549581 sec): 3 clusters Score: Raw -292854.315201 + Penalty 1781.302884 = -291073.012317 nChanged 64 SP:Iteration 12Q (3701.651144 sec): 3 clusters Score: Raw -292897.292039 + Penalty 1781.302884 = -291115.989155 nChanged 44 SP:Iteration 13Q (3701.722331 sec): 3 clusters Score: Raw -292927.644767 + Penalty 1781.302884 = -291146.341883 nChanged 28 SP:Iteration 14Q (3701.810578 sec): 3 clusters Score: Raw -292945.341914 + Penalty 1781.302884 = -291164.039030 nChanged 26 SP:Iteration 15Q (3701.894205 sec): 3 clusters Score: Raw -292965.996198 + Penalty 1781.302884 = -291184.693314 nChanged 21 SP:Iteration 16Q (3701.989907 sec): 3 clusters Score: Raw -292982.178947 + Penalty 1781.302884 = -291200.876063 nChanged 17 SP:Iteration 17Q (3702.075355 sec): 3 clusters Score: Raw -292996.334580 + Penalty 1781.302884 = -291215.031696 nChanged 20 SP:Iteration 18Q (3702.159838 sec): 3 clusters Score: Raw -293010.184123 + Penalty 1781.302884 = -291228.881239 nChanged 12 SP:Iteration 19Q (3702.242112 sec): 3 clusters Score: Raw -293018.626803 + Penalty 1781.302884 = -291237.323919 nChanged 11 SP:Iteration 20F (3702.331856 sec): 3 clusters Score: Raw -293028.653601 + Penalty 1781.302884 = -291247.350717 nChanged 12 SP:Iteration 21Q (3702.414503 sec): 3 clusters Score: Raw -293037.519118 + Penalty 1781.302884 = -291256.216234 nChanged 10 SP:Iteration 22Q (3702.504360 sec): 3 clusters Score: Raw -293047.508041 + Penalty 1781.302884 = -291266.205157 nChanged 12 SP:Iteration 23Q (3702.593621 sec): 3 clusters Score: Raw -293059.136619 + Penalty 1781.302884 = -291277.833735 nChanged 10 SP:Iteration 24Q (3702.675247 sec): 3 clusters Score: Raw -293069.081099 + Penalty 1781.302884 = -291287.778215 nChanged 8 SP:Iteration 25Q (3702.760692 sec): 3 clusters Score: Raw -293075.580378 + Penalty 1781.302884 = -291294.277494 nChanged 6 SP:Iteration 26Q (3702.849537 sec): 3 clusters Score: Raw -293079.543234 + Penalty 1781.302884 = -291298.240350 nChanged 1 SP:Iteration 27Q (3702.933803 sec): 3 clusters Score: Raw -293080.435204 + Penalty 1781.302884 = -291299.132320 nChanged 0 SP:Iteration 28F (3703.001081 sec): 3 clusters Score: Raw -293080.435204 + Penalty 1781.302884 = -291299.132320 nChanged 0 Time taken for this iteration:777.434050 seconds. 6->23 Clusters: Score -4203850.385233, best is -4207117.855505 Starting from 7 clusters... ------ Clustering full data set of 77963 points ------ SP: Assigned 7 initial classes randomly. Iteration 0F (3703.598407 sec): 7 clusters Score: Raw -3882810.668981 + Penalty 7096.313470 = -3875714.355511 nChanged 64535 Iteration 1F (3704.225378 sec): 7 clusters Score: Raw -4062462.007562 + Penalty 7096.313470 = -4055365.694093 nChanged 25968 Iteration 2F (3704.830172 sec): 7 clusters Score: Raw -4119262.838274 + Penalty 7096.313470 = -4112166.524804 nChanged 13985 Iteration 3F (3705.391704 sec): 7 clusters Score: Raw -4142519.146754 + Penalty 7096.313470 = -4135422.833285 nChanged 8143 Iteration 4F (3705.866875 sec): 7 clusters Score: Raw -4152042.752708 + Penalty 7096.313470 = -4144946.439239 nChanged 4686 Iteration 5F (3706.355956 sec): 7 clusters Score: Raw -4156416.235065 + Penalty 7096.313470 = -4149319.921596 nChanged 2726 Iteration 6Q (3706.803519 sec): 7 clusters Score: Raw -4158754.479479 + Penalty 7096.313470 = -4151658.166010 nChanged 1900 Iteration 7Q (3707.256554 sec): 7 clusters Score: Raw -4160247.821712 + Penalty 7096.313470 = -4153151.508243 nChanged 1424 Iteration 8Q (3707.720773 sec): 7 clusters Score: Raw -4161135.700554 + Penalty 7096.313470 = -4154039.387084 nChanged 1128 Iteration 9Q (3708.151802 sec): 7 clusters Score: Raw -4161729.333739 + Penalty 7096.313470 = -4154633.020270 nChanged 897 Iteration 10Q (3708.604035 sec): 7 clusters Score: Raw -4162113.621585 + Penalty 7096.313470 = -4155017.308115 nChanged 791 Iteration 11Q (3709.031190 sec): 7 clusters Score: Raw -4162443.071431 + Penalty 7096.313470 = -4155346.757962 nChanged 666 Iteration 12Q (3709.510975 sec): 7 clusters Score: Raw -4162730.481664 + Penalty 7096.313470 = -4155634.168195 nChanged 591 Iteration 13Q (3709.974177 sec): 7 clusters Score: Raw -4163019.651752 + Penalty 7096.313470 = -4155923.338283 nChanged 559 Iteration 14Q (3710.479737 sec): 7 clusters Score: Raw -4163311.556880 + Penalty 7096.313470 = -4156215.243410 nChanged 484 Iteration 15Q (3710.975920 sec): 7 clusters Score: Raw -4163513.203712 + Penalty 7096.313470 = -4156416.890243 nChanged 398 Iteration 16Q (3711.451250 sec): 7 clusters Score: Raw -4163620.750841 + Penalty 7096.313470 = -4156524.437371 nChanged 301 Iteration 17Q (3711.956608 sec): 7 clusters Score: Raw -4163697.110517 + Penalty 7096.313470 = -4156600.797048 nChanged 254 Iteration 18Q (3712.392348 sec): 7 clusters Score: Raw -4163747.241276 + Penalty 7096.313470 = -4156650.927806 nChanged 203 Iteration 19Q (3712.833567 sec): 7 clusters Score: Raw -4163788.824846 + Penalty 7096.313470 = -4156692.511377 nChanged 175 Writing temp clu file Because OldScore, -4156650.927806, is greater than current (better) Score,-4156692.511377 Compute initial score before splitting: Score: Raw -4163788.824846 + Penalty 7096.313470 = -4156692.511377 Trying to split cluster 1 (16986 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3712.980459 sec): 2 clusters Score: Raw -921584.617666 + Penalty 1022.715199 = -920561.902466 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3713.083179 sec): 3 clusters Score: Raw -911222.756938 + Penalty 2045.430398 = -909177.326540 nChanged 7898 SP:Iteration 1F (3713.187396 sec): 3 clusters Score: Raw -917476.866064 + Penalty 2045.430398 = -915431.435666 nChanged 2162 SP:Iteration 2F (3713.271634 sec): 3 clusters Score: Raw -921622.853894 + Penalty 2045.430398 = -919577.423496 nChanged 2386 SP:Iteration 3F (3713.394850 sec): 3 clusters Score: Raw -927684.471856 + Penalty 2045.430398 = -925639.041458 nChanged 1814 SP:Iteration 4F (3713.495709 sec): 3 clusters Score: Raw -932671.733770 + Penalty 2045.430398 = -930626.303371 nChanged 810 SP:Iteration 5Q (3713.591173 sec): 3 clusters Score: Raw -934527.798229 + Penalty 2045.430398 = -932482.367831 nChanged 353 SP:Iteration 6Q (3713.694175 sec): 3 clusters Score: Raw -935046.108819 + Penalty 2045.430398 = -933000.678420 nChanged 164 SP:Iteration 7Q (3713.787567 sec): 3 clusters Score: Raw -935210.743260 + Penalty 2045.430398 = -933165.312862 nChanged 90 SP:Iteration 8Q (3713.893723 sec): 3 clusters Score: Raw -935325.226120 + Penalty 2045.430398 = -933279.795722 nChanged 73 SP:Iteration 9Q (3713.988316 sec): 3 clusters Score: Raw -935416.386222 + Penalty 2045.430398 = -933370.955824 nChanged 49 SP:Iteration 10Q (3714.098817 sec): 3 clusters Score: Raw -935472.319928 + Penalty 2045.430398 = -933426.889529 nChanged 33 SP:Iteration 11Q (3714.179936 sec): 3 clusters Score: Raw -935507.380120 + Penalty 2045.430398 = -933461.949722 nChanged 23 SP:Iteration 12Q (3714.279813 sec): 3 clusters Score: Raw -935526.376839 + Penalty 2045.430398 = -933480.946441 nChanged 16 SP:Iteration 13Q (3714.385775 sec): 3 clusters Score: Raw -935535.687779 + Penalty 2045.430398 = -933490.257381 nChanged 8 SP:Iteration 14Q (3714.500508 sec): 3 clusters Score: Raw -935537.318380 + Penalty 2045.430398 = -933491.887982 nChanged 2 SP:Iteration 15Q (3714.584696 sec): 3 clusters Score: Raw -935537.548915 + Penalty 2045.430398 = -933492.118517 nChanged 1 SP:Iteration 16Q (3714.686200 sec): 3 clusters Score: Raw -935537.691376 + Penalty 2045.430398 = -933492.260977 nChanged 1 SP:Iteration 17Q (3714.786720 sec): 3 clusters Score: Raw -935537.834677 + Penalty 2045.430398 = -933492.404279 nChanged 2 SP:Iteration 18Q (3714.898297 sec): 3 clusters Score: Raw -935537.999864 + Penalty 2045.430398 = -933492.569465 nChanged 2 SP:Iteration 19Q (3715.000414 sec): 3 clusters Score: Raw -935538.118519 + Penalty 2045.430398 = -933492.688120 nChanged 1 SP:Iteration 20F (3715.099600 sec): 3 clusters Score: Raw -935544.237985 + Penalty 2045.430398 = -933498.807586 nChanged 4 SP:Iteration 21Q (3715.187853 sec): 3 clusters Score: Raw -935546.743270 + Penalty 2045.430398 = -933501.312872 nChanged 3 SP:Iteration 22Q (3715.305269 sec): 3 clusters Score: Raw -935547.183284 + Penalty 2045.430398 = -933501.752885 nChanged 1 SP:Iteration 23Q (3715.403457 sec): 3 clusters Score: Raw -935547.228045 + Penalty 2045.430398 = -933501.797647 nChanged 0 SP:Iteration 24F (3715.487904 sec): 3 clusters Score: Raw -935547.228045 + Penalty 2045.430398 = -933501.797647 nChanged 0 Score: Raw -4177765.942134 + Penalty 8279.032381 = -4169486.909753 Splitting cluster 1 changes total score from -4156692.511377 to -4169486.909753 So it's getting split into cluster 7. Trying to split cluster 2 (3167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3716.134877 sec): 2 clusters Score: Raw -123763.898305 + Penalty 846.356705 = -122917.541600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3716.218572 sec): 3 clusters Score: Raw -122311.348517 + Penalty 1692.713410 = -120618.635107 nChanged 1327 SP:Iteration 1F (3716.305140 sec): 3 clusters Score: Raw -124053.410229 + Penalty 1692.713410 = -122360.696819 nChanged 422 SP:Iteration 2F (3716.411353 sec): 3 clusters Score: Raw -124825.401599 + Penalty 1692.713410 = -123132.688189 nChanged 276 SP:Iteration 3F (3716.514718 sec): 3 clusters Score: Raw -125271.386617 + Penalty 1692.713410 = -123578.673208 nChanged 162 SP:Iteration 4F (3716.630985 sec): 3 clusters Score: Raw -125510.768884 + Penalty 1692.713410 = -123818.055475 nChanged 109 SP:Iteration 5Q (3716.725533 sec): 3 clusters Score: Raw -125595.352671 + Penalty 1692.713410 = -123902.639261 nChanged 51 SP:Iteration 6Q (3716.807488 sec): 3 clusters Score: Raw -125636.231296 + Penalty 1692.713410 = -123943.517886 nChanged 50 SP:Iteration 7Q (3716.903499 sec): 3 clusters Score: Raw -125665.288093 + Penalty 1692.713410 = -123972.574683 nChanged 40 SP:Iteration 8Q (3716.993263 sec): 3 clusters Score: Raw -125692.658160 + Penalty 1692.713410 = -123999.944751 nChanged 42 SP:Iteration 9Q (3717.070440 sec): 3 clusters Score: Raw -125711.974085 + Penalty 1692.713410 = -124019.260675 nChanged 24 SP:Iteration 10Q (3717.166473 sec): 3 clusters Score: Raw -125723.921371 + Penalty 1692.713410 = -124031.207961 nChanged 23 SP:Iteration 11Q (3717.252782 sec): 3 clusters Score: Raw -125736.659881 + Penalty 1692.713410 = -124043.946472 nChanged 22 SP:Iteration 12Q (3717.358483 sec): 3 clusters Score: Raw -125754.325719 + Penalty 1692.713410 = -124061.612309 nChanged 20 SP:Iteration 13Q (3717.482125 sec): 3 clusters Score: Raw -125763.133113 + Penalty 1692.713410 = -124070.419704 nChanged 16 SP:Iteration 14Q (3717.594940 sec): 3 clusters Score: Raw -125770.018829 + Penalty 1692.713410 = -124077.305419 nChanged 16 SP:Iteration 15Q (3717.670491 sec): 3 clusters Score: Raw -125779.340397 + Penalty 1692.713410 = -124086.626988 nChanged 23 SP:Iteration 16Q (3717.774716 sec): 3 clusters Score: Raw -125788.021253 + Penalty 1692.713410 = -124095.307843 nChanged 20 SP:Iteration 17Q (3717.876043 sec): 3 clusters Score: Raw -125796.043941 + Penalty 1692.713410 = -124103.330531 nChanged 19 SP:Iteration 18Q (3717.970827 sec): 3 clusters Score: Raw -125805.183084 + Penalty 1692.713410 = -124112.469674 nChanged 29 SP:Iteration 19Q (3718.078748 sec): 3 clusters Score: Raw -125821.276709 + Penalty 1692.713410 = -124128.563299 nChanged 25 SP:Iteration 20F (3718.208758 sec): 3 clusters Score: Raw -125848.314091 + Penalty 1692.713410 = -124155.600682 nChanged 35 SP:Iteration 21Q (3718.302407 sec): 3 clusters Score: Raw -125888.360745 + Penalty 1692.713410 = -124195.647335 nChanged 33 SP:Iteration 22Q (3718.384376 sec): 3 clusters Score: Raw -125910.840476 + Penalty 1692.713410 = -124218.127066 nChanged 29 SP:Iteration 23Q (3718.469849 sec): 3 clusters Score: Raw -125927.492106 + Penalty 1692.713410 = -124234.778696 nChanged 23 SP:Iteration 24Q (3718.534645 sec): 3 clusters Score: Raw -125938.919412 + Penalty 1692.713410 = -124246.206002 nChanged 27 SP:Iteration 25Q (3718.619798 sec): 3 clusters Score: Raw -125948.609602 + Penalty 1692.713410 = -124255.896192 nChanged 15 SP:Iteration 26Q (3718.724494 sec): 3 clusters Score: Raw -125953.188254 + Penalty 1692.713410 = -124260.474844 nChanged 6 SP:Iteration 27Q (3718.800654 sec): 3 clusters Score: Raw -125954.687736 + Penalty 1692.713410 = -124261.974326 nChanged 8 SP:Iteration 28Q (3718.881328 sec): 3 clusters Score: Raw -125957.024351 + Penalty 1692.713410 = -124264.310942 nChanged 10 SP:Iteration 29Q (3718.976968 sec): 3 clusters Score: Raw -125960.121607 + Penalty 1692.713410 = -124267.408198 nChanged 6 SP:Iteration 30Q (3719.061231 sec): 3 clusters Score: Raw -125963.216170 + Penalty 1692.713410 = -124270.502761 nChanged 9 SP:Iteration 31Q (3719.142667 sec): 3 clusters Score: Raw -125966.020425 + Penalty 1692.713410 = -124273.307015 nChanged 8 SP:Iteration 32Q (3719.239893 sec): 3 clusters Score: Raw -125968.279706 + Penalty 1692.713410 = -124275.566296 nChanged 8 SP:Iteration 33Q (3719.323975 sec): 3 clusters Score: Raw -125970.167954 + Penalty 1692.713410 = -124277.454545 nChanged 3 SP:Iteration 34Q (3719.407122 sec): 3 clusters Score: Raw -125970.980420 + Penalty 1692.713410 = -124278.267011 nChanged 2 SP:Iteration 35Q (3719.481281 sec): 3 clusters Score: Raw -125971.901842 + Penalty 1692.713410 = -124279.188432 nChanged 4 SP:Iteration 36Q (3719.559311 sec): 3 clusters Score: Raw -125973.008133 + Penalty 1692.713410 = -124280.294723 nChanged 5 SP:Iteration 37Q (3719.659301 sec): 3 clusters Score: Raw -125974.366262 + Penalty 1692.713410 = -124281.652852 nChanged 0 SP:Iteration 38F (3719.746263 sec): 3 clusters Score: Raw -125974.366262 + Penalty 1692.713410 = -124281.652852 nChanged 0 Score: Raw -4179976.410091 + Penalty 9461.751293 = -4170514.658798 Splitting cluster 2 changes total score from -4156692.511377 to -4170514.658798 So it's getting split into cluster 8. Trying to split cluster 3 (5599 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3720.452854 sec): 2 clusters Score: Raw -279450.299515 + Penalty 906.186045 = -278544.113470 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3720.544801 sec): 3 clusters Score: Raw -276371.615345 + Penalty 1812.372091 = -274559.243254 nChanged 2416 SP:Iteration 1F (3720.646597 sec): 3 clusters Score: Raw -278031.799450 + Penalty 1812.372091 = -276219.427359 nChanged 545 SP:Iteration 2F (3720.728043 sec): 3 clusters Score: Raw -278638.892218 + Penalty 1812.372091 = -276826.520127 nChanged 523 SP:Iteration 3F (3720.816455 sec): 3 clusters Score: Raw -279180.181149 + Penalty 1812.372091 = -277367.809059 nChanged 461 SP:Iteration 4F (3720.888947 sec): 3 clusters Score: Raw -279670.086395 + Penalty 1812.372091 = -277857.714304 nChanged 413 SP:Iteration 5F (3720.999789 sec): 3 clusters Score: Raw -280063.029175 + Penalty 1812.372091 = -278250.657085 nChanged 271 SP:Iteration 6Q (3721.068801 sec): 3 clusters Score: Raw -280259.345335 + Penalty 1812.372091 = -278446.973244 nChanged 180 SP:Iteration 7Q (3721.176381 sec): 3 clusters Score: Raw -280360.656605 + Penalty 1812.372091 = -278548.284514 nChanged 136 SP:Iteration 8Q (3721.261851 sec): 3 clusters Score: Raw -280427.765652 + Penalty 1812.372091 = -278615.393561 nChanged 87 SP:Iteration 9Q (3721.331553 sec): 3 clusters Score: Raw -280460.631345 + Penalty 1812.372091 = -278648.259254 nChanged 74 SP:Iteration 10Q (3721.437139 sec): 3 clusters Score: Raw -280486.516030 + Penalty 1812.372091 = -278674.143939 nChanged 65 SP:Iteration 11Q (3721.513850 sec): 3 clusters Score: Raw -280506.900285 + Penalty 1812.372091 = -278694.528194 nChanged 46 SP:Iteration 12Q (3721.610128 sec): 3 clusters Score: Raw -280517.886821 + Penalty 1812.372091 = -278705.514730 nChanged 39 SP:Iteration 13Q (3721.694422 sec): 3 clusters Score: Raw -280531.724337 + Penalty 1812.372091 = -278719.352246 nChanged 45 SP:Iteration 14Q (3721.782576 sec): 3 clusters Score: Raw -280552.052517 + Penalty 1812.372091 = -278739.680426 nChanged 41 SP:Iteration 15Q (3721.869611 sec): 3 clusters Score: Raw -280573.467998 + Penalty 1812.372091 = -278761.095907 nChanged 33 SP:Iteration 16Q (3721.952959 sec): 3 clusters Score: Raw -280589.928337 + Penalty 1812.372091 = -278777.556247 nChanged 39 SP:Iteration 17Q (3722.046561 sec): 3 clusters Score: Raw -280611.446765 + Penalty 1812.372091 = -278799.074674 nChanged 43 SP:Iteration 18Q (3722.116018 sec): 3 clusters Score: Raw -280628.211853 + Penalty 1812.372091 = -278815.839762 nChanged 43 SP:Iteration 19Q (3722.220061 sec): 3 clusters Score: Raw -280641.163139 + Penalty 1812.372091 = -278828.791048 nChanged 27 SP:Iteration 20F (3722.279899 sec): 3 clusters Score: Raw -280649.572954 + Penalty 1812.372091 = -278837.200863 nChanged 31 SP:Iteration 21Q (3722.372948 sec): 3 clusters Score: Raw -280659.699744 + Penalty 1812.372091 = -278847.327653 nChanged 26 SP:Iteration 22Q (3722.469760 sec): 3 clusters Score: Raw -280667.383206 + Penalty 1812.372091 = -278855.011116 nChanged 27 SP:Iteration 23Q (3722.561930 sec): 3 clusters Score: Raw -280673.110418 + Penalty 1812.372091 = -278860.738327 nChanged 18 SP:Iteration 24Q (3722.646906 sec): 3 clusters Score: Raw -280675.988165 + Penalty 1812.372091 = -278863.616074 nChanged 9 SP:Iteration 25Q (3722.766348 sec): 3 clusters Score: Raw -280678.227359 + Penalty 1812.372091 = -278865.855268 nChanged 10 SP:Iteration 26Q (3722.869918 sec): 3 clusters Score: Raw -280680.197825 + Penalty 1812.372091 = -278867.825734 nChanged 10 SP:Iteration 27Q (3722.966513 sec): 3 clusters Score: Raw -280682.453680 + Penalty 1812.372091 = -278870.081590 nChanged 10 SP:Iteration 28Q (3723.075945 sec): 3 clusters Score: Raw -280684.077911 + Penalty 1812.372091 = -278871.705820 nChanged 10 SP:Iteration 29Q (3723.170902 sec): 3 clusters Score: Raw -280685.923842 + Penalty 1812.372091 = -278873.551751 nChanged 10 SP:Iteration 30Q (3723.275473 sec): 3 clusters Score: Raw -280687.587504 + Penalty 1812.372091 = -278875.215414 nChanged 10 SP:Iteration 31Q (3723.387005 sec): 3 clusters Score: Raw -280689.342023 + Penalty 1812.372091 = -278876.969932 nChanged 9 SP:Iteration 32Q (3723.479708 sec): 3 clusters Score: Raw -280690.676148 + Penalty 1812.372091 = -278878.304057 nChanged 7 SP:Iteration 33Q (3723.566213 sec): 3 clusters Score: Raw -280691.418646 + Penalty 1812.372091 = -278879.046555 nChanged 2 SP:Iteration 34Q (3723.663526 sec): 3 clusters Score: Raw -280691.618216 + Penalty 1812.372091 = -278879.246125 nChanged 2 SP:Iteration 35Q (3723.742796 sec): 3 clusters Score: Raw -280691.848175 + Penalty 1812.372091 = -278879.476084 nChanged 3 SP:Iteration 36Q (3723.856891 sec): 3 clusters Score: Raw -280692.643671 + Penalty 1812.372091 = -278880.271580 nChanged 4 SP:Iteration 37Q (3723.967565 sec): 3 clusters Score: Raw -280693.137842 + Penalty 1812.372091 = -278880.765751 nChanged 5 SP:Iteration 38Q (3724.064505 sec): 3 clusters Score: Raw -280693.456223 + Penalty 1812.372091 = -278881.084132 nChanged 2 SP:Iteration 39Q (3724.158290 sec): 3 clusters Score: Raw -280693.561877 + Penalty 1812.372091 = -278881.189786 nChanged 1 SP:Iteration 40F (3724.273274 sec): 3 clusters Score: Raw -280693.666000 + Penalty 1812.372091 = -278881.293909 nChanged 1 SP:Iteration 41Q (3724.383143 sec): 3 clusters Score: Raw -280693.778503 + Penalty 1812.372091 = -278881.406412 nChanged 2 SP:Iteration 42Q (3724.500350 sec): 3 clusters Score: Raw -280694.288063 + Penalty 1812.372091 = -278881.915972 nChanged 3 SP:Iteration 43Q (3724.591776 sec): 3 clusters Score: Raw -280694.979045 + Penalty 1812.372091 = -278882.606954 nChanged 3 SP:Iteration 44Q (3724.680709 sec): 3 clusters Score: Raw -280695.490124 + Penalty 1812.372091 = -278883.118033 nChanged 2 SP:Iteration 45Q (3724.772767 sec): 3 clusters Score: Raw -280695.658942 + Penalty 1812.372091 = -278883.286851 nChanged 1 SP:Iteration 46Q (3724.857105 sec): 3 clusters Score: Raw -280695.800714 + Penalty 1812.372091 = -278883.428623 nChanged 1 SP:Iteration 47Q (3724.948382 sec): 3 clusters Score: Raw -280695.835581 + Penalty 1812.372091 = -278883.463490 nChanged 1 SP:Iteration 48Q (3725.034558 sec): 3 clusters Score: Raw -280695.866755 + Penalty 1812.372091 = -278883.494665 nChanged 0 SP:Iteration 49F (3725.119492 sec): 3 clusters Score: Raw -280695.866755 + Penalty 1812.372091 = -278883.494665 nChanged 0 Score: Raw -4181221.977330 + Penalty 10644.470204 = -4170577.507126 Splitting cluster 3 changes total score from -4156692.511377 to -4170577.507126 So it's getting split into cluster 9. Trying to split cluster 4 (4867 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3725.879045 sec): 2 clusters Score: Raw -235715.065226 + Penalty 891.474466 = -234823.590760 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3725.950685 sec): 3 clusters Score: Raw -233162.449607 + Penalty 1782.948932 = -231379.500675 nChanged 2099 SP:Iteration 1F (3726.047236 sec): 3 clusters Score: Raw -235158.127939 + Penalty 1782.948932 = -233375.179007 nChanged 526 SP:Iteration 2F (3726.122644 sec): 3 clusters Score: Raw -235731.592590 + Penalty 1782.948932 = -233948.643658 nChanged 376 SP:Iteration 3F (3726.223590 sec): 3 clusters Score: Raw -236062.981855 + Penalty 1782.948932 = -234280.032923 nChanged 282 SP:Iteration 4F (3726.316894 sec): 3 clusters Score: Raw -236303.711981 + Penalty 1782.948932 = -234520.763049 nChanged 224 SP:Iteration 5Q (3726.387812 sec): 3 clusters Score: Raw -236481.788102 + Penalty 1782.948932 = -234698.839170 nChanged 176 SP:Iteration 6Q (3726.486756 sec): 3 clusters Score: Raw -236604.431961 + Penalty 1782.948932 = -234821.483029 nChanged 147 SP:Iteration 7Q (3726.567766 sec): 3 clusters Score: Raw -236671.178524 + Penalty 1782.948932 = -234888.229591 nChanged 96 SP:Iteration 8Q (3726.651472 sec): 3 clusters Score: Raw -236703.701677 + Penalty 1782.948932 = -234920.752745 nChanged 69 SP:Iteration 9Q (3726.747298 sec): 3 clusters Score: Raw -236724.807091 + Penalty 1782.948932 = -234941.858159 nChanged 49 SP:Iteration 10Q (3726.827929 sec): 3 clusters Score: Raw -236740.351577 + Penalty 1782.948932 = -234957.402645 nChanged 29 SP:Iteration 11Q (3726.901836 sec): 3 clusters Score: Raw -236755.154509 + Penalty 1782.948932 = -234972.205577 nChanged 40 SP:Iteration 12Q (3726.994279 sec): 3 clusters Score: Raw -236773.048989 + Penalty 1782.948932 = -234990.100057 nChanged 31 SP:Iteration 13Q (3727.065885 sec): 3 clusters Score: Raw -236781.918875 + Penalty 1782.948932 = -234998.969943 nChanged 18 SP:Iteration 14Q (3727.148404 sec): 3 clusters Score: Raw -236785.722687 + Penalty 1782.948932 = -235002.773755 nChanged 12 SP:Iteration 15Q (3727.242579 sec): 3 clusters Score: Raw -236789.432113 + Penalty 1782.948932 = -235006.483181 nChanged 10 SP:Iteration 16Q (3727.338218 sec): 3 clusters Score: Raw -236791.323315 + Penalty 1782.948932 = -235008.374383 nChanged 6 SP:Iteration 17Q (3727.411027 sec): 3 clusters Score: Raw -236792.104812 + Penalty 1782.948932 = -235009.155880 nChanged 5 SP:Iteration 18Q (3727.494822 sec): 3 clusters Score: Raw -236792.787083 + Penalty 1782.948932 = -235009.838151 nChanged 2 SP:Iteration 19Q (3727.582866 sec): 3 clusters Score: Raw -236793.089649 + Penalty 1782.948932 = -235010.140717 nChanged 1 SP:Iteration 20F (3727.679645 sec): 3 clusters Score: Raw -236793.153254 + Penalty 1782.948932 = -235010.204322 nChanged 0 Score: Raw -4182300.065359 + Penalty 11827.189116 = -4170472.876243 Splitting cluster 4 changes total score from -4156692.511377 to -4170472.876243 So it's getting split into cluster 10. Trying to split cluster 5 (3867 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3728.524652 sec): 2 clusters Score: Raw -193544.008721 + Penalty 867.324601 = -192676.684120 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3728.614309 sec): 3 clusters Score: Raw -191550.601400 + Penalty 1734.649201 = -189815.952199 nChanged 1628 SP:Iteration 1F (3728.684046 sec): 3 clusters Score: Raw -193475.163020 + Penalty 1734.649201 = -191740.513819 nChanged 598 SP:Iteration 2F (3728.775989 sec): 3 clusters Score: Raw -194405.459061 + Penalty 1734.649201 = -192670.809860 nChanged 353 SP:Iteration 3F (3728.865510 sec): 3 clusters Score: Raw -194799.330671 + Penalty 1734.649201 = -193064.681470 nChanged 185 SP:Iteration 4Q (3728.939036 sec): 3 clusters Score: Raw -194959.321009 + Penalty 1734.649201 = -193224.671808 nChanged 112 SP:Iteration 5Q (3729.028332 sec): 3 clusters Score: Raw -195031.475482 + Penalty 1734.649201 = -193296.826281 nChanged 67 SP:Iteration 6Q (3729.102639 sec): 3 clusters Score: Raw -195061.572642 + Penalty 1734.649201 = -193326.923441 nChanged 31 SP:Iteration 7Q (3729.200935 sec): 3 clusters Score: Raw -195074.408458 + Penalty 1734.649201 = -193339.759257 nChanged 21 SP:Iteration 8Q (3729.279388 sec): 3 clusters Score: Raw -195081.794891 + Penalty 1734.649201 = -193347.145689 nChanged 15 SP:Iteration 9Q (3729.365938 sec): 3 clusters Score: Raw -195086.855939 + Penalty 1734.649201 = -193352.206738 nChanged 9 SP:Iteration 10Q (3729.453209 sec): 3 clusters Score: Raw -195089.442296 + Penalty 1734.649201 = -193354.793095 nChanged 3 SP:Iteration 11Q (3729.536787 sec): 3 clusters Score: Raw -195090.401076 + Penalty 1734.649201 = -193355.751875 nChanged 1 SP:Iteration 12Q (3729.619351 sec): 3 clusters Score: Raw -195090.551880 + Penalty 1734.649201 = -193355.902678 nChanged 0 SP:Iteration 13F (3729.724739 sec): 3 clusters Score: Raw -195090.551880 + Penalty 1734.649201 = -193355.902678 nChanged 0 Score: Raw -4183846.608517 + Penalty 13009.908027 = -4170836.700490 Splitting cluster 5 changes total score from -4156692.511377 to -4170836.700490 So it's getting split into cluster 11. Trying to split cluster 6 (43450 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3730.943504 sec): 2 clusters Score: Raw -2511247.027517 + Penalty 1121.333444 = -2510125.694073 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3731.092019 sec): 3 clusters Score: Raw -2483522.735884 + Penalty 2242.666887 = -2481280.068996 nChanged 20615 SP:Iteration 1F (3731.229533 sec): 3 clusters Score: Raw -2498667.527250 + Penalty 2242.666887 = -2496424.860363 nChanged 3850 SP:Iteration 2F (3731.353334 sec): 3 clusters Score: Raw -2502104.731662 + Penalty 2242.666887 = -2499862.064775 nChanged 3908 SP:Iteration 3F (3731.501581 sec): 3 clusters Score: Raw -2505424.044091 + Penalty 2242.666887 = -2503181.377204 nChanged 3272 SP:Iteration 4F (3731.670035 sec): 3 clusters Score: Raw -2507760.836070 + Penalty 2242.666887 = -2505518.169183 nChanged 2484 SP:Iteration 5F (3731.839234 sec): 3 clusters Score: Raw -2509095.326603 + Penalty 2242.666887 = -2506852.659716 nChanged 1736 SP:Iteration 6Q (3732.012533 sec): 3 clusters Score: Raw -2509808.195777 + Penalty 2242.666887 = -2507565.528890 nChanged 1213 SP:Iteration 7Q (3732.135033 sec): 3 clusters Score: Raw -2510203.315343 + Penalty 2242.666887 = -2507960.648455 nChanged 889 SP:Iteration 8Q (3732.282497 sec): 3 clusters Score: Raw -2510420.611049 + Penalty 2242.666887 = -2508177.944162 nChanged 644 SP:Iteration 9Q (3732.429520 sec): 3 clusters Score: Raw -2510542.465946 + Penalty 2242.666887 = -2508299.799058 nChanged 477 SP:Iteration 10Q (3732.573433 sec): 3 clusters Score: Raw -2510621.837015 + Penalty 2242.666887 = -2508379.170127 nChanged 397 SP:Iteration 11Q (3732.715857 sec): 3 clusters Score: Raw -2510681.828058 + Penalty 2242.666887 = -2508439.161171 nChanged 350 SP:Iteration 12Q (3732.843586 sec): 3 clusters Score: Raw -2510730.588710 + Penalty 2242.666887 = -2508487.921823 nChanged 298 SP:Iteration 13Q (3732.991932 sec): 3 clusters Score: Raw -2510773.588086 + Penalty 2242.666887 = -2508530.921198 nChanged 299 SP:Iteration 14Q (3733.130894 sec): 3 clusters Score: Raw -2510817.332143 + Penalty 2242.666887 = -2508574.665255 nChanged 305 SP:Iteration 15Q (3733.292727 sec): 3 clusters Score: Raw -2510861.828030 + Penalty 2242.666887 = -2508619.161143 nChanged 315 SP:Iteration 16Q (3733.423372 sec): 3 clusters Score: Raw -2510909.731827 + Penalty 2242.666887 = -2508667.064939 nChanged 307 SP:Iteration 17Q (3733.556066 sec): 3 clusters Score: Raw -2510957.992455 + Penalty 2242.666887 = -2508715.325568 nChanged 327 SP:Iteration 18Q (3733.710479 sec): 3 clusters Score: Raw -2511011.300230 + Penalty 2242.666887 = -2508768.633343 nChanged 320 SP:Iteration 19Q (3733.842901 sec): 3 clusters Score: Raw -2511059.029615 + Penalty 2242.666887 = -2508816.362728 nChanged 324 SP:Iteration 20F (3733.968917 sec): 3 clusters Score: Raw -2511108.018488 + Penalty 2242.666887 = -2508865.351601 nChanged 311 SP:Iteration 21Q (3734.113355 sec): 3 clusters Score: Raw -2511159.619187 + Penalty 2242.666887 = -2508916.952300 nChanged 340 SP:Iteration 22Q (3734.272185 sec): 3 clusters Score: Raw -2511220.240984 + Penalty 2242.666887 = -2508977.574097 nChanged 336 SP:Iteration 23Q (3734.418055 sec): 3 clusters Score: Raw -2511278.920562 + Penalty 2242.666887 = -2509036.253675 nChanged 337 SP:Iteration 24Q (3734.558095 sec): 3 clusters Score: Raw -2511337.178425 + Penalty 2242.666887 = -2509094.511537 nChanged 324 SP:Iteration 25Q (3734.679947 sec): 3 clusters Score: Raw -2511393.488408 + Penalty 2242.666887 = -2509150.821521 nChanged 339 SP:Iteration 26Q (3734.823520 sec): 3 clusters Score: Raw -2511453.147348 + Penalty 2242.666887 = -2509210.480460 nChanged 339 SP:Iteration 27Q (3734.967335 sec): 3 clusters Score: Raw -2511518.286145 + Penalty 2242.666887 = -2509275.619257 nChanged 340 SP:Iteration 28Q (3735.109867 sec): 3 clusters Score: Raw -2511583.808493 + Penalty 2242.666887 = -2509341.141606 nChanged 305 SP:Iteration 29Q (3735.253103 sec): 3 clusters Score: Raw -2511642.570031 + Penalty 2242.666887 = -2509399.903144 nChanged 324 SP:Iteration 30Q (3735.407553 sec): 3 clusters Score: Raw -2511708.657892 + Penalty 2242.666887 = -2509465.991004 nChanged 329 SP:Iteration 31Q (3735.535405 sec): 3 clusters Score: Raw -2511772.078206 + Penalty 2242.666887 = -2509529.411318 nChanged 321 SP:Iteration 32Q (3735.680748 sec): 3 clusters Score: Raw -2511828.884485 + Penalty 2242.666887 = -2509586.217598 nChanged 291 SP:Iteration 33Q (3735.821935 sec): 3 clusters Score: Raw -2511878.557582 + Penalty 2242.666887 = -2509635.890695 nChanged 282 SP:Iteration 34Q (3735.952026 sec): 3 clusters Score: Raw -2511927.112829 + Penalty 2242.666887 = -2509684.445941 nChanged 257 SP:Iteration 35Q (3736.112470 sec): 3 clusters Score: Raw -2511969.451788 + Penalty 2242.666887 = -2509726.784901 nChanged 238 SP:Iteration 36Q (3736.280979 sec): 3 clusters Score: Raw -2512006.268376 + Penalty 2242.666887 = -2509763.601489 nChanged 221 SP:Iteration 37Q (3736.420048 sec): 3 clusters Score: Raw -2512039.222303 + Penalty 2242.666887 = -2509796.555416 nChanged 215 SP:Iteration 38Q (3736.582801 sec): 3 clusters Score: Raw -2512069.196396 + Penalty 2242.666887 = -2509826.529508 nChanged 208 SP:Iteration 39Q (3736.762659 sec): 3 clusters Score: Raw -2512098.447902 + Penalty 2242.666887 = -2509855.781014 nChanged 195 SP:Iteration 40F (3736.920508 sec): 3 clusters Score: Raw -2512124.417142 + Penalty 2242.666887 = -2509881.750255 nChanged 189 SP:Iteration 41Q (3737.081037 sec): 3 clusters Score: Raw -2512153.777606 + Penalty 2242.666887 = -2509911.110718 nChanged 224 SP:Iteration 42Q (3737.247200 sec): 3 clusters Score: Raw -2512188.193514 + Penalty 2242.666887 = -2509945.526627 nChanged 218 SP:Iteration 43Q (3737.416685 sec): 3 clusters Score: Raw -2512224.140737 + Penalty 2242.666887 = -2509981.473850 nChanged 202 SP:Iteration 44Q (3737.591648 sec): 3 clusters Score: Raw -2512252.808276 + Penalty 2242.666887 = -2510010.141388 nChanged 197 SP:Iteration 45Q (3737.740276 sec): 3 clusters Score: Raw -2512283.296645 + Penalty 2242.666887 = -2510040.629757 nChanged 228 SP:Iteration 46Q (3737.874414 sec): 3 clusters Score: Raw -2512317.324710 + Penalty 2242.666887 = -2510074.657823 nChanged 230 SP:Iteration 47Q (3738.025155 sec): 3 clusters Score: Raw -2512352.041968 + Penalty 2242.666887 = -2510109.375080 nChanged 201 SP:Iteration 48Q (3738.164788 sec): 3 clusters Score: Raw -2512380.107189 + Penalty 2242.666887 = -2510137.440302 nChanged 196 SP:Iteration 49Q (3738.296073 sec): 3 clusters Score: Raw -2512406.238010 + Penalty 2242.666887 = -2510163.571123 nChanged 162 SP:Iteration 50Q (3738.430357 sec): 3 clusters Score: Raw -2512426.561345 + Penalty 2242.666887 = -2510183.894457 nChanged 151 SP:Iteration 51Q (3738.571471 sec): 3 clusters Score: Raw -2512447.977089 + Penalty 2242.666887 = -2510205.310201 nChanged 144 SP:Iteration 52Q (3738.710411 sec): 3 clusters Score: Raw -2512468.635808 + Penalty 2242.666887 = -2510225.968921 nChanged 140 SP:Iteration 53Q (3738.851722 sec): 3 clusters Score: Raw -2512490.891773 + Penalty 2242.666887 = -2510248.224886 nChanged 156 SP:Iteration 54Q (3738.987312 sec): 3 clusters Score: Raw -2512512.850732 + Penalty 2242.666887 = -2510270.183845 nChanged 150 SP:Iteration 55Q (3739.103214 sec): 3 clusters Score: Raw -2512532.466672 + Penalty 2242.666887 = -2510289.799785 nChanged 131 SP:Iteration 56Q (3739.270906 sec): 3 clusters Score: Raw -2512549.092523 + Penalty 2242.666887 = -2510306.425635 nChanged 123 SP:Iteration 57Q (3739.400962 sec): 3 clusters Score: Raw -2512567.810815 + Penalty 2242.666887 = -2510325.143928 nChanged 124 SP:Iteration 58Q (3739.529073 sec): 3 clusters Score: Raw -2512587.971891 + Penalty 2242.666887 = -2510345.305003 nChanged 131 SP:Iteration 59Q (3739.664286 sec): 3 clusters Score: Raw -2512610.310348 + Penalty 2242.666887 = -2510367.643461 nChanged 144 SP:Iteration 60F (3739.809243 sec): 3 clusters Score: Raw -2512637.968243 + Penalty 2242.666887 = -2510395.301355 nChanged 164 SP:Iteration 61Q (3739.948858 sec): 3 clusters Score: Raw -2512665.166477 + Penalty 2242.666887 = -2510422.499589 nChanged 152 SP:Iteration 62Q (3740.085465 sec): 3 clusters Score: Raw -2512688.630645 + Penalty 2242.666887 = -2510445.963758 nChanged 135 SP:Iteration 63Q (3740.216373 sec): 3 clusters Score: Raw -2512709.018328 + Penalty 2242.666887 = -2510466.351440 nChanged 135 SP:Iteration 64Q (3740.367170 sec): 3 clusters Score: Raw -2512729.715897 + Penalty 2242.666887 = -2510487.049009 nChanged 126 SP:Iteration 65Q (3740.501042 sec): 3 clusters Score: Raw -2512746.550209 + Penalty 2242.666887 = -2510503.883321 nChanged 105 SP:Iteration 66Q (3740.633932 sec): 3 clusters Score: Raw -2512760.886873 + Penalty 2242.666887 = -2510518.219986 nChanged 97 SP:Iteration 67Q (3740.779942 sec): 3 clusters Score: Raw -2512772.290358 + Penalty 2242.666887 = -2510529.623471 nChanged 68 SP:Iteration 68Q (3740.914365 sec): 3 clusters Score: Raw -2512779.408892 + Penalty 2242.666887 = -2510536.742005 nChanged 64 SP:Iteration 69Q (3741.028865 sec): 3 clusters Score: Raw -2512785.065322 + Penalty 2242.666887 = -2510542.398435 nChanged 64 SP:Iteration 70Q (3741.177681 sec): 3 clusters Score: Raw -2512790.956808 + Penalty 2242.666887 = -2510548.289921 nChanged 59 SP:Iteration 71Q (3741.311752 sec): 3 clusters Score: Raw -2512796.979664 + Penalty 2242.666887 = -2510554.312777 nChanged 60 SP:Iteration 72Q (3741.451604 sec): 3 clusters Score: Raw -2512804.105473 + Penalty 2242.666887 = -2510561.438586 nChanged 72 SP:Iteration 73Q (3741.594812 sec): 3 clusters Score: Raw -2512812.430516 + Penalty 2242.666887 = -2510569.763629 nChanged 60 SP:Iteration 74Q (3741.751690 sec): 3 clusters Score: Raw -2512820.301465 + Penalty 2242.666887 = -2510577.634577 nChanged 58 SP:Iteration 75Q (3741.897428 sec): 3 clusters Score: Raw -2512827.170265 + Penalty 2242.666887 = -2510584.503378 nChanged 54 SP:Iteration 76Q (3742.059926 sec): 3 clusters Score: Raw -2512831.526397 + Penalty 2242.666887 = -2510588.859510 nChanged 43 SP:Iteration 77Q (3742.209084 sec): 3 clusters Score: Raw -2512835.426649 + Penalty 2242.666887 = -2510592.759761 nChanged 44 SP:Iteration 78Q (3742.405192 sec): 3 clusters Score: Raw -2512839.436470 + Penalty 2242.666887 = -2510596.769583 nChanged 49 SP:Iteration 79Q (3742.594493 sec): 3 clusters Score: Raw -2512844.303707 + Penalty 2242.666887 = -2510601.636819 nChanged 43 SP:Iteration 80F (3742.791955 sec): 3 clusters Score: Raw -2512847.712101 + Penalty 2242.666887 = -2510605.045213 nChanged 39 SP:Iteration 81Q (3742.955871 sec): 3 clusters Score: Raw -2512851.161075 + Penalty 2242.666887 = -2510608.494188 nChanged 39 SP:Iteration 82Q (3743.137276 sec): 3 clusters Score: Raw -2512855.740323 + Penalty 2242.666887 = -2510613.073436 nChanged 34 SP:Iteration 83Q (3743.306107 sec): 3 clusters Score: Raw -2512858.271728 + Penalty 2242.666887 = -2510615.604841 nChanged 22 SP:Iteration 84Q (3743.448645 sec): 3 clusters Score: Raw -2512859.654098 + Penalty 2242.666887 = -2510616.987210 nChanged 18 SP:Iteration 85Q (3743.635687 sec): 3 clusters Score: Raw -2512861.291961 + Penalty 2242.666887 = -2510618.625074 nChanged 27 SP:Iteration 86Q (3743.780564 sec): 3 clusters Score: Raw -2512863.360390 + Penalty 2242.666887 = -2510620.693502 nChanged 26 SP:Iteration 87Q (3743.905350 sec): 3 clusters Score: Raw -2512864.905308 + Penalty 2242.666887 = -2510622.238421 nChanged 14 SP:Iteration 88Q (3744.048786 sec): 3 clusters Score: Raw -2512865.576203 + Penalty 2242.666887 = -2510622.909316 nChanged 8 SP:Iteration 89Q (3744.180809 sec): 3 clusters Score: Raw -2512866.055016 + Penalty 2242.666887 = -2510623.388128 nChanged 9 SP:Iteration 90Q (3744.331133 sec): 3 clusters Score: Raw -2512866.488292 + Penalty 2242.666887 = -2510623.821405 nChanged 5 SP:Iteration 91Q (3744.484616 sec): 3 clusters Score: Raw -2512866.790264 + Penalty 2242.666887 = -2510624.123377 nChanged 6 SP:Iteration 92Q (3744.617884 sec): 3 clusters Score: Raw -2512867.082815 + Penalty 2242.666887 = -2510624.415928 nChanged 7 SP:Iteration 93Q (3744.743490 sec): 3 clusters Score: Raw -2512867.392164 + Penalty 2242.666887 = -2510624.725277 nChanged 7 SP:Iteration 94Q (3744.892463 sec): 3 clusters Score: Raw -2512867.794617 + Penalty 2242.666887 = -2510625.127730 nChanged 7 SP:Iteration 95Q (3745.023118 sec): 3 clusters Score: Raw -2512868.112311 + Penalty 2242.666887 = -2510625.445424 nChanged 7 SP:Iteration 96Q (3745.154516 sec): 3 clusters Score: Raw -2512868.618919 + Penalty 2242.666887 = -2510625.952032 nChanged 8 SP:Iteration 97Q (3745.296502 sec): 3 clusters Score: Raw -2512869.086795 + Penalty 2242.666887 = -2510626.419908 nChanged 8 SP:Iteration 98Q (3745.435329 sec): 3 clusters Score: Raw -2512869.509718 + Penalty 2242.666887 = -2510626.842831 nChanged 9 SP:Iteration 99Q (3745.553721 sec): 3 clusters Score: Raw -2512870.013440 + Penalty 2242.666887 = -2510627.346553 nChanged 8 SP:Iteration 100F (3745.706205 sec): 3 clusters Score: Raw -2512870.439923 + Penalty 2242.666887 = -2510627.773036 nChanged 10 SP:Iteration 101Q (3745.830408 sec): 3 clusters Score: Raw -2512870.917660 + Penalty 2242.666887 = -2510628.250773 nChanged 7 SP:Iteration 102Q (3745.963136 sec): 3 clusters Score: Raw -2512871.247132 + Penalty 2242.666887 = -2510628.580244 nChanged 4 SP:Iteration 103Q (3746.100689 sec): 3 clusters Score: Raw -2512871.487060 + Penalty 2242.666887 = -2510628.820173 nChanged 6 SP:Iteration 104Q (3746.228651 sec): 3 clusters Score: Raw -2512871.902219 + Penalty 2242.666887 = -2510629.235331 nChanged 11 SP:Iteration 105Q (3746.373353 sec): 3 clusters Score: Raw -2512872.545883 + Penalty 2242.666887 = -2510629.878996 nChanged 15 SP:Iteration 106Q (3746.505584 sec): 3 clusters Score: Raw -2512873.439248 + Penalty 2242.666887 = -2510630.772361 nChanged 15 SP:Iteration 107Q (3746.644020 sec): 3 clusters Score: Raw -2512874.135938 + Penalty 2242.666887 = -2510631.469051 nChanged 14 SP:Iteration 108Q (3746.777716 sec): 3 clusters Score: Raw -2512874.960632 + Penalty 2242.666887 = -2510632.293744 nChanged 12 SP:Iteration 109Q (3746.901968 sec): 3 clusters Score: Raw -2512875.430288 + Penalty 2242.666887 = -2510632.763400 nChanged 10 SP:Iteration 110Q (3747.047340 sec): 3 clusters Score: Raw -2512875.833296 + Penalty 2242.666887 = -2510633.166408 nChanged 7 SP:Iteration 111Q (3747.186708 sec): 3 clusters Score: Raw -2512876.126853 + Penalty 2242.666887 = -2510633.459966 nChanged 3 SP:Iteration 112Q (3747.322642 sec): 3 clusters Score: Raw -2512876.179816 + Penalty 2242.666887 = -2510633.512928 nChanged 0 SP:Iteration 113F (3747.460812 sec): 3 clusters Score: Raw -2512876.179816 + Penalty 2242.666887 = -2510633.512928 nChanged 0 Score: Raw -4185475.760816 + Penalty 14192.626939 = -4171283.133877 Splitting cluster 6 changes total score from -4156692.511377 to -4171283.133877 So it's getting split into cluster 12. Iteration 20F (3749.677158 sec): 13 clusters Score: Raw -4189884.538970 + Penalty 14192.626939 = -4175691.912031 nChanged 4411 Iteration 21F (3750.738393 sec): 13 clusters Score: Raw -4192293.061203 + Penalty 14192.626939 = -4178100.434264 nChanged 2010 Iteration 22Q (3751.541216 sec): 13 clusters Score: Raw -4193231.604842 + Penalty 14192.626939 = -4179038.977903 nChanged 1474 Iteration 23Q (3752.380894 sec): 13 clusters Score: Raw -4193824.905879 + Penalty 14192.626939 = -4179632.278940 nChanged 1153 Iteration 24Q (3753.226822 sec): 13 clusters Score: Raw -4194240.751758 + Penalty 14192.626939 = -4180048.124819 nChanged 999 Iteration 25Q (3754.039919 sec): 13 clusters Score: Raw -4194567.909740 + Penalty 14192.626939 = -4180375.282801 nChanged 910 Iteration 26Q (3754.847773 sec): 13 clusters Score: Raw -4194858.079656 + Penalty 14192.626939 = -4180665.452717 nChanged 817 Iteration 27Q (3755.850953 sec): 13 clusters Score: Raw -4195105.042361 + Penalty 14192.626939 = -4180912.415421 nChanged 729 Iteration 28Q (3756.846264 sec): 13 clusters Score: Raw -4195311.043340 + Penalty 14192.626939 = -4181118.416401 nChanged 632 Iteration 29Q (3757.819505 sec): 13 clusters Score: Raw -4195483.696045 + Penalty 14192.626939 = -4181291.069106 nChanged 579 Iteration 30Q (3758.667122 sec): 13 clusters Score: Raw -4195627.528810 + Penalty 14192.626939 = -4181434.901871 nChanged 525 Iteration 31Q (3759.549692 sec): 13 clusters Score: Raw -4195752.169000 + Penalty 14192.626939 = -4181559.542061 nChanged 524 Iteration 32Q (3760.365677 sec): 13 clusters Score: Raw -4195877.889052 + Penalty 14192.626939 = -4181685.262113 nChanged 512 Iteration 33Q (3761.157490 sec): 13 clusters Score: Raw -4195992.628248 + Penalty 14192.626939 = -4181800.001309 nChanged 486 Iteration 34Q (3762.013146 sec): 13 clusters Score: Raw -4196109.582749 + Penalty 14192.626939 = -4181916.955810 nChanged 441 Iteration 35Q (3762.877517 sec): 13 clusters Score: Raw -4196209.466497 + Penalty 14192.626939 = -4182016.839558 nChanged 422 Iteration 36Q (3763.847035 sec): 13 clusters Score: Raw -4196301.240565 + Penalty 14192.626939 = -4182108.613626 nChanged 355 Iteration 37Q (3764.798227 sec): 13 clusters Score: Raw -4196361.359263 + Penalty 14192.626939 = -4182168.732324 nChanged 288 Iteration 38Q (3765.630830 sec): 13 clusters Score: Raw -4196406.780360 + Penalty 14192.626939 = -4182214.153421 nChanged 250 Iteration 39Q (3766.433219 sec): 13 clusters Score: Raw -4196449.723109 + Penalty 14192.626939 = -4182257.096170 nChanged 259 Iteration 40F (3767.410956 sec): 13 clusters Score: Raw -4196633.176364 + Penalty 14192.626939 = -4182440.549425 nChanged 393 Iteration 41Q (3768.243386 sec): 13 clusters Score: Raw -4196824.688036 + Penalty 14192.626939 = -4182632.061097 nChanged 433 Iteration 42Q (3769.068712 sec): 13 clusters Score: Raw -4196992.933764 + Penalty 14192.626939 = -4182800.306825 nChanged 440 Iteration 43Q (3769.912484 sec): 13 clusters Score: Raw -4197127.639535 + Penalty 14192.626939 = -4182935.012596 nChanged 466 Iteration 44Q (3770.809472 sec): 13 clusters Score: Raw -4197253.464966 + Penalty 14192.626939 = -4183060.838027 nChanged 395 Iteration 45Q (3771.868748 sec): 13 clusters Score: Raw -4197350.351834 + Penalty 14192.626939 = -4183157.724895 nChanged 378 Iteration 46Q (3772.891017 sec): 13 clusters Score: Raw -4197435.012825 + Penalty 14192.626939 = -4183242.385886 nChanged 353 Iteration 47Q (3773.718936 sec): 13 clusters Score: Raw -4197504.068160 + Penalty 14192.626939 = -4183311.441221 nChanged 338 Iteration 48Q (3774.515721 sec): 13 clusters Score: Raw -4197568.949207 + Penalty 14192.626939 = -4183376.322268 nChanged 303 Iteration 49Q (3775.339863 sec): 13 clusters Score: Raw -4197634.722621 + Penalty 14192.626939 = -4183442.095682 nChanged 311 Iteration 50Q (3776.171174 sec): 13 clusters Score: Raw -4197704.899801 + Penalty 14192.626939 = -4183512.272862 nChanged 310 Iteration 51Q (3776.997600 sec): 13 clusters Score: Raw -4197784.430894 + Penalty 14192.626939 = -4183591.803955 nChanged 311 Iteration 52Q (3777.825497 sec): 13 clusters Score: Raw -4197877.033735 + Penalty 14192.626939 = -4183684.406796 nChanged 343 Iteration 53Q (3778.734977 sec): 13 clusters Score: Raw -4197978.779013 + Penalty 14192.626939 = -4183786.152074 nChanged 348 Iteration 54Q (3779.694801 sec): 13 clusters Score: Raw -4198078.273687 + Penalty 14192.626939 = -4183885.646748 nChanged 329 Iteration 55Q (3780.504930 sec): 13 clusters Score: Raw -4198187.277569 + Penalty 14192.626939 = -4183994.650630 nChanged 333 Iteration 56Q (3781.304580 sec): 13 clusters Score: Raw -4198313.834637 + Penalty 14192.626939 = -4184121.207698 nChanged 368 Iteration 57Q (3782.100457 sec): 13 clusters Score: Raw -4198484.712857 + Penalty 14192.626939 = -4184292.085918 nChanged 337 Iteration 58Q (3782.895707 sec): 13 clusters Score: Raw -4198678.862566 + Penalty 14192.626939 = -4184486.235627 nChanged 355 Writing temp clu file Because OldScore, -4184292.085918, is greater than current (better) Score,-4184486.235627 Compute initial score before splitting: Score: Raw -4198678.862566 + Penalty 14192.626939 = -4184486.235627 Trying to split cluster 1 (8379 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3783.049350 sec): 2 clusters Score: Raw -471297.674592 + Penalty 948.515805 = -470349.158787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3783.125393 sec): 3 clusters Score: Raw -466423.550352 + Penalty 1897.031609 = -464526.518743 nChanged 3716 SP:Iteration 1F (3783.232645 sec): 3 clusters Score: Raw -468838.518343 + Penalty 1897.031609 = -466941.486733 nChanged 784 SP:Iteration 2F (3783.320923 sec): 3 clusters Score: Raw -469475.230507 + Penalty 1897.031609 = -467578.198898 nChanged 704 SP:Iteration 3F (3783.404633 sec): 3 clusters Score: Raw -470036.713991 + Penalty 1897.031609 = -468139.682381 nChanged 566 SP:Iteration 4F (3783.501377 sec): 3 clusters Score: Raw -470408.834216 + Penalty 1897.031609 = -468511.802606 nChanged 423 SP:Iteration 5F (3783.587283 sec): 3 clusters Score: Raw -470629.151293 + Penalty 1897.031609 = -468732.119683 nChanged 297 SP:Iteration 6Q (3783.683218 sec): 3 clusters Score: Raw -470770.133878 + Penalty 1897.031609 = -468873.102269 nChanged 207 SP:Iteration 7Q (3783.773151 sec): 3 clusters Score: Raw -470876.592435 + Penalty 1897.031609 = -468979.560826 nChanged 192 SP:Iteration 8Q (3783.861911 sec): 3 clusters Score: Raw -470982.151598 + Penalty 1897.031609 = -469085.119989 nChanged 155 SP:Iteration 9Q (3783.959485 sec): 3 clusters Score: Raw -471073.339489 + Penalty 1897.031609 = -469176.307879 nChanged 130 SP:Iteration 10Q (3784.073247 sec): 3 clusters Score: Raw -471158.624307 + Penalty 1897.031609 = -469261.592698 nChanged 128 SP:Iteration 11Q (3784.160488 sec): 3 clusters Score: Raw -471251.709386 + Penalty 1897.031609 = -469354.677776 nChanged 118 SP:Iteration 12Q (3784.252319 sec): 3 clusters Score: Raw -471346.403332 + Penalty 1897.031609 = -469449.371723 nChanged 122 SP:Iteration 13Q (3784.348532 sec): 3 clusters Score: Raw -471428.264633 + Penalty 1897.031609 = -469531.233023 nChanged 111 SP:Iteration 14Q (3784.431974 sec): 3 clusters Score: Raw -471485.278520 + Penalty 1897.031609 = -469588.246911 nChanged 89 SP:Iteration 15Q (3784.517233 sec): 3 clusters Score: Raw -471527.733013 + Penalty 1897.031609 = -469630.701404 nChanged 72 SP:Iteration 16Q (3784.609983 sec): 3 clusters Score: Raw -471557.279320 + Penalty 1897.031609 = -469660.247710 nChanged 55 SP:Iteration 17Q (3784.721667 sec): 3 clusters Score: Raw -471576.100650 + Penalty 1897.031609 = -469679.069041 nChanged 44 SP:Iteration 18Q (3784.805735 sec): 3 clusters Score: Raw -471593.545485 + Penalty 1897.031609 = -469696.513876 nChanged 43 SP:Iteration 19Q (3784.893093 sec): 3 clusters Score: Raw -471609.144560 + Penalty 1897.031609 = -469712.112951 nChanged 43 SP:Iteration 20F (3784.973829 sec): 3 clusters Score: Raw -471623.295544 + Penalty 1897.031609 = -469726.263934 nChanged 37 SP:Iteration 21Q (3785.053668 sec): 3 clusters Score: Raw -471635.066272 + Penalty 1897.031609 = -469738.034662 nChanged 42 SP:Iteration 22Q (3785.154152 sec): 3 clusters Score: Raw -471647.962125 + Penalty 1897.031609 = -469750.930515 nChanged 38 SP:Iteration 23Q (3785.234733 sec): 3 clusters Score: Raw -471663.667739 + Penalty 1897.031609 = -469766.636129 nChanged 35 SP:Iteration 24Q (3785.322041 sec): 3 clusters Score: Raw -471674.222362 + Penalty 1897.031609 = -469777.190753 nChanged 38 SP:Iteration 25Q (3785.409541 sec): 3 clusters Score: Raw -471686.856703 + Penalty 1897.031609 = -469789.825094 nChanged 32 SP:Iteration 26Q (3785.517684 sec): 3 clusters Score: Raw -471699.278903 + Penalty 1897.031609 = -469802.247294 nChanged 37 SP:Iteration 27Q (3785.613112 sec): 3 clusters Score: Raw -471712.209884 + Penalty 1897.031609 = -469815.178275 nChanged 23 SP:Iteration 28Q (3785.699221 sec): 3 clusters Score: Raw -471719.656069 + Penalty 1897.031609 = -469822.624459 nChanged 26 SP:Iteration 29Q (3785.799553 sec): 3 clusters Score: Raw -471725.995338 + Penalty 1897.031609 = -469828.963728 nChanged 18 SP:Iteration 30Q (3785.889440 sec): 3 clusters Score: Raw -471730.667621 + Penalty 1897.031609 = -469833.636012 nChanged 20 SP:Iteration 31Q (3785.985130 sec): 3 clusters Score: Raw -471737.722049 + Penalty 1897.031609 = -469840.690439 nChanged 24 SP:Iteration 32Q (3786.117135 sec): 3 clusters Score: Raw -471745.077220 + Penalty 1897.031609 = -469848.045611 nChanged 27 SP:Iteration 33Q (3786.232984 sec): 3 clusters Score: Raw -471756.369964 + Penalty 1897.031609 = -469859.338354 nChanged 28 SP:Iteration 34Q (3786.332757 sec): 3 clusters Score: Raw -471766.536021 + Penalty 1897.031609 = -469869.504412 nChanged 34 SP:Iteration 35Q (3786.456287 sec): 3 clusters Score: Raw -471780.370153 + Penalty 1897.031609 = -469883.338543 nChanged 42 SP:Iteration 36Q (3786.581283 sec): 3 clusters Score: Raw -471798.640207 + Penalty 1897.031609 = -469901.608597 nChanged 37 SP:Iteration 37Q (3786.670045 sec): 3 clusters Score: Raw -471815.271681 + Penalty 1897.031609 = -469918.240071 nChanged 40 SP:Iteration 38Q (3786.765872 sec): 3 clusters Score: Raw -471833.042220 + Penalty 1897.031609 = -469936.010610 nChanged 38 SP:Iteration 39Q (3786.862354 sec): 3 clusters Score: Raw -471850.637287 + Penalty 1897.031609 = -469953.605678 nChanged 32 SP:Iteration 40F (3786.969821 sec): 3 clusters Score: Raw -471864.569468 + Penalty 1897.031609 = -469967.537859 nChanged 32 SP:Iteration 41Q (3787.071836 sec): 3 clusters Score: Raw -471879.642262 + Penalty 1897.031609 = -469982.610652 nChanged 36 SP:Iteration 42Q (3787.182027 sec): 3 clusters Score: Raw -471896.506112 + Penalty 1897.031609 = -469999.474503 nChanged 30 SP:Iteration 43Q (3787.295458 sec): 3 clusters Score: Raw -471909.154023 + Penalty 1897.031609 = -470012.122414 nChanged 14 SP:Iteration 44Q (3787.387864 sec): 3 clusters Score: Raw -471916.674442 + Penalty 1897.031609 = -470019.642833 nChanged 18 SP:Iteration 45Q (3787.488916 sec): 3 clusters Score: Raw -471924.619787 + Penalty 1897.031609 = -470027.588177 nChanged 21 SP:Iteration 46Q (3787.596333 sec): 3 clusters Score: Raw -471932.322979 + Penalty 1897.031609 = -470035.291369 nChanged 23 SP:Iteration 47Q (3787.693158 sec): 3 clusters Score: Raw -471939.351267 + Penalty 1897.031609 = -470042.319658 nChanged 17 SP:Iteration 48Q (3787.818598 sec): 3 clusters Score: Raw -471943.259812 + Penalty 1897.031609 = -470046.228203 nChanged 9 SP:Iteration 49Q (3787.910615 sec): 3 clusters Score: Raw -471946.251046 + Penalty 1897.031609 = -470049.219436 nChanged 12 SP:Iteration 50Q (3788.004192 sec): 3 clusters Score: Raw -471950.986236 + Penalty 1897.031609 = -470053.954626 nChanged 17 SP:Iteration 51Q (3788.106291 sec): 3 clusters Score: Raw -471959.115575 + Penalty 1897.031609 = -470062.083965 nChanged 14 SP:Iteration 52Q (3788.170088 sec): 3 clusters Score: Raw -471963.719058 + Penalty 1897.031609 = -470066.687448 nChanged 13 SP:Iteration 53Q (3788.264568 sec): 3 clusters Score: Raw -471969.042582 + Penalty 1897.031609 = -470072.010973 nChanged 17 SP:Iteration 54Q (3788.365057 sec): 3 clusters Score: Raw -471976.023324 + Penalty 1897.031609 = -470078.991714 nChanged 15 SP:Iteration 55Q (3788.466840 sec): 3 clusters Score: Raw -471981.438327 + Penalty 1897.031609 = -470084.406718 nChanged 14 SP:Iteration 56Q (3788.569822 sec): 3 clusters Score: Raw -471985.871817 + Penalty 1897.031609 = -470088.840208 nChanged 8 SP:Iteration 57Q (3788.662551 sec): 3 clusters Score: Raw -471989.265256 + Penalty 1897.031609 = -470092.233646 nChanged 6 SP:Iteration 58Q (3788.762657 sec): 3 clusters Score: Raw -471991.892486 + Penalty 1897.031609 = -470094.860877 nChanged 10 SP:Iteration 59Q (3788.844820 sec): 3 clusters Score: Raw -471994.385014 + Penalty 1897.031609 = -470097.353405 nChanged 7 SP:Iteration 60F (3788.941871 sec): 3 clusters Score: Raw -471995.609562 + Penalty 1897.031609 = -470098.577953 nChanged 7 SP:Iteration 61Q (3789.017263 sec): 3 clusters Score: Raw -471996.903829 + Penalty 1897.031609 = -470099.872219 nChanged 7 SP:Iteration 62Q (3789.128365 sec): 3 clusters Score: Raw -471998.313374 + Penalty 1897.031609 = -470101.281764 nChanged 5 SP:Iteration 63Q (3789.241055 sec): 3 clusters Score: Raw -471999.593883 + Penalty 1897.031609 = -470102.562273 nChanged 2 SP:Iteration 64Q (3789.331019 sec): 3 clusters Score: Raw -472000.084690 + Penalty 1897.031609 = -470103.053081 nChanged 4 SP:Iteration 65Q (3789.409704 sec): 3 clusters Score: Raw -472001.346463 + Penalty 1897.031609 = -470104.314854 nChanged 7 SP:Iteration 66Q (3789.525081 sec): 3 clusters Score: Raw -472003.313858 + Penalty 1897.031609 = -470106.282249 nChanged 8 SP:Iteration 67Q (3789.598351 sec): 3 clusters Score: Raw -472005.460397 + Penalty 1897.031609 = -470108.428788 nChanged 5 SP:Iteration 68Q (3789.707448 sec): 3 clusters Score: Raw -472006.220967 + Penalty 1897.031609 = -470109.189357 nChanged 4 SP:Iteration 69Q (3789.786964 sec): 3 clusters Score: Raw -472006.931294 + Penalty 1897.031609 = -470109.899684 nChanged 2 SP:Iteration 70Q (3789.894067 sec): 3 clusters Score: Raw -472007.937067 + Penalty 1897.031609 = -470110.905458 nChanged 1 SP:Iteration 71Q (3789.978225 sec): 3 clusters Score: Raw -472008.099246 + Penalty 1897.031609 = -470111.067636 nChanged 0 SP:Iteration 72F (3790.091825 sec): 3 clusters Score: Raw -472008.099246 + Penalty 1897.031609 = -470111.067636 nChanged 0 Trying to split cluster 2 (1346 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3790.129212 sec): 2 clusters Score: Raw -56342.000800 + Penalty 756.513714 = -55585.487087 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3790.199743 sec): 3 clusters Score: Raw -55806.971087 + Penalty 1513.027427 = -54293.943660 nChanged 470 SP:Iteration 1F (3790.281963 sec): 3 clusters Score: Raw -56224.881956 + Penalty 1513.027427 = -54711.854529 nChanged 131 SP:Iteration 2F (3790.366451 sec): 3 clusters Score: Raw -56359.920211 + Penalty 1513.027427 = -54846.892784 nChanged 96 SP:Iteration 3F (3790.460052 sec): 3 clusters Score: Raw -56451.524898 + Penalty 1513.027427 = -54938.497471 nChanged 63 SP:Iteration 4Q (3790.558586 sec): 3 clusters Score: Raw -56517.080401 + Penalty 1513.027427 = -55004.052974 nChanged 42 SP:Iteration 5Q (3790.646100 sec): 3 clusters Score: Raw -56561.607843 + Penalty 1513.027427 = -55048.580416 nChanged 30 SP:Iteration 6Q (3790.722348 sec): 3 clusters Score: Raw -56590.986742 + Penalty 1513.027427 = -55077.959315 nChanged 26 SP:Iteration 7Q (3790.809653 sec): 3 clusters Score: Raw -56630.691948 + Penalty 1513.027427 = -55117.664521 nChanged 30 SP:Iteration 8Q (3790.868475 sec): 3 clusters Score: Raw -56672.818972 + Penalty 1513.027427 = -55159.791545 nChanged 31 SP:Iteration 9Q (3790.959472 sec): 3 clusters Score: Raw -56700.251786 + Penalty 1513.027427 = -55187.224359 nChanged 19 SP:Iteration 10Q (3791.054919 sec): 3 clusters Score: Raw -56718.821953 + Penalty 1513.027427 = -55205.794526 nChanged 14 SP:Iteration 11Q (3791.136762 sec): 3 clusters Score: Raw -56729.320250 + Penalty 1513.027427 = -55216.292823 nChanged 10 SP:Iteration 12Q (3791.219055 sec): 3 clusters Score: Raw -56737.357926 + Penalty 1513.027427 = -55224.330499 nChanged 10 SP:Iteration 13Q (3791.300190 sec): 3 clusters Score: Raw -56743.775984 + Penalty 1513.027427 = -55230.748557 nChanged 9 SP:Iteration 14Q (3791.382932 sec): 3 clusters Score: Raw -56749.259582 + Penalty 1513.027427 = -55236.232155 nChanged 8 SP:Iteration 15Q (3791.466087 sec): 3 clusters Score: Raw -56754.894395 + Penalty 1513.027427 = -55241.866968 nChanged 5 SP:Iteration 16Q (3791.545322 sec): 3 clusters Score: Raw -56756.214103 + Penalty 1513.027427 = -55243.186676 nChanged 2 SP:Iteration 17Q (3791.641432 sec): 3 clusters Score: Raw -56756.867831 + Penalty 1513.027427 = -55243.840404 nChanged 0 SP:Iteration 18F (3791.723962 sec): 3 clusters Score: Raw -56756.867831 + Penalty 1513.027427 = -55243.840404 nChanged 0 Trying to split cluster 3 (4371 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3791.770033 sec): 2 clusters Score: Raw -230188.834023 + Penalty 880.188445 = -229308.645578 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3791.858207 sec): 3 clusters Score: Raw -227852.996956 + Penalty 1760.376890 = -226092.620066 nChanged 1802 SP:Iteration 1F (3791.954045 sec): 3 clusters Score: Raw -229101.684683 + Penalty 1760.376890 = -227341.307793 nChanged 388 SP:Iteration 2F (3792.045978 sec): 3 clusters Score: Raw -229422.240095 + Penalty 1760.376890 = -227661.863205 nChanged 313 SP:Iteration 3F (3792.121752 sec): 3 clusters Score: Raw -229647.542954 + Penalty 1760.376890 = -227887.166064 nChanged 240 SP:Iteration 4F (3792.202706 sec): 3 clusters Score: Raw -229787.663646 + Penalty 1760.376890 = -228027.286757 nChanged 179 SP:Iteration 5Q (3792.293927 sec): 3 clusters Score: Raw -229881.668110 + Penalty 1760.376890 = -228121.291220 nChanged 153 SP:Iteration 6Q (3792.393024 sec): 3 clusters Score: Raw -229966.247351 + Penalty 1760.376890 = -228205.870461 nChanged 146 SP:Iteration 7Q (3792.488963 sec): 3 clusters Score: Raw -230045.732644 + Penalty 1760.376890 = -228285.355754 nChanged 125 SP:Iteration 8Q (3792.564268 sec): 3 clusters Score: Raw -230113.597327 + Penalty 1760.376890 = -228353.220437 nChanged 114 SP:Iteration 9Q (3792.642258 sec): 3 clusters Score: Raw -230162.911417 + Penalty 1760.376890 = -228402.534527 nChanged 101 SP:Iteration 10Q (3792.737985 sec): 3 clusters Score: Raw -230214.534653 + Penalty 1760.376890 = -228454.157763 nChanged 78 SP:Iteration 11Q (3792.828170 sec): 3 clusters Score: Raw -230249.580991 + Penalty 1760.376890 = -228489.204101 nChanged 60 SP:Iteration 12Q (3792.922377 sec): 3 clusters Score: Raw -230274.995606 + Penalty 1760.376890 = -228514.618716 nChanged 52 SP:Iteration 13Q (3792.996839 sec): 3 clusters Score: Raw -230295.178119 + Penalty 1760.376890 = -228534.801229 nChanged 44 SP:Iteration 14Q (3793.099761 sec): 3 clusters Score: Raw -230311.132485 + Penalty 1760.376890 = -228550.755595 nChanged 27 SP:Iteration 15Q (3793.185626 sec): 3 clusters Score: Raw -230318.458470 + Penalty 1760.376890 = -228558.081580 nChanged 23 SP:Iteration 16Q (3793.263186 sec): 3 clusters Score: Raw -230324.756931 + Penalty 1760.376890 = -228564.380041 nChanged 25 SP:Iteration 17Q (3793.355476 sec): 3 clusters Score: Raw -230333.511125 + Penalty 1760.376890 = -228573.134235 nChanged 28 SP:Iteration 18Q (3793.438367 sec): 3 clusters Score: Raw -230347.801348 + Penalty 1760.376890 = -228587.424459 nChanged 44 SP:Iteration 19Q (3793.523327 sec): 3 clusters Score: Raw -230367.537745 + Penalty 1760.376890 = -228607.160855 nChanged 45 SP:Iteration 20F (3793.601479 sec): 3 clusters Score: Raw -230383.101371 + Penalty 1760.376890 = -228622.724481 nChanged 38 SP:Iteration 21Q (3793.688444 sec): 3 clusters Score: Raw -230398.327326 + Penalty 1760.376890 = -228637.950436 nChanged 44 SP:Iteration 22Q (3793.789398 sec): 3 clusters Score: Raw -230421.795337 + Penalty 1760.376890 = -228661.418447 nChanged 55 SP:Iteration 23Q (3793.889480 sec): 3 clusters Score: Raw -230448.254732 + Penalty 1760.376890 = -228687.877842 nChanged 49 SP:Iteration 24Q (3793.965375 sec): 3 clusters Score: Raw -230471.852282 + Penalty 1760.376890 = -228711.475392 nChanged 46 SP:Iteration 25Q (3794.058948 sec): 3 clusters Score: Raw -230493.187384 + Penalty 1760.376890 = -228732.810494 nChanged 45 SP:Iteration 26Q (3794.141241 sec): 3 clusters Score: Raw -230514.642390 + Penalty 1760.376890 = -228754.265500 nChanged 39 SP:Iteration 27Q (3794.230990 sec): 3 clusters Score: Raw -230532.556207 + Penalty 1760.376890 = -228772.179317 nChanged 39 SP:Iteration 28Q (3794.340434 sec): 3 clusters Score: Raw -230550.766012 + Penalty 1760.376890 = -228790.389122 nChanged 32 SP:Iteration 29Q (3794.423987 sec): 3 clusters Score: Raw -230566.296787 + Penalty 1760.376890 = -228805.919897 nChanged 36 SP:Iteration 30Q (3794.512529 sec): 3 clusters Score: Raw -230579.864023 + Penalty 1760.376890 = -228819.487133 nChanged 30 SP:Iteration 31Q (3794.588015 sec): 3 clusters Score: Raw -230589.306541 + Penalty 1760.376890 = -228828.929651 nChanged 24 SP:Iteration 32Q (3794.686263 sec): 3 clusters Score: Raw -230601.862542 + Penalty 1760.376890 = -228841.485652 nChanged 25 SP:Iteration 33Q (3794.786525 sec): 3 clusters Score: Raw -230612.608488 + Penalty 1760.376890 = -228852.231598 nChanged 23 SP:Iteration 34Q (3794.872901 sec): 3 clusters Score: Raw -230620.830302 + Penalty 1760.376890 = -228860.453412 nChanged 21 SP:Iteration 35Q (3794.967696 sec): 3 clusters Score: Raw -230628.663414 + Penalty 1760.376890 = -228868.286524 nChanged 21 SP:Iteration 36Q (3795.037230 sec): 3 clusters Score: Raw -230636.600239 + Penalty 1760.376890 = -228876.223349 nChanged 15 SP:Iteration 37Q (3795.132686 sec): 3 clusters Score: Raw -230643.966630 + Penalty 1760.376890 = -228883.589740 nChanged 22 SP:Iteration 38Q (3795.211542 sec): 3 clusters Score: Raw -230654.109922 + Penalty 1760.376890 = -228893.733032 nChanged 17 SP:Iteration 39Q (3795.295085 sec): 3 clusters Score: Raw -230660.127988 + Penalty 1760.376890 = -228899.751098 nChanged 13 SP:Iteration 40F (3795.392244 sec): 3 clusters Score: Raw -230666.574263 + Penalty 1760.376890 = -228906.197373 nChanged 12 SP:Iteration 41Q (3795.486740 sec): 3 clusters Score: Raw -230674.299715 + Penalty 1760.376890 = -228913.922825 nChanged 15 SP:Iteration 42Q (3795.568807 sec): 3 clusters Score: Raw -230678.842855 + Penalty 1760.376890 = -228918.465965 nChanged 5 SP:Iteration 43Q (3795.651152 sec): 3 clusters Score: Raw -230679.762422 + Penalty 1760.376890 = -228919.385532 nChanged 2 SP:Iteration 44Q (3795.743600 sec): 3 clusters Score: Raw -230680.147634 + Penalty 1760.376890 = -228919.770744 nChanged 1 SP:Iteration 45Q (3795.834443 sec): 3 clusters Score: Raw -230680.315821 + Penalty 1760.376890 = -228919.938931 nChanged 0 SP:Iteration 46F (3795.917909 sec): 3 clusters Score: Raw -230680.315821 + Penalty 1760.376890 = -228919.938931 nChanged 0 Trying to split cluster 4 (2149 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3795.978147 sec): 2 clusters Score: Raw -106223.530684 + Penalty 805.639579 = -105417.891105 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3796.049440 sec): 3 clusters Score: Raw -105211.362564 + Penalty 1611.279158 = -103600.083406 nChanged 848 SP:Iteration 1F (3796.133382 sec): 3 clusters Score: Raw -105895.858015 + Penalty 1611.279158 = -104284.578856 nChanged 207 SP:Iteration 2F (3796.220913 sec): 3 clusters Score: Raw -106180.279426 + Penalty 1611.279158 = -104569.000268 nChanged 178 SP:Iteration 3F (3796.328217 sec): 3 clusters Score: Raw -106376.496696 + Penalty 1611.279158 = -104765.217537 nChanged 134 SP:Iteration 4F (3796.421316 sec): 3 clusters Score: Raw -106498.412225 + Penalty 1611.279158 = -104887.133067 nChanged 95 SP:Iteration 5Q (3796.504241 sec): 3 clusters Score: Raw -106583.900507 + Penalty 1611.279158 = -104972.621349 nChanged 72 SP:Iteration 6Q (3796.567170 sec): 3 clusters Score: Raw -106643.736659 + Penalty 1611.279158 = -105032.457500 nChanged 46 SP:Iteration 7Q (3796.651307 sec): 3 clusters Score: Raw -106677.786732 + Penalty 1611.279158 = -105066.507573 nChanged 34 SP:Iteration 8Q (3796.732808 sec): 3 clusters Score: Raw -106699.580689 + Penalty 1611.279158 = -105088.301531 nChanged 28 SP:Iteration 9Q (3796.813462 sec): 3 clusters Score: Raw -106717.300906 + Penalty 1611.279158 = -105106.021747 nChanged 22 SP:Iteration 10Q (3796.910947 sec): 3 clusters Score: Raw -106730.719262 + Penalty 1611.279158 = -105119.440104 nChanged 25 SP:Iteration 11Q (3796.983941 sec): 3 clusters Score: Raw -106753.115804 + Penalty 1611.279158 = -105141.836646 nChanged 26 SP:Iteration 12Q (3797.083394 sec): 3 clusters Score: Raw -106772.707621 + Penalty 1611.279158 = -105161.428463 nChanged 23 SP:Iteration 13Q (3797.171369 sec): 3 clusters Score: Raw -106785.833952 + Penalty 1611.279158 = -105174.554794 nChanged 22 SP:Iteration 14Q (3797.260248 sec): 3 clusters Score: Raw -106799.304974 + Penalty 1611.279158 = -105188.025815 nChanged 25 SP:Iteration 15Q (3797.338575 sec): 3 clusters Score: Raw -106812.844332 + Penalty 1611.279158 = -105201.565174 nChanged 19 SP:Iteration 16Q (3797.424152 sec): 3 clusters Score: Raw -106824.158859 + Penalty 1611.279158 = -105212.879701 nChanged 17 SP:Iteration 17Q (3797.508191 sec): 3 clusters Score: Raw -106834.264271 + Penalty 1611.279158 = -105222.985112 nChanged 14 SP:Iteration 18Q (3797.574798 sec): 3 clusters Score: Raw -106840.360465 + Penalty 1611.279158 = -105229.081306 nChanged 14 SP:Iteration 19Q (3797.651830 sec): 3 clusters Score: Raw -106850.269670 + Penalty 1611.279158 = -105238.990512 nChanged 21 SP:Iteration 20F (3797.733162 sec): 3 clusters Score: Raw -106870.327351 + Penalty 1611.279158 = -105259.048193 nChanged 21 SP:Iteration 21Q (3797.815722 sec): 3 clusters Score: Raw -106887.756730 + Penalty 1611.279158 = -105276.477572 nChanged 22 SP:Iteration 22Q (3797.895515 sec): 3 clusters Score: Raw -106903.155355 + Penalty 1611.279158 = -105291.876197 nChanged 25 SP:Iteration 23Q (3797.993321 sec): 3 clusters Score: Raw -106924.704549 + Penalty 1611.279158 = -105313.425391 nChanged 25 SP:Iteration 24Q (3798.068406 sec): 3 clusters Score: Raw -106946.585607 + Penalty 1611.279158 = -105335.306449 nChanged 18 SP:Iteration 25Q (3798.163439 sec): 3 clusters Score: Raw -106961.025129 + Penalty 1611.279158 = -105349.745971 nChanged 16 SP:Iteration 26Q (3798.241109 sec): 3 clusters Score: Raw -106977.057720 + Penalty 1611.279158 = -105365.778562 nChanged 20 SP:Iteration 27Q (3798.327134 sec): 3 clusters Score: Raw -106999.092941 + Penalty 1611.279158 = -105387.813783 nChanged 20 SP:Iteration 28Q (3798.420943 sec): 3 clusters Score: Raw -107022.931752 + Penalty 1611.279158 = -105411.652593 nChanged 19 SP:Iteration 29Q (3798.504757 sec): 3 clusters Score: Raw -107043.789737 + Penalty 1611.279158 = -105432.510579 nChanged 24 SP:Iteration 30Q (3798.610912 sec): 3 clusters Score: Raw -107074.452610 + Penalty 1611.279158 = -105463.173452 nChanged 18 SP:Iteration 31Q (3798.687815 sec): 3 clusters Score: Raw -107091.342316 + Penalty 1611.279158 = -105480.063157 nChanged 9 SP:Iteration 32Q (3798.782878 sec): 3 clusters Score: Raw -107099.959173 + Penalty 1611.279158 = -105488.680014 nChanged 7 SP:Iteration 33Q (3798.864157 sec): 3 clusters Score: Raw -107103.910675 + Penalty 1611.279158 = -105492.631517 nChanged 9 SP:Iteration 34Q (3798.959222 sec): 3 clusters Score: Raw -107107.580402 + Penalty 1611.279158 = -105496.301244 nChanged 2 SP:Iteration 35Q (3799.033597 sec): 3 clusters Score: Raw -107108.552402 + Penalty 1611.279158 = -105497.273243 nChanged 1 SP:Iteration 36Q (3799.129511 sec): 3 clusters Score: Raw -107108.974979 + Penalty 1611.279158 = -105497.695820 nChanged 0 SP:Iteration 37F (3799.230038 sec): 3 clusters Score: Raw -107108.974979 + Penalty 1611.279158 = -105497.695820 nChanged 0 Score: Raw -4199675.466419 + Penalty 15375.345851 = -4184300.120568 Splitting cluster 4 changes total score from -4184486.235627 to -4184300.120568 So it's not getting split. Trying to split cluster 5 (814 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3800.391361 sec): 2 clusters Score: Raw -39049.468438 + Penalty 703.705838 = -38345.762599 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3800.481005 sec): 3 clusters Score: Raw -38769.924743 + Penalty 1407.411677 = -37362.513067 nChanged 277 SP:Iteration 1F (3800.561076 sec): 3 clusters Score: Raw -39070.708296 + Penalty 1407.411677 = -37663.296619 nChanged 92 SP:Iteration 2F (3800.643906 sec): 3 clusters Score: Raw -39203.912979 + Penalty 1407.411677 = -37796.501302 nChanged 53 SP:Iteration 3F (3800.740704 sec): 3 clusters Score: Raw -39297.661279 + Penalty 1407.411677 = -37890.249603 nChanged 38 SP:Iteration 4Q (3800.826587 sec): 3 clusters Score: Raw -39348.307575 + Penalty 1407.411677 = -37940.895898 nChanged 23 SP:Iteration 5Q (3800.907217 sec): 3 clusters Score: Raw -39373.745371 + Penalty 1407.411677 = -37966.333694 nChanged 18 SP:Iteration 6Q (3800.984475 sec): 3 clusters Score: Raw -39391.808960 + Penalty 1407.411677 = -37984.397283 nChanged 10 SP:Iteration 7Q (3801.067337 sec): 3 clusters Score: Raw -39403.925677 + Penalty 1407.411677 = -37996.514000 nChanged 11 SP:Iteration 8Q (3801.142164 sec): 3 clusters Score: Raw -39413.993042 + Penalty 1407.411677 = -38006.581365 nChanged 10 SP:Iteration 9Q (3801.253629 sec): 3 clusters Score: Raw -39424.384398 + Penalty 1407.411677 = -38016.972721 nChanged 12 SP:Iteration 10Q (3801.358760 sec): 3 clusters Score: Raw -39435.111616 + Penalty 1407.411677 = -38027.699939 nChanged 6 SP:Iteration 11Q (3801.422355 sec): 3 clusters Score: Raw -39439.546645 + Penalty 1407.411677 = -38032.134968 nChanged 5 SP:Iteration 12Q (3801.519885 sec): 3 clusters Score: Raw -39444.179952 + Penalty 1407.411677 = -38036.768275 nChanged 4 SP:Iteration 13Q (3801.588436 sec): 3 clusters Score: Raw -39447.494708 + Penalty 1407.411677 = -38040.083031 nChanged 4 SP:Iteration 14Q (3801.678672 sec): 3 clusters Score: Raw -39450.930626 + Penalty 1407.411677 = -38043.518949 nChanged 5 SP:Iteration 15Q (3801.752036 sec): 3 clusters Score: Raw -39457.372336 + Penalty 1407.411677 = -38049.960660 nChanged 2 SP:Iteration 16Q (3801.837688 sec): 3 clusters Score: Raw -39459.012034 + Penalty 1407.411677 = -38051.600357 nChanged 4 SP:Iteration 17Q (3801.908358 sec): 3 clusters Score: Raw -39464.268691 + Penalty 1407.411677 = -38056.857014 nChanged 6 SP:Iteration 18Q (3802.001296 sec): 3 clusters Score: Raw -39468.026492 + Penalty 1407.411677 = -38060.614815 nChanged 3 SP:Iteration 19Q (3802.074178 sec): 3 clusters Score: Raw -39469.804318 + Penalty 1407.411677 = -38062.392642 nChanged 2 SP:Iteration 20F (3802.161438 sec): 3 clusters Score: Raw -39472.363475 + Penalty 1407.411677 = -38064.951798 nChanged 3 SP:Iteration 21Q (3802.241838 sec): 3 clusters Score: Raw -39476.049734 + Penalty 1407.411677 = -38068.638057 nChanged 3 SP:Iteration 22Q (3802.348537 sec): 3 clusters Score: Raw -39478.533716 + Penalty 1407.411677 = -38071.122040 nChanged 4 SP:Iteration 23Q (3802.441736 sec): 3 clusters Score: Raw -39480.883217 + Penalty 1407.411677 = -38073.471540 nChanged 1 SP:Iteration 24Q (3802.507423 sec): 3 clusters Score: Raw -39481.495039 + Penalty 1407.411677 = -38074.083362 nChanged 2 SP:Iteration 25Q (3802.592677 sec): 3 clusters Score: Raw -39482.208047 + Penalty 1407.411677 = -38074.796370 nChanged 2 SP:Iteration 26Q (3802.685297 sec): 3 clusters Score: Raw -39483.404192 + Penalty 1407.411677 = -38075.992515 nChanged 3 SP:Iteration 27Q (3802.772874 sec): 3 clusters Score: Raw -39486.407978 + Penalty 1407.411677 = -38078.996301 nChanged 2 SP:Iteration 28Q (3802.865503 sec): 3 clusters Score: Raw -39487.857178 + Penalty 1407.411677 = -38080.445501 nChanged 1 SP:Iteration 29Q (3802.931245 sec): 3 clusters Score: Raw -39488.178993 + Penalty 1407.411677 = -38080.767316 nChanged 3 SP:Iteration 30Q (3803.015173 sec): 3 clusters Score: Raw -39490.044259 + Penalty 1407.411677 = -38082.632582 nChanged 3 SP:Iteration 31Q (3803.101101 sec): 3 clusters Score: Raw -39493.072311 + Penalty 1407.411677 = -38085.660634 nChanged 3 SP:Iteration 32Q (3803.179232 sec): 3 clusters Score: Raw -39496.144264 + Penalty 1407.411677 = -38088.732588 nChanged 0 SP:Iteration 33F (3803.267788 sec): 3 clusters Score: Raw -39496.144264 + Penalty 1407.411677 = -38088.732588 nChanged 0 Trying to split cluster 6 (36294 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3803.397957 sec): 2 clusters Score: Raw -2121814.020333 + Penalty 1102.437810 = -2120711.582523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3803.563886 sec): 3 clusters Score: Raw -2098716.131684 + Penalty 2204.875621 = -2096511.256064 nChanged 17117 SP:Iteration 1F (3803.711171 sec): 3 clusters Score: Raw -2110652.674722 + Penalty 2204.875621 = -2108447.799101 nChanged 3097 SP:Iteration 2F (3803.857583 sec): 3 clusters Score: Raw -2113247.628012 + Penalty 2204.875621 = -2111042.752391 nChanged 3098 SP:Iteration 3F (3803.984659 sec): 3 clusters Score: Raw -2116068.736680 + Penalty 2204.875621 = -2113863.861060 nChanged 2696 SP:Iteration 4F (3804.125849 sec): 3 clusters Score: Raw -2118458.907690 + Penalty 2204.875621 = -2116254.032069 nChanged 1946 SP:Iteration 5F (3804.252115 sec): 3 clusters Score: Raw -2120161.632039 + Penalty 2204.875621 = -2117956.756418 nChanged 1350 SP:Iteration 6Q (3804.405736 sec): 3 clusters Score: Raw -2121300.833619 + Penalty 2204.875621 = -2119095.957998 nChanged 907 SP:Iteration 7Q (3804.543313 sec): 3 clusters Score: Raw -2121994.964784 + Penalty 2204.875621 = -2119790.089163 nChanged 667 SP:Iteration 8Q (3804.687849 sec): 3 clusters Score: Raw -2122409.893862 + Penalty 2204.875621 = -2120205.018242 nChanged 507 SP:Iteration 9Q (3804.827928 sec): 3 clusters Score: Raw -2122676.292262 + Penalty 2204.875621 = -2120471.416641 nChanged 410 SP:Iteration 10Q (3804.957321 sec): 3 clusters Score: Raw -2122904.424953 + Penalty 2204.875621 = -2120699.549332 nChanged 377 SP:Iteration 11Q (3805.087104 sec): 3 clusters Score: Raw -2123112.521608 + Penalty 2204.875621 = -2120907.645988 nChanged 369 SP:Iteration 12Q (3805.218378 sec): 3 clusters Score: Raw -2123357.588517 + Penalty 2204.875621 = -2121152.712896 nChanged 389 SP:Iteration 13Q (3805.389738 sec): 3 clusters Score: Raw -2123647.060633 + Penalty 2204.875621 = -2121442.185012 nChanged 360 SP:Iteration 14Q (3805.526707 sec): 3 clusters Score: Raw -2123905.618812 + Penalty 2204.875621 = -2121700.743191 nChanged 360 SP:Iteration 15Q (3805.666231 sec): 3 clusters Score: Raw -2124140.974536 + Penalty 2204.875621 = -2121936.098916 nChanged 350 SP:Iteration 16Q (3805.804553 sec): 3 clusters Score: Raw -2124329.295632 + Penalty 2204.875621 = -2122124.420011 nChanged 306 SP:Iteration 17Q (3805.936085 sec): 3 clusters Score: Raw -2124490.446759 + Penalty 2204.875621 = -2122285.571138 nChanged 277 SP:Iteration 18Q (3806.062823 sec): 3 clusters Score: Raw -2124648.801952 + Penalty 2204.875621 = -2122443.926331 nChanged 223 SP:Iteration 19Q (3806.211907 sec): 3 clusters Score: Raw -2124776.052524 + Penalty 2204.875621 = -2122571.176903 nChanged 176 SP:Iteration 20F (3806.349373 sec): 3 clusters Score: Raw -2124866.188866 + Penalty 2204.875621 = -2122661.313246 nChanged 137 SP:Iteration 21Q (3806.497194 sec): 3 clusters Score: Raw -2124934.399058 + Penalty 2204.875621 = -2122729.523438 nChanged 134 SP:Iteration 22Q (3806.618649 sec): 3 clusters Score: Raw -2125005.980449 + Penalty 2204.875621 = -2122801.104828 nChanged 119 SP:Iteration 23Q (3806.760866 sec): 3 clusters Score: Raw -2125054.653474 + Penalty 2204.875621 = -2122849.777854 nChanged 105 SP:Iteration 24Q (3806.897417 sec): 3 clusters Score: Raw -2125091.125350 + Penalty 2204.875621 = -2122886.249730 nChanged 85 SP:Iteration 25Q (3807.036267 sec): 3 clusters Score: Raw -2125114.211064 + Penalty 2204.875621 = -2122909.335443 nChanged 74 SP:Iteration 26Q (3807.146504 sec): 3 clusters Score: Raw -2125132.522706 + Penalty 2204.875621 = -2122927.647086 nChanged 57 SP:Iteration 27Q (3807.304144 sec): 3 clusters Score: Raw -2125143.902209 + Penalty 2204.875621 = -2122939.026588 nChanged 44 SP:Iteration 28Q (3807.437949 sec): 3 clusters Score: Raw -2125152.175697 + Penalty 2204.875621 = -2122947.300077 nChanged 41 SP:Iteration 29Q (3807.550857 sec): 3 clusters Score: Raw -2125158.841804 + Penalty 2204.875621 = -2122953.966183 nChanged 40 SP:Iteration 30Q (3807.713840 sec): 3 clusters Score: Raw -2125168.528783 + Penalty 2204.875621 = -2122963.653162 nChanged 50 SP:Iteration 31Q (3807.825509 sec): 3 clusters Score: Raw -2125182.074547 + Penalty 2204.875621 = -2122977.198926 nChanged 54 SP:Iteration 32Q (3807.946998 sec): 3 clusters Score: Raw -2125196.579053 + Penalty 2204.875621 = -2122991.703433 nChanged 50 SP:Iteration 33Q (3808.085790 sec): 3 clusters Score: Raw -2125206.350703 + Penalty 2204.875621 = -2123001.475083 nChanged 46 SP:Iteration 34Q (3808.220006 sec): 3 clusters Score: Raw -2125214.892992 + Penalty 2204.875621 = -2123010.017372 nChanged 38 SP:Iteration 35Q (3808.344941 sec): 3 clusters Score: Raw -2125220.865200 + Penalty 2204.875621 = -2123015.989579 nChanged 30 SP:Iteration 36Q (3808.473428 sec): 3 clusters Score: Raw -2125227.839672 + Penalty 2204.875621 = -2123022.964052 nChanged 26 SP:Iteration 37Q (3808.600884 sec): 3 clusters Score: Raw -2125233.622391 + Penalty 2204.875621 = -2123028.746770 nChanged 23 SP:Iteration 38Q (3808.740504 sec): 3 clusters Score: Raw -2125237.579876 + Penalty 2204.875621 = -2123032.704256 nChanged 20 SP:Iteration 39Q (3808.861059 sec): 3 clusters Score: Raw -2125240.974223 + Penalty 2204.875621 = -2123036.098603 nChanged 25 SP:Iteration 40F (3808.978879 sec): 3 clusters Score: Raw -2125244.620130 + Penalty 2204.875621 = -2123039.744509 nChanged 27 SP:Iteration 41Q (3809.112290 sec): 3 clusters Score: Raw -2125248.952334 + Penalty 2204.875621 = -2123044.076714 nChanged 31 SP:Iteration 42Q (3809.255690 sec): 3 clusters Score: Raw -2125254.386528 + Penalty 2204.875621 = -2123049.510907 nChanged 26 SP:Iteration 43Q (3809.384357 sec): 3 clusters Score: Raw -2125259.163575 + Penalty 2204.875621 = -2123054.287955 nChanged 23 SP:Iteration 44Q (3809.517139 sec): 3 clusters Score: Raw -2125263.435068 + Penalty 2204.875621 = -2123058.559448 nChanged 22 SP:Iteration 45Q (3809.654002 sec): 3 clusters Score: Raw -2125266.769245 + Penalty 2204.875621 = -2123061.893625 nChanged 19 SP:Iteration 46Q (3809.766337 sec): 3 clusters Score: Raw -2125269.975991 + Penalty 2204.875621 = -2123065.100371 nChanged 21 SP:Iteration 47Q (3809.921839 sec): 3 clusters Score: Raw -2125272.623245 + Penalty 2204.875621 = -2123067.747624 nChanged 17 SP:Iteration 48Q (3810.063140 sec): 3 clusters Score: Raw -2125273.887299 + Penalty 2204.875621 = -2123069.011679 nChanged 9 SP:Iteration 49Q (3810.210198 sec): 3 clusters Score: Raw -2125274.468159 + Penalty 2204.875621 = -2123069.592538 nChanged 5 SP:Iteration 50Q (3810.322988 sec): 3 clusters Score: Raw -2125274.800604 + Penalty 2204.875621 = -2123069.924983 nChanged 3 SP:Iteration 51Q (3810.456261 sec): 3 clusters Score: Raw -2125275.010649 + Penalty 2204.875621 = -2123070.135028 nChanged 1 SP:Iteration 52Q (3810.592578 sec): 3 clusters Score: Raw -2125275.065790 + Penalty 2204.875621 = -2123070.190169 nChanged 1 SP:Iteration 53Q (3810.732607 sec): 3 clusters Score: Raw -2125275.115016 + Penalty 2204.875621 = -2123070.239396 nChanged 0 SP:Iteration 54F (3810.863357 sec): 3 clusters Score: Raw -2125275.115016 + Penalty 2204.875621 = -2123070.239396 nChanged 0 Score: Raw -4202251.116808 + Penalty 15375.345851 = -4186875.770957 Splitting cluster 6 changes total score from -4184486.235627 to -4186875.770957 So it's getting split into cluster 13. Trying to split cluster 7 (9906 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3812.082692 sec): 2 clusters Score: Raw -562820.125929 + Penalty 966.094071 = -561854.031858 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3812.185682 sec): 3 clusters Score: Raw -556979.671159 + Penalty 1932.188142 = -555047.483017 nChanged 4426 SP:Iteration 1F (3812.263929 sec): 3 clusters Score: Raw -559826.956926 + Penalty 1932.188142 = -557894.768785 nChanged 904 SP:Iteration 2F (3812.375296 sec): 3 clusters Score: Raw -560801.730409 + Penalty 1932.188142 = -558869.542267 nChanged 1039 SP:Iteration 3F (3812.463225 sec): 3 clusters Score: Raw -562009.232810 + Penalty 1932.188142 = -560077.044669 nChanged 939 SP:Iteration 4F (3812.574893 sec): 3 clusters Score: Raw -562856.138667 + Penalty 1932.188142 = -560923.950526 nChanged 639 SP:Iteration 5F (3812.668209 sec): 3 clusters Score: Raw -563261.016749 + Penalty 1932.188142 = -561328.828607 nChanged 365 SP:Iteration 6Q (3812.786101 sec): 3 clusters Score: Raw -563406.215611 + Penalty 1932.188142 = -561474.027470 nChanged 211 SP:Iteration 7Q (3812.868007 sec): 3 clusters Score: Raw -563485.729313 + Penalty 1932.188142 = -561553.541171 nChanged 164 SP:Iteration 8Q (3812.957892 sec): 3 clusters Score: Raw -563548.037953 + Penalty 1932.188142 = -561615.849811 nChanged 126 SP:Iteration 9Q (3813.058514 sec): 3 clusters Score: Raw -563579.748685 + Penalty 1932.188142 = -561647.560543 nChanged 104 SP:Iteration 10Q (3813.177375 sec): 3 clusters Score: Raw -563609.117053 + Penalty 1932.188142 = -561676.928912 nChanged 87 SP:Iteration 11Q (3813.287205 sec): 3 clusters Score: Raw -563633.991073 + Penalty 1932.188142 = -561701.802931 nChanged 80 SP:Iteration 12Q (3813.379872 sec): 3 clusters Score: Raw -563652.419410 + Penalty 1932.188142 = -561720.231268 nChanged 68 SP:Iteration 13Q (3813.472002 sec): 3 clusters Score: Raw -563667.075411 + Penalty 1932.188142 = -561734.887269 nChanged 67 SP:Iteration 14Q (3813.587561 sec): 3 clusters Score: Raw -563681.997743 + Penalty 1932.188142 = -561749.809602 nChanged 62 SP:Iteration 15Q (3813.661424 sec): 3 clusters Score: Raw -563696.345423 + Penalty 1932.188142 = -561764.157281 nChanged 63 SP:Iteration 16Q (3813.774453 sec): 3 clusters Score: Raw -563707.974824 + Penalty 1932.188142 = -561775.786682 nChanged 47 SP:Iteration 17Q (3813.861803 sec): 3 clusters Score: Raw -563716.953517 + Penalty 1932.188142 = -561784.765375 nChanged 47 SP:Iteration 18Q (3813.973054 sec): 3 clusters Score: Raw -563725.694127 + Penalty 1932.188142 = -561793.505986 nChanged 50 SP:Iteration 19Q (3814.053622 sec): 3 clusters Score: Raw -563734.464805 + Penalty 1932.188142 = -561802.276663 nChanged 41 SP:Iteration 20F (3814.149756 sec): 3 clusters Score: Raw -563742.419858 + Penalty 1932.188142 = -561810.231716 nChanged 33 SP:Iteration 21Q (3814.256117 sec): 3 clusters Score: Raw -563748.568762 + Penalty 1932.188142 = -561816.380620 nChanged 31 SP:Iteration 22Q (3814.355008 sec): 3 clusters Score: Raw -563754.171366 + Penalty 1932.188142 = -561821.983224 nChanged 28 SP:Iteration 23Q (3814.442730 sec): 3 clusters Score: Raw -563759.102920 + Penalty 1932.188142 = -561826.914778 nChanged 31 SP:Iteration 24Q (3814.554579 sec): 3 clusters Score: Raw -563764.426402 + Penalty 1932.188142 = -561832.238260 nChanged 32 SP:Iteration 25Q (3814.630700 sec): 3 clusters Score: Raw -563768.202636 + Penalty 1932.188142 = -561836.014494 nChanged 18 SP:Iteration 26Q (3814.737657 sec): 3 clusters Score: Raw -563769.339439 + Penalty 1932.188142 = -561837.151298 nChanged 11 SP:Iteration 27Q (3814.835313 sec): 3 clusters Score: Raw -563770.270907 + Penalty 1932.188142 = -561838.082765 nChanged 11 SP:Iteration 28Q (3814.932423 sec): 3 clusters Score: Raw -563772.076197 + Penalty 1932.188142 = -561839.888055 nChanged 14 SP:Iteration 29Q (3815.041304 sec): 3 clusters Score: Raw -563773.908890 + Penalty 1932.188142 = -561841.720748 nChanged 11 SP:Iteration 30Q (3815.116906 sec): 3 clusters Score: Raw -563776.279378 + Penalty 1932.188142 = -561844.091237 nChanged 17 SP:Iteration 31Q (3815.220099 sec): 3 clusters Score: Raw -563778.677386 + Penalty 1932.188142 = -561846.489244 nChanged 14 SP:Iteration 32Q (3815.320826 sec): 3 clusters Score: Raw -563780.003472 + Penalty 1932.188142 = -561847.815330 nChanged 14 SP:Iteration 33Q (3815.403586 sec): 3 clusters Score: Raw -563781.297752 + Penalty 1932.188142 = -561849.109610 nChanged 11 SP:Iteration 34Q (3815.504195 sec): 3 clusters Score: Raw -563782.571294 + Penalty 1932.188142 = -561850.383153 nChanged 12 SP:Iteration 35Q (3815.602579 sec): 3 clusters Score: Raw -563783.978374 + Penalty 1932.188142 = -561851.790232 nChanged 13 SP:Iteration 36Q (3815.707633 sec): 3 clusters Score: Raw -563785.227734 + Penalty 1932.188142 = -561853.039592 nChanged 9 SP:Iteration 37Q (3815.807552 sec): 3 clusters Score: Raw -563786.258977 + Penalty 1932.188142 = -561854.070835 nChanged 10 SP:Iteration 38Q (3815.886700 sec): 3 clusters Score: Raw -563787.139057 + Penalty 1932.188142 = -561854.950915 nChanged 11 SP:Iteration 39Q (3816.002644 sec): 3 clusters Score: Raw -563788.059911 + Penalty 1932.188142 = -561855.871769 nChanged 7 SP:Iteration 40F (3816.088186 sec): 3 clusters Score: Raw -563788.595394 + Penalty 1932.188142 = -561856.407252 nChanged 3 SP:Iteration 41Q (3816.189773 sec): 3 clusters Score: Raw -563788.751467 + Penalty 1932.188142 = -561856.563326 nChanged 1 SP:Iteration 42Q (3816.284660 sec): 3 clusters Score: Raw -563788.858514 + Penalty 1932.188142 = -561856.670372 nChanged 1 SP:Iteration 43Q (3816.380103 sec): 3 clusters Score: Raw -563788.887338 + Penalty 1932.188142 = -561856.699196 nChanged 0 SP:Iteration 44F (3816.470306 sec): 3 clusters Score: Raw -563788.887338 + Penalty 1932.188142 = -561856.699196 nChanged 0 Score: Raw -4203219.878216 + Penalty 16558.064762 = -4186661.813454 Splitting cluster 7 changes total score from -4184486.235627 to -4186661.813454 So it's getting split into cluster 14. Trying to split cluster 8 (1712 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3817.731780 sec): 2 clusters Score: Raw -67605.376147 + Penalty 781.768843 = -66823.607304 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3817.832600 sec): 3 clusters Score: Raw -66900.867889 + Penalty 1563.537687 = -65337.330202 nChanged 645 SP:Iteration 1F (3817.903778 sec): 3 clusters Score: Raw -67481.017208 + Penalty 1563.537687 = -65917.479521 nChanged 172 SP:Iteration 2F (3817.995548 sec): 3 clusters Score: Raw -67658.818395 + Penalty 1563.537687 = -66095.280708 nChanged 126 SP:Iteration 3F (3818.073824 sec): 3 clusters Score: Raw -67819.903986 + Penalty 1563.537687 = -66256.366300 nChanged 118 SP:Iteration 4F (3818.175189 sec): 3 clusters Score: Raw -67959.950371 + Penalty 1563.537687 = -66396.412685 nChanged 81 SP:Iteration 5Q (3818.243673 sec): 3 clusters Score: Raw -68036.790514 + Penalty 1563.537687 = -66473.252827 nChanged 60 SP:Iteration 6Q (3818.333815 sec): 3 clusters Score: Raw -68088.756457 + Penalty 1563.537687 = -66525.218770 nChanged 48 SP:Iteration 7Q (3818.405316 sec): 3 clusters Score: Raw -68141.657940 + Penalty 1563.537687 = -66578.120253 nChanged 46 SP:Iteration 8Q (3818.498823 sec): 3 clusters Score: Raw -68190.971417 + Penalty 1563.537687 = -66627.433730 nChanged 37 SP:Iteration 9Q (3818.578826 sec): 3 clusters Score: Raw -68227.554949 + Penalty 1563.537687 = -66664.017262 nChanged 35 SP:Iteration 10Q (3818.664384 sec): 3 clusters Score: Raw -68269.219683 + Penalty 1563.537687 = -66705.681996 nChanged 35 SP:Iteration 11Q (3818.762991 sec): 3 clusters Score: Raw -68310.554581 + Penalty 1563.537687 = -66747.016894 nChanged 37 SP:Iteration 12Q (3818.839244 sec): 3 clusters Score: Raw -68343.039618 + Penalty 1563.537687 = -66779.501931 nChanged 21 SP:Iteration 13Q (3818.921264 sec): 3 clusters Score: Raw -68359.822937 + Penalty 1563.537687 = -66796.285250 nChanged 16 SP:Iteration 14Q (3819.001383 sec): 3 clusters Score: Raw -68368.110807 + Penalty 1563.537687 = -66804.573120 nChanged 6 SP:Iteration 15Q (3819.076959 sec): 3 clusters Score: Raw -68370.633664 + Penalty 1563.537687 = -66807.095977 nChanged 3 SP:Iteration 16Q (3819.162370 sec): 3 clusters Score: Raw -68372.098737 + Penalty 1563.537687 = -66808.561050 nChanged 2 SP:Iteration 17Q (3819.255268 sec): 3 clusters Score: Raw -68372.999913 + Penalty 1563.537687 = -66809.462226 nChanged 2 SP:Iteration 18Q (3819.344745 sec): 3 clusters Score: Raw -68374.547035 + Penalty 1563.537687 = -66811.009348 nChanged 2 SP:Iteration 19Q (3819.427049 sec): 3 clusters Score: Raw -68375.562121 + Penalty 1563.537687 = -66812.024434 nChanged 2 SP:Iteration 20F (3819.525986 sec): 3 clusters Score: Raw -68376.251840 + Penalty 1563.537687 = -66812.714153 nChanged 0 Trying to split cluster 9 (3159 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3819.581720 sec): 2 clusters Score: Raw -152399.981860 + Penalty 846.091134 = -151553.890726 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3819.681797 sec): 3 clusters Score: Raw -150837.216421 + Penalty 1692.182268 = -149145.034153 nChanged 1257 SP:Iteration 1F (3819.775835 sec): 3 clusters Score: Raw -151808.362215 + Penalty 1692.182268 = -150116.179946 nChanged 324 SP:Iteration 2F (3819.856827 sec): 3 clusters Score: Raw -152211.544402 + Penalty 1692.182268 = -150519.362133 nChanged 304 SP:Iteration 3F (3819.950570 sec): 3 clusters Score: Raw -152546.188410 + Penalty 1692.182268 = -150854.006142 nChanged 244 SP:Iteration 4F (3820.031828 sec): 3 clusters Score: Raw -152791.779734 + Penalty 1692.182268 = -151099.597466 nChanged 172 SP:Iteration 5F (3820.116732 sec): 3 clusters Score: Raw -152924.941446 + Penalty 1692.182268 = -151232.759178 nChanged 95 SP:Iteration 6Q (3820.189332 sec): 3 clusters Score: Raw -152982.359553 + Penalty 1692.182268 = -151290.177285 nChanged 66 SP:Iteration 7Q (3820.287334 sec): 3 clusters Score: Raw -153020.818710 + Penalty 1692.182268 = -151328.636442 nChanged 44 SP:Iteration 8Q (3820.359790 sec): 3 clusters Score: Raw -153042.981758 + Penalty 1692.182268 = -151350.799490 nChanged 33 SP:Iteration 9Q (3820.461428 sec): 3 clusters Score: Raw -153057.009345 + Penalty 1692.182268 = -151364.827076 nChanged 22 SP:Iteration 10Q (3820.544768 sec): 3 clusters Score: Raw -153063.206283 + Penalty 1692.182268 = -151371.024015 nChanged 16 SP:Iteration 11Q (3820.654843 sec): 3 clusters Score: Raw -153068.541435 + Penalty 1692.182268 = -151376.359167 nChanged 13 SP:Iteration 12Q (3820.720075 sec): 3 clusters Score: Raw -153072.422960 + Penalty 1692.182268 = -151380.240692 nChanged 14 SP:Iteration 13Q (3820.803603 sec): 3 clusters Score: Raw -153076.204334 + Penalty 1692.182268 = -151384.022066 nChanged 17 SP:Iteration 14Q (3820.918043 sec): 3 clusters Score: Raw -153081.115146 + Penalty 1692.182268 = -151388.932878 nChanged 7 SP:Iteration 15Q (3820.999121 sec): 3 clusters Score: Raw -153082.570887 + Penalty 1692.182268 = -151390.388619 nChanged 5 SP:Iteration 16Q (3821.088457 sec): 3 clusters Score: Raw -153084.820660 + Penalty 1692.182268 = -151392.638392 nChanged 8 SP:Iteration 17Q (3821.167897 sec): 3 clusters Score: Raw -153086.971412 + Penalty 1692.182268 = -151394.789144 nChanged 8 SP:Iteration 18Q (3821.252774 sec): 3 clusters Score: Raw -153088.900756 + Penalty 1692.182268 = -151396.718487 nChanged 9 SP:Iteration 19Q (3821.333484 sec): 3 clusters Score: Raw -153091.009982 + Penalty 1692.182268 = -151398.827714 nChanged 11 SP:Iteration 20F (3821.421886 sec): 3 clusters Score: Raw -153093.853026 + Penalty 1692.182268 = -151401.670758 nChanged 9 SP:Iteration 21Q (3821.500693 sec): 3 clusters Score: Raw -153095.961787 + Penalty 1692.182268 = -151403.779518 nChanged 9 SP:Iteration 22Q (3821.593588 sec): 3 clusters Score: Raw -153099.096572 + Penalty 1692.182268 = -151406.914304 nChanged 7 SP:Iteration 23Q (3821.704094 sec): 3 clusters Score: Raw -153101.145454 + Penalty 1692.182268 = -151408.963185 nChanged 5 SP:Iteration 24Q (3821.766537 sec): 3 clusters Score: Raw -153102.153536 + Penalty 1692.182268 = -151409.971268 nChanged 7 SP:Iteration 25Q (3821.868580 sec): 3 clusters Score: Raw -153103.277319 + Penalty 1692.182268 = -151411.095051 nChanged 6 SP:Iteration 26Q (3821.944545 sec): 3 clusters Score: Raw -153104.612208 + Penalty 1692.182268 = -151412.429940 nChanged 3 SP:Iteration 27Q (3822.031108 sec): 3 clusters Score: Raw -153104.902911 + Penalty 1692.182268 = -151412.720643 nChanged 0 SP:Iteration 28F (3822.120192 sec): 3 clusters Score: Raw -153104.902911 + Penalty 1692.182268 = -151412.720643 nChanged 0 Trying to split cluster 10 (3041 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3822.180431 sec): 2 clusters Score: Raw -154540.254193 + Penalty 842.093877 = -153698.160316 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3822.260744 sec): 3 clusters Score: Raw -152988.264627 + Penalty 1684.187754 = -151304.076872 nChanged 1213 SP:Iteration 1F (3822.334444 sec): 3 clusters Score: Raw -153727.555746 + Penalty 1684.187754 = -152043.367992 nChanged 288 SP:Iteration 2F (3822.428038 sec): 3 clusters Score: Raw -153963.010511 + Penalty 1684.187754 = -152278.822756 nChanged 214 SP:Iteration 3F (3822.523320 sec): 3 clusters Score: Raw -154154.830558 + Penalty 1684.187754 = -152470.642804 nChanged 179 SP:Iteration 4F (3822.614069 sec): 3 clusters Score: Raw -154286.223595 + Penalty 1684.187754 = -152602.035841 nChanged 132 SP:Iteration 5Q (3822.708984 sec): 3 clusters Score: Raw -154386.786815 + Penalty 1684.187754 = -152702.599061 nChanged 128 SP:Iteration 6Q (3822.801736 sec): 3 clusters Score: Raw -154467.128356 + Penalty 1684.187754 = -152782.940601 nChanged 87 SP:Iteration 7Q (3822.896273 sec): 3 clusters Score: Raw -154524.986359 + Penalty 1684.187754 = -152840.798605 nChanged 71 SP:Iteration 8Q (3822.964378 sec): 3 clusters Score: Raw -154569.303082 + Penalty 1684.187754 = -152885.115328 nChanged 76 SP:Iteration 9Q (3823.053975 sec): 3 clusters Score: Raw -154620.720561 + Penalty 1684.187754 = -152936.532806 nChanged 67 SP:Iteration 10Q (3823.147459 sec): 3 clusters Score: Raw -154680.681717 + Penalty 1684.187754 = -152996.493963 nChanged 74 SP:Iteration 11Q (3823.233977 sec): 3 clusters Score: Raw -154774.926561 + Penalty 1684.187754 = -153090.738806 nChanged 82 SP:Iteration 12Q (3823.322360 sec): 3 clusters Score: Raw -154857.743691 + Penalty 1684.187754 = -153173.555936 nChanged 71 SP:Iteration 13Q (3823.395767 sec): 3 clusters Score: Raw -154927.290628 + Penalty 1684.187754 = -153243.102874 nChanged 57 SP:Iteration 14Q (3823.479660 sec): 3 clusters Score: Raw -154976.811430 + Penalty 1684.187754 = -153292.623676 nChanged 41 SP:Iteration 15Q (3823.571122 sec): 3 clusters Score: Raw -154999.134960 + Penalty 1684.187754 = -153314.947205 nChanged 31 SP:Iteration 16Q (3823.655115 sec): 3 clusters Score: Raw -155011.581160 + Penalty 1684.187754 = -153327.393406 nChanged 17 SP:Iteration 17Q (3823.726174 sec): 3 clusters Score: Raw -155017.875320 + Penalty 1684.187754 = -153333.687566 nChanged 11 SP:Iteration 18Q (3823.835515 sec): 3 clusters Score: Raw -155020.608877 + Penalty 1684.187754 = -153336.421123 nChanged 6 SP:Iteration 19Q (3823.927077 sec): 3 clusters Score: Raw -155022.421962 + Penalty 1684.187754 = -153338.234207 nChanged 7 SP:Iteration 20F (3824.007860 sec): 3 clusters Score: Raw -155025.141060 + Penalty 1684.187754 = -153340.953306 nChanged 6 SP:Iteration 21Q (3824.104970 sec): 3 clusters Score: Raw -155028.120268 + Penalty 1684.187754 = -153343.932514 nChanged 7 SP:Iteration 22Q (3824.193378 sec): 3 clusters Score: Raw -155030.210247 + Penalty 1684.187754 = -153346.022493 nChanged 2 SP:Iteration 23Q (3824.284259 sec): 3 clusters Score: Raw -155030.614784 + Penalty 1684.187754 = -153346.427030 nChanged 4 SP:Iteration 24Q (3824.348444 sec): 3 clusters Score: Raw -155031.285663 + Penalty 1684.187754 = -153347.097908 nChanged 2 SP:Iteration 25Q (3824.450906 sec): 3 clusters Score: Raw -155031.605952 + Penalty 1684.187754 = -153347.418197 nChanged 0 SP:Iteration 26F (3824.541726 sec): 3 clusters Score: Raw -155031.605952 + Penalty 1684.187754 = -153347.418197 nChanged 0 Trying to split cluster 11 (3308 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3824.588785 sec): 2 clusters Score: Raw -177820.035218 + Penalty 850.930401 = -176969.104817 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3824.673262 sec): 3 clusters Score: Raw -176081.552410 + Penalty 1701.860802 = -174379.691608 nChanged 1326 SP:Iteration 1F (3824.769496 sec): 3 clusters Score: Raw -177022.753149 + Penalty 1701.860802 = -175320.892347 nChanged 329 SP:Iteration 2F (3824.861588 sec): 3 clusters Score: Raw -177469.739790 + Penalty 1701.860802 = -175767.878988 nChanged 344 SP:Iteration 3F (3824.951418 sec): 3 clusters Score: Raw -178014.900538 + Penalty 1701.860802 = -176313.039736 nChanged 311 SP:Iteration 4F (3825.048605 sec): 3 clusters Score: Raw -178561.166690 + Penalty 1701.860802 = -176859.305888 nChanged 268 SP:Iteration 5F (3825.125431 sec): 3 clusters Score: Raw -178998.305572 + Penalty 1701.860802 = -177296.444770 nChanged 190 SP:Iteration 6F (3825.231939 sec): 3 clusters Score: Raw -179211.858653 + Penalty 1701.860802 = -177509.997851 nChanged 141 SP:Iteration 7Q (3825.318985 sec): 3 clusters Score: Raw -179381.798955 + Penalty 1701.860802 = -177679.938153 nChanged 125 SP:Iteration 8Q (3825.413964 sec): 3 clusters Score: Raw -179542.803321 + Penalty 1701.860802 = -177840.942519 nChanged 103 SP:Iteration 9Q (3825.489472 sec): 3 clusters Score: Raw -179673.189252 + Penalty 1701.860802 = -177971.328450 nChanged 87 SP:Iteration 10Q (3825.586922 sec): 3 clusters Score: Raw -179769.562277 + Penalty 1701.860802 = -178067.701475 nChanged 66 SP:Iteration 11Q (3825.660707 sec): 3 clusters Score: Raw -179832.847227 + Penalty 1701.860802 = -178130.986426 nChanged 43 SP:Iteration 12Q (3825.752475 sec): 3 clusters Score: Raw -179867.790263 + Penalty 1701.860802 = -178165.929462 nChanged 40 SP:Iteration 13Q (3825.820767 sec): 3 clusters Score: Raw -179894.111398 + Penalty 1701.860802 = -178192.250596 nChanged 24 SP:Iteration 14Q (3825.915185 sec): 3 clusters Score: Raw -179904.918638 + Penalty 1701.860802 = -178203.057836 nChanged 11 SP:Iteration 15Q (3826.018254 sec): 3 clusters Score: Raw -179908.603545 + Penalty 1701.860802 = -178206.742743 nChanged 9 SP:Iteration 16Q (3826.098301 sec): 3 clusters Score: Raw -179912.003554 + Penalty 1701.860802 = -178210.142752 nChanged 6 SP:Iteration 17Q (3826.196661 sec): 3 clusters Score: Raw -179916.011434 + Penalty 1701.860802 = -178214.150632 nChanged 7 SP:Iteration 18Q (3826.269523 sec): 3 clusters Score: Raw -179918.532499 + Penalty 1701.860802 = -178216.671697 nChanged 5 SP:Iteration 19Q (3826.356292 sec): 3 clusters Score: Raw -179920.473088 + Penalty 1701.860802 = -178218.612286 nChanged 3 SP:Iteration 20F (3826.439172 sec): 3 clusters Score: Raw -179920.994689 + Penalty 1701.860802 = -178219.133887 nChanged 0 Score: Raw -4205320.837687 + Penalty 17740.783674 = -4187580.054013 Splitting cluster 11 changes total score from -4184486.235627 to -4187580.054013 So it's getting split into cluster 15. Trying to split cluster 12 (3461 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3827.703139 sec): 2 clusters Score: Raw -202991.400649 + Penalty 855.677849 = -202135.722801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3827.807447 sec): 3 clusters Score: Raw -201134.187869 + Penalty 1711.355697 = -199422.832172 nChanged 1425 SP:Iteration 1F (3827.890230 sec): 3 clusters Score: Raw -201870.540202 + Penalty 1711.355697 = -200159.184505 nChanged 297 SP:Iteration 2F (3827.965482 sec): 3 clusters Score: Raw -202092.210987 + Penalty 1711.355697 = -200380.855290 nChanged 278 SP:Iteration 3F (3828.062995 sec): 3 clusters Score: Raw -202304.590696 + Penalty 1711.355697 = -200593.234998 nChanged 241 SP:Iteration 4F (3828.158085 sec): 3 clusters Score: Raw -202508.855749 + Penalty 1711.355697 = -200797.500052 nChanged 230 SP:Iteration 5F (3828.244242 sec): 3 clusters Score: Raw -202702.527456 + Penalty 1711.355697 = -200991.171759 nChanged 189 SP:Iteration 6F (3828.322114 sec): 3 clusters Score: Raw -202871.258317 + Penalty 1711.355697 = -201159.902620 nChanged 155 SP:Iteration 7Q (3828.414557 sec): 3 clusters Score: Raw -203018.811438 + Penalty 1711.355697 = -201307.455740 nChanged 146 SP:Iteration 8Q (3828.491671 sec): 3 clusters Score: Raw -203176.063418 + Penalty 1711.355697 = -201464.707721 nChanged 160 SP:Iteration 9Q (3828.581653 sec): 3 clusters Score: Raw -203333.054132 + Penalty 1711.355697 = -201621.698435 nChanged 119 SP:Iteration 10Q (3828.677638 sec): 3 clusters Score: Raw -203411.366336 + Penalty 1711.355697 = -201700.010639 nChanged 81 SP:Iteration 11Q (3828.768387 sec): 3 clusters Score: Raw -203454.083895 + Penalty 1711.355697 = -201742.728198 nChanged 57 SP:Iteration 12Q (3828.848687 sec): 3 clusters Score: Raw -203474.816753 + Penalty 1711.355697 = -201763.461056 nChanged 26 SP:Iteration 13Q (3828.941121 sec): 3 clusters Score: Raw -203483.044838 + Penalty 1711.355697 = -201771.689141 nChanged 18 SP:Iteration 14Q (3829.022694 sec): 3 clusters Score: Raw -203488.363552 + Penalty 1711.355697 = -201777.007855 nChanged 19 SP:Iteration 15Q (3829.121187 sec): 3 clusters Score: Raw -203493.160613 + Penalty 1711.355697 = -201781.804916 nChanged 11 SP:Iteration 16Q (3829.206120 sec): 3 clusters Score: Raw -203495.469320 + Penalty 1711.355697 = -201784.113623 nChanged 8 SP:Iteration 17Q (3829.306747 sec): 3 clusters Score: Raw -203497.733788 + Penalty 1711.355697 = -201786.378091 nChanged 11 SP:Iteration 18Q (3829.375970 sec): 3 clusters Score: Raw -203501.166070 + Penalty 1711.355697 = -201789.810372 nChanged 7 SP:Iteration 19Q (3829.480777 sec): 3 clusters Score: Raw -203502.358814 + Penalty 1711.355697 = -201791.003116 nChanged 4 SP:Iteration 20F (3829.552928 sec): 3 clusters Score: Raw -203502.972583 + Penalty 1711.355697 = -201791.616885 nChanged 4 SP:Iteration 21Q (3829.657352 sec): 3 clusters Score: Raw -203503.748593 + Penalty 1711.355697 = -201792.392896 nChanged 3 SP:Iteration 22Q (3829.745769 sec): 3 clusters Score: Raw -203504.494117 + Penalty 1711.355697 = -201793.138420 nChanged 4 SP:Iteration 23Q (3829.838390 sec): 3 clusters Score: Raw -203505.360471 + Penalty 1711.355697 = -201794.004773 nChanged 1 SP:Iteration 24Q (3829.955753 sec): 3 clusters Score: Raw -203505.908163 + Penalty 1711.355697 = -201794.552465 nChanged 0 SP:Iteration 25F (3830.045562 sec): 3 clusters Score: Raw -203505.908163 + Penalty 1711.355697 = -201794.552465 nChanged 0 Iteration 59Q (3831.370768 sec): 16 clusters Score: Raw -4207025.331101 + Penalty 17740.783674 = -4189284.547427 nChanged 2327 Iteration 60F (3832.721657 sec): 16 clusters Score: Raw -4208348.254198 + Penalty 17740.783674 = -4190607.470525 nChanged 1548 Iteration 61Q (3833.763213 sec): 16 clusters Score: Raw -4208941.126093 + Penalty 17740.783674 = -4191200.342419 nChanged 988 Iteration 62Q (3834.840858 sec): 16 clusters Score: Raw -4209264.801293 + Penalty 17740.783674 = -4191524.017619 nChanged 726 Iteration 63Q (3835.937089 sec): 16 clusters Score: Raw -4209473.891076 + Penalty 17740.783674 = -4191733.107402 nChanged 605 Iteration 64Q (3837.021308 sec): 16 clusters Score: Raw -4209620.594208 + Penalty 17740.783674 = -4191879.810534 nChanged 461 Iteration 65Q (3838.104902 sec): 16 clusters Score: Raw -4209714.896211 + Penalty 17740.783674 = -4191974.112537 nChanged 349 Iteration 66Q (3839.233936 sec): 16 clusters Score: Raw -4209781.099681 + Penalty 17740.783674 = -4192040.316008 nChanged 274 Iteration 67Q (3840.338391 sec): 16 clusters Score: Raw -4209830.061594 + Penalty 17740.783674 = -4192089.277920 nChanged 215 Iteration 68Q (3841.391610 sec): 16 clusters Score: Raw -4209867.186310 + Penalty 17740.783674 = -4192126.402636 nChanged 205 Iteration 69Q (3842.483274 sec): 16 clusters Score: Raw -4209904.244152 + Penalty 17740.783674 = -4192163.460478 nChanged 189 Iteration 70Q (3843.564532 sec): 16 clusters Score: Raw -4209935.392930 + Penalty 17740.783674 = -4192194.609256 nChanged 183 Iteration 71Q (3844.581786 sec): 16 clusters Score: Raw -4209973.039949 + Penalty 17740.783674 = -4192232.256276 nChanged 187 Iteration 72Q (3845.641017 sec): 16 clusters Score: Raw -4210005.174498 + Penalty 17740.783674 = -4192264.390824 nChanged 161 Iteration 73Q (3846.648211 sec): 16 clusters Score: Raw -4210033.213779 + Penalty 17740.783674 = -4192292.430105 nChanged 143 Iteration 74Q (3847.731001 sec): 16 clusters Score: Raw -4210053.779388 + Penalty 17740.783674 = -4192312.995714 nChanged 125 Iteration 75Q (3848.734222 sec): 16 clusters Score: Raw -4210069.190285 + Penalty 17740.783674 = -4192328.406611 nChanged 81 Iteration 76Q (3849.810410 sec): 16 clusters Score: Raw -4210082.244842 + Penalty 17740.783674 = -4192341.461168 nChanged 88 Iteration 77Q (3850.853434 sec): 16 clusters Score: Raw -4210094.218192 + Penalty 17740.783674 = -4192353.434519 nChanged 73 Iteration 78Q (3851.903854 sec): 16 clusters Score: Raw -4210101.788915 + Penalty 17740.783674 = -4192361.005241 nChanged 62 Iteration 79Q (3852.923540 sec): 16 clusters Score: Raw -4210109.090172 + Penalty 17740.783674 = -4192368.306498 nChanged 60 Iteration 80F (3854.249064 sec): 16 clusters Score: Raw -4210128.054875 + Penalty 17740.783674 = -4192387.271202 nChanged 52 Iteration 81Q (3855.307802 sec): 16 clusters Score: Raw -4210144.858380 + Penalty 17740.783674 = -4192404.074706 nChanged 57 Iteration 82Q (3856.352920 sec): 16 clusters Score: Raw -4210151.803962 + Penalty 17740.783674 = -4192411.020288 nChanged 50 Iteration 83Q (3857.453847 sec): 16 clusters Score: Raw -4210156.330223 + Penalty 17740.783674 = -4192415.546550 nChanged 46 Iteration 84Q (3858.537363 sec): 16 clusters Score: Raw -4210161.427525 + Penalty 17740.783674 = -4192420.643851 nChanged 46 Iteration 85Q (3859.618247 sec): 16 clusters Score: Raw -4210166.291051 + Penalty 17740.783674 = -4192425.507377 nChanged 37 Iteration 86Q (3860.699573 sec): 16 clusters Score: Raw -4210168.920665 + Penalty 17740.783674 = -4192428.136992 nChanged 25 Iteration 87Q (3861.798818 sec): 16 clusters Score: Raw -4210171.932404 + Penalty 17740.783674 = -4192431.148730 nChanged 29 Iteration 88Q (3862.869248 sec): 16 clusters Score: Raw -4210175.176520 + Penalty 17740.783674 = -4192434.392846 nChanged 20 Iteration 89Q (3863.894417 sec): 16 clusters Score: Raw -4210177.357314 + Penalty 17740.783674 = -4192436.573640 nChanged 17 Iteration 90Q (3864.952938 sec): 16 clusters Score: Raw -4210179.667360 + Penalty 17740.783674 = -4192438.883686 nChanged 20 Iteration 91Q (3866.036304 sec): 16 clusters Score: Raw -4210181.817084 + Penalty 17740.783674 = -4192441.033410 nChanged 23 Iteration 92Q (3867.050617 sec): 16 clusters Score: Raw -4210183.662831 + Penalty 17740.783674 = -4192442.879157 nChanged 19 Iteration 93Q (3868.119442 sec): 16 clusters Score: Raw -4210185.292196 + Penalty 17740.783674 = -4192444.508522 nChanged 16 Iteration 94Q (3869.159868 sec): 16 clusters Score: Raw -4210187.611265 + Penalty 17740.783674 = -4192446.827592 nChanged 17 Iteration 95Q (3870.221905 sec): 16 clusters Score: Raw -4210189.433258 + Penalty 17740.783674 = -4192448.649584 nChanged 23 Iteration 96Q (3871.283532 sec): 16 clusters Score: Raw -4210191.697696 + Penalty 17740.783674 = -4192450.914022 nChanged 17 Iteration 97Q (3872.341828 sec): 16 clusters Score: Raw -4210193.937359 + Penalty 17740.783674 = -4192453.153686 nChanged 14 Iteration 98Q (3873.410998 sec): 16 clusters Score: Raw -4210196.108028 + Penalty 17740.783674 = -4192455.324355 nChanged 10 Writing temp clu file Because OldScore, -4192453.153686, is greater than current (better) Score,-4192455.324355 Compute initial score before splitting: Score: Raw -4210196.108028 + Penalty 17740.783674 = -4192455.324355 Trying to split cluster 1 (8407 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3873.536866 sec): 2 clusters Score: Raw -472795.462086 + Penalty 948.866097 = -471846.595989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3873.635834 sec): 3 clusters Score: Raw -467925.268152 + Penalty 1897.732194 = -466027.535958 nChanged 3763 SP:Iteration 1F (3873.736532 sec): 3 clusters Score: Raw -470286.277390 + Penalty 1897.732194 = -468388.545196 nChanged 722 SP:Iteration 2F (3873.811262 sec): 3 clusters Score: Raw -470796.797513 + Penalty 1897.732194 = -468899.065319 nChanged 682 SP:Iteration 3F (3873.914023 sec): 3 clusters Score: Raw -471274.429033 + Penalty 1897.732194 = -469376.696839 nChanged 613 SP:Iteration 4F (3873.987275 sec): 3 clusters Score: Raw -471667.061821 + Penalty 1897.732194 = -469769.329627 nChanged 473 SP:Iteration 5F (3874.078183 sec): 3 clusters Score: Raw -471942.042174 + Penalty 1897.732194 = -470044.309980 nChanged 380 SP:Iteration 6Q (3874.168184 sec): 3 clusters Score: Raw -472140.037228 + Penalty 1897.732194 = -470242.305034 nChanged 294 SP:Iteration 7Q (3874.267572 sec): 3 clusters Score: Raw -472291.780240 + Penalty 1897.732194 = -470394.048046 nChanged 238 SP:Iteration 8Q (3874.390304 sec): 3 clusters Score: Raw -472399.157613 + Penalty 1897.732194 = -470501.425419 nChanged 188 SP:Iteration 9Q (3874.483131 sec): 3 clusters Score: Raw -472487.828822 + Penalty 1897.732194 = -470590.096628 nChanged 184 SP:Iteration 10Q (3874.603679 sec): 3 clusters Score: Raw -472585.636830 + Penalty 1897.732194 = -470687.904636 nChanged 171 SP:Iteration 11Q (3874.682747 sec): 3 clusters Score: Raw -472662.788472 + Penalty 1897.732194 = -470765.056278 nChanged 114 SP:Iteration 12Q (3874.802353 sec): 3 clusters Score: Raw -472710.731418 + Penalty 1897.732194 = -470812.999224 nChanged 114 SP:Iteration 13Q (3874.883297 sec): 3 clusters Score: Raw -472759.057951 + Penalty 1897.732194 = -470861.325757 nChanged 93 SP:Iteration 14Q (3874.986279 sec): 3 clusters Score: Raw -472798.773959 + Penalty 1897.732194 = -470901.041765 nChanged 87 SP:Iteration 15Q (3875.069147 sec): 3 clusters Score: Raw -472837.232199 + Penalty 1897.732194 = -470939.500005 nChanged 79 SP:Iteration 16Q (3875.164372 sec): 3 clusters Score: Raw -472873.381704 + Penalty 1897.732194 = -470975.649510 nChanged 74 SP:Iteration 17Q (3875.249498 sec): 3 clusters Score: Raw -472907.396483 + Penalty 1897.732194 = -471009.664289 nChanged 63 SP:Iteration 18Q (3875.362232 sec): 3 clusters Score: Raw -472935.590284 + Penalty 1897.732194 = -471037.858090 nChanged 57 SP:Iteration 19Q (3875.453164 sec): 3 clusters Score: Raw -472973.934887 + Penalty 1897.732194 = -471076.202693 nChanged 67 SP:Iteration 20F (3875.541163 sec): 3 clusters Score: Raw -473008.132438 + Penalty 1897.732194 = -471110.400244 nChanged 35 SP:Iteration 21Q (3875.656807 sec): 3 clusters Score: Raw -473025.663201 + Penalty 1897.732194 = -471127.931007 nChanged 30 SP:Iteration 22Q (3875.741840 sec): 3 clusters Score: Raw -473043.565254 + Penalty 1897.732194 = -471145.833060 nChanged 23 SP:Iteration 23Q (3875.840525 sec): 3 clusters Score: Raw -473055.801687 + Penalty 1897.732194 = -471158.069493 nChanged 21 SP:Iteration 24Q (3875.926710 sec): 3 clusters Score: Raw -473064.605411 + Penalty 1897.732194 = -471166.873217 nChanged 17 SP:Iteration 25Q (3876.031758 sec): 3 clusters Score: Raw -473070.231907 + Penalty 1897.732194 = -471172.499713 nChanged 11 SP:Iteration 26Q (3876.105175 sec): 3 clusters Score: Raw -473073.625544 + Penalty 1897.732194 = -471175.893350 nChanged 9 SP:Iteration 27Q (3876.213470 sec): 3 clusters Score: Raw -473075.924875 + Penalty 1897.732194 = -471178.192681 nChanged 7 SP:Iteration 28Q (3876.301454 sec): 3 clusters Score: Raw -473078.209407 + Penalty 1897.732194 = -471180.477213 nChanged 8 SP:Iteration 29Q (3876.391604 sec): 3 clusters Score: Raw -473082.526735 + Penalty 1897.732194 = -471184.794541 nChanged 11 SP:Iteration 30Q (3876.489911 sec): 3 clusters Score: Raw -473086.195763 + Penalty 1897.732194 = -471188.463569 nChanged 10 SP:Iteration 31Q (3876.588660 sec): 3 clusters Score: Raw -473088.943728 + Penalty 1897.732194 = -471191.211534 nChanged 5 SP:Iteration 32Q (3876.684350 sec): 3 clusters Score: Raw -473091.787764 + Penalty 1897.732194 = -471194.055570 nChanged 11 SP:Iteration 33Q (3876.799270 sec): 3 clusters Score: Raw -473096.198805 + Penalty 1897.732194 = -471198.466611 nChanged 11 SP:Iteration 34Q (3876.881488 sec): 3 clusters Score: Raw -473099.067518 + Penalty 1897.732194 = -471201.335324 nChanged 8 SP:Iteration 35Q (3876.970311 sec): 3 clusters Score: Raw -473101.973660 + Penalty 1897.732194 = -471204.241467 nChanged 10 SP:Iteration 36Q (3877.074110 sec): 3 clusters Score: Raw -473106.104905 + Penalty 1897.732194 = -471208.372711 nChanged 15 SP:Iteration 37Q (3877.147259 sec): 3 clusters Score: Raw -473111.369866 + Penalty 1897.732194 = -471213.637672 nChanged 12 SP:Iteration 38Q (3877.242078 sec): 3 clusters Score: Raw -473114.406493 + Penalty 1897.732194 = -471216.674299 nChanged 7 SP:Iteration 39Q (3877.323346 sec): 3 clusters Score: Raw -473118.347944 + Penalty 1897.732194 = -471220.615751 nChanged 6 SP:Iteration 40F (3877.441728 sec): 3 clusters Score: Raw -473120.507638 + Penalty 1897.732194 = -471222.775444 nChanged 7 SP:Iteration 41Q (3877.536308 sec): 3 clusters Score: Raw -473123.080218 + Penalty 1897.732194 = -471225.348024 nChanged 5 SP:Iteration 42Q (3877.617880 sec): 3 clusters Score: Raw -473126.841475 + Penalty 1897.732194 = -471229.109282 nChanged 13 SP:Iteration 43Q (3877.702130 sec): 3 clusters Score: Raw -473131.035331 + Penalty 1897.732194 = -471233.303137 nChanged 8 SP:Iteration 44Q (3877.814523 sec): 3 clusters Score: Raw -473133.334575 + Penalty 1897.732194 = -471235.602381 nChanged 3 SP:Iteration 45Q (3877.892515 sec): 3 clusters Score: Raw -473134.542691 + Penalty 1897.732194 = -471236.810497 nChanged 4 SP:Iteration 46Q (3878.003168 sec): 3 clusters Score: Raw -473136.128536 + Penalty 1897.732194 = -471238.396342 nChanged 7 SP:Iteration 47Q (3878.111532 sec): 3 clusters Score: Raw -473141.255803 + Penalty 1897.732194 = -471243.523610 nChanged 6 SP:Iteration 48Q (3878.190068 sec): 3 clusters Score: Raw -473144.352398 + Penalty 1897.732194 = -471246.620204 nChanged 1 SP:Iteration 49Q (3878.282980 sec): 3 clusters Score: Raw -473144.808392 + Penalty 1897.732194 = -471247.076198 nChanged 0 SP:Iteration 50F (3878.391878 sec): 3 clusters Score: Raw -473144.808392 + Penalty 1897.732194 = -471247.076198 nChanged 0 Trying to split cluster 2 (1354 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3878.440177 sec): 2 clusters Score: Raw -57069.136602 + Penalty 757.135938 = -56312.000664 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3878.530078 sec): 3 clusters Score: Raw -56536.438820 + Penalty 1514.271875 = -55022.166944 nChanged 503 SP:Iteration 1F (3878.596635 sec): 3 clusters Score: Raw -56975.609948 + Penalty 1514.271875 = -55461.338073 nChanged 149 SP:Iteration 2F (3878.698452 sec): 3 clusters Score: Raw -57169.983427 + Penalty 1514.271875 = -55655.711551 nChanged 116 SP:Iteration 3F (3878.781900 sec): 3 clusters Score: Raw -57352.369346 + Penalty 1514.271875 = -55838.097471 nChanged 101 SP:Iteration 4F (3878.865686 sec): 3 clusters Score: Raw -57458.624021 + Penalty 1514.271875 = -55944.352146 nChanged 60 SP:Iteration 5Q (3878.939615 sec): 3 clusters Score: Raw -57524.431424 + Penalty 1514.271875 = -56010.159549 nChanged 38 SP:Iteration 6Q (3879.041277 sec): 3 clusters Score: Raw -57562.353204 + Penalty 1514.271875 = -56048.081328 nChanged 27 SP:Iteration 7Q (3879.110311 sec): 3 clusters Score: Raw -57586.235598 + Penalty 1514.271875 = -56071.963722 nChanged 19 SP:Iteration 8Q (3879.189971 sec): 3 clusters Score: Raw -57602.077102 + Penalty 1514.271875 = -56087.805227 nChanged 21 SP:Iteration 9Q (3879.274684 sec): 3 clusters Score: Raw -57614.803443 + Penalty 1514.271875 = -56100.531568 nChanged 15 SP:Iteration 10Q (3879.363201 sec): 3 clusters Score: Raw -57630.531762 + Penalty 1514.271875 = -56116.259887 nChanged 10 SP:Iteration 11Q (3879.445128 sec): 3 clusters Score: Raw -57638.924825 + Penalty 1514.271875 = -56124.652950 nChanged 9 SP:Iteration 12Q (3879.537947 sec): 3 clusters Score: Raw -57648.350194 + Penalty 1514.271875 = -56134.078318 nChanged 9 SP:Iteration 13Q (3879.617983 sec): 3 clusters Score: Raw -57660.496226 + Penalty 1514.271875 = -56146.224351 nChanged 13 SP:Iteration 14Q (3879.710069 sec): 3 clusters Score: Raw -57672.213570 + Penalty 1514.271875 = -56157.941694 nChanged 11 SP:Iteration 15Q (3879.778777 sec): 3 clusters Score: Raw -57678.062608 + Penalty 1514.271875 = -56163.790733 nChanged 8 SP:Iteration 16Q (3879.866959 sec): 3 clusters Score: Raw -57684.587268 + Penalty 1514.271875 = -56170.315393 nChanged 9 SP:Iteration 17Q (3879.954814 sec): 3 clusters Score: Raw -57689.364322 + Penalty 1514.271875 = -56175.092447 nChanged 3 SP:Iteration 18Q (3880.048166 sec): 3 clusters Score: Raw -57690.300520 + Penalty 1514.271875 = -56176.028645 nChanged 3 SP:Iteration 19Q (3880.132373 sec): 3 clusters Score: Raw -57691.489540 + Penalty 1514.271875 = -56177.217665 nChanged 4 SP:Iteration 20F (3880.197695 sec): 3 clusters Score: Raw -57696.408077 + Penalty 1514.271875 = -56182.136202 nChanged 6 SP:Iteration 21Q (3880.279226 sec): 3 clusters Score: Raw -57704.470323 + Penalty 1514.271875 = -56190.198448 nChanged 6 SP:Iteration 22Q (3880.364968 sec): 3 clusters Score: Raw -57711.742876 + Penalty 1514.271875 = -56197.471000 nChanged 9 SP:Iteration 23Q (3880.451048 sec): 3 clusters Score: Raw -57722.513310 + Penalty 1514.271875 = -56208.241435 nChanged 13 SP:Iteration 24Q (3880.542934 sec): 3 clusters Score: Raw -57735.474552 + Penalty 1514.271875 = -56221.202677 nChanged 13 SP:Iteration 25Q (3880.616145 sec): 3 clusters Score: Raw -57747.141325 + Penalty 1514.271875 = -56232.869449 nChanged 12 SP:Iteration 26Q (3880.707878 sec): 3 clusters Score: Raw -57753.228656 + Penalty 1514.271875 = -56238.956781 nChanged 6 SP:Iteration 27Q (3880.786513 sec): 3 clusters Score: Raw -57759.920138 + Penalty 1514.271875 = -56245.648262 nChanged 9 SP:Iteration 28Q (3880.864951 sec): 3 clusters Score: Raw -57765.145896 + Penalty 1514.271875 = -56250.874021 nChanged 7 SP:Iteration 29Q (3880.965339 sec): 3 clusters Score: Raw -57770.690316 + Penalty 1514.271875 = -56256.418441 nChanged 8 SP:Iteration 30Q (3881.028637 sec): 3 clusters Score: Raw -57776.576465 + Penalty 1514.271875 = -56262.304590 nChanged 5 SP:Iteration 31Q (3881.123345 sec): 3 clusters Score: Raw -57778.459183 + Penalty 1514.271875 = -56264.187308 nChanged 3 SP:Iteration 32Q (3881.202683 sec): 3 clusters Score: Raw -57779.686279 + Penalty 1514.271875 = -56265.414404 nChanged 3 SP:Iteration 33Q (3881.300385 sec): 3 clusters Score: Raw -57781.144527 + Penalty 1514.271875 = -56266.872652 nChanged 0 SP:Iteration 34F (3881.386675 sec): 3 clusters Score: Raw -57781.144527 + Penalty 1514.271875 = -56266.872652 nChanged 0 Trying to split cluster 3 (4202 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3881.415460 sec): 2 clusters Score: Raw -220503.327465 + Penalty 876.048168 = -219627.279298 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3881.500489 sec): 3 clusters Score: Raw -218267.154523 + Penalty 1752.096335 = -216515.058188 nChanged 1740 SP:Iteration 1F (3881.590026 sec): 3 clusters Score: Raw -219359.344929 + Penalty 1752.096335 = -217607.248594 nChanged 353 SP:Iteration 2F (3881.685644 sec): 3 clusters Score: Raw -219633.922952 + Penalty 1752.096335 = -217881.826617 nChanged 319 SP:Iteration 3F (3881.767905 sec): 3 clusters Score: Raw -219921.232857 + Penalty 1752.096335 = -218169.136522 nChanged 285 SP:Iteration 4F (3881.841849 sec): 3 clusters Score: Raw -220159.656124 + Penalty 1752.096335 = -218407.559789 nChanged 200 SP:Iteration 5Q (3881.956117 sec): 3 clusters Score: Raw -220333.711931 + Penalty 1752.096335 = -218581.615596 nChanged 177 SP:Iteration 6Q (3882.044598 sec): 3 clusters Score: Raw -220459.022026 + Penalty 1752.096335 = -218706.925691 nChanged 126 SP:Iteration 7Q (3882.112344 sec): 3 clusters Score: Raw -220546.287988 + Penalty 1752.096335 = -218794.191653 nChanged 98 SP:Iteration 8Q (3882.216924 sec): 3 clusters Score: Raw -220604.704645 + Penalty 1752.096335 = -218852.608310 nChanged 78 SP:Iteration 9Q (3882.298773 sec): 3 clusters Score: Raw -220645.086963 + Penalty 1752.096335 = -218892.990627 nChanged 57 SP:Iteration 10Q (3882.376846 sec): 3 clusters Score: Raw -220677.625177 + Penalty 1752.096335 = -218925.528842 nChanged 54 SP:Iteration 11Q (3882.461425 sec): 3 clusters Score: Raw -220707.348416 + Penalty 1752.096335 = -218955.252081 nChanged 49 SP:Iteration 12Q (3882.569011 sec): 3 clusters Score: Raw -220730.789171 + Penalty 1752.096335 = -218978.692835 nChanged 42 SP:Iteration 13Q (3882.635811 sec): 3 clusters Score: Raw -220747.385847 + Penalty 1752.096335 = -218995.289512 nChanged 34 SP:Iteration 14Q (3882.734674 sec): 3 clusters Score: Raw -220763.217099 + Penalty 1752.096335 = -219011.120764 nChanged 26 SP:Iteration 15Q (3882.812868 sec): 3 clusters Score: Raw -220771.878820 + Penalty 1752.096335 = -219019.782485 nChanged 16 SP:Iteration 16Q (3882.920365 sec): 3 clusters Score: Raw -220777.414519 + Penalty 1752.096335 = -219025.318184 nChanged 17 SP:Iteration 17Q (3882.995511 sec): 3 clusters Score: Raw -220784.879839 + Penalty 1752.096335 = -219032.783504 nChanged 17 SP:Iteration 18Q (3883.074945 sec): 3 clusters Score: Raw -220791.119977 + Penalty 1752.096335 = -219039.023642 nChanged 17 SP:Iteration 19Q (3883.177400 sec): 3 clusters Score: Raw -220797.537588 + Penalty 1752.096335 = -219045.441253 nChanged 13 SP:Iteration 20F (3883.258502 sec): 3 clusters Score: Raw -220800.916533 + Penalty 1752.096335 = -219048.820198 nChanged 8 SP:Iteration 21Q (3883.360292 sec): 3 clusters Score: Raw -220802.146235 + Penalty 1752.096335 = -219050.049900 nChanged 6 SP:Iteration 22Q (3883.445315 sec): 3 clusters Score: Raw -220803.209782 + Penalty 1752.096335 = -219051.113447 nChanged 6 SP:Iteration 23Q (3883.537502 sec): 3 clusters Score: Raw -220804.623490 + Penalty 1752.096335 = -219052.527155 nChanged 2 SP:Iteration 24Q (3883.605552 sec): 3 clusters Score: Raw -220805.223161 + Penalty 1752.096335 = -219053.126826 nChanged 1 SP:Iteration 25Q (3883.707472 sec): 3 clusters Score: Raw -220805.271819 + Penalty 1752.096335 = -219053.175484 nChanged 0 SP:Iteration 26F (3883.786222 sec): 3 clusters Score: Raw -220805.271819 + Penalty 1752.096335 = -219053.175484 nChanged 0 Trying to split cluster 4 (2012 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3883.843397 sec): 2 clusters Score: Raw -98286.769204 + Penalty 798.722876 = -97488.046329 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3883.931461 sec): 3 clusters Score: Raw -97338.972476 + Penalty 1597.445752 = -95741.526724 nChanged 776 SP:Iteration 1F (3884.004999 sec): 3 clusters Score: Raw -97899.114836 + Penalty 1597.445752 = -96301.669084 nChanged 208 SP:Iteration 2F (3884.082713 sec): 3 clusters Score: Raw -98169.860637 + Penalty 1597.445752 = -96572.414885 nChanged 175 SP:Iteration 3F (3884.154414 sec): 3 clusters Score: Raw -98437.049294 + Penalty 1597.445752 = -96839.603543 nChanged 146 SP:Iteration 4F (3884.262416 sec): 3 clusters Score: Raw -98628.859539 + Penalty 1597.445752 = -97031.413787 nChanged 105 SP:Iteration 5F (3884.337080 sec): 3 clusters Score: Raw -98770.959719 + Penalty 1597.445752 = -97173.513968 nChanged 93 SP:Iteration 6Q (3884.414555 sec): 3 clusters Score: Raw -98886.436203 + Penalty 1597.445752 = -97288.990452 nChanged 85 SP:Iteration 7Q (3884.512611 sec): 3 clusters Score: Raw -98962.742314 + Penalty 1597.445752 = -97365.296562 nChanged 58 SP:Iteration 8Q (3884.586816 sec): 3 clusters Score: Raw -99010.933379 + Penalty 1597.445752 = -97413.487628 nChanged 38 SP:Iteration 9Q (3884.677880 sec): 3 clusters Score: Raw -99043.679364 + Penalty 1597.445752 = -97446.233612 nChanged 27 SP:Iteration 10Q (3884.755479 sec): 3 clusters Score: Raw -99066.529052 + Penalty 1597.445752 = -97469.083300 nChanged 25 SP:Iteration 11Q (3884.843379 sec): 3 clusters Score: Raw -99080.461805 + Penalty 1597.445752 = -97483.016054 nChanged 12 SP:Iteration 12Q (3884.921750 sec): 3 clusters Score: Raw -99084.857493 + Penalty 1597.445752 = -97487.411741 nChanged 5 SP:Iteration 13Q (3885.001164 sec): 3 clusters Score: Raw -99086.740333 + Penalty 1597.445752 = -97489.294581 nChanged 5 SP:Iteration 14Q (3885.095227 sec): 3 clusters Score: Raw -99088.965610 + Penalty 1597.445752 = -97491.519858 nChanged 4 SP:Iteration 15Q (3885.196407 sec): 3 clusters Score: Raw -99090.559964 + Penalty 1597.445752 = -97493.114212 nChanged 4 SP:Iteration 16Q (3885.264387 sec): 3 clusters Score: Raw -99092.375762 + Penalty 1597.445752 = -97494.930011 nChanged 3 SP:Iteration 17Q (3885.379207 sec): 3 clusters Score: Raw -99093.136805 + Penalty 1597.445752 = -97495.691053 nChanged 2 SP:Iteration 18Q (3885.461829 sec): 3 clusters Score: Raw -99093.326986 + Penalty 1597.445752 = -97495.881234 nChanged 0 SP:Iteration 19F (3885.520011 sec): 3 clusters Score: Raw -99093.326986 + Penalty 1597.445752 = -97495.881234 nChanged 0 Score: Raw -4211003.429050 + Penalty 18923.502585 = -4192079.926464 Splitting cluster 4 changes total score from -4192455.324355 to -4192079.926464 So it's not getting split. Trying to split cluster 5 (877 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3886.911383 sec): 2 clusters Score: Raw -42185.375503 + Penalty 711.533234 = -41473.842269 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3887.000970 sec): 3 clusters Score: Raw -41883.272812 + Penalty 1423.066468 = -40460.206343 nChanged 281 SP:Iteration 1F (3887.083458 sec): 3 clusters Score: Raw -42175.352393 + Penalty 1423.066468 = -40752.285924 nChanged 77 SP:Iteration 2F (3887.169361 sec): 3 clusters Score: Raw -42277.798202 + Penalty 1423.066468 = -40854.731734 nChanged 42 SP:Iteration 3Q (3887.257576 sec): 3 clusters Score: Raw -42313.136064 + Penalty 1423.066468 = -40890.069595 nChanged 18 SP:Iteration 4Q (3887.326538 sec): 3 clusters Score: Raw -42328.782749 + Penalty 1423.066468 = -40905.716280 nChanged 13 SP:Iteration 5Q (3887.415814 sec): 3 clusters Score: Raw -42342.092793 + Penalty 1423.066468 = -40919.026325 nChanged 11 SP:Iteration 6Q (3887.489373 sec): 3 clusters Score: Raw -42352.956929 + Penalty 1423.066468 = -40929.890461 nChanged 6 SP:Iteration 7Q (3887.574434 sec): 3 clusters Score: Raw -42359.762845 + Penalty 1423.066468 = -40936.696377 nChanged 4 SP:Iteration 8Q (3887.672761 sec): 3 clusters Score: Raw -42361.753452 + Penalty 1423.066468 = -40938.686984 nChanged 1 SP:Iteration 9Q (3887.750362 sec): 3 clusters Score: Raw -42362.411299 + Penalty 1423.066468 = -40939.344830 nChanged 1 SP:Iteration 10Q (3887.821162 sec): 3 clusters Score: Raw -42363.053423 + Penalty 1423.066468 = -40939.986955 nChanged 3 SP:Iteration 11Q (3887.911717 sec): 3 clusters Score: Raw -42364.752068 + Penalty 1423.066468 = -40941.685600 nChanged 2 SP:Iteration 12Q (3888.001495 sec): 3 clusters Score: Raw -42366.362790 + Penalty 1423.066468 = -40943.296321 nChanged 1 SP:Iteration 13Q (3888.083602 sec): 3 clusters Score: Raw -42366.501408 + Penalty 1423.066468 = -40943.434939 nChanged 0 SP:Iteration 14F (3888.173131 sec): 3 clusters Score: Raw -42366.501408 + Penalty 1423.066468 = -40943.434939 nChanged 0 Trying to split cluster 6 (4462 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3888.235372 sec): 2 clusters Score: Raw -267878.964290 + Penalty 882.351999 = -266996.612291 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3888.321239 sec): 3 clusters Score: Raw -265508.715277 + Penalty 1764.703999 = -263744.011279 nChanged 1880 SP:Iteration 1F (3888.395197 sec): 3 clusters Score: Raw -266564.417020 + Penalty 1764.703999 = -264799.713021 nChanged 335 SP:Iteration 2F (3888.498820 sec): 3 clusters Score: Raw -266746.862067 + Penalty 1764.703999 = -264982.158068 nChanged 258 SP:Iteration 3F (3888.577680 sec): 3 clusters Score: Raw -266919.046259 + Penalty 1764.703999 = -265154.342260 nChanged 249 SP:Iteration 4F (3888.652826 sec): 3 clusters Score: Raw -267082.566318 + Penalty 1764.703999 = -265317.862320 nChanged 236 SP:Iteration 5F (3888.750290 sec): 3 clusters Score: Raw -267334.457723 + Penalty 1764.703999 = -265569.753724 nChanged 230 SP:Iteration 6F (3888.831144 sec): 3 clusters Score: Raw -267728.888532 + Penalty 1764.703999 = -265964.184533 nChanged 243 SP:Iteration 7F (3888.945736 sec): 3 clusters Score: Raw -268183.596001 + Penalty 1764.703999 = -266418.892002 nChanged 261 SP:Iteration 8F (3889.014224 sec): 3 clusters Score: Raw -268546.841252 + Penalty 1764.703999 = -266782.137253 nChanged 272 SP:Iteration 9F (3889.121617 sec): 3 clusters Score: Raw -268944.514558 + Penalty 1764.703999 = -267179.810559 nChanged 276 SP:Iteration 10F (3889.202520 sec): 3 clusters Score: Raw -269306.504392 + Penalty 1764.703999 = -267541.800394 nChanged 209 SP:Iteration 11Q (3889.284550 sec): 3 clusters Score: Raw -269526.847127 + Penalty 1764.703999 = -267762.143128 nChanged 137 SP:Iteration 12Q (3889.392055 sec): 3 clusters Score: Raw -269610.161195 + Penalty 1764.703999 = -267845.457196 nChanged 75 SP:Iteration 13Q (3889.467784 sec): 3 clusters Score: Raw -269639.281452 + Penalty 1764.703999 = -267874.577454 nChanged 44 SP:Iteration 14Q (3889.546894 sec): 3 clusters Score: Raw -269653.492395 + Penalty 1764.703999 = -267888.788397 nChanged 30 SP:Iteration 15Q (3889.651346 sec): 3 clusters Score: Raw -269662.897417 + Penalty 1764.703999 = -267898.193418 nChanged 29 SP:Iteration 16Q (3889.741247 sec): 3 clusters Score: Raw -269670.825795 + Penalty 1764.703999 = -267906.121796 nChanged 21 SP:Iteration 17Q (3889.826933 sec): 3 clusters Score: Raw -269677.234505 + Penalty 1764.703999 = -267912.530506 nChanged 24 SP:Iteration 18Q (3889.900850 sec): 3 clusters Score: Raw -269688.794243 + Penalty 1764.703999 = -267924.090245 nChanged 27 SP:Iteration 19Q (3889.980459 sec): 3 clusters Score: Raw -269703.379838 + Penalty 1764.703999 = -267938.675839 nChanged 26 SP:Iteration 20F (3890.066709 sec): 3 clusters Score: Raw -269723.752527 + Penalty 1764.703999 = -267959.048528 nChanged 36 SP:Iteration 21Q (3890.165568 sec): 3 clusters Score: Raw -269772.624932 + Penalty 1764.703999 = -268007.920934 nChanged 66 SP:Iteration 22Q (3890.234259 sec): 3 clusters Score: Raw -269869.769036 + Penalty 1764.703999 = -268105.065038 nChanged 42 SP:Iteration 23Q (3890.323322 sec): 3 clusters Score: Raw -269897.294149 + Penalty 1764.703999 = -268132.590150 nChanged 27 SP:Iteration 24Q (3890.405170 sec): 3 clusters Score: Raw -269907.998619 + Penalty 1764.703999 = -268143.294620 nChanged 15 SP:Iteration 25Q (3890.513679 sec): 3 clusters Score: Raw -269913.144297 + Penalty 1764.703999 = -268148.440298 nChanged 8 SP:Iteration 26Q (3890.599561 sec): 3 clusters Score: Raw -269916.195664 + Penalty 1764.703999 = -268151.491665 nChanged 5 SP:Iteration 27Q (3890.685947 sec): 3 clusters Score: Raw -269918.235406 + Penalty 1764.703999 = -268153.531407 nChanged 7 SP:Iteration 28Q (3890.773026 sec): 3 clusters Score: Raw -269919.894043 + Penalty 1764.703999 = -268155.190045 nChanged 7 SP:Iteration 29Q (3890.869665 sec): 3 clusters Score: Raw -269921.170602 + Penalty 1764.703999 = -268156.466603 nChanged 3 SP:Iteration 30Q (3890.969094 sec): 3 clusters Score: Raw -269921.559713 + Penalty 1764.703999 = -268156.855714 nChanged 1 SP:Iteration 31Q (3891.067813 sec): 3 clusters Score: Raw -269921.669268 + Penalty 1764.703999 = -268156.965269 nChanged 1 SP:Iteration 32Q (3891.143520 sec): 3 clusters Score: Raw -269922.067573 + Penalty 1764.703999 = -268157.363575 nChanged 0 SP:Iteration 33F (3891.231885 sec): 3 clusters Score: Raw -269922.067573 + Penalty 1764.703999 = -268157.363575 nChanged 0 Score: Raw -4212239.974552 + Penalty 18923.502585 = -4193316.471966 Splitting cluster 6 changes total score from -4192455.324355 to -4193316.471966 So it's getting split into cluster 16. Trying to split cluster 7 (8361 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3892.712590 sec): 2 clusters Score: Raw -486278.600493 + Penalty 948.289998 = -485330.310495 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3892.799120 sec): 3 clusters Score: Raw -481448.553602 + Penalty 1896.579996 = -479551.973605 nChanged 3665 SP:Iteration 1F (3892.902476 sec): 3 clusters Score: Raw -483611.642553 + Penalty 1896.579996 = -481715.062557 nChanged 630 SP:Iteration 2F (3892.977698 sec): 3 clusters Score: Raw -484014.131662 + Penalty 1896.579996 = -482117.551666 nChanged 623 SP:Iteration 3F (3893.081022 sec): 3 clusters Score: Raw -484528.233005 + Penalty 1896.579996 = -482631.653009 nChanged 640 SP:Iteration 4F (3893.160987 sec): 3 clusters Score: Raw -485057.505318 + Penalty 1896.579996 = -483160.925322 nChanged 559 SP:Iteration 5F (3893.246666 sec): 3 clusters Score: Raw -485501.223786 + Penalty 1896.579996 = -483604.643789 nChanged 499 SP:Iteration 6F (3893.352584 sec): 3 clusters Score: Raw -485869.426313 + Penalty 1896.579996 = -483972.846317 nChanged 413 SP:Iteration 7Q (3893.433218 sec): 3 clusters Score: Raw -486112.451957 + Penalty 1896.579996 = -484215.871961 nChanged 281 SP:Iteration 8Q (3893.534850 sec): 3 clusters Score: Raw -486243.534025 + Penalty 1896.579996 = -484346.954029 nChanged 212 SP:Iteration 9Q (3893.639820 sec): 3 clusters Score: Raw -486321.291840 + Penalty 1896.579996 = -484424.711843 nChanged 136 SP:Iteration 10Q (3893.743551 sec): 3 clusters Score: Raw -486361.092648 + Penalty 1896.579996 = -484464.512651 nChanged 103 SP:Iteration 11Q (3893.834883 sec): 3 clusters Score: Raw -486395.021301 + Penalty 1896.579996 = -484498.441305 nChanged 91 SP:Iteration 12Q (3893.926534 sec): 3 clusters Score: Raw -486420.637413 + Penalty 1896.579996 = -484524.057416 nChanged 72 SP:Iteration 13Q (3894.021724 sec): 3 clusters Score: Raw -486437.722931 + Penalty 1896.579996 = -484541.142935 nChanged 59 SP:Iteration 14Q (3894.113379 sec): 3 clusters Score: Raw -486450.268786 + Penalty 1896.579996 = -484553.688790 nChanged 34 SP:Iteration 15Q (3894.201411 sec): 3 clusters Score: Raw -486456.151650 + Penalty 1896.579996 = -484559.571654 nChanged 31 SP:Iteration 16Q (3894.316652 sec): 3 clusters Score: Raw -486460.804528 + Penalty 1896.579996 = -484564.224531 nChanged 30 SP:Iteration 17Q (3894.414599 sec): 3 clusters Score: Raw -486465.211117 + Penalty 1896.579996 = -484568.631121 nChanged 27 SP:Iteration 18Q (3894.502540 sec): 3 clusters Score: Raw -486469.146474 + Penalty 1896.579996 = -484572.566478 nChanged 26 SP:Iteration 19Q (3894.603115 sec): 3 clusters Score: Raw -486474.633136 + Penalty 1896.579996 = -484578.053140 nChanged 33 SP:Iteration 20F (3894.706096 sec): 3 clusters Score: Raw -486481.171265 + Penalty 1896.579996 = -484584.591269 nChanged 36 SP:Iteration 21Q (3894.793746 sec): 3 clusters Score: Raw -486488.363905 + Penalty 1896.579996 = -484591.783909 nChanged 38 SP:Iteration 22Q (3894.892891 sec): 3 clusters Score: Raw -486495.158222 + Penalty 1896.579996 = -484598.578226 nChanged 35 SP:Iteration 23Q (3894.967449 sec): 3 clusters Score: Raw -486500.520063 + Penalty 1896.579996 = -484603.940067 nChanged 25 SP:Iteration 24Q (3895.058729 sec): 3 clusters Score: Raw -486504.152410 + Penalty 1896.579996 = -484607.572413 nChanged 28 SP:Iteration 25Q (3895.144167 sec): 3 clusters Score: Raw -486507.591486 + Penalty 1896.579996 = -484611.011490 nChanged 28 SP:Iteration 26Q (3895.257489 sec): 3 clusters Score: Raw -486512.170322 + Penalty 1896.579996 = -484615.590325 nChanged 37 SP:Iteration 27Q (3895.343844 sec): 3 clusters Score: Raw -486519.620985 + Penalty 1896.579996 = -484623.040988 nChanged 37 SP:Iteration 28Q (3895.445565 sec): 3 clusters Score: Raw -486525.238170 + Penalty 1896.579996 = -484628.658173 nChanged 26 SP:Iteration 29Q (3895.515921 sec): 3 clusters Score: Raw -486530.178103 + Penalty 1896.579996 = -484633.598106 nChanged 28 SP:Iteration 30Q (3895.622559 sec): 3 clusters Score: Raw -486534.523354 + Penalty 1896.579996 = -484637.943357 nChanged 30 SP:Iteration 31Q (3895.707006 sec): 3 clusters Score: Raw -486538.870889 + Penalty 1896.579996 = -484642.290892 nChanged 28 SP:Iteration 32Q (3895.803823 sec): 3 clusters Score: Raw -486542.892991 + Penalty 1896.579996 = -484646.312995 nChanged 26 SP:Iteration 33Q (3895.914620 sec): 3 clusters Score: Raw -486546.394373 + Penalty 1896.579996 = -484649.814376 nChanged 24 SP:Iteration 34Q (3895.992272 sec): 3 clusters Score: Raw -486549.418978 + Penalty 1896.579996 = -484652.838982 nChanged 27 SP:Iteration 35Q (3896.093538 sec): 3 clusters Score: Raw -486555.383479 + Penalty 1896.579996 = -484658.803483 nChanged 36 SP:Iteration 36Q (3896.209345 sec): 3 clusters Score: Raw -486564.568730 + Penalty 1896.579996 = -484667.988733 nChanged 42 SP:Iteration 37Q (3896.306493 sec): 3 clusters Score: Raw -486573.868360 + Penalty 1896.579996 = -484677.288363 nChanged 45 SP:Iteration 38Q (3896.376021 sec): 3 clusters Score: Raw -486584.530221 + Penalty 1896.579996 = -484687.950224 nChanged 52 SP:Iteration 39Q (3896.475922 sec): 3 clusters Score: Raw -486600.113237 + Penalty 1896.579996 = -484703.533240 nChanged 67 SP:Iteration 40F (3896.594207 sec): 3 clusters Score: Raw -486624.319766 + Penalty 1896.579996 = -484727.739769 nChanged 81 SP:Iteration 41Q (3896.681070 sec): 3 clusters Score: Raw -486663.763016 + Penalty 1896.579996 = -484767.183020 nChanged 121 SP:Iteration 42Q (3896.769787 sec): 3 clusters Score: Raw -486737.332881 + Penalty 1896.579996 = -484840.752884 nChanged 141 SP:Iteration 43Q (3896.882327 sec): 3 clusters Score: Raw -486843.046806 + Penalty 1896.579996 = -484946.466809 nChanged 155 SP:Iteration 44Q (3896.965855 sec): 3 clusters Score: Raw -486981.307136 + Penalty 1896.579996 = -485084.727140 nChanged 182 SP:Iteration 45Q (3897.072922 sec): 3 clusters Score: Raw -487167.341475 + Penalty 1896.579996 = -485270.761479 nChanged 192 SP:Iteration 46Q (3897.147446 sec): 3 clusters Score: Raw -487349.270811 + Penalty 1896.579996 = -485452.690815 nChanged 166 SP:Iteration 47Q (3897.256195 sec): 3 clusters Score: Raw -487498.438329 + Penalty 1896.579996 = -485601.858332 nChanged 141 SP:Iteration 48Q (3897.341197 sec): 3 clusters Score: Raw -487587.930552 + Penalty 1896.579996 = -485691.350556 nChanged 107 SP:Iteration 49Q (3897.437593 sec): 3 clusters Score: Raw -487644.793721 + Penalty 1896.579996 = -485748.213725 nChanged 84 SP:Iteration 50Q (3897.515910 sec): 3 clusters Score: Raw -487676.476436 + Penalty 1896.579996 = -485779.896440 nChanged 64 SP:Iteration 51Q (3897.623291 sec): 3 clusters Score: Raw -487694.805832 + Penalty 1896.579996 = -485798.225836 nChanged 48 SP:Iteration 52Q (3897.705383 sec): 3 clusters Score: Raw -487706.984660 + Penalty 1896.579996 = -485810.404663 nChanged 38 SP:Iteration 53Q (3897.784771 sec): 3 clusters Score: Raw -487714.033263 + Penalty 1896.579996 = -485817.453266 nChanged 29 SP:Iteration 54Q (3897.895102 sec): 3 clusters Score: Raw -487719.159608 + Penalty 1896.579996 = -485822.579611 nChanged 28 SP:Iteration 55Q (3897.967639 sec): 3 clusters Score: Raw -487724.176187 + Penalty 1896.579996 = -485827.596190 nChanged 18 SP:Iteration 56Q (3898.087006 sec): 3 clusters Score: Raw -487727.451929 + Penalty 1896.579996 = -485830.871932 nChanged 17 SP:Iteration 57Q (3898.178734 sec): 3 clusters Score: Raw -487729.811295 + Penalty 1896.579996 = -485833.231299 nChanged 14 SP:Iteration 58Q (3898.274541 sec): 3 clusters Score: Raw -487731.568336 + Penalty 1896.579996 = -485834.988339 nChanged 9 SP:Iteration 59Q (3898.369292 sec): 3 clusters Score: Raw -487732.397388 + Penalty 1896.579996 = -485835.817392 nChanged 3 SP:Iteration 60F (3898.465640 sec): 3 clusters Score: Raw -487733.283396 + Penalty 1896.579996 = -485836.703400 nChanged 3 SP:Iteration 61Q (3898.549309 sec): 3 clusters Score: Raw -487733.754962 + Penalty 1896.579996 = -485837.174966 nChanged 7 SP:Iteration 62Q (3898.633709 sec): 3 clusters Score: Raw -487734.779357 + Penalty 1896.579996 = -485838.199360 nChanged 4 SP:Iteration 63Q (3898.754817 sec): 3 clusters Score: Raw -487735.083430 + Penalty 1896.579996 = -485838.503433 nChanged 5 SP:Iteration 64Q (3898.844792 sec): 3 clusters Score: Raw -487735.459961 + Penalty 1896.579996 = -485838.879965 nChanged 8 SP:Iteration 65Q (3898.930671 sec): 3 clusters Score: Raw -487736.756329 + Penalty 1896.579996 = -485840.176332 nChanged 8 SP:Iteration 66Q (3899.025459 sec): 3 clusters Score: Raw -487737.478186 + Penalty 1896.579996 = -485840.898190 nChanged 3 SP:Iteration 67Q (3899.131831 sec): 3 clusters Score: Raw -487737.647561 + Penalty 1896.579996 = -485841.067565 nChanged 1 SP:Iteration 68Q (3899.210168 sec): 3 clusters Score: Raw -487737.677985 + Penalty 1896.579996 = -485841.097988 nChanged 0 SP:Iteration 69F (3899.310392 sec): 3 clusters Score: Raw -487737.677985 + Penalty 1896.579996 = -485841.097988 nChanged 0 Score: Raw -4213699.052044 + Penalty 20106.221497 = -4193592.830547 Splitting cluster 7 changes total score from -4192455.324355 to -4193592.830547 So it's getting split into cluster 17. Trying to split cluster 8 (1533 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3900.805309 sec): 2 clusters Score: Raw -59818.118346 + Penalty 770.173097 = -59047.945248 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3900.881844 sec): 3 clusters Score: Raw -59191.222639 + Penalty 1540.346195 = -57650.876445 nChanged 569 SP:Iteration 1F (3900.984847 sec): 3 clusters Score: Raw -59722.615030 + Penalty 1540.346195 = -58182.268836 nChanged 192 SP:Iteration 2F (3901.052563 sec): 3 clusters Score: Raw -60004.537554 + Penalty 1540.346195 = -58464.191360 nChanged 133 SP:Iteration 3F (3901.137873 sec): 3 clusters Score: Raw -60179.119842 + Penalty 1540.346195 = -58638.773647 nChanged 91 SP:Iteration 4F (3901.229545 sec): 3 clusters Score: Raw -60298.170088 + Penalty 1540.346195 = -58757.823893 nChanged 67 SP:Iteration 5Q (3901.325454 sec): 3 clusters Score: Raw -60380.456225 + Penalty 1540.346195 = -58840.110030 nChanged 44 SP:Iteration 6Q (3901.396342 sec): 3 clusters Score: Raw -60430.591530 + Penalty 1540.346195 = -58890.245335 nChanged 35 SP:Iteration 7Q (3901.492277 sec): 3 clusters Score: Raw -60479.105880 + Penalty 1540.346195 = -58938.759685 nChanged 21 SP:Iteration 8Q (3901.555933 sec): 3 clusters Score: Raw -60518.558672 + Penalty 1540.346195 = -58978.212477 nChanged 20 SP:Iteration 9Q (3901.640430 sec): 3 clusters Score: Raw -60540.397431 + Penalty 1540.346195 = -59000.051236 nChanged 17 SP:Iteration 10Q (3901.728638 sec): 3 clusters Score: Raw -60554.767153 + Penalty 1540.346195 = -59014.420959 nChanged 13 SP:Iteration 11Q (3901.816077 sec): 3 clusters Score: Raw -60563.947659 + Penalty 1540.346195 = -59023.601464 nChanged 14 SP:Iteration 12Q (3901.900626 sec): 3 clusters Score: Raw -60572.975920 + Penalty 1540.346195 = -59032.629725 nChanged 5 SP:Iteration 13Q (3901.986748 sec): 3 clusters Score: Raw -60575.335076 + Penalty 1540.346195 = -59034.988881 nChanged 4 SP:Iteration 14Q (3902.078754 sec): 3 clusters Score: Raw -60576.782026 + Penalty 1540.346195 = -59036.435831 nChanged 1 SP:Iteration 15Q (3902.163990 sec): 3 clusters Score: Raw -60577.011041 + Penalty 1540.346195 = -59036.664846 nChanged 2 SP:Iteration 16Q (3902.236408 sec): 3 clusters Score: Raw -60577.626353 + Penalty 1540.346195 = -59037.280159 nChanged 0 SP:Iteration 17F (3902.308631 sec): 3 clusters Score: Raw -60577.626353 + Penalty 1540.346195 = -59037.280159 nChanged 0 Trying to split cluster 9 (3008 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3902.364345 sec): 2 clusters Score: Raw -144289.991225 + Penalty 840.948222 = -143449.043003 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3902.446164 sec): 3 clusters Score: Raw -142787.948570 + Penalty 1681.896444 = -141106.052126 nChanged 1221 SP:Iteration 1F (3902.541600 sec): 3 clusters Score: Raw -143646.104954 + Penalty 1681.896444 = -141964.208510 nChanged 296 SP:Iteration 2F (3902.624194 sec): 3 clusters Score: Raw -143968.194590 + Penalty 1681.896444 = -142286.298146 nChanged 273 SP:Iteration 3F (3902.702039 sec): 3 clusters Score: Raw -144258.640803 + Penalty 1681.896444 = -142576.744359 nChanged 186 SP:Iteration 4F (3902.813463 sec): 3 clusters Score: Raw -144431.649051 + Penalty 1681.896444 = -142749.752607 nChanged 125 SP:Iteration 5Q (3902.881304 sec): 3 clusters Score: Raw -144551.576127 + Penalty 1681.896444 = -142869.679683 nChanged 104 SP:Iteration 6Q (3902.956973 sec): 3 clusters Score: Raw -144635.770197 + Penalty 1681.896444 = -142953.873753 nChanged 83 SP:Iteration 7Q (3903.055807 sec): 3 clusters Score: Raw -144707.044747 + Penalty 1681.896444 = -143025.148303 nChanged 64 SP:Iteration 8Q (3903.140235 sec): 3 clusters Score: Raw -144758.166134 + Penalty 1681.896444 = -143076.269690 nChanged 62 SP:Iteration 9Q (3903.237016 sec): 3 clusters Score: Raw -144811.325457 + Penalty 1681.896444 = -143129.429013 nChanged 50 SP:Iteration 10Q (3903.335078 sec): 3 clusters Score: Raw -144849.133657 + Penalty 1681.896444 = -143167.237213 nChanged 49 SP:Iteration 11Q (3903.409009 sec): 3 clusters Score: Raw -144873.013876 + Penalty 1681.896444 = -143191.117432 nChanged 33 SP:Iteration 12Q (3903.504960 sec): 3 clusters Score: Raw -144887.813825 + Penalty 1681.896444 = -143205.917381 nChanged 29 SP:Iteration 13Q (3903.583631 sec): 3 clusters Score: Raw -144898.846230 + Penalty 1681.896444 = -143216.949786 nChanged 29 SP:Iteration 14Q (3903.681690 sec): 3 clusters Score: Raw -144911.483944 + Penalty 1681.896444 = -143229.587500 nChanged 29 SP:Iteration 15Q (3903.765559 sec): 3 clusters Score: Raw -144921.784224 + Penalty 1681.896444 = -143239.887780 nChanged 26 SP:Iteration 16Q (3903.857293 sec): 3 clusters Score: Raw -144932.668612 + Penalty 1681.896444 = -143250.772169 nChanged 22 SP:Iteration 17Q (3903.949403 sec): 3 clusters Score: Raw -144942.548617 + Penalty 1681.896444 = -143260.652173 nChanged 15 SP:Iteration 18Q (3904.039304 sec): 3 clusters Score: Raw -144946.919927 + Penalty 1681.896444 = -143265.023483 nChanged 14 SP:Iteration 19Q (3904.126912 sec): 3 clusters Score: Raw -144949.701699 + Penalty 1681.896444 = -143267.805255 nChanged 13 SP:Iteration 20F (3904.207823 sec): 3 clusters Score: Raw -144953.693386 + Penalty 1681.896444 = -143271.796942 nChanged 17 SP:Iteration 21Q (3904.290635 sec): 3 clusters Score: Raw -144959.114245 + Penalty 1681.896444 = -143277.217801 nChanged 15 SP:Iteration 22Q (3904.392376 sec): 3 clusters Score: Raw -144963.499563 + Penalty 1681.896444 = -143281.603119 nChanged 10 SP:Iteration 23Q (3904.474092 sec): 3 clusters Score: Raw -144966.410554 + Penalty 1681.896444 = -143284.514110 nChanged 8 SP:Iteration 24Q (3904.580280 sec): 3 clusters Score: Raw -144968.188307 + Penalty 1681.896444 = -143286.291864 nChanged 2 SP:Iteration 25Q (3904.680453 sec): 3 clusters Score: Raw -144968.878631 + Penalty 1681.896444 = -143286.982187 nChanged 3 SP:Iteration 26Q (3904.771273 sec): 3 clusters Score: Raw -144970.381008 + Penalty 1681.896444 = -143288.484564 nChanged 3 SP:Iteration 27Q (3904.845965 sec): 3 clusters Score: Raw -144970.686368 + Penalty 1681.896444 = -143288.789924 nChanged 1 SP:Iteration 28Q (3904.948033 sec): 3 clusters Score: Raw -144970.783101 + Penalty 1681.896444 = -143288.886657 nChanged 0 SP:Iteration 29F (3905.028121 sec): 3 clusters Score: Raw -144970.783101 + Penalty 1681.896444 = -143288.886657 nChanged 0 Trying to split cluster 10 (3199 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3905.061997 sec): 2 clusters Score: Raw -163534.083157 + Penalty 847.412322 = -162686.670835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3905.146260 sec): 3 clusters Score: Raw -161876.449554 + Penalty 1694.824643 = -160181.624911 nChanged 1323 SP:Iteration 1F (3905.232213 sec): 3 clusters Score: Raw -162631.359092 + Penalty 1694.824643 = -160936.534448 nChanged 290 SP:Iteration 2F (3905.322359 sec): 3 clusters Score: Raw -162857.653603 + Penalty 1694.824643 = -161162.828959 nChanged 243 SP:Iteration 3F (3905.392227 sec): 3 clusters Score: Raw -163036.126183 + Penalty 1694.824643 = -161341.301540 nChanged 184 SP:Iteration 4F (3905.474589 sec): 3 clusters Score: Raw -163190.558011 + Penalty 1694.824643 = -161495.733367 nChanged 170 SP:Iteration 5F (3905.543825 sec): 3 clusters Score: Raw -163328.320620 + Penalty 1694.824643 = -161633.495977 nChanged 145 SP:Iteration 6Q (3905.636502 sec): 3 clusters Score: Raw -163441.662986 + Penalty 1694.824643 = -161746.838342 nChanged 136 SP:Iteration 7Q (3905.719123 sec): 3 clusters Score: Raw -163547.914545 + Penalty 1694.824643 = -161853.089901 nChanged 124 SP:Iteration 8Q (3905.794495 sec): 3 clusters Score: Raw -163628.085779 + Penalty 1694.824643 = -161933.261136 nChanged 111 SP:Iteration 9Q (3905.892937 sec): 3 clusters Score: Raw -163697.645899 + Penalty 1694.824643 = -162002.821256 nChanged 92 SP:Iteration 10Q (3905.981029 sec): 3 clusters Score: Raw -163750.441429 + Penalty 1694.824643 = -162055.616786 nChanged 86 SP:Iteration 11Q (3906.062592 sec): 3 clusters Score: Raw -163799.528725 + Penalty 1694.824643 = -162104.704082 nChanged 84 SP:Iteration 12Q (3906.158716 sec): 3 clusters Score: Raw -163858.890310 + Penalty 1694.824643 = -162164.065666 nChanged 66 SP:Iteration 13Q (3906.231894 sec): 3 clusters Score: Raw -163894.068345 + Penalty 1694.824643 = -162199.243702 nChanged 48 SP:Iteration 14Q (3906.332589 sec): 3 clusters Score: Raw -163921.191794 + Penalty 1694.824643 = -162226.367150 nChanged 45 SP:Iteration 15Q (3906.408642 sec): 3 clusters Score: Raw -163938.734215 + Penalty 1694.824643 = -162243.909571 nChanged 24 SP:Iteration 16Q (3906.523531 sec): 3 clusters Score: Raw -163947.681295 + Penalty 1694.824643 = -162252.856652 nChanged 22 SP:Iteration 17Q (3906.613508 sec): 3 clusters Score: Raw -163953.297009 + Penalty 1694.824643 = -162258.472366 nChanged 11 SP:Iteration 18Q (3906.685249 sec): 3 clusters Score: Raw -163957.430267 + Penalty 1694.824643 = -162262.605624 nChanged 13 SP:Iteration 19Q (3906.777766 sec): 3 clusters Score: Raw -163961.597791 + Penalty 1694.824643 = -162266.773148 nChanged 10 SP:Iteration 20F (3906.852044 sec): 3 clusters Score: Raw -163964.477378 + Penalty 1694.824643 = -162269.652735 nChanged 12 SP:Iteration 21Q (3906.954182 sec): 3 clusters Score: Raw -163967.556821 + Penalty 1694.824643 = -162272.732178 nChanged 10 SP:Iteration 22Q (3907.040002 sec): 3 clusters Score: Raw -163970.659745 + Penalty 1694.824643 = -162275.835101 nChanged 14 SP:Iteration 23Q (3907.129705 sec): 3 clusters Score: Raw -163975.639617 + Penalty 1694.824643 = -162280.814974 nChanged 11 SP:Iteration 24Q (3907.223662 sec): 3 clusters Score: Raw -163979.119895 + Penalty 1694.824643 = -162284.295252 nChanged 16 SP:Iteration 25Q (3907.307943 sec): 3 clusters Score: Raw -163986.289987 + Penalty 1694.824643 = -162291.465344 nChanged 16 SP:Iteration 26Q (3907.400074 sec): 3 clusters Score: Raw -163993.172536 + Penalty 1694.824643 = -162298.347893 nChanged 20 SP:Iteration 27Q (3907.462936 sec): 3 clusters Score: Raw -164002.747040 + Penalty 1694.824643 = -162307.922396 nChanged 26 SP:Iteration 28Q (3907.549161 sec): 3 clusters Score: Raw -164019.291182 + Penalty 1694.824643 = -162324.466539 nChanged 23 SP:Iteration 29Q (3907.636578 sec): 3 clusters Score: Raw -164030.314321 + Penalty 1694.824643 = -162335.489677 nChanged 22 SP:Iteration 30Q (3907.723091 sec): 3 clusters Score: Raw -164038.261903 + Penalty 1694.824643 = -162343.437260 nChanged 13 SP:Iteration 31Q (3907.821145 sec): 3 clusters Score: Raw -164041.930588 + Penalty 1694.824643 = -162347.105944 nChanged 12 SP:Iteration 32Q (3907.915194 sec): 3 clusters Score: Raw -164045.324243 + Penalty 1694.824643 = -162350.499599 nChanged 12 SP:Iteration 33Q (3907.991741 sec): 3 clusters Score: Raw -164048.555865 + Penalty 1694.824643 = -162353.731221 nChanged 6 SP:Iteration 34Q (3908.072128 sec): 3 clusters Score: Raw -164050.255631 + Penalty 1694.824643 = -162355.430988 nChanged 6 SP:Iteration 35Q (3908.154672 sec): 3 clusters Score: Raw -164051.211950 + Penalty 1694.824643 = -162356.387306 nChanged 5 SP:Iteration 36Q (3908.232529 sec): 3 clusters Score: Raw -164051.918256 + Penalty 1694.824643 = -162357.093613 nChanged 0 SP:Iteration 37F (3908.321319 sec): 3 clusters Score: Raw -164051.918256 + Penalty 1694.824643 = -162357.093613 nChanged 0 Trying to split cluster 11 (3082 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3908.370264 sec): 2 clusters Score: Raw -179614.702749 + Penalty 843.500072 = -178771.202677 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3908.445251 sec): 3 clusters Score: Raw -178029.862198 + Penalty 1687.000143 = -176342.862055 nChanged 1258 SP:Iteration 1F (3908.524735 sec): 3 clusters Score: Raw -178771.158397 + Penalty 1687.000143 = -177084.158254 nChanged 269 SP:Iteration 2F (3908.628854 sec): 3 clusters Score: Raw -178967.365386 + Penalty 1687.000143 = -177280.365242 nChanged 206 SP:Iteration 3F (3908.714304 sec): 3 clusters Score: Raw -179136.227002 + Penalty 1687.000143 = -177449.226859 nChanged 202 SP:Iteration 4F (3908.801389 sec): 3 clusters Score: Raw -179316.625443 + Penalty 1687.000143 = -177629.625299 nChanged 180 SP:Iteration 5F (3908.893277 sec): 3 clusters Score: Raw -179478.829529 + Penalty 1687.000143 = -177791.829386 nChanged 173 SP:Iteration 6F (3908.970238 sec): 3 clusters Score: Raw -179633.791371 + Penalty 1687.000143 = -177946.791228 nChanged 132 SP:Iteration 7Q (3909.065775 sec): 3 clusters Score: Raw -179723.802295 + Penalty 1687.000143 = -178036.802151 nChanged 97 SP:Iteration 8Q (3909.176247 sec): 3 clusters Score: Raw -179779.329463 + Penalty 1687.000143 = -178092.329320 nChanged 73 SP:Iteration 9Q (3909.253566 sec): 3 clusters Score: Raw -179816.522569 + Penalty 1687.000143 = -178129.522426 nChanged 60 SP:Iteration 10Q (3909.352215 sec): 3 clusters Score: Raw -179845.369527 + Penalty 1687.000143 = -178158.369384 nChanged 40 SP:Iteration 11Q (3909.433180 sec): 3 clusters Score: Raw -179866.200855 + Penalty 1687.000143 = -178179.200712 nChanged 36 SP:Iteration 12Q (3909.509891 sec): 3 clusters Score: Raw -179887.115013 + Penalty 1687.000143 = -178200.114870 nChanged 45 SP:Iteration 13Q (3909.593060 sec): 3 clusters Score: Raw -179907.511320 + Penalty 1687.000143 = -178220.511177 nChanged 44 SP:Iteration 14Q (3909.672554 sec): 3 clusters Score: Raw -179931.149372 + Penalty 1687.000143 = -178244.149229 nChanged 36 SP:Iteration 15Q (3909.764187 sec): 3 clusters Score: Raw -179947.024979 + Penalty 1687.000143 = -178260.024836 nChanged 29 SP:Iteration 16Q (3909.843130 sec): 3 clusters Score: Raw -179963.304438 + Penalty 1687.000143 = -178276.304295 nChanged 30 SP:Iteration 17Q (3909.920618 sec): 3 clusters Score: Raw -179973.029382 + Penalty 1687.000143 = -178286.029238 nChanged 21 SP:Iteration 18Q (3910.012215 sec): 3 clusters Score: Raw -179980.667354 + Penalty 1687.000143 = -178293.667210 nChanged 18 SP:Iteration 19Q (3910.104247 sec): 3 clusters Score: Raw -179987.737661 + Penalty 1687.000143 = -178300.737518 nChanged 25 SP:Iteration 20F (3910.180631 sec): 3 clusters Score: Raw -179997.319743 + Penalty 1687.000143 = -178310.319600 nChanged 24 SP:Iteration 21Q (3910.284371 sec): 3 clusters Score: Raw -180004.679337 + Penalty 1687.000143 = -178317.679193 nChanged 19 SP:Iteration 22Q (3910.350391 sec): 3 clusters Score: Raw -180011.059932 + Penalty 1687.000143 = -178324.059789 nChanged 16 SP:Iteration 23Q (3910.436353 sec): 3 clusters Score: Raw -180015.710642 + Penalty 1687.000143 = -178328.710499 nChanged 10 SP:Iteration 24Q (3910.525214 sec): 3 clusters Score: Raw -180018.951554 + Penalty 1687.000143 = -178331.951411 nChanged 12 SP:Iteration 25Q (3910.617111 sec): 3 clusters Score: Raw -180022.006126 + Penalty 1687.000143 = -178335.005983 nChanged 9 SP:Iteration 26Q (3910.704028 sec): 3 clusters Score: Raw -180025.784534 + Penalty 1687.000143 = -178338.784391 nChanged 10 SP:Iteration 27Q (3910.774786 sec): 3 clusters Score: Raw -180030.627646 + Penalty 1687.000143 = -178343.627503 nChanged 17 SP:Iteration 28Q (3910.870033 sec): 3 clusters Score: Raw -180036.202904 + Penalty 1687.000143 = -178349.202761 nChanged 17 SP:Iteration 29Q (3910.960874 sec): 3 clusters Score: Raw -180041.465901 + Penalty 1687.000143 = -178354.465758 nChanged 15 SP:Iteration 30Q (3911.062645 sec): 3 clusters Score: Raw -180047.488079 + Penalty 1687.000143 = -178360.487936 nChanged 13 SP:Iteration 31Q (3911.143741 sec): 3 clusters Score: Raw -180050.933129 + Penalty 1687.000143 = -178363.932985 nChanged 12 SP:Iteration 32Q (3911.228645 sec): 3 clusters Score: Raw -180054.474979 + Penalty 1687.000143 = -178367.474836 nChanged 5 SP:Iteration 33Q (3911.305232 sec): 3 clusters Score: Raw -180056.376308 + Penalty 1687.000143 = -178369.376165 nChanged 6 SP:Iteration 34Q (3911.399107 sec): 3 clusters Score: Raw -180058.713906 + Penalty 1687.000143 = -178371.713763 nChanged 9 SP:Iteration 35Q (3911.471764 sec): 3 clusters Score: Raw -180060.862989 + Penalty 1687.000143 = -178373.862845 nChanged 4 SP:Iteration 36Q (3911.575758 sec): 3 clusters Score: Raw -180062.213625 + Penalty 1687.000143 = -178375.213482 nChanged 9 SP:Iteration 37Q (3911.641709 sec): 3 clusters Score: Raw -180064.949240 + Penalty 1687.000143 = -178377.949096 nChanged 8 SP:Iteration 38Q (3911.730192 sec): 3 clusters Score: Raw -180068.531091 + Penalty 1687.000143 = -178381.530947 nChanged 13 SP:Iteration 39Q (3911.830455 sec): 3 clusters Score: Raw -180078.502459 + Penalty 1687.000143 = -178391.502316 nChanged 17 SP:Iteration 40F (3911.925490 sec): 3 clusters Score: Raw -180086.919439 + Penalty 1687.000143 = -178399.919295 nChanged 13 SP:Iteration 41Q (3912.016060 sec): 3 clusters Score: Raw -180093.359008 + Penalty 1687.000143 = -178406.358865 nChanged 15 SP:Iteration 42Q (3912.093168 sec): 3 clusters Score: Raw -180098.853878 + Penalty 1687.000143 = -178411.853735 nChanged 8 SP:Iteration 43Q (3912.180601 sec): 3 clusters Score: Raw -180101.456851 + Penalty 1687.000143 = -178414.456708 nChanged 7 SP:Iteration 44Q (3912.269874 sec): 3 clusters Score: Raw -180103.033072 + Penalty 1687.000143 = -178416.032928 nChanged 2 SP:Iteration 45Q (3912.359466 sec): 3 clusters Score: Raw -180103.169870 + Penalty 1687.000143 = -178416.169727 nChanged 0 SP:Iteration 46F (3912.450537 sec): 3 clusters Score: Raw -180103.169870 + Penalty 1687.000143 = -178416.169727 nChanged 0 Trying to split cluster 12 (3067 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3912.493970 sec): 2 clusters Score: Raw -180732.532416 + Penalty 842.987792 = -179889.544624 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3912.579648 sec): 3 clusters Score: Raw -179128.618674 + Penalty 1685.975584 = -177442.643089 nChanged 1253 SP:Iteration 1F (3912.687951 sec): 3 clusters Score: Raw -179916.013789 + Penalty 1685.975584 = -178230.038205 nChanged 297 SP:Iteration 2F (3912.771371 sec): 3 clusters Score: Raw -180204.982645 + Penalty 1685.975584 = -178519.007061 nChanged 272 SP:Iteration 3F (3912.856202 sec): 3 clusters Score: Raw -180445.093883 + Penalty 1685.975584 = -178759.118299 nChanged 208 SP:Iteration 4F (3912.945920 sec): 3 clusters Score: Raw -180585.572012 + Penalty 1685.975584 = -178899.596427 nChanged 160 SP:Iteration 5F (3913.032276 sec): 3 clusters Score: Raw -180681.602127 + Penalty 1685.975584 = -178995.626543 nChanged 107 SP:Iteration 6Q (3913.108312 sec): 3 clusters Score: Raw -180749.180025 + Penalty 1685.975584 = -179063.204441 nChanged 97 SP:Iteration 7Q (3913.211126 sec): 3 clusters Score: Raw -180808.193807 + Penalty 1685.975584 = -179122.218222 nChanged 80 SP:Iteration 8Q (3913.297623 sec): 3 clusters Score: Raw -180853.616058 + Penalty 1685.975584 = -179167.640473 nChanged 67 SP:Iteration 9Q (3913.361775 sec): 3 clusters Score: Raw -180884.169951 + Penalty 1685.975584 = -179198.194366 nChanged 41 SP:Iteration 10Q (3913.451079 sec): 3 clusters Score: Raw -180906.410502 + Penalty 1685.975584 = -179220.434917 nChanged 40 SP:Iteration 11Q (3913.544425 sec): 3 clusters Score: Raw -180923.337691 + Penalty 1685.975584 = -179237.362106 nChanged 29 SP:Iteration 12Q (3913.627640 sec): 3 clusters Score: Raw -180937.253454 + Penalty 1685.975584 = -179251.277870 nChanged 31 SP:Iteration 13Q (3913.720298 sec): 3 clusters Score: Raw -180953.746500 + Penalty 1685.975584 = -179267.770915 nChanged 25 SP:Iteration 14Q (3913.806846 sec): 3 clusters Score: Raw -180962.346114 + Penalty 1685.975584 = -179276.370529 nChanged 18 SP:Iteration 15Q (3913.894640 sec): 3 clusters Score: Raw -180970.761351 + Penalty 1685.975584 = -179284.785766 nChanged 16 SP:Iteration 16Q (3913.984753 sec): 3 clusters Score: Raw -180976.230857 + Penalty 1685.975584 = -179290.255273 nChanged 14 SP:Iteration 17Q (3914.066354 sec): 3 clusters Score: Raw -180981.121399 + Penalty 1685.975584 = -179295.145815 nChanged 10 SP:Iteration 18Q (3914.161450 sec): 3 clusters Score: Raw -180986.080702 + Penalty 1685.975584 = -179300.105118 nChanged 7 SP:Iteration 19Q (3914.269773 sec): 3 clusters Score: Raw -180988.404832 + Penalty 1685.975584 = -179302.429248 nChanged 8 SP:Iteration 20F (3914.341364 sec): 3 clusters Score: Raw -180991.212024 + Penalty 1685.975584 = -179305.236439 nChanged 11 SP:Iteration 21Q (3914.429822 sec): 3 clusters Score: Raw -180995.092136 + Penalty 1685.975584 = -179309.116551 nChanged 12 SP:Iteration 22Q (3914.516974 sec): 3 clusters Score: Raw -181000.313998 + Penalty 1685.975584 = -179314.338413 nChanged 11 SP:Iteration 23Q (3914.608323 sec): 3 clusters Score: Raw -181003.566715 + Penalty 1685.975584 = -179317.591130 nChanged 10 SP:Iteration 24Q (3914.694617 sec): 3 clusters Score: Raw -181006.552211 + Penalty 1685.975584 = -179320.576626 nChanged 9 SP:Iteration 25Q (3914.777659 sec): 3 clusters Score: Raw -181011.117652 + Penalty 1685.975584 = -179325.142067 nChanged 11 SP:Iteration 26Q (3914.859416 sec): 3 clusters Score: Raw -181014.267081 + Penalty 1685.975584 = -179328.291497 nChanged 7 SP:Iteration 27Q (3914.942511 sec): 3 clusters Score: Raw -181015.918249 + Penalty 1685.975584 = -179329.942665 nChanged 5 SP:Iteration 28Q (3915.032369 sec): 3 clusters Score: Raw -181017.192348 + Penalty 1685.975584 = -179331.216763 nChanged 1 SP:Iteration 29Q (3915.100633 sec): 3 clusters Score: Raw -181017.309228 + Penalty 1685.975584 = -179331.333643 nChanged 0 SP:Iteration 30F (3915.178770 sec): 3 clusters Score: Raw -181017.309228 + Penalty 1685.975584 = -179331.333643 nChanged 0 Trying to split cluster 13 (29805 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3915.308615 sec): 2 clusters Score: Raw -1756313.345959 + Penalty 1081.755302 = -1755231.590657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3915.428657 sec): 3 clusters Score: Raw -1737567.408469 + Penalty 2163.510603 = -1735403.897866 nChanged 13880 SP:Iteration 1F (3915.553727 sec): 3 clusters Score: Raw -1745723.966132 + Penalty 2163.510603 = -1743560.455529 nChanged 1767 SP:Iteration 2F (3915.667953 sec): 3 clusters Score: Raw -1746618.087365 + Penalty 2163.510603 = -1744454.576762 nChanged 1846 SP:Iteration 3F (3915.787772 sec): 3 clusters Score: Raw -1747780.029623 + Penalty 2163.510603 = -1745616.519020 nChanged 2044 SP:Iteration 4F (3915.929169 sec): 3 clusters Score: Raw -1749250.498668 + Penalty 2163.510603 = -1747086.988065 nChanged 2107 SP:Iteration 5F (3916.069601 sec): 3 clusters Score: Raw -1750998.083858 + Penalty 2163.510603 = -1748834.573255 nChanged 2057 SP:Iteration 6F (3916.186923 sec): 3 clusters Score: Raw -1753215.008946 + Penalty 2163.510603 = -1751051.498343 nChanged 1996 SP:Iteration 7F (3916.327121 sec): 3 clusters Score: Raw -1755545.438658 + Penalty 2163.510603 = -1753381.928055 nChanged 1712 SP:Iteration 8F (3916.441868 sec): 3 clusters Score: Raw -1757268.692497 + Penalty 2163.510603 = -1755105.181894 nChanged 1329 SP:Iteration 9Q (3916.573739 sec): 3 clusters Score: Raw -1758381.989020 + Penalty 2163.510603 = -1756218.478417 nChanged 967 SP:Iteration 10Q (3916.695340 sec): 3 clusters Score: Raw -1759101.768221 + Penalty 2163.510603 = -1756938.257618 nChanged 724 SP:Iteration 11Q (3916.819595 sec): 3 clusters Score: Raw -1759553.181005 + Penalty 2163.510603 = -1757389.670402 nChanged 531 SP:Iteration 12Q (3916.956236 sec): 3 clusters Score: Raw -1759827.321790 + Penalty 2163.510603 = -1757663.811186 nChanged 408 SP:Iteration 13Q (3917.086572 sec): 3 clusters Score: Raw -1760006.670537 + Penalty 2163.510603 = -1757843.159934 nChanged 330 SP:Iteration 14Q (3917.211915 sec): 3 clusters Score: Raw -1760157.446320 + Penalty 2163.510603 = -1757993.935717 nChanged 297 SP:Iteration 15Q (3917.318266 sec): 3 clusters Score: Raw -1760311.048282 + Penalty 2163.510603 = -1758147.537679 nChanged 301 SP:Iteration 16Q (3917.453971 sec): 3 clusters Score: Raw -1760515.761592 + Penalty 2163.510603 = -1758352.250989 nChanged 312 SP:Iteration 17Q (3917.580336 sec): 3 clusters Score: Raw -1760776.109256 + Penalty 2163.510603 = -1758612.598653 nChanged 299 SP:Iteration 18Q (3917.705412 sec): 3 clusters Score: Raw -1760982.537830 + Penalty 2163.510603 = -1758819.027226 nChanged 241 SP:Iteration 19Q (3917.829911 sec): 3 clusters Score: Raw -1761097.378352 + Penalty 2163.510603 = -1758933.867749 nChanged 178 SP:Iteration 20F (3917.952163 sec): 3 clusters Score: Raw -1761156.305761 + Penalty 2163.510603 = -1758992.795158 nChanged 132 SP:Iteration 21Q (3918.082008 sec): 3 clusters Score: Raw -1761184.082714 + Penalty 2163.510603 = -1759020.572111 nChanged 100 SP:Iteration 22Q (3918.206840 sec): 3 clusters Score: Raw -1761199.383683 + Penalty 2163.510603 = -1759035.873080 nChanged 101 SP:Iteration 23Q (3918.327450 sec): 3 clusters Score: Raw -1761213.062509 + Penalty 2163.510603 = -1759049.551906 nChanged 78 SP:Iteration 24Q (3918.445635 sec): 3 clusters Score: Raw -1761222.057809 + Penalty 2163.510603 = -1759058.547206 nChanged 67 SP:Iteration 25Q (3918.565706 sec): 3 clusters Score: Raw -1761228.820943 + Penalty 2163.510603 = -1759065.310339 nChanged 51 SP:Iteration 26Q (3918.693110 sec): 3 clusters Score: Raw -1761233.924921 + Penalty 2163.510603 = -1759070.414317 nChanged 52 SP:Iteration 27Q (3918.798535 sec): 3 clusters Score: Raw -1761239.475588 + Penalty 2163.510603 = -1759075.964984 nChanged 54 SP:Iteration 28Q (3918.933732 sec): 3 clusters Score: Raw -1761244.203879 + Penalty 2163.510603 = -1759080.693276 nChanged 35 SP:Iteration 29Q (3919.050923 sec): 3 clusters Score: Raw -1761246.535552 + Penalty 2163.510603 = -1759083.024949 nChanged 30 SP:Iteration 30Q (3919.155752 sec): 3 clusters Score: Raw -1761248.466851 + Penalty 2163.510603 = -1759084.956247 nChanged 34 SP:Iteration 31Q (3919.291950 sec): 3 clusters Score: Raw -1761250.986385 + Penalty 2163.510603 = -1759087.475782 nChanged 27 SP:Iteration 32Q (3919.411320 sec): 3 clusters Score: Raw -1761252.912040 + Penalty 2163.510603 = -1759089.401437 nChanged 31 SP:Iteration 33Q (3919.562491 sec): 3 clusters Score: Raw -1761254.492900 + Penalty 2163.510603 = -1759090.982297 nChanged 22 SP:Iteration 34Q (3919.678966 sec): 3 clusters Score: Raw -1761255.347350 + Penalty 2163.510603 = -1759091.836747 nChanged 16 SP:Iteration 35Q (3919.802343 sec): 3 clusters Score: Raw -1761255.895390 + Penalty 2163.510603 = -1759092.384787 nChanged 11 SP:Iteration 36Q (3919.922768 sec): 3 clusters Score: Raw -1761256.367352 + Penalty 2163.510603 = -1759092.856749 nChanged 11 SP:Iteration 37Q (3920.049595 sec): 3 clusters Score: Raw -1761256.743030 + Penalty 2163.510603 = -1759093.232426 nChanged 8 SP:Iteration 38Q (3920.177261 sec): 3 clusters Score: Raw -1761257.000982 + Penalty 2163.510603 = -1759093.490379 nChanged 7 SP:Iteration 39Q (3920.286955 sec): 3 clusters Score: Raw -1761257.203389 + Penalty 2163.510603 = -1759093.692786 nChanged 7 SP:Iteration 40F (3920.415560 sec): 3 clusters Score: Raw -1761257.402406 + Penalty 2163.510603 = -1759093.891803 nChanged 4 SP:Iteration 41Q (3920.529641 sec): 3 clusters Score: Raw -1761257.494260 + Penalty 2163.510603 = -1759093.983657 nChanged 2 SP:Iteration 42Q (3920.663799 sec): 3 clusters Score: Raw -1761257.526755 + Penalty 2163.510603 = -1759094.016152 nChanged 1 SP:Iteration 43Q (3920.782773 sec): 3 clusters Score: Raw -1761257.545926 + Penalty 2163.510603 = -1759094.035323 nChanged 1 SP:Iteration 44Q (3920.908417 sec): 3 clusters Score: Raw -1761257.576963 + Penalty 2163.510603 = -1759094.066360 nChanged 2 SP:Iteration 45Q (3921.024675 sec): 3 clusters Score: Raw -1761257.608949 + Penalty 2163.510603 = -1759094.098346 nChanged 2 SP:Iteration 46Q (3921.148409 sec): 3 clusters Score: Raw -1761257.637334 + Penalty 2163.510603 = -1759094.126731 nChanged 1 SP:Iteration 47Q (3921.253484 sec): 3 clusters Score: Raw -1761257.654426 + Penalty 2163.510603 = -1759094.143823 nChanged 0 SP:Iteration 48F (3921.380082 sec): 3 clusters Score: Raw -1761257.654426 + Penalty 2163.510603 = -1759094.143823 nChanged 0 Score: Raw -4218643.360511 + Penalty 21288.940409 = -4197354.420102 Splitting cluster 13 changes total score from -4192455.324355 to -4197354.420102 So it's getting split into cluster 18. Trying to split cluster 14 (2675 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3922.934827 sec): 2 clusters Score: Raw -149268.131794 + Penalty 828.628989 = -148439.502805 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3923.020905 sec): 3 clusters Score: Raw -147893.748539 + Penalty 1657.257978 = -146236.490560 nChanged 1049 SP:Iteration 1F (3923.118093 sec): 3 clusters Score: Raw -148540.551103 + Penalty 1657.257978 = -146883.293124 nChanged 245 SP:Iteration 2F (3923.187127 sec): 3 clusters Score: Raw -148749.533810 + Penalty 1657.257978 = -147092.275831 nChanged 220 SP:Iteration 3F (3923.273677 sec): 3 clusters Score: Raw -148946.634390 + Penalty 1657.257978 = -147289.376411 nChanged 211 SP:Iteration 4F (3923.343496 sec): 3 clusters Score: Raw -149125.183065 + Penalty 1657.257978 = -147467.925087 nChanged 176 SP:Iteration 5F (3923.445618 sec): 3 clusters Score: Raw -149265.914094 + Penalty 1657.257978 = -147608.656116 nChanged 138 SP:Iteration 6F (3923.516806 sec): 3 clusters Score: Raw -149375.349206 + Penalty 1657.257978 = -147718.091227 nChanged 112 SP:Iteration 7Q (3923.601610 sec): 3 clusters Score: Raw -149459.835193 + Penalty 1657.257978 = -147802.577215 nChanged 90 SP:Iteration 8Q (3923.683646 sec): 3 clusters Score: Raw -149523.300340 + Penalty 1657.257978 = -147866.042361 nChanged 59 SP:Iteration 9Q (3923.789128 sec): 3 clusters Score: Raw -149556.190731 + Penalty 1657.257978 = -147898.932753 nChanged 38 SP:Iteration 10Q (3923.876632 sec): 3 clusters Score: Raw -149573.713597 + Penalty 1657.257978 = -147916.455618 nChanged 31 SP:Iteration 11Q (3923.976726 sec): 3 clusters Score: Raw -149587.925643 + Penalty 1657.257978 = -147930.667665 nChanged 22 SP:Iteration 12Q (3924.047231 sec): 3 clusters Score: Raw -149594.802068 + Penalty 1657.257978 = -147937.544090 nChanged 14 SP:Iteration 13Q (3924.133585 sec): 3 clusters Score: Raw -149601.370507 + Penalty 1657.257978 = -147944.112529 nChanged 15 SP:Iteration 14Q (3924.210630 sec): 3 clusters Score: Raw -149608.541949 + Penalty 1657.257978 = -147951.283971 nChanged 13 SP:Iteration 15Q (3924.301358 sec): 3 clusters Score: Raw -149613.666847 + Penalty 1657.257978 = -147956.408869 nChanged 13 SP:Iteration 16Q (3924.381453 sec): 3 clusters Score: Raw -149618.331833 + Penalty 1657.257978 = -147961.073854 nChanged 5 SP:Iteration 17Q (3924.465693 sec): 3 clusters Score: Raw -149619.469635 + Penalty 1657.257978 = -147962.211657 nChanged 2 SP:Iteration 18Q (3924.544862 sec): 3 clusters Score: Raw -149620.115453 + Penalty 1657.257978 = -147962.857475 nChanged 3 SP:Iteration 19Q (3924.626203 sec): 3 clusters Score: Raw -149620.832567 + Penalty 1657.257978 = -147963.574588 nChanged 1 SP:Iteration 20F (3924.713786 sec): 3 clusters Score: Raw -149620.957740 + Penalty 1657.257978 = -147963.699761 nChanged 0 Trying to split cluster 15 (1898 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3924.759836 sec): 2 clusters Score: Raw -101637.487361 + Penalty 792.598378 = -100844.888983 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3924.855349 sec): 3 clusters Score: Raw -100720.972606 + Penalty 1585.196756 = -99135.775850 nChanged 700 SP:Iteration 1F (3924.938578 sec): 3 clusters Score: Raw -101160.927494 + Penalty 1585.196756 = -99575.730738 nChanged 146 SP:Iteration 2F (3925.012001 sec): 3 clusters Score: Raw -101263.803070 + Penalty 1585.196756 = -99678.606315 nChanged 90 SP:Iteration 3Q (3925.088646 sec): 3 clusters Score: Raw -101318.137365 + Penalty 1585.196756 = -99732.940609 nChanged 63 SP:Iteration 4Q (3925.168641 sec): 3 clusters Score: Raw -101360.496012 + Penalty 1585.196756 = -99775.299256 nChanged 58 SP:Iteration 5Q (3925.262094 sec): 3 clusters Score: Raw -101404.358917 + Penalty 1585.196756 = -99819.162161 nChanged 51 SP:Iteration 6Q (3925.335375 sec): 3 clusters Score: Raw -101441.391356 + Penalty 1585.196756 = -99856.194600 nChanged 55 SP:Iteration 7Q (3925.424537 sec): 3 clusters Score: Raw -101483.947552 + Penalty 1585.196756 = -99898.750796 nChanged 51 SP:Iteration 8Q (3925.527317 sec): 3 clusters Score: Raw -101522.316600 + Penalty 1585.196756 = -99937.119844 nChanged 53 SP:Iteration 9Q (3925.615934 sec): 3 clusters Score: Raw -101566.673082 + Penalty 1585.196756 = -99981.476327 nChanged 51 SP:Iteration 10Q (3925.710406 sec): 3 clusters Score: Raw -101601.116199 + Penalty 1585.196756 = -100015.919444 nChanged 36 SP:Iteration 11Q (3925.786759 sec): 3 clusters Score: Raw -101625.252011 + Penalty 1585.196756 = -100040.055255 nChanged 35 SP:Iteration 12Q (3925.856496 sec): 3 clusters Score: Raw -101648.791329 + Penalty 1585.196756 = -100063.594574 nChanged 31 SP:Iteration 13Q (3925.970248 sec): 3 clusters Score: Raw -101670.937142 + Penalty 1585.196756 = -100085.740386 nChanged 34 SP:Iteration 14Q (3926.038173 sec): 3 clusters Score: Raw -101688.915460 + Penalty 1585.196756 = -100103.718705 nChanged 17 SP:Iteration 15Q (3926.122905 sec): 3 clusters Score: Raw -101698.264080 + Penalty 1585.196756 = -100113.067324 nChanged 18 SP:Iteration 16Q (3926.190944 sec): 3 clusters Score: Raw -101713.358643 + Penalty 1585.196756 = -100128.161887 nChanged 23 SP:Iteration 17Q (3926.278195 sec): 3 clusters Score: Raw -101726.743528 + Penalty 1585.196756 = -100141.546772 nChanged 21 SP:Iteration 18Q (3926.345575 sec): 3 clusters Score: Raw -101737.029600 + Penalty 1585.196756 = -100151.832844 nChanged 12 SP:Iteration 19Q (3926.414805 sec): 3 clusters Score: Raw -101741.981203 + Penalty 1585.196756 = -100156.784447 nChanged 11 SP:Iteration 20F (3926.492176 sec): 3 clusters Score: Raw -101747.285937 + Penalty 1585.196756 = -100162.089182 nChanged 13 SP:Iteration 21Q (3926.582554 sec): 3 clusters Score: Raw -101753.810673 + Penalty 1585.196756 = -100168.613917 nChanged 9 SP:Iteration 22Q (3926.676496 sec): 3 clusters Score: Raw -101757.495916 + Penalty 1585.196756 = -100172.299161 nChanged 7 SP:Iteration 23Q (3926.764585 sec): 3 clusters Score: Raw -101760.866106 + Penalty 1585.196756 = -100175.669351 nChanged 7 SP:Iteration 24Q (3926.835462 sec): 3 clusters Score: Raw -101763.804557 + Penalty 1585.196756 = -100178.607802 nChanged 4 SP:Iteration 25Q (3926.931917 sec): 3 clusters Score: Raw -101765.247721 + Penalty 1585.196756 = -100180.050966 nChanged 3 SP:Iteration 26Q (3927.023254 sec): 3 clusters Score: Raw -101766.657043 + Penalty 1585.196756 = -100181.460287 nChanged 5 SP:Iteration 27Q (3927.103173 sec): 3 clusters Score: Raw -101768.559162 + Penalty 1585.196756 = -100183.362407 nChanged 6 SP:Iteration 28Q (3927.191577 sec): 3 clusters Score: Raw -101771.338257 + Penalty 1585.196756 = -100186.141502 nChanged 8 SP:Iteration 29Q (3927.281571 sec): 3 clusters Score: Raw -101775.102853 + Penalty 1585.196756 = -100189.906097 nChanged 8 SP:Iteration 30Q (3927.366302 sec): 3 clusters Score: Raw -101779.455416 + Penalty 1585.196756 = -100194.258661 nChanged 9 SP:Iteration 31Q (3927.466255 sec): 3 clusters Score: Raw -101784.391998 + Penalty 1585.196756 = -100199.195243 nChanged 11 SP:Iteration 32Q (3927.541642 sec): 3 clusters Score: Raw -101791.325256 + Penalty 1585.196756 = -100206.128500 nChanged 12 SP:Iteration 33Q (3927.626793 sec): 3 clusters Score: Raw -101801.854773 + Penalty 1585.196756 = -100216.658017 nChanged 14 SP:Iteration 34Q (3927.697089 sec): 3 clusters Score: Raw -101818.234101 + Penalty 1585.196756 = -100233.037346 nChanged 11 SP:Iteration 35Q (3927.786979 sec): 3 clusters Score: Raw -101827.066248 + Penalty 1585.196756 = -100241.869493 nChanged 8 SP:Iteration 36Q (3927.887461 sec): 3 clusters Score: Raw -101832.178908 + Penalty 1585.196756 = -100246.982153 nChanged 4 SP:Iteration 37Q (3927.951727 sec): 3 clusters Score: Raw -101834.513755 + Penalty 1585.196756 = -100249.316999 nChanged 6 SP:Iteration 38Q (3928.048070 sec): 3 clusters Score: Raw -101838.671142 + Penalty 1585.196756 = -100253.474386 nChanged 5 SP:Iteration 39Q (3928.139162 sec): 3 clusters Score: Raw -101841.965743 + Penalty 1585.196756 = -100256.768988 nChanged 3 SP:Iteration 40F (3928.225097 sec): 3 clusters Score: Raw -101846.056236 + Penalty 1585.196756 = -100260.859480 nChanged 7 SP:Iteration 41Q (3928.299560 sec): 3 clusters Score: Raw -101852.236760 + Penalty 1585.196756 = -100267.040004 nChanged 6 SP:Iteration 42Q (3928.386630 sec): 3 clusters Score: Raw -101859.370656 + Penalty 1585.196756 = -100274.173900 nChanged 9 SP:Iteration 43Q (3928.455680 sec): 3 clusters Score: Raw -101868.383517 + Penalty 1585.196756 = -100283.186762 nChanged 7 SP:Iteration 44Q (3928.549640 sec): 3 clusters Score: Raw -101878.500410 + Penalty 1585.196756 = -100293.303655 nChanged 12 SP:Iteration 45Q (3928.651160 sec): 3 clusters Score: Raw -101889.070787 + Penalty 1585.196756 = -100303.874032 nChanged 12 SP:Iteration 46Q (3928.736679 sec): 3 clusters Score: Raw -101902.319508 + Penalty 1585.196756 = -100317.122752 nChanged 10 SP:Iteration 47Q (3928.812797 sec): 3 clusters Score: Raw -101915.110913 + Penalty 1585.196756 = -100329.914157 nChanged 8 SP:Iteration 48Q (3928.889249 sec): 3 clusters Score: Raw -101924.743585 + Penalty 1585.196756 = -100339.546829 nChanged 11 SP:Iteration 49Q (3928.985215 sec): 3 clusters Score: Raw -101934.520219 + Penalty 1585.196756 = -100349.323463 nChanged 11 SP:Iteration 50Q (3929.070618 sec): 3 clusters Score: Raw -101945.495436 + Penalty 1585.196756 = -100360.298681 nChanged 12 SP:Iteration 51Q (3929.133048 sec): 3 clusters Score: Raw -101956.947548 + Penalty 1585.196756 = -100371.750792 nChanged 13 SP:Iteration 52Q (3929.229483 sec): 3 clusters Score: Raw -101970.839610 + Penalty 1585.196756 = -100385.642854 nChanged 16 SP:Iteration 53Q (3929.331757 sec): 3 clusters Score: Raw -101999.821719 + Penalty 1585.196756 = -100414.624963 nChanged 20 SP:Iteration 54Q (3929.406338 sec): 3 clusters Score: Raw -102039.982592 + Penalty 1585.196756 = -100454.785836 nChanged 26 SP:Iteration 55Q (3929.482665 sec): 3 clusters Score: Raw -102085.744850 + Penalty 1585.196756 = -100500.548095 nChanged 16 SP:Iteration 56Q (3929.567054 sec): 3 clusters Score: Raw -102111.887777 + Penalty 1585.196756 = -100526.691021 nChanged 10 SP:Iteration 57Q (3929.646369 sec): 3 clusters Score: Raw -102129.128072 + Penalty 1585.196756 = -100543.931317 nChanged 5 SP:Iteration 58Q (3929.732154 sec): 3 clusters Score: Raw -102133.067741 + Penalty 1585.196756 = -100547.870985 nChanged 2 SP:Iteration 59Q (3929.844711 sec): 3 clusters Score: Raw -102135.177435 + Penalty 1585.196756 = -100549.980680 nChanged 1 SP:Iteration 60F (3929.918048 sec): 3 clusters Score: Raw -102135.929948 + Penalty 1585.196756 = -100550.733193 nChanged 1 SP:Iteration 61Q (3930.018031 sec): 3 clusters Score: Raw -102136.447720 + Penalty 1585.196756 = -100551.250964 nChanged 0 SP:Iteration 62F (3930.092486 sec): 3 clusters Score: Raw -102136.447720 + Penalty 1585.196756 = -100551.250964 nChanged 0 Iteration 99Q (3931.455644 sec): 19 clusters Score: Raw -4219676.290486 + Penalty 21288.940409 = -4198387.350078 nChanged 1752 Iteration 100F (3933.012232 sec): 19 clusters Score: Raw -4220427.149154 + Penalty 21288.940409 = -4199138.208745 nChanged 1275 Iteration 101Q (3934.268786 sec): 19 clusters Score: Raw -4220734.852642 + Penalty 21288.940409 = -4199445.912234 nChanged 675 Iteration 102Q (3935.510284 sec): 19 clusters Score: Raw -4220884.470797 + Penalty 21288.940409 = -4199595.530389 nChanged 441 Iteration 103Q (3936.778106 sec): 19 clusters Score: Raw -4220972.574609 + Penalty 21288.940409 = -4199683.634200 nChanged 359 Iteration 104Q (3937.957686 sec): 19 clusters Score: Raw -4221036.563623 + Penalty 21288.940409 = -4199747.623214 nChanged 266 Iteration 105Q (3939.192940 sec): 19 clusters Score: Raw -4221082.125644 + Penalty 21288.940409 = -4199793.185235 nChanged 221 Iteration 106Q (3940.454516 sec): 19 clusters Score: Raw -4221118.179027 + Penalty 21288.940409 = -4199829.238619 nChanged 218 Iteration 107Q (3941.647407 sec): 19 clusters Score: Raw -4221157.991524 + Penalty 21288.940409 = -4199869.051116 nChanged 175 Iteration 108Q (3942.895647 sec): 19 clusters Score: Raw -4221186.008751 + Penalty 21288.940409 = -4199897.068342 nChanged 169 Iteration 109Q (3944.136857 sec): 19 clusters Score: Raw -4221214.035146 + Penalty 21288.940409 = -4199925.094738 nChanged 146 Iteration 110Q (3945.356761 sec): 19 clusters Score: Raw -4221234.522291 + Penalty 21288.940409 = -4199945.581883 nChanged 117 Iteration 111Q (3946.594952 sec): 19 clusters Score: Raw -4221253.694079 + Penalty 21288.940409 = -4199964.753671 nChanged 126 Iteration 112Q (3947.839643 sec): 19 clusters Score: Raw -4221273.806111 + Penalty 21288.940409 = -4199984.865702 nChanged 122 Iteration 113Q (3949.041019 sec): 19 clusters Score: Raw -4221294.230161 + Penalty 21288.940409 = -4200005.289753 nChanged 125 Iteration 114Q (3950.285062 sec): 19 clusters Score: Raw -4221317.599249 + Penalty 21288.940409 = -4200028.658840 nChanged 113 Iteration 115Q (3951.532592 sec): 19 clusters Score: Raw -4221338.513444 + Penalty 21288.940409 = -4200049.573035 nChanged 117 Iteration 116Q (3952.801073 sec): 19 clusters Score: Raw -4221357.009950 + Penalty 21288.940409 = -4200068.069542 nChanged 104 Iteration 117Q (3954.040056 sec): 19 clusters Score: Raw -4221369.538562 + Penalty 21288.940409 = -4200080.598154 nChanged 81 Iteration 118Q (3955.272694 sec): 19 clusters Score: Raw -4221378.467619 + Penalty 21288.940409 = -4200089.527210 nChanged 73 Iteration 119Q (3956.504354 sec): 19 clusters Score: Raw -4221385.936207 + Penalty 21288.940409 = -4200096.995798 nChanged 61 Iteration 120F (3958.095849 sec): 19 clusters Score: Raw -4221393.282857 + Penalty 21288.940409 = -4200104.342448 nChanged 46 Iteration 121Q (3959.314498 sec): 19 clusters Score: Raw -4221399.173970 + Penalty 21288.940409 = -4200110.233561 nChanged 49 Iteration 122Q (3960.569769 sec): 19 clusters Score: Raw -4221405.556334 + Penalty 21288.940409 = -4200116.615926 nChanged 55 Iteration 123Q (3961.808618 sec): 19 clusters Score: Raw -4221416.747212 + Penalty 21288.940409 = -4200127.806804 nChanged 75 Iteration 124Q (3963.077031 sec): 19 clusters Score: Raw -4221430.287166 + Penalty 21288.940409 = -4200141.346757 nChanged 82 Iteration 125Q (3964.324253 sec): 19 clusters Score: Raw -4221442.118178 + Penalty 21288.940409 = -4200153.177770 nChanged 84 Iteration 126Q (3965.586722 sec): 19 clusters Score: Raw -4221456.599495 + Penalty 21288.940409 = -4200167.659086 nChanged 63 Iteration 127Q (3966.848696 sec): 19 clusters Score: Raw -4221464.168945 + Penalty 21288.940409 = -4200175.228536 nChanged 48 Iteration 128Q (3968.135462 sec): 19 clusters Score: Raw -4221468.892244 + Penalty 21288.940409 = -4200179.951835 nChanged 35 Iteration 129Q (3969.399289 sec): 19 clusters Score: Raw -4221472.742869 + Penalty 21288.940409 = -4200183.802461 nChanged 30 Iteration 130Q (3970.664516 sec): 19 clusters Score: Raw -4221476.640789 + Penalty 21288.940409 = -4200187.700381 nChanged 44 Iteration 131Q (3971.917474 sec): 19 clusters Score: Raw -4221481.847994 + Penalty 21288.940409 = -4200192.907585 nChanged 43 Iteration 132Q (3973.207213 sec): 19 clusters Score: Raw -4221486.033930 + Penalty 21288.940409 = -4200197.093521 nChanged 37 Iteration 133Q (3974.522964 sec): 19 clusters Score: Raw -4221490.564296 + Penalty 21288.940409 = -4200201.623887 nChanged 31 Iteration 134Q (3975.828172 sec): 19 clusters Score: Raw -4221494.310473 + Penalty 21288.940409 = -4200205.370064 nChanged 29 Iteration 135Q (3977.083686 sec): 19 clusters Score: Raw -4221497.689229 + Penalty 21288.940409 = -4200208.748820 nChanged 33 Iteration 136Q (3978.325927 sec): 19 clusters Score: Raw -4221502.147093 + Penalty 21288.940409 = -4200213.206684 nChanged 41 Iteration 137Q (3979.594040 sec): 19 clusters Score: Raw -4221507.158731 + Penalty 21288.940409 = -4200218.218323 nChanged 37 Iteration 138Q (3980.929666 sec): 19 clusters Score: Raw -4221511.120072 + Penalty 21288.940409 = -4200222.179664 nChanged 36 Writing temp clu file Because OldScore, -4200218.218323, is greater than current (better) Score,-4200222.179664 Compute initial score before splitting: Score: Raw -4221511.120072 + Penalty 21288.940409 = -4200222.179664 Trying to split cluster 1 (8429 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3981.058065 sec): 2 clusters Score: Raw -473906.589278 + Penalty 949.140509 = -472957.448769 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3981.151771 sec): 3 clusters Score: Raw -469027.730296 + Penalty 1898.281018 = -467129.449278 nChanged 3719 SP:Iteration 1F (3981.242570 sec): 3 clusters Score: Raw -471360.898467 + Penalty 1898.281018 = -469462.617449 nChanged 687 SP:Iteration 2F (3981.329173 sec): 3 clusters Score: Raw -471777.567771 + Penalty 1898.281018 = -469879.286753 nChanged 574 SP:Iteration 3F (3981.441982 sec): 3 clusters Score: Raw -472167.399898 + Penalty 1898.281018 = -470269.118879 nChanged 570 SP:Iteration 4F (3981.528427 sec): 3 clusters Score: Raw -472546.899099 + Penalty 1898.281018 = -470648.618081 nChanged 522 SP:Iteration 5F (3981.621235 sec): 3 clusters Score: Raw -472895.767854 + Penalty 1898.281018 = -470997.486836 nChanged 452 SP:Iteration 6F (3981.728077 sec): 3 clusters Score: Raw -473158.808523 + Penalty 1898.281018 = -471260.527505 nChanged 374 SP:Iteration 7Q (3981.824200 sec): 3 clusters Score: Raw -473376.438748 + Penalty 1898.281018 = -471478.157730 nChanged 276 SP:Iteration 8Q (3981.902353 sec): 3 clusters Score: Raw -473531.566073 + Penalty 1898.281018 = -471633.285055 nChanged 246 SP:Iteration 9Q (3982.003198 sec): 3 clusters Score: Raw -473669.013926 + Penalty 1898.281018 = -471770.732908 nChanged 221 SP:Iteration 10Q (3982.089583 sec): 3 clusters Score: Raw -473781.020916 + Penalty 1898.281018 = -471882.739897 nChanged 182 SP:Iteration 11Q (3982.196347 sec): 3 clusters Score: Raw -473880.455628 + Penalty 1898.281018 = -471982.174610 nChanged 164 SP:Iteration 12Q (3982.283320 sec): 3 clusters Score: Raw -473965.827847 + Penalty 1898.281018 = -472067.546829 nChanged 127 SP:Iteration 13Q (3982.380122 sec): 3 clusters Score: Raw -474023.170318 + Penalty 1898.281018 = -472124.889300 nChanged 94 SP:Iteration 14Q (3982.470206 sec): 3 clusters Score: Raw -474070.109303 + Penalty 1898.281018 = -472171.828285 nChanged 92 SP:Iteration 15Q (3982.575988 sec): 3 clusters Score: Raw -474122.271286 + Penalty 1898.281018 = -472223.990268 nChanged 77 SP:Iteration 16Q (3982.652100 sec): 3 clusters Score: Raw -474164.997990 + Penalty 1898.281018 = -472266.716971 nChanged 62 SP:Iteration 17Q (3982.753370 sec): 3 clusters Score: Raw -474192.789731 + Penalty 1898.281018 = -472294.508713 nChanged 37 SP:Iteration 18Q (3982.844666 sec): 3 clusters Score: Raw -474211.225966 + Penalty 1898.281018 = -472312.944948 nChanged 26 SP:Iteration 19Q (3982.938697 sec): 3 clusters Score: Raw -474224.629059 + Penalty 1898.281018 = -472326.348041 nChanged 25 SP:Iteration 20F (3983.028009 sec): 3 clusters Score: Raw -474242.016976 + Penalty 1898.281018 = -472343.735958 nChanged 25 SP:Iteration 21Q (3983.115554 sec): 3 clusters Score: Raw -474254.856280 + Penalty 1898.281018 = -472356.575262 nChanged 17 SP:Iteration 22Q (3983.207315 sec): 3 clusters Score: Raw -474260.725268 + Penalty 1898.281018 = -472362.444250 nChanged 10 SP:Iteration 23Q (3983.299432 sec): 3 clusters Score: Raw -474264.055888 + Penalty 1898.281018 = -472365.774870 nChanged 7 SP:Iteration 24Q (3983.406126 sec): 3 clusters Score: Raw -474267.990120 + Penalty 1898.281018 = -472369.709102 nChanged 5 SP:Iteration 25Q (3983.488559 sec): 3 clusters Score: Raw -474270.068616 + Penalty 1898.281018 = -472371.787598 nChanged 5 SP:Iteration 26Q (3983.589177 sec): 3 clusters Score: Raw -474273.375320 + Penalty 1898.281018 = -472375.094302 nChanged 5 SP:Iteration 27Q (3983.663129 sec): 3 clusters Score: Raw -474276.881399 + Penalty 1898.281018 = -472378.600381 nChanged 5 SP:Iteration 28Q (3983.765636 sec): 3 clusters Score: Raw -474278.574621 + Penalty 1898.281018 = -472380.293603 nChanged 1 SP:Iteration 29Q (3983.858195 sec): 3 clusters Score: Raw -474279.225850 + Penalty 1898.281018 = -472380.944832 nChanged 1 SP:Iteration 30Q (3983.932682 sec): 3 clusters Score: Raw -474279.316084 + Penalty 1898.281018 = -472381.035066 nChanged 0 SP:Iteration 31F (3984.036728 sec): 3 clusters Score: Raw -474279.316084 + Penalty 1898.281018 = -472381.035066 nChanged 0 Trying to split cluster 2 (1349 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3984.094818 sec): 2 clusters Score: Raw -57340.141199 + Penalty 756.747480 = -56583.393719 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3984.187959 sec): 3 clusters Score: Raw -56789.983979 + Penalty 1513.494960 = -55276.489020 nChanged 481 SP:Iteration 1F (3984.252693 sec): 3 clusters Score: Raw -57244.016745 + Penalty 1513.494960 = -55730.521785 nChanged 148 SP:Iteration 2F (3984.339659 sec): 3 clusters Score: Raw -57461.944100 + Penalty 1513.494960 = -55948.449140 nChanged 118 SP:Iteration 3F (3984.430902 sec): 3 clusters Score: Raw -57641.719877 + Penalty 1513.494960 = -56128.224917 nChanged 87 SP:Iteration 4F (3984.525939 sec): 3 clusters Score: Raw -57760.408908 + Penalty 1513.494960 = -56246.913948 nChanged 65 SP:Iteration 5Q (3984.603193 sec): 3 clusters Score: Raw -57821.864562 + Penalty 1513.494960 = -56308.369602 nChanged 30 SP:Iteration 6Q (3984.694598 sec): 3 clusters Score: Raw -57840.996946 + Penalty 1513.494960 = -56327.501986 nChanged 19 SP:Iteration 7Q (3984.768128 sec): 3 clusters Score: Raw -57856.898677 + Penalty 1513.494960 = -56343.403717 nChanged 11 SP:Iteration 8Q (3984.846302 sec): 3 clusters Score: Raw -57864.916127 + Penalty 1513.494960 = -56351.421167 nChanged 13 SP:Iteration 9Q (3984.928742 sec): 3 clusters Score: Raw -57873.756652 + Penalty 1513.494960 = -56360.261692 nChanged 14 SP:Iteration 10Q (3985.015204 sec): 3 clusters Score: Raw -57885.446355 + Penalty 1513.494960 = -56371.951395 nChanged 10 SP:Iteration 11Q (3985.092536 sec): 3 clusters Score: Raw -57894.825662 + Penalty 1513.494960 = -56381.330702 nChanged 14 SP:Iteration 12Q (3985.161943 sec): 3 clusters Score: Raw -57901.170245 + Penalty 1513.494960 = -56387.675285 nChanged 6 SP:Iteration 13Q (3985.264539 sec): 3 clusters Score: Raw -57904.035684 + Penalty 1513.494960 = -56390.540725 nChanged 5 SP:Iteration 14Q (3985.341214 sec): 3 clusters Score: Raw -57906.637530 + Penalty 1513.494960 = -56393.142570 nChanged 3 SP:Iteration 15Q (3985.420917 sec): 3 clusters Score: Raw -57908.711339 + Penalty 1513.494960 = -56395.216380 nChanged 4 SP:Iteration 16Q (3985.502771 sec): 3 clusters Score: Raw -57910.974617 + Penalty 1513.494960 = -56397.479657 nChanged 4 SP:Iteration 17Q (3985.588138 sec): 3 clusters Score: Raw -57914.048471 + Penalty 1513.494960 = -56400.553511 nChanged 4 SP:Iteration 18Q (3985.691593 sec): 3 clusters Score: Raw -57917.093283 + Penalty 1513.494960 = -56403.598323 nChanged 5 SP:Iteration 19Q (3985.777446 sec): 3 clusters Score: Raw -57921.895503 + Penalty 1513.494960 = -56408.400544 nChanged 9 SP:Iteration 20F (3985.857725 sec): 3 clusters Score: Raw -57928.045891 + Penalty 1513.494960 = -56414.550931 nChanged 8 SP:Iteration 21Q (3985.929410 sec): 3 clusters Score: Raw -57933.987761 + Penalty 1513.494960 = -56420.492801 nChanged 11 SP:Iteration 22Q (3986.012606 sec): 3 clusters Score: Raw -57944.543346 + Penalty 1513.494960 = -56431.048386 nChanged 6 SP:Iteration 23Q (3986.101488 sec): 3 clusters Score: Raw -57949.850849 + Penalty 1513.494960 = -56436.355889 nChanged 8 SP:Iteration 24Q (3986.189950 sec): 3 clusters Score: Raw -57957.743536 + Penalty 1513.494960 = -56444.248577 nChanged 12 SP:Iteration 25Q (3986.258784 sec): 3 clusters Score: Raw -57971.109806 + Penalty 1513.494960 = -56457.614846 nChanged 12 SP:Iteration 26Q (3986.337681 sec): 3 clusters Score: Raw -57978.301300 + Penalty 1513.494960 = -56464.806340 nChanged 4 SP:Iteration 27Q (3986.422004 sec): 3 clusters Score: Raw -57980.699985 + Penalty 1513.494960 = -56467.205025 nChanged 1 SP:Iteration 28Q (3986.509502 sec): 3 clusters Score: Raw -57981.415996 + Penalty 1513.494960 = -56467.921036 nChanged 2 SP:Iteration 29Q (3986.610150 sec): 3 clusters Score: Raw -57982.675146 + Penalty 1513.494960 = -56469.180186 nChanged 2 SP:Iteration 30Q (3986.694393 sec): 3 clusters Score: Raw -57986.588324 + Penalty 1513.494960 = -56473.093364 nChanged 2 SP:Iteration 31Q (3986.777480 sec): 3 clusters Score: Raw -57987.918545 + Penalty 1513.494960 = -56474.423585 nChanged 3 SP:Iteration 32Q (3986.868209 sec): 3 clusters Score: Raw -57990.094848 + Penalty 1513.494960 = -56476.599889 nChanged 6 SP:Iteration 33Q (3986.936534 sec): 3 clusters Score: Raw -57993.046269 + Penalty 1513.494960 = -56479.551309 nChanged 2 SP:Iteration 34Q (3987.020207 sec): 3 clusters Score: Raw -57993.744712 + Penalty 1513.494960 = -56480.249752 nChanged 1 SP:Iteration 35Q (3987.102796 sec): 3 clusters Score: Raw -57994.107469 + Penalty 1513.494960 = -56480.612509 nChanged 2 SP:Iteration 36Q (3987.182213 sec): 3 clusters Score: Raw -57996.431877 + Penalty 1513.494960 = -56482.936917 nChanged 4 SP:Iteration 37Q (3987.276927 sec): 3 clusters Score: Raw -57999.071831 + Penalty 1513.494960 = -56485.576871 nChanged 4 SP:Iteration 38Q (3987.363874 sec): 3 clusters Score: Raw -58000.651576 + Penalty 1513.494960 = -56487.156616 nChanged 1 SP:Iteration 39Q (3987.449866 sec): 3 clusters Score: Raw -58001.203487 + Penalty 1513.494960 = -56487.708528 nChanged 1 SP:Iteration 40F (3987.541463 sec): 3 clusters Score: Raw -58001.546771 + Penalty 1513.494960 = -56488.051811 nChanged 0 Trying to split cluster 3 (4361 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3987.604832 sec): 2 clusters Score: Raw -228046.849103 + Penalty 879.947950 = -227166.901153 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3987.693659 sec): 3 clusters Score: Raw -225681.056424 + Penalty 1759.895900 = -223921.160524 nChanged 1862 SP:Iteration 1F (3987.778200 sec): 3 clusters Score: Raw -226941.076275 + Penalty 1759.895900 = -225181.180374 nChanged 390 SP:Iteration 2F (3987.857949 sec): 3 clusters Score: Raw -227223.508757 + Penalty 1759.895900 = -225463.612857 nChanged 298 SP:Iteration 3F (3987.940483 sec): 3 clusters Score: Raw -227410.909051 + Penalty 1759.895900 = -225651.013151 nChanged 239 SP:Iteration 4F (3988.030461 sec): 3 clusters Score: Raw -227562.121527 + Penalty 1759.895900 = -225802.225627 nChanged 200 SP:Iteration 5Q (3988.125604 sec): 3 clusters Score: Raw -227694.331759 + Penalty 1759.895900 = -225934.435859 nChanged 158 SP:Iteration 6Q (3988.214451 sec): 3 clusters Score: Raw -227797.983694 + Penalty 1759.895900 = -226038.087793 nChanged 133 SP:Iteration 7Q (3988.296296 sec): 3 clusters Score: Raw -227880.482919 + Penalty 1759.895900 = -226120.587018 nChanged 109 SP:Iteration 8Q (3988.372162 sec): 3 clusters Score: Raw -227933.864615 + Penalty 1759.895900 = -226173.968714 nChanged 84 SP:Iteration 9Q (3988.449993 sec): 3 clusters Score: Raw -227977.243439 + Penalty 1759.895900 = -226217.347539 nChanged 68 SP:Iteration 10Q (3988.540071 sec): 3 clusters Score: Raw -228012.388846 + Penalty 1759.895900 = -226252.492946 nChanged 69 SP:Iteration 11Q (3988.634576 sec): 3 clusters Score: Raw -228045.590157 + Penalty 1759.895900 = -226285.694257 nChanged 43 SP:Iteration 12Q (3988.706407 sec): 3 clusters Score: Raw -228065.563868 + Penalty 1759.895900 = -226305.667968 nChanged 40 SP:Iteration 13Q (3988.816194 sec): 3 clusters Score: Raw -228079.307561 + Penalty 1759.895900 = -226319.411661 nChanged 30 SP:Iteration 14Q (3988.888035 sec): 3 clusters Score: Raw -228093.867027 + Penalty 1759.895900 = -226333.971127 nChanged 34 SP:Iteration 15Q (3988.985011 sec): 3 clusters Score: Raw -228116.926382 + Penalty 1759.895900 = -226357.030482 nChanged 37 SP:Iteration 16Q (3989.082805 sec): 3 clusters Score: Raw -228140.447735 + Penalty 1759.895900 = -226380.551835 nChanged 25 SP:Iteration 17Q (3989.145456 sec): 3 clusters Score: Raw -228153.911560 + Penalty 1759.895900 = -226394.015660 nChanged 30 SP:Iteration 18Q (3989.236967 sec): 3 clusters Score: Raw -228172.166630 + Penalty 1759.895900 = -226412.270729 nChanged 36 SP:Iteration 19Q (3989.324745 sec): 3 clusters Score: Raw -228193.292100 + Penalty 1759.895900 = -226433.396199 nChanged 30 SP:Iteration 20F (3989.431488 sec): 3 clusters Score: Raw -228205.505193 + Penalty 1759.895900 = -226445.609293 nChanged 23 SP:Iteration 21Q (3989.516998 sec): 3 clusters Score: Raw -228213.001095 + Penalty 1759.895900 = -226453.105194 nChanged 17 SP:Iteration 22Q (3989.609337 sec): 3 clusters Score: Raw -228220.584631 + Penalty 1759.895900 = -226460.688731 nChanged 26 SP:Iteration 23Q (3989.694571 sec): 3 clusters Score: Raw -228231.173228 + Penalty 1759.895900 = -226471.277328 nChanged 15 SP:Iteration 24Q (3989.765811 sec): 3 clusters Score: Raw -228236.176525 + Penalty 1759.895900 = -226476.280624 nChanged 16 SP:Iteration 25Q (3989.868521 sec): 3 clusters Score: Raw -228244.303009 + Penalty 1759.895900 = -226484.407109 nChanged 17 SP:Iteration 26Q (3989.940973 sec): 3 clusters Score: Raw -228250.065686 + Penalty 1759.895900 = -226490.169785 nChanged 7 SP:Iteration 27Q (3990.043374 sec): 3 clusters Score: Raw -228252.078183 + Penalty 1759.895900 = -226492.182282 nChanged 9 SP:Iteration 28Q (3990.119175 sec): 3 clusters Score: Raw -228256.157287 + Penalty 1759.895900 = -226496.261386 nChanged 7 SP:Iteration 29Q (3990.215176 sec): 3 clusters Score: Raw -228258.278026 + Penalty 1759.895900 = -226498.382126 nChanged 5 SP:Iteration 30Q (3990.291176 sec): 3 clusters Score: Raw -228259.713177 + Penalty 1759.895900 = -226499.817276 nChanged 4 SP:Iteration 31Q (3990.396359 sec): 3 clusters Score: Raw -228261.333847 + Penalty 1759.895900 = -226501.437947 nChanged 7 SP:Iteration 32Q (3990.474769 sec): 3 clusters Score: Raw -228265.505992 + Penalty 1759.895900 = -226505.610091 nChanged 6 SP:Iteration 33Q (3990.571631 sec): 3 clusters Score: Raw -228267.952933 + Penalty 1759.895900 = -226508.057033 nChanged 7 SP:Iteration 34Q (3990.669661 sec): 3 clusters Score: Raw -228272.717466 + Penalty 1759.895900 = -226512.821565 nChanged 9 SP:Iteration 35Q (3990.739960 sec): 3 clusters Score: Raw -228276.179707 + Penalty 1759.895900 = -226516.283807 nChanged 9 SP:Iteration 36Q (3990.829247 sec): 3 clusters Score: Raw -228279.320587 + Penalty 1759.895900 = -226519.424686 nChanged 3 SP:Iteration 37Q (3990.931591 sec): 3 clusters Score: Raw -228281.558594 + Penalty 1759.895900 = -226521.662694 nChanged 7 SP:Iteration 38Q (3991.007156 sec): 3 clusters Score: Raw -228284.942746 + Penalty 1759.895900 = -226525.046846 nChanged 7 SP:Iteration 39Q (3991.112745 sec): 3 clusters Score: Raw -228287.676329 + Penalty 1759.895900 = -226527.780429 nChanged 3 SP:Iteration 40F (3991.200198 sec): 3 clusters Score: Raw -228288.471027 + Penalty 1759.895900 = -226528.575127 nChanged 3 SP:Iteration 41Q (3991.291713 sec): 3 clusters Score: Raw -228290.326790 + Penalty 1759.895900 = -226530.430889 nChanged 0 SP:Iteration 42F (3991.362038 sec): 3 clusters Score: Raw -228290.326790 + Penalty 1759.895900 = -226530.430889 nChanged 0 Trying to split cluster 4 (1975 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3991.426523 sec): 2 clusters Score: Raw -96144.399602 + Penalty 796.773986 = -95347.625616 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3991.507045 sec): 3 clusters Score: Raw -95203.143151 + Penalty 1593.547972 = -93609.595179 nChanged 764 SP:Iteration 1F (3991.587596 sec): 3 clusters Score: Raw -95768.369040 + Penalty 1593.547972 = -94174.821068 nChanged 214 SP:Iteration 2F (3991.667582 sec): 3 clusters Score: Raw -96008.733960 + Penalty 1593.547972 = -94415.185987 nChanged 165 SP:Iteration 3F (3991.740012 sec): 3 clusters Score: Raw -96192.217557 + Penalty 1593.547972 = -94598.669585 nChanged 124 SP:Iteration 4F (3991.843427 sec): 3 clusters Score: Raw -96333.830415 + Penalty 1593.547972 = -94740.282442 nChanged 106 SP:Iteration 5F (3991.938607 sec): 3 clusters Score: Raw -96448.926262 + Penalty 1593.547972 = -94855.378290 nChanged 79 SP:Iteration 6Q (3992.008652 sec): 3 clusters Score: Raw -96540.711648 + Penalty 1593.547972 = -94947.163676 nChanged 58 SP:Iteration 7Q (3992.103163 sec): 3 clusters Score: Raw -96595.146503 + Penalty 1593.547972 = -95001.598531 nChanged 57 SP:Iteration 8Q (3992.187445 sec): 3 clusters Score: Raw -96648.585379 + Penalty 1593.547972 = -95055.037407 nChanged 46 SP:Iteration 9Q (3992.265960 sec): 3 clusters Score: Raw -96687.919249 + Penalty 1593.547972 = -95094.371277 nChanged 38 SP:Iteration 10Q (3992.352516 sec): 3 clusters Score: Raw -96717.508645 + Penalty 1593.547972 = -95123.960672 nChanged 23 SP:Iteration 11Q (3992.449392 sec): 3 clusters Score: Raw -96733.166443 + Penalty 1593.547972 = -95139.618471 nChanged 19 SP:Iteration 12Q (3992.543252 sec): 3 clusters Score: Raw -96743.709467 + Penalty 1593.547972 = -95150.161494 nChanged 15 SP:Iteration 13Q (3992.629309 sec): 3 clusters Score: Raw -96752.747029 + Penalty 1593.547972 = -95159.199057 nChanged 19 SP:Iteration 14Q (3992.710755 sec): 3 clusters Score: Raw -96760.877231 + Penalty 1593.547972 = -95167.329259 nChanged 14 SP:Iteration 15Q (3992.794334 sec): 3 clusters Score: Raw -96768.279872 + Penalty 1593.547972 = -95174.731899 nChanged 13 SP:Iteration 16Q (3992.878267 sec): 3 clusters Score: Raw -96776.960401 + Penalty 1593.547972 = -95183.412429 nChanged 17 SP:Iteration 17Q (3992.961412 sec): 3 clusters Score: Raw -96782.655387 + Penalty 1593.547972 = -95189.107415 nChanged 7 SP:Iteration 18Q (3993.051428 sec): 3 clusters Score: Raw -96784.536336 + Penalty 1593.547972 = -95190.988364 nChanged 5 SP:Iteration 19Q (3993.133969 sec): 3 clusters Score: Raw -96786.114178 + Penalty 1593.547972 = -95192.566206 nChanged 6 SP:Iteration 20F (3993.236335 sec): 3 clusters Score: Raw -96788.332077 + Penalty 1593.547972 = -95194.784105 nChanged 5 SP:Iteration 21Q (3993.325826 sec): 3 clusters Score: Raw -96789.809174 + Penalty 1593.547972 = -95196.261201 nChanged 5 SP:Iteration 22Q (3993.396583 sec): 3 clusters Score: Raw -96793.315019 + Penalty 1593.547972 = -95199.767047 nChanged 6 SP:Iteration 23Q (3993.496256 sec): 3 clusters Score: Raw -96797.250579 + Penalty 1593.547972 = -95203.702607 nChanged 4 SP:Iteration 24Q (3993.569893 sec): 3 clusters Score: Raw -96798.676088 + Penalty 1593.547972 = -95205.128116 nChanged 2 SP:Iteration 25Q (3993.658253 sec): 3 clusters Score: Raw -96799.467512 + Penalty 1593.547972 = -95205.919540 nChanged 1 SP:Iteration 26Q (3993.725478 sec): 3 clusters Score: Raw -96800.068475 + Penalty 1593.547972 = -95206.520502 nChanged 2 SP:Iteration 27Q (3993.833163 sec): 3 clusters Score: Raw -96800.601511 + Penalty 1593.547972 = -95207.053539 nChanged 0 SP:Iteration 28F (3993.919439 sec): 3 clusters Score: Raw -96800.601511 + Penalty 1593.547972 = -95207.053539 nChanged 0 Trying to split cluster 5 (868 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3993.958687 sec): 2 clusters Score: Raw -41824.672142 + Penalty 710.450130 = -41114.222012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3994.073632 sec): 3 clusters Score: Raw -41517.311508 + Penalty 1420.900260 = -40096.411248 nChanged 297 SP:Iteration 1F (3994.165568 sec): 3 clusters Score: Raw -41825.034084 + Penalty 1420.900260 = -40404.133824 nChanged 96 SP:Iteration 2F (3994.250894 sec): 3 clusters Score: Raw -41959.529847 + Penalty 1420.900260 = -40538.629587 nChanged 63 SP:Iteration 3F (3994.350882 sec): 3 clusters Score: Raw -42058.292342 + Penalty 1420.900260 = -40637.392082 nChanged 42 SP:Iteration 4Q (3994.416738 sec): 3 clusters Score: Raw -42118.260487 + Penalty 1420.900260 = -40697.360227 nChanged 38 SP:Iteration 5Q (3994.514438 sec): 3 clusters Score: Raw -42185.555608 + Penalty 1420.900260 = -40764.655348 nChanged 38 SP:Iteration 6Q (3994.599816 sec): 3 clusters Score: Raw -42243.539706 + Penalty 1420.900260 = -40822.639446 nChanged 31 SP:Iteration 7Q (3994.673135 sec): 3 clusters Score: Raw -42277.053163 + Penalty 1420.900260 = -40856.152903 nChanged 16 SP:Iteration 8Q (3994.764983 sec): 3 clusters Score: Raw -42291.162306 + Penalty 1420.900260 = -40870.262046 nChanged 7 SP:Iteration 9Q (3994.851683 sec): 3 clusters Score: Raw -42298.196087 + Penalty 1420.900260 = -40877.295827 nChanged 5 SP:Iteration 10Q (3994.924987 sec): 3 clusters Score: Raw -42303.325224 + Penalty 1420.900260 = -40882.424964 nChanged 4 SP:Iteration 11Q (3994.993520 sec): 3 clusters Score: Raw -42307.106126 + Penalty 1420.900260 = -40886.205866 nChanged 1 SP:Iteration 12Q (3995.071665 sec): 3 clusters Score: Raw -42309.627326 + Penalty 1420.900260 = -40888.727066 nChanged 4 SP:Iteration 13Q (3995.153579 sec): 3 clusters Score: Raw -42314.314524 + Penalty 1420.900260 = -40893.414264 nChanged 4 SP:Iteration 14Q (3995.244852 sec): 3 clusters Score: Raw -42323.305267 + Penalty 1420.900260 = -40902.405007 nChanged 10 SP:Iteration 15Q (3995.325198 sec): 3 clusters Score: Raw -42334.190775 + Penalty 1420.900260 = -40913.290515 nChanged 2 SP:Iteration 16Q (3995.404839 sec): 3 clusters Score: Raw -42337.170352 + Penalty 1420.900260 = -40916.270092 nChanged 2 SP:Iteration 17Q (3995.495844 sec): 3 clusters Score: Raw -42338.461083 + Penalty 1420.900260 = -40917.560823 nChanged 2 SP:Iteration 18Q (3995.569010 sec): 3 clusters Score: Raw -42339.394606 + Penalty 1420.900260 = -40918.494346 nChanged 1 SP:Iteration 19Q (3995.666871 sec): 3 clusters Score: Raw -42339.751565 + Penalty 1420.900260 = -40918.851305 nChanged 1 SP:Iteration 20F (3995.727508 sec): 3 clusters Score: Raw -42340.297864 + Penalty 1420.900260 = -40919.397604 nChanged 2 SP:Iteration 21Q (3995.806889 sec): 3 clusters Score: Raw -42341.237669 + Penalty 1420.900260 = -40920.337409 nChanged 0 SP:Iteration 22F (3995.891989 sec): 3 clusters Score: Raw -42341.237669 + Penalty 1420.900260 = -40920.337409 nChanged 0 Trying to split cluster 6 (2762 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3995.953488 sec): 2 clusters Score: Raw -169009.372432 + Penalty 831.989585 = -168177.382847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3996.031520 sec): 3 clusters Score: Raw -167611.727305 + Penalty 1663.979170 = -165947.748135 nChanged 1139 SP:Iteration 1F (3996.109811 sec): 3 clusters Score: Raw -168277.450931 + Penalty 1663.979170 = -166613.471761 nChanged 215 SP:Iteration 2F (3996.190096 sec): 3 clusters Score: Raw -168411.285648 + Penalty 1663.979170 = -166747.306478 nChanged 164 SP:Iteration 3F (3996.275852 sec): 3 clusters Score: Raw -168512.907162 + Penalty 1663.979170 = -166848.927992 nChanged 127 SP:Iteration 4Q (3996.340634 sec): 3 clusters Score: Raw -168587.854643 + Penalty 1663.979170 = -166923.875473 nChanged 98 SP:Iteration 5Q (3996.435545 sec): 3 clusters Score: Raw -168640.106660 + Penalty 1663.979170 = -166976.127490 nChanged 78 SP:Iteration 6Q (3996.523803 sec): 3 clusters Score: Raw -168687.259927 + Penalty 1663.979170 = -167023.280757 nChanged 73 SP:Iteration 7Q (3996.618001 sec): 3 clusters Score: Raw -168723.209710 + Penalty 1663.979170 = -167059.230539 nChanged 68 SP:Iteration 8Q (3996.698775 sec): 3 clusters Score: Raw -168755.901141 + Penalty 1663.979170 = -167091.921971 nChanged 65 SP:Iteration 9Q (3996.785440 sec): 3 clusters Score: Raw -168799.621117 + Penalty 1663.979170 = -167135.641947 nChanged 71 SP:Iteration 10Q (3996.881939 sec): 3 clusters Score: Raw -168843.608904 + Penalty 1663.979170 = -167179.629734 nChanged 69 SP:Iteration 11Q (3996.948268 sec): 3 clusters Score: Raw -168886.885703 + Penalty 1663.979170 = -167222.906533 nChanged 59 SP:Iteration 12Q (3997.040199 sec): 3 clusters Score: Raw -168918.015779 + Penalty 1663.979170 = -167254.036609 nChanged 48 SP:Iteration 13Q (3997.128371 sec): 3 clusters Score: Raw -168940.429071 + Penalty 1663.979170 = -167276.449901 nChanged 35 SP:Iteration 14Q (3997.236422 sec): 3 clusters Score: Raw -168956.490929 + Penalty 1663.979170 = -167292.511759 nChanged 30 SP:Iteration 15Q (3997.307806 sec): 3 clusters Score: Raw -168973.510249 + Penalty 1663.979170 = -167309.531079 nChanged 32 SP:Iteration 16Q (3997.392083 sec): 3 clusters Score: Raw -168992.376120 + Penalty 1663.979170 = -167328.396949 nChanged 26 SP:Iteration 17Q (3997.494204 sec): 3 clusters Score: Raw -169005.376036 + Penalty 1663.979170 = -167341.396866 nChanged 31 SP:Iteration 18Q (3997.581067 sec): 3 clusters Score: Raw -169019.562524 + Penalty 1663.979170 = -167355.583354 nChanged 25 SP:Iteration 19Q (3997.676860 sec): 3 clusters Score: Raw -169028.289543 + Penalty 1663.979170 = -167364.310373 nChanged 13 SP:Iteration 20F (3997.744702 sec): 3 clusters Score: Raw -169032.152230 + Penalty 1663.979170 = -167368.173060 nChanged 10 SP:Iteration 21Q (3997.852076 sec): 3 clusters Score: Raw -169036.185140 + Penalty 1663.979170 = -167372.205970 nChanged 14 SP:Iteration 22Q (3997.926489 sec): 3 clusters Score: Raw -169040.608445 + Penalty 1663.979170 = -167376.629275 nChanged 17 SP:Iteration 23Q (3998.031080 sec): 3 clusters Score: Raw -169048.320852 + Penalty 1663.979170 = -167384.341682 nChanged 18 SP:Iteration 24Q (3998.091058 sec): 3 clusters Score: Raw -169055.260995 + Penalty 1663.979170 = -167391.281825 nChanged 19 SP:Iteration 25Q (3998.193556 sec): 3 clusters Score: Raw -169063.993212 + Penalty 1663.979170 = -167400.014042 nChanged 21 SP:Iteration 26Q (3998.278551 sec): 3 clusters Score: Raw -169071.782625 + Penalty 1663.979170 = -167407.803455 nChanged 17 SP:Iteration 27Q (3998.361196 sec): 3 clusters Score: Raw -169078.959323 + Penalty 1663.979170 = -167414.980153 nChanged 15 SP:Iteration 28Q (3998.456341 sec): 3 clusters Score: Raw -169085.593373 + Penalty 1663.979170 = -167421.614203 nChanged 16 SP:Iteration 29Q (3998.552911 sec): 3 clusters Score: Raw -169094.578150 + Penalty 1663.979170 = -167430.598980 nChanged 15 SP:Iteration 30Q (3998.627728 sec): 3 clusters Score: Raw -169102.722210 + Penalty 1663.979170 = -167438.743039 nChanged 15 SP:Iteration 31Q (3998.725620 sec): 3 clusters Score: Raw -169107.357724 + Penalty 1663.979170 = -167443.378554 nChanged 9 SP:Iteration 32Q (3998.819620 sec): 3 clusters Score: Raw -169110.164826 + Penalty 1663.979170 = -167446.185655 nChanged 3 SP:Iteration 33Q (3998.896672 sec): 3 clusters Score: Raw -169111.034129 + Penalty 1663.979170 = -167447.054959 nChanged 5 SP:Iteration 34Q (3998.986178 sec): 3 clusters Score: Raw -169112.781833 + Penalty 1663.979170 = -167448.802663 nChanged 4 SP:Iteration 35Q (3999.070827 sec): 3 clusters Score: Raw -169113.793556 + Penalty 1663.979170 = -167449.814386 nChanged 2 SP:Iteration 36Q (3999.163698 sec): 3 clusters Score: Raw -169114.124081 + Penalty 1663.979170 = -167450.144911 nChanged 1 SP:Iteration 37Q (3999.265524 sec): 3 clusters Score: Raw -169114.411890 + Penalty 1663.979170 = -167450.432720 nChanged 4 SP:Iteration 38Q (3999.348413 sec): 3 clusters Score: Raw -169116.566484 + Penalty 1663.979170 = -167452.587314 nChanged 8 SP:Iteration 39Q (3999.430943 sec): 3 clusters Score: Raw -169119.902819 + Penalty 1663.979170 = -167455.923649 nChanged 6 SP:Iteration 40F (3999.530779 sec): 3 clusters Score: Raw -169122.635009 + Penalty 1663.979170 = -167458.655839 nChanged 8 SP:Iteration 41Q (3999.625535 sec): 3 clusters Score: Raw -169126.778663 + Penalty 1663.979170 = -167462.799493 nChanged 11 SP:Iteration 42Q (3999.705334 sec): 3 clusters Score: Raw -169132.651375 + Penalty 1663.979170 = -167468.672205 nChanged 12 SP:Iteration 43Q (3999.800680 sec): 3 clusters Score: Raw -169137.815856 + Penalty 1663.979170 = -167473.836686 nChanged 8 SP:Iteration 44Q (3999.880650 sec): 3 clusters Score: Raw -169141.299906 + Penalty 1663.979170 = -167477.320736 nChanged 2 SP:Iteration 45Q (3999.961616 sec): 3 clusters Score: Raw -169141.619749 + Penalty 1663.979170 = -167477.640579 nChanged 1 SP:Iteration 46Q (4000.047279 sec): 3 clusters Score: Raw -169141.756618 + Penalty 1663.979170 = -167477.777447 nChanged 2 SP:Iteration 47Q (4000.120299 sec): 3 clusters Score: Raw -169142.012160 + Penalty 1663.979170 = -167478.032990 nChanged 0 SP:Iteration 48F (4000.200385 sec): 3 clusters Score: Raw -169142.012160 + Penalty 1663.979170 = -167478.032990 nChanged 0 Trying to split cluster 7 (5504 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4000.261630 sec): 2 clusters Score: Raw -322912.602445 + Penalty 904.389190 = -322008.213255 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4000.346091 sec): 3 clusters Score: Raw -319783.511602 + Penalty 1808.778380 = -317974.733222 nChanged 2409 SP:Iteration 1F (4000.439529 sec): 3 clusters Score: Raw -321135.671414 + Penalty 1808.778380 = -319326.893034 nChanged 348 SP:Iteration 2F (4000.524557 sec): 3 clusters Score: Raw -321280.158572 + Penalty 1808.778380 = -319471.380192 nChanged 268 SP:Iteration 3Q (4000.617113 sec): 3 clusters Score: Raw -321404.943142 + Penalty 1808.778380 = -319596.164763 nChanged 229 SP:Iteration 4Q (4000.691897 sec): 3 clusters Score: Raw -321517.929292 + Penalty 1808.778380 = -319709.150912 nChanged 222 SP:Iteration 5Q (4000.790156 sec): 3 clusters Score: Raw -321626.033968 + Penalty 1808.778380 = -319817.255588 nChanged 205 SP:Iteration 6Q (4000.859914 sec): 3 clusters Score: Raw -321721.452737 + Penalty 1808.778380 = -319912.674358 nChanged 174 SP:Iteration 7Q (4000.942659 sec): 3 clusters Score: Raw -321805.764916 + Penalty 1808.778380 = -319996.986537 nChanged 178 SP:Iteration 8Q (4001.055011 sec): 3 clusters Score: Raw -321886.410499 + Penalty 1808.778380 = -320077.632119 nChanged 164 SP:Iteration 9Q (4001.140984 sec): 3 clusters Score: Raw -321964.801533 + Penalty 1808.778380 = -320156.023154 nChanged 174 SP:Iteration 10Q (4001.232037 sec): 3 clusters Score: Raw -322044.730784 + Penalty 1808.778380 = -320235.952404 nChanged 145 SP:Iteration 11Q (4001.327781 sec): 3 clusters Score: Raw -322117.343431 + Penalty 1808.778380 = -320308.565051 nChanged 152 SP:Iteration 12Q (4001.414166 sec): 3 clusters Score: Raw -322195.576863 + Penalty 1808.778380 = -320386.798483 nChanged 145 SP:Iteration 13Q (4001.507128 sec): 3 clusters Score: Raw -322264.590667 + Penalty 1808.778380 = -320455.812287 nChanged 132 SP:Iteration 14Q (4001.582921 sec): 3 clusters Score: Raw -322324.999280 + Penalty 1808.778380 = -320516.220900 nChanged 128 SP:Iteration 15Q (4001.676898 sec): 3 clusters Score: Raw -322385.375194 + Penalty 1808.778380 = -320576.596815 nChanged 100 SP:Iteration 16Q (4001.766815 sec): 3 clusters Score: Raw -322427.030101 + Penalty 1808.778380 = -320618.251721 nChanged 95 SP:Iteration 17Q (4001.860491 sec): 3 clusters Score: Raw -322462.678925 + Penalty 1808.778380 = -320653.900545 nChanged 79 SP:Iteration 18Q (4001.961262 sec): 3 clusters Score: Raw -322492.013752 + Penalty 1808.778380 = -320683.235373 nChanged 70 SP:Iteration 19Q (4002.052184 sec): 3 clusters Score: Raw -322516.645341 + Penalty 1808.778380 = -320707.866961 nChanged 69 SP:Iteration 20F (4002.145872 sec): 3 clusters Score: Raw -322539.930701 + Penalty 1808.778380 = -320731.152321 nChanged 58 SP:Iteration 21Q (4002.229425 sec): 3 clusters Score: Raw -322556.358265 + Penalty 1808.778380 = -320747.579885 nChanged 54 SP:Iteration 22Q (4002.319892 sec): 3 clusters Score: Raw -322570.332211 + Penalty 1808.778380 = -320761.553831 nChanged 43 SP:Iteration 23Q (4002.417249 sec): 3 clusters Score: Raw -322579.762409 + Penalty 1808.778380 = -320770.984030 nChanged 46 SP:Iteration 24Q (4002.498432 sec): 3 clusters Score: Raw -322589.779071 + Penalty 1808.778380 = -320781.000691 nChanged 39 SP:Iteration 25Q (4002.595363 sec): 3 clusters Score: Raw -322598.037599 + Penalty 1808.778380 = -320789.259219 nChanged 29 SP:Iteration 26Q (4002.666084 sec): 3 clusters Score: Raw -322603.795373 + Penalty 1808.778380 = -320795.016993 nChanged 23 SP:Iteration 27Q (4002.771151 sec): 3 clusters Score: Raw -322608.914564 + Penalty 1808.778380 = -320800.136184 nChanged 18 SP:Iteration 28Q (4002.857277 sec): 3 clusters Score: Raw -322612.114048 + Penalty 1808.778380 = -320803.335668 nChanged 16 SP:Iteration 29Q (4002.935157 sec): 3 clusters Score: Raw -322614.456788 + Penalty 1808.778380 = -320805.678408 nChanged 14 SP:Iteration 30Q (4003.025046 sec): 3 clusters Score: Raw -322616.884730 + Penalty 1808.778380 = -320808.106350 nChanged 14 SP:Iteration 31Q (4003.129312 sec): 3 clusters Score: Raw -322620.836612 + Penalty 1808.778380 = -320812.058232 nChanged 14 SP:Iteration 32Q (4003.205080 sec): 3 clusters Score: Raw -322622.773291 + Penalty 1808.778380 = -320813.994912 nChanged 13 SP:Iteration 33Q (4003.297965 sec): 3 clusters Score: Raw -322624.750186 + Penalty 1808.778380 = -320815.971806 nChanged 8 SP:Iteration 34Q (4003.382824 sec): 3 clusters Score: Raw -322626.166410 + Penalty 1808.778380 = -320817.388030 nChanged 12 SP:Iteration 35Q (4003.470507 sec): 3 clusters Score: Raw -322627.783083 + Penalty 1808.778380 = -320819.004703 nChanged 8 SP:Iteration 36Q (4003.550629 sec): 3 clusters Score: Raw -322628.735535 + Penalty 1808.778380 = -320819.957156 nChanged 13 SP:Iteration 37Q (4003.659299 sec): 3 clusters Score: Raw -322630.819038 + Penalty 1808.778380 = -320822.040658 nChanged 11 SP:Iteration 38Q (4003.750481 sec): 3 clusters Score: Raw -322633.248935 + Penalty 1808.778380 = -320824.470556 nChanged 13 SP:Iteration 39Q (4003.829193 sec): 3 clusters Score: Raw -322635.302038 + Penalty 1808.778380 = -320826.523658 nChanged 13 SP:Iteration 40F (4003.928594 sec): 3 clusters Score: Raw -322637.509027 + Penalty 1808.778380 = -320828.730647 nChanged 9 SP:Iteration 41Q (4004.018300 sec): 3 clusters Score: Raw -322639.172283 + Penalty 1808.778380 = -320830.393903 nChanged 10 SP:Iteration 42Q (4004.103776 sec): 3 clusters Score: Raw -322640.432845 + Penalty 1808.778380 = -320831.654465 nChanged 7 SP:Iteration 43Q (4004.192065 sec): 3 clusters Score: Raw -322641.734337 + Penalty 1808.778380 = -320832.955957 nChanged 3 SP:Iteration 44Q (4004.265153 sec): 3 clusters Score: Raw -322642.399987 + Penalty 1808.778380 = -320833.621607 nChanged 3 SP:Iteration 45Q (4004.364918 sec): 3 clusters Score: Raw -322642.882689 + Penalty 1808.778380 = -320834.104309 nChanged 2 SP:Iteration 46Q (4004.451629 sec): 3 clusters Score: Raw -322643.280701 + Penalty 1808.778380 = -320834.502322 nChanged 3 SP:Iteration 47Q (4004.547552 sec): 3 clusters Score: Raw -322643.708173 + Penalty 1808.778380 = -320834.929793 nChanged 4 SP:Iteration 48Q (4004.628612 sec): 3 clusters Score: Raw -322643.874532 + Penalty 1808.778380 = -320835.096152 nChanged 1 SP:Iteration 49Q (4004.730842 sec): 3 clusters Score: Raw -322643.996946 + Penalty 1808.778380 = -320835.218567 nChanged 2 SP:Iteration 50Q (4004.819794 sec): 3 clusters Score: Raw -322644.307057 + Penalty 1808.778380 = -320835.528678 nChanged 2 SP:Iteration 51Q (4004.918860 sec): 3 clusters Score: Raw -322644.490551 + Penalty 1808.778380 = -320835.712171 nChanged 0 SP:Iteration 52F (4005.005662 sec): 3 clusters Score: Raw -322644.490551 + Penalty 1808.778380 = -320835.712171 nChanged 0 Trying to split cluster 8 (1448 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4005.064468 sec): 2 clusters Score: Raw -55848.116434 + Penalty 764.183550 = -55083.932883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4005.147026 sec): 3 clusters Score: Raw -55257.308209 + Penalty 1528.367100 = -53728.941108 nChanged 582 SP:Iteration 1F (4005.232804 sec): 3 clusters Score: Raw -55860.234845 + Penalty 1528.367100 = -54331.867745 nChanged 180 SP:Iteration 2F (4005.293535 sec): 3 clusters Score: Raw -56076.469329 + Penalty 1528.367100 = -54548.102229 nChanged 102 SP:Iteration 3F (4005.377336 sec): 3 clusters Score: Raw -56224.628104 + Penalty 1528.367100 = -54696.261004 nChanged 81 SP:Iteration 4F (4005.470973 sec): 3 clusters Score: Raw -56304.436550 + Penalty 1528.367100 = -54776.069449 nChanged 48 SP:Iteration 5Q (4005.540828 sec): 3 clusters Score: Raw -56341.852655 + Penalty 1528.367100 = -54813.485554 nChanged 27 SP:Iteration 6Q (4005.635684 sec): 3 clusters Score: Raw -56364.400807 + Penalty 1528.367100 = -54836.033706 nChanged 23 SP:Iteration 7Q (4005.719371 sec): 3 clusters Score: Raw -56389.038323 + Penalty 1528.367100 = -54860.671223 nChanged 27 SP:Iteration 8Q (4005.783199 sec): 3 clusters Score: Raw -56412.678871 + Penalty 1528.367100 = -54884.311771 nChanged 16 SP:Iteration 9Q (4005.873026 sec): 3 clusters Score: Raw -56422.960436 + Penalty 1528.367100 = -54894.593336 nChanged 13 SP:Iteration 10Q (4005.966387 sec): 3 clusters Score: Raw -56430.279261 + Penalty 1528.367100 = -54901.912160 nChanged 14 SP:Iteration 11Q (4006.051590 sec): 3 clusters Score: Raw -56439.084443 + Penalty 1528.367100 = -54910.717343 nChanged 16 SP:Iteration 12Q (4006.143282 sec): 3 clusters Score: Raw -56450.422460 + Penalty 1528.367100 = -54922.055360 nChanged 18 SP:Iteration 13Q (4006.213481 sec): 3 clusters Score: Raw -56465.778870 + Penalty 1528.367100 = -54937.411770 nChanged 18 SP:Iteration 14Q (4006.314305 sec): 3 clusters Score: Raw -56478.405963 + Penalty 1528.367100 = -54950.038863 nChanged 16 SP:Iteration 15Q (4006.384743 sec): 3 clusters Score: Raw -56492.354046 + Penalty 1528.367100 = -54963.986945 nChanged 15 SP:Iteration 16Q (4006.468727 sec): 3 clusters Score: Raw -56505.965255 + Penalty 1528.367100 = -54977.598155 nChanged 16 SP:Iteration 17Q (4006.570073 sec): 3 clusters Score: Raw -56526.876042 + Penalty 1528.367100 = -54998.508942 nChanged 18 SP:Iteration 18Q (4006.641637 sec): 3 clusters Score: Raw -56541.079055 + Penalty 1528.367100 = -55012.711955 nChanged 15 SP:Iteration 19Q (4006.724034 sec): 3 clusters Score: Raw -56549.976841 + Penalty 1528.367100 = -55021.609740 nChanged 5 SP:Iteration 20F (4006.803964 sec): 3 clusters Score: Raw -56558.365225 + Penalty 1528.367100 = -55029.998125 nChanged 8 SP:Iteration 21Q (4006.903797 sec): 3 clusters Score: Raw -56568.387012 + Penalty 1528.367100 = -55040.019912 nChanged 12 SP:Iteration 22Q (4006.985789 sec): 3 clusters Score: Raw -56578.497835 + Penalty 1528.367100 = -55050.130734 nChanged 7 SP:Iteration 23Q (4007.063317 sec): 3 clusters Score: Raw -56582.963913 + Penalty 1528.367100 = -55054.596813 nChanged 3 SP:Iteration 24Q (4007.161649 sec): 3 clusters Score: Raw -56583.823780 + Penalty 1528.367100 = -55055.456680 nChanged 2 SP:Iteration 25Q (4007.231695 sec): 3 clusters Score: Raw -56584.209384 + Penalty 1528.367100 = -55055.842284 nChanged 1 SP:Iteration 26Q (4007.333497 sec): 3 clusters Score: Raw -56584.357153 + Penalty 1528.367100 = -55055.990053 nChanged 0 SP:Iteration 27F (4007.402251 sec): 3 clusters Score: Raw -56584.357153 + Penalty 1528.367100 = -55055.990053 nChanged 0 Trying to split cluster 9 (2887 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4007.471779 sec): 2 clusters Score: Raw -137890.760877 + Penalty 836.637184 = -137054.123694 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4007.552291 sec): 3 clusters Score: Raw -136417.643151 + Penalty 1673.274368 = -134744.368783 nChanged 1205 SP:Iteration 1F (4007.648970 sec): 3 clusters Score: Raw -137350.674552 + Penalty 1673.274368 = -135677.400184 nChanged 310 SP:Iteration 2F (4007.737023 sec): 3 clusters Score: Raw -137644.301460 + Penalty 1673.274368 = -135971.027092 nChanged 231 SP:Iteration 3F (4007.814512 sec): 3 clusters Score: Raw -137851.830124 + Penalty 1673.274368 = -136178.555757 nChanged 185 SP:Iteration 4F (4007.922051 sec): 3 clusters Score: Raw -138028.700243 + Penalty 1673.274368 = -136355.425875 nChanged 156 SP:Iteration 5F (4007.993960 sec): 3 clusters Score: Raw -138198.074401 + Penalty 1673.274368 = -136524.800033 nChanged 120 SP:Iteration 6Q (4008.096206 sec): 3 clusters Score: Raw -138326.869261 + Penalty 1673.274368 = -136653.594893 nChanged 97 SP:Iteration 7Q (4008.162688 sec): 3 clusters Score: Raw -138419.247557 + Penalty 1673.274368 = -136745.973189 nChanged 72 SP:Iteration 8Q (4008.259634 sec): 3 clusters Score: Raw -138486.028028 + Penalty 1673.274368 = -136812.753661 nChanged 69 SP:Iteration 9Q (4008.337731 sec): 3 clusters Score: Raw -138529.632050 + Penalty 1673.274368 = -136856.357682 nChanged 35 SP:Iteration 10Q (4008.418456 sec): 3 clusters Score: Raw -138543.420508 + Penalty 1673.274368 = -136870.146140 nChanged 26 SP:Iteration 11Q (4008.516705 sec): 3 clusters Score: Raw -138556.926733 + Penalty 1673.274368 = -136883.652365 nChanged 24 SP:Iteration 12Q (4008.595684 sec): 3 clusters Score: Raw -138567.001526 + Penalty 1673.274368 = -136893.727158 nChanged 14 SP:Iteration 13Q (4008.675335 sec): 3 clusters Score: Raw -138570.593323 + Penalty 1673.274368 = -136897.318955 nChanged 11 SP:Iteration 14Q (4008.774454 sec): 3 clusters Score: Raw -138573.668402 + Penalty 1673.274368 = -136900.394034 nChanged 7 SP:Iteration 15Q (4008.887433 sec): 3 clusters Score: Raw -138576.446780 + Penalty 1673.274368 = -136903.172412 nChanged 8 SP:Iteration 16Q (4008.957146 sec): 3 clusters Score: Raw -138578.733388 + Penalty 1673.274368 = -136905.459020 nChanged 6 SP:Iteration 17Q (4009.026642 sec): 3 clusters Score: Raw -138581.109477 + Penalty 1673.274368 = -136907.835110 nChanged 8 SP:Iteration 18Q (4009.105623 sec): 3 clusters Score: Raw -138584.398073 + Penalty 1673.274368 = -136911.123705 nChanged 11 SP:Iteration 19Q (4009.194325 sec): 3 clusters Score: Raw -138587.934169 + Penalty 1673.274368 = -136914.659801 nChanged 10 SP:Iteration 20F (4009.276132 sec): 3 clusters Score: Raw -138590.553273 + Penalty 1673.274368 = -136917.278905 nChanged 11 SP:Iteration 21Q (4009.371161 sec): 3 clusters Score: Raw -138593.109882 + Penalty 1673.274368 = -136919.835514 nChanged 5 SP:Iteration 22Q (4009.444414 sec): 3 clusters Score: Raw -138594.394928 + Penalty 1673.274368 = -136921.120560 nChanged 3 SP:Iteration 23Q (4009.526548 sec): 3 clusters Score: Raw -138594.913312 + Penalty 1673.274368 = -136921.638944 nChanged 1 SP:Iteration 24Q (4009.611868 sec): 3 clusters Score: Raw -138595.092729 + Penalty 1673.274368 = -136921.818361 nChanged 2 SP:Iteration 25Q (4009.706834 sec): 3 clusters Score: Raw -138595.220014 + Penalty 1673.274368 = -136921.945646 nChanged 0 SP:Iteration 26F (4009.803100 sec): 3 clusters Score: Raw -138595.220014 + Penalty 1673.274368 = -136921.945646 nChanged 0 Trying to split cluster 10 (3157 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4009.853681 sec): 2 clusters Score: Raw -161778.032022 + Penalty 846.024636 = -160932.007385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4009.928137 sec): 3 clusters Score: Raw -160154.157191 + Penalty 1692.049273 = -158462.107919 nChanged 1314 SP:Iteration 1F (4010.020409 sec): 3 clusters Score: Raw -160999.259495 + Penalty 1692.049273 = -159307.210222 nChanged 281 SP:Iteration 2F (4010.088059 sec): 3 clusters Score: Raw -161208.070079 + Penalty 1692.049273 = -159516.020806 nChanged 221 SP:Iteration 3F (4010.182594 sec): 3 clusters Score: Raw -161386.030753 + Penalty 1692.049273 = -159693.981480 nChanged 183 SP:Iteration 4F (4010.258664 sec): 3 clusters Score: Raw -161519.753898 + Penalty 1692.049273 = -159827.704625 nChanged 168 SP:Iteration 5F (4010.336522 sec): 3 clusters Score: Raw -161647.780346 + Penalty 1692.049273 = -159955.731074 nChanged 162 SP:Iteration 6F (4010.421184 sec): 3 clusters Score: Raw -161789.970067 + Penalty 1692.049273 = -160097.920795 nChanged 156 SP:Iteration 7Q (4010.512183 sec): 3 clusters Score: Raw -161924.644742 + Penalty 1692.049273 = -160232.595470 nChanged 124 SP:Iteration 8Q (4010.589946 sec): 3 clusters Score: Raw -162041.803995 + Penalty 1692.049273 = -160349.754723 nChanged 98 SP:Iteration 9Q (4010.696080 sec): 3 clusters Score: Raw -162116.570571 + Penalty 1692.049273 = -160424.521299 nChanged 69 SP:Iteration 10Q (4010.783584 sec): 3 clusters Score: Raw -162155.160998 + Penalty 1692.049273 = -160463.111725 nChanged 47 SP:Iteration 11Q (4010.878626 sec): 3 clusters Score: Raw -162177.924587 + Penalty 1692.049273 = -160485.875315 nChanged 33 SP:Iteration 12Q (4010.955485 sec): 3 clusters Score: Raw -162195.824734 + Penalty 1692.049273 = -160503.775461 nChanged 32 SP:Iteration 13Q (4011.043358 sec): 3 clusters Score: Raw -162210.275844 + Penalty 1692.049273 = -160518.226571 nChanged 15 SP:Iteration 14Q (4011.131676 sec): 3 clusters Score: Raw -162214.219431 + Penalty 1692.049273 = -160522.170158 nChanged 12 SP:Iteration 15Q (4011.225023 sec): 3 clusters Score: Raw -162217.161695 + Penalty 1692.049273 = -160525.112422 nChanged 7 SP:Iteration 16Q (4011.310671 sec): 3 clusters Score: Raw -162218.599350 + Penalty 1692.049273 = -160526.550077 nChanged 8 SP:Iteration 17Q (4011.397390 sec): 3 clusters Score: Raw -162220.311236 + Penalty 1692.049273 = -160528.261963 nChanged 5 SP:Iteration 18Q (4011.476827 sec): 3 clusters Score: Raw -162221.465125 + Penalty 1692.049273 = -160529.415853 nChanged 4 SP:Iteration 19Q (4011.578350 sec): 3 clusters Score: Raw -162222.936611 + Penalty 1692.049273 = -160530.887338 nChanged 3 SP:Iteration 20F (4011.672918 sec): 3 clusters Score: Raw -162223.754518 + Penalty 1692.049273 = -160531.705246 nChanged 1 SP:Iteration 21Q (4011.743347 sec): 3 clusters Score: Raw -162224.053221 + Penalty 1692.049273 = -160532.003949 nChanged 2 SP:Iteration 22Q (4011.843553 sec): 3 clusters Score: Raw -162224.926692 + Penalty 1692.049273 = -160532.877420 nChanged 2 SP:Iteration 23Q (4011.918762 sec): 3 clusters Score: Raw -162225.087506 + Penalty 1692.049273 = -160533.038233 nChanged 0 SP:Iteration 24F (4012.018920 sec): 3 clusters Score: Raw -162225.087506 + Penalty 1692.049273 = -160533.038233 nChanged 0 Trying to split cluster 11 (2922 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4012.065090 sec): 2 clusters Score: Raw -170052.614253 + Penalty 837.902477 = -169214.711775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4012.148056 sec): 3 clusters Score: Raw -168573.875931 + Penalty 1675.804954 = -166898.070977 nChanged 1177 SP:Iteration 1F (4012.235906 sec): 3 clusters Score: Raw -169358.388614 + Penalty 1675.804954 = -167682.583660 nChanged 242 SP:Iteration 2F (4012.325374 sec): 3 clusters Score: Raw -169537.259059 + Penalty 1675.804954 = -167861.454104 nChanged 186 SP:Iteration 3F (4012.400164 sec): 3 clusters Score: Raw -169678.607583 + Penalty 1675.804954 = -168002.802629 nChanged 136 SP:Iteration 4Q (4012.487675 sec): 3 clusters Score: Raw -169778.794581 + Penalty 1675.804954 = -168102.989626 nChanged 99 SP:Iteration 5Q (4012.580331 sec): 3 clusters Score: Raw -169852.610397 + Penalty 1675.804954 = -168176.805442 nChanged 91 SP:Iteration 6Q (4012.672350 sec): 3 clusters Score: Raw -169913.900935 + Penalty 1675.804954 = -168238.095980 nChanged 78 SP:Iteration 7Q (4012.779448 sec): 3 clusters Score: Raw -169968.351002 + Penalty 1675.804954 = -168292.546047 nChanged 75 SP:Iteration 8Q (4012.865226 sec): 3 clusters Score: Raw -170019.993129 + Penalty 1675.804954 = -168344.188174 nChanged 64 SP:Iteration 9Q (4012.954827 sec): 3 clusters Score: Raw -170058.758128 + Penalty 1675.804954 = -168382.953173 nChanged 51 SP:Iteration 10Q (4013.036693 sec): 3 clusters Score: Raw -170085.575264 + Penalty 1675.804954 = -168409.770310 nChanged 42 SP:Iteration 11Q (4013.131004 sec): 3 clusters Score: Raw -170112.143455 + Penalty 1675.804954 = -168436.338501 nChanged 29 SP:Iteration 12Q (4013.205926 sec): 3 clusters Score: Raw -170136.912770 + Penalty 1675.804954 = -168461.107815 nChanged 30 SP:Iteration 13Q (4013.310941 sec): 3 clusters Score: Raw -170152.448049 + Penalty 1675.804954 = -168476.643095 nChanged 22 SP:Iteration 14Q (4013.387638 sec): 3 clusters Score: Raw -170162.580023 + Penalty 1675.804954 = -168486.775068 nChanged 22 SP:Iteration 15Q (4013.458905 sec): 3 clusters Score: Raw -170171.494782 + Penalty 1675.804954 = -168495.689827 nChanged 18 SP:Iteration 16Q (4013.537186 sec): 3 clusters Score: Raw -170182.580964 + Penalty 1675.804954 = -168506.776009 nChanged 24 SP:Iteration 17Q (4013.618664 sec): 3 clusters Score: Raw -170194.088230 + Penalty 1675.804954 = -168518.283275 nChanged 18 SP:Iteration 18Q (4013.723700 sec): 3 clusters Score: Raw -170201.334130 + Penalty 1675.804954 = -168525.529175 nChanged 10 SP:Iteration 19Q (4013.820246 sec): 3 clusters Score: Raw -170206.180284 + Penalty 1675.804954 = -168530.375330 nChanged 11 SP:Iteration 20F (4013.910126 sec): 3 clusters Score: Raw -170209.969684 + Penalty 1675.804954 = -168534.164729 nChanged 9 SP:Iteration 21Q (4014.002608 sec): 3 clusters Score: Raw -170214.653191 + Penalty 1675.804954 = -168538.848237 nChanged 10 SP:Iteration 22Q (4014.098508 sec): 3 clusters Score: Raw -170218.482390 + Penalty 1675.804954 = -168542.677435 nChanged 10 SP:Iteration 23Q (4014.181737 sec): 3 clusters Score: Raw -170220.461738 + Penalty 1675.804954 = -168544.656783 nChanged 6 SP:Iteration 24Q (4014.272138 sec): 3 clusters Score: Raw -170222.819120 + Penalty 1675.804954 = -168547.014165 nChanged 7 SP:Iteration 25Q (4014.345933 sec): 3 clusters Score: Raw -170225.023715 + Penalty 1675.804954 = -168549.218760 nChanged 4 SP:Iteration 26Q (4014.411134 sec): 3 clusters Score: Raw -170227.019003 + Penalty 1675.804954 = -168551.214048 nChanged 6 SP:Iteration 27Q (4014.499226 sec): 3 clusters Score: Raw -170229.437847 + Penalty 1675.804954 = -168553.632893 nChanged 3 SP:Iteration 28Q (4014.598902 sec): 3 clusters Score: Raw -170231.492891 + Penalty 1675.804954 = -168555.687936 nChanged 8 SP:Iteration 29Q (4014.671376 sec): 3 clusters Score: Raw -170234.827008 + Penalty 1675.804954 = -168559.022054 nChanged 9 SP:Iteration 30Q (4014.767127 sec): 3 clusters Score: Raw -170238.467356 + Penalty 1675.804954 = -168562.662402 nChanged 13 SP:Iteration 31Q (4014.860112 sec): 3 clusters Score: Raw -170244.925203 + Penalty 1675.804954 = -168569.120248 nChanged 12 SP:Iteration 32Q (4014.942364 sec): 3 clusters Score: Raw -170253.458550 + Penalty 1675.804954 = -168577.653596 nChanged 15 SP:Iteration 33Q (4015.029593 sec): 3 clusters Score: Raw -170262.414206 + Penalty 1675.804954 = -168586.609252 nChanged 15 SP:Iteration 34Q (4015.127821 sec): 3 clusters Score: Raw -170269.147230 + Penalty 1675.804954 = -168593.342276 nChanged 10 SP:Iteration 35Q (4015.215179 sec): 3 clusters Score: Raw -170274.652422 + Penalty 1675.804954 = -168598.847467 nChanged 17 SP:Iteration 36Q (4015.313456 sec): 3 clusters Score: Raw -170282.974926 + Penalty 1675.804954 = -168607.169972 nChanged 18 SP:Iteration 37Q (4015.378441 sec): 3 clusters Score: Raw -170293.389608 + Penalty 1675.804954 = -168617.584653 nChanged 17 SP:Iteration 38Q (4015.475580 sec): 3 clusters Score: Raw -170303.392001 + Penalty 1675.804954 = -168627.587047 nChanged 16 SP:Iteration 39Q (4015.561890 sec): 3 clusters Score: Raw -170311.967501 + Penalty 1675.804954 = -168636.162547 nChanged 16 SP:Iteration 40F (4015.640440 sec): 3 clusters Score: Raw -170320.242786 + Penalty 1675.804954 = -168644.437832 nChanged 13 SP:Iteration 41Q (4015.728328 sec): 3 clusters Score: Raw -170325.617480 + Penalty 1675.804954 = -168649.812525 nChanged 18 SP:Iteration 42Q (4015.805812 sec): 3 clusters Score: Raw -170335.575466 + Penalty 1675.804954 = -168659.770512 nChanged 21 SP:Iteration 43Q (4015.898039 sec): 3 clusters Score: Raw -170347.042249 + Penalty 1675.804954 = -168671.237294 nChanged 17 SP:Iteration 44Q (4015.977044 sec): 3 clusters Score: Raw -170355.689636 + Penalty 1675.804954 = -168679.884681 nChanged 11 SP:Iteration 45Q (4016.071294 sec): 3 clusters Score: Raw -170358.957347 + Penalty 1675.804954 = -168683.152392 nChanged 5 SP:Iteration 46Q (4016.151673 sec): 3 clusters Score: Raw -170360.965681 + Penalty 1675.804954 = -168685.160727 nChanged 5 SP:Iteration 47Q (4016.227332 sec): 3 clusters Score: Raw -170362.441362 + Penalty 1675.804954 = -168686.636407 nChanged 9 SP:Iteration 48Q (4016.323410 sec): 3 clusters Score: Raw -170366.548729 + Penalty 1675.804954 = -168690.743775 nChanged 11 SP:Iteration 49Q (4016.405735 sec): 3 clusters Score: Raw -170371.262852 + Penalty 1675.804954 = -168695.457898 nChanged 8 SP:Iteration 50Q (4016.481724 sec): 3 clusters Score: Raw -170374.603547 + Penalty 1675.804954 = -168698.798593 nChanged 6 SP:Iteration 51Q (4016.584269 sec): 3 clusters Score: Raw -170377.214870 + Penalty 1675.804954 = -168701.409916 nChanged 5 SP:Iteration 52Q (4016.657680 sec): 3 clusters Score: Raw -170378.074311 + Penalty 1675.804954 = -168702.269357 nChanged 0 SP:Iteration 53F (4016.764220 sec): 3 clusters Score: Raw -170378.074311 + Penalty 1675.804954 = -168702.269357 nChanged 0 Trying to split cluster 12 (3028 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4016.810422 sec): 2 clusters Score: Raw -178709.500626 + Penalty 841.644050 = -177867.856576 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4016.891364 sec): 3 clusters Score: Raw -177153.209945 + Penalty 1683.288099 = -175469.921846 nChanged 1211 SP:Iteration 1F (4016.986584 sec): 3 clusters Score: Raw -177894.188681 + Penalty 1683.288099 = -176210.900582 nChanged 294 SP:Iteration 2F (4017.066340 sec): 3 clusters Score: Raw -178129.412374 + Penalty 1683.288099 = -176446.124275 nChanged 220 SP:Iteration 3F (4017.149891 sec): 3 clusters Score: Raw -178288.694427 + Penalty 1683.288099 = -176605.406328 nChanged 176 SP:Iteration 4F (4017.229611 sec): 3 clusters Score: Raw -178405.963019 + Penalty 1683.288099 = -176722.674920 nChanged 139 SP:Iteration 5Q (4017.344551 sec): 3 clusters Score: Raw -178490.442902 + Penalty 1683.288099 = -176807.154803 nChanged 119 SP:Iteration 6Q (4017.414980 sec): 3 clusters Score: Raw -178580.561077 + Penalty 1683.288099 = -176897.272978 nChanged 109 SP:Iteration 7Q (4017.502144 sec): 3 clusters Score: Raw -178672.972675 + Penalty 1683.288099 = -176989.684575 nChanged 90 SP:Iteration 8Q (4017.596778 sec): 3 clusters Score: Raw -178732.005599 + Penalty 1683.288099 = -177048.717500 nChanged 67 SP:Iteration 9Q (4017.687389 sec): 3 clusters Score: Raw -178768.489852 + Penalty 1683.288099 = -177085.201753 nChanged 45 SP:Iteration 10Q (4017.786992 sec): 3 clusters Score: Raw -178788.310652 + Penalty 1683.288099 = -177105.022553 nChanged 42 SP:Iteration 11Q (4017.877490 sec): 3 clusters Score: Raw -178808.043427 + Penalty 1683.288099 = -177124.755328 nChanged 38 SP:Iteration 12Q (4017.957495 sec): 3 clusters Score: Raw -178829.168335 + Penalty 1683.288099 = -177145.880236 nChanged 29 SP:Iteration 13Q (4018.046291 sec): 3 clusters Score: Raw -178843.046951 + Penalty 1683.288099 = -177159.758852 nChanged 31 SP:Iteration 14Q (4018.133133 sec): 3 clusters Score: Raw -178855.832892 + Penalty 1683.288099 = -177172.544793 nChanged 30 SP:Iteration 15Q (4018.202602 sec): 3 clusters Score: Raw -178866.863180 + Penalty 1683.288099 = -177183.575081 nChanged 27 SP:Iteration 16Q (4018.284049 sec): 3 clusters Score: Raw -178878.822982 + Penalty 1683.288099 = -177195.534883 nChanged 22 SP:Iteration 17Q (4018.387000 sec): 3 clusters Score: Raw -178889.070696 + Penalty 1683.288099 = -177205.782597 nChanged 20 SP:Iteration 18Q (4018.466919 sec): 3 clusters Score: Raw -178901.265233 + Penalty 1683.288099 = -177217.977134 nChanged 26 SP:Iteration 19Q (4018.543280 sec): 3 clusters Score: Raw -178915.135149 + Penalty 1683.288099 = -177231.847050 nChanged 25 SP:Iteration 20F (4018.649730 sec): 3 clusters Score: Raw -178925.742813 + Penalty 1683.288099 = -177242.454714 nChanged 14 SP:Iteration 21Q (4018.737046 sec): 3 clusters Score: Raw -178930.935491 + Penalty 1683.288099 = -177247.647392 nChanged 16 SP:Iteration 22Q (4018.828024 sec): 3 clusters Score: Raw -178938.337366 + Penalty 1683.288099 = -177255.049267 nChanged 19 SP:Iteration 23Q (4018.911345 sec): 3 clusters Score: Raw -178945.970301 + Penalty 1683.288099 = -177262.682202 nChanged 10 SP:Iteration 24Q (4018.978998 sec): 3 clusters Score: Raw -178949.632242 + Penalty 1683.288099 = -177266.344143 nChanged 13 SP:Iteration 25Q (4019.071455 sec): 3 clusters Score: Raw -178954.441168 + Penalty 1683.288099 = -177271.153069 nChanged 10 SP:Iteration 26Q (4019.163869 sec): 3 clusters Score: Raw -178958.249941 + Penalty 1683.288099 = -177274.961842 nChanged 8 SP:Iteration 27Q (4019.248797 sec): 3 clusters Score: Raw -178960.511686 + Penalty 1683.288099 = -177277.223587 nChanged 10 SP:Iteration 28Q (4019.322074 sec): 3 clusters Score: Raw -178965.785036 + Penalty 1683.288099 = -177282.496937 nChanged 15 SP:Iteration 29Q (4019.424767 sec): 3 clusters Score: Raw -178971.891552 + Penalty 1683.288099 = -177288.603453 nChanged 7 SP:Iteration 30Q (4019.515798 sec): 3 clusters Score: Raw -178974.631023 + Penalty 1683.288099 = -177291.342924 nChanged 10 SP:Iteration 31Q (4019.600850 sec): 3 clusters Score: Raw -178978.474770 + Penalty 1683.288099 = -177295.186671 nChanged 6 SP:Iteration 32Q (4019.665901 sec): 3 clusters Score: Raw -178980.756159 + Penalty 1683.288099 = -177297.468060 nChanged 1 SP:Iteration 33Q (4019.750973 sec): 3 clusters Score: Raw -178980.910931 + Penalty 1683.288099 = -177297.622832 nChanged 0 SP:Iteration 34F (4019.857849 sec): 3 clusters Score: Raw -178980.910931 + Penalty 1683.288099 = -177297.622832 nChanged 0 Trying to split cluster 13 (10346 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4019.927794 sec): 2 clusters Score: Raw -620649.584318 + Penalty 970.657301 = -619678.927016 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4020.014960 sec): 3 clusters Score: Raw -614473.830455 + Penalty 1941.314603 = -612532.515852 nChanged 4663 SP:Iteration 1F (4020.115341 sec): 3 clusters Score: Raw -616982.174146 + Penalty 1941.314603 = -615040.859543 nChanged 586 SP:Iteration 2F (4020.206893 sec): 3 clusters Score: Raw -617234.790117 + Penalty 1941.314603 = -615293.475514 nChanged 521 SP:Iteration 3F (4020.311147 sec): 3 clusters Score: Raw -617465.576494 + Penalty 1941.314603 = -615524.261892 nChanged 515 SP:Iteration 4Q (4020.422585 sec): 3 clusters Score: Raw -617721.421153 + Penalty 1941.314603 = -615780.106551 nChanged 524 SP:Iteration 5F (4020.516625 sec): 3 clusters Score: Raw -618034.462684 + Penalty 1941.314603 = -616093.148082 nChanged 569 SP:Iteration 6F (4020.592045 sec): 3 clusters Score: Raw -618422.154456 + Penalty 1941.314603 = -616480.839853 nChanged 551 SP:Iteration 7F (4020.690453 sec): 3 clusters Score: Raw -618820.590324 + Penalty 1941.314603 = -616879.275722 nChanged 527 SP:Iteration 8F (4020.793519 sec): 3 clusters Score: Raw -619230.234345 + Penalty 1941.314603 = -617288.919742 nChanged 468 SP:Iteration 9Q (4020.887741 sec): 3 clusters Score: Raw -619576.258348 + Penalty 1941.314603 = -617634.943746 nChanged 354 SP:Iteration 10Q (4020.992122 sec): 3 clusters Score: Raw -619798.752950 + Penalty 1941.314603 = -617857.438347 nChanged 266 SP:Iteration 11Q (4021.083812 sec): 3 clusters Score: Raw -619965.725962 + Penalty 1941.314603 = -618024.411359 nChanged 238 SP:Iteration 12Q (4021.195699 sec): 3 clusters Score: Raw -620125.647602 + Penalty 1941.314603 = -618184.332999 nChanged 204 SP:Iteration 13Q (4021.300323 sec): 3 clusters Score: Raw -620259.096758 + Penalty 1941.314603 = -618317.782155 nChanged 170 SP:Iteration 14Q (4021.394003 sec): 3 clusters Score: Raw -620358.922015 + Penalty 1941.314603 = -618417.607412 nChanged 133 SP:Iteration 15Q (4021.487372 sec): 3 clusters Score: Raw -620430.057404 + Penalty 1941.314603 = -618488.742801 nChanged 117 SP:Iteration 16Q (4021.579779 sec): 3 clusters Score: Raw -620493.426329 + Penalty 1941.314603 = -618552.111726 nChanged 110 SP:Iteration 17Q (4021.663730 sec): 3 clusters Score: Raw -620555.713260 + Penalty 1941.314603 = -618614.398658 nChanged 94 SP:Iteration 18Q (4021.762203 sec): 3 clusters Score: Raw -620610.366471 + Penalty 1941.314603 = -618669.051869 nChanged 86 SP:Iteration 19Q (4021.866148 sec): 3 clusters Score: Raw -620652.958060 + Penalty 1941.314603 = -618711.643457 nChanged 68 SP:Iteration 20F (4021.955879 sec): 3 clusters Score: Raw -620682.381274 + Penalty 1941.314603 = -618741.066672 nChanged 56 SP:Iteration 21Q (4022.050185 sec): 3 clusters Score: Raw -620705.962339 + Penalty 1941.314603 = -618764.647736 nChanged 52 SP:Iteration 22Q (4022.153796 sec): 3 clusters Score: Raw -620728.665672 + Penalty 1941.314603 = -618787.351069 nChanged 48 SP:Iteration 23Q (4022.233016 sec): 3 clusters Score: Raw -620751.237310 + Penalty 1941.314603 = -618809.922708 nChanged 40 SP:Iteration 24Q (4022.346719 sec): 3 clusters Score: Raw -620768.266582 + Penalty 1941.314603 = -618826.951980 nChanged 32 SP:Iteration 25Q (4022.421282 sec): 3 clusters Score: Raw -620780.861464 + Penalty 1941.314603 = -618839.546861 nChanged 23 SP:Iteration 26Q (4022.535675 sec): 3 clusters Score: Raw -620790.434798 + Penalty 1941.314603 = -618849.120196 nChanged 22 SP:Iteration 27Q (4022.620160 sec): 3 clusters Score: Raw -620799.211837 + Penalty 1941.314603 = -618857.897234 nChanged 19 SP:Iteration 28Q (4022.718829 sec): 3 clusters Score: Raw -620807.803538 + Penalty 1941.314603 = -618866.488935 nChanged 19 SP:Iteration 29Q (4022.807084 sec): 3 clusters Score: Raw -620816.409673 + Penalty 1941.314603 = -618875.095070 nChanged 17 SP:Iteration 30Q (4022.913603 sec): 3 clusters Score: Raw -620823.936325 + Penalty 1941.314603 = -618882.621722 nChanged 12 SP:Iteration 31Q (4023.000058 sec): 3 clusters Score: Raw -620827.699025 + Penalty 1941.314603 = -618886.384423 nChanged 11 SP:Iteration 32Q (4023.100287 sec): 3 clusters Score: Raw -620830.893931 + Penalty 1941.314603 = -618889.579329 nChanged 9 SP:Iteration 33Q (4023.195437 sec): 3 clusters Score: Raw -620833.177135 + Penalty 1941.314603 = -618891.862532 nChanged 5 SP:Iteration 34Q (4023.294659 sec): 3 clusters Score: Raw -620834.446399 + Penalty 1941.314603 = -618893.131797 nChanged 3 SP:Iteration 35Q (4023.372838 sec): 3 clusters Score: Raw -620835.346230 + Penalty 1941.314603 = -618894.031627 nChanged 3 SP:Iteration 36Q (4023.478028 sec): 3 clusters Score: Raw -620836.573321 + Penalty 1941.314603 = -618895.258718 nChanged 5 SP:Iteration 37Q (4023.575213 sec): 3 clusters Score: Raw -620841.211756 + Penalty 1941.314603 = -618899.897153 nChanged 10 SP:Iteration 38Q (4023.658656 sec): 3 clusters Score: Raw -620848.714054 + Penalty 1941.314603 = -618907.399452 nChanged 9 SP:Iteration 39Q (4023.762673 sec): 3 clusters Score: Raw -620852.300993 + Penalty 1941.314603 = -618910.986391 nChanged 2 SP:Iteration 40F (4023.854725 sec): 3 clusters Score: Raw -620853.693139 + Penalty 1941.314603 = -618912.378536 nChanged 3 SP:Iteration 41Q (4023.964219 sec): 3 clusters Score: Raw -620854.728502 + Penalty 1941.314603 = -618913.413900 nChanged 2 SP:Iteration 42Q (4024.060365 sec): 3 clusters Score: Raw -620854.971158 + Penalty 1941.314603 = -618913.656555 nChanged 0 SP:Iteration 43F (4024.151223 sec): 3 clusters Score: Raw -620854.971158 + Penalty 1941.314603 = -618913.656555 nChanged 0 Trying to split cluster 14 (2296 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4024.209918 sec): 2 clusters Score: Raw -127481.280545 + Penalty 812.586995 = -126668.693550 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4024.286703 sec): 3 clusters Score: Raw -126374.063624 + Penalty 1625.173989 = -124748.889635 nChanged 934 SP:Iteration 1F (4024.370533 sec): 3 clusters Score: Raw -126904.376820 + Penalty 1625.173989 = -125279.202831 nChanged 176 SP:Iteration 2F (4024.464620 sec): 3 clusters Score: Raw -127023.225784 + Penalty 1625.173989 = -125398.051795 nChanged 130 SP:Iteration 3F (4024.543073 sec): 3 clusters Score: Raw -127123.755348 + Penalty 1625.173989 = -125498.581358 nChanged 135 SP:Iteration 4F (4024.633532 sec): 3 clusters Score: Raw -127243.103878 + Penalty 1625.173989 = -125617.929889 nChanged 137 SP:Iteration 5F (4024.715665 sec): 3 clusters Score: Raw -127354.094572 + Penalty 1625.173989 = -125728.920583 nChanged 117 SP:Iteration 6F (4024.803284 sec): 3 clusters Score: Raw -127450.857822 + Penalty 1625.173989 = -125825.683833 nChanged 108 SP:Iteration 7Q (4024.886141 sec): 3 clusters Score: Raw -127533.928850 + Penalty 1625.173989 = -125908.754861 nChanged 88 SP:Iteration 8Q (4024.971931 sec): 3 clusters Score: Raw -127602.774846 + Penalty 1625.173989 = -125977.600857 nChanged 73 SP:Iteration 9Q (4025.060468 sec): 3 clusters Score: Raw -127655.972355 + Penalty 1625.173989 = -126030.798366 nChanged 67 SP:Iteration 10Q (4025.149907 sec): 3 clusters Score: Raw -127700.976786 + Penalty 1625.173989 = -126075.802797 nChanged 40 SP:Iteration 11Q (4025.235084 sec): 3 clusters Score: Raw -127722.838200 + Penalty 1625.173989 = -126097.664211 nChanged 34 SP:Iteration 12Q (4025.327785 sec): 3 clusters Score: Raw -127738.548698 + Penalty 1625.173989 = -126113.374709 nChanged 27 SP:Iteration 13Q (4025.418133 sec): 3 clusters Score: Raw -127749.381172 + Penalty 1625.173989 = -126124.207183 nChanged 21 SP:Iteration 14Q (4025.501500 sec): 3 clusters Score: Raw -127760.803306 + Penalty 1625.173989 = -126135.629317 nChanged 17 SP:Iteration 15Q (4025.580580 sec): 3 clusters Score: Raw -127766.709381 + Penalty 1625.173989 = -126141.535391 nChanged 8 SP:Iteration 16Q (4025.655723 sec): 3 clusters Score: Raw -127771.887184 + Penalty 1625.173989 = -126146.713195 nChanged 10 SP:Iteration 17Q (4025.775374 sec): 3 clusters Score: Raw -127782.514782 + Penalty 1625.173989 = -126157.340793 nChanged 16 SP:Iteration 18Q (4025.840673 sec): 3 clusters Score: Raw -127796.743077 + Penalty 1625.173989 = -126171.569088 nChanged 20 SP:Iteration 19Q (4025.936462 sec): 3 clusters Score: Raw -127810.156946 + Penalty 1625.173989 = -126184.982957 nChanged 17 SP:Iteration 20F (4026.019663 sec): 3 clusters Score: Raw -127821.855069 + Penalty 1625.173989 = -126196.681080 nChanged 16 SP:Iteration 21Q (4026.107492 sec): 3 clusters Score: Raw -127833.338302 + Penalty 1625.173989 = -126208.164313 nChanged 12 SP:Iteration 22Q (4026.198479 sec): 3 clusters Score: Raw -127842.446650 + Penalty 1625.173989 = -126217.272661 nChanged 12 SP:Iteration 23Q (4026.288183 sec): 3 clusters Score: Raw -127847.342607 + Penalty 1625.173989 = -126222.168618 nChanged 8 SP:Iteration 24Q (4026.371918 sec): 3 clusters Score: Raw -127850.682997 + Penalty 1625.173989 = -126225.509008 nChanged 5 SP:Iteration 25Q (4026.454639 sec): 3 clusters Score: Raw -127854.110103 + Penalty 1625.173989 = -126228.936114 nChanged 6 SP:Iteration 26Q (4026.551661 sec): 3 clusters Score: Raw -127855.374561 + Penalty 1625.173989 = -126230.200571 nChanged 1 SP:Iteration 27Q (4026.643912 sec): 3 clusters Score: Raw -127855.765346 + Penalty 1625.173989 = -126230.591357 nChanged 0 SP:Iteration 28F (4026.719579 sec): 3 clusters Score: Raw -127855.765346 + Penalty 1625.173989 = -126230.591357 nChanged 0 Trying to split cluster 15 (1598 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4026.776340 sec): 2 clusters Score: Raw -85117.569829 + Penalty 774.533353 = -84343.036475 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4026.844658 sec): 3 clusters Score: Raw -84392.393623 + Penalty 1549.066707 = -82843.326916 nChanged 578 SP:Iteration 1F (4026.945767 sec): 3 clusters Score: Raw -84763.340835 + Penalty 1549.066707 = -83214.274129 nChanged 127 SP:Iteration 2F (4027.020878 sec): 3 clusters Score: Raw -84869.745092 + Penalty 1549.066707 = -83320.678386 nChanged 93 SP:Iteration 3F (4027.114530 sec): 3 clusters Score: Raw -84949.872642 + Penalty 1549.066707 = -83400.805936 nChanged 65 SP:Iteration 4Q (4027.206917 sec): 3 clusters Score: Raw -84994.954844 + Penalty 1549.066707 = -83445.888138 nChanged 52 SP:Iteration 5Q (4027.270179 sec): 3 clusters Score: Raw -85026.165520 + Penalty 1549.066707 = -83477.098813 nChanged 48 SP:Iteration 6Q (4027.342250 sec): 3 clusters Score: Raw -85057.928203 + Penalty 1549.066707 = -83508.861496 nChanged 41 SP:Iteration 7Q (4027.433478 sec): 3 clusters Score: Raw -85082.889944 + Penalty 1549.066707 = -83533.823237 nChanged 36 SP:Iteration 8Q (4027.528947 sec): 3 clusters Score: Raw -85102.639151 + Penalty 1549.066707 = -83553.572445 nChanged 28 SP:Iteration 9Q (4027.604304 sec): 3 clusters Score: Raw -85118.907041 + Penalty 1549.066707 = -83569.840334 nChanged 22 SP:Iteration 10Q (4027.688855 sec): 3 clusters Score: Raw -85132.303974 + Penalty 1549.066707 = -83583.237267 nChanged 21 SP:Iteration 11Q (4027.771013 sec): 3 clusters Score: Raw -85140.606491 + Penalty 1549.066707 = -83591.539785 nChanged 22 SP:Iteration 12Q (4027.870094 sec): 3 clusters Score: Raw -85158.842458 + Penalty 1549.066707 = -83609.775752 nChanged 26 SP:Iteration 13Q (4027.959436 sec): 3 clusters Score: Raw -85178.050484 + Penalty 1549.066707 = -83628.983777 nChanged 26 SP:Iteration 14Q (4028.041699 sec): 3 clusters Score: Raw -85197.042248 + Penalty 1549.066707 = -83647.975541 nChanged 32 SP:Iteration 15Q (4028.126224 sec): 3 clusters Score: Raw -85228.141472 + Penalty 1549.066707 = -83679.074766 nChanged 29 SP:Iteration 16Q (4028.214100 sec): 3 clusters Score: Raw -85249.649597 + Penalty 1549.066707 = -83700.582890 nChanged 24 SP:Iteration 17Q (4028.272103 sec): 3 clusters Score: Raw -85271.604551 + Penalty 1549.066707 = -83722.537844 nChanged 26 SP:Iteration 18Q (4028.372918 sec): 3 clusters Score: Raw -85293.038169 + Penalty 1549.066707 = -83743.971462 nChanged 19 SP:Iteration 19Q (4028.451895 sec): 3 clusters Score: Raw -85306.135111 + Penalty 1549.066707 = -83757.068404 nChanged 15 SP:Iteration 20F (4028.546574 sec): 3 clusters Score: Raw -85315.916955 + Penalty 1549.066707 = -83766.850248 nChanged 22 SP:Iteration 21Q (4028.626133 sec): 3 clusters Score: Raw -85330.154560 + Penalty 1549.066707 = -83781.087853 nChanged 19 SP:Iteration 22Q (4028.692794 sec): 3 clusters Score: Raw -85345.956622 + Penalty 1549.066707 = -83796.889915 nChanged 16 SP:Iteration 23Q (4028.794650 sec): 3 clusters Score: Raw -85356.796768 + Penalty 1549.066707 = -83807.730061 nChanged 14 SP:Iteration 24Q (4028.877718 sec): 3 clusters Score: Raw -85364.479389 + Penalty 1549.066707 = -83815.412683 nChanged 11 SP:Iteration 25Q (4028.968588 sec): 3 clusters Score: Raw -85368.721347 + Penalty 1549.066707 = -83819.654641 nChanged 13 SP:Iteration 26Q (4029.052642 sec): 3 clusters Score: Raw -85376.579157 + Penalty 1549.066707 = -83827.512451 nChanged 13 SP:Iteration 27Q (4029.140134 sec): 3 clusters Score: Raw -85383.382162 + Penalty 1549.066707 = -83834.315456 nChanged 9 SP:Iteration 28Q (4029.216903 sec): 3 clusters Score: Raw -85388.409174 + Penalty 1549.066707 = -83839.342467 nChanged 7 SP:Iteration 29Q (4029.314392 sec): 3 clusters Score: Raw -85392.029902 + Penalty 1549.066707 = -83842.963195 nChanged 5 SP:Iteration 30Q (4029.394278 sec): 3 clusters Score: Raw -85394.190428 + Penalty 1549.066707 = -83845.123721 nChanged 4 SP:Iteration 31Q (4029.475506 sec): 3 clusters Score: Raw -85396.390914 + Penalty 1549.066707 = -83847.324207 nChanged 5 SP:Iteration 32Q (4029.564305 sec): 3 clusters Score: Raw -85398.622424 + Penalty 1549.066707 = -83849.555717 nChanged 4 SP:Iteration 33Q (4029.656438 sec): 3 clusters Score: Raw -85400.811939 + Penalty 1549.066707 = -83851.745232 nChanged 3 SP:Iteration 34Q (4029.755058 sec): 3 clusters Score: Raw -85402.162924 + Penalty 1549.066707 = -83853.096217 nChanged 0 SP:Iteration 35F (4029.847042 sec): 3 clusters Score: Raw -85402.162924 + Penalty 1549.066707 = -83853.096217 nChanged 0 Trying to split cluster 16 (1859 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4029.890541 sec): 2 clusters Score: Raw -113137.467531 + Penalty 790.418369 = -112347.049162 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4029.975886 sec): 3 clusters Score: Raw -112250.712362 + Penalty 1580.836737 = -110669.875625 nChanged 739 SP:Iteration 1F (4030.056412 sec): 3 clusters Score: Raw -112754.146780 + Penalty 1580.836737 = -111173.310043 nChanged 153 SP:Iteration 2F (4030.138876 sec): 3 clusters Score: Raw -112874.165887 + Penalty 1580.836737 = -111293.329149 nChanged 95 SP:Iteration 3F (4030.215911 sec): 3 clusters Score: Raw -112941.916975 + Penalty 1580.836737 = -111361.080237 nChanged 73 SP:Iteration 4Q (4030.302634 sec): 3 clusters Score: Raw -112981.231762 + Penalty 1580.836737 = -111400.395024 nChanged 55 SP:Iteration 5Q (4030.378623 sec): 3 clusters Score: Raw -113015.572424 + Penalty 1580.836737 = -111434.735687 nChanged 54 SP:Iteration 6Q (4030.473583 sec): 3 clusters Score: Raw -113048.962792 + Penalty 1580.836737 = -111468.126055 nChanged 52 SP:Iteration 7Q (4030.569953 sec): 3 clusters Score: Raw -113086.636189 + Penalty 1580.836737 = -111505.799451 nChanged 43 SP:Iteration 8Q (4030.642497 sec): 3 clusters Score: Raw -113122.246885 + Penalty 1580.836737 = -111541.410147 nChanged 50 SP:Iteration 9Q (4030.728728 sec): 3 clusters Score: Raw -113162.659040 + Penalty 1580.836737 = -111581.822303 nChanged 47 SP:Iteration 10Q (4030.812678 sec): 3 clusters Score: Raw -113209.045750 + Penalty 1580.836737 = -111628.209012 nChanged 55 SP:Iteration 11Q (4030.896675 sec): 3 clusters Score: Raw -113259.161749 + Penalty 1580.836737 = -111678.325012 nChanged 51 SP:Iteration 12Q (4030.983893 sec): 3 clusters Score: Raw -113306.829380 + Penalty 1580.836737 = -111725.992642 nChanged 50 SP:Iteration 13Q (4031.069463 sec): 3 clusters Score: Raw -113359.617559 + Penalty 1580.836737 = -111778.780821 nChanged 51 SP:Iteration 14Q (4031.172201 sec): 3 clusters Score: Raw -113402.943931 + Penalty 1580.836737 = -111822.107194 nChanged 37 SP:Iteration 15Q (4031.241014 sec): 3 clusters Score: Raw -113438.049445 + Penalty 1580.836737 = -111857.212708 nChanged 29 SP:Iteration 16Q (4031.342853 sec): 3 clusters Score: Raw -113455.362645 + Penalty 1580.836737 = -111874.525908 nChanged 29 SP:Iteration 17Q (4031.419163 sec): 3 clusters Score: Raw -113482.155569 + Penalty 1580.836737 = -111901.318832 nChanged 43 SP:Iteration 18Q (4031.507491 sec): 3 clusters Score: Raw -113531.691961 + Penalty 1580.836737 = -111950.855224 nChanged 50 SP:Iteration 19Q (4031.586708 sec): 3 clusters Score: Raw -113609.228121 + Penalty 1580.836737 = -112028.391384 nChanged 57 SP:Iteration 20F (4031.666835 sec): 3 clusters Score: Raw -113687.325255 + Penalty 1580.836737 = -112106.488518 nChanged 33 SP:Iteration 21Q (4031.755765 sec): 3 clusters Score: Raw -113730.043395 + Penalty 1580.836737 = -112149.206658 nChanged 23 SP:Iteration 22Q (4031.841285 sec): 3 clusters Score: Raw -113747.032322 + Penalty 1580.836737 = -112166.195585 nChanged 14 SP:Iteration 23Q (4031.915904 sec): 3 clusters Score: Raw -113756.006402 + Penalty 1580.836737 = -112175.169665 nChanged 8 SP:Iteration 24Q (4031.997413 sec): 3 clusters Score: Raw -113759.421476 + Penalty 1580.836737 = -112178.584739 nChanged 4 SP:Iteration 25Q (4032.085634 sec): 3 clusters Score: Raw -113761.506229 + Penalty 1580.836737 = -112180.669492 nChanged 2 SP:Iteration 26Q (4032.158706 sec): 3 clusters Score: Raw -113762.060600 + Penalty 1580.836737 = -112181.223863 nChanged 0 SP:Iteration 27F (4032.252739 sec): 3 clusters Score: Raw -113762.060600 + Penalty 1580.836737 = -112181.223863 nChanged 0 Trying to split cluster 17 (3711 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4032.290644 sec): 2 clusters Score: Raw -219064.715018 + Penalty 863.000949 = -218201.714068 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4032.378846 sec): 3 clusters Score: Raw -217114.760450 + Penalty 1726.001899 = -215388.758551 nChanged 1532 SP:Iteration 1F (4032.459682 sec): 3 clusters Score: Raw -217952.038024 + Penalty 1726.001899 = -216226.036125 nChanged 242 SP:Iteration 2F (4032.545709 sec): 3 clusters Score: Raw -218094.248623 + Penalty 1726.001899 = -216368.246724 nChanged 225 SP:Iteration 3F (4032.636950 sec): 3 clusters Score: Raw -218238.658710 + Penalty 1726.001899 = -216512.656811 nChanged 179 SP:Iteration 4Q (4032.719711 sec): 3 clusters Score: Raw -218358.259789 + Penalty 1726.001899 = -216632.257890 nChanged 186 SP:Iteration 5F (4032.794124 sec): 3 clusters Score: Raw -218482.692828 + Penalty 1726.001899 = -216756.690929 nChanged 151 SP:Iteration 6Q (4032.896483 sec): 3 clusters Score: Raw -218575.561490 + Penalty 1726.001899 = -216849.559591 nChanged 125 SP:Iteration 7Q (4032.964930 sec): 3 clusters Score: Raw -218644.502800 + Penalty 1726.001899 = -216918.500901 nChanged 108 SP:Iteration 8Q (4033.066678 sec): 3 clusters Score: Raw -218708.613219 + Penalty 1726.001899 = -216982.611320 nChanged 98 SP:Iteration 9Q (4033.161916 sec): 3 clusters Score: Raw -218772.836171 + Penalty 1726.001899 = -217046.834273 nChanged 97 SP:Iteration 10Q (4033.250937 sec): 3 clusters Score: Raw -218834.529983 + Penalty 1726.001899 = -217108.528084 nChanged 83 SP:Iteration 11Q (4033.322063 sec): 3 clusters Score: Raw -218877.030100 + Penalty 1726.001899 = -217151.028201 nChanged 74 SP:Iteration 12Q (4033.409604 sec): 3 clusters Score: Raw -218921.222083 + Penalty 1726.001899 = -217195.220184 nChanged 76 SP:Iteration 13Q (4033.504475 sec): 3 clusters Score: Raw -218957.956199 + Penalty 1726.001899 = -217231.954300 nChanged 59 SP:Iteration 14Q (4033.597874 sec): 3 clusters Score: Raw -218986.969147 + Penalty 1726.001899 = -217260.967248 nChanged 67 SP:Iteration 15Q (4033.673438 sec): 3 clusters Score: Raw -219017.555165 + Penalty 1726.001899 = -217291.553267 nChanged 40 SP:Iteration 16Q (4033.745336 sec): 3 clusters Score: Raw -219039.250718 + Penalty 1726.001899 = -217313.248819 nChanged 37 SP:Iteration 17Q (4033.835848 sec): 3 clusters Score: Raw -219055.999384 + Penalty 1726.001899 = -217329.997485 nChanged 28 SP:Iteration 18Q (4033.916517 sec): 3 clusters Score: Raw -219068.511862 + Penalty 1726.001899 = -217342.509963 nChanged 32 SP:Iteration 19Q (4034.010773 sec): 3 clusters Score: Raw -219084.661464 + Penalty 1726.001899 = -217358.659565 nChanged 33 SP:Iteration 20F (4034.099541 sec): 3 clusters Score: Raw -219097.517140 + Penalty 1726.001899 = -217371.515241 nChanged 31 SP:Iteration 21Q (4034.187670 sec): 3 clusters Score: Raw -219108.204506 + Penalty 1726.001899 = -217382.202608 nChanged 27 SP:Iteration 22Q (4034.278637 sec): 3 clusters Score: Raw -219116.496803 + Penalty 1726.001899 = -217390.494904 nChanged 16 SP:Iteration 23Q (4034.378534 sec): 3 clusters Score: Raw -219121.273133 + Penalty 1726.001899 = -217395.271234 nChanged 16 SP:Iteration 24Q (4034.448329 sec): 3 clusters Score: Raw -219128.674856 + Penalty 1726.001899 = -217402.672958 nChanged 21 SP:Iteration 25Q (4034.538995 sec): 3 clusters Score: Raw -219136.537638 + Penalty 1726.001899 = -217410.535739 nChanged 17 SP:Iteration 26Q (4034.617538 sec): 3 clusters Score: Raw -219144.151632 + Penalty 1726.001899 = -217418.149733 nChanged 11 SP:Iteration 27Q (4034.704278 sec): 3 clusters Score: Raw -219147.276647 + Penalty 1726.001899 = -217421.274748 nChanged 6 SP:Iteration 28Q (4034.798082 sec): 3 clusters Score: Raw -219149.959256 + Penalty 1726.001899 = -217423.957358 nChanged 5 SP:Iteration 29Q (4034.894169 sec): 3 clusters Score: Raw -219152.311245 + Penalty 1726.001899 = -217426.309346 nChanged 5 SP:Iteration 30Q (4034.973412 sec): 3 clusters Score: Raw -219154.138750 + Penalty 1726.001899 = -217428.136851 nChanged 5 SP:Iteration 31Q (4035.046619 sec): 3 clusters Score: Raw -219155.361571 + Penalty 1726.001899 = -217429.359672 nChanged 3 SP:Iteration 32Q (4035.135637 sec): 3 clusters Score: Raw -219156.047295 + Penalty 1726.001899 = -217430.045396 nChanged 1 SP:Iteration 33Q (4035.241184 sec): 3 clusters Score: Raw -219156.296260 + Penalty 1726.001899 = -217430.294362 nChanged 2 SP:Iteration 34Q (4035.325963 sec): 3 clusters Score: Raw -219157.017370 + Penalty 1726.001899 = -217431.015472 nChanged 1 SP:Iteration 35Q (4035.415354 sec): 3 clusters Score: Raw -219157.550087 + Penalty 1726.001899 = -217431.548189 nChanged 2 SP:Iteration 36Q (4035.503670 sec): 3 clusters Score: Raw -219158.438832 + Penalty 1726.001899 = -217432.436933 nChanged 0 SP:Iteration 37F (4035.604911 sec): 3 clusters Score: Raw -219158.438832 + Penalty 1726.001899 = -217432.436933 nChanged 0 Trying to split cluster 18 (19443 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4035.676761 sec): 2 clusters Score: Raw -1159815.227896 + Penalty 1036.900451 = -1158778.327445 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4035.799947 sec): 3 clusters Score: Raw -1147924.043984 + Penalty 2073.800901 = -1145850.243082 nChanged 8959 SP:Iteration 1F (4035.902666 sec): 3 clusters Score: Raw -1153246.080495 + Penalty 2073.800901 = -1151172.279594 nChanged 1245 SP:Iteration 2F (4036.008450 sec): 3 clusters Score: Raw -1153889.642251 + Penalty 2073.800901 = -1151815.841349 nChanged 1229 SP:Iteration 3F (4036.133791 sec): 3 clusters Score: Raw -1154515.451112 + Penalty 2073.800901 = -1152441.650210 nChanged 1159 SP:Iteration 4F (4036.252644 sec): 3 clusters Score: Raw -1155070.917122 + Penalty 2073.800901 = -1152997.116221 nChanged 1020 SP:Iteration 5F (4036.352709 sec): 3 clusters Score: Raw -1155515.280948 + Penalty 2073.800901 = -1153441.480047 nChanged 833 SP:Iteration 6Q (4036.466925 sec): 3 clusters Score: Raw -1155855.038788 + Penalty 2073.800901 = -1153781.237887 nChanged 735 SP:Iteration 7Q (4036.581159 sec): 3 clusters Score: Raw -1156160.334331 + Penalty 2073.800901 = -1154086.533429 nChanged 682 SP:Iteration 8Q (4036.693924 sec): 3 clusters Score: Raw -1156437.783114 + Penalty 2073.800901 = -1154363.982213 nChanged 599 SP:Iteration 9Q (4036.817417 sec): 3 clusters Score: Raw -1156683.084087 + Penalty 2073.800901 = -1154609.283186 nChanged 572 SP:Iteration 10Q (4036.929846 sec): 3 clusters Score: Raw -1156932.548549 + Penalty 2073.800901 = -1154858.747647 nChanged 536 SP:Iteration 11Q (4037.033211 sec): 3 clusters Score: Raw -1157200.206983 + Penalty 2073.800901 = -1155126.406081 nChanged 563 SP:Iteration 12Q (4037.152938 sec): 3 clusters Score: Raw -1157514.412926 + Penalty 2073.800901 = -1155440.612024 nChanged 600 SP:Iteration 13Q (4037.263692 sec): 3 clusters Score: Raw -1157905.077585 + Penalty 2073.800901 = -1155831.276684 nChanged 566 SP:Iteration 14Q (4037.371186 sec): 3 clusters Score: Raw -1158308.405536 + Penalty 2073.800901 = -1156234.604634 nChanged 548 SP:Iteration 15Q (4037.483217 sec): 3 clusters Score: Raw -1158712.191692 + Penalty 2073.800901 = -1156638.390791 nChanged 505 SP:Iteration 16Q (4037.595191 sec): 3 clusters Score: Raw -1159106.688073 + Penalty 2073.800901 = -1157032.887171 nChanged 454 SP:Iteration 17Q (4037.689514 sec): 3 clusters Score: Raw -1159427.504053 + Penalty 2073.800901 = -1157353.703151 nChanged 368 SP:Iteration 18Q (4037.807625 sec): 3 clusters Score: Raw -1159649.571691 + Penalty 2073.800901 = -1157575.770789 nChanged 307 SP:Iteration 19Q (4037.913569 sec): 3 clusters Score: Raw -1159815.327900 + Penalty 2073.800901 = -1157741.526999 nChanged 253 SP:Iteration 20F (4038.017732 sec): 3 clusters Score: Raw -1159937.870798 + Penalty 2073.800901 = -1157864.069896 nChanged 176 SP:Iteration 21Q (4038.139560 sec): 3 clusters Score: Raw -1160003.389738 + Penalty 2073.800901 = -1157929.588836 nChanged 143 SP:Iteration 22Q (4038.230325 sec): 3 clusters Score: Raw -1160044.450696 + Penalty 2073.800901 = -1157970.649795 nChanged 145 SP:Iteration 23Q (4038.339238 sec): 3 clusters Score: Raw -1160081.879804 + Penalty 2073.800901 = -1158008.078903 nChanged 125 SP:Iteration 24Q (4038.462433 sec): 3 clusters Score: Raw -1160115.798407 + Penalty 2073.800901 = -1158041.997506 nChanged 112 SP:Iteration 25Q (4038.564026 sec): 3 clusters Score: Raw -1160143.908680 + Penalty 2073.800901 = -1158070.107778 nChanged 97 SP:Iteration 26Q (4038.663409 sec): 3 clusters Score: Raw -1160174.788466 + Penalty 2073.800901 = -1158100.987565 nChanged 98 SP:Iteration 27Q (4038.775110 sec): 3 clusters Score: Raw -1160197.952128 + Penalty 2073.800901 = -1158124.151226 nChanged 90 SP:Iteration 28Q (4038.886334 sec): 3 clusters Score: Raw -1160222.318164 + Penalty 2073.800901 = -1158148.517263 nChanged 82 SP:Iteration 29Q (4039.001703 sec): 3 clusters Score: Raw -1160242.568976 + Penalty 2073.800901 = -1158168.768075 nChanged 80 SP:Iteration 30Q (4039.099648 sec): 3 clusters Score: Raw -1160259.460909 + Penalty 2073.800901 = -1158185.660008 nChanged 66 SP:Iteration 31Q (4039.204943 sec): 3 clusters Score: Raw -1160278.971261 + Penalty 2073.800901 = -1158205.170360 nChanged 83 SP:Iteration 32Q (4039.305471 sec): 3 clusters Score: Raw -1160305.965863 + Penalty 2073.800901 = -1158232.164962 nChanged 80 SP:Iteration 33Q (4039.422058 sec): 3 clusters Score: Raw -1160329.093927 + Penalty 2073.800901 = -1158255.293026 nChanged 74 SP:Iteration 34Q (4039.514549 sec): 3 clusters Score: Raw -1160348.241024 + Penalty 2073.800901 = -1158274.440122 nChanged 79 SP:Iteration 35Q (4039.641422 sec): 3 clusters Score: Raw -1160367.767475 + Penalty 2073.800901 = -1158293.966574 nChanged 71 SP:Iteration 36Q (4039.734671 sec): 3 clusters Score: Raw -1160381.317638 + Penalty 2073.800901 = -1158307.516736 nChanged 53 SP:Iteration 37Q (4039.855930 sec): 3 clusters Score: Raw -1160390.339096 + Penalty 2073.800901 = -1158316.538195 nChanged 42 SP:Iteration 38Q (4039.949346 sec): 3 clusters Score: Raw -1160396.622944 + Penalty 2073.800901 = -1158322.822042 nChanged 35 SP:Iteration 39Q (4040.065293 sec): 3 clusters Score: Raw -1160403.132108 + Penalty 2073.800901 = -1158329.331207 nChanged 42 SP:Iteration 40F (4040.176536 sec): 3 clusters Score: Raw -1160412.330176 + Penalty 2073.800901 = -1158338.529275 nChanged 51 SP:Iteration 41Q (4040.266504 sec): 3 clusters Score: Raw -1160425.772847 + Penalty 2073.800901 = -1158351.971946 nChanged 50 SP:Iteration 42Q (4040.390734 sec): 3 clusters Score: Raw -1160436.684928 + Penalty 2073.800901 = -1158362.884027 nChanged 46 SP:Iteration 43Q (4040.504138 sec): 3 clusters Score: Raw -1160446.380473 + Penalty 2073.800901 = -1158372.579571 nChanged 50 SP:Iteration 44Q (4040.598263 sec): 3 clusters Score: Raw -1160458.968259 + Penalty 2073.800901 = -1158385.167358 nChanged 58 SP:Iteration 45Q (4040.721047 sec): 3 clusters Score: Raw -1160472.186195 + Penalty 2073.800901 = -1158398.385293 nChanged 51 SP:Iteration 46Q (4040.832461 sec): 3 clusters Score: Raw -1160490.773292 + Penalty 2073.800901 = -1158416.972391 nChanged 68 SP:Iteration 47Q (4040.937074 sec): 3 clusters Score: Raw -1160516.896228 + Penalty 2073.800901 = -1158443.095327 nChanged 76 SP:Iteration 48Q (4041.051884 sec): 3 clusters Score: Raw -1160547.067962 + Penalty 2073.800901 = -1158473.267061 nChanged 82 SP:Iteration 49Q (4041.158408 sec): 3 clusters Score: Raw -1160581.068882 + Penalty 2073.800901 = -1158507.267980 nChanged 87 SP:Iteration 50Q (4041.263032 sec): 3 clusters Score: Raw -1160621.222371 + Penalty 2073.800901 = -1158547.421470 nChanged 88 SP:Iteration 51Q (4041.367323 sec): 3 clusters Score: Raw -1160666.612444 + Penalty 2073.800901 = -1158592.811543 nChanged 80 SP:Iteration 52Q (4041.489302 sec): 3 clusters Score: Raw -1160703.219802 + Penalty 2073.800901 = -1158629.418901 nChanged 79 SP:Iteration 53Q (4041.623444 sec): 3 clusters Score: Raw -1160735.740491 + Penalty 2073.800901 = -1158661.939590 nChanged 60 SP:Iteration 54Q (4041.725385 sec): 3 clusters Score: Raw -1160758.597597 + Penalty 2073.800901 = -1158684.796696 nChanged 59 SP:Iteration 55Q (4041.842643 sec): 3 clusters Score: Raw -1160778.278189 + Penalty 2073.800901 = -1158704.477288 nChanged 42 SP:Iteration 56Q (4041.964759 sec): 3 clusters Score: Raw -1160793.464497 + Penalty 2073.800901 = -1158719.663596 nChanged 43 SP:Iteration 57Q (4042.049701 sec): 3 clusters Score: Raw -1160810.015837 + Penalty 2073.800901 = -1158736.214936 nChanged 39 SP:Iteration 58Q (4042.183970 sec): 3 clusters Score: Raw -1160820.808018 + Penalty 2073.800901 = -1158747.007117 nChanged 27 SP:Iteration 59Q (4042.287018 sec): 3 clusters Score: Raw -1160829.973658 + Penalty 2073.800901 = -1158756.172756 nChanged 34 SP:Iteration 60F (4042.394087 sec): 3 clusters Score: Raw -1160839.597702 + Penalty 2073.800901 = -1158765.796801 nChanged 24 SP:Iteration 61Q (4042.529369 sec): 3 clusters Score: Raw -1160845.292904 + Penalty 2073.800901 = -1158771.492003 nChanged 18 SP:Iteration 62Q (4042.628629 sec): 3 clusters Score: Raw -1160849.439353 + Penalty 2073.800901 = -1158775.638452 nChanged 16 SP:Iteration 63Q (4042.739012 sec): 3 clusters Score: Raw -1160851.999703 + Penalty 2073.800901 = -1158778.198802 nChanged 12 SP:Iteration 64Q (4042.834317 sec): 3 clusters Score: Raw -1160854.034414 + Penalty 2073.800901 = -1158780.233512 nChanged 6 SP:Iteration 65Q (4042.941502 sec): 3 clusters Score: Raw -1160855.219305 + Penalty 2073.800901 = -1158781.418404 nChanged 6 SP:Iteration 66Q (4043.057151 sec): 3 clusters Score: Raw -1160856.851130 + Penalty 2073.800901 = -1158783.050228 nChanged 8 SP:Iteration 67Q (4043.144319 sec): 3 clusters Score: Raw -1160858.800708 + Penalty 2073.800901 = -1158784.999807 nChanged 9 SP:Iteration 68Q (4043.253144 sec): 3 clusters Score: Raw -1160860.567896 + Penalty 2073.800901 = -1158786.766994 nChanged 9 SP:Iteration 69Q (4043.357842 sec): 3 clusters Score: Raw -1160862.203840 + Penalty 2073.800901 = -1158788.402939 nChanged 9 SP:Iteration 70Q (4043.471756 sec): 3 clusters Score: Raw -1160863.662006 + Penalty 2073.800901 = -1158789.861105 nChanged 6 SP:Iteration 71Q (4043.589265 sec): 3 clusters Score: Raw -1160864.818954 + Penalty 2073.800901 = -1158791.018053 nChanged 10 SP:Iteration 72Q (4043.697038 sec): 3 clusters Score: Raw -1160867.136490 + Penalty 2073.800901 = -1158793.335589 nChanged 7 SP:Iteration 73Q (4043.794254 sec): 3 clusters Score: Raw -1160868.092372 + Penalty 2073.800901 = -1158794.291470 nChanged 6 SP:Iteration 74Q (4043.910321 sec): 3 clusters Score: Raw -1160868.914368 + Penalty 2073.800901 = -1158795.113466 nChanged 5 SP:Iteration 75Q (4044.012525 sec): 3 clusters Score: Raw -1160869.739504 + Penalty 2073.800901 = -1158795.938602 nChanged 3 SP:Iteration 76Q (4044.132396 sec): 3 clusters Score: Raw -1160870.241321 + Penalty 2073.800901 = -1158796.440420 nChanged 2 SP:Iteration 77Q (4044.243418 sec): 3 clusters Score: Raw -1160870.452980 + Penalty 2073.800901 = -1158796.652079 nChanged 0 SP:Iteration 78F (4044.349012 sec): 3 clusters Score: Raw -1160870.452980 + Penalty 2073.800901 = -1158796.652079 nChanged 0 Score: Raw -4222569.573299 + Penalty 22471.659320 = -4200097.913979 Splitting cluster 18 changes total score from -4200222.179664 to -4200097.913979 So it's not getting split. Iteration 139Q (4047.184442 sec): 19 clusters Score: Raw -4221515.192628 + Penalty 21288.940409 = -4200226.252220 nChanged 25 Iteration 140F (4048.753131 sec): 19 clusters Score: Raw -4221517.678550 + Penalty 21288.940409 = -4200228.738141 nChanged 33 Iteration 141Q (4050.001834 sec): 19 clusters Score: Raw -4221521.120461 + Penalty 21288.940409 = -4200232.180052 nChanged 32 Iteration 142Q (4051.256192 sec): 19 clusters Score: Raw -4221524.159494 + Penalty 21288.940409 = -4200235.219085 nChanged 27 Iteration 143Q (4052.443827 sec): 19 clusters Score: Raw -4221526.525383 + Penalty 21288.940409 = -4200237.584974 nChanged 26 Iteration 144Q (4053.649541 sec): 19 clusters Score: Raw -4221528.890029 + Penalty 21288.940409 = -4200239.949621 nChanged 26 Iteration 145Q (4054.815074 sec): 19 clusters Score: Raw -4221531.044455 + Penalty 21288.940409 = -4200242.104047 nChanged 19 Iteration 146Q (4056.048735 sec): 19 clusters Score: Raw -4221532.224801 + Penalty 21288.940409 = -4200243.284393 nChanged 19 Iteration 147Q (4057.341095 sec): 19 clusters Score: Raw -4221534.330894 + Penalty 21288.940409 = -4200245.390485 nChanged 22 Iteration 148Q (4058.630594 sec): 19 clusters Score: Raw -4221536.442645 + Penalty 21288.940409 = -4200247.502237 nChanged 18 Iteration 149Q (4059.896276 sec): 19 clusters Score: Raw -4221538.073872 + Penalty 21288.940409 = -4200249.133464 nChanged 18 Iteration 150Q (4061.147613 sec): 19 clusters Score: Raw -4221539.665659 + Penalty 21288.940409 = -4200250.725251 nChanged 14 Iteration 151Q (4062.439536 sec): 19 clusters Score: Raw -4221541.182821 + Penalty 21288.940409 = -4200252.242413 nChanged 13 Iteration 152Q (4063.752346 sec): 19 clusters Score: Raw -4221542.838844 + Penalty 21288.940409 = -4200253.898436 nChanged 20 Iteration 153Q (4065.039905 sec): 19 clusters Score: Raw -4221544.935176 + Penalty 21288.940409 = -4200255.994768 nChanged 17 Iteration 154Q (4066.321092 sec): 19 clusters Score: Raw -4221546.384004 + Penalty 21288.940409 = -4200257.443596 nChanged 17 Iteration 155Q (4067.585165 sec): 19 clusters Score: Raw -4221548.234911 + Penalty 21288.940409 = -4200259.294503 nChanged 19 Iteration 156Q (4068.886595 sec): 19 clusters Score: Raw -4221550.002962 + Penalty 21288.940409 = -4200261.062553 nChanged 18 Iteration 157Q (4070.191251 sec): 19 clusters Score: Raw -4221551.678002 + Penalty 21288.940409 = -4200262.737593 nChanged 19 Iteration 158Q (4071.483994 sec): 19 clusters Score: Raw -4221553.351033 + Penalty 21288.940409 = -4200264.410624 nChanged 17 Iteration 159Q (4072.729265 sec): 19 clusters Score: Raw -4221554.877040 + Penalty 21288.940409 = -4200265.936631 nChanged 10 Iteration 160F (4074.285864 sec): 19 clusters Score: Raw -4221555.336636 + Penalty 21288.940409 = -4200266.396227 nChanged 10 Iteration 161Q (4075.567502 sec): 19 clusters Score: Raw -4221555.930437 + Penalty 21288.940409 = -4200266.990029 nChanged 10 Iteration 162Q (4076.801608 sec): 19 clusters Score: Raw -4221556.299048 + Penalty 21288.940409 = -4200267.358639 nChanged 7 Iteration 163Q (4078.065340 sec): 19 clusters Score: Raw -4221556.499068 + Penalty 21288.940409 = -4200267.558659 nChanged 7 Iteration 164Q (4079.309163 sec): 19 clusters Score: Raw -4221556.695089 + Penalty 21288.940409 = -4200267.754681 nChanged 3 Iteration 165Q (4080.546889 sec): 19 clusters Score: Raw -4221556.763729 + Penalty 21288.940409 = -4200267.823321 nChanged 3 Iteration 166Q (4081.772370 sec): 19 clusters Score: Raw -4221556.850176 + Penalty 21288.940409 = -4200267.909767 nChanged 4 Iteration 167Q (4083.017113 sec): 19 clusters Score: Raw -4221556.952490 + Penalty 21288.940409 = -4200268.012081 nChanged 5 Iteration 168Q (4084.266790 sec): 19 clusters Score: Raw -4221557.052419 + Penalty 21288.940409 = -4200268.112010 nChanged 3 Iteration 169Q (4085.488819 sec): 19 clusters Score: Raw -4221557.181730 + Penalty 21288.940409 = -4200268.241322 nChanged 6 Iteration 170Q (4086.735398 sec): 19 clusters Score: Raw -4221557.358872 + Penalty 21288.940409 = -4200268.418464 nChanged 6 Iteration 171Q (4088.163957 sec): 19 clusters Score: Raw -4221557.687951 + Penalty 21288.940409 = -4200268.747542 nChanged 7 Iteration 172Q (4089.334772 sec): 19 clusters Score: Raw -4221558.173652 + Penalty 21288.940409 = -4200269.233244 nChanged 1 Iteration 173Q (4090.514836 sec): 19 clusters Score: Raw -4221558.208992 + Penalty 21288.940409 = -4200269.268584 nChanged 0 Iteration 174F (4091.993411 sec): 19 clusters Score: Raw -4221558.208992 + Penalty 21288.940409 = -4200269.268584 nChanged 0 Compute initial score before splitting: Score: Raw -4221558.208992 + Penalty 21288.940409 = -4200269.268584 Trying to split cluster 1 (8429 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4092.120438 sec): 2 clusters Score: Raw -473906.589278 + Penalty 949.140509 = -472957.448769 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4092.201408 sec): 3 clusters Score: Raw -468934.972549 + Penalty 1898.281018 = -467036.691531 nChanged 3802 SP:Iteration 1F (4092.306167 sec): 3 clusters Score: Raw -471289.769778 + Penalty 1898.281018 = -469391.488760 nChanged 702 SP:Iteration 2F (4092.395835 sec): 3 clusters Score: Raw -471799.260701 + Penalty 1898.281018 = -469900.979682 nChanged 697 SP:Iteration 3F (4092.475445 sec): 3 clusters Score: Raw -472374.957732 + Penalty 1898.281018 = -470476.676714 nChanged 679 SP:Iteration 4F (4092.554162 sec): 3 clusters Score: Raw -472978.887667 + Penalty 1898.281018 = -471080.606649 nChanged 559 SP:Iteration 5F (4092.649197 sec): 3 clusters Score: Raw -473372.796475 + Penalty 1898.281018 = -471474.515457 nChanged 447 SP:Iteration 6F (4092.757740 sec): 3 clusters Score: Raw -473641.088977 + Penalty 1898.281018 = -471742.807959 nChanged 333 SP:Iteration 7Q (4092.846569 sec): 3 clusters Score: Raw -473824.171120 + Penalty 1898.281018 = -471925.890102 nChanged 278 SP:Iteration 8Q (4092.955705 sec): 3 clusters Score: Raw -473983.083635 + Penalty 1898.281018 = -472084.802617 nChanged 241 SP:Iteration 9Q (4093.055446 sec): 3 clusters Score: Raw -474102.907365 + Penalty 1898.281018 = -472204.626347 nChanged 193 SP:Iteration 10Q (4093.159061 sec): 3 clusters Score: Raw -474193.476592 + Penalty 1898.281018 = -472295.195574 nChanged 160 SP:Iteration 11Q (4093.261194 sec): 3 clusters Score: Raw -474260.128489 + Penalty 1898.281018 = -472361.847470 nChanged 141 SP:Iteration 12Q (4093.371966 sec): 3 clusters Score: Raw -474310.710579 + Penalty 1898.281018 = -472412.429560 nChanged 101 SP:Iteration 13Q (4093.472252 sec): 3 clusters Score: Raw -474343.502713 + Penalty 1898.281018 = -472445.221695 nChanged 85 SP:Iteration 14Q (4093.584959 sec): 3 clusters Score: Raw -474365.722479 + Penalty 1898.281018 = -472467.441461 nChanged 65 SP:Iteration 15Q (4093.671401 sec): 3 clusters Score: Raw -474383.168726 + Penalty 1898.281018 = -472484.887708 nChanged 57 SP:Iteration 16Q (4093.787597 sec): 3 clusters Score: Raw -474397.437199 + Penalty 1898.281018 = -472499.156181 nChanged 42 SP:Iteration 17Q (4093.868691 sec): 3 clusters Score: Raw -474406.846216 + Penalty 1898.281018 = -472508.565198 nChanged 48 SP:Iteration 18Q (4093.980319 sec): 3 clusters Score: Raw -474420.161393 + Penalty 1898.281018 = -472521.880375 nChanged 47 SP:Iteration 19Q (4094.068375 sec): 3 clusters Score: Raw -474433.656135 + Penalty 1898.281018 = -472535.375117 nChanged 37 SP:Iteration 20F (4094.186983 sec): 3 clusters Score: Raw -474439.265415 + Penalty 1898.281018 = -472540.984397 nChanged 27 SP:Iteration 21Q (4094.278999 sec): 3 clusters Score: Raw -474442.775594 + Penalty 1898.281018 = -472544.494576 nChanged 19 SP:Iteration 22Q (4094.381141 sec): 3 clusters Score: Raw -474445.191074 + Penalty 1898.281018 = -472546.910056 nChanged 19 SP:Iteration 23Q (4094.490292 sec): 3 clusters Score: Raw -474448.015177 + Penalty 1898.281018 = -472549.734159 nChanged 13 SP:Iteration 24Q (4094.574247 sec): 3 clusters Score: Raw -474449.640783 + Penalty 1898.281018 = -472551.359765 nChanged 12 SP:Iteration 25Q (4094.662676 sec): 3 clusters Score: Raw -474451.485722 + Penalty 1898.281018 = -472553.204704 nChanged 8 SP:Iteration 26Q (4094.767207 sec): 3 clusters Score: Raw -474452.075831 + Penalty 1898.281018 = -472553.794812 nChanged 6 SP:Iteration 27Q (4094.857129 sec): 3 clusters Score: Raw -474452.554803 + Penalty 1898.281018 = -472554.273784 nChanged 4 SP:Iteration 28Q (4094.968066 sec): 3 clusters Score: Raw -474452.787232 + Penalty 1898.281018 = -472554.506213 nChanged 2 SP:Iteration 29Q (4095.041688 sec): 3 clusters Score: Raw -474453.111645 + Penalty 1898.281018 = -472554.830627 nChanged 1 SP:Iteration 30Q (4095.149432 sec): 3 clusters Score: Raw -474453.234075 + Penalty 1898.281018 = -472554.953056 nChanged 0 SP:Iteration 31F (4095.250775 sec): 3 clusters Score: Raw -474453.234075 + Penalty 1898.281018 = -472554.953056 nChanged 0 Trying to split cluster 2 (1356 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4095.279288 sec): 2 clusters Score: Raw -57652.028263 + Penalty 757.290919 = -56894.737344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4095.371865 sec): 3 clusters Score: Raw -57087.204832 + Penalty 1514.581838 = -55572.622993 nChanged 528 SP:Iteration 1F (4095.468195 sec): 3 clusters Score: Raw -57676.955694 + Penalty 1514.581838 = -56162.373856 nChanged 164 SP:Iteration 2F (4095.544927 sec): 3 clusters Score: Raw -57884.082422 + Penalty 1514.581838 = -56369.500584 nChanged 87 SP:Iteration 3F (4095.630729 sec): 3 clusters Score: Raw -57969.273925 + Penalty 1514.581838 = -56454.692087 nChanged 55 SP:Iteration 4Q (4095.716368 sec): 3 clusters Score: Raw -58023.887779 + Penalty 1514.581838 = -56509.305941 nChanged 46 SP:Iteration 5Q (4095.806572 sec): 3 clusters Score: Raw -58071.043475 + Penalty 1514.581838 = -56556.461637 nChanged 40 SP:Iteration 6Q (4095.890102 sec): 3 clusters Score: Raw -58119.296364 + Penalty 1514.581838 = -56604.714525 nChanged 28 SP:Iteration 7Q (4095.975013 sec): 3 clusters Score: Raw -58156.721458 + Penalty 1514.581838 = -56642.139620 nChanged 24 SP:Iteration 8Q (4096.047416 sec): 3 clusters Score: Raw -58182.843006 + Penalty 1514.581838 = -56668.261168 nChanged 22 SP:Iteration 9Q (4096.143831 sec): 3 clusters Score: Raw -58211.092965 + Penalty 1514.581838 = -56696.511127 nChanged 20 SP:Iteration 10Q (4096.232409 sec): 3 clusters Score: Raw -58245.099668 + Penalty 1514.581838 = -56730.517830 nChanged 21 SP:Iteration 11Q (4096.312126 sec): 3 clusters Score: Raw -58263.976791 + Penalty 1514.581838 = -56749.394952 nChanged 12 SP:Iteration 12Q (4096.387470 sec): 3 clusters Score: Raw -58270.996039 + Penalty 1514.581838 = -56756.414201 nChanged 6 SP:Iteration 13Q (4096.493123 sec): 3 clusters Score: Raw -58275.652944 + Penalty 1514.581838 = -56761.071106 nChanged 10 SP:Iteration 14Q (4096.579894 sec): 3 clusters Score: Raw -58282.845686 + Penalty 1514.581838 = -56768.263847 nChanged 9 SP:Iteration 15Q (4096.651317 sec): 3 clusters Score: Raw -58290.945164 + Penalty 1514.581838 = -56776.363326 nChanged 9 SP:Iteration 16Q (4096.733890 sec): 3 clusters Score: Raw -58296.101799 + Penalty 1514.581838 = -56781.519961 nChanged 11 SP:Iteration 17Q (4096.824576 sec): 3 clusters Score: Raw -58300.688765 + Penalty 1514.581838 = -56786.106926 nChanged 7 SP:Iteration 18Q (4096.908913 sec): 3 clusters Score: Raw -58305.387357 + Penalty 1514.581838 = -56790.805519 nChanged 5 SP:Iteration 19Q (4096.994586 sec): 3 clusters Score: Raw -58308.435898 + Penalty 1514.581838 = -56793.854059 nChanged 6 SP:Iteration 20F (4097.085354 sec): 3 clusters Score: Raw -58311.631912 + Penalty 1514.581838 = -56797.050073 nChanged 5 SP:Iteration 21Q (4097.166615 sec): 3 clusters Score: Raw -58313.726263 + Penalty 1514.581838 = -56799.144425 nChanged 6 SP:Iteration 22Q (4097.256075 sec): 3 clusters Score: Raw -58317.242437 + Penalty 1514.581838 = -56802.660599 nChanged 2 SP:Iteration 23Q (4097.334982 sec): 3 clusters Score: Raw -58317.850129 + Penalty 1514.581838 = -56803.268291 nChanged 3 SP:Iteration 24Q (4097.420384 sec): 3 clusters Score: Raw -58318.880394 + Penalty 1514.581838 = -56804.298555 nChanged 2 SP:Iteration 25Q (4097.509818 sec): 3 clusters Score: Raw -58320.185891 + Penalty 1514.581838 = -56805.604053 nChanged 1 SP:Iteration 26Q (4097.595506 sec): 3 clusters Score: Raw -58320.689333 + Penalty 1514.581838 = -56806.107494 nChanged 1 SP:Iteration 27Q (4097.669150 sec): 3 clusters Score: Raw -58321.007561 + Penalty 1514.581838 = -56806.425722 nChanged 3 SP:Iteration 28Q (4097.740405 sec): 3 clusters Score: Raw -58324.891362 + Penalty 1514.581838 = -56810.309524 nChanged 10 SP:Iteration 29Q (4097.833366 sec): 3 clusters Score: Raw -58333.738795 + Penalty 1514.581838 = -56819.156957 nChanged 16 SP:Iteration 30Q (4097.909997 sec): 3 clusters Score: Raw -58354.497852 + Penalty 1514.581838 = -56839.916014 nChanged 20 SP:Iteration 31Q (4097.999638 sec): 3 clusters Score: Raw -58384.529885 + Penalty 1514.581838 = -56869.948047 nChanged 18 SP:Iteration 32Q (4098.102795 sec): 3 clusters Score: Raw -58413.181315 + Penalty 1514.581838 = -56898.599476 nChanged 19 SP:Iteration 33Q (4098.167867 sec): 3 clusters Score: Raw -58437.007262 + Penalty 1514.581838 = -56922.425423 nChanged 15 SP:Iteration 34Q (4098.256406 sec): 3 clusters Score: Raw -58451.910253 + Penalty 1514.581838 = -56937.328414 nChanged 9 SP:Iteration 35Q (4098.355045 sec): 3 clusters Score: Raw -58459.278203 + Penalty 1514.581838 = -56944.696365 nChanged 7 SP:Iteration 36Q (4098.438463 sec): 3 clusters Score: Raw -58465.351381 + Penalty 1514.581838 = -56950.769542 nChanged 4 SP:Iteration 37Q (4098.513911 sec): 3 clusters Score: Raw -58466.636766 + Penalty 1514.581838 = -56952.054927 nChanged 1 SP:Iteration 38Q (4098.589671 sec): 3 clusters Score: Raw -58467.245111 + Penalty 1514.581838 = -56952.663272 nChanged 0 SP:Iteration 39F (4098.683872 sec): 3 clusters Score: Raw -58467.245111 + Penalty 1514.581838 = -56952.663272 nChanged 0 Score: Raw -4222373.425840 + Penalty 22471.659320 = -4199901.766520 Splitting cluster 2 changes total score from -4200269.268584 to -4199901.766520 So it's not getting split. Trying to split cluster 3 (4334 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4100.196091 sec): 2 clusters Score: Raw -226461.374421 + Penalty 879.295849 = -225582.078572 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4100.288558 sec): 3 clusters Score: Raw -224088.482752 + Penalty 1758.591698 = -222329.891054 nChanged 1842 SP:Iteration 1F (4100.371839 sec): 3 clusters Score: Raw -225187.849187 + Penalty 1758.591698 = -223429.257488 nChanged 382 SP:Iteration 2F (4100.446906 sec): 3 clusters Score: Raw -225463.533851 + Penalty 1758.591698 = -223704.942152 nChanged 306 SP:Iteration 3F (4100.536832 sec): 3 clusters Score: Raw -225683.735665 + Penalty 1758.591698 = -223925.143966 nChanged 259 SP:Iteration 4F (4100.615874 sec): 3 clusters Score: Raw -225870.455318 + Penalty 1758.591698 = -224111.863620 nChanged 226 SP:Iteration 5F (4100.712610 sec): 3 clusters Score: Raw -226031.149328 + Penalty 1758.591698 = -224272.557630 nChanged 192 SP:Iteration 6Q (4100.807249 sec): 3 clusters Score: Raw -226155.231733 + Penalty 1758.591698 = -224396.640035 nChanged 159 SP:Iteration 7Q (4100.896183 sec): 3 clusters Score: Raw -226238.457606 + Penalty 1758.591698 = -224479.865907 nChanged 120 SP:Iteration 8Q (4100.976322 sec): 3 clusters Score: Raw -226305.097325 + Penalty 1758.591698 = -224546.505627 nChanged 104 SP:Iteration 9Q (4101.055190 sec): 3 clusters Score: Raw -226355.869473 + Penalty 1758.591698 = -224597.277774 nChanged 81 SP:Iteration 10Q (4101.136849 sec): 3 clusters Score: Raw -226387.653510 + Penalty 1758.591698 = -224629.061812 nChanged 57 SP:Iteration 11Q (4101.236727 sec): 3 clusters Score: Raw -226406.855602 + Penalty 1758.591698 = -224648.263904 nChanged 45 SP:Iteration 12Q (4101.315449 sec): 3 clusters Score: Raw -226423.466608 + Penalty 1758.591698 = -224664.874910 nChanged 45 SP:Iteration 13Q (4101.407922 sec): 3 clusters Score: Raw -226441.734355 + Penalty 1758.591698 = -224683.142657 nChanged 33 SP:Iteration 14Q (4101.499853 sec): 3 clusters Score: Raw -226455.854778 + Penalty 1758.591698 = -224697.263079 nChanged 36 SP:Iteration 15Q (4101.569435 sec): 3 clusters Score: Raw -226471.217493 + Penalty 1758.591698 = -224712.625795 nChanged 36 SP:Iteration 16Q (4101.660142 sec): 3 clusters Score: Raw -226486.292831 + Penalty 1758.591698 = -224727.701133 nChanged 28 SP:Iteration 17Q (4101.756857 sec): 3 clusters Score: Raw -226494.173433 + Penalty 1758.591698 = -224735.581735 nChanged 27 SP:Iteration 18Q (4101.847701 sec): 3 clusters Score: Raw -226503.961296 + Penalty 1758.591698 = -224745.369598 nChanged 26 SP:Iteration 19Q (4101.931510 sec): 3 clusters Score: Raw -226512.946942 + Penalty 1758.591698 = -224754.355244 nChanged 14 SP:Iteration 20F (4102.034661 sec): 3 clusters Score: Raw -226516.075580 + Penalty 1758.591698 = -224757.483882 nChanged 8 SP:Iteration 21Q (4102.128431 sec): 3 clusters Score: Raw -226517.583540 + Penalty 1758.591698 = -224758.991841 nChanged 5 SP:Iteration 22Q (4102.221244 sec): 3 clusters Score: Raw -226518.574809 + Penalty 1758.591698 = -224759.983111 nChanged 7 SP:Iteration 23Q (4102.296915 sec): 3 clusters Score: Raw -226519.654236 + Penalty 1758.591698 = -224761.062538 nChanged 4 SP:Iteration 24Q (4102.394091 sec): 3 clusters Score: Raw -226520.354606 + Penalty 1758.591698 = -224761.762908 nChanged 6 SP:Iteration 25Q (4102.461762 sec): 3 clusters Score: Raw -226520.847538 + Penalty 1758.591698 = -224762.255840 nChanged 4 SP:Iteration 26Q (4102.566472 sec): 3 clusters Score: Raw -226521.297573 + Penalty 1758.591698 = -224762.705875 nChanged 4 SP:Iteration 27Q (4102.634889 sec): 3 clusters Score: Raw -226522.084443 + Penalty 1758.591698 = -224763.492744 nChanged 6 SP:Iteration 28Q (4102.709236 sec): 3 clusters Score: Raw -226522.975447 + Penalty 1758.591698 = -224764.383749 nChanged 3 SP:Iteration 29Q (4102.804607 sec): 3 clusters Score: Raw -226523.408888 + Penalty 1758.591698 = -224764.817190 nChanged 4 SP:Iteration 30Q (4102.908621 sec): 3 clusters Score: Raw -226524.300745 + Penalty 1758.591698 = -224765.709047 nChanged 5 SP:Iteration 31Q (4103.020814 sec): 3 clusters Score: Raw -226524.976840 + Penalty 1758.591698 = -224766.385142 nChanged 0 SP:Iteration 32F (4103.139323 sec): 3 clusters Score: Raw -226524.976840 + Penalty 1758.591698 = -224766.385142 nChanged 0 Trying to split cluster 4 (1973 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4103.212486 sec): 2 clusters Score: Raw -96034.255687 + Penalty 796.667603 = -95237.588084 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4103.291904 sec): 3 clusters Score: Raw -95128.386712 + Penalty 1593.335206 = -93535.051506 nChanged 770 SP:Iteration 1F (4103.395958 sec): 3 clusters Score: Raw -95908.469839 + Penalty 1593.335206 = -94315.134633 nChanged 234 SP:Iteration 2F (4103.506853 sec): 3 clusters Score: Raw -96230.192341 + Penalty 1593.335206 = -94636.857134 nChanged 153 SP:Iteration 3F (4103.586879 sec): 3 clusters Score: Raw -96433.175002 + Penalty 1593.335206 = -94839.839796 nChanged 109 SP:Iteration 4F (4103.697472 sec): 3 clusters Score: Raw -96547.795466 + Penalty 1593.335206 = -94954.460260 nChanged 74 SP:Iteration 5Q (4103.802550 sec): 3 clusters Score: Raw -96623.533509 + Penalty 1593.335206 = -95030.198302 nChanged 54 SP:Iteration 6Q (4103.914522 sec): 3 clusters Score: Raw -96665.011193 + Penalty 1593.335206 = -95071.675986 nChanged 33 SP:Iteration 7Q (4103.992468 sec): 3 clusters Score: Raw -96687.221872 + Penalty 1593.335206 = -95093.886666 nChanged 33 SP:Iteration 8Q (4104.122897 sec): 3 clusters Score: Raw -96710.370262 + Penalty 1593.335206 = -95117.035055 nChanged 22 SP:Iteration 9Q (4104.204913 sec): 3 clusters Score: Raw -96718.463986 + Penalty 1593.335206 = -95125.128780 nChanged 17 SP:Iteration 10Q (4104.295049 sec): 3 clusters Score: Raw -96726.612502 + Penalty 1593.335206 = -95133.277296 nChanged 12 SP:Iteration 11Q (4104.374658 sec): 3 clusters Score: Raw -96732.555568 + Penalty 1593.335206 = -95139.220362 nChanged 12 SP:Iteration 12Q (4104.442030 sec): 3 clusters Score: Raw -96739.211648 + Penalty 1593.335206 = -95145.876442 nChanged 10 SP:Iteration 13Q (4104.544569 sec): 3 clusters Score: Raw -96743.969442 + Penalty 1593.335206 = -95150.634236 nChanged 6 SP:Iteration 14Q (4104.609272 sec): 3 clusters Score: Raw -96746.285240 + Penalty 1593.335206 = -95152.950034 nChanged 3 SP:Iteration 15Q (4104.699077 sec): 3 clusters Score: Raw -96747.430853 + Penalty 1593.335206 = -95154.095647 nChanged 1 SP:Iteration 16Q (4104.781192 sec): 3 clusters Score: Raw -96747.511442 + Penalty 1593.335206 = -95154.176235 nChanged 0 SP:Iteration 17F (4104.863995 sec): 3 clusters Score: Raw -96747.511442 + Penalty 1593.335206 = -95154.176235 nChanged 0 Trying to split cluster 5 (865 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4104.907834 sec): 2 clusters Score: Raw -41670.714177 + Penalty 710.086598 = -40960.627578 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4104.979923 sec): 3 clusters Score: Raw -41346.866419 + Penalty 1420.173196 = -39926.693223 nChanged 278 SP:Iteration 1F (4105.078157 sec): 3 clusters Score: Raw -41592.043109 + Penalty 1420.173196 = -40171.869912 nChanged 85 SP:Iteration 2F (4105.162025 sec): 3 clusters Score: Raw -41705.718513 + Penalty 1420.173196 = -40285.545317 nChanged 62 SP:Iteration 3F (4105.246211 sec): 3 clusters Score: Raw -41792.585629 + Penalty 1420.173196 = -40372.412433 nChanged 47 SP:Iteration 4F (4105.329447 sec): 3 clusters Score: Raw -41863.169610 + Penalty 1420.173196 = -40442.996413 nChanged 35 SP:Iteration 5Q (4105.417306 sec): 3 clusters Score: Raw -41916.834296 + Penalty 1420.173196 = -40496.661100 nChanged 29 SP:Iteration 6Q (4105.496004 sec): 3 clusters Score: Raw -41953.047346 + Penalty 1420.173196 = -40532.874149 nChanged 25 SP:Iteration 7Q (4105.583557 sec): 3 clusters Score: Raw -41986.239979 + Penalty 1420.173196 = -40566.066783 nChanged 26 SP:Iteration 8Q (4105.655454 sec): 3 clusters Score: Raw -42026.793375 + Penalty 1420.173196 = -40606.620179 nChanged 28 SP:Iteration 9Q (4105.725210 sec): 3 clusters Score: Raw -42067.191002 + Penalty 1420.173196 = -40647.017806 nChanged 19 SP:Iteration 10Q (4105.808995 sec): 3 clusters Score: Raw -42093.820113 + Penalty 1420.173196 = -40673.646917 nChanged 15 SP:Iteration 11Q (4105.901157 sec): 3 clusters Score: Raw -42113.008295 + Penalty 1420.173196 = -40692.835098 nChanged 16 SP:Iteration 12Q (4105.991177 sec): 3 clusters Score: Raw -42129.680241 + Penalty 1420.173196 = -40709.507044 nChanged 12 SP:Iteration 13Q (4106.058716 sec): 3 clusters Score: Raw -42150.168384 + Penalty 1420.173196 = -40729.995188 nChanged 14 SP:Iteration 14Q (4106.149313 sec): 3 clusters Score: Raw -42167.265637 + Penalty 1420.173196 = -40747.092441 nChanged 16 SP:Iteration 15Q (4106.245600 sec): 3 clusters Score: Raw -42192.460538 + Penalty 1420.173196 = -40772.287342 nChanged 14 SP:Iteration 16Q (4106.320198 sec): 3 clusters Score: Raw -42207.963478 + Penalty 1420.173196 = -40787.790282 nChanged 6 SP:Iteration 17Q (4106.398178 sec): 3 clusters Score: Raw -42215.304682 + Penalty 1420.173196 = -40795.131485 nChanged 4 SP:Iteration 18Q (4106.501972 sec): 3 clusters Score: Raw -42219.636775 + Penalty 1420.173196 = -40799.463578 nChanged 3 SP:Iteration 19Q (4106.579230 sec): 3 clusters Score: Raw -42222.808538 + Penalty 1420.173196 = -40802.635341 nChanged 4 SP:Iteration 20F (4106.649734 sec): 3 clusters Score: Raw -42226.091865 + Penalty 1420.173196 = -40805.918668 nChanged 2 SP:Iteration 21Q (4106.739119 sec): 3 clusters Score: Raw -42228.055536 + Penalty 1420.173196 = -40807.882340 nChanged 4 SP:Iteration 22Q (4106.812651 sec): 3 clusters Score: Raw -42229.809974 + Penalty 1420.173196 = -40809.636777 nChanged 2 SP:Iteration 23Q (4106.910058 sec): 3 clusters Score: Raw -42231.417237 + Penalty 1420.173196 = -40811.244041 nChanged 3 SP:Iteration 24Q (4106.986390 sec): 3 clusters Score: Raw -42235.754213 + Penalty 1420.173196 = -40815.581016 nChanged 2 SP:Iteration 25Q (4107.061525 sec): 3 clusters Score: Raw -42236.535661 + Penalty 1420.173196 = -40816.362464 nChanged 1 SP:Iteration 26Q (4107.141467 sec): 3 clusters Score: Raw -42236.682488 + Penalty 1420.173196 = -40816.509291 nChanged 0 SP:Iteration 27F (4107.214270 sec): 3 clusters Score: Raw -42236.682488 + Penalty 1420.173196 = -40816.509291 nChanged 0 Trying to split cluster 6 (2772 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4107.280314 sec): 2 clusters Score: Raw -169585.625381 + Penalty 832.369058 = -168753.256323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4107.363759 sec): 3 clusters Score: Raw -168192.167157 + Penalty 1664.738116 = -166527.429041 nChanged 1117 SP:Iteration 1F (4107.453596 sec): 3 clusters Score: Raw -168872.930119 + Penalty 1664.738116 = -167208.192003 nChanged 265 SP:Iteration 2F (4107.552189 sec): 3 clusters Score: Raw -169050.896444 + Penalty 1664.738116 = -167386.158328 nChanged 164 SP:Iteration 3F (4107.616241 sec): 3 clusters Score: Raw -169149.751469 + Penalty 1664.738116 = -167485.013353 nChanged 126 SP:Iteration 4Q (4107.701936 sec): 3 clusters Score: Raw -169242.230084 + Penalty 1664.738116 = -167577.491968 nChanged 119 SP:Iteration 5Q (4107.795187 sec): 3 clusters Score: Raw -169321.763249 + Penalty 1664.738116 = -167657.025134 nChanged 118 SP:Iteration 6Q (4107.881560 sec): 3 clusters Score: Raw -169419.067346 + Penalty 1664.738116 = -167754.329230 nChanged 111 SP:Iteration 7Q (4107.952324 sec): 3 clusters Score: Raw -169500.964077 + Penalty 1664.738116 = -167836.225961 nChanged 89 SP:Iteration 8Q (4108.039123 sec): 3 clusters Score: Raw -169563.095477 + Penalty 1664.738116 = -167898.357362 nChanged 86 SP:Iteration 9Q (4108.111853 sec): 3 clusters Score: Raw -169615.666077 + Penalty 1664.738116 = -167950.927962 nChanged 68 SP:Iteration 10Q (4108.192284 sec): 3 clusters Score: Raw -169649.179670 + Penalty 1664.738116 = -167984.441554 nChanged 59 SP:Iteration 11Q (4108.291156 sec): 3 clusters Score: Raw -169673.075397 + Penalty 1664.738116 = -168008.337281 nChanged 40 SP:Iteration 12Q (4108.381362 sec): 3 clusters Score: Raw -169691.909104 + Penalty 1664.738116 = -168027.170988 nChanged 47 SP:Iteration 13Q (4108.453246 sec): 3 clusters Score: Raw -169710.098861 + Penalty 1664.738116 = -168045.360746 nChanged 32 SP:Iteration 14Q (4108.536292 sec): 3 clusters Score: Raw -169723.190345 + Penalty 1664.738116 = -168058.452229 nChanged 33 SP:Iteration 15Q (4108.634285 sec): 3 clusters Score: Raw -169733.513851 + Penalty 1664.738116 = -168068.775735 nChanged 25 SP:Iteration 16Q (4108.714710 sec): 3 clusters Score: Raw -169742.261061 + Penalty 1664.738116 = -168077.522946 nChanged 21 SP:Iteration 17Q (4108.825690 sec): 3 clusters Score: Raw -169750.028585 + Penalty 1664.738116 = -168085.290470 nChanged 21 SP:Iteration 18Q (4108.901634 sec): 3 clusters Score: Raw -169757.231735 + Penalty 1664.738116 = -168092.493619 nChanged 22 SP:Iteration 19Q (4108.976080 sec): 3 clusters Score: Raw -169764.508668 + Penalty 1664.738116 = -168099.770553 nChanged 23 SP:Iteration 20F (4109.052522 sec): 3 clusters Score: Raw -169771.844622 + Penalty 1664.738116 = -168107.106506 nChanged 18 SP:Iteration 21Q (4109.135692 sec): 3 clusters Score: Raw -169778.461724 + Penalty 1664.738116 = -168113.723609 nChanged 16 SP:Iteration 22Q (4109.239725 sec): 3 clusters Score: Raw -169784.663762 + Penalty 1664.738116 = -168119.925646 nChanged 16 SP:Iteration 23Q (4109.345348 sec): 3 clusters Score: Raw -169791.356822 + Penalty 1664.738116 = -168126.618707 nChanged 15 SP:Iteration 24Q (4109.453753 sec): 3 clusters Score: Raw -169795.434226 + Penalty 1664.738116 = -168130.696111 nChanged 12 SP:Iteration 25Q (4109.536193 sec): 3 clusters Score: Raw -169799.226889 + Penalty 1664.738116 = -168134.488773 nChanged 16 SP:Iteration 26Q (4109.616723 sec): 3 clusters Score: Raw -169803.478452 + Penalty 1664.738116 = -168138.740336 nChanged 15 SP:Iteration 27Q (4109.729135 sec): 3 clusters Score: Raw -169805.989430 + Penalty 1664.738116 = -168141.251314 nChanged 7 SP:Iteration 28Q (4109.816443 sec): 3 clusters Score: Raw -169807.111962 + Penalty 1664.738116 = -168142.373846 nChanged 9 SP:Iteration 29Q (4109.930164 sec): 3 clusters Score: Raw -169809.565169 + Penalty 1664.738116 = -168144.827053 nChanged 13 SP:Iteration 30Q (4110.008502 sec): 3 clusters Score: Raw -169814.274930 + Penalty 1664.738116 = -168149.536814 nChanged 12 SP:Iteration 31Q (4110.119135 sec): 3 clusters Score: Raw -169817.150935 + Penalty 1664.738116 = -168152.412820 nChanged 13 SP:Iteration 32Q (4110.192600 sec): 3 clusters Score: Raw -169820.729901 + Penalty 1664.738116 = -168155.991785 nChanged 7 SP:Iteration 33Q (4110.297368 sec): 3 clusters Score: Raw -169823.382718 + Penalty 1664.738116 = -168158.644602 nChanged 10 SP:Iteration 34Q (4110.382991 sec): 3 clusters Score: Raw -169825.805048 + Penalty 1664.738116 = -168161.066932 nChanged 4 SP:Iteration 35Q (4110.479617 sec): 3 clusters Score: Raw -169826.234119 + Penalty 1664.738116 = -168161.496004 nChanged 2 SP:Iteration 36Q (4110.579898 sec): 3 clusters Score: Raw -169826.760994 + Penalty 1664.738116 = -168162.022878 nChanged 1 SP:Iteration 37Q (4110.702058 sec): 3 clusters Score: Raw -169827.570627 + Penalty 1664.738116 = -168162.832511 nChanged 6 SP:Iteration 38Q (4110.794285 sec): 3 clusters Score: Raw -169829.439107 + Penalty 1664.738116 = -168164.700992 nChanged 2 SP:Iteration 39Q (4110.883517 sec): 3 clusters Score: Raw -169830.123841 + Penalty 1664.738116 = -168165.385726 nChanged 3 SP:Iteration 40F (4110.973704 sec): 3 clusters Score: Raw -169830.672934 + Penalty 1664.738116 = -168165.934818 nChanged 3 SP:Iteration 41Q (4111.056122 sec): 3 clusters Score: Raw -169831.359087 + Penalty 1664.738116 = -168166.620971 nChanged 4 SP:Iteration 42Q (4111.125816 sec): 3 clusters Score: Raw -169832.415566 + Penalty 1664.738116 = -168167.677450 nChanged 5 SP:Iteration 43Q (4111.216743 sec): 3 clusters Score: Raw -169834.173374 + Penalty 1664.738116 = -168169.435259 nChanged 8 SP:Iteration 44Q (4111.315665 sec): 3 clusters Score: Raw -169835.418327 + Penalty 1664.738116 = -168170.680211 nChanged 2 SP:Iteration 45Q (4111.395105 sec): 3 clusters Score: Raw -169835.678599 + Penalty 1664.738116 = -168170.940484 nChanged 1 SP:Iteration 46Q (4111.465773 sec): 3 clusters Score: Raw -169835.820281 + Penalty 1664.738116 = -168171.082165 nChanged 1 SP:Iteration 47Q (4111.554637 sec): 3 clusters Score: Raw -169835.871602 + Penalty 1664.738116 = -168171.133486 nChanged 0 SP:Iteration 48F (4111.648985 sec): 3 clusters Score: Raw -169835.871602 + Penalty 1664.738116 = -168171.133486 nChanged 0 Trying to split cluster 7 (5633 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4111.699270 sec): 2 clusters Score: Raw -330274.814339 + Penalty 906.821731 = -329367.992608 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4111.793754 sec): 3 clusters Score: Raw -327100.670578 + Penalty 1813.643462 = -325287.027116 nChanged 2431 SP:Iteration 1F (4111.860971 sec): 3 clusters Score: Raw -328417.454902 + Penalty 1813.643462 = -326603.811440 nChanged 371 SP:Iteration 2F (4111.973937 sec): 3 clusters Score: Raw -328622.581709 + Penalty 1813.643462 = -326808.938247 nChanged 343 SP:Iteration 3F (4112.040476 sec): 3 clusters Score: Raw -328806.080287 + Penalty 1813.643462 = -326992.436825 nChanged 300 SP:Iteration 4F (4112.129885 sec): 3 clusters Score: Raw -328976.229396 + Penalty 1813.643462 = -327162.585934 nChanged 289 SP:Iteration 5F (4112.229884 sec): 3 clusters Score: Raw -329130.772647 + Penalty 1813.643462 = -327317.129184 nChanged 275 SP:Iteration 6Q (4112.302891 sec): 3 clusters Score: Raw -329291.986536 + Penalty 1813.643462 = -327478.343074 nChanged 265 SP:Iteration 7Q (4112.394297 sec): 3 clusters Score: Raw -329465.073051 + Penalty 1813.643462 = -327651.429589 nChanged 279 SP:Iteration 8Q (4112.480797 sec): 3 clusters Score: Raw -329652.984924 + Penalty 1813.643462 = -327839.341462 nChanged 259 SP:Iteration 9Q (4112.574039 sec): 3 clusters Score: Raw -329843.011072 + Penalty 1813.643462 = -328029.367610 nChanged 231 SP:Iteration 10Q (4112.666234 sec): 3 clusters Score: Raw -330007.150642 + Penalty 1813.643462 = -328193.507180 nChanged 194 SP:Iteration 11Q (4112.738804 sec): 3 clusters Score: Raw -330140.691544 + Penalty 1813.643462 = -328327.048082 nChanged 170 SP:Iteration 12Q (4112.843827 sec): 3 clusters Score: Raw -330248.293149 + Penalty 1813.643462 = -328434.649687 nChanged 136 SP:Iteration 13Q (4112.913392 sec): 3 clusters Score: Raw -330327.206696 + Penalty 1813.643462 = -328513.563234 nChanged 95 SP:Iteration 14Q (4113.000819 sec): 3 clusters Score: Raw -330375.928013 + Penalty 1813.643462 = -328562.284551 nChanged 64 SP:Iteration 15Q (4113.091555 sec): 3 clusters Score: Raw -330402.741385 + Penalty 1813.643462 = -328589.097923 nChanged 50 SP:Iteration 16Q (4113.186667 sec): 3 clusters Score: Raw -330419.312213 + Penalty 1813.643462 = -328605.668751 nChanged 50 SP:Iteration 17Q (4113.266770 sec): 3 clusters Score: Raw -330435.261572 + Penalty 1813.643462 = -328621.618110 nChanged 39 SP:Iteration 18Q (4113.356655 sec): 3 clusters Score: Raw -330446.946659 + Penalty 1813.643462 = -328633.303197 nChanged 37 SP:Iteration 19Q (4113.448201 sec): 3 clusters Score: Raw -330458.459211 + Penalty 1813.643462 = -328644.815749 nChanged 35 SP:Iteration 20F (4113.535693 sec): 3 clusters Score: Raw -330469.206103 + Penalty 1813.643462 = -328655.562641 nChanged 39 SP:Iteration 21Q (4113.612395 sec): 3 clusters Score: Raw -330479.876788 + Penalty 1813.643462 = -328666.233326 nChanged 28 SP:Iteration 22Q (4113.702343 sec): 3 clusters Score: Raw -330490.227819 + Penalty 1813.643462 = -328676.584356 nChanged 29 SP:Iteration 23Q (4113.784727 sec): 3 clusters Score: Raw -330498.291151 + Penalty 1813.643462 = -328684.647689 nChanged 24 SP:Iteration 24Q (4113.887932 sec): 3 clusters Score: Raw -330503.477039 + Penalty 1813.643462 = -328689.833576 nChanged 22 SP:Iteration 25Q (4113.979686 sec): 3 clusters Score: Raw -330510.173828 + Penalty 1813.643462 = -328696.530366 nChanged 27 SP:Iteration 26Q (4114.066497 sec): 3 clusters Score: Raw -330517.442273 + Penalty 1813.643462 = -328703.798811 nChanged 23 SP:Iteration 27Q (4114.151090 sec): 3 clusters Score: Raw -330522.795685 + Penalty 1813.643462 = -328709.152222 nChanged 10 SP:Iteration 28Q (4114.230561 sec): 3 clusters Score: Raw -330524.555578 + Penalty 1813.643462 = -328710.912116 nChanged 11 SP:Iteration 29Q (4114.325872 sec): 3 clusters Score: Raw -330526.772833 + Penalty 1813.643462 = -328713.129371 nChanged 7 SP:Iteration 30Q (4114.400061 sec): 3 clusters Score: Raw -330527.743379 + Penalty 1813.643462 = -328714.099917 nChanged 5 SP:Iteration 31Q (4114.504004 sec): 3 clusters Score: Raw -330528.426628 + Penalty 1813.643462 = -328714.783166 nChanged 3 SP:Iteration 32Q (4114.585756 sec): 3 clusters Score: Raw -330528.875706 + Penalty 1813.643462 = -328715.232244 nChanged 3 SP:Iteration 33Q (4114.676762 sec): 3 clusters Score: Raw -330529.195429 + Penalty 1813.643462 = -328715.551967 nChanged 2 SP:Iteration 34Q (4114.755600 sec): 3 clusters Score: Raw -330529.357919 + Penalty 1813.643462 = -328715.714457 nChanged 1 SP:Iteration 35Q (4114.851837 sec): 3 clusters Score: Raw -330529.666690 + Penalty 1813.643462 = -328716.023228 nChanged 3 SP:Iteration 36Q (4114.930895 sec): 3 clusters Score: Raw -330530.222169 + Penalty 1813.643462 = -328716.578707 nChanged 1 SP:Iteration 37Q (4115.021084 sec): 3 clusters Score: Raw -330530.426145 + Penalty 1813.643462 = -328716.782683 nChanged 0 SP:Iteration 38F (4115.124120 sec): 3 clusters Score: Raw -330530.426145 + Penalty 1813.643462 = -328716.782683 nChanged 0 Trying to split cluster 8 (1444 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4115.185757 sec): 2 clusters Score: Raw -55680.881602 + Penalty 763.893094 = -54916.988508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4115.253858 sec): 3 clusters Score: Raw -55140.249068 + Penalty 1527.786187 = -53612.462881 nChanged 550 SP:Iteration 1F (4115.348675 sec): 3 clusters Score: Raw -55790.512419 + Penalty 1527.786187 = -54262.726232 nChanged 187 SP:Iteration 2F (4115.441907 sec): 3 clusters Score: Raw -56025.745603 + Penalty 1527.786187 = -54497.959415 nChanged 108 SP:Iteration 3F (4115.539145 sec): 3 clusters Score: Raw -56149.276530 + Penalty 1527.786187 = -54621.490343 nChanged 56 SP:Iteration 4Q (4115.624313 sec): 3 clusters Score: Raw -56199.028231 + Penalty 1527.786187 = -54671.242044 nChanged 28 SP:Iteration 5Q (4115.694662 sec): 3 clusters Score: Raw -56220.312623 + Penalty 1527.786187 = -54692.526436 nChanged 21 SP:Iteration 6Q (4115.807623 sec): 3 clusters Score: Raw -56243.698586 + Penalty 1527.786187 = -54715.912399 nChanged 23 SP:Iteration 7Q (4115.890246 sec): 3 clusters Score: Raw -56267.492073 + Penalty 1527.786187 = -54739.705886 nChanged 16 SP:Iteration 8Q (4115.955532 sec): 3 clusters Score: Raw -56288.218293 + Penalty 1527.786187 = -54760.432105 nChanged 16 SP:Iteration 9Q (4116.062202 sec): 3 clusters Score: Raw -56298.143388 + Penalty 1527.786187 = -54770.357201 nChanged 7 SP:Iteration 10Q (4116.160499 sec): 3 clusters Score: Raw -56303.162508 + Penalty 1527.786187 = -54775.376321 nChanged 5 SP:Iteration 11Q (4116.258411 sec): 3 clusters Score: Raw -56308.249550 + Penalty 1527.786187 = -54780.463363 nChanged 3 SP:Iteration 12Q (4116.352303 sec): 3 clusters Score: Raw -56313.344439 + Penalty 1527.786187 = -54785.558252 nChanged 3 SP:Iteration 13Q (4116.468376 sec): 3 clusters Score: Raw -56315.775895 + Penalty 1527.786187 = -54787.989708 nChanged 4 SP:Iteration 14Q (4116.580747 sec): 3 clusters Score: Raw -56323.571539 + Penalty 1527.786187 = -54795.785351 nChanged 8 SP:Iteration 15Q (4116.672533 sec): 3 clusters Score: Raw -56327.773525 + Penalty 1527.786187 = -54799.987338 nChanged 0 SP:Iteration 16F (4116.762227 sec): 3 clusters Score: Raw -56327.773525 + Penalty 1527.786187 = -54799.987338 nChanged 0 Trying to split cluster 9 (2866 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4116.815443 sec): 2 clusters Score: Raw -136904.516946 + Penalty 835.870624 = -136068.646322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4116.890395 sec): 3 clusters Score: Raw -135495.707178 + Penalty 1671.741248 = -133823.965930 nChanged 1153 SP:Iteration 1F (4116.986039 sec): 3 clusters Score: Raw -136200.066835 + Penalty 1671.741248 = -134528.325587 nChanged 238 SP:Iteration 2F (4117.069115 sec): 3 clusters Score: Raw -136393.079569 + Penalty 1671.741248 = -134721.338321 nChanged 191 SP:Iteration 3F (4117.140963 sec): 3 clusters Score: Raw -136576.019366 + Penalty 1671.741248 = -134904.278118 nChanged 176 SP:Iteration 4F (4117.229320 sec): 3 clusters Score: Raw -136767.798471 + Penalty 1671.741248 = -135096.057223 nChanged 173 SP:Iteration 5F (4117.305966 sec): 3 clusters Score: Raw -136915.089041 + Penalty 1671.741248 = -135243.347793 nChanged 117 SP:Iteration 6Q (4117.399422 sec): 3 clusters Score: Raw -137018.135964 + Penalty 1671.741248 = -135346.394716 nChanged 100 SP:Iteration 7Q (4117.488144 sec): 3 clusters Score: Raw -137098.991547 + Penalty 1671.741248 = -135427.250300 nChanged 104 SP:Iteration 8Q (4117.585430 sec): 3 clusters Score: Raw -137176.723112 + Penalty 1671.741248 = -135504.981864 nChanged 88 SP:Iteration 9Q (4117.662700 sec): 3 clusters Score: Raw -137237.930420 + Penalty 1671.741248 = -135566.189172 nChanged 68 SP:Iteration 10Q (4117.744223 sec): 3 clusters Score: Raw -137279.822492 + Penalty 1671.741248 = -135608.081244 nChanged 47 SP:Iteration 11Q (4117.838357 sec): 3 clusters Score: Raw -137305.054336 + Penalty 1671.741248 = -135633.313088 nChanged 51 SP:Iteration 12Q (4117.919804 sec): 3 clusters Score: Raw -137334.417365 + Penalty 1671.741248 = -135662.676117 nChanged 51 SP:Iteration 13Q (4118.012862 sec): 3 clusters Score: Raw -137371.062717 + Penalty 1671.741248 = -135699.321470 nChanged 56 SP:Iteration 14Q (4118.082532 sec): 3 clusters Score: Raw -137411.570337 + Penalty 1671.741248 = -135739.829089 nChanged 53 SP:Iteration 15Q (4118.170175 sec): 3 clusters Score: Raw -137451.801844 + Penalty 1671.741248 = -135780.060597 nChanged 47 SP:Iteration 16Q (4118.266026 sec): 3 clusters Score: Raw -137485.213127 + Penalty 1671.741248 = -135813.471879 nChanged 43 SP:Iteration 17Q (4118.352467 sec): 3 clusters Score: Raw -137513.095852 + Penalty 1671.741248 = -135841.354604 nChanged 29 SP:Iteration 18Q (4118.425585 sec): 3 clusters Score: Raw -137531.887464 + Penalty 1671.741248 = -135860.146216 nChanged 29 SP:Iteration 19Q (4118.510963 sec): 3 clusters Score: Raw -137547.321808 + Penalty 1671.741248 = -135875.580560 nChanged 24 SP:Iteration 20F (4118.598455 sec): 3 clusters Score: Raw -137558.305389 + Penalty 1671.741248 = -135886.564141 nChanged 22 SP:Iteration 21Q (4118.684933 sec): 3 clusters Score: Raw -137568.860606 + Penalty 1671.741248 = -135897.119358 nChanged 15 SP:Iteration 22Q (4118.772170 sec): 3 clusters Score: Raw -137576.316702 + Penalty 1671.741248 = -135904.575454 nChanged 15 SP:Iteration 23Q (4118.864233 sec): 3 clusters Score: Raw -137581.760659 + Penalty 1671.741248 = -135910.019411 nChanged 4 SP:Iteration 24Q (4118.937031 sec): 3 clusters Score: Raw -137583.382231 + Penalty 1671.741248 = -135911.640983 nChanged 3 SP:Iteration 25Q (4119.030301 sec): 3 clusters Score: Raw -137584.105798 + Penalty 1671.741248 = -135912.364550 nChanged 1 SP:Iteration 26Q (4119.127871 sec): 3 clusters Score: Raw -137584.192541 + Penalty 1671.741248 = -135912.451293 nChanged 0 SP:Iteration 27F (4119.215913 sec): 3 clusters Score: Raw -137584.192541 + Penalty 1671.741248 = -135912.451293 nChanged 0 Trying to split cluster 10 (3154 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4119.264527 sec): 2 clusters Score: Raw -161593.791583 + Penalty 845.924811 = -160747.866772 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4119.341244 sec): 3 clusters Score: Raw -159974.844357 + Penalty 1691.849621 = -158282.994736 nChanged 1293 SP:Iteration 1F (4119.429289 sec): 3 clusters Score: Raw -160817.979114 + Penalty 1691.849621 = -159126.129492 nChanged 250 SP:Iteration 2F (4119.509940 sec): 3 clusters Score: Raw -160984.476314 + Penalty 1691.849621 = -159292.626693 nChanged 184 SP:Iteration 3F (4119.599495 sec): 3 clusters Score: Raw -161098.086133 + Penalty 1691.849621 = -159406.236512 nChanged 143 SP:Iteration 4Q (4119.674757 sec): 3 clusters Score: Raw -161187.767149 + Penalty 1691.849621 = -159495.917527 nChanged 128 SP:Iteration 5Q (4119.764550 sec): 3 clusters Score: Raw -161261.087849 + Penalty 1691.849621 = -159569.238228 nChanged 108 SP:Iteration 6Q (4119.843712 sec): 3 clusters Score: Raw -161316.248468 + Penalty 1691.849621 = -159624.398846 nChanged 89 SP:Iteration 7Q (4119.929822 sec): 3 clusters Score: Raw -161365.019093 + Penalty 1691.849621 = -159673.169472 nChanged 88 SP:Iteration 8Q (4120.009203 sec): 3 clusters Score: Raw -161418.736509 + Penalty 1691.849621 = -159726.886888 nChanged 106 SP:Iteration 9Q (4120.083906 sec): 3 clusters Score: Raw -161486.012949 + Penalty 1691.849621 = -159794.163328 nChanged 112 SP:Iteration 10Q (4120.179850 sec): 3 clusters Score: Raw -161554.253480 + Penalty 1691.849621 = -159862.403859 nChanged 98 SP:Iteration 11Q (4120.271188 sec): 3 clusters Score: Raw -161613.305437 + Penalty 1691.849621 = -159921.455815 nChanged 118 SP:Iteration 12Q (4120.339886 sec): 3 clusters Score: Raw -161683.987490 + Penalty 1691.849621 = -159992.137868 nChanged 99 SP:Iteration 13Q (4120.423989 sec): 3 clusters Score: Raw -161739.276039 + Penalty 1691.849621 = -160047.426418 nChanged 81 SP:Iteration 14Q (4120.518095 sec): 3 clusters Score: Raw -161776.772458 + Penalty 1691.849621 = -160084.922837 nChanged 55 SP:Iteration 15Q (4120.590154 sec): 3 clusters Score: Raw -161799.383953 + Penalty 1691.849621 = -160107.534332 nChanged 46 SP:Iteration 16Q (4120.688235 sec): 3 clusters Score: Raw -161817.681051 + Penalty 1691.849621 = -160125.831430 nChanged 38 SP:Iteration 17Q (4120.775447 sec): 3 clusters Score: Raw -161835.806058 + Penalty 1691.849621 = -160143.956437 nChanged 45 SP:Iteration 18Q (4120.861469 sec): 3 clusters Score: Raw -161857.564510 + Penalty 1691.849621 = -160165.714888 nChanged 41 SP:Iteration 19Q (4120.953630 sec): 3 clusters Score: Raw -161875.503385 + Penalty 1691.849621 = -160183.653763 nChanged 35 SP:Iteration 20F (4121.051646 sec): 3 clusters Score: Raw -161888.439567 + Penalty 1691.849621 = -160196.589946 nChanged 28 SP:Iteration 21Q (4121.133242 sec): 3 clusters Score: Raw -161897.992741 + Penalty 1691.849621 = -160206.143120 nChanged 25 SP:Iteration 22Q (4121.202226 sec): 3 clusters Score: Raw -161906.414943 + Penalty 1691.849621 = -160214.565322 nChanged 21 SP:Iteration 23Q (4121.314446 sec): 3 clusters Score: Raw -161913.195149 + Penalty 1691.849621 = -160221.345527 nChanged 16 SP:Iteration 24Q (4121.419845 sec): 3 clusters Score: Raw -161918.634062 + Penalty 1691.849621 = -160226.784441 nChanged 21 SP:Iteration 25Q (4121.534161 sec): 3 clusters Score: Raw -161925.041114 + Penalty 1691.849621 = -160233.191493 nChanged 13 SP:Iteration 26Q (4121.626071 sec): 3 clusters Score: Raw -161929.482846 + Penalty 1691.849621 = -160237.633225 nChanged 6 SP:Iteration 27Q (4121.711163 sec): 3 clusters Score: Raw -161931.752166 + Penalty 1691.849621 = -160239.902545 nChanged 6 SP:Iteration 28Q (4121.790334 sec): 3 clusters Score: Raw -161933.635414 + Penalty 1691.849621 = -160241.785792 nChanged 5 SP:Iteration 29Q (4121.909523 sec): 3 clusters Score: Raw -161935.215191 + Penalty 1691.849621 = -160243.365570 nChanged 4 SP:Iteration 30Q (4122.005990 sec): 3 clusters Score: Raw -161936.742449 + Penalty 1691.849621 = -160244.892828 nChanged 4 SP:Iteration 31Q (4122.076786 sec): 3 clusters Score: Raw -161937.282634 + Penalty 1691.849621 = -160245.433013 nChanged 0 SP:Iteration 32F (4122.172789 sec): 3 clusters Score: Raw -161937.282634 + Penalty 1691.849621 = -160245.433013 nChanged 0 Trying to split cluster 11 (2912 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4122.234272 sec): 2 clusters Score: Raw -169462.845160 + Penalty 837.542518 = -168625.302642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4122.333070 sec): 3 clusters Score: Raw -167926.344113 + Penalty 1675.085036 = -166251.259077 nChanged 1187 SP:Iteration 1F (4122.426127 sec): 3 clusters Score: Raw -168660.881242 + Penalty 1675.085036 = -166985.796206 nChanged 268 SP:Iteration 2F (4122.511759 sec): 3 clusters Score: Raw -168862.732530 + Penalty 1675.085036 = -167187.647494 nChanged 215 SP:Iteration 3F (4122.607211 sec): 3 clusters Score: Raw -169012.420367 + Penalty 1675.085036 = -167337.335331 nChanged 173 SP:Iteration 4F (4122.711790 sec): 3 clusters Score: Raw -169138.412406 + Penalty 1675.085036 = -167463.327370 nChanged 124 SP:Iteration 5Q (4122.801648 sec): 3 clusters Score: Raw -169229.854545 + Penalty 1675.085036 = -167554.769509 nChanged 125 SP:Iteration 6Q (4122.879561 sec): 3 clusters Score: Raw -169319.035670 + Penalty 1675.085036 = -167643.950634 nChanged 103 SP:Iteration 7Q (4122.972765 sec): 3 clusters Score: Raw -169401.142218 + Penalty 1675.085036 = -167726.057182 nChanged 99 SP:Iteration 8Q (4123.054421 sec): 3 clusters Score: Raw -169481.699939 + Penalty 1675.085036 = -167806.614903 nChanged 81 SP:Iteration 9Q (4123.144876 sec): 3 clusters Score: Raw -169550.598780 + Penalty 1675.085036 = -167875.513744 nChanged 77 SP:Iteration 10Q (4123.233604 sec): 3 clusters Score: Raw -169611.214735 + Penalty 1675.085036 = -167936.129699 nChanged 61 SP:Iteration 11Q (4123.321296 sec): 3 clusters Score: Raw -169656.118266 + Penalty 1675.085036 = -167981.033230 nChanged 54 SP:Iteration 12Q (4123.383720 sec): 3 clusters Score: Raw -169695.816357 + Penalty 1675.085036 = -168020.731321 nChanged 54 SP:Iteration 13Q (4123.482981 sec): 3 clusters Score: Raw -169738.773323 + Penalty 1675.085036 = -168063.688287 nChanged 53 SP:Iteration 14Q (4123.564076 sec): 3 clusters Score: Raw -169781.419839 + Penalty 1675.085036 = -168106.334803 nChanged 46 SP:Iteration 15Q (4123.646967 sec): 3 clusters Score: Raw -169810.122993 + Penalty 1675.085036 = -168135.037957 nChanged 32 SP:Iteration 16Q (4123.736880 sec): 3 clusters Score: Raw -169826.941880 + Penalty 1675.085036 = -168151.856844 nChanged 26 SP:Iteration 17Q (4123.821602 sec): 3 clusters Score: Raw -169838.221652 + Penalty 1675.085036 = -168163.136616 nChanged 11 SP:Iteration 18Q (4123.907406 sec): 3 clusters Score: Raw -169841.181089 + Penalty 1675.085036 = -168166.096053 nChanged 8 SP:Iteration 19Q (4123.981985 sec): 3 clusters Score: Raw -169845.249632 + Penalty 1675.085036 = -168170.164596 nChanged 9 SP:Iteration 20F (4124.084017 sec): 3 clusters Score: Raw -169847.961063 + Penalty 1675.085036 = -168172.876027 nChanged 5 SP:Iteration 21Q (4124.156669 sec): 3 clusters Score: Raw -169851.131839 + Penalty 1675.085036 = -168176.046803 nChanged 7 SP:Iteration 22Q (4124.237161 sec): 3 clusters Score: Raw -169855.291705 + Penalty 1675.085036 = -168180.206669 nChanged 10 SP:Iteration 23Q (4124.326467 sec): 3 clusters Score: Raw -169859.390812 + Penalty 1675.085036 = -168184.305776 nChanged 9 SP:Iteration 24Q (4124.418512 sec): 3 clusters Score: Raw -169862.078140 + Penalty 1675.085036 = -168186.993104 nChanged 4 SP:Iteration 25Q (4124.502019 sec): 3 clusters Score: Raw -169862.932032 + Penalty 1675.085036 = -168187.846996 nChanged 0 SP:Iteration 26F (4124.572711 sec): 3 clusters Score: Raw -169862.932032 + Penalty 1675.085036 = -168187.846996 nChanged 0 Trying to split cluster 12 (3027 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4124.636962 sec): 2 clusters Score: Raw -178639.873920 + Penalty 841.609367 = -177798.264552 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4124.717577 sec): 3 clusters Score: Raw -177070.761720 + Penalty 1683.218735 = -175387.542985 nChanged 1221 SP:Iteration 1F (4124.801169 sec): 3 clusters Score: Raw -177773.179418 + Penalty 1683.218735 = -176089.960683 nChanged 242 SP:Iteration 2F (4124.875690 sec): 3 clusters Score: Raw -177930.576960 + Penalty 1683.218735 = -176247.358226 nChanged 186 SP:Iteration 3F (4124.961698 sec): 3 clusters Score: Raw -178074.236012 + Penalty 1683.218735 = -176391.017277 nChanged 172 SP:Iteration 4F (4125.043642 sec): 3 clusters Score: Raw -178203.015796 + Penalty 1683.218735 = -176519.797061 nChanged 156 SP:Iteration 5F (4125.129233 sec): 3 clusters Score: Raw -178306.646468 + Penalty 1683.218735 = -176623.427733 nChanged 141 SP:Iteration 6Q (4125.225711 sec): 3 clusters Score: Raw -178376.730104 + Penalty 1683.218735 = -176693.511369 nChanged 107 SP:Iteration 7Q (4125.310891 sec): 3 clusters Score: Raw -178437.140560 + Penalty 1683.218735 = -176753.921825 nChanged 80 SP:Iteration 8Q (4125.390912 sec): 3 clusters Score: Raw -178471.586711 + Penalty 1683.218735 = -176788.367976 nChanged 61 SP:Iteration 9Q (4125.462543 sec): 3 clusters Score: Raw -178492.228313 + Penalty 1683.218735 = -176809.009578 nChanged 47 SP:Iteration 10Q (4125.568730 sec): 3 clusters Score: Raw -178509.598519 + Penalty 1683.218735 = -176826.379784 nChanged 38 SP:Iteration 11Q (4125.651656 sec): 3 clusters Score: Raw -178528.820352 + Penalty 1683.218735 = -176845.601618 nChanged 35 SP:Iteration 12Q (4125.738741 sec): 3 clusters Score: Raw -178538.334835 + Penalty 1683.218735 = -176855.116100 nChanged 24 SP:Iteration 13Q (4125.829285 sec): 3 clusters Score: Raw -178545.598776 + Penalty 1683.218735 = -176862.380041 nChanged 25 SP:Iteration 14Q (4125.918075 sec): 3 clusters Score: Raw -178554.414469 + Penalty 1683.218735 = -176871.195734 nChanged 23 SP:Iteration 15Q (4125.992925 sec): 3 clusters Score: Raw -178562.437383 + Penalty 1683.218735 = -176879.218648 nChanged 27 SP:Iteration 16Q (4126.090351 sec): 3 clusters Score: Raw -178572.382119 + Penalty 1683.218735 = -176889.163384 nChanged 30 SP:Iteration 17Q (4126.155460 sec): 3 clusters Score: Raw -178581.080781 + Penalty 1683.218735 = -176897.862046 nChanged 28 SP:Iteration 18Q (4126.257603 sec): 3 clusters Score: Raw -178589.869778 + Penalty 1683.218735 = -176906.651043 nChanged 21 SP:Iteration 19Q (4126.346563 sec): 3 clusters Score: Raw -178596.597826 + Penalty 1683.218735 = -176913.379091 nChanged 23 SP:Iteration 20F (4126.431882 sec): 3 clusters Score: Raw -178605.753085 + Penalty 1683.218735 = -176922.534350 nChanged 26 SP:Iteration 21Q (4126.519211 sec): 3 clusters Score: Raw -178617.388236 + Penalty 1683.218735 = -176934.169501 nChanged 34 SP:Iteration 22Q (4126.603093 sec): 3 clusters Score: Raw -178631.240224 + Penalty 1683.218735 = -176948.021489 nChanged 27 SP:Iteration 23Q (4126.670770 sec): 3 clusters Score: Raw -178640.975322 + Penalty 1683.218735 = -176957.756587 nChanged 24 SP:Iteration 24Q (4126.770766 sec): 3 clusters Score: Raw -178651.685899 + Penalty 1683.218735 = -176968.467164 nChanged 23 SP:Iteration 25Q (4126.856599 sec): 3 clusters Score: Raw -178662.259804 + Penalty 1683.218735 = -176979.041069 nChanged 24 SP:Iteration 26Q (4126.947090 sec): 3 clusters Score: Raw -178675.604536 + Penalty 1683.218735 = -176992.385801 nChanged 26 SP:Iteration 27Q (4127.034978 sec): 3 clusters Score: Raw -178688.383848 + Penalty 1683.218735 = -177005.165113 nChanged 22 SP:Iteration 28Q (4127.113290 sec): 3 clusters Score: Raw -178701.987294 + Penalty 1683.218735 = -177018.768559 nChanged 29 SP:Iteration 29Q (4127.199740 sec): 3 clusters Score: Raw -178723.066496 + Penalty 1683.218735 = -177039.847762 nChanged 25 SP:Iteration 30Q (4127.293486 sec): 3 clusters Score: Raw -178740.474549 + Penalty 1683.218735 = -177057.255814 nChanged 28 SP:Iteration 31Q (4127.398967 sec): 3 clusters Score: Raw -178759.556476 + Penalty 1683.218735 = -177076.337741 nChanged 27 SP:Iteration 32Q (4127.498039 sec): 3 clusters Score: Raw -178776.908131 + Penalty 1683.218735 = -177093.689396 nChanged 24 SP:Iteration 33Q (4127.571938 sec): 3 clusters Score: Raw -178791.337237 + Penalty 1683.218735 = -177108.118502 nChanged 23 SP:Iteration 34Q (4127.671842 sec): 3 clusters Score: Raw -178800.560460 + Penalty 1683.218735 = -177117.341725 nChanged 10 SP:Iteration 35Q (4127.788354 sec): 3 clusters Score: Raw -178807.292256 + Penalty 1683.218735 = -177124.073522 nChanged 13 SP:Iteration 36Q (4127.914295 sec): 3 clusters Score: Raw -178813.687465 + Penalty 1683.218735 = -177130.468730 nChanged 13 SP:Iteration 37Q (4128.014830 sec): 3 clusters Score: Raw -178819.761785 + Penalty 1683.218735 = -177136.543050 nChanged 11 SP:Iteration 38Q (4128.115756 sec): 3 clusters Score: Raw -178825.613495 + Penalty 1683.218735 = -177142.394760 nChanged 16 SP:Iteration 39Q (4128.211540 sec): 3 clusters Score: Raw -178835.245731 + Penalty 1683.218735 = -177152.026996 nChanged 22 SP:Iteration 40F (4128.318771 sec): 3 clusters Score: Raw -178846.855670 + Penalty 1683.218735 = -177163.636935 nChanged 21 SP:Iteration 41Q (4128.402246 sec): 3 clusters Score: Raw -178858.223668 + Penalty 1683.218735 = -177175.004933 nChanged 20 SP:Iteration 42Q (4128.504394 sec): 3 clusters Score: Raw -178868.160793 + Penalty 1683.218735 = -177184.942058 nChanged 10 SP:Iteration 43Q (4128.608645 sec): 3 clusters Score: Raw -178872.640726 + Penalty 1683.218735 = -177189.421991 nChanged 7 SP:Iteration 44Q (4128.689985 sec): 3 clusters Score: Raw -178875.891535 + Penalty 1683.218735 = -177192.672801 nChanged 10 SP:Iteration 45Q (4128.788663 sec): 3 clusters Score: Raw -178881.027445 + Penalty 1683.218735 = -177197.808710 nChanged 9 SP:Iteration 46Q (4128.904828 sec): 3 clusters Score: Raw -178886.714234 + Penalty 1683.218735 = -177203.495499 nChanged 4 SP:Iteration 47Q (4128.983151 sec): 3 clusters Score: Raw -178888.242933 + Penalty 1683.218735 = -177205.024198 nChanged 6 SP:Iteration 48Q (4129.082417 sec): 3 clusters Score: Raw -178890.885827 + Penalty 1683.218735 = -177207.667092 nChanged 4 SP:Iteration 49Q (4129.163490 sec): 3 clusters Score: Raw -178891.865023 + Penalty 1683.218735 = -177208.646288 nChanged 2 SP:Iteration 50Q (4129.265609 sec): 3 clusters Score: Raw -178892.348138 + Penalty 1683.218735 = -177209.129403 nChanged 1 SP:Iteration 51Q (4129.340898 sec): 3 clusters Score: Raw -178892.871039 + Penalty 1683.218735 = -177209.652304 nChanged 1 SP:Iteration 52Q (4129.443118 sec): 3 clusters Score: Raw -178893.115795 + Penalty 1683.218735 = -177209.897061 nChanged 1 SP:Iteration 53Q (4129.507276 sec): 3 clusters Score: Raw -178893.256882 + Penalty 1683.218735 = -177210.038147 nChanged 0 SP:Iteration 54F (4129.597376 sec): 3 clusters Score: Raw -178893.256882 + Penalty 1683.218735 = -177210.038147 nChanged 0 Trying to split cluster 13 (10449 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4129.661893 sec): 2 clusters Score: Raw -626756.333306 + Penalty 971.697464 = -625784.635843 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4129.768944 sec): 3 clusters Score: Raw -620605.383102 + Penalty 1943.394927 = -618661.988175 nChanged 4617 SP:Iteration 1F (4129.851453 sec): 3 clusters Score: Raw -623117.764341 + Penalty 1943.394927 = -621174.369413 nChanged 623 SP:Iteration 2F (4129.946363 sec): 3 clusters Score: Raw -623427.173487 + Penalty 1943.394927 = -621483.778560 nChanged 588 SP:Iteration 3F (4130.044431 sec): 3 clusters Score: Raw -623720.302137 + Penalty 1943.394927 = -621776.907209 nChanged 564 SP:Iteration 4F (4130.158155 sec): 3 clusters Score: Raw -623973.557509 + Penalty 1943.394927 = -622030.162581 nChanged 495 SP:Iteration 5Q (4130.245175 sec): 3 clusters Score: Raw -624177.164020 + Penalty 1943.394927 = -622233.769093 nChanged 443 SP:Iteration 6Q (4130.342655 sec): 3 clusters Score: Raw -624373.621550 + Penalty 1943.394927 = -622430.226623 nChanged 470 SP:Iteration 7Q (4130.444526 sec): 3 clusters Score: Raw -624579.239126 + Penalty 1943.394927 = -622635.844199 nChanged 449 SP:Iteration 8Q (4130.534779 sec): 3 clusters Score: Raw -624822.693867 + Penalty 1943.394927 = -622879.298939 nChanged 504 SP:Iteration 9Q (4130.626304 sec): 3 clusters Score: Raw -625131.365595 + Penalty 1943.394927 = -623187.970668 nChanged 503 SP:Iteration 10Q (4130.711754 sec): 3 clusters Score: Raw -625468.110221 + Penalty 1943.394927 = -623524.715293 nChanged 456 SP:Iteration 11Q (4130.806293 sec): 3 clusters Score: Raw -625846.551154 + Penalty 1943.394927 = -623903.156227 nChanged 424 SP:Iteration 12Q (4130.904951 sec): 3 clusters Score: Raw -626171.855494 + Penalty 1943.394927 = -624228.460567 nChanged 323 SP:Iteration 13Q (4131.002113 sec): 3 clusters Score: Raw -626401.182030 + Penalty 1943.394927 = -624457.787103 nChanged 250 SP:Iteration 14Q (4131.106132 sec): 3 clusters Score: Raw -626569.812977 + Penalty 1943.394927 = -624626.418050 nChanged 228 SP:Iteration 15Q (4131.186629 sec): 3 clusters Score: Raw -626721.298255 + Penalty 1943.394927 = -624777.903328 nChanged 187 SP:Iteration 16Q (4131.295367 sec): 3 clusters Score: Raw -626833.676678 + Penalty 1943.394927 = -624890.281751 nChanged 161 SP:Iteration 17Q (4131.378048 sec): 3 clusters Score: Raw -626934.017659 + Penalty 1943.394927 = -624990.622732 nChanged 145 SP:Iteration 18Q (4131.483105 sec): 3 clusters Score: Raw -627022.861868 + Penalty 1943.394927 = -625079.466941 nChanged 118 SP:Iteration 19Q (4131.576857 sec): 3 clusters Score: Raw -627090.828155 + Penalty 1943.394927 = -625147.433228 nChanged 102 SP:Iteration 20F (4131.660166 sec): 3 clusters Score: Raw -627156.661177 + Penalty 1943.394927 = -625213.266249 nChanged 88 SP:Iteration 21Q (4131.746419 sec): 3 clusters Score: Raw -627225.889745 + Penalty 1943.394927 = -625282.494817 nChanged 91 SP:Iteration 22Q (4131.857841 sec): 3 clusters Score: Raw -627298.721638 + Penalty 1943.394927 = -625355.326710 nChanged 71 SP:Iteration 23Q (4131.955297 sec): 3 clusters Score: Raw -627355.547468 + Penalty 1943.394927 = -625412.152541 nChanged 58 SP:Iteration 24Q (4132.052688 sec): 3 clusters Score: Raw -627403.227040 + Penalty 1943.394927 = -625459.832113 nChanged 56 SP:Iteration 25Q (4132.152921 sec): 3 clusters Score: Raw -627459.955763 + Penalty 1943.394927 = -625516.560835 nChanged 50 SP:Iteration 26Q (4132.245504 sec): 3 clusters Score: Raw -627542.011637 + Penalty 1943.394927 = -625598.616710 nChanged 47 SP:Iteration 27Q (4132.325648 sec): 3 clusters Score: Raw -627633.241403 + Penalty 1943.394927 = -625689.846476 nChanged 48 SP:Iteration 28Q (4132.425815 sec): 3 clusters Score: Raw -627693.717609 + Penalty 1943.394927 = -625750.322682 nChanged 34 SP:Iteration 29Q (4132.522166 sec): 3 clusters Score: Raw -627723.631232 + Penalty 1943.394927 = -625780.236304 nChanged 25 SP:Iteration 30Q (4132.624267 sec): 3 clusters Score: Raw -627742.865950 + Penalty 1943.394927 = -625799.471023 nChanged 17 SP:Iteration 31Q (4132.696860 sec): 3 clusters Score: Raw -627753.869238 + Penalty 1943.394927 = -625810.474310 nChanged 20 SP:Iteration 32Q (4132.796481 sec): 3 clusters Score: Raw -627767.670603 + Penalty 1943.394927 = -625824.275675 nChanged 20 SP:Iteration 33Q (4132.886789 sec): 3 clusters Score: Raw -627779.154741 + Penalty 1943.394927 = -625835.759813 nChanged 12 SP:Iteration 34Q (4132.985254 sec): 3 clusters Score: Raw -627784.287103 + Penalty 1943.394927 = -625840.892176 nChanged 11 SP:Iteration 35Q (4133.078574 sec): 3 clusters Score: Raw -627790.162814 + Penalty 1943.394927 = -625846.767887 nChanged 11 SP:Iteration 36Q (4133.167925 sec): 3 clusters Score: Raw -627795.388630 + Penalty 1943.394927 = -625851.993703 nChanged 7 SP:Iteration 37Q (4133.264359 sec): 3 clusters Score: Raw -627797.713302 + Penalty 1943.394927 = -625854.318374 nChanged 4 SP:Iteration 38Q (4133.380581 sec): 3 clusters Score: Raw -627799.080977 + Penalty 1943.394927 = -625855.686050 nChanged 4 SP:Iteration 39Q (4133.486007 sec): 3 clusters Score: Raw -627801.455736 + Penalty 1943.394927 = -625858.060808 nChanged 1 SP:Iteration 40F (4133.577046 sec): 3 clusters Score: Raw -627813.569512 + Penalty 1943.394927 = -625870.174584 nChanged 7 SP:Iteration 41Q (4133.694493 sec): 3 clusters Score: Raw -627815.891844 + Penalty 1943.394927 = -625872.496916 nChanged 3 SP:Iteration 42Q (4133.804276 sec): 3 clusters Score: Raw -627816.545662 + Penalty 1943.394927 = -625873.150734 nChanged 1 SP:Iteration 43Q (4133.921624 sec): 3 clusters Score: Raw -627816.792782 + Penalty 1943.394927 = -625873.397854 nChanged 0 SP:Iteration 44F (4134.034360 sec): 3 clusters Score: Raw -627816.792782 + Penalty 1943.394927 = -625873.397854 nChanged 0 Score: Raw -4222618.668468 + Penalty 22471.659320 = -4200147.009148 Splitting cluster 13 changes total score from -4200269.268584 to -4200147.009148 So it's not getting split. Trying to split cluster 14 (2283 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4135.821370 sec): 2 clusters Score: Raw -126761.812027 + Penalty 811.990793 = -125949.821234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4135.889938 sec): 3 clusters Score: Raw -125655.919982 + Penalty 1623.981586 = -124031.938396 nChanged 885 SP:Iteration 1F (4135.986078 sec): 3 clusters Score: Raw -126280.424539 + Penalty 1623.981586 = -124656.442953 nChanged 236 SP:Iteration 2F (4136.054049 sec): 3 clusters Score: Raw -126514.429327 + Penalty 1623.981586 = -124890.447742 nChanged 177 SP:Iteration 3F (4136.147253 sec): 3 clusters Score: Raw -126684.217937 + Penalty 1623.981586 = -125060.236351 nChanged 140 SP:Iteration 4F (4136.227529 sec): 3 clusters Score: Raw -126800.426331 + Penalty 1623.981586 = -125176.444745 nChanged 96 SP:Iteration 5Q (4136.316976 sec): 3 clusters Score: Raw -126869.251631 + Penalty 1623.981586 = -125245.270045 nChanged 66 SP:Iteration 6Q (4136.406547 sec): 3 clusters Score: Raw -126904.536024 + Penalty 1623.981586 = -125280.554438 nChanged 40 SP:Iteration 7Q (4136.490437 sec): 3 clusters Score: Raw -126927.571472 + Penalty 1623.981586 = -125303.589886 nChanged 42 SP:Iteration 8Q (4136.576888 sec): 3 clusters Score: Raw -126949.879859 + Penalty 1623.981586 = -125325.898273 nChanged 39 SP:Iteration 9Q (4136.660134 sec): 3 clusters Score: Raw -126973.411370 + Penalty 1623.981586 = -125349.429785 nChanged 31 SP:Iteration 10Q (4136.731536 sec): 3 clusters Score: Raw -126992.072025 + Penalty 1623.981586 = -125368.090439 nChanged 24 SP:Iteration 11Q (4136.820000 sec): 3 clusters Score: Raw -127003.811192 + Penalty 1623.981586 = -125379.829606 nChanged 13 SP:Iteration 12Q (4136.895495 sec): 3 clusters Score: Raw -127008.861219 + Penalty 1623.981586 = -125384.879634 nChanged 10 SP:Iteration 13Q (4136.976214 sec): 3 clusters Score: Raw -127013.157571 + Penalty 1623.981586 = -125389.175985 nChanged 16 SP:Iteration 14Q (4137.056599 sec): 3 clusters Score: Raw -127022.516368 + Penalty 1623.981586 = -125398.534782 nChanged 12 SP:Iteration 15Q (4137.156650 sec): 3 clusters Score: Raw -127031.263379 + Penalty 1623.981586 = -125407.281793 nChanged 15 SP:Iteration 16Q (4137.227434 sec): 3 clusters Score: Raw -127040.614949 + Penalty 1623.981586 = -125416.633363 nChanged 14 SP:Iteration 17Q (4137.332437 sec): 3 clusters Score: Raw -127049.753215 + Penalty 1623.981586 = -125425.771629 nChanged 19 SP:Iteration 18Q (4137.399809 sec): 3 clusters Score: Raw -127063.000160 + Penalty 1623.981586 = -125439.018574 nChanged 15 SP:Iteration 19Q (4137.499327 sec): 3 clusters Score: Raw -127072.316753 + Penalty 1623.981586 = -125448.335167 nChanged 16 SP:Iteration 20F (4137.573845 sec): 3 clusters Score: Raw -127081.849806 + Penalty 1623.981586 = -125457.868220 nChanged 8 SP:Iteration 21Q (4137.661387 sec): 3 clusters Score: Raw -127086.923849 + Penalty 1623.981586 = -125462.942264 nChanged 7 SP:Iteration 22Q (4137.739933 sec): 3 clusters Score: Raw -127090.923437 + Penalty 1623.981586 = -125466.941851 nChanged 9 SP:Iteration 23Q (4137.822331 sec): 3 clusters Score: Raw -127096.711408 + Penalty 1623.981586 = -125472.729823 nChanged 5 SP:Iteration 24Q (4137.903942 sec): 3 clusters Score: Raw -127101.060403 + Penalty 1623.981586 = -125477.078817 nChanged 4 SP:Iteration 25Q (4137.997032 sec): 3 clusters Score: Raw -127102.953229 + Penalty 1623.981586 = -125478.971643 nChanged 4 SP:Iteration 26Q (4138.064528 sec): 3 clusters Score: Raw -127104.801527 + Penalty 1623.981586 = -125480.819941 nChanged 3 SP:Iteration 27Q (4138.165677 sec): 3 clusters Score: Raw -127105.814472 + Penalty 1623.981586 = -125481.832886 nChanged 1 SP:Iteration 28Q (4138.249843 sec): 3 clusters Score: Raw -127106.510300 + Penalty 1623.981586 = -125482.528714 nChanged 3 SP:Iteration 29Q (4138.325804 sec): 3 clusters Score: Raw -127107.718176 + Penalty 1623.981586 = -125483.736590 nChanged 5 SP:Iteration 30Q (4138.422761 sec): 3 clusters Score: Raw -127110.845441 + Penalty 1623.981586 = -125486.863855 nChanged 4 SP:Iteration 31Q (4138.506243 sec): 3 clusters Score: Raw -127112.309066 + Penalty 1623.981586 = -125488.327480 nChanged 2 SP:Iteration 32Q (4138.593784 sec): 3 clusters Score: Raw -127113.187924 + Penalty 1623.981586 = -125489.206338 nChanged 1 SP:Iteration 33Q (4138.669682 sec): 3 clusters Score: Raw -127113.701304 + Penalty 1623.981586 = -125489.719719 nChanged 4 SP:Iteration 34Q (4138.763857 sec): 3 clusters Score: Raw -127114.718521 + Penalty 1623.981586 = -125490.736935 nChanged 4 SP:Iteration 35Q (4138.852053 sec): 3 clusters Score: Raw -127116.143469 + Penalty 1623.981586 = -125492.161883 nChanged 5 SP:Iteration 36Q (4138.915182 sec): 3 clusters Score: Raw -127117.647645 + Penalty 1623.981586 = -125493.666059 nChanged 1 SP:Iteration 37Q (4139.015052 sec): 3 clusters Score: Raw -127117.817612 + Penalty 1623.981586 = -125493.836026 nChanged 1 SP:Iteration 38Q (4139.092713 sec): 3 clusters Score: Raw -127118.104866 + Penalty 1623.981586 = -125494.123280 nChanged 0 SP:Iteration 39F (4139.167264 sec): 3 clusters Score: Raw -127118.104866 + Penalty 1623.981586 = -125494.123280 nChanged 0 Trying to split cluster 15 (1593 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4139.216623 sec): 2 clusters Score: Raw -84825.647775 + Penalty 774.204303 = -84051.443472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4139.305359 sec): 3 clusters Score: Raw -84139.861200 + Penalty 1548.408605 = -82591.452595 nChanged 591 SP:Iteration 1F (4139.381078 sec): 3 clusters Score: Raw -84555.951431 + Penalty 1548.408605 = -83007.542826 nChanged 124 SP:Iteration 2F (4139.472138 sec): 3 clusters Score: Raw -84676.407392 + Penalty 1548.408605 = -83127.998787 nChanged 91 SP:Iteration 3F (4139.558600 sec): 3 clusters Score: Raw -84742.912575 + Penalty 1548.408605 = -83194.503970 nChanged 57 SP:Iteration 4Q (4139.620785 sec): 3 clusters Score: Raw -84787.322789 + Penalty 1548.408605 = -83238.914184 nChanged 55 SP:Iteration 5Q (4139.722451 sec): 3 clusters Score: Raw -84827.431636 + Penalty 1548.408605 = -83279.023031 nChanged 41 SP:Iteration 6Q (4139.824846 sec): 3 clusters Score: Raw -84848.622380 + Penalty 1548.408605 = -83300.213775 nChanged 29 SP:Iteration 7Q (4139.913785 sec): 3 clusters Score: Raw -84867.588332 + Penalty 1548.408605 = -83319.179727 nChanged 29 SP:Iteration 8Q (4139.990414 sec): 3 clusters Score: Raw -84884.610226 + Penalty 1548.408605 = -83336.201621 nChanged 25 SP:Iteration 9Q (4140.088390 sec): 3 clusters Score: Raw -84899.054614 + Penalty 1548.408605 = -83350.646008 nChanged 18 SP:Iteration 10Q (4140.193363 sec): 3 clusters Score: Raw -84911.970602 + Penalty 1548.408605 = -83363.561997 nChanged 16 SP:Iteration 11Q (4140.266154 sec): 3 clusters Score: Raw -84921.443409 + Penalty 1548.408605 = -83373.034804 nChanged 19 SP:Iteration 12Q (4140.370327 sec): 3 clusters Score: Raw -84930.737819 + Penalty 1548.408605 = -83382.329214 nChanged 11 SP:Iteration 13Q (4140.471643 sec): 3 clusters Score: Raw -84937.380692 + Penalty 1548.408605 = -83388.972087 nChanged 6 SP:Iteration 14Q (4140.566822 sec): 3 clusters Score: Raw -84940.355419 + Penalty 1548.408605 = -83391.946814 nChanged 5 SP:Iteration 15Q (4140.684977 sec): 3 clusters Score: Raw -84942.012508 + Penalty 1548.408605 = -83393.603903 nChanged 1 SP:Iteration 16Q (4140.790764 sec): 3 clusters Score: Raw -84942.553966 + Penalty 1548.408605 = -83394.145361 nChanged 1 SP:Iteration 17Q (4140.898243 sec): 3 clusters Score: Raw -84942.908907 + Penalty 1548.408605 = -83394.500302 nChanged 0 SP:Iteration 18F (4141.002950 sec): 3 clusters Score: Raw -84942.908907 + Penalty 1548.408605 = -83394.500302 nChanged 0 Trying to split cluster 16 (1845 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4141.063076 sec): 2 clusters Score: Raw -112218.806053 + Penalty 789.624628 = -111429.181425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4141.132087 sec): 3 clusters Score: Raw -111348.156129 + Penalty 1579.249257 = -109768.906872 nChanged 714 SP:Iteration 1F (4141.226114 sec): 3 clusters Score: Raw -111780.937741 + Penalty 1579.249257 = -110201.688485 nChanged 161 SP:Iteration 2F (4141.326863 sec): 3 clusters Score: Raw -111915.549687 + Penalty 1579.249257 = -110336.300430 nChanged 119 SP:Iteration 3F (4141.442131 sec): 3 clusters Score: Raw -112016.185685 + Penalty 1579.249257 = -110436.936428 nChanged 98 SP:Iteration 4F (4141.544401 sec): 3 clusters Score: Raw -112119.492918 + Penalty 1579.249257 = -110540.243661 nChanged 94 SP:Iteration 5F (4141.644769 sec): 3 clusters Score: Raw -112212.573151 + Penalty 1579.249257 = -110633.323894 nChanged 73 SP:Iteration 6Q (4141.738538 sec): 3 clusters Score: Raw -112284.531145 + Penalty 1579.249257 = -110705.281888 nChanged 60 SP:Iteration 7Q (4141.827093 sec): 3 clusters Score: Raw -112340.219743 + Penalty 1579.249257 = -110760.970487 nChanged 52 SP:Iteration 8Q (4141.922716 sec): 3 clusters Score: Raw -112382.524046 + Penalty 1579.249257 = -110803.274790 nChanged 45 SP:Iteration 9Q (4142.008796 sec): 3 clusters Score: Raw -112418.066770 + Penalty 1579.249257 = -110838.817513 nChanged 41 SP:Iteration 10Q (4142.072638 sec): 3 clusters Score: Raw -112445.194625 + Penalty 1579.249257 = -110865.945368 nChanged 38 SP:Iteration 11Q (4142.172964 sec): 3 clusters Score: Raw -112479.548210 + Penalty 1579.249257 = -110900.298953 nChanged 36 SP:Iteration 12Q (4142.251927 sec): 3 clusters Score: Raw -112524.384923 + Penalty 1579.249257 = -110945.135666 nChanged 41 SP:Iteration 13Q (4142.344532 sec): 3 clusters Score: Raw -112571.031039 + Penalty 1579.249257 = -110991.781783 nChanged 42 SP:Iteration 14Q (4142.415733 sec): 3 clusters Score: Raw -112622.901664 + Penalty 1579.249257 = -111043.652407 nChanged 44 SP:Iteration 15Q (4142.499080 sec): 3 clusters Score: Raw -112670.949330 + Penalty 1579.249257 = -111091.700073 nChanged 39 SP:Iteration 16Q (4142.607622 sec): 3 clusters Score: Raw -112723.552365 + Penalty 1579.249257 = -111144.303108 nChanged 28 SP:Iteration 17Q (4142.691077 sec): 3 clusters Score: Raw -112753.495623 + Penalty 1579.249257 = -111174.246367 nChanged 22 SP:Iteration 18Q (4142.768261 sec): 3 clusters Score: Raw -112780.386330 + Penalty 1579.249257 = -111201.137073 nChanged 17 SP:Iteration 19Q (4142.866636 sec): 3 clusters Score: Raw -112794.433728 + Penalty 1579.249257 = -111215.184472 nChanged 10 SP:Iteration 20F (4142.932683 sec): 3 clusters Score: Raw -112799.704226 + Penalty 1579.249257 = -111220.454969 nChanged 7 SP:Iteration 21Q (4143.018264 sec): 3 clusters Score: Raw -112802.738546 + Penalty 1579.249257 = -111223.489289 nChanged 5 SP:Iteration 22Q (4143.119503 sec): 3 clusters Score: Raw -112804.074454 + Penalty 1579.249257 = -111224.825197 nChanged 1 SP:Iteration 23Q (4143.209614 sec): 3 clusters Score: Raw -112804.568818 + Penalty 1579.249257 = -111225.319561 nChanged 0 SP:Iteration 24F (4143.279170 sec): 3 clusters Score: Raw -112804.568818 + Penalty 1579.249257 = -111225.319561 nChanged 0 Trying to split cluster 17 (3635 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4143.335826 sec): 2 clusters Score: Raw -214588.018021 + Penalty 860.828261 = -213727.189761 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4143.421211 sec): 3 clusters Score: Raw -212633.850824 + Penalty 1721.656522 = -210912.194302 nChanged 1525 SP:Iteration 1F (4143.505953 sec): 3 clusters Score: Raw -213474.358863 + Penalty 1721.656522 = -211752.702341 nChanged 263 SP:Iteration 2F (4143.593046 sec): 3 clusters Score: Raw -213636.906612 + Penalty 1721.656522 = -211915.250090 nChanged 246 SP:Iteration 3F (4143.682879 sec): 3 clusters Score: Raw -213793.322517 + Penalty 1721.656522 = -212071.665995 nChanged 204 SP:Iteration 4F (4143.770232 sec): 3 clusters Score: Raw -213932.721322 + Penalty 1721.656522 = -212211.064800 nChanged 208 SP:Iteration 5F (4143.846513 sec): 3 clusters Score: Raw -214086.593419 + Penalty 1721.656522 = -212364.936897 nChanged 200 SP:Iteration 6F (4143.945012 sec): 3 clusters Score: Raw -214251.752306 + Penalty 1721.656522 = -212530.095784 nChanged 173 SP:Iteration 7Q (4144.028516 sec): 3 clusters Score: Raw -214398.039445 + Penalty 1721.656522 = -212676.382924 nChanged 131 SP:Iteration 8Q (4144.114030 sec): 3 clusters Score: Raw -214514.352460 + Penalty 1721.656522 = -212792.695938 nChanged 93 SP:Iteration 9Q (4144.204788 sec): 3 clusters Score: Raw -214596.365975 + Penalty 1721.656522 = -212874.709453 nChanged 69 SP:Iteration 10Q (4144.269352 sec): 3 clusters Score: Raw -214662.012056 + Penalty 1721.656522 = -212940.355534 nChanged 60 SP:Iteration 11Q (4144.354547 sec): 3 clusters Score: Raw -214713.183122 + Penalty 1721.656522 = -212991.526600 nChanged 50 SP:Iteration 12Q (4144.443845 sec): 3 clusters Score: Raw -214752.427690 + Penalty 1721.656522 = -213030.771168 nChanged 36 SP:Iteration 13Q (4144.533742 sec): 3 clusters Score: Raw -214776.031822 + Penalty 1721.656522 = -213054.375300 nChanged 31 SP:Iteration 14Q (4144.625784 sec): 3 clusters Score: Raw -214792.921112 + Penalty 1721.656522 = -213071.264590 nChanged 20 SP:Iteration 15Q (4144.710049 sec): 3 clusters Score: Raw -214803.130142 + Penalty 1721.656522 = -213081.473620 nChanged 11 SP:Iteration 16Q (4144.800662 sec): 3 clusters Score: Raw -214806.756586 + Penalty 1721.656522 = -213085.100064 nChanged 4 SP:Iteration 17Q (4144.883204 sec): 3 clusters Score: Raw -214807.662005 + Penalty 1721.656522 = -213086.005483 nChanged 4 SP:Iteration 18Q (4144.964126 sec): 3 clusters Score: Raw -214809.179814 + Penalty 1721.656522 = -213087.523292 nChanged 3 SP:Iteration 19Q (4145.054777 sec): 3 clusters Score: Raw -214810.343172 + Penalty 1721.656522 = -213088.686650 nChanged 4 SP:Iteration 20F (4145.144647 sec): 3 clusters Score: Raw -214811.867239 + Penalty 1721.656522 = -213090.210718 nChanged 5 SP:Iteration 21Q (4145.224772 sec): 3 clusters Score: Raw -214812.835347 + Penalty 1721.656522 = -213091.178825 nChanged 3 SP:Iteration 22Q (4145.311031 sec): 3 clusters Score: Raw -214813.238608 + Penalty 1721.656522 = -213091.582086 nChanged 0 SP:Iteration 23F (4145.388451 sec): 3 clusters Score: Raw -214813.238608 + Penalty 1721.656522 = -213091.582086 nChanged 0 Trying to split cluster 18 (19373 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4145.473152 sec): 2 clusters Score: Raw -1155688.188504 + Penalty 1036.521740 = -1154651.666764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4145.599183 sec): 3 clusters Score: Raw -1143650.613044 + Penalty 2073.043481 = -1141577.569564 nChanged 8918 SP:Iteration 1F (4145.722493 sec): 3 clusters Score: Raw -1148967.300812 + Penalty 2073.043481 = -1146894.257332 nChanged 1244 SP:Iteration 2F (4145.828755 sec): 3 clusters Score: Raw -1149612.291371 + Penalty 2073.043481 = -1147539.247891 nChanged 1165 SP:Iteration 3F (4145.957672 sec): 3 clusters Score: Raw -1150236.531024 + Penalty 2073.043481 = -1148163.487543 nChanged 1163 SP:Iteration 4F (4146.069459 sec): 3 clusters Score: Raw -1150897.048682 + Penalty 2073.043481 = -1148824.005201 nChanged 1182 SP:Iteration 5F (4146.180740 sec): 3 clusters Score: Raw -1151622.400657 + Penalty 2073.043481 = -1149549.357176 nChanged 1157 SP:Iteration 6F (4146.298444 sec): 3 clusters Score: Raw -1152395.948992 + Penalty 2073.043481 = -1150322.905511 nChanged 1055 SP:Iteration 7F (4146.407366 sec): 3 clusters Score: Raw -1153127.689580 + Penalty 2073.043481 = -1151054.646099 nChanged 879 SP:Iteration 8Q (4146.519031 sec): 3 clusters Score: Raw -1153784.402189 + Penalty 2073.043481 = -1151711.358708 nChanged 698 SP:Iteration 9Q (4146.637813 sec): 3 clusters Score: Raw -1154351.181623 + Penalty 2073.043481 = -1152278.138142 nChanged 577 SP:Iteration 10Q (4146.777360 sec): 3 clusters Score: Raw -1154918.473921 + Penalty 2073.043481 = -1152845.430440 nChanged 477 SP:Iteration 11Q (4146.895123 sec): 3 clusters Score: Raw -1155364.102812 + Penalty 2073.043481 = -1153291.059331 nChanged 385 SP:Iteration 12Q (4147.011141 sec): 3 clusters Score: Raw -1155699.448492 + Penalty 2073.043481 = -1153626.405011 nChanged 297 SP:Iteration 13Q (4147.119165 sec): 3 clusters Score: Raw -1155914.037050 + Penalty 2073.043481 = -1153840.993570 nChanged 236 SP:Iteration 14Q (4147.236843 sec): 3 clusters Score: Raw -1156068.868301 + Penalty 2073.043481 = -1153995.824820 nChanged 198 SP:Iteration 15Q (4147.342736 sec): 3 clusters Score: Raw -1156188.396165 + Penalty 2073.043481 = -1154115.352684 nChanged 145 SP:Iteration 16Q (4147.487704 sec): 3 clusters Score: Raw -1156267.408741 + Penalty 2073.043481 = -1154194.365260 nChanged 117 SP:Iteration 17Q (4147.592744 sec): 3 clusters Score: Raw -1156330.016106 + Penalty 2073.043481 = -1154256.972625 nChanged 112 SP:Iteration 18Q (4147.706217 sec): 3 clusters Score: Raw -1156383.431963 + Penalty 2073.043481 = -1154310.388483 nChanged 88 SP:Iteration 19Q (4147.824727 sec): 3 clusters Score: Raw -1156422.688933 + Penalty 2073.043481 = -1154349.645452 nChanged 76 SP:Iteration 20F (4147.918446 sec): 3 clusters Score: Raw -1156448.437565 + Penalty 2073.043481 = -1154375.394084 nChanged 59 SP:Iteration 21Q (4148.023473 sec): 3 clusters Score: Raw -1156463.076385 + Penalty 2073.043481 = -1154390.032905 nChanged 44 SP:Iteration 22Q (4148.121775 sec): 3 clusters Score: Raw -1156473.560101 + Penalty 2073.043481 = -1154400.516620 nChanged 32 SP:Iteration 23Q (4148.224486 sec): 3 clusters Score: Raw -1156481.129810 + Penalty 2073.043481 = -1154408.086329 nChanged 34 SP:Iteration 24Q (4148.343099 sec): 3 clusters Score: Raw -1156486.315347 + Penalty 2073.043481 = -1154413.271866 nChanged 15 SP:Iteration 25Q (4148.436545 sec): 3 clusters Score: Raw -1156488.093946 + Penalty 2073.043481 = -1154415.050465 nChanged 8 SP:Iteration 26Q (4148.547365 sec): 3 clusters Score: Raw -1156489.151374 + Penalty 2073.043481 = -1154416.107893 nChanged 4 SP:Iteration 27Q (4148.648639 sec): 3 clusters Score: Raw -1156489.664956 + Penalty 2073.043481 = -1154416.621475 nChanged 3 SP:Iteration 28Q (4148.753366 sec): 3 clusters Score: Raw -1156489.941086 + Penalty 2073.043481 = -1154416.897606 nChanged 7 SP:Iteration 29Q (4148.857656 sec): 3 clusters Score: Raw -1156490.438807 + Penalty 2073.043481 = -1154417.395326 nChanged 1 SP:Iteration 30Q (4148.965409 sec): 3 clusters Score: Raw -1156490.643559 + Penalty 2073.043481 = -1154417.600078 nChanged 1 SP:Iteration 31Q (4149.058479 sec): 3 clusters Score: Raw -1156490.704500 + Penalty 2073.043481 = -1154417.661019 nChanged 1 SP:Iteration 32Q (4149.148689 sec): 3 clusters Score: Raw -1156491.032521 + Penalty 2073.043481 = -1154417.989040 nChanged 4 SP:Iteration 33Q (4149.257711 sec): 3 clusters Score: Raw -1156491.463316 + Penalty 2073.043481 = -1154418.419835 nChanged 3 SP:Iteration 34Q (4149.372741 sec): 3 clusters Score: Raw -1156491.740220 + Penalty 2073.043481 = -1154418.696739 nChanged 2 SP:Iteration 35Q (4149.478796 sec): 3 clusters Score: Raw -1156492.058365 + Penalty 2073.043481 = -1154419.014884 nChanged 6 SP:Iteration 36Q (4149.585652 sec): 3 clusters Score: Raw -1156492.589252 + Penalty 2073.043481 = -1154419.545771 nChanged 1 SP:Iteration 37Q (4149.688385 sec): 3 clusters Score: Raw -1156492.829006 + Penalty 2073.043481 = -1154419.785525 nChanged 3 SP:Iteration 38Q (4149.777774 sec): 3 clusters Score: Raw -1156493.317569 + Penalty 2073.043481 = -1154420.274089 nChanged 2 SP:Iteration 39Q (4149.889649 sec): 3 clusters Score: Raw -1156493.549426 + Penalty 2073.043481 = -1154420.505945 nChanged 6 SP:Iteration 40F (4150.004304 sec): 3 clusters Score: Raw -1156493.988266 + Penalty 2073.043481 = -1154420.944785 nChanged 4 SP:Iteration 41Q (4150.102232 sec): 3 clusters Score: Raw -1156494.227310 + Penalty 2073.043481 = -1154421.183829 nChanged 4 SP:Iteration 42Q (4150.210267 sec): 3 clusters Score: Raw -1156494.838677 + Penalty 2073.043481 = -1154421.795197 nChanged 4 SP:Iteration 43Q (4150.313737 sec): 3 clusters Score: Raw -1156495.091563 + Penalty 2073.043481 = -1154422.048082 nChanged 5 SP:Iteration 44Q (4150.412730 sec): 3 clusters Score: Raw -1156495.643290 + Penalty 2073.043481 = -1154422.599809 nChanged 2 SP:Iteration 45Q (4150.515881 sec): 3 clusters Score: Raw -1156495.743703 + Penalty 2073.043481 = -1154422.700222 nChanged 1 SP:Iteration 46Q (4150.612576 sec): 3 clusters Score: Raw -1156495.768365 + Penalty 2073.043481 = -1154422.724884 nChanged 1 SP:Iteration 47Q (4150.719593 sec): 3 clusters Score: Raw -1156495.789148 + Penalty 2073.043481 = -1154422.745667 nChanged 1 SP:Iteration 48Q (4150.831684 sec): 3 clusters Score: Raw -1156495.890523 + Penalty 2073.043481 = -1154422.847042 nChanged 0 SP:Iteration 49F (4150.938447 sec): 3 clusters Score: Raw -1156495.890523 + Penalty 2073.043481 = -1154422.847042 nChanged 0 Time taken for this iteration:447.937613 seconds. 7->19 Clusters: Score -4200269.268584, best is -4207117.855505 Starting from 8 clusters... ------ Clustering full data set of 77963 points ------ SP: Assigned 8 initial classes randomly. Iteration 0F (4151.523053 sec): 8 clusters Score: Raw -3871085.941830 + Penalty 8279.032381 = -3862806.909449 nChanged 66218 Iteration 1F (4152.113332 sec): 8 clusters Score: Raw -4047208.329613 + Penalty 8279.032381 = -4038929.297232 nChanged 28209 Iteration 2F (4152.808398 sec): 8 clusters Score: Raw -4102715.615447 + Penalty 8279.032381 = -4094436.583066 nChanged 14296 Iteration 3F (4153.435932 sec): 8 clusters Score: Raw -4127630.793562 + Penalty 8279.032381 = -4119351.761181 nChanged 9039 Iteration 4F (4154.064190 sec): 8 clusters Score: Raw -4140545.599670 + Penalty 8279.032381 = -4132266.567289 nChanged 6138 Iteration 5F (4154.624351 sec): 8 clusters Score: Raw -4148374.412402 + Penalty 8279.032381 = -4140095.380021 nChanged 5037 Iteration 6F (4155.192391 sec): 8 clusters Score: Raw -4159111.676931 + Penalty 8279.032381 = -4150832.644550 nChanged 4811 Iteration 7F (4155.786139 sec): 8 clusters Score: Raw -4173110.785499 + Penalty 8279.032381 = -4164831.753117 nChanged 3517 Iteration 8Q (4156.300613 sec): 8 clusters Score: Raw -4177721.904663 + Penalty 8279.032381 = -4169442.872282 nChanged 2198 Iteration 9Q (4156.821271 sec): 8 clusters Score: Raw -4179589.956288 + Penalty 8279.032381 = -4171310.923907 nChanged 1459 Iteration 10Q (4157.318922 sec): 8 clusters Score: Raw -4180455.214084 + Penalty 8279.032381 = -4172176.181703 nChanged 1100 Iteration 11Q (4157.826658 sec): 8 clusters Score: Raw -4180971.677743 + Penalty 8279.032381 = -4172692.645362 nChanged 881 Iteration 12Q (4158.336646 sec): 8 clusters Score: Raw -4181446.641274 + Penalty 8279.032381 = -4173167.608892 nChanged 837 Iteration 13Q (4158.843290 sec): 8 clusters Score: Raw -4182014.098121 + Penalty 8279.032381 = -4173735.065740 nChanged 798 Iteration 14Q (4159.400533 sec): 8 clusters Score: Raw -4182470.987318 + Penalty 8279.032381 = -4174191.954937 nChanged 694 Iteration 15Q (4160.016527 sec): 8 clusters Score: Raw -4182756.671190 + Penalty 8279.032381 = -4174477.638809 nChanged 534 Iteration 16Q (4160.569488 sec): 8 clusters Score: Raw -4182914.741297 + Penalty 8279.032381 = -4174635.708916 nChanged 397 Iteration 17Q (4161.152081 sec): 8 clusters Score: Raw -4183017.190203 + Penalty 8279.032381 = -4174738.157822 nChanged 306 Iteration 18Q (4161.659250 sec): 8 clusters Score: Raw -4183073.265180 + Penalty 8279.032381 = -4174794.232799 nChanged 246 Iteration 19Q (4162.188811 sec): 8 clusters Score: Raw -4183114.623968 + Penalty 8279.032381 = -4174835.591587 nChanged 198 Writing temp clu file Because OldScore, -4174794.232799, is greater than current (better) Score,-4174835.591587 Compute initial score before splitting: Score: Raw -4183114.623968 + Penalty 8279.032381 = -4174835.591587 Trying to split cluster 1 (3916 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4162.317027 sec): 2 clusters Score: Raw -198292.903368 + Penalty 868.646730 = -197424.256638 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4162.405811 sec): 3 clusters Score: Raw -196185.357995 + Penalty 1737.293461 = -194448.064534 nChanged 1732 SP:Iteration 1F (4162.472390 sec): 3 clusters Score: Raw -197642.975340 + Penalty 1737.293461 = -195905.681880 nChanged 374 SP:Iteration 2F (4162.576648 sec): 3 clusters Score: Raw -197931.553970 + Penalty 1737.293461 = -196194.260509 nChanged 278 SP:Iteration 3F (4162.654898 sec): 3 clusters Score: Raw -198164.987250 + Penalty 1737.293461 = -196427.693790 nChanged 237 SP:Iteration 4F (4162.737270 sec): 3 clusters Score: Raw -198376.391422 + Penalty 1737.293461 = -196639.097962 nChanged 201 SP:Iteration 5F (4162.839625 sec): 3 clusters Score: Raw -198552.209518 + Penalty 1737.293461 = -196814.916058 nChanged 160 SP:Iteration 6Q (4162.928136 sec): 3 clusters Score: Raw -198667.231733 + Penalty 1737.293461 = -196929.938272 nChanged 122 SP:Iteration 7Q (4163.009736 sec): 3 clusters Score: Raw -198754.192636 + Penalty 1737.293461 = -197016.899176 nChanged 104 SP:Iteration 8Q (4163.102975 sec): 3 clusters Score: Raw -198827.272541 + Penalty 1737.293461 = -197089.979081 nChanged 84 SP:Iteration 9Q (4163.190877 sec): 3 clusters Score: Raw -198895.273227 + Penalty 1737.293461 = -197157.979766 nChanged 79 SP:Iteration 10Q (4163.263976 sec): 3 clusters Score: Raw -199036.531935 + Penalty 1737.293461 = -197299.238474 nChanged 85 SP:Iteration 11Q (4163.350937 sec): 3 clusters Score: Raw -199172.828776 + Penalty 1737.293461 = -197435.535315 nChanged 76 SP:Iteration 12Q (4163.441237 sec): 3 clusters Score: Raw -199216.465779 + Penalty 1737.293461 = -197479.172318 nChanged 39 SP:Iteration 13Q (4163.520256 sec): 3 clusters Score: Raw -199232.340844 + Penalty 1737.293461 = -197495.047384 nChanged 21 SP:Iteration 14Q (4163.637032 sec): 3 clusters Score: Raw -199240.475015 + Penalty 1737.293461 = -197503.181555 nChanged 15 SP:Iteration 15Q (4163.711278 sec): 3 clusters Score: Raw -199245.589828 + Penalty 1737.293461 = -197508.296367 nChanged 10 SP:Iteration 16Q (4163.795450 sec): 3 clusters Score: Raw -199249.033932 + Penalty 1737.293461 = -197511.740471 nChanged 7 SP:Iteration 17Q (4163.883143 sec): 3 clusters Score: Raw -199250.610180 + Penalty 1737.293461 = -197513.316719 nChanged 9 SP:Iteration 18Q (4163.977776 sec): 3 clusters Score: Raw -199252.938840 + Penalty 1737.293461 = -197515.645379 nChanged 8 SP:Iteration 19Q (4164.064655 sec): 3 clusters Score: Raw -199255.333136 + Penalty 1737.293461 = -197518.039675 nChanged 7 SP:Iteration 20F (4164.140156 sec): 3 clusters Score: Raw -199257.002480 + Penalty 1737.293461 = -197519.709019 nChanged 6 SP:Iteration 21Q (4164.239124 sec): 3 clusters Score: Raw -199257.906831 + Penalty 1737.293461 = -197520.613370 nChanged 6 SP:Iteration 22Q (4164.308694 sec): 3 clusters Score: Raw -199258.652013 + Penalty 1737.293461 = -197521.358552 nChanged 0 SP:Iteration 23F (4164.404576 sec): 3 clusters Score: Raw -199258.652013 + Penalty 1737.293461 = -197521.358552 nChanged 0 Score: Raw -4184098.552370 + Penalty 9461.751293 = -4174636.801078 Splitting cluster 1 changes total score from -4174835.591587 to -4174636.801078 So it's not getting split. Trying to split cluster 2 (11218 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4165.100083 sec): 2 clusters Score: Raw -633458.886946 + Penalty 979.153866 = -632479.733080 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4165.194562 sec): 3 clusters Score: Raw -626786.696175 + Penalty 1958.307731 = -624828.388444 nChanged 5076 SP:Iteration 1F (4165.307155 sec): 3 clusters Score: Raw -630330.166707 + Penalty 1958.307731 = -628371.858976 nChanged 1036 SP:Iteration 2F (4165.411167 sec): 3 clusters Score: Raw -631423.325998 + Penalty 1958.307731 = -629465.018267 nChanged 1078 SP:Iteration 3F (4165.502099 sec): 3 clusters Score: Raw -632609.026346 + Penalty 1958.307731 = -630650.718615 nChanged 914 SP:Iteration 4F (4165.616534 sec): 3 clusters Score: Raw -633465.951100 + Penalty 1958.307731 = -631507.643369 nChanged 660 SP:Iteration 5F (4165.743231 sec): 3 clusters Score: Raw -633946.392388 + Penalty 1958.307731 = -631988.084657 nChanged 473 SP:Iteration 6Q (4165.833626 sec): 3 clusters Score: Raw -634198.774693 + Penalty 1958.307731 = -632240.466962 nChanged 288 SP:Iteration 7Q (4165.957135 sec): 3 clusters Score: Raw -634322.630203 + Penalty 1958.307731 = -632364.322472 nChanged 208 SP:Iteration 8Q (4166.071220 sec): 3 clusters Score: Raw -634404.818018 + Penalty 1958.307731 = -632446.510287 nChanged 172 SP:Iteration 9Q (4166.194176 sec): 3 clusters Score: Raw -634461.443367 + Penalty 1958.307731 = -632503.135636 nChanged 136 SP:Iteration 10Q (4166.320210 sec): 3 clusters Score: Raw -634502.654969 + Penalty 1958.307731 = -632544.347238 nChanged 114 SP:Iteration 11Q (4166.429011 sec): 3 clusters Score: Raw -634536.645649 + Penalty 1958.307731 = -632578.337918 nChanged 99 SP:Iteration 12Q (4166.535242 sec): 3 clusters Score: Raw -634563.016118 + Penalty 1958.307731 = -632604.708387 nChanged 85 SP:Iteration 13Q (4166.653044 sec): 3 clusters Score: Raw -634582.101690 + Penalty 1958.307731 = -632623.793959 nChanged 70 SP:Iteration 14Q (4166.791838 sec): 3 clusters Score: Raw -634599.228300 + Penalty 1958.307731 = -632640.920569 nChanged 64 SP:Iteration 15Q (4166.880172 sec): 3 clusters Score: Raw -634612.914651 + Penalty 1958.307731 = -632654.606920 nChanged 57 SP:Iteration 16Q (4166.982098 sec): 3 clusters Score: Raw -634624.441620 + Penalty 1958.307731 = -632666.133889 nChanged 51 SP:Iteration 17Q (4167.082156 sec): 3 clusters Score: Raw -634634.585005 + Penalty 1958.307731 = -632676.277274 nChanged 59 SP:Iteration 18Q (4167.210717 sec): 3 clusters Score: Raw -634648.590460 + Penalty 1958.307731 = -632690.282728 nChanged 45 SP:Iteration 19Q (4167.304790 sec): 3 clusters Score: Raw -634655.502184 + Penalty 1958.307731 = -632697.194452 nChanged 32 SP:Iteration 20F (4167.412669 sec): 3 clusters Score: Raw -634661.373953 + Penalty 1958.307731 = -632703.066222 nChanged 35 SP:Iteration 21Q (4167.509752 sec): 3 clusters Score: Raw -634667.832101 + Penalty 1958.307731 = -632709.524370 nChanged 33 SP:Iteration 22Q (4167.605369 sec): 3 clusters Score: Raw -634675.130033 + Penalty 1958.307731 = -632716.822302 nChanged 35 SP:Iteration 23Q (4167.697851 sec): 3 clusters Score: Raw -634681.314651 + Penalty 1958.307731 = -632723.006920 nChanged 30 SP:Iteration 24Q (4167.787383 sec): 3 clusters Score: Raw -634685.818806 + Penalty 1958.307731 = -632727.511075 nChanged 24 SP:Iteration 25Q (4167.894313 sec): 3 clusters Score: Raw -634689.073157 + Penalty 1958.307731 = -632730.765426 nChanged 17 SP:Iteration 26Q (4167.982186 sec): 3 clusters Score: Raw -634691.540697 + Penalty 1958.307731 = -632733.232966 nChanged 13 SP:Iteration 27Q (4168.078329 sec): 3 clusters Score: Raw -634693.303328 + Penalty 1958.307731 = -632734.995597 nChanged 14 SP:Iteration 28Q (4168.167782 sec): 3 clusters Score: Raw -634695.656824 + Penalty 1958.307731 = -632737.349093 nChanged 19 SP:Iteration 29Q (4168.257886 sec): 3 clusters Score: Raw -634697.692019 + Penalty 1958.307731 = -632739.384288 nChanged 16 SP:Iteration 30Q (4168.356330 sec): 3 clusters Score: Raw -634699.190685 + Penalty 1958.307731 = -632740.882953 nChanged 10 SP:Iteration 31Q (4168.441011 sec): 3 clusters Score: Raw -634700.186576 + Penalty 1958.307731 = -632741.878845 nChanged 9 SP:Iteration 32Q (4168.541158 sec): 3 clusters Score: Raw -634701.451085 + Penalty 1958.307731 = -632743.143354 nChanged 8 SP:Iteration 33Q (4168.636854 sec): 3 clusters Score: Raw -634702.638035 + Penalty 1958.307731 = -632744.330304 nChanged 12 SP:Iteration 34Q (4168.735523 sec): 3 clusters Score: Raw -634704.685478 + Penalty 1958.307731 = -632746.377747 nChanged 18 SP:Iteration 35Q (4168.815677 sec): 3 clusters Score: Raw -634707.633060 + Penalty 1958.307731 = -632749.325329 nChanged 16 SP:Iteration 36Q (4168.925275 sec): 3 clusters Score: Raw -634711.061214 + Penalty 1958.307731 = -632752.753483 nChanged 19 SP:Iteration 37Q (4169.011216 sec): 3 clusters Score: Raw -634714.617410 + Penalty 1958.307731 = -632756.309679 nChanged 17 SP:Iteration 38Q (4169.110768 sec): 3 clusters Score: Raw -634717.538532 + Penalty 1958.307731 = -632759.230801 nChanged 15 SP:Iteration 39Q (4169.204209 sec): 3 clusters Score: Raw -634719.313230 + Penalty 1958.307731 = -632761.005499 nChanged 13 SP:Iteration 40F (4169.291626 sec): 3 clusters Score: Raw -634721.060445 + Penalty 1958.307731 = -632762.752714 nChanged 12 SP:Iteration 41Q (4169.397828 sec): 3 clusters Score: Raw -634722.521144 + Penalty 1958.307731 = -632764.213413 nChanged 12 SP:Iteration 42Q (4169.484484 sec): 3 clusters Score: Raw -634723.811231 + Penalty 1958.307731 = -632765.503500 nChanged 8 SP:Iteration 43Q (4169.575950 sec): 3 clusters Score: Raw -634724.435071 + Penalty 1958.307731 = -632766.127340 nChanged 9 SP:Iteration 44Q (4169.691559 sec): 3 clusters Score: Raw -634725.201317 + Penalty 1958.307731 = -632766.893586 nChanged 6 SP:Iteration 45Q (4169.782457 sec): 3 clusters Score: Raw -634725.849322 + Penalty 1958.307731 = -632767.541591 nChanged 7 SP:Iteration 46Q (4169.884219 sec): 3 clusters Score: Raw -634726.510629 + Penalty 1958.307731 = -632768.202898 nChanged 8 SP:Iteration 47Q (4169.985461 sec): 3 clusters Score: Raw -634727.225058 + Penalty 1958.307731 = -632768.917327 nChanged 5 SP:Iteration 48Q (4170.067427 sec): 3 clusters Score: Raw -634727.918141 + Penalty 1958.307731 = -632769.610410 nChanged 3 SP:Iteration 49Q (4170.157152 sec): 3 clusters Score: Raw -634728.234935 + Penalty 1958.307731 = -632769.927204 nChanged 2 SP:Iteration 50Q (4170.257104 sec): 3 clusters Score: Raw -634728.367831 + Penalty 1958.307731 = -632770.060100 nChanged 0 SP:Iteration 51F (4170.357020 sec): 3 clusters Score: Raw -634728.367831 + Penalty 1958.307731 = -632770.060100 nChanged 0 Score: Raw -4184402.284611 + Penalty 9461.751293 = -4174940.533318 Splitting cluster 2 changes total score from -4174835.591587 to -4174940.533318 So it's getting split into cluster 8. Trying to split cluster 3 (6022 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4171.034292 sec): 2 clusters Score: Raw -295069.742966 + Penalty 913.833344 = -294155.909621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4171.105245 sec): 3 clusters Score: Raw -291876.643464 + Penalty 1827.666689 = -290048.976776 nChanged 2600 SP:Iteration 1F (4171.202300 sec): 3 clusters Score: Raw -294330.035940 + Penalty 1827.666689 = -292502.369251 nChanged 680 SP:Iteration 2F (4171.304073 sec): 3 clusters Score: Raw -295086.601540 + Penalty 1827.666689 = -293258.934851 nChanged 500 SP:Iteration 3F (4171.391199 sec): 3 clusters Score: Raw -295551.153120 + Penalty 1827.666689 = -293723.486431 nChanged 366 SP:Iteration 4F (4171.460084 sec): 3 clusters Score: Raw -295861.772710 + Penalty 1827.666689 = -294034.106022 nChanged 260 SP:Iteration 5Q (4171.546802 sec): 3 clusters Score: Raw -296050.511505 + Penalty 1827.666689 = -294222.844816 nChanged 193 SP:Iteration 6Q (4171.638714 sec): 3 clusters Score: Raw -296161.350816 + Penalty 1827.666689 = -294333.684127 nChanged 148 SP:Iteration 7Q (4171.720855 sec): 3 clusters Score: Raw -296251.797342 + Penalty 1827.666689 = -294424.130653 nChanged 132 SP:Iteration 8Q (4171.805400 sec): 3 clusters Score: Raw -296344.977337 + Penalty 1827.666689 = -294517.310648 nChanged 98 SP:Iteration 9Q (4171.917856 sec): 3 clusters Score: Raw -296413.720632 + Penalty 1827.666689 = -294586.053943 nChanged 90 SP:Iteration 10Q (4172.000667 sec): 3 clusters Score: Raw -296467.798124 + Penalty 1827.666689 = -294640.131436 nChanged 66 SP:Iteration 11Q (4172.097214 sec): 3 clusters Score: Raw -296496.914766 + Penalty 1827.666689 = -294669.248077 nChanged 64 SP:Iteration 12Q (4172.199421 sec): 3 clusters Score: Raw -296515.791818 + Penalty 1827.666689 = -294688.125129 nChanged 51 SP:Iteration 13Q (4172.302841 sec): 3 clusters Score: Raw -296545.580567 + Penalty 1827.666689 = -294717.913878 nChanged 43 SP:Iteration 14Q (4172.377294 sec): 3 clusters Score: Raw -296564.347767 + Penalty 1827.666689 = -294736.681078 nChanged 49 SP:Iteration 15Q (4172.499114 sec): 3 clusters Score: Raw -296581.541067 + Penalty 1827.666689 = -294753.874378 nChanged 43 SP:Iteration 16Q (4172.622746 sec): 3 clusters Score: Raw -296598.135465 + Penalty 1827.666689 = -294770.468776 nChanged 35 SP:Iteration 17Q (4172.702112 sec): 3 clusters Score: Raw -296607.418469 + Penalty 1827.666689 = -294779.751780 nChanged 27 SP:Iteration 18Q (4172.819232 sec): 3 clusters Score: Raw -296617.078365 + Penalty 1827.666689 = -294789.411676 nChanged 30 SP:Iteration 19Q (4172.918626 sec): 3 clusters Score: Raw -296628.791795 + Penalty 1827.666689 = -294801.125106 nChanged 32 SP:Iteration 20F (4173.024493 sec): 3 clusters Score: Raw -296646.634164 + Penalty 1827.666689 = -294818.967476 nChanged 28 SP:Iteration 21Q (4173.115016 sec): 3 clusters Score: Raw -296660.265977 + Penalty 1827.666689 = -294832.599288 nChanged 28 SP:Iteration 22Q (4173.239022 sec): 3 clusters Score: Raw -296671.807939 + Penalty 1827.666689 = -294844.141250 nChanged 25 SP:Iteration 23Q (4173.311876 sec): 3 clusters Score: Raw -296685.209889 + Penalty 1827.666689 = -294857.543200 nChanged 36 SP:Iteration 24Q (4173.412346 sec): 3 clusters Score: Raw -296711.506801 + Penalty 1827.666689 = -294883.840112 nChanged 43 SP:Iteration 25Q (4173.516743 sec): 3 clusters Score: Raw -296738.154634 + Penalty 1827.666689 = -294910.487945 nChanged 40 SP:Iteration 26Q (4173.612511 sec): 3 clusters Score: Raw -296756.580899 + Penalty 1827.666689 = -294928.914210 nChanged 42 SP:Iteration 27Q (4173.678368 sec): 3 clusters Score: Raw -296773.874421 + Penalty 1827.666689 = -294946.207732 nChanged 33 SP:Iteration 28Q (4173.774286 sec): 3 clusters Score: Raw -296787.576041 + Penalty 1827.666689 = -294959.909352 nChanged 30 SP:Iteration 29Q (4173.854600 sec): 3 clusters Score: Raw -296794.315323 + Penalty 1827.666689 = -294966.648634 nChanged 20 SP:Iteration 30Q (4173.942229 sec): 3 clusters Score: Raw -296800.081351 + Penalty 1827.666689 = -294972.414662 nChanged 25 SP:Iteration 31Q (4174.029181 sec): 3 clusters Score: Raw -296807.434279 + Penalty 1827.666689 = -294979.767590 nChanged 22 SP:Iteration 32Q (4174.135828 sec): 3 clusters Score: Raw -296813.066688 + Penalty 1827.666689 = -294985.400000 nChanged 26 SP:Iteration 33Q (4174.208816 sec): 3 clusters Score: Raw -296819.632691 + Penalty 1827.666689 = -294991.966002 nChanged 19 SP:Iteration 34Q (4174.318284 sec): 3 clusters Score: Raw -296823.649708 + Penalty 1827.666689 = -294995.983019 nChanged 19 SP:Iteration 35Q (4174.404199 sec): 3 clusters Score: Raw -296827.831058 + Penalty 1827.666689 = -295000.164369 nChanged 22 SP:Iteration 36Q (4174.498048 sec): 3 clusters Score: Raw -296831.650870 + Penalty 1827.666689 = -295003.984181 nChanged 19 SP:Iteration 37Q (4174.562704 sec): 3 clusters Score: Raw -296835.590563 + Penalty 1827.666689 = -295007.923874 nChanged 18 SP:Iteration 38Q (4174.658998 sec): 3 clusters Score: Raw -296838.617236 + Penalty 1827.666689 = -295010.950547 nChanged 16 SP:Iteration 39Q (4174.748547 sec): 3 clusters Score: Raw -296841.190133 + Penalty 1827.666689 = -295013.523445 nChanged 13 SP:Iteration 40F (4174.842283 sec): 3 clusters Score: Raw -296842.980887 + Penalty 1827.666689 = -295015.314199 nChanged 11 SP:Iteration 41Q (4174.929506 sec): 3 clusters Score: Raw -296848.695270 + Penalty 1827.666689 = -295021.028581 nChanged 14 SP:Iteration 42Q (4175.015068 sec): 3 clusters Score: Raw -296852.111606 + Penalty 1827.666689 = -295024.444918 nChanged 15 SP:Iteration 43Q (4175.098336 sec): 3 clusters Score: Raw -296855.471961 + Penalty 1827.666689 = -295027.805272 nChanged 16 SP:Iteration 44Q (4175.184824 sec): 3 clusters Score: Raw -296859.039757 + Penalty 1827.666689 = -295031.373068 nChanged 14 SP:Iteration 45Q (4175.275003 sec): 3 clusters Score: Raw -296862.391363 + Penalty 1827.666689 = -295034.724674 nChanged 17 SP:Iteration 46Q (4175.363118 sec): 3 clusters Score: Raw -296866.068577 + Penalty 1827.666689 = -295038.401888 nChanged 15 SP:Iteration 47Q (4175.458013 sec): 3 clusters Score: Raw -296868.667043 + Penalty 1827.666689 = -295041.000354 nChanged 17 SP:Iteration 48Q (4175.559336 sec): 3 clusters Score: Raw -296872.726039 + Penalty 1827.666689 = -295045.059350 nChanged 20 SP:Iteration 49Q (4175.628057 sec): 3 clusters Score: Raw -296877.547895 + Penalty 1827.666689 = -295049.881206 nChanged 17 SP:Iteration 50Q (4175.715771 sec): 3 clusters Score: Raw -296882.998908 + Penalty 1827.666689 = -295055.332219 nChanged 22 SP:Iteration 51Q (4175.823710 sec): 3 clusters Score: Raw -296892.323398 + Penalty 1827.666689 = -295064.656709 nChanged 23 SP:Iteration 52Q (4175.899064 sec): 3 clusters Score: Raw -296900.526200 + Penalty 1827.666689 = -295072.859511 nChanged 25 SP:Iteration 53Q (4175.995975 sec): 3 clusters Score: Raw -296913.124159 + Penalty 1827.666689 = -295085.457470 nChanged 35 SP:Iteration 54Q (4176.086308 sec): 3 clusters Score: Raw -296936.402087 + Penalty 1827.666689 = -295108.735398 nChanged 40 SP:Iteration 55Q (4176.159179 sec): 3 clusters Score: Raw -296953.504946 + Penalty 1827.666689 = -295125.838257 nChanged 29 SP:Iteration 56Q (4176.268055 sec): 3 clusters Score: Raw -296962.057657 + Penalty 1827.666689 = -295134.390968 nChanged 23 SP:Iteration 57Q (4176.347147 sec): 3 clusters Score: Raw -296966.891397 + Penalty 1827.666689 = -295139.224708 nChanged 13 SP:Iteration 58Q (4176.445772 sec): 3 clusters Score: Raw -296973.237119 + Penalty 1827.666689 = -295145.570430 nChanged 14 SP:Iteration 59Q (4176.517286 sec): 3 clusters Score: Raw -296976.351679 + Penalty 1827.666689 = -295148.684990 nChanged 13 SP:Iteration 60F (4176.621427 sec): 3 clusters Score: Raw -296979.042086 + Penalty 1827.666689 = -295151.375397 nChanged 10 SP:Iteration 61Q (4176.699607 sec): 3 clusters Score: Raw -296982.351386 + Penalty 1827.666689 = -295154.684697 nChanged 10 SP:Iteration 62Q (4176.794361 sec): 3 clusters Score: Raw -296986.290911 + Penalty 1827.666689 = -295158.624222 nChanged 15 SP:Iteration 63Q (4176.883522 sec): 3 clusters Score: Raw -296989.259935 + Penalty 1827.666689 = -295161.593246 nChanged 9 SP:Iteration 64Q (4176.959016 sec): 3 clusters Score: Raw -296991.041784 + Penalty 1827.666689 = -295163.375096 nChanged 8 SP:Iteration 65Q (4177.051641 sec): 3 clusters Score: Raw -296992.377326 + Penalty 1827.666689 = -295164.710638 nChanged 7 SP:Iteration 66Q (4177.145474 sec): 3 clusters Score: Raw -296993.454869 + Penalty 1827.666689 = -295165.788180 nChanged 6 SP:Iteration 67Q (4177.215824 sec): 3 clusters Score: Raw -296994.564485 + Penalty 1827.666689 = -295166.897796 nChanged 3 SP:Iteration 68Q (4177.313802 sec): 3 clusters Score: Raw -296995.004816 + Penalty 1827.666689 = -295167.338127 nChanged 4 SP:Iteration 69Q (4177.397408 sec): 3 clusters Score: Raw -296995.528576 + Penalty 1827.666689 = -295167.861887 nChanged 2 SP:Iteration 70Q (4177.496669 sec): 3 clusters Score: Raw -296995.995172 + Penalty 1827.666689 = -295168.328483 nChanged 1 SP:Iteration 71Q (4177.560460 sec): 3 clusters Score: Raw -296996.059967 + Penalty 1827.666689 = -295168.393278 nChanged 1 SP:Iteration 72Q (4177.656703 sec): 3 clusters Score: Raw -296996.119192 + Penalty 1827.666689 = -295168.452503 nChanged 0 SP:Iteration 73F (4177.734697 sec): 3 clusters Score: Raw -296996.119192 + Penalty 1827.666689 = -295168.452503 nChanged 0 Score: Raw -4186328.660837 + Penalty 10644.470204 = -4175684.190633 Splitting cluster 3 changes total score from -4174835.591587 to -4175684.190633 So it's getting split into cluster 9. Trying to split cluster 4 (9314 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4178.621975 sec): 2 clusters Score: Raw -519665.254854 + Penalty 959.623762 = -518705.631092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4178.722358 sec): 3 clusters Score: Raw -514148.778372 + Penalty 1919.247524 = -512229.530848 nChanged 4230 SP:Iteration 1F (4178.831732 sec): 3 clusters Score: Raw -516917.262337 + Penalty 1919.247524 = -514998.014813 nChanged 837 SP:Iteration 2F (4178.932335 sec): 3 clusters Score: Raw -517621.930628 + Penalty 1919.247524 = -515702.683104 nChanged 815 SP:Iteration 3F (4179.004304 sec): 3 clusters Score: Raw -518257.794882 + Penalty 1919.247524 = -516338.547358 nChanged 726 SP:Iteration 4F (4179.096097 sec): 3 clusters Score: Raw -518790.118251 + Penalty 1919.247524 = -516870.870727 nChanged 576 SP:Iteration 5F (4179.186826 sec): 3 clusters Score: Raw -519236.206116 + Penalty 1919.247524 = -517316.958592 nChanged 529 SP:Iteration 6F (4179.293245 sec): 3 clusters Score: Raw -519598.389339 + Penalty 1919.247524 = -517679.141815 nChanged 400 SP:Iteration 7Q (4179.411981 sec): 3 clusters Score: Raw -519818.788588 + Penalty 1919.247524 = -517899.541064 nChanged 305 SP:Iteration 8Q (4179.511968 sec): 3 clusters Score: Raw -519956.721189 + Penalty 1919.247524 = -518037.473665 nChanged 233 SP:Iteration 9Q (4179.628014 sec): 3 clusters Score: Raw -520042.407871 + Penalty 1919.247524 = -518123.160347 nChanged 176 SP:Iteration 10Q (4179.726913 sec): 3 clusters Score: Raw -520090.301151 + Penalty 1919.247524 = -518171.053627 nChanged 119 SP:Iteration 11Q (4179.830419 sec): 3 clusters Score: Raw -520114.566730 + Penalty 1919.247524 = -518195.319206 nChanged 88 SP:Iteration 12Q (4179.950477 sec): 3 clusters Score: Raw -520129.462694 + Penalty 1919.247524 = -518210.215171 nChanged 56 SP:Iteration 13Q (4180.053303 sec): 3 clusters Score: Raw -520138.332314 + Penalty 1919.247524 = -518219.084790 nChanged 42 SP:Iteration 14Q (4180.161886 sec): 3 clusters Score: Raw -520146.913944 + Penalty 1919.247524 = -518227.666420 nChanged 39 SP:Iteration 15Q (4180.238261 sec): 3 clusters Score: Raw -520151.857273 + Penalty 1919.247524 = -518232.609750 nChanged 29 SP:Iteration 16Q (4180.343770 sec): 3 clusters Score: Raw -520155.065751 + Penalty 1919.247524 = -518235.818227 nChanged 20 SP:Iteration 17Q (4180.440726 sec): 3 clusters Score: Raw -520157.847593 + Penalty 1919.247524 = -518238.600069 nChanged 33 SP:Iteration 18Q (4180.531323 sec): 3 clusters Score: Raw -520162.969957 + Penalty 1919.247524 = -518243.722433 nChanged 38 SP:Iteration 19Q (4180.624600 sec): 3 clusters Score: Raw -520168.014455 + Penalty 1919.247524 = -518248.766931 nChanged 34 SP:Iteration 20F (4180.711690 sec): 3 clusters Score: Raw -520171.985322 + Penalty 1919.247524 = -518252.737798 nChanged 31 SP:Iteration 21Q (4180.808634 sec): 3 clusters Score: Raw -520175.926350 + Penalty 1919.247524 = -518256.678826 nChanged 35 SP:Iteration 22Q (4180.910297 sec): 3 clusters Score: Raw -520180.326515 + Penalty 1919.247524 = -518261.078991 nChanged 28 SP:Iteration 23Q (4180.999306 sec): 3 clusters Score: Raw -520184.256346 + Penalty 1919.247524 = -518265.008822 nChanged 30 SP:Iteration 24Q (4181.098004 sec): 3 clusters Score: Raw -520189.151905 + Penalty 1919.247524 = -518269.904381 nChanged 31 SP:Iteration 25Q (4181.198925 sec): 3 clusters Score: Raw -520193.009594 + Penalty 1919.247524 = -518273.762070 nChanged 27 SP:Iteration 26Q (4181.281095 sec): 3 clusters Score: Raw -520196.326653 + Penalty 1919.247524 = -518277.079129 nChanged 29 SP:Iteration 27Q (4181.376436 sec): 3 clusters Score: Raw -520199.563757 + Penalty 1919.247524 = -518280.316233 nChanged 18 SP:Iteration 28Q (4181.474609 sec): 3 clusters Score: Raw -520201.607994 + Penalty 1919.247524 = -518282.360470 nChanged 25 SP:Iteration 29Q (4181.582614 sec): 3 clusters Score: Raw -520204.418370 + Penalty 1919.247524 = -518285.170846 nChanged 23 SP:Iteration 30Q (4181.670329 sec): 3 clusters Score: Raw -520207.090659 + Penalty 1919.247524 = -518287.843135 nChanged 25 SP:Iteration 31Q (4181.771882 sec): 3 clusters Score: Raw -520210.087950 + Penalty 1919.247524 = -518290.840426 nChanged 23 SP:Iteration 32Q (4181.869602 sec): 3 clusters Score: Raw -520212.855956 + Penalty 1919.247524 = -518293.608432 nChanged 22 SP:Iteration 33Q (4181.948633 sec): 3 clusters Score: Raw -520214.884884 + Penalty 1919.247524 = -518295.637360 nChanged 19 SP:Iteration 34Q (4182.050359 sec): 3 clusters Score: Raw -520217.021198 + Penalty 1919.247524 = -518297.773675 nChanged 17 SP:Iteration 35Q (4182.141141 sec): 3 clusters Score: Raw -520218.921669 + Penalty 1919.247524 = -518299.674145 nChanged 11 SP:Iteration 36Q (4182.237259 sec): 3 clusters Score: Raw -520220.069269 + Penalty 1919.247524 = -518300.821745 nChanged 11 SP:Iteration 37Q (4182.324584 sec): 3 clusters Score: Raw -520221.326596 + Penalty 1919.247524 = -518302.079072 nChanged 11 SP:Iteration 38Q (4182.425821 sec): 3 clusters Score: Raw -520222.463803 + Penalty 1919.247524 = -518303.216279 nChanged 13 SP:Iteration 39Q (4182.522531 sec): 3 clusters Score: Raw -520224.305246 + Penalty 1919.247524 = -518305.057722 nChanged 10 SP:Iteration 40F (4182.618585 sec): 3 clusters Score: Raw -520225.913084 + Penalty 1919.247524 = -518306.665560 nChanged 12 SP:Iteration 41Q (4182.709654 sec): 3 clusters Score: Raw -520227.509290 + Penalty 1919.247524 = -518308.261767 nChanged 18 SP:Iteration 42Q (4182.803636 sec): 3 clusters Score: Raw -520229.688751 + Penalty 1919.247524 = -518310.441227 nChanged 23 SP:Iteration 43Q (4182.897770 sec): 3 clusters Score: Raw -520232.589243 + Penalty 1919.247524 = -518313.341719 nChanged 22 SP:Iteration 44Q (4182.971873 sec): 3 clusters Score: Raw -520234.715988 + Penalty 1919.247524 = -518315.468464 nChanged 17 SP:Iteration 45Q (4183.055210 sec): 3 clusters Score: Raw -520236.708512 + Penalty 1919.247524 = -518317.460988 nChanged 15 SP:Iteration 46Q (4183.159009 sec): 3 clusters Score: Raw -520237.748725 + Penalty 1919.247524 = -518318.501201 nChanged 9 SP:Iteration 47Q (4183.248040 sec): 3 clusters Score: Raw -520238.469635 + Penalty 1919.247524 = -518319.222111 nChanged 11 SP:Iteration 48Q (4183.337703 sec): 3 clusters Score: Raw -520239.507547 + Penalty 1919.247524 = -518320.260023 nChanged 16 SP:Iteration 49Q (4183.433099 sec): 3 clusters Score: Raw -520241.189751 + Penalty 1919.247524 = -518321.942227 nChanged 21 SP:Iteration 50Q (4183.539810 sec): 3 clusters Score: Raw -520244.047214 + Penalty 1919.247524 = -518324.799690 nChanged 22 SP:Iteration 51Q (4183.626790 sec): 3 clusters Score: Raw -520246.965445 + Penalty 1919.247524 = -518327.717921 nChanged 20 SP:Iteration 52Q (4183.731527 sec): 3 clusters Score: Raw -520249.067239 + Penalty 1919.247524 = -518329.819715 nChanged 20 SP:Iteration 53Q (4183.806523 sec): 3 clusters Score: Raw -520252.066294 + Penalty 1919.247524 = -518332.818770 nChanged 27 SP:Iteration 54Q (4183.910554 sec): 3 clusters Score: Raw -520257.024003 + Penalty 1919.247524 = -518337.776479 nChanged 26 SP:Iteration 55Q (4184.001505 sec): 3 clusters Score: Raw -520262.576882 + Penalty 1919.247524 = -518343.329359 nChanged 27 SP:Iteration 56Q (4184.103513 sec): 3 clusters Score: Raw -520268.604965 + Penalty 1919.247524 = -518349.357441 nChanged 27 SP:Iteration 57Q (4184.199989 sec): 3 clusters Score: Raw -520274.946994 + Penalty 1919.247524 = -518355.699470 nChanged 35 SP:Iteration 58Q (4184.292646 sec): 3 clusters Score: Raw -520283.997345 + Penalty 1919.247524 = -518364.749821 nChanged 34 SP:Iteration 59Q (4184.398161 sec): 3 clusters Score: Raw -520292.600802 + Penalty 1919.247524 = -518373.353278 nChanged 41 SP:Iteration 60F (4184.494218 sec): 3 clusters Score: Raw -520302.029022 + Penalty 1919.247524 = -518382.781498 nChanged 49 SP:Iteration 61Q (4184.579988 sec): 3 clusters Score: Raw -520314.558166 + Penalty 1919.247524 = -518395.310643 nChanged 54 SP:Iteration 62Q (4184.674489 sec): 3 clusters Score: Raw -520327.235046 + Penalty 1919.247524 = -518407.987522 nChanged 43 SP:Iteration 63Q (4184.808984 sec): 3 clusters Score: Raw -520335.530473 + Penalty 1919.247524 = -518416.282949 nChanged 42 SP:Iteration 64Q (4184.924317 sec): 3 clusters Score: Raw -520344.526599 + Penalty 1919.247524 = -518425.279075 nChanged 45 SP:Iteration 65Q (4185.024425 sec): 3 clusters Score: Raw -520355.350016 + Penalty 1919.247524 = -518436.102492 nChanged 36 SP:Iteration 66Q (4185.128318 sec): 3 clusters Score: Raw -520362.474690 + Penalty 1919.247524 = -518443.227166 nChanged 26 SP:Iteration 67Q (4185.242804 sec): 3 clusters Score: Raw -520366.444368 + Penalty 1919.247524 = -518447.196844 nChanged 23 SP:Iteration 68Q (4185.344515 sec): 3 clusters Score: Raw -520369.451136 + Penalty 1919.247524 = -518450.203612 nChanged 19 SP:Iteration 69Q (4185.449748 sec): 3 clusters Score: Raw -520371.540176 + Penalty 1919.247524 = -518452.292653 nChanged 23 SP:Iteration 70Q (4185.559425 sec): 3 clusters Score: Raw -520374.023883 + Penalty 1919.247524 = -518454.776360 nChanged 24 SP:Iteration 71Q (4185.668350 sec): 3 clusters Score: Raw -520377.664791 + Penalty 1919.247524 = -518458.417267 nChanged 15 SP:Iteration 72Q (4185.750587 sec): 3 clusters Score: Raw -520379.735398 + Penalty 1919.247524 = -518460.487874 nChanged 24 SP:Iteration 73Q (4185.888218 sec): 3 clusters Score: Raw -520383.678612 + Penalty 1919.247524 = -518464.431088 nChanged 20 SP:Iteration 74Q (4186.009053 sec): 3 clusters Score: Raw -520386.508115 + Penalty 1919.247524 = -518467.260591 nChanged 31 SP:Iteration 75Q (4186.105324 sec): 3 clusters Score: Raw -520391.894433 + Penalty 1919.247524 = -518472.646910 nChanged 28 SP:Iteration 76Q (4186.189400 sec): 3 clusters Score: Raw -520397.787725 + Penalty 1919.247524 = -518478.540201 nChanged 40 SP:Iteration 77Q (4186.291145 sec): 3 clusters Score: Raw -520406.919274 + Penalty 1919.247524 = -518487.671750 nChanged 36 SP:Iteration 78Q (4186.428017 sec): 3 clusters Score: Raw -520413.191012 + Penalty 1919.247524 = -518493.943488 nChanged 28 SP:Iteration 79Q (4186.527296 sec): 3 clusters Score: Raw -520418.856257 + Penalty 1919.247524 = -518499.608733 nChanged 28 SP:Iteration 80F (4186.639784 sec): 3 clusters Score: Raw -520425.015423 + Penalty 1919.247524 = -518505.767899 nChanged 34 SP:Iteration 81Q (4186.754347 sec): 3 clusters Score: Raw -520433.785913 + Penalty 1919.247524 = -518514.538389 nChanged 38 SP:Iteration 82Q (4186.846367 sec): 3 clusters Score: Raw -520444.509778 + Penalty 1919.247524 = -518525.262254 nChanged 44 SP:Iteration 83Q (4186.964839 sec): 3 clusters Score: Raw -520458.081052 + Penalty 1919.247524 = -518538.833528 nChanged 47 SP:Iteration 84Q (4187.079382 sec): 3 clusters Score: Raw -520472.824863 + Penalty 1919.247524 = -518553.577339 nChanged 51 SP:Iteration 85Q (4187.172577 sec): 3 clusters Score: Raw -520493.690747 + Penalty 1919.247524 = -518574.443223 nChanged 63 SP:Iteration 86Q (4187.256240 sec): 3 clusters Score: Raw -520524.331888 + Penalty 1919.247524 = -518605.084364 nChanged 78 SP:Iteration 87Q (4187.355721 sec): 3 clusters Score: Raw -520553.511840 + Penalty 1919.247524 = -518634.264316 nChanged 56 SP:Iteration 88Q (4187.462240 sec): 3 clusters Score: Raw -520573.864382 + Penalty 1919.247524 = -518654.616858 nChanged 45 SP:Iteration 89Q (4187.562083 sec): 3 clusters Score: Raw -520589.145559 + Penalty 1919.247524 = -518669.898035 nChanged 54 SP:Iteration 90Q (4187.643753 sec): 3 clusters Score: Raw -520607.586121 + Penalty 1919.247524 = -518688.338597 nChanged 42 SP:Iteration 91Q (4187.739451 sec): 3 clusters Score: Raw -520620.563165 + Penalty 1919.247524 = -518701.315641 nChanged 33 SP:Iteration 92Q (4187.844822 sec): 3 clusters Score: Raw -520629.537464 + Penalty 1919.247524 = -518710.289940 nChanged 25 SP:Iteration 93Q (4187.932142 sec): 3 clusters Score: Raw -520636.850890 + Penalty 1919.247524 = -518717.603366 nChanged 23 SP:Iteration 94Q (4188.019933 sec): 3 clusters Score: Raw -520642.323492 + Penalty 1919.247524 = -518723.075968 nChanged 24 SP:Iteration 95Q (4188.115264 sec): 3 clusters Score: Raw -520646.289205 + Penalty 1919.247524 = -518727.041681 nChanged 19 SP:Iteration 96Q (4188.206300 sec): 3 clusters Score: Raw -520649.686920 + Penalty 1919.247524 = -518730.439396 nChanged 11 SP:Iteration 97Q (4188.308757 sec): 3 clusters Score: Raw -520652.519961 + Penalty 1919.247524 = -518733.272437 nChanged 16 SP:Iteration 98Q (4188.403767 sec): 3 clusters Score: Raw -520655.852736 + Penalty 1919.247524 = -518736.605212 nChanged 18 SP:Iteration 99Q (4188.503139 sec): 3 clusters Score: Raw -520661.273402 + Penalty 1919.247524 = -518742.025878 nChanged 19 SP:Iteration 100F (4188.596070 sec): 3 clusters Score: Raw -520666.214420 + Penalty 1919.247524 = -518746.966896 nChanged 18 SP:Iteration 101Q (4188.696807 sec): 3 clusters Score: Raw -520670.392098 + Penalty 1919.247524 = -518751.144574 nChanged 17 SP:Iteration 102Q (4188.777676 sec): 3 clusters Score: Raw -520675.054232 + Penalty 1919.247524 = -518755.806708 nChanged 20 SP:Iteration 103Q (4188.877327 sec): 3 clusters Score: Raw -520685.001786 + Penalty 1919.247524 = -518765.754262 nChanged 31 SP:Iteration 104Q (4188.959788 sec): 3 clusters Score: Raw -520695.792374 + Penalty 1919.247524 = -518776.544850 nChanged 32 SP:Iteration 105Q (4189.073128 sec): 3 clusters Score: Raw -520704.500133 + Penalty 1919.247524 = -518785.252609 nChanged 26 SP:Iteration 106Q (4189.155086 sec): 3 clusters Score: Raw -520714.206019 + Penalty 1919.247524 = -518794.958495 nChanged 25 SP:Iteration 107Q (4189.270243 sec): 3 clusters Score: Raw -520726.590706 + Penalty 1919.247524 = -518807.343182 nChanged 31 SP:Iteration 108Q (4189.358092 sec): 3 clusters Score: Raw -520743.616093 + Penalty 1919.247524 = -518824.368569 nChanged 35 SP:Iteration 109Q (4189.441949 sec): 3 clusters Score: Raw -520772.664917 + Penalty 1919.247524 = -518853.417393 nChanged 40 SP:Iteration 110Q (4189.553350 sec): 3 clusters Score: Raw -520808.330510 + Penalty 1919.247524 = -518889.082987 nChanged 55 SP:Iteration 111Q (4189.643605 sec): 3 clusters Score: Raw -520860.213397 + Penalty 1919.247524 = -518940.965873 nChanged 47 SP:Iteration 112Q (4189.742765 sec): 3 clusters Score: Raw -520900.707428 + Penalty 1919.247524 = -518981.459905 nChanged 45 SP:Iteration 113Q (4189.824917 sec): 3 clusters Score: Raw -520929.935311 + Penalty 1919.247524 = -519010.687787 nChanged 28 SP:Iteration 114Q (4189.920412 sec): 3 clusters Score: Raw -520942.043897 + Penalty 1919.247524 = -519022.796373 nChanged 23 SP:Iteration 115Q (4190.020942 sec): 3 clusters Score: Raw -520950.686358 + Penalty 1919.247524 = -519031.438834 nChanged 17 SP:Iteration 116Q (4190.104621 sec): 3 clusters Score: Raw -520953.857977 + Penalty 1919.247524 = -519034.610453 nChanged 7 SP:Iteration 117Q (4190.217224 sec): 3 clusters Score: Raw -520954.961640 + Penalty 1919.247524 = -519035.714116 nChanged 7 SP:Iteration 118Q (4190.304726 sec): 3 clusters Score: Raw -520956.395748 + Penalty 1919.247524 = -519037.148224 nChanged 8 SP:Iteration 119Q (4190.392117 sec): 3 clusters Score: Raw -520959.242137 + Penalty 1919.247524 = -519039.994613 nChanged 12 SP:Iteration 120F (4190.491146 sec): 3 clusters Score: Raw -520961.868535 + Penalty 1919.247524 = -519042.621011 nChanged 5 SP:Iteration 121Q (4190.590370 sec): 3 clusters Score: Raw -520962.792089 + Penalty 1919.247524 = -519043.544565 nChanged 5 SP:Iteration 122Q (4190.656228 sec): 3 clusters Score: Raw -520963.684175 + Penalty 1919.247524 = -519044.436651 nChanged 6 SP:Iteration 123Q (4190.768110 sec): 3 clusters Score: Raw -520964.640717 + Penalty 1919.247524 = -519045.393193 nChanged 2 SP:Iteration 124Q (4190.865900 sec): 3 clusters Score: Raw -520964.847445 + Penalty 1919.247524 = -519045.599921 nChanged 1 SP:Iteration 125Q (4190.945977 sec): 3 clusters Score: Raw -520964.950323 + Penalty 1919.247524 = -519045.702799 nChanged 0 SP:Iteration 126F (4191.052251 sec): 3 clusters Score: Raw -520964.950323 + Penalty 1919.247524 = -519045.702799 nChanged 0 Score: Raw -4187628.356306 + Penalty 11827.189116 = -4175801.167190 Splitting cluster 4 changes total score from -4174835.591587 to -4175801.167190 So it's getting split into cluster 10. Trying to split cluster 5 (40777 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4191.975260 sec): 2 clusters Score: Raw -2360873.050928 + Penalty 1114.666715 = -2359758.384213 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4192.106880 sec): 3 clusters Score: Raw -2334800.709385 + Penalty 2229.333430 = -2332571.375955 nChanged 19255 SP:Iteration 1F (4192.238137 sec): 3 clusters Score: Raw -2348173.251476 + Penalty 2229.333430 = -2345943.918046 nChanged 3365 SP:Iteration 2F (4192.365169 sec): 3 clusters Score: Raw -2351019.382155 + Penalty 2229.333430 = -2348790.048725 nChanged 3434 SP:Iteration 3F (4192.497551 sec): 3 clusters Score: Raw -2354037.948666 + Penalty 2229.333430 = -2351808.615236 nChanged 3106 SP:Iteration 4F (4192.629002 sec): 3 clusters Score: Raw -2356248.569882 + Penalty 2229.333430 = -2354019.236452 nChanged 2377 SP:Iteration 5F (4192.766898 sec): 3 clusters Score: Raw -2357518.431937 + Penalty 2229.333430 = -2355289.098507 nChanged 1687 SP:Iteration 6Q (4192.898985 sec): 3 clusters Score: Raw -2358234.104953 + Penalty 2229.333430 = -2356004.771523 nChanged 1200 SP:Iteration 7Q (4193.031563 sec): 3 clusters Score: Raw -2358692.536233 + Penalty 2229.333430 = -2356463.202803 nChanged 940 SP:Iteration 8Q (4193.172970 sec): 3 clusters Score: Raw -2359022.831073 + Penalty 2229.333430 = -2356793.497643 nChanged 785 SP:Iteration 9Q (4193.302362 sec): 3 clusters Score: Raw -2359313.734545 + Penalty 2229.333430 = -2357084.401115 nChanged 724 SP:Iteration 10Q (4193.444866 sec): 3 clusters Score: Raw -2359581.885083 + Penalty 2229.333430 = -2357352.551653 nChanged 760 SP:Iteration 11Q (4193.587863 sec): 3 clusters Score: Raw -2359875.427975 + Penalty 2229.333430 = -2357646.094545 nChanged 764 SP:Iteration 12Q (4193.727381 sec): 3 clusters Score: Raw -2360158.280699 + Penalty 2229.333430 = -2357928.947269 nChanged 759 SP:Iteration 13Q (4193.845284 sec): 3 clusters Score: Raw -2360451.274266 + Penalty 2229.333430 = -2358221.940836 nChanged 766 SP:Iteration 14Q (4193.998612 sec): 3 clusters Score: Raw -2360778.221812 + Penalty 2229.333430 = -2358548.888382 nChanged 760 SP:Iteration 15Q (4194.137138 sec): 3 clusters Score: Raw -2361109.288467 + Penalty 2229.333430 = -2358879.955037 nChanged 697 SP:Iteration 16Q (4194.265796 sec): 3 clusters Score: Raw -2361410.919685 + Penalty 2229.333430 = -2359181.586255 nChanged 674 SP:Iteration 17Q (4194.414811 sec): 3 clusters Score: Raw -2361723.603922 + Penalty 2229.333430 = -2359494.270492 nChanged 649 SP:Iteration 18Q (4194.543585 sec): 3 clusters Score: Raw -2362067.355795 + Penalty 2229.333430 = -2359838.022365 nChanged 639 SP:Iteration 19Q (4194.660847 sec): 3 clusters Score: Raw -2362421.742587 + Penalty 2229.333430 = -2360192.409157 nChanged 577 SP:Iteration 20F (4194.803199 sec): 3 clusters Score: Raw -2362738.579140 + Penalty 2229.333430 = -2360509.245710 nChanged 507 SP:Iteration 21Q (4194.951405 sec): 3 clusters Score: Raw -2362979.716576 + Penalty 2229.333430 = -2360750.383146 nChanged 444 SP:Iteration 22Q (4195.090881 sec): 3 clusters Score: Raw -2363173.440340 + Penalty 2229.333430 = -2360944.106910 nChanged 375 SP:Iteration 23Q (4195.254139 sec): 3 clusters Score: Raw -2363310.748949 + Penalty 2229.333430 = -2361081.415519 nChanged 297 SP:Iteration 24Q (4195.429854 sec): 3 clusters Score: Raw -2363396.608516 + Penalty 2229.333430 = -2361167.275086 nChanged 214 SP:Iteration 25Q (4195.603749 sec): 3 clusters Score: Raw -2363447.502969 + Penalty 2229.333430 = -2361218.169539 nChanged 186 SP:Iteration 26Q (4195.747681 sec): 3 clusters Score: Raw -2363490.114349 + Penalty 2229.333430 = -2361260.780919 nChanged 162 SP:Iteration 27Q (4195.912368 sec): 3 clusters Score: Raw -2363523.873612 + Penalty 2229.333430 = -2361294.540182 nChanged 141 SP:Iteration 28Q (4196.060248 sec): 3 clusters Score: Raw -2363550.550098 + Penalty 2229.333430 = -2361321.216668 nChanged 129 SP:Iteration 29Q (4196.203730 sec): 3 clusters Score: Raw -2363569.182070 + Penalty 2229.333430 = -2361339.848640 nChanged 85 SP:Iteration 30Q (4196.349909 sec): 3 clusters Score: Raw -2363582.852020 + Penalty 2229.333430 = -2361353.518590 nChanged 81 SP:Iteration 31Q (4196.508352 sec): 3 clusters Score: Raw -2363595.330824 + Penalty 2229.333430 = -2361365.997394 nChanged 63 SP:Iteration 32Q (4196.671528 sec): 3 clusters Score: Raw -2363603.563850 + Penalty 2229.333430 = -2361374.230420 nChanged 53 SP:Iteration 33Q (4196.822794 sec): 3 clusters Score: Raw -2363608.858140 + Penalty 2229.333430 = -2361379.524710 nChanged 51 SP:Iteration 34Q (4196.968156 sec): 3 clusters Score: Raw -2363615.665650 + Penalty 2229.333430 = -2361386.332221 nChanged 59 SP:Iteration 35Q (4197.112360 sec): 3 clusters Score: Raw -2363624.311764 + Penalty 2229.333430 = -2361394.978334 nChanged 59 SP:Iteration 36Q (4197.274212 sec): 3 clusters Score: Raw -2363632.290218 + Penalty 2229.333430 = -2361402.956788 nChanged 44 SP:Iteration 37Q (4197.455283 sec): 3 clusters Score: Raw -2363636.293501 + Penalty 2229.333430 = -2361406.960071 nChanged 29 SP:Iteration 38Q (4197.610667 sec): 3 clusters Score: Raw -2363638.958817 + Penalty 2229.333430 = -2361409.625387 nChanged 30 SP:Iteration 39Q (4197.764459 sec): 3 clusters Score: Raw -2363642.272682 + Penalty 2229.333430 = -2361412.939252 nChanged 30 SP:Iteration 40F (4197.913122 sec): 3 clusters Score: Raw -2363646.351652 + Penalty 2229.333430 = -2361417.018222 nChanged 34 SP:Iteration 41Q (4198.044823 sec): 3 clusters Score: Raw -2363650.566415 + Penalty 2229.333430 = -2361421.232985 nChanged 34 SP:Iteration 42Q (4198.186764 sec): 3 clusters Score: Raw -2363654.540440 + Penalty 2229.333430 = -2361425.207010 nChanged 33 SP:Iteration 43Q (4198.331810 sec): 3 clusters Score: Raw -2363658.765573 + Penalty 2229.333430 = -2361429.432143 nChanged 42 SP:Iteration 44Q (4198.450287 sec): 3 clusters Score: Raw -2363664.365668 + Penalty 2229.333430 = -2361435.032238 nChanged 44 SP:Iteration 45Q (4198.596993 sec): 3 clusters Score: Raw -2363670.871963 + Penalty 2229.333430 = -2361441.538533 nChanged 43 SP:Iteration 46Q (4198.739222 sec): 3 clusters Score: Raw -2363678.283783 + Penalty 2229.333430 = -2361448.950353 nChanged 52 SP:Iteration 47Q (4198.871898 sec): 3 clusters Score: Raw -2363687.702275 + Penalty 2229.333430 = -2361458.368845 nChanged 47 SP:Iteration 48Q (4199.005854 sec): 3 clusters Score: Raw -2363696.390661 + Penalty 2229.333430 = -2361467.057232 nChanged 55 SP:Iteration 49Q (4199.149072 sec): 3 clusters Score: Raw -2363710.224828 + Penalty 2229.333430 = -2361480.891398 nChanged 68 SP:Iteration 50Q (4199.287714 sec): 3 clusters Score: Raw -2363728.392190 + Penalty 2229.333430 = -2361499.058760 nChanged 73 SP:Iteration 51Q (4199.447332 sec): 3 clusters Score: Raw -2363747.491093 + Penalty 2229.333430 = -2361518.157663 nChanged 69 SP:Iteration 52Q (4199.593216 sec): 3 clusters Score: Raw -2363762.769467 + Penalty 2229.333430 = -2361533.436037 nChanged 65 SP:Iteration 53Q (4199.724934 sec): 3 clusters Score: Raw -2363777.266757 + Penalty 2229.333430 = -2361547.933327 nChanged 81 SP:Iteration 54Q (4199.872371 sec): 3 clusters Score: Raw -2363796.585999 + Penalty 2229.333430 = -2361567.252569 nChanged 73 SP:Iteration 55Q (4199.999159 sec): 3 clusters Score: Raw -2363813.329454 + Penalty 2229.333430 = -2361583.996024 nChanged 69 SP:Iteration 56Q (4200.136147 sec): 3 clusters Score: Raw -2363828.143029 + Penalty 2229.333430 = -2361598.809599 nChanged 57 SP:Iteration 57Q (4200.284939 sec): 3 clusters Score: Raw -2363843.166456 + Penalty 2229.333430 = -2361613.833026 nChanged 62 SP:Iteration 58Q (4200.423034 sec): 3 clusters Score: Raw -2363864.464249 + Penalty 2229.333430 = -2361635.130819 nChanged 81 SP:Iteration 59Q (4200.570223 sec): 3 clusters Score: Raw -2363896.166560 + Penalty 2229.333430 = -2361666.833130 nChanged 78 SP:Iteration 60F (4200.732219 sec): 3 clusters Score: Raw -2363930.794292 + Penalty 2229.333430 = -2361701.460862 nChanged 93 SP:Iteration 61Q (4200.895286 sec): 3 clusters Score: Raw -2363982.832893 + Penalty 2229.333430 = -2361753.499463 nChanged 102 SP:Iteration 62Q (4201.034716 sec): 3 clusters Score: Raw -2364048.741519 + Penalty 2229.333430 = -2361819.408089 nChanged 103 SP:Iteration 63Q (4201.181149 sec): 3 clusters Score: Raw -2364134.599117 + Penalty 2229.333430 = -2361905.265687 nChanged 120 SP:Iteration 64Q (4201.319830 sec): 3 clusters Score: Raw -2364255.023918 + Penalty 2229.333430 = -2362025.690488 nChanged 127 SP:Iteration 65Q (4201.448029 sec): 3 clusters Score: Raw -2364381.871362 + Penalty 2229.333430 = -2362152.537932 nChanged 120 SP:Iteration 66Q (4201.590067 sec): 3 clusters Score: Raw -2364463.732230 + Penalty 2229.333430 = -2362234.398800 nChanged 95 SP:Iteration 67Q (4201.748884 sec): 3 clusters Score: Raw -2364499.264978 + Penalty 2229.333430 = -2362269.931548 nChanged 63 SP:Iteration 68Q (4201.888028 sec): 3 clusters Score: Raw -2364518.459486 + Penalty 2229.333430 = -2362289.126056 nChanged 38 SP:Iteration 69Q (4202.019666 sec): 3 clusters Score: Raw -2364527.085621 + Penalty 2229.333430 = -2362297.752192 nChanged 25 SP:Iteration 70Q (4202.140288 sec): 3 clusters Score: Raw -2364531.847960 + Penalty 2229.333430 = -2362302.514530 nChanged 17 SP:Iteration 71Q (4202.276676 sec): 3 clusters Score: Raw -2364534.385664 + Penalty 2229.333430 = -2362305.052234 nChanged 11 SP:Iteration 72Q (4202.419394 sec): 3 clusters Score: Raw -2364535.788477 + Penalty 2229.333430 = -2362306.455047 nChanged 7 SP:Iteration 73Q (4202.562697 sec): 3 clusters Score: Raw -2364536.225953 + Penalty 2229.333430 = -2362306.892523 nChanged 3 SP:Iteration 74Q (4202.673899 sec): 3 clusters Score: Raw -2364536.550908 + Penalty 2229.333430 = -2362307.217478 nChanged 2 SP:Iteration 75Q (4202.815635 sec): 3 clusters Score: Raw -2364536.674782 + Penalty 2229.333430 = -2362307.341352 nChanged 2 SP:Iteration 76Q (4202.947408 sec): 3 clusters Score: Raw -2364536.733503 + Penalty 2229.333430 = -2362307.400073 nChanged 0 SP:Iteration 77F (4203.114530 sec): 3 clusters Score: Raw -2364536.733503 + Penalty 2229.333430 = -2362307.400073 nChanged 0 Score: Raw -4191292.038881 + Penalty 13009.908027 = -4178282.130854 Splitting cluster 5 changes total score from -4174835.591587 to -4178282.130854 So it's getting split into cluster 11. Trying to split cluster 6 (2342 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4204.102781 sec): 2 clusters Score: Raw -93275.715258 + Penalty 814.669857 = -92461.045401 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4204.188256 sec): 3 clusters Score: Raw -92173.211514 + Penalty 1629.339714 = -90543.871800 nChanged 983 SP:Iteration 1F (4204.259829 sec): 3 clusters Score: Raw -93146.463168 + Penalty 1629.339714 = -91517.123454 nChanged 265 SP:Iteration 2F (4204.362104 sec): 3 clusters Score: Raw -93515.838256 + Penalty 1629.339714 = -91886.498542 nChanged 219 SP:Iteration 3F (4204.449265 sec): 3 clusters Score: Raw -93760.597809 + Penalty 1629.339714 = -92131.258095 nChanged 144 SP:Iteration 4F (4204.512034 sec): 3 clusters Score: Raw -93923.444730 + Penalty 1629.339714 = -92294.105015 nChanged 87 SP:Iteration 5Q (4204.605448 sec): 3 clusters Score: Raw -94023.522205 + Penalty 1629.339714 = -92394.182491 nChanged 79 SP:Iteration 6Q (4204.687253 sec): 3 clusters Score: Raw -94119.049530 + Penalty 1629.339714 = -92489.709815 nChanged 66 SP:Iteration 7Q (4204.770695 sec): 3 clusters Score: Raw -94191.864600 + Penalty 1629.339714 = -92562.524886 nChanged 57 SP:Iteration 8Q (4204.861804 sec): 3 clusters Score: Raw -94236.673101 + Penalty 1629.339714 = -92607.333386 nChanged 31 SP:Iteration 9Q (4204.937651 sec): 3 clusters Score: Raw -94256.823123 + Penalty 1629.339714 = -92627.483409 nChanged 32 SP:Iteration 10Q (4205.040075 sec): 3 clusters Score: Raw -94278.097336 + Penalty 1629.339714 = -92648.757622 nChanged 30 SP:Iteration 11Q (4205.136784 sec): 3 clusters Score: Raw -94298.901547 + Penalty 1629.339714 = -92669.561832 nChanged 40 SP:Iteration 12Q (4205.212981 sec): 3 clusters Score: Raw -94340.113027 + Penalty 1629.339714 = -92710.773313 nChanged 47 SP:Iteration 13Q (4205.305297 sec): 3 clusters Score: Raw -94384.955425 + Penalty 1629.339714 = -92755.615711 nChanged 42 SP:Iteration 14Q (4205.413174 sec): 3 clusters Score: Raw -94422.319493 + Penalty 1629.339714 = -92792.979779 nChanged 33 SP:Iteration 15Q (4205.506540 sec): 3 clusters Score: Raw -94440.716446 + Penalty 1629.339714 = -92811.376732 nChanged 32 SP:Iteration 16Q (4205.577032 sec): 3 clusters Score: Raw -94457.088962 + Penalty 1629.339714 = -92827.749248 nChanged 28 SP:Iteration 17Q (4205.659968 sec): 3 clusters Score: Raw -94470.054363 + Penalty 1629.339714 = -92840.714649 nChanged 18 SP:Iteration 18Q (4205.738751 sec): 3 clusters Score: Raw -94479.867974 + Penalty 1629.339714 = -92850.528260 nChanged 16 SP:Iteration 19Q (4205.830749 sec): 3 clusters Score: Raw -94490.343402 + Penalty 1629.339714 = -92861.003688 nChanged 18 SP:Iteration 20F (4205.903662 sec): 3 clusters Score: Raw -94503.998353 + Penalty 1629.339714 = -92874.658639 nChanged 16 SP:Iteration 21Q (4205.977375 sec): 3 clusters Score: Raw -94512.807773 + Penalty 1629.339714 = -92883.468058 nChanged 13 SP:Iteration 22Q (4206.085983 sec): 3 clusters Score: Raw -94518.701400 + Penalty 1629.339714 = -92889.361686 nChanged 9 SP:Iteration 23Q (4206.164655 sec): 3 clusters Score: Raw -94521.927316 + Penalty 1629.339714 = -92892.587602 nChanged 7 SP:Iteration 24Q (4206.266706 sec): 3 clusters Score: Raw -94524.470519 + Penalty 1629.339714 = -92895.130805 nChanged 3 SP:Iteration 25Q (4206.340981 sec): 3 clusters Score: Raw -94526.147708 + Penalty 1629.339714 = -92896.807994 nChanged 1 SP:Iteration 26Q (4206.432778 sec): 3 clusters Score: Raw -94526.332008 + Penalty 1629.339714 = -92896.992293 nChanged 1 SP:Iteration 27Q (4206.517392 sec): 3 clusters Score: Raw -94526.547186 + Penalty 1629.339714 = -92897.207472 nChanged 0 SP:Iteration 28F (4206.589091 sec): 3 clusters Score: Raw -94526.547186 + Penalty 1629.339714 = -92897.207472 nChanged 0 Score: Raw -4192542.870809 + Penalty 14192.626939 = -4178350.243870 Splitting cluster 6 changes total score from -4174835.591587 to -4178350.243870 So it's getting split into cluster 12. Trying to split cluster 7 (4340 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4207.708636 sec): 2 clusters Score: Raw -198599.033564 + Penalty 879.441111 = -197719.592453 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4207.791565 sec): 3 clusters Score: Raw -196310.049989 + Penalty 1758.882222 = -194551.167767 nChanged 1803 SP:Iteration 1F (4207.877896 sec): 3 clusters Score: Raw -198004.477278 + Penalty 1758.882222 = -196245.595056 nChanged 562 SP:Iteration 2F (4207.970368 sec): 3 clusters Score: Raw -198712.550246 + Penalty 1758.882222 = -196953.668025 nChanged 438 SP:Iteration 3F (4208.045133 sec): 3 clusters Score: Raw -199184.009857 + Penalty 1758.882222 = -197425.127635 nChanged 279 SP:Iteration 4F (4208.135442 sec): 3 clusters Score: Raw -199451.598111 + Penalty 1758.882222 = -197692.715889 nChanged 205 SP:Iteration 5Q (4208.225093 sec): 3 clusters Score: Raw -199623.994531 + Penalty 1758.882222 = -197865.112309 nChanged 150 SP:Iteration 6Q (4208.323574 sec): 3 clusters Score: Raw -199747.568241 + Penalty 1758.882222 = -197988.686019 nChanged 122 SP:Iteration 7Q (4208.411359 sec): 3 clusters Score: Raw -199823.853602 + Penalty 1758.882222 = -198064.971380 nChanged 101 SP:Iteration 8Q (4208.502772 sec): 3 clusters Score: Raw -199888.240397 + Penalty 1758.882222 = -198129.358175 nChanged 91 SP:Iteration 9Q (4208.584424 sec): 3 clusters Score: Raw -199943.679440 + Penalty 1758.882222 = -198184.797218 nChanged 78 SP:Iteration 10Q (4208.681334 sec): 3 clusters Score: Raw -199982.403036 + Penalty 1758.882222 = -198223.520814 nChanged 54 SP:Iteration 11Q (4208.762543 sec): 3 clusters Score: Raw -200007.034174 + Penalty 1758.882222 = -198248.151952 nChanged 49 SP:Iteration 12Q (4208.846010 sec): 3 clusters Score: Raw -200025.646354 + Penalty 1758.882222 = -198266.764133 nChanged 52 SP:Iteration 13Q (4208.925284 sec): 3 clusters Score: Raw -200051.711719 + Penalty 1758.882222 = -198292.829497 nChanged 48 SP:Iteration 14Q (4209.030513 sec): 3 clusters Score: Raw -200072.588792 + Penalty 1758.882222 = -198313.706571 nChanged 49 SP:Iteration 15Q (4209.109600 sec): 3 clusters Score: Raw -200092.755156 + Penalty 1758.882222 = -198333.872935 nChanged 41 SP:Iteration 16Q (4209.209351 sec): 3 clusters Score: Raw -200106.044478 + Penalty 1758.882222 = -198347.162257 nChanged 32 SP:Iteration 17Q (4209.285061 sec): 3 clusters Score: Raw -200115.495172 + Penalty 1758.882222 = -198356.612951 nChanged 28 SP:Iteration 18Q (4209.402390 sec): 3 clusters Score: Raw -200123.563321 + Penalty 1758.882222 = -198364.681100 nChanged 23 SP:Iteration 19Q (4209.482117 sec): 3 clusters Score: Raw -200129.600224 + Penalty 1758.882222 = -198370.718003 nChanged 21 SP:Iteration 20F (4209.580173 sec): 3 clusters Score: Raw -200135.761098 + Penalty 1758.882222 = -198376.878876 nChanged 26 SP:Iteration 21Q (4209.682510 sec): 3 clusters Score: Raw -200143.941426 + Penalty 1758.882222 = -198385.059204 nChanged 22 SP:Iteration 22Q (4209.757136 sec): 3 clusters Score: Raw -200148.722581 + Penalty 1758.882222 = -198389.840359 nChanged 11 SP:Iteration 23Q (4209.848727 sec): 3 clusters Score: Raw -200150.284731 + Penalty 1758.882222 = -198391.402509 nChanged 5 SP:Iteration 24Q (4209.942054 sec): 3 clusters Score: Raw -200150.801941 + Penalty 1758.882222 = -198391.919719 nChanged 1 SP:Iteration 25Q (4210.015843 sec): 3 clusters Score: Raw -200150.900808 + Penalty 1758.882222 = -198392.018587 nChanged 1 SP:Iteration 26Q (4210.113822 sec): 3 clusters Score: Raw -200151.052583 + Penalty 1758.882222 = -198392.170362 nChanged 0 SP:Iteration 27F (4210.193977 sec): 3 clusters Score: Raw -200151.052583 + Penalty 1758.882222 = -198392.170362 nChanged 0 Score: Raw -4194094.889828 + Penalty 15375.345851 = -4178719.543978 Splitting cluster 7 changes total score from -4174835.591587 to -4178719.543978 So it's getting split into cluster 13. Iteration 20F (4212.465076 sec): 14 clusters Score: Raw -4196794.128292 + Penalty 15375.345851 = -4181418.782441 nChanged 2899 Iteration 21Q (4213.373558 sec): 14 clusters Score: Raw -4198524.464285 + Penalty 15375.345851 = -4183149.118435 nChanged 1460 Iteration 22Q (4214.284182 sec): 14 clusters Score: Raw -4199513.348583 + Penalty 15375.345851 = -4184138.002733 nChanged 1168 Iteration 23Q (4215.287896 sec): 14 clusters Score: Raw -4200129.698710 + Penalty 15375.345851 = -4184754.352860 nChanged 886 Iteration 24Q (4216.223261 sec): 14 clusters Score: Raw -4200494.468770 + Penalty 15375.345851 = -4185119.122919 nChanged 773 Iteration 25Q (4217.120131 sec): 14 clusters Score: Raw -4200783.390596 + Penalty 15375.345851 = -4185408.044746 nChanged 652 Iteration 26Q (4218.024257 sec): 14 clusters Score: Raw -4201007.301211 + Penalty 15375.345851 = -4185631.955360 nChanged 555 Iteration 27Q (4219.005789 sec): 14 clusters Score: Raw -4201160.975510 + Penalty 15375.345851 = -4185785.629659 nChanged 487 Iteration 28Q (4219.944371 sec): 14 clusters Score: Raw -4201293.220243 + Penalty 15375.345851 = -4185917.874393 nChanged 467 Iteration 29Q (4220.860313 sec): 14 clusters Score: Raw -4201415.804551 + Penalty 15375.345851 = -4186040.458700 nChanged 414 Iteration 30Q (4221.796727 sec): 14 clusters Score: Raw -4201523.161721 + Penalty 15375.345851 = -4186147.815870 nChanged 382 Iteration 31Q (4222.814019 sec): 14 clusters Score: Raw -4201616.460021 + Penalty 15375.345851 = -4186241.114170 nChanged 361 Iteration 32Q (4223.779629 sec): 14 clusters Score: Raw -4201692.203448 + Penalty 15375.345851 = -4186316.857598 nChanged 289 Iteration 33Q (4224.740880 sec): 14 clusters Score: Raw -4201743.710433 + Penalty 15375.345851 = -4186368.364582 nChanged 222 Iteration 34Q (4225.635216 sec): 14 clusters Score: Raw -4201785.695658 + Penalty 15375.345851 = -4186410.349807 nChanged 216 Iteration 35Q (4226.532550 sec): 14 clusters Score: Raw -4201830.287535 + Penalty 15375.345851 = -4186454.941684 nChanged 207 Iteration 36Q (4227.433706 sec): 14 clusters Score: Raw -4201867.223443 + Penalty 15375.345851 = -4186491.877593 nChanged 173 Iteration 37Q (4228.320453 sec): 14 clusters Score: Raw -4201909.102992 + Penalty 15375.345851 = -4186533.757141 nChanged 174 Iteration 38Q (4229.197425 sec): 14 clusters Score: Raw -4201948.148059 + Penalty 15375.345851 = -4186572.802208 nChanged 161 Iteration 39Q (4230.112111 sec): 14 clusters Score: Raw -4201977.318201 + Penalty 15375.345851 = -4186601.972351 nChanged 134 Iteration 40F (4231.205644 sec): 14 clusters Score: Raw -4202076.084540 + Penalty 15375.345851 = -4186700.738689 nChanged 194 Iteration 41Q (4232.124465 sec): 14 clusters Score: Raw -4202149.315676 + Penalty 15375.345851 = -4186773.969825 nChanged 177 Iteration 42Q (4233.049800 sec): 14 clusters Score: Raw -4202194.123742 + Penalty 15375.345851 = -4186818.777891 nChanged 180 Iteration 43Q (4234.022339 sec): 14 clusters Score: Raw -4202239.135027 + Penalty 15375.345851 = -4186863.789177 nChanged 181 Iteration 44Q (4234.907667 sec): 14 clusters Score: Raw -4202285.139946 + Penalty 15375.345851 = -4186909.794095 nChanged 174 Iteration 45Q (4235.785753 sec): 14 clusters Score: Raw -4202328.208553 + Penalty 15375.345851 = -4186952.862703 nChanged 169 Iteration 46Q (4236.642957 sec): 14 clusters Score: Raw -4202382.611400 + Penalty 15375.345851 = -4187007.265549 nChanged 194 Iteration 47Q (4237.479552 sec): 14 clusters Score: Raw -4202443.527130 + Penalty 15375.345851 = -4187068.181280 nChanged 180 Iteration 48Q (4238.356811 sec): 14 clusters Score: Raw -4202501.589602 + Penalty 15375.345851 = -4187126.243752 nChanged 166 Iteration 49Q (4239.209090 sec): 14 clusters Score: Raw -4202550.220223 + Penalty 15375.345851 = -4187174.874372 nChanged 151 Iteration 50Q (4240.037853 sec): 14 clusters Score: Raw -4202588.598885 + Penalty 15375.345851 = -4187213.253034 nChanged 133 Iteration 51Q (4240.897208 sec): 14 clusters Score: Raw -4202618.406233 + Penalty 15375.345851 = -4187243.060383 nChanged 104 Iteration 52Q (4241.760385 sec): 14 clusters Score: Raw -4202639.974847 + Penalty 15375.345851 = -4187264.628996 nChanged 95 Iteration 53Q (4242.698339 sec): 14 clusters Score: Raw -4202653.663925 + Penalty 15375.345851 = -4187278.318074 nChanged 69 Iteration 54Q (4243.607618 sec): 14 clusters Score: Raw -4202666.594997 + Penalty 15375.345851 = -4187291.249147 nChanged 70 Iteration 55Q (4244.586429 sec): 14 clusters Score: Raw -4202675.162179 + Penalty 15375.345851 = -4187299.816328 nChanged 57 Iteration 56Q (4245.500758 sec): 14 clusters Score: Raw -4202681.840731 + Penalty 15375.345851 = -4187306.494880 nChanged 47 Iteration 57Q (4246.434589 sec): 14 clusters Score: Raw -4202687.516596 + Penalty 15375.345851 = -4187312.170745 nChanged 42 Iteration 58Q (4247.351965 sec): 14 clusters Score: Raw -4202700.105063 + Penalty 15375.345851 = -4187324.759212 nChanged 36 Writing temp clu file Because OldScore, -4187312.170745, is greater than current (better) Score,-4187324.759212 Compute initial score before splitting: Score: Raw -4202700.105063 + Penalty 15375.345851 = -4187324.759212 Trying to split cluster 1 (3165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4247.461049 sec): 2 clusters Score: Raw -161959.643879 + Penalty 846.290375 = -161113.353504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4247.559601 sec): 3 clusters Score: Raw -160320.998583 + Penalty 1692.580750 = -158628.417833 nChanged 1290 SP:Iteration 1F (4247.650433 sec): 3 clusters Score: Raw -161214.979344 + Penalty 1692.580750 = -159522.398594 nChanged 326 SP:Iteration 2F (4247.736385 sec): 3 clusters Score: Raw -161525.704440 + Penalty 1692.580750 = -159833.123690 nChanged 277 SP:Iteration 3F (4247.814452 sec): 3 clusters Score: Raw -161797.834204 + Penalty 1692.580750 = -160105.253454 nChanged 227 SP:Iteration 4F (4247.904024 sec): 3 clusters Score: Raw -161966.851161 + Penalty 1692.580750 = -160274.270411 nChanged 140 SP:Iteration 5Q (4248.002466 sec): 3 clusters Score: Raw -162054.892066 + Penalty 1692.580750 = -160362.311315 nChanged 133 SP:Iteration 6Q (4248.075484 sec): 3 clusters Score: Raw -162149.076217 + Penalty 1692.580750 = -160456.495467 nChanged 108 SP:Iteration 7Q (4248.167515 sec): 3 clusters Score: Raw -162223.425268 + Penalty 1692.580750 = -160530.844518 nChanged 86 SP:Iteration 8Q (4248.255824 sec): 3 clusters Score: Raw -162277.083419 + Penalty 1692.580750 = -160584.502669 nChanged 61 SP:Iteration 9Q (4248.342184 sec): 3 clusters Score: Raw -162319.683466 + Penalty 1692.580750 = -160627.102716 nChanged 67 SP:Iteration 10Q (4248.439053 sec): 3 clusters Score: Raw -162367.586966 + Penalty 1692.580750 = -160675.006216 nChanged 62 SP:Iteration 11Q (4248.521329 sec): 3 clusters Score: Raw -162411.925232 + Penalty 1692.580750 = -160719.344482 nChanged 61 SP:Iteration 12Q (4248.618845 sec): 3 clusters Score: Raw -162457.372816 + Penalty 1692.580750 = -160764.792066 nChanged 59 SP:Iteration 13Q (4248.686261 sec): 3 clusters Score: Raw -162489.031515 + Penalty 1692.580750 = -160796.450765 nChanged 43 SP:Iteration 14Q (4248.786078 sec): 3 clusters Score: Raw -162506.904301 + Penalty 1692.580750 = -160814.323551 nChanged 36 SP:Iteration 15Q (4248.869429 sec): 3 clusters Score: Raw -162524.389067 + Penalty 1692.580750 = -160831.808316 nChanged 28 SP:Iteration 16Q (4248.968678 sec): 3 clusters Score: Raw -162538.030445 + Penalty 1692.580750 = -160845.449695 nChanged 26 SP:Iteration 17Q (4249.044538 sec): 3 clusters Score: Raw -162546.081954 + Penalty 1692.580750 = -160853.501204 nChanged 19 SP:Iteration 18Q (4249.141727 sec): 3 clusters Score: Raw -162552.697550 + Penalty 1692.580750 = -160860.116800 nChanged 17 SP:Iteration 19Q (4249.221386 sec): 3 clusters Score: Raw -162557.913147 + Penalty 1692.580750 = -160865.332396 nChanged 13 SP:Iteration 20F (4249.302868 sec): 3 clusters Score: Raw -162562.233204 + Penalty 1692.580750 = -160869.652453 nChanged 8 SP:Iteration 21Q (4249.391237 sec): 3 clusters Score: Raw -162565.511644 + Penalty 1692.580750 = -160872.930894 nChanged 12 SP:Iteration 22Q (4249.480783 sec): 3 clusters Score: Raw -162569.944420 + Penalty 1692.580750 = -160877.363669 nChanged 10 SP:Iteration 23Q (4249.569729 sec): 3 clusters Score: Raw -162573.582899 + Penalty 1692.580750 = -160881.002149 nChanged 11 SP:Iteration 24Q (4249.668137 sec): 3 clusters Score: Raw -162577.880662 + Penalty 1692.580750 = -160885.299912 nChanged 18 SP:Iteration 25Q (4249.740552 sec): 3 clusters Score: Raw -162583.209228 + Penalty 1692.580750 = -160890.628477 nChanged 10 SP:Iteration 26Q (4249.842129 sec): 3 clusters Score: Raw -162586.126608 + Penalty 1692.580750 = -160893.545858 nChanged 11 SP:Iteration 27Q (4249.935879 sec): 3 clusters Score: Raw -162590.308021 + Penalty 1692.580750 = -160897.727271 nChanged 14 SP:Iteration 28Q (4250.022756 sec): 3 clusters Score: Raw -162594.345031 + Penalty 1692.580750 = -160901.764280 nChanged 8 SP:Iteration 29Q (4250.096821 sec): 3 clusters Score: Raw -162597.243389 + Penalty 1692.580750 = -160904.662639 nChanged 7 SP:Iteration 30Q (4250.179796 sec): 3 clusters Score: Raw -162599.796104 + Penalty 1692.580750 = -160907.215354 nChanged 6 SP:Iteration 31Q (4250.283148 sec): 3 clusters Score: Raw -162600.913627 + Penalty 1692.580750 = -160908.332877 nChanged 6 SP:Iteration 32Q (4250.353738 sec): 3 clusters Score: Raw -162602.474727 + Penalty 1692.580750 = -160909.893977 nChanged 4 SP:Iteration 33Q (4250.446010 sec): 3 clusters Score: Raw -162603.402099 + Penalty 1692.580750 = -160910.821348 nChanged 5 SP:Iteration 34Q (4250.531942 sec): 3 clusters Score: Raw -162604.600664 + Penalty 1692.580750 = -160912.019913 nChanged 4 SP:Iteration 35Q (4250.647148 sec): 3 clusters Score: Raw -162605.759448 + Penalty 1692.580750 = -160913.178698 nChanged 7 SP:Iteration 36Q (4250.718419 sec): 3 clusters Score: Raw -162607.116568 + Penalty 1692.580750 = -160914.535818 nChanged 5 SP:Iteration 37Q (4250.806210 sec): 3 clusters Score: Raw -162607.738240 + Penalty 1692.580750 = -160915.157490 nChanged 2 SP:Iteration 38Q (4250.898083 sec): 3 clusters Score: Raw -162608.042914 + Penalty 1692.580750 = -160915.462164 nChanged 2 SP:Iteration 39Q (4251.008378 sec): 3 clusters Score: Raw -162608.573378 + Penalty 1692.580750 = -160915.992628 nChanged 3 SP:Iteration 40F (4251.077126 sec): 3 clusters Score: Raw -162609.336895 + Penalty 1692.580750 = -160916.756145 nChanged 4 SP:Iteration 41Q (4251.166611 sec): 3 clusters Score: Raw -162610.312890 + Penalty 1692.580750 = -160917.732140 nChanged 4 SP:Iteration 42Q (4251.260874 sec): 3 clusters Score: Raw -162611.052260 + Penalty 1692.580750 = -160918.471510 nChanged 3 SP:Iteration 43Q (4251.338746 sec): 3 clusters Score: Raw -162612.071764 + Penalty 1692.580750 = -160919.491014 nChanged 6 SP:Iteration 44Q (4251.418647 sec): 3 clusters Score: Raw -162613.442093 + Penalty 1692.580750 = -160920.861343 nChanged 3 SP:Iteration 45Q (4251.501675 sec): 3 clusters Score: Raw -162614.579178 + Penalty 1692.580750 = -160921.998427 nChanged 6 SP:Iteration 46Q (4251.591908 sec): 3 clusters Score: Raw -162616.553036 + Penalty 1692.580750 = -160923.972286 nChanged 6 SP:Iteration 47Q (4251.682586 sec): 3 clusters Score: Raw -162619.544050 + Penalty 1692.580750 = -160926.963300 nChanged 11 SP:Iteration 48Q (4251.763694 sec): 3 clusters Score: Raw -162625.574635 + Penalty 1692.580750 = -160932.993884 nChanged 12 SP:Iteration 49Q (4251.846192 sec): 3 clusters Score: Raw -162630.682537 + Penalty 1692.580750 = -160938.101787 nChanged 11 SP:Iteration 50Q (4251.939674 sec): 3 clusters Score: Raw -162635.618852 + Penalty 1692.580750 = -160943.038102 nChanged 7 SP:Iteration 51Q (4252.018750 sec): 3 clusters Score: Raw -162638.146012 + Penalty 1692.580750 = -160945.565262 nChanged 6 SP:Iteration 52Q (4252.120863 sec): 3 clusters Score: Raw -162640.013757 + Penalty 1692.580750 = -160947.433007 nChanged 6 SP:Iteration 53Q (4252.193726 sec): 3 clusters Score: Raw -162641.419188 + Penalty 1692.580750 = -160948.838437 nChanged 5 SP:Iteration 54Q (4252.275148 sec): 3 clusters Score: Raw -162642.896086 + Penalty 1692.580750 = -160950.315336 nChanged 8 SP:Iteration 55Q (4252.378771 sec): 3 clusters Score: Raw -162645.493517 + Penalty 1692.580750 = -160952.912767 nChanged 5 SP:Iteration 56Q (4252.469529 sec): 3 clusters Score: Raw -162646.833065 + Penalty 1692.580750 = -160954.252315 nChanged 3 SP:Iteration 57Q (4252.539681 sec): 3 clusters Score: Raw -162647.276866 + Penalty 1692.580750 = -160954.696115 nChanged 0 SP:Iteration 58F (4252.637814 sec): 3 clusters Score: Raw -162647.276866 + Penalty 1692.580750 = -160954.696115 nChanged 0 Trying to split cluster 2 (2678 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4252.690629 sec): 2 clusters Score: Raw -149930.711005 + Penalty 828.746680 = -149101.964324 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4252.750613 sec): 3 clusters Score: Raw -148564.576301 + Penalty 1657.493361 = -146907.082941 nChanged 1058 SP:Iteration 1F (4252.835643 sec): 3 clusters Score: Raw -149223.868488 + Penalty 1657.493361 = -147566.375127 nChanged 238 SP:Iteration 2F (4252.931594 sec): 3 clusters Score: Raw -149421.203505 + Penalty 1657.493361 = -147763.710145 nChanged 204 SP:Iteration 3F (4253.009947 sec): 3 clusters Score: Raw -149605.702498 + Penalty 1657.493361 = -147948.209138 nChanged 184 SP:Iteration 4F (4253.114786 sec): 3 clusters Score: Raw -149766.718207 + Penalty 1657.493361 = -148109.224846 nChanged 164 SP:Iteration 5F (4253.191205 sec): 3 clusters Score: Raw -149889.890757 + Penalty 1657.493361 = -148232.397397 nChanged 105 SP:Iteration 6Q (4253.286655 sec): 3 clusters Score: Raw -149959.260882 + Penalty 1657.493361 = -148301.767522 nChanged 92 SP:Iteration 7Q (4253.378030 sec): 3 clusters Score: Raw -150018.036769 + Penalty 1657.493361 = -148360.543408 nChanged 85 SP:Iteration 8Q (4253.476152 sec): 3 clusters Score: Raw -150073.121347 + Penalty 1657.493361 = -148415.627986 nChanged 61 SP:Iteration 9Q (4253.548030 sec): 3 clusters Score: Raw -150120.130497 + Penalty 1657.493361 = -148462.637136 nChanged 48 SP:Iteration 10Q (4253.621456 sec): 3 clusters Score: Raw -150148.220126 + Penalty 1657.493361 = -148490.726766 nChanged 48 SP:Iteration 11Q (4253.716318 sec): 3 clusters Score: Raw -150176.135417 + Penalty 1657.493361 = -148518.642056 nChanged 40 SP:Iteration 12Q (4253.802223 sec): 3 clusters Score: Raw -150194.001714 + Penalty 1657.493361 = -148536.508354 nChanged 17 SP:Iteration 13Q (4253.885016 sec): 3 clusters Score: Raw -150204.360463 + Penalty 1657.493361 = -148546.867102 nChanged 20 SP:Iteration 14Q (4253.986578 sec): 3 clusters Score: Raw -150216.445756 + Penalty 1657.493361 = -148558.952396 nChanged 21 SP:Iteration 15Q (4254.053036 sec): 3 clusters Score: Raw -150223.549840 + Penalty 1657.493361 = -148566.056479 nChanged 8 SP:Iteration 16Q (4254.152972 sec): 3 clusters Score: Raw -150225.685212 + Penalty 1657.493361 = -148568.191852 nChanged 5 SP:Iteration 17Q (4254.225645 sec): 3 clusters Score: Raw -150226.851925 + Penalty 1657.493361 = -148569.358564 nChanged 3 SP:Iteration 18Q (4254.324539 sec): 3 clusters Score: Raw -150227.623627 + Penalty 1657.493361 = -148570.130266 nChanged 5 SP:Iteration 19Q (4254.404222 sec): 3 clusters Score: Raw -150230.315876 + Penalty 1657.493361 = -148572.822515 nChanged 5 SP:Iteration 20F (4254.486116 sec): 3 clusters Score: Raw -150233.512845 + Penalty 1657.493361 = -148576.019485 nChanged 7 SP:Iteration 21Q (4254.573986 sec): 3 clusters Score: Raw -150236.792017 + Penalty 1657.493361 = -148579.298656 nChanged 8 SP:Iteration 22Q (4254.658855 sec): 3 clusters Score: Raw -150244.014125 + Penalty 1657.493361 = -148586.520765 nChanged 11 SP:Iteration 23Q (4254.762300 sec): 3 clusters Score: Raw -150251.983413 + Penalty 1657.493361 = -148594.490052 nChanged 10 SP:Iteration 24Q (4254.824507 sec): 3 clusters Score: Raw -150260.246071 + Penalty 1657.493361 = -148602.752711 nChanged 14 SP:Iteration 25Q (4254.915375 sec): 3 clusters Score: Raw -150266.780019 + Penalty 1657.493361 = -148609.286658 nChanged 8 SP:Iteration 26Q (4255.015689 sec): 3 clusters Score: Raw -150270.536123 + Penalty 1657.493361 = -148613.042763 nChanged 9 SP:Iteration 27Q (4255.103153 sec): 3 clusters Score: Raw -150274.646239 + Penalty 1657.493361 = -148617.152879 nChanged 6 SP:Iteration 28Q (4255.190405 sec): 3 clusters Score: Raw -150276.162322 + Penalty 1657.493361 = -148618.668962 nChanged 3 SP:Iteration 29Q (4255.269540 sec): 3 clusters Score: Raw -150276.910067 + Penalty 1657.493361 = -148619.416707 nChanged 0 SP:Iteration 30F (4255.370465 sec): 3 clusters Score: Raw -150276.910067 + Penalty 1657.493361 = -148619.416707 nChanged 0 Trying to split cluster 3 (3099 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4255.423805 sec): 2 clusters Score: Raw -176899.611362 + Penalty 844.077650 = -176055.533712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4255.497373 sec): 3 clusters Score: Raw -175315.405092 + Penalty 1688.155299 = -173627.249793 nChanged 1262 SP:Iteration 1F (4255.603339 sec): 3 clusters Score: Raw -176144.002320 + Penalty 1688.155299 = -174455.847021 nChanged 321 SP:Iteration 2F (4255.698700 sec): 3 clusters Score: Raw -176483.122346 + Penalty 1688.155299 = -174794.967047 nChanged 282 SP:Iteration 3F (4255.793924 sec): 3 clusters Score: Raw -176828.447228 + Penalty 1688.155299 = -175140.291929 nChanged 238 SP:Iteration 4F (4255.887341 sec): 3 clusters Score: Raw -177117.183003 + Penalty 1688.155299 = -175429.027704 nChanged 171 SP:Iteration 5F (4255.959720 sec): 3 clusters Score: Raw -177300.386188 + Penalty 1688.155299 = -175612.230888 nChanged 108 SP:Iteration 6Q (4256.046852 sec): 3 clusters Score: Raw -177392.091016 + Penalty 1688.155299 = -175703.935717 nChanged 75 SP:Iteration 7Q (4256.147229 sec): 3 clusters Score: Raw -177456.507177 + Penalty 1688.155299 = -175768.351878 nChanged 59 SP:Iteration 8Q (4256.246019 sec): 3 clusters Score: Raw -177497.524105 + Penalty 1688.155299 = -175809.368806 nChanged 57 SP:Iteration 9Q (4256.335947 sec): 3 clusters Score: Raw -177534.826714 + Penalty 1688.155299 = -175846.671415 nChanged 53 SP:Iteration 10Q (4256.417334 sec): 3 clusters Score: Raw -177558.784696 + Penalty 1688.155299 = -175870.629397 nChanged 33 SP:Iteration 11Q (4256.501424 sec): 3 clusters Score: Raw -177574.636978 + Penalty 1688.155299 = -175886.481679 nChanged 28 SP:Iteration 12Q (4256.587115 sec): 3 clusters Score: Raw -177586.912473 + Penalty 1688.155299 = -175898.757173 nChanged 19 SP:Iteration 13Q (4256.662646 sec): 3 clusters Score: Raw -177595.505529 + Penalty 1688.155299 = -175907.350229 nChanged 18 SP:Iteration 14Q (4256.758118 sec): 3 clusters Score: Raw -177603.289675 + Penalty 1688.155299 = -175915.134376 nChanged 15 SP:Iteration 15Q (4256.815753 sec): 3 clusters Score: Raw -177609.119441 + Penalty 1688.155299 = -175920.964141 nChanged 11 SP:Iteration 16Q (4256.903950 sec): 3 clusters Score: Raw -177612.935207 + Penalty 1688.155299 = -175924.779908 nChanged 6 SP:Iteration 17Q (4257.002984 sec): 3 clusters Score: Raw -177614.433401 + Penalty 1688.155299 = -175926.278101 nChanged 6 SP:Iteration 18Q (4257.077322 sec): 3 clusters Score: Raw -177615.578207 + Penalty 1688.155299 = -175927.422908 nChanged 5 SP:Iteration 19Q (4257.162226 sec): 3 clusters Score: Raw -177617.274408 + Penalty 1688.155299 = -175929.119109 nChanged 6 SP:Iteration 20F (4257.249505 sec): 3 clusters Score: Raw -177618.545592 + Penalty 1688.155299 = -175930.390293 nChanged 3 SP:Iteration 21Q (4257.339940 sec): 3 clusters Score: Raw -177619.365167 + Penalty 1688.155299 = -175931.209868 nChanged 3 SP:Iteration 22Q (4257.433860 sec): 3 clusters Score: Raw -177620.500849 + Penalty 1688.155299 = -175932.345550 nChanged 7 SP:Iteration 23Q (4257.521324 sec): 3 clusters Score: Raw -177623.389698 + Penalty 1688.155299 = -175935.234399 nChanged 8 SP:Iteration 24Q (4257.600529 sec): 3 clusters Score: Raw -177626.638449 + Penalty 1688.155299 = -175938.483150 nChanged 11 SP:Iteration 25Q (4257.688727 sec): 3 clusters Score: Raw -177632.454336 + Penalty 1688.155299 = -175944.299037 nChanged 16 SP:Iteration 26Q (4257.789731 sec): 3 clusters Score: Raw -177639.875750 + Penalty 1688.155299 = -175951.720450 nChanged 12 SP:Iteration 27Q (4257.866265 sec): 3 clusters Score: Raw -177644.939518 + Penalty 1688.155299 = -175956.784219 nChanged 14 SP:Iteration 28Q (4257.955540 sec): 3 clusters Score: Raw -177651.501773 + Penalty 1688.155299 = -175963.346474 nChanged 11 SP:Iteration 29Q (4258.041869 sec): 3 clusters Score: Raw -177655.561103 + Penalty 1688.155299 = -175967.405804 nChanged 6 SP:Iteration 30Q (4258.131705 sec): 3 clusters Score: Raw -177657.780983 + Penalty 1688.155299 = -175969.625684 nChanged 2 SP:Iteration 31Q (4258.226706 sec): 3 clusters Score: Raw -177658.341593 + Penalty 1688.155299 = -175970.186294 nChanged 3 SP:Iteration 32Q (4258.296038 sec): 3 clusters Score: Raw -177658.819786 + Penalty 1688.155299 = -175970.664487 nChanged 0 SP:Iteration 33F (4258.387114 sec): 3 clusters Score: Raw -177658.819786 + Penalty 1688.155299 = -175970.664487 nChanged 0 Trying to split cluster 4 (8156 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4258.435855 sec): 2 clusters Score: Raw -458881.888030 + Penalty 945.683459 = -457936.204571 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4258.550067 sec): 3 clusters Score: Raw -454134.949529 + Penalty 1891.366918 = -452243.582611 nChanged 3640 SP:Iteration 1F (4258.637555 sec): 3 clusters Score: Raw -456333.024446 + Penalty 1891.366918 = -454441.657528 nChanged 626 SP:Iteration 2F (4258.714688 sec): 3 clusters Score: Raw -456717.903580 + Penalty 1891.366918 = -454826.536662 nChanged 570 SP:Iteration 3F (4258.811600 sec): 3 clusters Score: Raw -457084.610792 + Penalty 1891.366918 = -455193.243874 nChanged 543 SP:Iteration 4F (4258.904174 sec): 3 clusters Score: Raw -457467.166818 + Penalty 1891.366918 = -455575.799901 nChanged 529 SP:Iteration 5F (4259.001984 sec): 3 clusters Score: Raw -457846.806297 + Penalty 1891.366918 = -455955.439380 nChanged 463 SP:Iteration 6F (4259.107615 sec): 3 clusters Score: Raw -458152.039794 + Penalty 1891.366918 = -456260.672876 nChanged 363 SP:Iteration 7Q (4259.203554 sec): 3 clusters Score: Raw -458338.607207 + Penalty 1891.366918 = -456447.240290 nChanged 261 SP:Iteration 8Q (4259.294896 sec): 3 clusters Score: Raw -458469.270548 + Penalty 1891.366918 = -456577.903630 nChanged 213 SP:Iteration 9Q (4259.402481 sec): 3 clusters Score: Raw -458572.719949 + Penalty 1891.366918 = -456681.353031 nChanged 160 SP:Iteration 10Q (4259.473630 sec): 3 clusters Score: Raw -458652.286097 + Penalty 1891.366918 = -456760.919179 nChanged 131 SP:Iteration 11Q (4259.580943 sec): 3 clusters Score: Raw -458714.464076 + Penalty 1891.366918 = -456823.097158 nChanged 114 SP:Iteration 12Q (4259.665949 sec): 3 clusters Score: Raw -458771.633637 + Penalty 1891.366918 = -456880.266719 nChanged 118 SP:Iteration 13Q (4259.757621 sec): 3 clusters Score: Raw -458837.062413 + Penalty 1891.366918 = -456945.695495 nChanged 123 SP:Iteration 14Q (4259.856998 sec): 3 clusters Score: Raw -458906.885045 + Penalty 1891.366918 = -457015.518127 nChanged 115 SP:Iteration 15Q (4259.960633 sec): 3 clusters Score: Raw -458971.258462 + Penalty 1891.366918 = -457079.891545 nChanged 108 SP:Iteration 16Q (4260.042307 sec): 3 clusters Score: Raw -459022.924828 + Penalty 1891.366918 = -457131.557911 nChanged 91 SP:Iteration 17Q (4260.141673 sec): 3 clusters Score: Raw -459063.608378 + Penalty 1891.366918 = -457172.241460 nChanged 81 SP:Iteration 18Q (4260.247048 sec): 3 clusters Score: Raw -459107.404193 + Penalty 1891.366918 = -457216.037275 nChanged 79 SP:Iteration 19Q (4260.333744 sec): 3 clusters Score: Raw -459154.736886 + Penalty 1891.366918 = -457263.369968 nChanged 75 SP:Iteration 20F (4260.431100 sec): 3 clusters Score: Raw -459188.941802 + Penalty 1891.366918 = -457297.574884 nChanged 62 SP:Iteration 21Q (4260.509120 sec): 3 clusters Score: Raw -459213.205075 + Penalty 1891.366918 = -457321.838157 nChanged 51 SP:Iteration 22Q (4260.617735 sec): 3 clusters Score: Raw -459235.200644 + Penalty 1891.366918 = -457343.833727 nChanged 44 SP:Iteration 23Q (4260.703426 sec): 3 clusters Score: Raw -459251.679623 + Penalty 1891.366918 = -457360.312706 nChanged 34 SP:Iteration 24Q (4260.782065 sec): 3 clusters Score: Raw -459266.893538 + Penalty 1891.366918 = -457375.526620 nChanged 40 SP:Iteration 25Q (4260.905734 sec): 3 clusters Score: Raw -459286.784055 + Penalty 1891.366918 = -457395.417137 nChanged 45 SP:Iteration 26Q (4261.012738 sec): 3 clusters Score: Raw -459305.392064 + Penalty 1891.366918 = -457414.025146 nChanged 38 SP:Iteration 27Q (4261.100285 sec): 3 clusters Score: Raw -459323.215256 + Penalty 1891.366918 = -457431.848339 nChanged 35 SP:Iteration 28Q (4261.202640 sec): 3 clusters Score: Raw -459340.041039 + Penalty 1891.366918 = -457448.674121 nChanged 31 SP:Iteration 29Q (4261.282565 sec): 3 clusters Score: Raw -459355.902537 + Penalty 1891.366918 = -457464.535619 nChanged 35 SP:Iteration 30Q (4261.399082 sec): 3 clusters Score: Raw -459374.147852 + Penalty 1891.366918 = -457482.780934 nChanged 32 SP:Iteration 31Q (4261.492020 sec): 3 clusters Score: Raw -459388.834008 + Penalty 1891.366918 = -457497.467090 nChanged 30 SP:Iteration 32Q (4261.569372 sec): 3 clusters Score: Raw -459396.284266 + Penalty 1891.366918 = -457504.917348 nChanged 16 SP:Iteration 33Q (4261.676872 sec): 3 clusters Score: Raw -459398.499138 + Penalty 1891.366918 = -457507.132220 nChanged 10 SP:Iteration 34Q (4261.759856 sec): 3 clusters Score: Raw -459400.910827 + Penalty 1891.366918 = -457509.543909 nChanged 7 SP:Iteration 35Q (4261.849167 sec): 3 clusters Score: Raw -459402.411040 + Penalty 1891.366918 = -457511.044122 nChanged 9 SP:Iteration 36Q (4261.946619 sec): 3 clusters Score: Raw -459404.106923 + Penalty 1891.366918 = -457512.740005 nChanged 6 SP:Iteration 37Q (4262.046242 sec): 3 clusters Score: Raw -459405.803133 + Penalty 1891.366918 = -457514.436215 nChanged 9 SP:Iteration 38Q (4262.134511 sec): 3 clusters Score: Raw -459408.145721 + Penalty 1891.366918 = -457516.778804 nChanged 11 SP:Iteration 39Q (4262.238118 sec): 3 clusters Score: Raw -459411.511262 + Penalty 1891.366918 = -457520.144344 nChanged 18 SP:Iteration 40F (4262.331578 sec): 3 clusters Score: Raw -459415.422271 + Penalty 1891.366918 = -457524.055353 nChanged 15 SP:Iteration 41Q (4262.433438 sec): 3 clusters Score: Raw -459419.913167 + Penalty 1891.366918 = -457528.546249 nChanged 19 SP:Iteration 42Q (4262.525291 sec): 3 clusters Score: Raw -459425.026421 + Penalty 1891.366918 = -457533.659503 nChanged 12 SP:Iteration 43Q (4262.622168 sec): 3 clusters Score: Raw -459428.306914 + Penalty 1891.366918 = -457536.939996 nChanged 9 SP:Iteration 44Q (4262.715424 sec): 3 clusters Score: Raw -459432.410725 + Penalty 1891.366918 = -457541.043807 nChanged 13 SP:Iteration 45Q (4262.814706 sec): 3 clusters Score: Raw -459438.281707 + Penalty 1891.366918 = -457546.914790 nChanged 11 SP:Iteration 46Q (4262.899037 sec): 3 clusters Score: Raw -459442.381842 + Penalty 1891.366918 = -457551.014924 nChanged 16 SP:Iteration 47Q (4262.980221 sec): 3 clusters Score: Raw -459447.076109 + Penalty 1891.366918 = -457555.709191 nChanged 11 SP:Iteration 48Q (4263.079279 sec): 3 clusters Score: Raw -459451.926002 + Penalty 1891.366918 = -457560.559084 nChanged 13 SP:Iteration 49Q (4263.178438 sec): 3 clusters Score: Raw -459458.561018 + Penalty 1891.366918 = -457567.194100 nChanged 12 SP:Iteration 50Q (4263.281633 sec): 3 clusters Score: Raw -459463.614135 + Penalty 1891.366918 = -457572.247217 nChanged 14 SP:Iteration 51Q (4263.354698 sec): 3 clusters Score: Raw -459468.590491 + Penalty 1891.366918 = -457577.223573 nChanged 12 SP:Iteration 52Q (4263.456223 sec): 3 clusters Score: Raw -459472.426160 + Penalty 1891.366918 = -457581.059242 nChanged 11 SP:Iteration 53Q (4263.544720 sec): 3 clusters Score: Raw -459476.936475 + Penalty 1891.366918 = -457585.569557 nChanged 13 SP:Iteration 54Q (4263.642830 sec): 3 clusters Score: Raw -459480.634993 + Penalty 1891.366918 = -457589.268076 nChanged 12 SP:Iteration 55Q (4263.722765 sec): 3 clusters Score: Raw -459485.187031 + Penalty 1891.366918 = -457593.820114 nChanged 19 SP:Iteration 56Q (4263.828622 sec): 3 clusters Score: Raw -459493.066977 + Penalty 1891.366918 = -457601.700060 nChanged 17 SP:Iteration 57Q (4263.923549 sec): 3 clusters Score: Raw -459498.916678 + Penalty 1891.366918 = -457607.549761 nChanged 14 SP:Iteration 58Q (4264.012628 sec): 3 clusters Score: Raw -459505.700574 + Penalty 1891.366918 = -457614.333657 nChanged 19 SP:Iteration 59Q (4264.089118 sec): 3 clusters Score: Raw -459512.687992 + Penalty 1891.366918 = -457621.321074 nChanged 15 SP:Iteration 60F (4264.180169 sec): 3 clusters Score: Raw -459519.041541 + Penalty 1891.366918 = -457627.674623 nChanged 14 SP:Iteration 61Q (4264.279859 sec): 3 clusters Score: Raw -459523.784951 + Penalty 1891.366918 = -457632.418033 nChanged 6 SP:Iteration 62Q (4264.358404 sec): 3 clusters Score: Raw -459527.490852 + Penalty 1891.366918 = -457636.123934 nChanged 14 SP:Iteration 63Q (4264.442656 sec): 3 clusters Score: Raw -459538.389159 + Penalty 1891.366918 = -457647.022241 nChanged 21 SP:Iteration 64Q (4264.540895 sec): 3 clusters Score: Raw -459546.162963 + Penalty 1891.366918 = -457654.796045 nChanged 12 SP:Iteration 65Q (4264.632030 sec): 3 clusters Score: Raw -459554.501376 + Penalty 1891.366918 = -457663.134459 nChanged 22 SP:Iteration 66Q (4264.721621 sec): 3 clusters Score: Raw -459573.960032 + Penalty 1891.366918 = -457682.593114 nChanged 22 SP:Iteration 67Q (4264.818857 sec): 3 clusters Score: Raw -459598.652495 + Penalty 1891.366918 = -457707.285577 nChanged 26 SP:Iteration 68Q (4264.911169 sec): 3 clusters Score: Raw -459639.848199 + Penalty 1891.366918 = -457748.481282 nChanged 36 SP:Iteration 69Q (4264.998005 sec): 3 clusters Score: Raw -459688.145520 + Penalty 1891.366918 = -457796.778602 nChanged 26 SP:Iteration 70Q (4265.098649 sec): 3 clusters Score: Raw -459705.045167 + Penalty 1891.366918 = -457813.678249 nChanged 22 SP:Iteration 71Q (4265.186684 sec): 3 clusters Score: Raw -459715.848987 + Penalty 1891.366918 = -457824.482069 nChanged 19 SP:Iteration 72Q (4265.285859 sec): 3 clusters Score: Raw -459723.171923 + Penalty 1891.366918 = -457831.805005 nChanged 17 SP:Iteration 73Q (4265.373031 sec): 3 clusters Score: Raw -459727.247146 + Penalty 1891.366918 = -457835.880229 nChanged 6 SP:Iteration 74Q (4265.474802 sec): 3 clusters Score: Raw -459729.202138 + Penalty 1891.366918 = -457837.835220 nChanged 5 SP:Iteration 75Q (4265.559708 sec): 3 clusters Score: Raw -459730.710054 + Penalty 1891.366918 = -457839.343137 nChanged 7 SP:Iteration 76Q (4265.677200 sec): 3 clusters Score: Raw -459732.465219 + Penalty 1891.366918 = -457841.098302 nChanged 5 SP:Iteration 77Q (4265.767136 sec): 3 clusters Score: Raw -459734.033258 + Penalty 1891.366918 = -457842.666340 nChanged 4 SP:Iteration 78Q (4265.867622 sec): 3 clusters Score: Raw -459735.563294 + Penalty 1891.366918 = -457844.196377 nChanged 2 SP:Iteration 79Q (4265.948385 sec): 3 clusters Score: Raw -459736.167471 + Penalty 1891.366918 = -457844.800554 nChanged 0 SP:Iteration 80F (4266.051110 sec): 3 clusters Score: Raw -459736.167471 + Penalty 1891.366918 = -457844.800554 nChanged 0 Trying to split cluster 5 (34009 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4266.180235 sec): 2 clusters Score: Raw -1993914.608150 + Penalty 1095.609950 = -1992818.998200 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4266.311434 sec): 3 clusters Score: Raw -1972310.297417 + Penalty 2191.219900 = -1970119.077517 nChanged 16155 SP:Iteration 1F (4266.448313 sec): 3 clusters Score: Raw -1981963.700836 + Penalty 2191.219900 = -1979772.480936 nChanged 1981 SP:Iteration 2F (4266.569015 sec): 3 clusters Score: Raw -1982993.453229 + Penalty 2191.219900 = -1980802.233329 nChanged 2158 SP:Iteration 3F (4266.699948 sec): 3 clusters Score: Raw -1984215.252303 + Penalty 2191.219900 = -1982024.032403 nChanged 2214 SP:Iteration 4F (4266.809440 sec): 3 clusters Score: Raw -1985618.838955 + Penalty 2191.219900 = -1983427.619056 nChanged 2174 SP:Iteration 5F (4266.934859 sec): 3 clusters Score: Raw -1987125.141368 + Penalty 2191.219900 = -1984933.921468 nChanged 2116 SP:Iteration 6F (4267.067052 sec): 3 clusters Score: Raw -1988928.065446 + Penalty 2191.219900 = -1986736.845546 nChanged 2141 SP:Iteration 7F (4267.205152 sec): 3 clusters Score: Raw -1991304.043803 + Penalty 2191.219900 = -1989112.823904 nChanged 2187 SP:Iteration 8F (4267.328502 sec): 3 clusters Score: Raw -1994309.683832 + Penalty 2191.219900 = -1992118.463932 nChanged 2153 SP:Iteration 9F (4267.443276 sec): 3 clusters Score: Raw -1997030.978555 + Penalty 2191.219900 = -1994839.758656 nChanged 1679 SP:Iteration 10Q (4267.577774 sec): 3 clusters Score: Raw -1998695.306217 + Penalty 2191.219900 = -1996504.086317 nChanged 1166 SP:Iteration 11Q (4267.701681 sec): 3 clusters Score: Raw -1999682.354392 + Penalty 2191.219900 = -1997491.134492 nChanged 844 SP:Iteration 12Q (4267.818705 sec): 3 clusters Score: Raw -2000291.256427 + Penalty 2191.219900 = -1998100.036527 nChanged 689 SP:Iteration 13Q (4267.948872 sec): 3 clusters Score: Raw -2000704.208697 + Penalty 2191.219900 = -1998512.988798 nChanged 477 SP:Iteration 14Q (4268.092493 sec): 3 clusters Score: Raw -2000946.531914 + Penalty 2191.219900 = -1998755.312014 nChanged 377 SP:Iteration 15Q (4268.219187 sec): 3 clusters Score: Raw -2001106.461152 + Penalty 2191.219900 = -1998915.241252 nChanged 287 SP:Iteration 16Q (4268.342106 sec): 3 clusters Score: Raw -2001199.319825 + Penalty 2191.219900 = -1999008.099925 nChanged 200 SP:Iteration 17Q (4268.490529 sec): 3 clusters Score: Raw -2001252.784192 + Penalty 2191.219900 = -1999061.564292 nChanged 151 SP:Iteration 18Q (4268.616258 sec): 3 clusters Score: Raw -2001278.896245 + Penalty 2191.219900 = -1999087.676345 nChanged 102 SP:Iteration 19Q (4268.741295 sec): 3 clusters Score: Raw -2001291.006902 + Penalty 2191.219900 = -1999099.787002 nChanged 74 SP:Iteration 20F (4268.874357 sec): 3 clusters Score: Raw -2001304.973014 + Penalty 2191.219900 = -1999113.753115 nChanged 65 SP:Iteration 21Q (4269.002113 sec): 3 clusters Score: Raw -2001312.616171 + Penalty 2191.219900 = -1999121.396271 nChanged 69 SP:Iteration 22Q (4269.114814 sec): 3 clusters Score: Raw -2001318.776128 + Penalty 2191.219900 = -1999127.556229 nChanged 42 SP:Iteration 23Q (4269.251894 sec): 3 clusters Score: Raw -2001321.270137 + Penalty 2191.219900 = -1999130.050237 nChanged 31 SP:Iteration 24Q (4269.372162 sec): 3 clusters Score: Raw -2001323.074766 + Penalty 2191.219900 = -1999131.854867 nChanged 23 SP:Iteration 25Q (4269.506891 sec): 3 clusters Score: Raw -2001324.230786 + Penalty 2191.219900 = -1999133.010886 nChanged 20 SP:Iteration 26Q (4269.637770 sec): 3 clusters Score: Raw -2001324.992810 + Penalty 2191.219900 = -1999133.772911 nChanged 19 SP:Iteration 27Q (4269.762480 sec): 3 clusters Score: Raw -2001325.671624 + Penalty 2191.219900 = -1999134.451724 nChanged 6 SP:Iteration 28Q (4269.903388 sec): 3 clusters Score: Raw -2001325.817349 + Penalty 2191.219900 = -1999134.597449 nChanged 4 SP:Iteration 29Q (4270.024869 sec): 3 clusters Score: Raw -2001325.923857 + Penalty 2191.219900 = -1999134.703957 nChanged 6 SP:Iteration 30Q (4270.164073 sec): 3 clusters Score: Raw -2001326.181856 + Penalty 2191.219900 = -1999134.961956 nChanged 10 SP:Iteration 31Q (4270.288219 sec): 3 clusters Score: Raw -2001326.791844 + Penalty 2191.219900 = -1999135.571944 nChanged 10 SP:Iteration 32Q (4270.424381 sec): 3 clusters Score: Raw -2001327.226865 + Penalty 2191.219900 = -1999136.006966 nChanged 11 SP:Iteration 33Q (4270.548532 sec): 3 clusters Score: Raw -2001327.823031 + Penalty 2191.219900 = -1999136.603131 nChanged 18 SP:Iteration 34Q (4270.660126 sec): 3 clusters Score: Raw -2001328.627069 + Penalty 2191.219900 = -1999137.407170 nChanged 15 SP:Iteration 35Q (4270.793380 sec): 3 clusters Score: Raw -2001329.280767 + Penalty 2191.219900 = -1999138.060867 nChanged 16 SP:Iteration 36Q (4270.931571 sec): 3 clusters Score: Raw -2001329.927284 + Penalty 2191.219900 = -1999138.707385 nChanged 9 SP:Iteration 37Q (4271.054357 sec): 3 clusters Score: Raw -2001330.329527 + Penalty 2191.219900 = -1999139.109628 nChanged 10 SP:Iteration 38Q (4271.171626 sec): 3 clusters Score: Raw -2001330.770121 + Penalty 2191.219900 = -1999139.550221 nChanged 7 SP:Iteration 39Q (4271.306667 sec): 3 clusters Score: Raw -2001330.990775 + Penalty 2191.219900 = -1999139.770876 nChanged 4 SP:Iteration 40F (4271.428809 sec): 3 clusters Score: Raw -2001331.151223 + Penalty 2191.219900 = -1999139.931324 nChanged 4 SP:Iteration 41Q (4271.582081 sec): 3 clusters Score: Raw -2001331.290755 + Penalty 2191.219900 = -1999140.070855 nChanged 3 SP:Iteration 42Q (4271.703623 sec): 3 clusters Score: Raw -2001331.379859 + Penalty 2191.219900 = -1999140.159959 nChanged 2 SP:Iteration 43Q (4271.821138 sec): 3 clusters Score: Raw -2001331.413932 + Penalty 2191.219900 = -1999140.194032 nChanged 1 SP:Iteration 44Q (4271.950555 sec): 3 clusters Score: Raw -2001331.440715 + Penalty 2191.219900 = -1999140.220815 nChanged 3 SP:Iteration 45Q (4272.082551 sec): 3 clusters Score: Raw -2001331.525532 + Penalty 2191.219900 = -1999140.305633 nChanged 2 SP:Iteration 46Q (4272.224766 sec): 3 clusters Score: Raw -2001331.614663 + Penalty 2191.219900 = -1999140.394763 nChanged 3 SP:Iteration 47Q (4272.334175 sec): 3 clusters Score: Raw -2001331.678090 + Penalty 2191.219900 = -1999140.458191 nChanged 1 SP:Iteration 48Q (4272.455166 sec): 3 clusters Score: Raw -2001331.711255 + Penalty 2191.219900 = -1999140.491355 nChanged 1 SP:Iteration 49Q (4272.588975 sec): 3 clusters Score: Raw -2001331.734502 + Penalty 2191.219900 = -1999140.514603 nChanged 2 SP:Iteration 50Q (4272.715887 sec): 3 clusters Score: Raw -2001331.801953 + Penalty 2191.219900 = -1999140.582054 nChanged 1 SP:Iteration 51Q (4272.834208 sec): 3 clusters Score: Raw -2001331.822816 + Penalty 2191.219900 = -1999140.602916 nChanged 1 SP:Iteration 52Q (4272.959306 sec): 3 clusters Score: Raw -2001331.842484 + Penalty 2191.219900 = -1999140.622584 nChanged 1 SP:Iteration 53Q (4273.075334 sec): 3 clusters Score: Raw -2001331.882212 + Penalty 2191.219900 = -1999140.662312 nChanged 2 SP:Iteration 54Q (4273.204853 sec): 3 clusters Score: Raw -2001331.909781 + Penalty 2191.219900 = -1999140.689882 nChanged 1 SP:Iteration 55Q (4273.335469 sec): 3 clusters Score: Raw -2001331.935036 + Penalty 2191.219900 = -1999140.715137 nChanged 0 SP:Iteration 56F (4273.460915 sec): 3 clusters Score: Raw -2001331.935036 + Penalty 2191.219900 = -1999140.715137 nChanged 0 Score: Raw -4210121.248483 + Penalty 16558.064762 = -4193563.183720 Splitting cluster 5 changes total score from -4187324.759212 to -4193563.183720 So it's getting split into cluster 14. Trying to split cluster 6 (1733 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4274.767760 sec): 2 clusters Score: Raw -68117.147453 + Penalty 783.048975 = -67334.098477 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4274.857872 sec): 3 clusters Score: Raw -67324.213141 + Penalty 1566.097951 = -65758.115190 nChanged 721 SP:Iteration 1F (4274.944632 sec): 3 clusters Score: Raw -68181.971058 + Penalty 1566.097951 = -66615.873107 nChanged 246 SP:Iteration 2F (4275.030705 sec): 3 clusters Score: Raw -68509.384775 + Penalty 1566.097951 = -66943.286824 nChanged 134 SP:Iteration 3F (4275.112565 sec): 3 clusters Score: Raw -68686.168881 + Penalty 1566.097951 = -67120.070930 nChanged 96 SP:Iteration 4F (4275.203549 sec): 3 clusters Score: Raw -68847.193876 + Penalty 1566.097951 = -67281.095925 nChanged 98 SP:Iteration 5F (4275.292029 sec): 3 clusters Score: Raw -68982.619548 + Penalty 1566.097951 = -67416.521597 nChanged 84 SP:Iteration 6Q (4275.362100 sec): 3 clusters Score: Raw -69102.604767 + Penalty 1566.097951 = -67536.506816 nChanged 70 SP:Iteration 7Q (4275.448839 sec): 3 clusters Score: Raw -69212.341469 + Penalty 1566.097951 = -67646.243518 nChanged 55 SP:Iteration 8Q (4275.525710 sec): 3 clusters Score: Raw -69303.941844 + Penalty 1566.097951 = -67737.843894 nChanged 46 SP:Iteration 9Q (4275.622486 sec): 3 clusters Score: Raw -69359.635099 + Penalty 1566.097951 = -67793.537148 nChanged 47 SP:Iteration 10Q (4275.695122 sec): 3 clusters Score: Raw -69422.551621 + Penalty 1566.097951 = -67856.453670 nChanged 38 SP:Iteration 11Q (4275.776968 sec): 3 clusters Score: Raw -69462.948673 + Penalty 1566.097951 = -67896.850722 nChanged 26 SP:Iteration 12Q (4275.881767 sec): 3 clusters Score: Raw -69478.842340 + Penalty 1566.097951 = -67912.744389 nChanged 13 SP:Iteration 13Q (4275.961307 sec): 3 clusters Score: Raw -69488.616802 + Penalty 1566.097951 = -67922.518851 nChanged 10 SP:Iteration 14Q (4276.056779 sec): 3 clusters Score: Raw -69493.454108 + Penalty 1566.097951 = -67927.356157 nChanged 5 SP:Iteration 15Q (4276.136231 sec): 3 clusters Score: Raw -69495.743187 + Penalty 1566.097951 = -67929.645237 nChanged 4 SP:Iteration 16Q (4276.223564 sec): 3 clusters Score: Raw -69497.577326 + Penalty 1566.097951 = -67931.479375 nChanged 6 SP:Iteration 17Q (4276.299561 sec): 3 clusters Score: Raw -69502.143641 + Penalty 1566.097951 = -67936.045690 nChanged 4 SP:Iteration 18Q (4276.392123 sec): 3 clusters Score: Raw -69504.911335 + Penalty 1566.097951 = -67938.813384 nChanged 6 SP:Iteration 19Q (4276.489339 sec): 3 clusters Score: Raw -69508.277412 + Penalty 1566.097951 = -67942.179461 nChanged 2 SP:Iteration 20F (4276.567510 sec): 3 clusters Score: Raw -69509.074130 + Penalty 1566.097951 = -67942.976179 nChanged 0 Score: Raw -4211513.175160 + Penalty 17740.783674 = -4193772.391486 Splitting cluster 6 changes total score from -4187324.759212 to -4193772.391486 So it's getting split into cluster 15. Trying to split cluster 7 (3962 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4277.970106 sec): 2 clusters Score: Raw -194646.162716 + Penalty 869.872944 = -193776.289772 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4278.057300 sec): 3 clusters Score: Raw -192540.781774 + Penalty 1739.745888 = -190801.035887 nChanged 1648 SP:Iteration 1F (4278.143283 sec): 3 clusters Score: Raw -193616.572897 + Penalty 1739.745888 = -191876.827010 nChanged 398 SP:Iteration 2F (4278.215321 sec): 3 clusters Score: Raw -193948.791185 + Penalty 1739.745888 = -192209.045297 nChanged 308 SP:Iteration 3F (4278.312680 sec): 3 clusters Score: Raw -194192.655392 + Penalty 1739.745888 = -192452.909504 nChanged 234 SP:Iteration 4F (4278.390673 sec): 3 clusters Score: Raw -194373.152250 + Penalty 1739.745888 = -192633.406362 nChanged 196 SP:Iteration 5Q (4278.473238 sec): 3 clusters Score: Raw -194524.860831 + Penalty 1739.745888 = -192785.114943 nChanged 175 SP:Iteration 6Q (4278.563568 sec): 3 clusters Score: Raw -194676.798689 + Penalty 1739.745888 = -192937.052801 nChanged 170 SP:Iteration 7Q (4278.662765 sec): 3 clusters Score: Raw -194826.768556 + Penalty 1739.745888 = -193087.022668 nChanged 153 SP:Iteration 8Q (4278.755005 sec): 3 clusters Score: Raw -194950.002997 + Penalty 1739.745888 = -193210.257109 nChanged 129 SP:Iteration 9Q (4278.850027 sec): 3 clusters Score: Raw -195043.898096 + Penalty 1739.745888 = -193304.152208 nChanged 108 SP:Iteration 10Q (4278.941890 sec): 3 clusters Score: Raw -195109.554366 + Penalty 1739.745888 = -193369.808478 nChanged 80 SP:Iteration 11Q (4279.014341 sec): 3 clusters Score: Raw -195159.682204 + Penalty 1739.745888 = -193419.936316 nChanged 67 SP:Iteration 12Q (4279.118767 sec): 3 clusters Score: Raw -195205.650665 + Penalty 1739.745888 = -193465.904777 nChanged 77 SP:Iteration 13Q (4279.208041 sec): 3 clusters Score: Raw -195260.129281 + Penalty 1739.745888 = -193520.383394 nChanged 76 SP:Iteration 14Q (4279.299177 sec): 3 clusters Score: Raw -195335.539314 + Penalty 1739.745888 = -193595.793426 nChanged 75 SP:Iteration 15Q (4279.374176 sec): 3 clusters Score: Raw -195410.552061 + Penalty 1739.745888 = -193670.806173 nChanged 76 SP:Iteration 16Q (4279.466282 sec): 3 clusters Score: Raw -195476.308506 + Penalty 1739.745888 = -193736.562618 nChanged 62 SP:Iteration 17Q (4279.552775 sec): 3 clusters Score: Raw -195509.388481 + Penalty 1739.745888 = -193769.642594 nChanged 49 SP:Iteration 18Q (4279.650929 sec): 3 clusters Score: Raw -195532.556961 + Penalty 1739.745888 = -193792.811073 nChanged 30 SP:Iteration 19Q (4279.727223 sec): 3 clusters Score: Raw -195545.118479 + Penalty 1739.745888 = -193805.372591 nChanged 24 SP:Iteration 20F (4279.799683 sec): 3 clusters Score: Raw -195554.215126 + Penalty 1739.745888 = -193814.469238 nChanged 10 SP:Iteration 21Q (4279.884346 sec): 3 clusters Score: Raw -195557.235539 + Penalty 1739.745888 = -193817.489651 nChanged 8 SP:Iteration 22Q (4279.963713 sec): 3 clusters Score: Raw -195559.633508 + Penalty 1739.745888 = -193819.887620 nChanged 7 SP:Iteration 23Q (4280.056757 sec): 3 clusters Score: Raw -195560.870063 + Penalty 1739.745888 = -193821.124175 nChanged 6 SP:Iteration 24Q (4280.142303 sec): 3 clusters Score: Raw -195562.023413 + Penalty 1739.745888 = -193822.277526 nChanged 6 SP:Iteration 25Q (4280.238396 sec): 3 clusters Score: Raw -195563.912288 + Penalty 1739.745888 = -193824.166401 nChanged 7 SP:Iteration 26Q (4280.313960 sec): 3 clusters Score: Raw -195564.880700 + Penalty 1739.745888 = -193825.134812 nChanged 2 SP:Iteration 27Q (4280.412098 sec): 3 clusters Score: Raw -195565.291493 + Penalty 1739.745888 = -193825.545605 nChanged 3 SP:Iteration 28Q (4280.510794 sec): 3 clusters Score: Raw -195566.001635 + Penalty 1739.745888 = -193826.255748 nChanged 4 SP:Iteration 29Q (4280.594203 sec): 3 clusters Score: Raw -195566.866090 + Penalty 1739.745888 = -193827.120202 nChanged 3 SP:Iteration 30Q (4280.684975 sec): 3 clusters Score: Raw -195567.386028 + Penalty 1739.745888 = -193827.640141 nChanged 2 SP:Iteration 31Q (4280.755004 sec): 3 clusters Score: Raw -195567.658478 + Penalty 1739.745888 = -193827.912590 nChanged 1 SP:Iteration 32Q (4280.853092 sec): 3 clusters Score: Raw -195567.807368 + Penalty 1739.745888 = -193828.061480 nChanged 1 SP:Iteration 33Q (4280.945562 sec): 3 clusters Score: Raw -195567.988224 + Penalty 1739.745888 = -193828.242336 nChanged 1 SP:Iteration 34Q (4281.045647 sec): 3 clusters Score: Raw -195568.111175 + Penalty 1739.745888 = -193828.365287 nChanged 1 SP:Iteration 35Q (4281.111940 sec): 3 clusters Score: Raw -195568.271951 + Penalty 1739.745888 = -193828.526064 nChanged 0 SP:Iteration 36F (4281.205169 sec): 3 clusters Score: Raw -195568.271951 + Penalty 1739.745888 = -193828.526064 nChanged 0 Score: Raw -4212435.284395 + Penalty 18923.502585 = -4193511.781810 Splitting cluster 7 changes total score from -4187324.759212 to -4193511.781810 So it's getting split into cluster 16. Trying to split cluster 8 (9476 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4282.623834 sec): 2 clusters Score: Raw -546881.674526 + Penalty 961.434344 = -545920.240181 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4282.743492 sec): 3 clusters Score: Raw -541368.311431 + Penalty 1922.868689 = -539445.442742 nChanged 4143 SP:Iteration 1F (4282.829380 sec): 3 clusters Score: Raw -543758.454735 + Penalty 1922.868689 = -541835.586046 nChanged 706 SP:Iteration 2F (4282.929438 sec): 3 clusters Score: Raw -544215.058092 + Penalty 1922.868689 = -542292.189403 nChanged 671 SP:Iteration 3F (4283.025358 sec): 3 clusters Score: Raw -544711.041757 + Penalty 1922.868689 = -542788.173069 nChanged 625 SP:Iteration 4F (4283.120248 sec): 3 clusters Score: Raw -545236.179698 + Penalty 1922.868689 = -543313.311009 nChanged 630 SP:Iteration 5F (4283.219606 sec): 3 clusters Score: Raw -545792.398140 + Penalty 1922.868689 = -543869.529452 nChanged 567 SP:Iteration 6F (4283.319960 sec): 3 clusters Score: Raw -546287.310497 + Penalty 1922.868689 = -544364.441808 nChanged 538 SP:Iteration 7F (4283.422023 sec): 3 clusters Score: Raw -546697.091190 + Penalty 1922.868689 = -544774.222501 nChanged 404 SP:Iteration 8Q (4283.525446 sec): 3 clusters Score: Raw -546999.034328 + Penalty 1922.868689 = -545076.165639 nChanged 356 SP:Iteration 9Q (4283.627489 sec): 3 clusters Score: Raw -547320.479264 + Penalty 1922.868689 = -545397.610575 nChanged 329 SP:Iteration 10Q (4283.736174 sec): 3 clusters Score: Raw -547635.749865 + Penalty 1922.868689 = -545712.881176 nChanged 321 SP:Iteration 11Q (4283.832050 sec): 3 clusters Score: Raw -547973.736162 + Penalty 1922.868689 = -546050.867473 nChanged 308 SP:Iteration 12Q (4283.919587 sec): 3 clusters Score: Raw -548270.366856 + Penalty 1922.868689 = -546347.498167 nChanged 228 SP:Iteration 13Q (4284.012518 sec): 3 clusters Score: Raw -548463.353793 + Penalty 1922.868689 = -546540.485104 nChanged 187 SP:Iteration 14Q (4284.103294 sec): 3 clusters Score: Raw -548592.296565 + Penalty 1922.868689 = -546669.427876 nChanged 118 SP:Iteration 15Q (4284.206837 sec): 3 clusters Score: Raw -548654.643635 + Penalty 1922.868689 = -546731.774946 nChanged 87 SP:Iteration 16Q (4284.304559 sec): 3 clusters Score: Raw -548694.047891 + Penalty 1922.868689 = -546771.179202 nChanged 78 SP:Iteration 17Q (4284.396770 sec): 3 clusters Score: Raw -548718.283759 + Penalty 1922.868689 = -546795.415070 nChanged 59 SP:Iteration 18Q (4284.498899 sec): 3 clusters Score: Raw -548738.568737 + Penalty 1922.868689 = -546815.700049 nChanged 55 SP:Iteration 19Q (4284.589191 sec): 3 clusters Score: Raw -548760.082044 + Penalty 1922.868689 = -546837.213355 nChanged 59 SP:Iteration 20F (4284.681764 sec): 3 clusters Score: Raw -548778.928272 + Penalty 1922.868689 = -546856.059583 nChanged 52 SP:Iteration 21Q (4284.789446 sec): 3 clusters Score: Raw -548794.947196 + Penalty 1922.868689 = -546872.078507 nChanged 58 SP:Iteration 22Q (4284.865343 sec): 3 clusters Score: Raw -548813.015407 + Penalty 1922.868689 = -546890.146718 nChanged 55 SP:Iteration 23Q (4284.956519 sec): 3 clusters Score: Raw -548826.970751 + Penalty 1922.868689 = -546904.102063 nChanged 47 SP:Iteration 24Q (4285.065453 sec): 3 clusters Score: Raw -548836.745501 + Penalty 1922.868689 = -546913.876812 nChanged 41 SP:Iteration 25Q (4285.153513 sec): 3 clusters Score: Raw -548844.542925 + Penalty 1922.868689 = -546921.674236 nChanged 32 SP:Iteration 26Q (4285.238621 sec): 3 clusters Score: Raw -548850.290749 + Penalty 1922.868689 = -546927.422061 nChanged 36 SP:Iteration 27Q (4285.334211 sec): 3 clusters Score: Raw -548857.530052 + Penalty 1922.868689 = -546934.661363 nChanged 28 SP:Iteration 28Q (4285.431479 sec): 3 clusters Score: Raw -548862.260530 + Penalty 1922.868689 = -546939.391842 nChanged 29 SP:Iteration 29Q (4285.521697 sec): 3 clusters Score: Raw -548867.077441 + Penalty 1922.868689 = -546944.208752 nChanged 26 SP:Iteration 30Q (4285.643432 sec): 3 clusters Score: Raw -548871.058080 + Penalty 1922.868689 = -546948.189391 nChanged 19 SP:Iteration 31Q (4285.724959 sec): 3 clusters Score: Raw -548873.771797 + Penalty 1922.868689 = -546950.903108 nChanged 16 SP:Iteration 32Q (4285.809567 sec): 3 clusters Score: Raw -548875.774544 + Penalty 1922.868689 = -546952.905856 nChanged 14 SP:Iteration 33Q (4285.902536 sec): 3 clusters Score: Raw -548877.448088 + Penalty 1922.868689 = -546954.579399 nChanged 14 SP:Iteration 34Q (4285.992926 sec): 3 clusters Score: Raw -548879.219714 + Penalty 1922.868689 = -546956.351026 nChanged 17 SP:Iteration 35Q (4286.090711 sec): 3 clusters Score: Raw -548881.642860 + Penalty 1922.868689 = -546958.774171 nChanged 21 SP:Iteration 36Q (4286.201324 sec): 3 clusters Score: Raw -548885.148881 + Penalty 1922.868689 = -546962.280192 nChanged 16 SP:Iteration 37Q (4286.285048 sec): 3 clusters Score: Raw -548887.406284 + Penalty 1922.868689 = -546964.537596 nChanged 15 SP:Iteration 38Q (4286.389685 sec): 3 clusters Score: Raw -548888.841151 + Penalty 1922.868689 = -546965.972462 nChanged 6 SP:Iteration 39Q (4286.483004 sec): 3 clusters Score: Raw -548889.444375 + Penalty 1922.868689 = -546966.575687 nChanged 5 SP:Iteration 40F (4286.587976 sec): 3 clusters Score: Raw -548889.822281 + Penalty 1922.868689 = -546966.953592 nChanged 5 SP:Iteration 41Q (4286.677645 sec): 3 clusters Score: Raw -548890.115548 + Penalty 1922.868689 = -546967.246859 nChanged 5 SP:Iteration 42Q (4286.753499 sec): 3 clusters Score: Raw -548890.383975 + Penalty 1922.868689 = -546967.515286 nChanged 3 SP:Iteration 43Q (4286.859956 sec): 3 clusters Score: Raw -548890.744665 + Penalty 1922.868689 = -546967.875976 nChanged 5 SP:Iteration 44Q (4286.966658 sec): 3 clusters Score: Raw -548891.395003 + Penalty 1922.868689 = -546968.526314 nChanged 6 SP:Iteration 45Q (4287.042274 sec): 3 clusters Score: Raw -548891.883800 + Penalty 1922.868689 = -546969.015111 nChanged 4 SP:Iteration 46Q (4287.161266 sec): 3 clusters Score: Raw -548892.741337 + Penalty 1922.868689 = -546969.872648 nChanged 6 SP:Iteration 47Q (4287.246533 sec): 3 clusters Score: Raw -548893.873455 + Penalty 1922.868689 = -546971.004766 nChanged 6 SP:Iteration 48Q (4287.339518 sec): 3 clusters Score: Raw -548894.498835 + Penalty 1922.868689 = -546971.630146 nChanged 7 SP:Iteration 49Q (4287.448281 sec): 3 clusters Score: Raw -548895.088254 + Penalty 1922.868689 = -546972.219565 nChanged 5 SP:Iteration 50Q (4287.551000 sec): 3 clusters Score: Raw -548895.559266 + Penalty 1922.868689 = -546972.690578 nChanged 6 SP:Iteration 51Q (4287.644274 sec): 3 clusters Score: Raw -548896.444590 + Penalty 1922.868689 = -546973.575901 nChanged 3 SP:Iteration 52Q (4287.736664 sec): 3 clusters Score: Raw -548896.842832 + Penalty 1922.868689 = -546973.974143 nChanged 4 SP:Iteration 53Q (4287.814534 sec): 3 clusters Score: Raw -548897.333941 + Penalty 1922.868689 = -546974.465252 nChanged 3 SP:Iteration 54Q (4287.913452 sec): 3 clusters Score: Raw -548897.580313 + Penalty 1922.868689 = -546974.711624 nChanged 1 SP:Iteration 55Q (4288.002717 sec): 3 clusters Score: Raw -548897.643773 + Penalty 1922.868689 = -546974.775084 nChanged 3 SP:Iteration 56Q (4288.093776 sec): 3 clusters Score: Raw -548897.829214 + Penalty 1922.868689 = -546974.960525 nChanged 2 SP:Iteration 57Q (4288.194690 sec): 3 clusters Score: Raw -548897.972648 + Penalty 1922.868689 = -546975.103959 nChanged 3 SP:Iteration 58Q (4288.295373 sec): 3 clusters Score: Raw -548898.142825 + Penalty 1922.868689 = -546975.274136 nChanged 1 SP:Iteration 59Q (4288.386708 sec): 3 clusters Score: Raw -548898.192906 + Penalty 1922.868689 = -546975.324217 nChanged 0 SP:Iteration 60F (4288.477323 sec): 3 clusters Score: Raw -548898.192906 + Penalty 1922.868689 = -546975.324217 nChanged 0 Score: Raw -4214451.802775 + Penalty 20106.221497 = -4194345.581278 Splitting cluster 8 changes total score from -4187324.759212 to -4194345.581278 So it's getting split into cluster 17. Trying to split cluster 9 (3556 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4289.975425 sec): 2 clusters Score: Raw -177247.000515 + Penalty 858.521118 = -176388.479398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4290.057382 sec): 3 clusters Score: Raw -175386.368083 + Penalty 1717.042235 = -173669.325847 nChanged 1450 SP:Iteration 1F (4290.152643 sec): 3 clusters Score: Raw -176319.603462 + Penalty 1717.042235 = -174602.561227 nChanged 333 SP:Iteration 2F (4290.238020 sec): 3 clusters Score: Raw -176578.507880 + Penalty 1717.042235 = -174861.465645 nChanged 243 SP:Iteration 3F (4290.331872 sec): 3 clusters Score: Raw -176783.274510 + Penalty 1717.042235 = -175066.232275 nChanged 213 SP:Iteration 4F (4290.405876 sec): 3 clusters Score: Raw -176952.335273 + Penalty 1717.042235 = -175235.293038 nChanged 195 SP:Iteration 5F (4290.485903 sec): 3 clusters Score: Raw -177097.222092 + Penalty 1717.042235 = -175380.179857 nChanged 158 SP:Iteration 6Q (4290.583176 sec): 3 clusters Score: Raw -177208.703049 + Penalty 1717.042235 = -175491.660814 nChanged 144 SP:Iteration 7Q (4290.676523 sec): 3 clusters Score: Raw -177303.338827 + Penalty 1717.042235 = -175586.296592 nChanged 109 SP:Iteration 8Q (4290.773052 sec): 3 clusters Score: Raw -177372.250624 + Penalty 1717.042235 = -175655.208388 nChanged 91 SP:Iteration 9Q (4290.849046 sec): 3 clusters Score: Raw -177416.059767 + Penalty 1717.042235 = -175699.017532 nChanged 82 SP:Iteration 10Q (4290.922668 sec): 3 clusters Score: Raw -177456.419060 + Penalty 1717.042235 = -175739.376825 nChanged 72 SP:Iteration 11Q (4291.010304 sec): 3 clusters Score: Raw -177500.995517 + Penalty 1717.042235 = -175783.953282 nChanged 61 SP:Iteration 12Q (4291.107046 sec): 3 clusters Score: Raw -177537.400594 + Penalty 1717.042235 = -175820.358359 nChanged 59 SP:Iteration 13Q (4291.189182 sec): 3 clusters Score: Raw -177577.521836 + Penalty 1717.042235 = -175860.479601 nChanged 65 SP:Iteration 14Q (4291.287593 sec): 3 clusters Score: Raw -177619.356255 + Penalty 1717.042235 = -175902.314019 nChanged 62 SP:Iteration 15Q (4291.378239 sec): 3 clusters Score: Raw -177667.853026 + Penalty 1717.042235 = -175950.810790 nChanged 83 SP:Iteration 16Q (4291.456509 sec): 3 clusters Score: Raw -177733.478899 + Penalty 1717.042235 = -176016.436664 nChanged 74 SP:Iteration 17Q (4291.554864 sec): 3 clusters Score: Raw -177784.885012 + Penalty 1717.042235 = -176067.842777 nChanged 70 SP:Iteration 18Q (4291.634506 sec): 3 clusters Score: Raw -177825.005524 + Penalty 1717.042235 = -176107.963289 nChanged 44 SP:Iteration 19Q (4291.726670 sec): 3 clusters Score: Raw -177852.464450 + Penalty 1717.042235 = -176135.422215 nChanged 41 SP:Iteration 20F (4291.846417 sec): 3 clusters Score: Raw -177873.750298 + Penalty 1717.042235 = -176156.708063 nChanged 32 SP:Iteration 21Q (4291.921968 sec): 3 clusters Score: Raw -177891.666271 + Penalty 1717.042235 = -176174.624035 nChanged 38 SP:Iteration 22Q (4292.026646 sec): 3 clusters Score: Raw -177914.735397 + Penalty 1717.042235 = -176197.693162 nChanged 28 SP:Iteration 23Q (4292.119010 sec): 3 clusters Score: Raw -177926.150050 + Penalty 1717.042235 = -176209.107814 nChanged 17 SP:Iteration 24Q (4292.203867 sec): 3 clusters Score: Raw -177931.414473 + Penalty 1717.042235 = -176214.372238 nChanged 16 SP:Iteration 25Q (4292.283102 sec): 3 clusters Score: Raw -177936.852825 + Penalty 1717.042235 = -176219.810590 nChanged 10 SP:Iteration 26Q (4292.384561 sec): 3 clusters Score: Raw -177939.471239 + Penalty 1717.042235 = -176222.429004 nChanged 10 SP:Iteration 27Q (4292.466326 sec): 3 clusters Score: Raw -177941.045848 + Penalty 1717.042235 = -176224.003613 nChanged 4 SP:Iteration 28Q (4292.560868 sec): 3 clusters Score: Raw -177942.967516 + Penalty 1717.042235 = -176225.925281 nChanged 8 SP:Iteration 29Q (4292.676139 sec): 3 clusters Score: Raw -177945.783082 + Penalty 1717.042235 = -176228.740847 nChanged 13 SP:Iteration 30Q (4292.801135 sec): 3 clusters Score: Raw -177951.010815 + Penalty 1717.042235 = -176233.968580 nChanged 14 SP:Iteration 31Q (4292.916634 sec): 3 clusters Score: Raw -177957.095779 + Penalty 1717.042235 = -176240.053544 nChanged 16 SP:Iteration 32Q (4293.012116 sec): 3 clusters Score: Raw -177964.129730 + Penalty 1717.042235 = -176247.087494 nChanged 15 SP:Iteration 33Q (4293.095070 sec): 3 clusters Score: Raw -177975.784491 + Penalty 1717.042235 = -176258.742256 nChanged 22 SP:Iteration 34Q (4293.203632 sec): 3 clusters Score: Raw -177991.428004 + Penalty 1717.042235 = -176274.385768 nChanged 25 SP:Iteration 35Q (4293.308477 sec): 3 clusters Score: Raw -178001.984922 + Penalty 1717.042235 = -176284.942687 nChanged 19 SP:Iteration 36Q (4293.402679 sec): 3 clusters Score: Raw -178007.589420 + Penalty 1717.042235 = -176290.547185 nChanged 16 SP:Iteration 37Q (4293.511244 sec): 3 clusters Score: Raw -178011.895747 + Penalty 1717.042235 = -176294.853512 nChanged 12 SP:Iteration 38Q (4293.588153 sec): 3 clusters Score: Raw -178015.990325 + Penalty 1717.042235 = -176298.948090 nChanged 10 SP:Iteration 39Q (4293.695579 sec): 3 clusters Score: Raw -178019.471367 + Penalty 1717.042235 = -176302.429132 nChanged 5 SP:Iteration 40F (4293.794582 sec): 3 clusters Score: Raw -178021.279133 + Penalty 1717.042235 = -176304.236898 nChanged 8 SP:Iteration 41Q (4293.887009 sec): 3 clusters Score: Raw -178024.277435 + Penalty 1717.042235 = -176307.235200 nChanged 6 SP:Iteration 42Q (4293.985008 sec): 3 clusters Score: Raw -178026.923693 + Penalty 1717.042235 = -176309.881458 nChanged 3 SP:Iteration 43Q (4294.067891 sec): 3 clusters Score: Raw -178027.861864 + Penalty 1717.042235 = -176310.819629 nChanged 3 SP:Iteration 44Q (4294.153403 sec): 3 clusters Score: Raw -178028.591165 + Penalty 1717.042235 = -176311.548930 nChanged 1 SP:Iteration 45Q (4294.229137 sec): 3 clusters Score: Raw -178028.997322 + Penalty 1717.042235 = -176311.955087 nChanged 4 SP:Iteration 46Q (4294.323182 sec): 3 clusters Score: Raw -178029.767668 + Penalty 1717.042235 = -176312.725433 nChanged 2 SP:Iteration 47Q (4294.421991 sec): 3 clusters Score: Raw -178029.972817 + Penalty 1717.042235 = -176312.930581 nChanged 3 SP:Iteration 48Q (4294.490011 sec): 3 clusters Score: Raw -178031.262587 + Penalty 1717.042235 = -176314.220352 nChanged 5 SP:Iteration 49Q (4294.600359 sec): 3 clusters Score: Raw -178033.307890 + Penalty 1717.042235 = -176316.265655 nChanged 2 SP:Iteration 50Q (4294.690927 sec): 3 clusters Score: Raw -178033.516788 + Penalty 1717.042235 = -176316.474553 nChanged 0 SP:Iteration 51F (4294.779979 sec): 3 clusters Score: Raw -178033.516788 + Penalty 1717.042235 = -176316.474553 nChanged 0 Trying to split cluster 10 (1997 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4294.829159 sec): 2 clusters Score: Raw -112926.447459 + Penalty 797.937140 = -112128.510319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4294.896980 sec): 3 clusters Score: Raw -111953.634610 + Penalty 1595.874280 = -110357.760330 nChanged 778 SP:Iteration 1F (4294.991922 sec): 3 clusters Score: Raw -112436.252976 + Penalty 1595.874280 = -110840.378696 nChanged 152 SP:Iteration 2F (4295.083546 sec): 3 clusters Score: Raw -112570.795904 + Penalty 1595.874280 = -110974.921624 nChanged 117 SP:Iteration 3F (4295.155806 sec): 3 clusters Score: Raw -112657.314915 + Penalty 1595.874280 = -111061.440635 nChanged 92 SP:Iteration 4Q (4295.260598 sec): 3 clusters Score: Raw -112731.591404 + Penalty 1595.874280 = -111135.717124 nChanged 88 SP:Iteration 5Q (4295.326233 sec): 3 clusters Score: Raw -112800.246911 + Penalty 1595.874280 = -111204.372631 nChanged 85 SP:Iteration 6Q (4295.428509 sec): 3 clusters Score: Raw -112881.050239 + Penalty 1595.874280 = -111285.175959 nChanged 85 SP:Iteration 7Q (4295.512669 sec): 3 clusters Score: Raw -112947.598312 + Penalty 1595.874280 = -111351.724032 nChanged 66 SP:Iteration 8Q (4295.582448 sec): 3 clusters Score: Raw -112989.678639 + Penalty 1595.874280 = -111393.804359 nChanged 54 SP:Iteration 9Q (4295.689002 sec): 3 clusters Score: Raw -113027.299267 + Penalty 1595.874280 = -111431.424987 nChanged 39 SP:Iteration 10Q (4295.778121 sec): 3 clusters Score: Raw -113051.389970 + Penalty 1595.874280 = -111455.515690 nChanged 35 SP:Iteration 11Q (4295.857334 sec): 3 clusters Score: Raw -113075.089411 + Penalty 1595.874280 = -111479.215131 nChanged 33 SP:Iteration 12Q (4295.942944 sec): 3 clusters Score: Raw -113094.898624 + Penalty 1595.874280 = -111499.024344 nChanged 23 SP:Iteration 13Q (4296.037134 sec): 3 clusters Score: Raw -113108.462106 + Penalty 1595.874280 = -111512.587826 nChanged 25 SP:Iteration 14Q (4296.116441 sec): 3 clusters Score: Raw -113123.587628 + Penalty 1595.874280 = -111527.713348 nChanged 14 SP:Iteration 15Q (4296.193380 sec): 3 clusters Score: Raw -113133.509011 + Penalty 1595.874280 = -111537.634731 nChanged 23 SP:Iteration 16Q (4296.284207 sec): 3 clusters Score: Raw -113150.190900 + Penalty 1595.874280 = -111554.316619 nChanged 20 SP:Iteration 17Q (4296.380399 sec): 3 clusters Score: Raw -113160.011836 + Penalty 1595.874280 = -111564.137556 nChanged 12 SP:Iteration 18Q (4296.451806 sec): 3 clusters Score: Raw -113168.203336 + Penalty 1595.874280 = -111572.329055 nChanged 14 SP:Iteration 19Q (4296.537178 sec): 3 clusters Score: Raw -113177.285015 + Penalty 1595.874280 = -111581.410735 nChanged 11 SP:Iteration 20F (4296.618898 sec): 3 clusters Score: Raw -113183.940780 + Penalty 1595.874280 = -111588.066500 nChanged 10 SP:Iteration 21Q (4296.715015 sec): 3 clusters Score: Raw -113187.942096 + Penalty 1595.874280 = -111592.067816 nChanged 5 SP:Iteration 22Q (4296.811145 sec): 3 clusters Score: Raw -113189.522200 + Penalty 1595.874280 = -111593.647920 nChanged 3 SP:Iteration 23Q (4296.880030 sec): 3 clusters Score: Raw -113190.455393 + Penalty 1595.874280 = -111594.581113 nChanged 2 SP:Iteration 24Q (4296.966144 sec): 3 clusters Score: Raw -113191.663572 + Penalty 1595.874280 = -111595.789292 nChanged 2 SP:Iteration 25Q (4297.072813 sec): 3 clusters Score: Raw -113192.385432 + Penalty 1595.874280 = -111596.511152 nChanged 1 SP:Iteration 26Q (4297.161485 sec): 3 clusters Score: Raw -113192.842070 + Penalty 1595.874280 = -111596.967790 nChanged 3 SP:Iteration 27Q (4297.244803 sec): 3 clusters Score: Raw -113193.644504 + Penalty 1595.874280 = -111597.770224 nChanged 5 SP:Iteration 28Q (4297.320658 sec): 3 clusters Score: Raw -113196.890189 + Penalty 1595.874280 = -111601.015909 nChanged 4 SP:Iteration 29Q (4297.405889 sec): 3 clusters Score: Raw -113199.295989 + Penalty 1595.874280 = -111603.421709 nChanged 4 SP:Iteration 30Q (4297.493151 sec): 3 clusters Score: Raw -113200.179456 + Penalty 1595.874280 = -111604.305176 nChanged 3 SP:Iteration 31Q (4297.581503 sec): 3 clusters Score: Raw -113202.626533 + Penalty 1595.874280 = -111606.752253 nChanged 9 SP:Iteration 32Q (4297.667151 sec): 3 clusters Score: Raw -113206.130130 + Penalty 1595.874280 = -111610.255850 nChanged 7 SP:Iteration 33Q (4297.765154 sec): 3 clusters Score: Raw -113208.306045 + Penalty 1595.874280 = -111612.431765 nChanged 4 SP:Iteration 34Q (4297.846505 sec): 3 clusters Score: Raw -113209.226229 + Penalty 1595.874280 = -111613.351949 nChanged 3 SP:Iteration 35Q (4297.918804 sec): 3 clusters Score: Raw -113209.965412 + Penalty 1595.874280 = -111614.091132 nChanged 3 SP:Iteration 36Q (4298.017508 sec): 3 clusters Score: Raw -113211.144823 + Penalty 1595.874280 = -111615.270543 nChanged 3 SP:Iteration 37Q (4298.106655 sec): 3 clusters Score: Raw -113211.975107 + Penalty 1595.874280 = -111616.100827 nChanged 2 SP:Iteration 38Q (4298.197897 sec): 3 clusters Score: Raw -113212.529271 + Penalty 1595.874280 = -111616.654991 nChanged 3 SP:Iteration 39Q (4298.277171 sec): 3 clusters Score: Raw -113213.570166 + Penalty 1595.874280 = -111617.695886 nChanged 3 SP:Iteration 40F (4298.352569 sec): 3 clusters Score: Raw -113214.682390 + Penalty 1595.874280 = -111618.808110 nChanged 4 SP:Iteration 41Q (4298.447900 sec): 3 clusters Score: Raw -113215.788936 + Penalty 1595.874280 = -111619.914656 nChanged 2 SP:Iteration 42Q (4298.538160 sec): 3 clusters Score: Raw -113216.512260 + Penalty 1595.874280 = -111620.637980 nChanged 1 SP:Iteration 43Q (4298.628328 sec): 3 clusters Score: Raw -113216.876878 + Penalty 1595.874280 = -111621.002598 nChanged 0 SP:Iteration 44F (4298.695719 sec): 3 clusters Score: Raw -113216.876878 + Penalty 1595.874280 = -111621.002598 nChanged 0 Trying to split cluster 11 (2996 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4298.764532 sec): 2 clusters Score: Raw -176595.151646 + Penalty 840.528501 = -175754.623145 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4298.843201 sec): 3 clusters Score: Raw -175088.397762 + Penalty 1681.057002 = -173407.340760 nChanged 1202 SP:Iteration 1F (4298.926875 sec): 3 clusters Score: Raw -175803.857614 + Penalty 1681.057002 = -174122.800612 nChanged 235 SP:Iteration 2F (4299.025853 sec): 3 clusters Score: Raw -175978.809771 + Penalty 1681.057002 = -174297.752768 nChanged 191 SP:Iteration 3F (4299.092216 sec): 3 clusters Score: Raw -176129.629951 + Penalty 1681.057002 = -174448.572949 nChanged 166 SP:Iteration 4F (4299.192658 sec): 3 clusters Score: Raw -176254.304560 + Penalty 1681.057002 = -174573.247558 nChanged 128 SP:Iteration 5Q (4299.284048 sec): 3 clusters Score: Raw -176356.585044 + Penalty 1681.057002 = -174675.528042 nChanged 105 SP:Iteration 6Q (4299.367625 sec): 3 clusters Score: Raw -176430.358834 + Penalty 1681.057002 = -174749.301831 nChanged 82 SP:Iteration 7Q (4299.452016 sec): 3 clusters Score: Raw -176479.542666 + Penalty 1681.057002 = -174798.485663 nChanged 58 SP:Iteration 8Q (4299.532868 sec): 3 clusters Score: Raw -176514.865756 + Penalty 1681.057002 = -174833.808753 nChanged 47 SP:Iteration 9Q (4299.600222 sec): 3 clusters Score: Raw -176539.667651 + Penalty 1681.057002 = -174858.610649 nChanged 37 SP:Iteration 10Q (4299.701622 sec): 3 clusters Score: Raw -176562.376897 + Penalty 1681.057002 = -174881.319895 nChanged 40 SP:Iteration 11Q (4299.792525 sec): 3 clusters Score: Raw -176582.368309 + Penalty 1681.057002 = -174901.311306 nChanged 41 SP:Iteration 12Q (4299.873414 sec): 3 clusters Score: Raw -176601.554240 + Penalty 1681.057002 = -174920.497238 nChanged 27 SP:Iteration 13Q (4299.948551 sec): 3 clusters Score: Raw -176615.264698 + Penalty 1681.057002 = -174934.207696 nChanged 27 SP:Iteration 14Q (4300.045341 sec): 3 clusters Score: Raw -176630.804416 + Penalty 1681.057002 = -174949.747413 nChanged 24 SP:Iteration 15Q (4300.127880 sec): 3 clusters Score: Raw -176642.922099 + Penalty 1681.057002 = -174961.865097 nChanged 25 SP:Iteration 16Q (4300.219435 sec): 3 clusters Score: Raw -176652.930506 + Penalty 1681.057002 = -174971.873503 nChanged 17 SP:Iteration 17Q (4300.313534 sec): 3 clusters Score: Raw -176663.468929 + Penalty 1681.057002 = -174982.411926 nChanged 13 SP:Iteration 18Q (4300.406481 sec): 3 clusters Score: Raw -176669.596993 + Penalty 1681.057002 = -174988.539991 nChanged 13 SP:Iteration 19Q (4300.484898 sec): 3 clusters Score: Raw -176674.779970 + Penalty 1681.057002 = -174993.722968 nChanged 11 SP:Iteration 20F (4300.569978 sec): 3 clusters Score: Raw -176678.081351 + Penalty 1681.057002 = -174997.024348 nChanged 11 SP:Iteration 21Q (4300.666015 sec): 3 clusters Score: Raw -176682.415554 + Penalty 1681.057002 = -175001.358551 nChanged 12 SP:Iteration 22Q (4300.750403 sec): 3 clusters Score: Raw -176687.474287 + Penalty 1681.057002 = -175006.417284 nChanged 5 SP:Iteration 23Q (4300.832575 sec): 3 clusters Score: Raw -176689.265776 + Penalty 1681.057002 = -175008.208773 nChanged 4 SP:Iteration 24Q (4300.910429 sec): 3 clusters Score: Raw -176690.751377 + Penalty 1681.057002 = -175009.694375 nChanged 6 SP:Iteration 25Q (4300.994576 sec): 3 clusters Score: Raw -176692.773866 + Penalty 1681.057002 = -175011.716864 nChanged 5 SP:Iteration 26Q (4301.092010 sec): 3 clusters Score: Raw -176695.210407 + Penalty 1681.057002 = -175014.153405 nChanged 5 SP:Iteration 27Q (4301.183450 sec): 3 clusters Score: Raw -176696.036884 + Penalty 1681.057002 = -175014.979882 nChanged 0 SP:Iteration 28F (4301.255308 sec): 3 clusters Score: Raw -176696.036884 + Penalty 1681.057002 = -175014.979882 nChanged 0 Trying to split cluster 12 (1353 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4301.306349 sec): 2 clusters Score: Raw -58071.518285 + Penalty 757.058361 = -57314.459924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4301.405644 sec): 3 clusters Score: Raw -57545.352329 + Penalty 1514.116722 = -56031.235607 nChanged 511 SP:Iteration 1F (4301.485128 sec): 3 clusters Score: Raw -58211.860296 + Penalty 1514.116722 = -56697.743574 nChanged 171 SP:Iteration 2F (4301.576378 sec): 3 clusters Score: Raw -58492.231005 + Penalty 1514.116722 = -56978.114284 nChanged 116 SP:Iteration 3F (4301.645386 sec): 3 clusters Score: Raw -58663.863044 + Penalty 1514.116722 = -57149.746323 nChanged 92 SP:Iteration 4F (4301.733308 sec): 3 clusters Score: Raw -58796.715292 + Penalty 1514.116722 = -57282.598570 nChanged 58 SP:Iteration 5Q (4301.818176 sec): 3 clusters Score: Raw -58871.122510 + Penalty 1514.116722 = -57357.005789 nChanged 42 SP:Iteration 6Q (4301.904003 sec): 3 clusters Score: Raw -58912.783375 + Penalty 1514.116722 = -57398.666653 nChanged 24 SP:Iteration 7Q (4301.991451 sec): 3 clusters Score: Raw -58933.951017 + Penalty 1514.116722 = -57419.834295 nChanged 13 SP:Iteration 8Q (4302.066977 sec): 3 clusters Score: Raw -58943.259789 + Penalty 1514.116722 = -57429.143067 nChanged 10 SP:Iteration 9Q (4302.155681 sec): 3 clusters Score: Raw -58951.355005 + Penalty 1514.116722 = -57437.238283 nChanged 11 SP:Iteration 10Q (4302.237099 sec): 3 clusters Score: Raw -58958.638686 + Penalty 1514.116722 = -57444.521964 nChanged 9 SP:Iteration 11Q (4302.325726 sec): 3 clusters Score: Raw -58963.855982 + Penalty 1514.116722 = -57449.739260 nChanged 6 SP:Iteration 12Q (4302.403524 sec): 3 clusters Score: Raw -58969.314904 + Penalty 1514.116722 = -57455.198182 nChanged 6 SP:Iteration 13Q (4302.506616 sec): 3 clusters Score: Raw -58974.054854 + Penalty 1514.116722 = -57459.938132 nChanged 5 SP:Iteration 14Q (4302.582442 sec): 3 clusters Score: Raw -58976.343965 + Penalty 1514.116722 = -57462.227244 nChanged 2 SP:Iteration 15Q (4302.662167 sec): 3 clusters Score: Raw -58976.784550 + Penalty 1514.116722 = -57462.667828 nChanged 1 SP:Iteration 16Q (4302.753565 sec): 3 clusters Score: Raw -58977.467468 + Penalty 1514.116722 = -57463.350746 nChanged 1 SP:Iteration 17Q (4302.844591 sec): 3 clusters Score: Raw -58977.625437 + Penalty 1514.116722 = -57463.508716 nChanged 0 SP:Iteration 18F (4302.918063 sec): 3 clusters Score: Raw -58977.625437 + Penalty 1514.116722 = -57463.508716 nChanged 0 Score: Raw -4215357.909928 + Penalty 21288.940409 = -4194068.969519 Splitting cluster 12 changes total score from -4187324.759212 to -4194068.969519 So it's getting split into cluster 18. Trying to split cluster 13 (1758 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4304.476925 sec): 2 clusters Score: Raw -81194.820370 + Penalty 784.552868 = -80410.267502 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4304.552331 sec): 3 clusters Score: Raw -80481.887263 + Penalty 1569.105736 = -78912.781527 nChanged 670 SP:Iteration 1F (4304.654372 sec): 3 clusters Score: Raw -81179.631067 + Penalty 1569.105736 = -79610.525330 nChanged 220 SP:Iteration 2F (4304.727820 sec): 3 clusters Score: Raw -81449.261727 + Penalty 1569.105736 = -79880.155990 nChanged 135 SP:Iteration 3F (4304.817100 sec): 3 clusters Score: Raw -81601.304512 + Penalty 1569.105736 = -80032.198775 nChanged 84 SP:Iteration 4Q (4304.894235 sec): 3 clusters Score: Raw -81671.736240 + Penalty 1569.105736 = -80102.630503 nChanged 46 SP:Iteration 5Q (4304.974122 sec): 3 clusters Score: Raw -81700.705873 + Penalty 1569.105736 = -80131.600137 nChanged 30 SP:Iteration 6Q (4305.073387 sec): 3 clusters Score: Raw -81717.960307 + Penalty 1569.105736 = -80148.854571 nChanged 22 SP:Iteration 7Q (4305.158733 sec): 3 clusters Score: Raw -81729.438651 + Penalty 1569.105736 = -80160.332915 nChanged 15 SP:Iteration 8Q (4305.251705 sec): 3 clusters Score: Raw -81737.768955 + Penalty 1569.105736 = -80168.663219 nChanged 18 SP:Iteration 9Q (4305.333133 sec): 3 clusters Score: Raw -81746.452001 + Penalty 1569.105736 = -80177.346265 nChanged 12 SP:Iteration 10Q (4305.415169 sec): 3 clusters Score: Raw -81755.092330 + Penalty 1569.105736 = -80185.986593 nChanged 15 SP:Iteration 11Q (4305.493892 sec): 3 clusters Score: Raw -81764.488425 + Penalty 1569.105736 = -80195.382688 nChanged 13 SP:Iteration 12Q (4305.584618 sec): 3 clusters Score: Raw -81769.903983 + Penalty 1569.105736 = -80200.798247 nChanged 8 SP:Iteration 13Q (4305.670022 sec): 3 clusters Score: Raw -81773.365375 + Penalty 1569.105736 = -80204.259638 nChanged 11 SP:Iteration 14Q (4305.762464 sec): 3 clusters Score: Raw -81777.713014 + Penalty 1569.105736 = -80208.607278 nChanged 4 SP:Iteration 15Q (4305.827959 sec): 3 clusters Score: Raw -81779.583373 + Penalty 1569.105736 = -80210.477636 nChanged 1 SP:Iteration 16Q (4305.919009 sec): 3 clusters Score: Raw -81780.586763 + Penalty 1569.105736 = -80211.481027 nChanged 2 SP:Iteration 17Q (4305.994801 sec): 3 clusters Score: Raw -81781.354620 + Penalty 1569.105736 = -80212.248884 nChanged 0 SP:Iteration 18F (4306.076664 sec): 3 clusters Score: Raw -81781.354620 + Penalty 1569.105736 = -80212.248884 nChanged 0 Iteration 59Q (4307.480874 sec): 19 clusters Score: Raw -4216853.528477 + Penalty 21288.940409 = -4195564.588068 nChanged 2542 Iteration 60F (4309.020724 sec): 19 clusters Score: Raw -4217875.626350 + Penalty 21288.940409 = -4196586.685942 nChanged 1421 Iteration 61Q (4310.309043 sec): 19 clusters Score: Raw -4218337.849197 + Penalty 21288.940409 = -4197048.908789 nChanged 866 Iteration 62Q (4311.606590 sec): 19 clusters Score: Raw -4218608.863981 + Penalty 21288.940409 = -4197319.923572 nChanged 668 Iteration 63Q (4312.833312 sec): 19 clusters Score: Raw -4218800.960340 + Penalty 21288.940409 = -4197512.019932 nChanged 527 Iteration 64Q (4314.113705 sec): 19 clusters Score: Raw -4218948.162694 + Penalty 21288.940409 = -4197659.222285 nChanged 398 Iteration 65Q (4315.410808 sec): 19 clusters Score: Raw -4219047.087226 + Penalty 21288.940409 = -4197758.146818 nChanged 349 Iteration 66Q (4316.682176 sec): 19 clusters Score: Raw -4219123.832885 + Penalty 21288.940409 = -4197834.892477 nChanged 274 Iteration 67Q (4317.918276 sec): 19 clusters Score: Raw -4219182.455996 + Penalty 21288.940409 = -4197893.515587 nChanged 240 Iteration 68Q (4319.215460 sec): 19 clusters Score: Raw -4219231.558085 + Penalty 21288.940409 = -4197942.617677 nChanged 202 Iteration 69Q (4320.491101 sec): 19 clusters Score: Raw -4219270.464907 + Penalty 21288.940409 = -4197981.524498 nChanged 194 Iteration 70Q (4321.737327 sec): 19 clusters Score: Raw -4219307.481986 + Penalty 21288.940409 = -4198018.541577 nChanged 181 Iteration 71Q (4322.972523 sec): 19 clusters Score: Raw -4219341.056995 + Penalty 21288.940409 = -4198052.116586 nChanged 183 Iteration 72Q (4324.241165 sec): 19 clusters Score: Raw -4219371.760737 + Penalty 21288.940409 = -4198082.820328 nChanged 133 Iteration 73Q (4325.468458 sec): 19 clusters Score: Raw -4219392.902673 + Penalty 21288.940409 = -4198103.962265 nChanged 139 Iteration 74Q (4326.696467 sec): 19 clusters Score: Raw -4219420.146116 + Penalty 21288.940409 = -4198131.205707 nChanged 132 Iteration 75Q (4327.938536 sec): 19 clusters Score: Raw -4219442.754879 + Penalty 21288.940409 = -4198153.814470 nChanged 114 Iteration 76Q (4329.121584 sec): 19 clusters Score: Raw -4219463.224488 + Penalty 21288.940409 = -4198174.284079 nChanged 101 Iteration 77Q (4330.338841 sec): 19 clusters Score: Raw -4219481.724502 + Penalty 21288.940409 = -4198192.784094 nChanged 83 Iteration 78Q (4331.524143 sec): 19 clusters Score: Raw -4219494.560353 + Penalty 21288.940409 = -4198205.619944 nChanged 68 Iteration 79Q (4332.782320 sec): 19 clusters Score: Raw -4219504.499347 + Penalty 21288.940409 = -4198215.558939 nChanged 66 Iteration 80F (4334.370487 sec): 19 clusters Score: Raw -4219516.200107 + Penalty 21288.940409 = -4198227.259699 nChanged 64 Iteration 81Q (4335.632736 sec): 19 clusters Score: Raw -4219530.594832 + Penalty 21288.940409 = -4198241.654424 nChanged 68 Iteration 82Q (4336.871947 sec): 19 clusters Score: Raw -4219542.278514 + Penalty 21288.940409 = -4198253.338105 nChanged 56 Iteration 83Q (4338.094226 sec): 19 clusters Score: Raw -4219552.663197 + Penalty 21288.940409 = -4198263.722788 nChanged 56 Iteration 84Q (4339.337057 sec): 19 clusters Score: Raw -4219560.955623 + Penalty 21288.940409 = -4198272.015214 nChanged 54 Iteration 85Q (4340.523087 sec): 19 clusters Score: Raw -4219569.469636 + Penalty 21288.940409 = -4198280.529227 nChanged 49 Iteration 86Q (4341.793280 sec): 19 clusters Score: Raw -4219576.350807 + Penalty 21288.940409 = -4198287.410398 nChanged 50 Iteration 87Q (4342.998750 sec): 19 clusters Score: Raw -4219582.970324 + Penalty 21288.940409 = -4198294.029915 nChanged 46 Iteration 88Q (4344.203210 sec): 19 clusters Score: Raw -4219590.168352 + Penalty 21288.940409 = -4198301.227944 nChanged 43 Iteration 89Q (4345.441552 sec): 19 clusters Score: Raw -4219598.084376 + Penalty 21288.940409 = -4198309.143968 nChanged 43 Iteration 90Q (4346.693048 sec): 19 clusters Score: Raw -4219605.695586 + Penalty 21288.940409 = -4198316.755177 nChanged 43 Iteration 91Q (4347.906700 sec): 19 clusters Score: Raw -4219614.251629 + Penalty 21288.940409 = -4198325.311220 nChanged 49 Iteration 92Q (4349.140374 sec): 19 clusters Score: Raw -4219621.884814 + Penalty 21288.940409 = -4198332.944405 nChanged 50 Iteration 93Q (4350.362120 sec): 19 clusters Score: Raw -4219629.472715 + Penalty 21288.940409 = -4198340.532307 nChanged 51 Iteration 94Q (4351.646364 sec): 19 clusters Score: Raw -4219637.181412 + Penalty 21288.940409 = -4198348.241003 nChanged 47 Iteration 95Q (4352.880980 sec): 19 clusters Score: Raw -4219645.894832 + Penalty 21288.940409 = -4198356.954423 nChanged 44 Iteration 96Q (4354.151052 sec): 19 clusters Score: Raw -4219654.296557 + Penalty 21288.940409 = -4198365.356149 nChanged 40 Iteration 97Q (4355.368551 sec): 19 clusters Score: Raw -4219661.155892 + Penalty 21288.940409 = -4198372.215483 nChanged 36 Iteration 98Q (4356.633595 sec): 19 clusters Score: Raw -4219666.454841 + Penalty 21288.940409 = -4198377.514433 nChanged 37 Writing temp clu file Because OldScore, -4198372.215483, is greater than current (better) Score,-4198377.514433 Compute initial score before splitting: Score: Raw -4219666.454841 + Penalty 21288.940409 = -4198377.514433 Trying to split cluster 1 (2433 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4356.747746 sec): 2 clusters Score: Raw -126383.594089 + Penalty 818.672436 = -125564.921653 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4356.831611 sec): 3 clusters Score: Raw -125186.677397 + Penalty 1637.344872 = -123549.332525 nChanged 931 SP:Iteration 1F (4356.897635 sec): 3 clusters Score: Raw -125725.620974 + Penalty 1637.344872 = -124088.276102 nChanged 207 SP:Iteration 2F (4356.983542 sec): 3 clusters Score: Raw -125847.435771 + Penalty 1637.344872 = -124210.090899 nChanged 133 SP:Iteration 3F (4357.077412 sec): 3 clusters Score: Raw -125938.790975 + Penalty 1637.344872 = -124301.446103 nChanged 118 SP:Iteration 4Q (4357.171370 sec): 3 clusters Score: Raw -126010.879161 + Penalty 1637.344872 = -124373.534289 nChanged 95 SP:Iteration 5Q (4357.255851 sec): 3 clusters Score: Raw -126069.002169 + Penalty 1637.344872 = -124431.657297 nChanged 81 SP:Iteration 6Q (4357.334545 sec): 3 clusters Score: Raw -126113.622292 + Penalty 1637.344872 = -124476.277420 nChanged 61 SP:Iteration 7Q (4357.429511 sec): 3 clusters Score: Raw -126147.720714 + Penalty 1637.344872 = -124510.375842 nChanged 58 SP:Iteration 8Q (4357.530773 sec): 3 clusters Score: Raw -126188.043335 + Penalty 1637.344872 = -124550.698463 nChanged 56 SP:Iteration 9Q (4357.598802 sec): 3 clusters Score: Raw -126226.828369 + Penalty 1637.344872 = -124589.483497 nChanged 60 SP:Iteration 10Q (4357.687197 sec): 3 clusters Score: Raw -126267.880868 + Penalty 1637.344872 = -124630.535996 nChanged 61 SP:Iteration 11Q (4357.784294 sec): 3 clusters Score: Raw -126302.923139 + Penalty 1637.344872 = -124665.578267 nChanged 54 SP:Iteration 12Q (4357.875993 sec): 3 clusters Score: Raw -126334.322456 + Penalty 1637.344872 = -124696.977584 nChanged 46 SP:Iteration 13Q (4357.943454 sec): 3 clusters Score: Raw -126360.832623 + Penalty 1637.344872 = -124723.487751 nChanged 32 SP:Iteration 14Q (4358.019519 sec): 3 clusters Score: Raw -126377.140822 + Penalty 1637.344872 = -124739.795950 nChanged 36 SP:Iteration 15Q (4358.107117 sec): 3 clusters Score: Raw -126397.274267 + Penalty 1637.344872 = -124759.929395 nChanged 44 SP:Iteration 16Q (4358.189483 sec): 3 clusters Score: Raw -126431.343476 + Penalty 1637.344872 = -124793.998604 nChanged 48 SP:Iteration 17Q (4358.282280 sec): 3 clusters Score: Raw -126466.293187 + Penalty 1637.344872 = -124828.948315 nChanged 41 SP:Iteration 18Q (4358.364971 sec): 3 clusters Score: Raw -126488.936526 + Penalty 1637.344872 = -124851.591654 nChanged 41 SP:Iteration 19Q (4358.454585 sec): 3 clusters Score: Raw -126516.049036 + Penalty 1637.344872 = -124878.704164 nChanged 39 SP:Iteration 20F (4358.539732 sec): 3 clusters Score: Raw -126547.510933 + Penalty 1637.344872 = -124910.166061 nChanged 47 SP:Iteration 21Q (4358.639940 sec): 3 clusters Score: Raw -126578.540559 + Penalty 1637.344872 = -124941.195687 nChanged 43 SP:Iteration 22Q (4358.710186 sec): 3 clusters Score: Raw -126615.471468 + Penalty 1637.344872 = -124978.126596 nChanged 41 SP:Iteration 23Q (4358.806585 sec): 3 clusters Score: Raw -126652.640975 + Penalty 1637.344872 = -125015.296103 nChanged 42 SP:Iteration 24Q (4358.882576 sec): 3 clusters Score: Raw -126704.024508 + Penalty 1637.344872 = -125066.679636 nChanged 44 SP:Iteration 25Q (4358.980112 sec): 3 clusters Score: Raw -126745.836751 + Penalty 1637.344872 = -125108.491879 nChanged 39 SP:Iteration 26Q (4359.064804 sec): 3 clusters Score: Raw -126777.655831 + Penalty 1637.344872 = -125140.310959 nChanged 39 SP:Iteration 27Q (4359.158301 sec): 3 clusters Score: Raw -126814.329282 + Penalty 1637.344872 = -125176.984410 nChanged 41 SP:Iteration 28Q (4359.238148 sec): 3 clusters Score: Raw -126858.960612 + Penalty 1637.344872 = -125221.615740 nChanged 33 SP:Iteration 29Q (4359.333419 sec): 3 clusters Score: Raw -126882.628655 + Penalty 1637.344872 = -125245.283783 nChanged 22 SP:Iteration 30Q (4359.420079 sec): 3 clusters Score: Raw -126893.957245 + Penalty 1637.344872 = -125256.612373 nChanged 19 SP:Iteration 31Q (4359.501713 sec): 3 clusters Score: Raw -126903.623878 + Penalty 1637.344872 = -125266.279006 nChanged 15 SP:Iteration 32Q (4359.589441 sec): 3 clusters Score: Raw -126909.930019 + Penalty 1637.344872 = -125272.585147 nChanged 10 SP:Iteration 33Q (4359.687085 sec): 3 clusters Score: Raw -126913.825222 + Penalty 1637.344872 = -125276.480350 nChanged 9 SP:Iteration 34Q (4359.756570 sec): 3 clusters Score: Raw -126916.427547 + Penalty 1637.344872 = -125279.082675 nChanged 4 SP:Iteration 35Q (4359.848887 sec): 3 clusters Score: Raw -126917.477049 + Penalty 1637.344872 = -125280.132177 nChanged 1 SP:Iteration 36Q (4359.924455 sec): 3 clusters Score: Raw -126917.639323 + Penalty 1637.344872 = -125280.294451 nChanged 0 SP:Iteration 37F (4360.017617 sec): 3 clusters Score: Raw -126917.639323 + Penalty 1637.344872 = -125280.294451 nChanged 0 Trying to split cluster 2 (2394 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4360.049071 sec): 2 clusters Score: Raw -133783.398689 + Penalty 816.975693 = -132966.422996 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4360.164838 sec): 3 clusters Score: Raw -132606.528073 + Penalty 1633.951386 = -130972.576687 nChanged 945 SP:Iteration 1F (4360.229441 sec): 3 clusters Score: Raw -133255.165022 + Penalty 1633.951386 = -131621.213636 nChanged 220 SP:Iteration 2F (4360.336609 sec): 3 clusters Score: Raw -133436.449688 + Penalty 1633.951386 = -131802.498302 nChanged 172 SP:Iteration 3F (4360.425380 sec): 3 clusters Score: Raw -133558.417765 + Penalty 1633.951386 = -131924.466379 nChanged 128 SP:Iteration 4F (4360.494039 sec): 3 clusters Score: Raw -133655.499475 + Penalty 1633.951386 = -132021.548089 nChanged 110 SP:Iteration 5Q (4360.572583 sec): 3 clusters Score: Raw -133755.393044 + Penalty 1633.951386 = -132121.441657 nChanged 97 SP:Iteration 6Q (4360.661743 sec): 3 clusters Score: Raw -133822.442577 + Penalty 1633.951386 = -132188.491191 nChanged 72 SP:Iteration 7Q (4360.738381 sec): 3 clusters Score: Raw -133867.217233 + Penalty 1633.951386 = -132233.265847 nChanged 46 SP:Iteration 8Q (4360.840498 sec): 3 clusters Score: Raw -133902.444794 + Penalty 1633.951386 = -132268.493408 nChanged 47 SP:Iteration 9Q (4360.927742 sec): 3 clusters Score: Raw -133942.455103 + Penalty 1633.951386 = -132308.503717 nChanged 46 SP:Iteration 10Q (4360.998993 sec): 3 clusters Score: Raw -133974.240014 + Penalty 1633.951386 = -132340.288628 nChanged 47 SP:Iteration 11Q (4361.101924 sec): 3 clusters Score: Raw -134003.883095 + Penalty 1633.951386 = -132369.931709 nChanged 38 SP:Iteration 12Q (4361.188199 sec): 3 clusters Score: Raw -134030.781513 + Penalty 1633.951386 = -132396.830126 nChanged 34 SP:Iteration 13Q (4361.268091 sec): 3 clusters Score: Raw -134047.196045 + Penalty 1633.951386 = -132413.244659 nChanged 21 SP:Iteration 14Q (4361.364707 sec): 3 clusters Score: Raw -134055.966789 + Penalty 1633.951386 = -132422.015403 nChanged 18 SP:Iteration 15Q (4361.439104 sec): 3 clusters Score: Raw -134062.166367 + Penalty 1633.951386 = -132428.214981 nChanged 15 SP:Iteration 16Q (4361.519137 sec): 3 clusters Score: Raw -134068.121260 + Penalty 1633.951386 = -132434.169874 nChanged 18 SP:Iteration 17Q (4361.605664 sec): 3 clusters Score: Raw -134077.680709 + Penalty 1633.951386 = -132443.729323 nChanged 14 SP:Iteration 18Q (4361.702658 sec): 3 clusters Score: Raw -134082.277441 + Penalty 1633.951386 = -132448.326055 nChanged 8 SP:Iteration 19Q (4361.778524 sec): 3 clusters Score: Raw -134084.571365 + Penalty 1633.951386 = -132450.619979 nChanged 9 SP:Iteration 20F (4361.865042 sec): 3 clusters Score: Raw -134088.439981 + Penalty 1633.951386 = -132454.488595 nChanged 6 SP:Iteration 21Q (4361.934663 sec): 3 clusters Score: Raw -134090.014680 + Penalty 1633.951386 = -132456.063294 nChanged 3 SP:Iteration 22Q (4362.023191 sec): 3 clusters Score: Raw -134091.089564 + Penalty 1633.951386 = -132457.138178 nChanged 4 SP:Iteration 23Q (4362.107432 sec): 3 clusters Score: Raw -134093.971932 + Penalty 1633.951386 = -132460.020546 nChanged 13 SP:Iteration 24Q (4362.189325 sec): 3 clusters Score: Raw -134101.758903 + Penalty 1633.951386 = -132467.807517 nChanged 16 SP:Iteration 25Q (4362.267498 sec): 3 clusters Score: Raw -134109.991457 + Penalty 1633.951386 = -132476.040071 nChanged 6 SP:Iteration 26Q (4362.357829 sec): 3 clusters Score: Raw -134112.663563 + Penalty 1633.951386 = -132478.712177 nChanged 8 SP:Iteration 27Q (4362.445628 sec): 3 clusters Score: Raw -134115.097080 + Penalty 1633.951386 = -132481.145693 nChanged 6 SP:Iteration 28Q (4362.536153 sec): 3 clusters Score: Raw -134117.200078 + Penalty 1633.951386 = -132483.248692 nChanged 5 SP:Iteration 29Q (4362.600652 sec): 3 clusters Score: Raw -134118.891287 + Penalty 1633.951386 = -132484.939901 nChanged 4 SP:Iteration 30Q (4362.710139 sec): 3 clusters Score: Raw -134119.712300 + Penalty 1633.951386 = -132485.760914 nChanged 6 SP:Iteration 31Q (4362.790327 sec): 3 clusters Score: Raw -134121.510155 + Penalty 1633.951386 = -132487.558769 nChanged 8 SP:Iteration 32Q (4362.862302 sec): 3 clusters Score: Raw -134124.121806 + Penalty 1633.951386 = -132490.170420 nChanged 11 SP:Iteration 33Q (4362.951805 sec): 3 clusters Score: Raw -134126.970885 + Penalty 1633.951386 = -132493.019499 nChanged 11 SP:Iteration 34Q (4363.044648 sec): 3 clusters Score: Raw -134130.007078 + Penalty 1633.951386 = -132496.055692 nChanged 15 SP:Iteration 35Q (4363.131554 sec): 3 clusters Score: Raw -134133.609223 + Penalty 1633.951386 = -132499.657837 nChanged 6 SP:Iteration 36Q (4363.205474 sec): 3 clusters Score: Raw -134135.436268 + Penalty 1633.951386 = -132501.484882 nChanged 7 SP:Iteration 37Q (4363.289209 sec): 3 clusters Score: Raw -134137.912727 + Penalty 1633.951386 = -132503.961341 nChanged 9 SP:Iteration 38Q (4363.374057 sec): 3 clusters Score: Raw -134141.731978 + Penalty 1633.951386 = -132507.780592 nChanged 7 SP:Iteration 39Q (4363.455541 sec): 3 clusters Score: Raw -134144.101135 + Penalty 1633.951386 = -132510.149749 nChanged 5 SP:Iteration 40F (4363.549663 sec): 3 clusters Score: Raw -134145.646284 + Penalty 1633.951386 = -132511.694898 nChanged 2 SP:Iteration 41Q (4363.656873 sec): 3 clusters Score: Raw -134145.826785 + Penalty 1633.951386 = -132511.875399 nChanged 0 SP:Iteration 42F (4363.737740 sec): 3 clusters Score: Raw -134145.826785 + Penalty 1633.951386 = -132511.875399 nChanged 0 Trying to split cluster 3 (2931 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4363.800803 sec): 2 clusters Score: Raw -169121.740039 + Penalty 838.225389 = -168283.514650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4363.864436 sec): 3 clusters Score: Raw -167689.792134 + Penalty 1676.450778 = -166013.341356 nChanged 1117 SP:Iteration 1F (4363.957152 sec): 3 clusters Score: Raw -168386.837206 + Penalty 1676.450778 = -166710.386429 nChanged 259 SP:Iteration 2F (4364.032432 sec): 3 clusters Score: Raw -168611.286376 + Penalty 1676.450778 = -166934.835599 nChanged 221 SP:Iteration 3F (4364.143649 sec): 3 clusters Score: Raw -168792.038799 + Penalty 1676.450778 = -167115.588022 nChanged 180 SP:Iteration 4F (4364.213822 sec): 3 clusters Score: Raw -168947.956077 + Penalty 1676.450778 = -167271.505299 nChanged 165 SP:Iteration 5F (4364.305754 sec): 3 clusters Score: Raw -169076.736853 + Penalty 1676.450778 = -167400.286076 nChanged 135 SP:Iteration 6Q (4364.398052 sec): 3 clusters Score: Raw -169179.069201 + Penalty 1676.450778 = -167502.618424 nChanged 103 SP:Iteration 7Q (4364.505435 sec): 3 clusters Score: Raw -169251.295669 + Penalty 1676.450778 = -167574.844892 nChanged 90 SP:Iteration 8Q (4364.568743 sec): 3 clusters Score: Raw -169309.815138 + Penalty 1676.450778 = -167633.364361 nChanged 75 SP:Iteration 9Q (4364.675881 sec): 3 clusters Score: Raw -169346.780445 + Penalty 1676.450778 = -167670.329668 nChanged 45 SP:Iteration 10Q (4364.745298 sec): 3 clusters Score: Raw -169365.408734 + Penalty 1676.450778 = -167688.957957 nChanged 37 SP:Iteration 11Q (4364.824539 sec): 3 clusters Score: Raw -169384.312354 + Penalty 1676.450778 = -167707.861576 nChanged 37 SP:Iteration 12Q (4364.913636 sec): 3 clusters Score: Raw -169400.312138 + Penalty 1676.450778 = -167723.861361 nChanged 27 SP:Iteration 13Q (4364.996253 sec): 3 clusters Score: Raw -169412.609755 + Penalty 1676.450778 = -167736.158978 nChanged 28 SP:Iteration 14Q (4365.081484 sec): 3 clusters Score: Raw -169426.263328 + Penalty 1676.450778 = -167749.812551 nChanged 24 SP:Iteration 15Q (4365.162092 sec): 3 clusters Score: Raw -169435.774294 + Penalty 1676.450778 = -167759.323517 nChanged 26 SP:Iteration 16Q (4365.248658 sec): 3 clusters Score: Raw -169446.092818 + Penalty 1676.450778 = -167769.642041 nChanged 27 SP:Iteration 17Q (4365.351079 sec): 3 clusters Score: Raw -169456.061425 + Penalty 1676.450778 = -167779.610647 nChanged 29 SP:Iteration 18Q (4365.442013 sec): 3 clusters Score: Raw -169464.658753 + Penalty 1676.450778 = -167788.207976 nChanged 23 SP:Iteration 19Q (4365.544520 sec): 3 clusters Score: Raw -169472.656425 + Penalty 1676.450778 = -167796.205648 nChanged 26 SP:Iteration 20F (4365.628098 sec): 3 clusters Score: Raw -169481.443949 + Penalty 1676.450778 = -167804.993171 nChanged 20 SP:Iteration 21Q (4365.698858 sec): 3 clusters Score: Raw -169487.113244 + Penalty 1676.450778 = -167810.662467 nChanged 16 SP:Iteration 22Q (4365.804296 sec): 3 clusters Score: Raw -169492.202563 + Penalty 1676.450778 = -167815.751785 nChanged 16 SP:Iteration 23Q (4365.869195 sec): 3 clusters Score: Raw -169496.468341 + Penalty 1676.450778 = -167820.017563 nChanged 11 SP:Iteration 24Q (4365.967493 sec): 3 clusters Score: Raw -169498.839850 + Penalty 1676.450778 = -167822.389073 nChanged 7 SP:Iteration 25Q (4366.062974 sec): 3 clusters Score: Raw -169499.914937 + Penalty 1676.450778 = -167823.464159 nChanged 8 SP:Iteration 26Q (4366.130647 sec): 3 clusters Score: Raw -169501.963639 + Penalty 1676.450778 = -167825.512861 nChanged 7 SP:Iteration 27Q (4366.236177 sec): 3 clusters Score: Raw -169504.302271 + Penalty 1676.450778 = -167827.851494 nChanged 5 SP:Iteration 28Q (4366.327044 sec): 3 clusters Score: Raw -169505.146321 + Penalty 1676.450778 = -167828.695544 nChanged 2 SP:Iteration 29Q (4366.399520 sec): 3 clusters Score: Raw -169505.838280 + Penalty 1676.450778 = -167829.387503 nChanged 2 SP:Iteration 30Q (4366.497891 sec): 3 clusters Score: Raw -169506.155082 + Penalty 1676.450778 = -167829.704305 nChanged 0 SP:Iteration 31F (4366.576250 sec): 3 clusters Score: Raw -169506.155082 + Penalty 1676.450778 = -167829.704305 nChanged 0 Trying to split cluster 4 (8198 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4366.650194 sec): 2 clusters Score: Raw -461754.902017 + Penalty 946.222778 = -460808.679239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4366.741673 sec): 3 clusters Score: Raw -457062.436447 + Penalty 1892.445555 = -455169.990892 nChanged 3617 SP:Iteration 1F (4366.848395 sec): 3 clusters Score: Raw -459188.116340 + Penalty 1892.445555 = -457295.670785 nChanged 597 SP:Iteration 2F (4366.928970 sec): 3 clusters Score: Raw -459530.993771 + Penalty 1892.445555 = -457638.548216 nChanged 529 SP:Iteration 3F (4367.013485 sec): 3 clusters Score: Raw -459829.811403 + Penalty 1892.445555 = -457937.365848 nChanged 435 SP:Iteration 4F (4367.089681 sec): 3 clusters Score: Raw -460060.136931 + Penalty 1892.445555 = -458167.691376 nChanged 387 SP:Iteration 5Q (4367.193423 sec): 3 clusters Score: Raw -460234.635569 + Penalty 1892.445555 = -458342.190014 nChanged 330 SP:Iteration 6Q (4367.292660 sec): 3 clusters Score: Raw -460377.889946 + Penalty 1892.445555 = -458485.444391 nChanged 299 SP:Iteration 7Q (4367.391862 sec): 3 clusters Score: Raw -460504.556545 + Penalty 1892.445555 = -458612.110990 nChanged 297 SP:Iteration 8Q (4367.484766 sec): 3 clusters Score: Raw -460633.143503 + Penalty 1892.445555 = -458740.697948 nChanged 263 SP:Iteration 9Q (4367.583684 sec): 3 clusters Score: Raw -460749.999038 + Penalty 1892.445555 = -458857.553483 nChanged 234 SP:Iteration 10Q (4367.661203 sec): 3 clusters Score: Raw -460850.424144 + Penalty 1892.445555 = -458957.978588 nChanged 212 SP:Iteration 11Q (4367.767317 sec): 3 clusters Score: Raw -460937.430618 + Penalty 1892.445555 = -459044.985063 nChanged 198 SP:Iteration 12Q (4367.853309 sec): 3 clusters Score: Raw -461020.987308 + Penalty 1892.445555 = -459128.541753 nChanged 181 SP:Iteration 13Q (4367.956663 sec): 3 clusters Score: Raw -461094.620530 + Penalty 1892.445555 = -459202.174975 nChanged 177 SP:Iteration 14Q (4368.058212 sec): 3 clusters Score: Raw -461164.141864 + Penalty 1892.445555 = -459271.696308 nChanged 171 SP:Iteration 15Q (4368.141727 sec): 3 clusters Score: Raw -461236.151329 + Penalty 1892.445555 = -459343.705774 nChanged 147 SP:Iteration 16Q (4368.234366 sec): 3 clusters Score: Raw -461298.932191 + Penalty 1892.445555 = -459406.486636 nChanged 144 SP:Iteration 17Q (4368.333276 sec): 3 clusters Score: Raw -461363.298929 + Penalty 1892.445555 = -459470.853374 nChanged 161 SP:Iteration 18Q (4368.435802 sec): 3 clusters Score: Raw -461447.409243 + Penalty 1892.445555 = -459554.963688 nChanged 164 SP:Iteration 19Q (4368.518030 sec): 3 clusters Score: Raw -461532.049507 + Penalty 1892.445555 = -459639.603952 nChanged 141 SP:Iteration 20F (4368.628711 sec): 3 clusters Score: Raw -461603.640537 + Penalty 1892.445555 = -459711.194982 nChanged 149 SP:Iteration 21Q (4368.720611 sec): 3 clusters Score: Raw -461679.247681 + Penalty 1892.445555 = -459786.802126 nChanged 155 SP:Iteration 22Q (4368.817367 sec): 3 clusters Score: Raw -461752.834253 + Penalty 1892.445555 = -459860.388698 nChanged 140 SP:Iteration 23Q (4368.907824 sec): 3 clusters Score: Raw -461824.649570 + Penalty 1892.445555 = -459932.204014 nChanged 155 SP:Iteration 24Q (4369.001692 sec): 3 clusters Score: Raw -461916.751533 + Penalty 1892.445555 = -460024.305977 nChanged 152 SP:Iteration 25Q (4369.094052 sec): 3 clusters Score: Raw -462004.665141 + Penalty 1892.445555 = -460112.219586 nChanged 124 SP:Iteration 26Q (4369.206055 sec): 3 clusters Score: Raw -462074.278146 + Penalty 1892.445555 = -460181.832590 nChanged 120 SP:Iteration 27Q (4369.282087 sec): 3 clusters Score: Raw -462136.372970 + Penalty 1892.445555 = -460243.927415 nChanged 113 SP:Iteration 28Q (4369.378302 sec): 3 clusters Score: Raw -462192.398136 + Penalty 1892.445555 = -460299.952581 nChanged 113 SP:Iteration 29Q (4369.469058 sec): 3 clusters Score: Raw -462252.763399 + Penalty 1892.445555 = -460360.317843 nChanged 99 SP:Iteration 30Q (4369.566533 sec): 3 clusters Score: Raw -462301.625235 + Penalty 1892.445555 = -460409.179679 nChanged 96 SP:Iteration 31Q (4369.671961 sec): 3 clusters Score: Raw -462347.249213 + Penalty 1892.445555 = -460454.803658 nChanged 94 SP:Iteration 32Q (4369.779248 sec): 3 clusters Score: Raw -462396.558116 + Penalty 1892.445555 = -460504.112561 nChanged 104 SP:Iteration 33Q (4369.878073 sec): 3 clusters Score: Raw -462446.513536 + Penalty 1892.445555 = -460554.067981 nChanged 83 SP:Iteration 34Q (4369.955758 sec): 3 clusters Score: Raw -462491.762864 + Penalty 1892.445555 = -460599.317309 nChanged 84 SP:Iteration 35Q (4370.048875 sec): 3 clusters Score: Raw -462539.866075 + Penalty 1892.445555 = -460647.420519 nChanged 91 SP:Iteration 36Q (4370.142613 sec): 3 clusters Score: Raw -462597.165016 + Penalty 1892.445555 = -460704.719461 nChanged 93 SP:Iteration 37Q (4370.246692 sec): 3 clusters Score: Raw -462663.602363 + Penalty 1892.445555 = -460771.156808 nChanged 92 SP:Iteration 38Q (4370.362250 sec): 3 clusters Score: Raw -462748.184557 + Penalty 1892.445555 = -460855.739002 nChanged 96 SP:Iteration 39Q (4370.447792 sec): 3 clusters Score: Raw -462869.150615 + Penalty 1892.445555 = -460976.705059 nChanged 100 SP:Iteration 40F (4370.543740 sec): 3 clusters Score: Raw -463029.795903 + Penalty 1892.445555 = -461137.350347 nChanged 90 SP:Iteration 41Q (4370.644713 sec): 3 clusters Score: Raw -463228.293858 + Penalty 1892.445555 = -461335.848303 nChanged 82 SP:Iteration 42Q (4370.721340 sec): 3 clusters Score: Raw -463358.055736 + Penalty 1892.445555 = -461465.610180 nChanged 63 SP:Iteration 43Q (4370.833880 sec): 3 clusters Score: Raw -463415.183535 + Penalty 1892.445555 = -461522.737979 nChanged 35 SP:Iteration 44Q (4370.911137 sec): 3 clusters Score: Raw -463436.611691 + Penalty 1892.445555 = -461544.166135 nChanged 24 SP:Iteration 45Q (4371.012128 sec): 3 clusters Score: Raw -463449.122946 + Penalty 1892.445555 = -461556.677390 nChanged 20 SP:Iteration 46Q (4371.108472 sec): 3 clusters Score: Raw -463459.040872 + Penalty 1892.445555 = -461566.595317 nChanged 19 SP:Iteration 47Q (4371.204840 sec): 3 clusters Score: Raw -463465.980237 + Penalty 1892.445555 = -461573.534682 nChanged 14 SP:Iteration 48Q (4371.301034 sec): 3 clusters Score: Raw -463472.705182 + Penalty 1892.445555 = -461580.259627 nChanged 10 SP:Iteration 49Q (4371.418163 sec): 3 clusters Score: Raw -463475.900536 + Penalty 1892.445555 = -461583.454981 nChanged 12 SP:Iteration 50Q (4371.513853 sec): 3 clusters Score: Raw -463480.285581 + Penalty 1892.445555 = -461587.840025 nChanged 6 SP:Iteration 51Q (4371.598097 sec): 3 clusters Score: Raw -463481.585815 + Penalty 1892.445555 = -461589.140259 nChanged 5 SP:Iteration 52Q (4371.693913 sec): 3 clusters Score: Raw -463482.227820 + Penalty 1892.445555 = -461589.782265 nChanged 2 SP:Iteration 53Q (4371.808656 sec): 3 clusters Score: Raw -463482.441274 + Penalty 1892.445555 = -461589.995719 nChanged 0 SP:Iteration 54F (4371.901653 sec): 3 clusters Score: Raw -463482.441274 + Penalty 1892.445555 = -461589.995719 nChanged 0 Score: Raw -4221398.396151 + Penalty 22471.659320 = -4198926.736831 Splitting cluster 4 changes total score from -4198377.514433 to -4198926.736831 So it's getting split into cluster 19. Trying to split cluster 5 (12334 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4373.648640 sec): 2 clusters Score: Raw -739902.432702 + Penalty 989.112070 = -738913.320631 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4373.754385 sec): 3 clusters Score: Raw -732449.446901 + Penalty 1978.224141 = -730471.222760 nChanged 5541 SP:Iteration 1F (4373.856636 sec): 3 clusters Score: Raw -735611.702430 + Penalty 1978.224141 = -733633.478289 nChanged 823 SP:Iteration 2F (4373.937036 sec): 3 clusters Score: Raw -736044.191499 + Penalty 1978.224141 = -734065.967358 nChanged 799 SP:Iteration 3F (4374.052768 sec): 3 clusters Score: Raw -736486.600929 + Penalty 1978.224141 = -734508.376788 nChanged 759 SP:Iteration 4F (4374.145914 sec): 3 clusters Score: Raw -736909.676464 + Penalty 1978.224141 = -734931.452323 nChanged 705 SP:Iteration 5F (4374.241231 sec): 3 clusters Score: Raw -737257.924227 + Penalty 1978.224141 = -735279.700087 nChanged 623 SP:Iteration 6F (4374.350564 sec): 3 clusters Score: Raw -737561.201962 + Penalty 1978.224141 = -735582.977821 nChanged 554 SP:Iteration 7Q (4374.454736 sec): 3 clusters Score: Raw -737786.999720 + Penalty 1978.224141 = -735808.775579 nChanged 428 SP:Iteration 8Q (4374.558059 sec): 3 clusters Score: Raw -737929.831917 + Penalty 1978.224141 = -735951.607777 nChanged 334 SP:Iteration 9Q (4374.667788 sec): 3 clusters Score: Raw -738042.952536 + Penalty 1978.224141 = -736064.728395 nChanged 281 SP:Iteration 10Q (4374.761576 sec): 3 clusters Score: Raw -738130.289411 + Penalty 1978.224141 = -736152.065270 nChanged 241 SP:Iteration 11Q (4374.879117 sec): 3 clusters Score: Raw -738202.940224 + Penalty 1978.224141 = -736224.716084 nChanged 234 SP:Iteration 12Q (4374.965447 sec): 3 clusters Score: Raw -738272.478388 + Penalty 1978.224141 = -736294.254247 nChanged 231 SP:Iteration 13Q (4375.075270 sec): 3 clusters Score: Raw -738352.922728 + Penalty 1978.224141 = -736374.698588 nChanged 243 SP:Iteration 14Q (4375.177092 sec): 3 clusters Score: Raw -738450.967993 + Penalty 1978.224141 = -736472.743852 nChanged 255 SP:Iteration 15Q (4375.278703 sec): 3 clusters Score: Raw -738550.604997 + Penalty 1978.224141 = -736572.380857 nChanged 231 SP:Iteration 16Q (4375.372429 sec): 3 clusters Score: Raw -738651.649310 + Penalty 1978.224141 = -736673.425169 nChanged 248 SP:Iteration 17Q (4375.478981 sec): 3 clusters Score: Raw -738770.211577 + Penalty 1978.224141 = -736791.987436 nChanged 264 SP:Iteration 18Q (4375.563362 sec): 3 clusters Score: Raw -738878.701018 + Penalty 1978.224141 = -736900.476877 nChanged 221 SP:Iteration 19Q (4375.656397 sec): 3 clusters Score: Raw -738960.117483 + Penalty 1978.224141 = -736981.893342 nChanged 193 SP:Iteration 20F (4375.766745 sec): 3 clusters Score: Raw -739017.514880 + Penalty 1978.224141 = -737039.290739 nChanged 180 SP:Iteration 21Q (4375.859392 sec): 3 clusters Score: Raw -739070.669422 + Penalty 1978.224141 = -737092.445282 nChanged 184 SP:Iteration 22Q (4375.955799 sec): 3 clusters Score: Raw -739128.663547 + Penalty 1978.224141 = -737150.439406 nChanged 190 SP:Iteration 23Q (4376.053619 sec): 3 clusters Score: Raw -739198.510610 + Penalty 1978.224141 = -737220.286469 nChanged 176 SP:Iteration 24Q (4376.154938 sec): 3 clusters Score: Raw -739271.523801 + Penalty 1978.224141 = -737293.299660 nChanged 177 SP:Iteration 25Q (4376.257518 sec): 3 clusters Score: Raw -739353.529294 + Penalty 1978.224141 = -737375.305153 nChanged 192 SP:Iteration 26Q (4376.355607 sec): 3 clusters Score: Raw -739443.578727 + Penalty 1978.224141 = -737465.354586 nChanged 196 SP:Iteration 27Q (4376.453390 sec): 3 clusters Score: Raw -739532.241657 + Penalty 1978.224141 = -737554.017516 nChanged 200 SP:Iteration 28Q (4376.575219 sec): 3 clusters Score: Raw -739616.196188 + Penalty 1978.224141 = -737637.972047 nChanged 181 SP:Iteration 29Q (4376.674043 sec): 3 clusters Score: Raw -739697.304615 + Penalty 1978.224141 = -737719.080474 nChanged 189 SP:Iteration 30Q (4376.780137 sec): 3 clusters Score: Raw -739803.840722 + Penalty 1978.224141 = -737825.616581 nChanged 205 SP:Iteration 31Q (4376.882765 sec): 3 clusters Score: Raw -739938.102816 + Penalty 1978.224141 = -737959.878676 nChanged 205 SP:Iteration 32Q (4376.986909 sec): 3 clusters Score: Raw -740086.405621 + Penalty 1978.224141 = -738108.181480 nChanged 223 SP:Iteration 33Q (4377.094126 sec): 3 clusters Score: Raw -740244.348973 + Penalty 1978.224141 = -738266.124833 nChanged 224 SP:Iteration 34Q (4377.185837 sec): 3 clusters Score: Raw -740411.355206 + Penalty 1978.224141 = -738433.131066 nChanged 193 SP:Iteration 35Q (4377.288685 sec): 3 clusters Score: Raw -740547.717093 + Penalty 1978.224141 = -738569.492953 nChanged 168 SP:Iteration 36Q (4377.377757 sec): 3 clusters Score: Raw -740651.741353 + Penalty 1978.224141 = -738673.517212 nChanged 158 SP:Iteration 37Q (4377.492933 sec): 3 clusters Score: Raw -740744.831558 + Penalty 1978.224141 = -738766.607418 nChanged 143 SP:Iteration 38Q (4377.578167 sec): 3 clusters Score: Raw -740834.115801 + Penalty 1978.224141 = -738855.891661 nChanged 119 SP:Iteration 39Q (4377.677603 sec): 3 clusters Score: Raw -740896.600901 + Penalty 1978.224141 = -738918.376760 nChanged 87 SP:Iteration 40F (4377.777727 sec): 3 clusters Score: Raw -740934.164169 + Penalty 1978.224141 = -738955.940028 nChanged 76 SP:Iteration 41Q (4377.897807 sec): 3 clusters Score: Raw -740962.530096 + Penalty 1978.224141 = -738984.305955 nChanged 73 SP:Iteration 42Q (4377.995789 sec): 3 clusters Score: Raw -740991.842148 + Penalty 1978.224141 = -739013.618008 nChanged 46 SP:Iteration 43Q (4378.095015 sec): 3 clusters Score: Raw -741002.984978 + Penalty 1978.224141 = -739024.760838 nChanged 27 SP:Iteration 44Q (4378.191555 sec): 3 clusters Score: Raw -741006.724084 + Penalty 1978.224141 = -739028.499943 nChanged 9 SP:Iteration 45Q (4378.272786 sec): 3 clusters Score: Raw -741007.642324 + Penalty 1978.224141 = -739029.418183 nChanged 6 SP:Iteration 46Q (4378.382965 sec): 3 clusters Score: Raw -741008.014598 + Penalty 1978.224141 = -739029.790457 nChanged 3 SP:Iteration 47Q (4378.468210 sec): 3 clusters Score: Raw -741008.154265 + Penalty 1978.224141 = -739029.930124 nChanged 2 SP:Iteration 48Q (4378.571805 sec): 3 clusters Score: Raw -741008.223454 + Penalty 1978.224141 = -739029.999314 nChanged 0 SP:Iteration 49F (4378.675881 sec): 3 clusters Score: Raw -741008.223454 + Penalty 1978.224141 = -739029.999314 nChanged 0 Score: Raw -4222504.186904 + Penalty 23654.378232 = -4198849.808672 Splitting cluster 5 changes total score from -4198377.514433 to -4198849.808672 So it's getting split into cluster 20. Trying to split cluster 6 (1346 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4380.423334 sec): 2 clusters Score: Raw -52430.901910 + Penalty 756.513714 = -51674.388197 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4380.512980 sec): 3 clusters Score: Raw -51899.065975 + Penalty 1513.027427 = -50386.038548 nChanged 521 SP:Iteration 1F (4380.593146 sec): 3 clusters Score: Raw -52373.418891 + Penalty 1513.027427 = -50860.391463 nChanged 131 SP:Iteration 2F (4380.681380 sec): 3 clusters Score: Raw -52502.496753 + Penalty 1513.027427 = -50989.469325 nChanged 83 SP:Iteration 3F (4380.772653 sec): 3 clusters Score: Raw -52586.722627 + Penalty 1513.027427 = -51073.695200 nChanged 67 SP:Iteration 4Q (4380.851875 sec): 3 clusters Score: Raw -52654.752029 + Penalty 1513.027427 = -51141.724602 nChanged 63 SP:Iteration 5Q (4380.929817 sec): 3 clusters Score: Raw -52730.878419 + Penalty 1513.027427 = -51217.850992 nChanged 55 SP:Iteration 6Q (4381.031753 sec): 3 clusters Score: Raw -52787.600337 + Penalty 1513.027427 = -51274.572910 nChanged 44 SP:Iteration 7Q (4381.098389 sec): 3 clusters Score: Raw -52842.012885 + Penalty 1513.027427 = -51328.985457 nChanged 31 SP:Iteration 8Q (4381.192696 sec): 3 clusters Score: Raw -52869.897458 + Penalty 1513.027427 = -51356.870031 nChanged 31 SP:Iteration 9Q (4381.279738 sec): 3 clusters Score: Raw -52889.801486 + Penalty 1513.027427 = -51376.774059 nChanged 15 SP:Iteration 10Q (4381.356762 sec): 3 clusters Score: Raw -52903.928572 + Penalty 1513.027427 = -51390.901145 nChanged 10 SP:Iteration 11Q (4381.450419 sec): 3 clusters Score: Raw -52911.863417 + Penalty 1513.027427 = -51398.835990 nChanged 10 SP:Iteration 12Q (4381.511185 sec): 3 clusters Score: Raw -52922.202533 + Penalty 1513.027427 = -51409.175106 nChanged 11 SP:Iteration 13Q (4381.595091 sec): 3 clusters Score: Raw -52936.686862 + Penalty 1513.027427 = -51423.659435 nChanged 10 SP:Iteration 14Q (4381.678537 sec): 3 clusters Score: Raw -52946.800442 + Penalty 1513.027427 = -51433.773015 nChanged 4 SP:Iteration 15Q (4381.774970 sec): 3 clusters Score: Raw -52950.588257 + Penalty 1513.027427 = -51437.560830 nChanged 3 SP:Iteration 16Q (4381.845176 sec): 3 clusters Score: Raw -52952.740173 + Penalty 1513.027427 = -51439.712746 nChanged 1 SP:Iteration 17Q (4381.932584 sec): 3 clusters Score: Raw -52953.590684 + Penalty 1513.027427 = -51440.563257 nChanged 0 SP:Iteration 18F (4382.008260 sec): 3 clusters Score: Raw -52953.590684 + Penalty 1513.027427 = -51440.563257 nChanged 0 Trying to split cluster 7 (2973 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4382.061291 sec): 2 clusters Score: Raw -149560.555896 + Penalty 839.719316 = -148720.836580 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4382.152684 sec): 3 clusters Score: Raw -148105.675848 + Penalty 1679.438633 = -146426.237215 nChanged 1147 SP:Iteration 1F (4382.243943 sec): 3 clusters Score: Raw -148927.345054 + Penalty 1679.438633 = -147247.906422 nChanged 258 SP:Iteration 2F (4382.330156 sec): 3 clusters Score: Raw -149144.743226 + Penalty 1679.438633 = -147465.304594 nChanged 183 SP:Iteration 3F (4382.415250 sec): 3 clusters Score: Raw -149280.058162 + Penalty 1679.438633 = -147600.619530 nChanged 137 SP:Iteration 4Q (4382.495877 sec): 3 clusters Score: Raw -149371.460574 + Penalty 1679.438633 = -147692.021941 nChanged 106 SP:Iteration 5Q (4382.595953 sec): 3 clusters Score: Raw -149434.329298 + Penalty 1679.438633 = -147754.890666 nChanged 84 SP:Iteration 6Q (4382.676217 sec): 3 clusters Score: Raw -149478.327962 + Penalty 1679.438633 = -147798.889329 nChanged 60 SP:Iteration 7Q (4382.759113 sec): 3 clusters Score: Raw -149508.756858 + Penalty 1679.438633 = -147829.318226 nChanged 52 SP:Iteration 8Q (4382.848801 sec): 3 clusters Score: Raw -149531.122996 + Penalty 1679.438633 = -147851.684364 nChanged 42 SP:Iteration 9Q (4382.923853 sec): 3 clusters Score: Raw -149551.652981 + Penalty 1679.438633 = -147872.214349 nChanged 45 SP:Iteration 10Q (4383.004601 sec): 3 clusters Score: Raw -149570.079179 + Penalty 1679.438633 = -147890.640547 nChanged 31 SP:Iteration 11Q (4383.093961 sec): 3 clusters Score: Raw -149583.173060 + Penalty 1679.438633 = -147903.734428 nChanged 36 SP:Iteration 12Q (4383.171231 sec): 3 clusters Score: Raw -149595.148789 + Penalty 1679.438633 = -147915.710156 nChanged 32 SP:Iteration 13Q (4383.262197 sec): 3 clusters Score: Raw -149604.785474 + Penalty 1679.438633 = -147925.346841 nChanged 24 SP:Iteration 14Q (4383.352503 sec): 3 clusters Score: Raw -149613.387263 + Penalty 1679.438633 = -147933.948630 nChanged 27 SP:Iteration 15Q (4383.447537 sec): 3 clusters Score: Raw -149632.430718 + Penalty 1679.438633 = -147952.992086 nChanged 43 SP:Iteration 16Q (4383.527735 sec): 3 clusters Score: Raw -149661.725170 + Penalty 1679.438633 = -147982.286537 nChanged 46 SP:Iteration 17Q (4383.617671 sec): 3 clusters Score: Raw -149687.893381 + Penalty 1679.438633 = -148008.454748 nChanged 52 SP:Iteration 18Q (4383.706106 sec): 3 clusters Score: Raw -149721.582081 + Penalty 1679.438633 = -148042.143448 nChanged 46 SP:Iteration 19Q (4383.802941 sec): 3 clusters Score: Raw -149745.970212 + Penalty 1679.438633 = -148066.531580 nChanged 41 SP:Iteration 20F (4383.870844 sec): 3 clusters Score: Raw -149764.553901 + Penalty 1679.438633 = -148085.115268 nChanged 39 SP:Iteration 21Q (4383.959251 sec): 3 clusters Score: Raw -149778.390921 + Penalty 1679.438633 = -148098.952288 nChanged 27 SP:Iteration 22Q (4384.054479 sec): 3 clusters Score: Raw -149786.594611 + Penalty 1679.438633 = -148107.155978 nChanged 20 SP:Iteration 23Q (4384.131054 sec): 3 clusters Score: Raw -149795.088909 + Penalty 1679.438633 = -148115.650276 nChanged 18 SP:Iteration 24Q (4384.229690 sec): 3 clusters Score: Raw -149801.242991 + Penalty 1679.438633 = -148121.804359 nChanged 10 SP:Iteration 25Q (4384.315725 sec): 3 clusters Score: Raw -149804.015127 + Penalty 1679.438633 = -148124.576494 nChanged 12 SP:Iteration 26Q (4384.401580 sec): 3 clusters Score: Raw -149806.089981 + Penalty 1679.438633 = -148126.651348 nChanged 5 SP:Iteration 27Q (4384.478068 sec): 3 clusters Score: Raw -149807.152304 + Penalty 1679.438633 = -148127.713671 nChanged 7 SP:Iteration 28Q (4384.582547 sec): 3 clusters Score: Raw -149808.884949 + Penalty 1679.438633 = -148129.446316 nChanged 4 SP:Iteration 29Q (4384.656467 sec): 3 clusters Score: Raw -149810.020714 + Penalty 1679.438633 = -148130.582081 nChanged 5 SP:Iteration 30Q (4384.740600 sec): 3 clusters Score: Raw -149811.568205 + Penalty 1679.438633 = -148132.129572 nChanged 2 SP:Iteration 31Q (4384.837705 sec): 3 clusters Score: Raw -149812.416734 + Penalty 1679.438633 = -148132.978102 nChanged 4 SP:Iteration 32Q (4384.917991 sec): 3 clusters Score: Raw -149813.094030 + Penalty 1679.438633 = -148133.655397 nChanged 5 SP:Iteration 33Q (4384.997524 sec): 3 clusters Score: Raw -149814.901026 + Penalty 1679.438633 = -148135.462393 nChanged 5 SP:Iteration 34Q (4385.082384 sec): 3 clusters Score: Raw -149816.222913 + Penalty 1679.438633 = -148136.784280 nChanged 6 SP:Iteration 35Q (4385.176149 sec): 3 clusters Score: Raw -149817.629716 + Penalty 1679.438633 = -148138.191083 nChanged 5 SP:Iteration 36Q (4385.261910 sec): 3 clusters Score: Raw -149818.698035 + Penalty 1679.438633 = -148139.259403 nChanged 2 SP:Iteration 37Q (4385.353371 sec): 3 clusters Score: Raw -149819.163353 + Penalty 1679.438633 = -148139.724720 nChanged 0 SP:Iteration 38F (4385.425220 sec): 3 clusters Score: Raw -149819.163353 + Penalty 1679.438633 = -148139.724720 nChanged 0 Trying to split cluster 8 (5340 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4385.500265 sec): 2 clusters Score: Raw -310912.875509 + Penalty 901.212998 = -310011.662511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4385.583706 sec): 3 clusters Score: Raw -307985.740761 + Penalty 1802.425996 = -306183.314765 nChanged 2205 SP:Iteration 1F (4385.679332 sec): 3 clusters Score: Raw -309312.940788 + Penalty 1802.425996 = -307510.514793 nChanged 439 SP:Iteration 2F (4385.753949 sec): 3 clusters Score: Raw -309625.346258 + Penalty 1802.425996 = -307822.920262 nChanged 409 SP:Iteration 3F (4385.856643 sec): 3 clusters Score: Raw -309951.373730 + Penalty 1802.425996 = -308148.947734 nChanged 368 SP:Iteration 4F (4385.941233 sec): 3 clusters Score: Raw -310287.349577 + Penalty 1802.425996 = -308484.923581 nChanged 342 SP:Iteration 5F (4386.019817 sec): 3 clusters Score: Raw -310596.238118 + Penalty 1802.425996 = -308793.812123 nChanged 276 SP:Iteration 6F (4386.106993 sec): 3 clusters Score: Raw -310813.014652 + Penalty 1802.425996 = -309010.588656 nChanged 210 SP:Iteration 7Q (4386.190239 sec): 3 clusters Score: Raw -310978.021906 + Penalty 1802.425996 = -309175.595911 nChanged 175 SP:Iteration 8Q (4386.288813 sec): 3 clusters Score: Raw -311080.246933 + Penalty 1802.425996 = -309277.820937 nChanged 106 SP:Iteration 9Q (4386.374925 sec): 3 clusters Score: Raw -311118.249431 + Penalty 1802.425996 = -309315.823435 nChanged 63 SP:Iteration 10Q (4386.485663 sec): 3 clusters Score: Raw -311138.707280 + Penalty 1802.425996 = -309336.281285 nChanged 42 SP:Iteration 11Q (4386.582842 sec): 3 clusters Score: Raw -311151.605399 + Penalty 1802.425996 = -309349.179403 nChanged 38 SP:Iteration 12Q (4386.670087 sec): 3 clusters Score: Raw -311163.990910 + Penalty 1802.425996 = -309361.564914 nChanged 48 SP:Iteration 13Q (4386.753754 sec): 3 clusters Score: Raw -311177.868073 + Penalty 1802.425996 = -309375.442077 nChanged 33 SP:Iteration 14Q (4386.858973 sec): 3 clusters Score: Raw -311187.827350 + Penalty 1802.425996 = -309385.401355 nChanged 29 SP:Iteration 15Q (4386.936510 sec): 3 clusters Score: Raw -311192.391790 + Penalty 1802.425996 = -309389.965794 nChanged 21 SP:Iteration 16Q (4387.039549 sec): 3 clusters Score: Raw -311195.861174 + Penalty 1802.425996 = -309393.435178 nChanged 19 SP:Iteration 17Q (4387.111593 sec): 3 clusters Score: Raw -311198.788895 + Penalty 1802.425996 = -309396.362899 nChanged 14 SP:Iteration 18Q (4387.200677 sec): 3 clusters Score: Raw -311201.331875 + Penalty 1802.425996 = -309398.905879 nChanged 9 SP:Iteration 19Q (4387.293207 sec): 3 clusters Score: Raw -311202.547608 + Penalty 1802.425996 = -309400.121612 nChanged 8 SP:Iteration 20F (4387.410290 sec): 3 clusters Score: Raw -311203.344096 + Penalty 1802.425996 = -309400.918100 nChanged 2 SP:Iteration 21Q (4387.499761 sec): 3 clusters Score: Raw -311203.578457 + Penalty 1802.425996 = -309401.152461 nChanged 3 SP:Iteration 22Q (4387.578031 sec): 3 clusters Score: Raw -311203.989448 + Penalty 1802.425996 = -309401.563452 nChanged 3 SP:Iteration 23Q (4387.666910 sec): 3 clusters Score: Raw -311204.537253 + Penalty 1802.425996 = -309402.111257 nChanged 2 SP:Iteration 24Q (4387.776097 sec): 3 clusters Score: Raw -311204.957130 + Penalty 1802.425996 = -309402.531135 nChanged 2 SP:Iteration 25Q (4387.859736 sec): 3 clusters Score: Raw -311205.257508 + Penalty 1802.425996 = -309402.831512 nChanged 1 SP:Iteration 26Q (4387.941365 sec): 3 clusters Score: Raw -311205.459579 + Penalty 1802.425996 = -309403.033583 nChanged 2 SP:Iteration 27Q (4388.035465 sec): 3 clusters Score: Raw -311205.707255 + Penalty 1802.425996 = -309403.281259 nChanged 2 SP:Iteration 28Q (4388.110235 sec): 3 clusters Score: Raw -311206.017323 + Penalty 1802.425996 = -309403.591327 nChanged 4 SP:Iteration 29Q (4388.221288 sec): 3 clusters Score: Raw -311206.900372 + Penalty 1802.425996 = -309404.474377 nChanged 4 SP:Iteration 30Q (4388.301669 sec): 3 clusters Score: Raw -311207.200714 + Penalty 1802.425996 = -309404.774718 nChanged 0 SP:Iteration 31F (4388.382064 sec): 3 clusters Score: Raw -311207.200714 + Penalty 1802.425996 = -309404.774718 nChanged 0 Trying to split cluster 9 (3344 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4388.451545 sec): 2 clusters Score: Raw -169397.484068 + Penalty 852.066912 = -168545.417156 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4388.539786 sec): 3 clusters Score: Raw -167633.723460 + Penalty 1704.133825 = -165929.589635 nChanged 1357 SP:Iteration 1F (4388.609370 sec): 3 clusters Score: Raw -168406.814366 + Penalty 1704.133825 = -166702.680542 nChanged 243 SP:Iteration 2F (4388.700854 sec): 3 clusters Score: Raw -168565.157069 + Penalty 1704.133825 = -166861.023245 nChanged 206 SP:Iteration 3F (4388.787399 sec): 3 clusters Score: Raw -168700.406981 + Penalty 1704.133825 = -166996.273157 nChanged 175 SP:Iteration 4F (4388.884474 sec): 3 clusters Score: Raw -168830.023599 + Penalty 1704.133825 = -167125.889775 nChanged 192 SP:Iteration 5F (4388.956726 sec): 3 clusters Score: Raw -168957.935730 + Penalty 1704.133825 = -167253.801905 nChanged 150 SP:Iteration 6Q (4389.044325 sec): 3 clusters Score: Raw -169052.937860 + Penalty 1704.133825 = -167348.804036 nChanged 129 SP:Iteration 7Q (4389.148667 sec): 3 clusters Score: Raw -169128.475997 + Penalty 1704.133825 = -167424.342172 nChanged 111 SP:Iteration 8Q (4389.226385 sec): 3 clusters Score: Raw -169197.169701 + Penalty 1704.133825 = -167493.035876 nChanged 102 SP:Iteration 9Q (4389.301539 sec): 3 clusters Score: Raw -169252.294425 + Penalty 1704.133825 = -167548.160600 nChanged 75 SP:Iteration 10Q (4389.404389 sec): 3 clusters Score: Raw -169290.101515 + Penalty 1704.133825 = -167585.967690 nChanged 71 SP:Iteration 11Q (4389.501076 sec): 3 clusters Score: Raw -169321.424617 + Penalty 1704.133825 = -167617.290792 nChanged 51 SP:Iteration 12Q (4389.588469 sec): 3 clusters Score: Raw -169349.502086 + Penalty 1704.133825 = -167645.368262 nChanged 59 SP:Iteration 13Q (4389.671917 sec): 3 clusters Score: Raw -169379.019173 + Penalty 1704.133825 = -167674.885349 nChanged 60 SP:Iteration 14Q (4389.758727 sec): 3 clusters Score: Raw -169410.867730 + Penalty 1704.133825 = -167706.733906 nChanged 55 SP:Iteration 15Q (4389.834975 sec): 3 clusters Score: Raw -169439.083798 + Penalty 1704.133825 = -167734.949973 nChanged 70 SP:Iteration 16Q (4389.931548 sec): 3 clusters Score: Raw -169478.925208 + Penalty 1704.133825 = -167774.791383 nChanged 53 SP:Iteration 17Q (4390.010324 sec): 3 clusters Score: Raw -169504.959571 + Penalty 1704.133825 = -167800.825746 nChanged 41 SP:Iteration 18Q (4390.116562 sec): 3 clusters Score: Raw -169525.236213 + Penalty 1704.133825 = -167821.102389 nChanged 35 SP:Iteration 19Q (4390.197595 sec): 3 clusters Score: Raw -169542.184557 + Penalty 1704.133825 = -167838.050732 nChanged 38 SP:Iteration 20F (4390.294628 sec): 3 clusters Score: Raw -169557.016943 + Penalty 1704.133825 = -167852.883118 nChanged 32 SP:Iteration 21Q (4390.370536 sec): 3 clusters Score: Raw -169571.144679 + Penalty 1704.133825 = -167867.010855 nChanged 26 SP:Iteration 22Q (4390.463622 sec): 3 clusters Score: Raw -169582.075494 + Penalty 1704.133825 = -167877.941669 nChanged 30 SP:Iteration 23Q (4390.536456 sec): 3 clusters Score: Raw -169595.750007 + Penalty 1704.133825 = -167891.616183 nChanged 29 SP:Iteration 24Q (4390.647609 sec): 3 clusters Score: Raw -169608.072537 + Penalty 1704.133825 = -167903.938712 nChanged 25 SP:Iteration 25Q (4390.731547 sec): 3 clusters Score: Raw -169616.564857 + Penalty 1704.133825 = -167912.431033 nChanged 21 SP:Iteration 26Q (4390.813448 sec): 3 clusters Score: Raw -169623.281918 + Penalty 1704.133825 = -167919.148093 nChanged 14 SP:Iteration 27Q (4390.913662 sec): 3 clusters Score: Raw -169626.868678 + Penalty 1704.133825 = -167922.734853 nChanged 10 SP:Iteration 28Q (4391.003454 sec): 3 clusters Score: Raw -169629.217307 + Penalty 1704.133825 = -167925.083483 nChanged 5 SP:Iteration 29Q (4391.085346 sec): 3 clusters Score: Raw -169631.566779 + Penalty 1704.133825 = -167927.432954 nChanged 5 SP:Iteration 30Q (4391.162889 sec): 3 clusters Score: Raw -169633.844181 + Penalty 1704.133825 = -167929.710357 nChanged 7 SP:Iteration 31Q (4391.244418 sec): 3 clusters Score: Raw -169635.472618 + Penalty 1704.133825 = -167931.338794 nChanged 5 SP:Iteration 32Q (4391.344679 sec): 3 clusters Score: Raw -169637.641733 + Penalty 1704.133825 = -167933.507908 nChanged 7 SP:Iteration 33Q (4391.414708 sec): 3 clusters Score: Raw -169639.371021 + Penalty 1704.133825 = -167935.237196 nChanged 2 SP:Iteration 34Q (4391.521550 sec): 3 clusters Score: Raw -169639.916529 + Penalty 1704.133825 = -167935.782704 nChanged 2 SP:Iteration 35Q (4391.604359 sec): 3 clusters Score: Raw -169640.283906 + Penalty 1704.133825 = -167936.150082 nChanged 0 SP:Iteration 36F (4391.689425 sec): 3 clusters Score: Raw -169640.283906 + Penalty 1704.133825 = -167936.150082 nChanged 0 Trying to split cluster 10 (1876 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4391.734517 sec): 2 clusters Score: Raw -105712.386212 + Penalty 791.374199 = -104921.012013 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4391.805854 sec): 3 clusters Score: Raw -104849.958456 + Penalty 1582.748397 = -103267.210058 nChanged 687 SP:Iteration 1F (4391.889261 sec): 3 clusters Score: Raw -105227.775631 + Penalty 1582.748397 = -103645.027234 nChanged 140 SP:Iteration 2F (4391.993536 sec): 3 clusters Score: Raw -105321.106005 + Penalty 1582.748397 = -103738.357608 nChanged 96 SP:Iteration 3F (4392.079515 sec): 3 clusters Score: Raw -105379.714993 + Penalty 1582.748397 = -103796.966596 nChanged 69 SP:Iteration 4Q (4392.163493 sec): 3 clusters Score: Raw -105426.330598 + Penalty 1582.748397 = -103843.582200 nChanged 65 SP:Iteration 5Q (4392.239415 sec): 3 clusters Score: Raw -105474.620385 + Penalty 1582.748397 = -103891.871988 nChanged 61 SP:Iteration 6Q (4392.343587 sec): 3 clusters Score: Raw -105517.165331 + Penalty 1582.748397 = -103934.416933 nChanged 61 SP:Iteration 7Q (4392.414084 sec): 3 clusters Score: Raw -105560.597615 + Penalty 1582.748397 = -103977.849218 nChanged 55 SP:Iteration 8Q (4392.514272 sec): 3 clusters Score: Raw -105593.568091 + Penalty 1582.748397 = -104010.819694 nChanged 54 SP:Iteration 9Q (4392.576140 sec): 3 clusters Score: Raw -105631.862841 + Penalty 1582.748397 = -104049.114444 nChanged 54 SP:Iteration 10Q (4392.674825 sec): 3 clusters Score: Raw -105662.965627 + Penalty 1582.748397 = -104080.217230 nChanged 52 SP:Iteration 11Q (4392.751034 sec): 3 clusters Score: Raw -105690.670993 + Penalty 1582.748397 = -104107.922596 nChanged 39 SP:Iteration 12Q (4392.841534 sec): 3 clusters Score: Raw -105721.998155 + Penalty 1582.748397 = -104139.249758 nChanged 41 SP:Iteration 13Q (4392.932614 sec): 3 clusters Score: Raw -105756.469421 + Penalty 1582.748397 = -104173.721024 nChanged 42 SP:Iteration 14Q (4393.016004 sec): 3 clusters Score: Raw -105784.352564 + Penalty 1582.748397 = -104201.604167 nChanged 23 SP:Iteration 15Q (4393.097622 sec): 3 clusters Score: Raw -105798.189558 + Penalty 1582.748397 = -104215.441161 nChanged 23 SP:Iteration 16Q (4393.176720 sec): 3 clusters Score: Raw -105809.184554 + Penalty 1582.748397 = -104226.436157 nChanged 26 SP:Iteration 17Q (4393.253613 sec): 3 clusters Score: Raw -105823.473698 + Penalty 1582.748397 = -104240.725301 nChanged 24 SP:Iteration 18Q (4393.328057 sec): 3 clusters Score: Raw -105841.750497 + Penalty 1582.748397 = -104259.002100 nChanged 26 SP:Iteration 19Q (4393.412399 sec): 3 clusters Score: Raw -105864.767589 + Penalty 1582.748397 = -104282.019192 nChanged 27 SP:Iteration 20F (4393.505026 sec): 3 clusters Score: Raw -105882.088957 + Penalty 1582.748397 = -104299.340560 nChanged 16 SP:Iteration 21Q (4393.581358 sec): 3 clusters Score: Raw -105892.704380 + Penalty 1582.748397 = -104309.955983 nChanged 16 SP:Iteration 22Q (4393.664620 sec): 3 clusters Score: Raw -105901.669781 + Penalty 1582.748397 = -104318.921384 nChanged 9 SP:Iteration 23Q (4393.751650 sec): 3 clusters Score: Raw -105905.948549 + Penalty 1582.748397 = -104323.200152 nChanged 6 SP:Iteration 24Q (4393.854931 sec): 3 clusters Score: Raw -105909.171461 + Penalty 1582.748397 = -104326.423064 nChanged 7 SP:Iteration 25Q (4393.925566 sec): 3 clusters Score: Raw -105912.957625 + Penalty 1582.748397 = -104330.209228 nChanged 7 SP:Iteration 26Q (4394.010821 sec): 3 clusters Score: Raw -105916.075219 + Penalty 1582.748397 = -104333.326822 nChanged 4 SP:Iteration 27Q (4394.083950 sec): 3 clusters Score: Raw -105917.358226 + Penalty 1582.748397 = -104334.609829 nChanged 5 SP:Iteration 28Q (4394.165819 sec): 3 clusters Score: Raw -105918.850450 + Penalty 1582.748397 = -104336.102053 nChanged 4 SP:Iteration 29Q (4394.264509 sec): 3 clusters Score: Raw -105920.230919 + Penalty 1582.748397 = -104337.482522 nChanged 3 SP:Iteration 30Q (4394.344178 sec): 3 clusters Score: Raw -105921.721548 + Penalty 1582.748397 = -104338.973151 nChanged 1 SP:Iteration 31Q (4394.436186 sec): 3 clusters Score: Raw -105922.069881 + Penalty 1582.748397 = -104339.321484 nChanged 3 SP:Iteration 32Q (4394.526627 sec): 3 clusters Score: Raw -105922.942669 + Penalty 1582.748397 = -104340.194272 nChanged 3 SP:Iteration 33Q (4394.608557 sec): 3 clusters Score: Raw -105924.815103 + Penalty 1582.748397 = -104342.066706 nChanged 3 SP:Iteration 34Q (4394.673722 sec): 3 clusters Score: Raw -105927.851890 + Penalty 1582.748397 = -104345.103493 nChanged 2 SP:Iteration 35Q (4394.759845 sec): 3 clusters Score: Raw -105930.780739 + Penalty 1582.748397 = -104348.032342 nChanged 1 SP:Iteration 36Q (4394.852183 sec): 3 clusters Score: Raw -105931.810057 + Penalty 1582.748397 = -104349.061660 nChanged 2 SP:Iteration 37Q (4394.968478 sec): 3 clusters Score: Raw -105933.504010 + Penalty 1582.748397 = -104350.755613 nChanged 3 SP:Iteration 38Q (4395.054518 sec): 3 clusters Score: Raw -105936.583185 + Penalty 1582.748397 = -104353.834788 nChanged 6 SP:Iteration 39Q (4395.130582 sec): 3 clusters Score: Raw -105939.726634 + Penalty 1582.748397 = -104356.978237 nChanged 5 SP:Iteration 40F (4395.214153 sec): 3 clusters Score: Raw -105943.493695 + Penalty 1582.748397 = -104360.745298 nChanged 6 SP:Iteration 41Q (4395.291190 sec): 3 clusters Score: Raw -105946.417166 + Penalty 1582.748397 = -104363.668769 nChanged 4 SP:Iteration 42Q (4395.356994 sec): 3 clusters Score: Raw -105948.346201 + Penalty 1582.748397 = -104365.597803 nChanged 6 SP:Iteration 43Q (4395.460205 sec): 3 clusters Score: Raw -105950.347219 + Penalty 1582.748397 = -104367.598821 nChanged 1 SP:Iteration 44Q (4395.536495 sec): 3 clusters Score: Raw -105950.587668 + Penalty 1582.748397 = -104367.839271 nChanged 4 SP:Iteration 45Q (4395.621629 sec): 3 clusters Score: Raw -105952.422049 + Penalty 1582.748397 = -104369.673652 nChanged 7 SP:Iteration 46Q (4395.722993 sec): 3 clusters Score: Raw -105955.789109 + Penalty 1582.748397 = -104373.040712 nChanged 6 SP:Iteration 47Q (4395.822614 sec): 3 clusters Score: Raw -105957.236723 + Penalty 1582.748397 = -104374.488325 nChanged 2 SP:Iteration 48Q (4395.882953 sec): 3 clusters Score: Raw -105958.326090 + Penalty 1582.748397 = -104375.577693 nChanged 2 SP:Iteration 49Q (4395.978898 sec): 3 clusters Score: Raw -105958.813916 + Penalty 1582.748397 = -104376.065518 nChanged 0 SP:Iteration 50F (4396.072653 sec): 3 clusters Score: Raw -105958.813916 + Penalty 1582.748397 = -104376.065518 nChanged 0 Trying to split cluster 11 (3048 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4396.124832 sec): 2 clusters Score: Raw -179849.509976 + Penalty 842.335296 = -179007.174680 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4396.208338 sec): 3 clusters Score: Raw -178317.505715 + Penalty 1684.670593 = -176632.835122 nChanged 1232 SP:Iteration 1F (4396.310686 sec): 3 clusters Score: Raw -179011.699984 + Penalty 1684.670593 = -177327.029391 nChanged 222 SP:Iteration 2F (4396.375857 sec): 3 clusters Score: Raw -179135.186691 + Penalty 1684.670593 = -177450.516099 nChanged 171 SP:Iteration 3F (4396.478720 sec): 3 clusters Score: Raw -179237.325694 + Penalty 1684.670593 = -177552.655102 nChanged 129 SP:Iteration 4Q (4396.558722 sec): 3 clusters Score: Raw -179304.533873 + Penalty 1684.670593 = -177619.863280 nChanged 111 SP:Iteration 5Q (4396.657517 sec): 3 clusters Score: Raw -179353.948074 + Penalty 1684.670593 = -177669.277481 nChanged 87 SP:Iteration 6Q (4396.749521 sec): 3 clusters Score: Raw -179391.300162 + Penalty 1684.670593 = -177706.629569 nChanged 70 SP:Iteration 7Q (4396.822722 sec): 3 clusters Score: Raw -179417.325222 + Penalty 1684.670593 = -177732.654630 nChanged 65 SP:Iteration 8Q (4396.910063 sec): 3 clusters Score: Raw -179444.163000 + Penalty 1684.670593 = -177759.492407 nChanged 54 SP:Iteration 9Q (4396.996555 sec): 3 clusters Score: Raw -179464.182836 + Penalty 1684.670593 = -177779.512244 nChanged 52 SP:Iteration 10Q (4397.078496 sec): 3 clusters Score: Raw -179485.768535 + Penalty 1684.670593 = -177801.097942 nChanged 57 SP:Iteration 11Q (4397.163822 sec): 3 clusters Score: Raw -179514.499489 + Penalty 1684.670593 = -177829.828896 nChanged 82 SP:Iteration 12Q (4397.232041 sec): 3 clusters Score: Raw -179553.987888 + Penalty 1684.670593 = -177869.317295 nChanged 84 SP:Iteration 13Q (4397.326253 sec): 3 clusters Score: Raw -179595.482441 + Penalty 1684.670593 = -177910.811848 nChanged 74 SP:Iteration 14Q (4397.405755 sec): 3 clusters Score: Raw -179623.075766 + Penalty 1684.670593 = -177938.405174 nChanged 55 SP:Iteration 15Q (4397.511613 sec): 3 clusters Score: Raw -179643.614831 + Penalty 1684.670593 = -177958.944238 nChanged 43 SP:Iteration 16Q (4397.606497 sec): 3 clusters Score: Raw -179658.932071 + Penalty 1684.670593 = -177974.261478 nChanged 44 SP:Iteration 17Q (4397.695871 sec): 3 clusters Score: Raw -179675.612638 + Penalty 1684.670593 = -177990.942046 nChanged 47 SP:Iteration 18Q (4397.772684 sec): 3 clusters Score: Raw -179691.850621 + Penalty 1684.670593 = -178007.180028 nChanged 39 SP:Iteration 19Q (4397.857001 sec): 3 clusters Score: Raw -179708.182432 + Penalty 1684.670593 = -178023.511839 nChanged 45 SP:Iteration 20F (4397.924061 sec): 3 clusters Score: Raw -179734.551507 + Penalty 1684.670593 = -178049.880915 nChanged 42 SP:Iteration 21Q (4398.015623 sec): 3 clusters Score: Raw -179759.423803 + Penalty 1684.670593 = -178074.753211 nChanged 51 SP:Iteration 22Q (4398.102472 sec): 3 clusters Score: Raw -179785.545145 + Penalty 1684.670593 = -178100.874553 nChanged 53 SP:Iteration 23Q (4398.194437 sec): 3 clusters Score: Raw -179816.902954 + Penalty 1684.670593 = -178132.232361 nChanged 53 SP:Iteration 24Q (4398.274561 sec): 3 clusters Score: Raw -179862.772588 + Penalty 1684.670593 = -178178.101996 nChanged 53 SP:Iteration 25Q (4398.350975 sec): 3 clusters Score: Raw -179900.995276 + Penalty 1684.670593 = -178216.324684 nChanged 44 SP:Iteration 26Q (4398.437501 sec): 3 clusters Score: Raw -179938.028764 + Penalty 1684.670593 = -178253.358171 nChanged 40 SP:Iteration 27Q (4398.527097 sec): 3 clusters Score: Raw -179968.688878 + Penalty 1684.670593 = -178284.018286 nChanged 41 SP:Iteration 28Q (4398.612490 sec): 3 clusters Score: Raw -179999.674916 + Penalty 1684.670593 = -178315.004323 nChanged 36 SP:Iteration 29Q (4398.692693 sec): 3 clusters Score: Raw -180022.501215 + Penalty 1684.670593 = -178337.830622 nChanged 37 SP:Iteration 30Q (4398.774081 sec): 3 clusters Score: Raw -180052.655414 + Penalty 1684.670593 = -178367.984822 nChanged 33 SP:Iteration 31Q (4398.870534 sec): 3 clusters Score: Raw -180075.981165 + Penalty 1684.670593 = -178391.310572 nChanged 27 SP:Iteration 32Q (4398.966191 sec): 3 clusters Score: Raw -180094.737026 + Penalty 1684.670593 = -178410.066434 nChanged 21 SP:Iteration 33Q (4399.038055 sec): 3 clusters Score: Raw -180109.037146 + Penalty 1684.670593 = -178424.366554 nChanged 23 SP:Iteration 34Q (4399.142798 sec): 3 clusters Score: Raw -180126.133459 + Penalty 1684.670593 = -178441.462866 nChanged 17 SP:Iteration 35Q (4399.227399 sec): 3 clusters Score: Raw -180136.557129 + Penalty 1684.670593 = -178451.886536 nChanged 18 SP:Iteration 36Q (4399.305771 sec): 3 clusters Score: Raw -180152.512623 + Penalty 1684.670593 = -178467.842030 nChanged 15 SP:Iteration 37Q (4399.400187 sec): 3 clusters Score: Raw -180162.370093 + Penalty 1684.670593 = -178477.699500 nChanged 18 SP:Iteration 38Q (4399.487242 sec): 3 clusters Score: Raw -180171.057871 + Penalty 1684.670593 = -178486.387278 nChanged 15 SP:Iteration 39Q (4399.576940 sec): 3 clusters Score: Raw -180186.527031 + Penalty 1684.670593 = -178501.856439 nChanged 18 SP:Iteration 40F (4399.679137 sec): 3 clusters Score: Raw -180198.485249 + Penalty 1684.670593 = -178513.814656 nChanged 21 SP:Iteration 41Q (4399.764658 sec): 3 clusters Score: Raw -180209.796184 + Penalty 1684.670593 = -178525.125591 nChanged 15 SP:Iteration 42Q (4399.847581 sec): 3 clusters Score: Raw -180217.952620 + Penalty 1684.670593 = -178533.282028 nChanged 12 SP:Iteration 43Q (4399.934686 sec): 3 clusters Score: Raw -180223.897467 + Penalty 1684.670593 = -178539.226874 nChanged 12 SP:Iteration 44Q (4400.037897 sec): 3 clusters Score: Raw -180227.845505 + Penalty 1684.670593 = -178543.174913 nChanged 6 SP:Iteration 45Q (4400.111126 sec): 3 clusters Score: Raw -180229.560785 + Penalty 1684.670593 = -178544.890192 nChanged 5 SP:Iteration 46Q (4400.202331 sec): 3 clusters Score: Raw -180231.495219 + Penalty 1684.670593 = -178546.824627 nChanged 7 SP:Iteration 47Q (4400.274953 sec): 3 clusters Score: Raw -180233.728009 + Penalty 1684.670593 = -178549.057417 nChanged 4 SP:Iteration 48Q (4400.379738 sec): 3 clusters Score: Raw -180235.043731 + Penalty 1684.670593 = -178550.373138 nChanged 4 SP:Iteration 49Q (4400.444811 sec): 3 clusters Score: Raw -180237.055723 + Penalty 1684.670593 = -178552.385130 nChanged 6 SP:Iteration 50Q (4400.515684 sec): 3 clusters Score: Raw -180238.714272 + Penalty 1684.670593 = -178554.043679 nChanged 2 SP:Iteration 51Q (4400.590206 sec): 3 clusters Score: Raw -180238.954224 + Penalty 1684.670593 = -178554.283632 nChanged 1 SP:Iteration 52Q (4400.665132 sec): 3 clusters Score: Raw -180239.172116 + Penalty 1684.670593 = -178554.501524 nChanged 1 SP:Iteration 53Q (4400.757332 sec): 3 clusters Score: Raw -180239.332420 + Penalty 1684.670593 = -178554.661827 nChanged 1 SP:Iteration 54Q (4400.827616 sec): 3 clusters Score: Raw -180239.406420 + Penalty 1684.670593 = -178554.735828 nChanged 1 SP:Iteration 55Q (4400.932604 sec): 3 clusters Score: Raw -180239.510127 + Penalty 1684.670593 = -178554.839535 nChanged 0 SP:Iteration 56F (4401.007324 sec): 3 clusters Score: Raw -180239.510127 + Penalty 1684.670593 = -178554.839535 nChanged 0 Trying to split cluster 12 (576 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4401.064561 sec): 2 clusters Score: Raw -24589.086240 + Penalty 667.391304 = -23921.694936 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4401.135665 sec): 3 clusters Score: Raw -24413.556763 + Penalty 1334.782609 = -23078.774154 nChanged 161 SP:Iteration 1F (4401.209662 sec): 3 clusters Score: Raw -24564.811360 + Penalty 1334.782609 = -23230.028751 nChanged 54 SP:Iteration 2F (4401.301352 sec): 3 clusters Score: Raw -24646.651986 + Penalty 1334.782609 = -23311.869378 nChanged 39 SP:Iteration 3F (4401.375676 sec): 3 clusters Score: Raw -24709.586039 + Penalty 1334.782609 = -23374.803430 nChanged 28 SP:Iteration 4Q (4401.473253 sec): 3 clusters Score: Raw -24754.852997 + Penalty 1334.782609 = -23420.070388 nChanged 21 SP:Iteration 5Q (4401.563369 sec): 3 clusters Score: Raw -24786.856831 + Penalty 1334.782609 = -23452.074222 nChanged 18 SP:Iteration 6Q (4401.657116 sec): 3 clusters Score: Raw -24814.977814 + Penalty 1334.782609 = -23480.195205 nChanged 11 SP:Iteration 7Q (4401.711936 sec): 3 clusters Score: Raw -24834.159144 + Penalty 1334.782609 = -23499.376535 nChanged 11 SP:Iteration 8Q (4401.786696 sec): 3 clusters Score: Raw -24847.561766 + Penalty 1334.782609 = -23512.779157 nChanged 8 SP:Iteration 9Q (4401.853697 sec): 3 clusters Score: Raw -24864.271733 + Penalty 1334.782609 = -23529.489124 nChanged 5 SP:Iteration 10Q (4401.952346 sec): 3 clusters Score: Raw -24876.300897 + Penalty 1334.782609 = -23541.518289 nChanged 7 SP:Iteration 11Q (4402.042017 sec): 3 clusters Score: Raw -24884.292971 + Penalty 1334.782609 = -23549.510362 nChanged 9 SP:Iteration 12Q (4402.111187 sec): 3 clusters Score: Raw -24891.890838 + Penalty 1334.782609 = -23557.108230 nChanged 8 SP:Iteration 13Q (4402.197564 sec): 3 clusters Score: Raw -24913.295630 + Penalty 1334.782609 = -23578.513021 nChanged 7 SP:Iteration 14Q (4402.286226 sec): 3 clusters Score: Raw -24930.942236 + Penalty 1334.782609 = -23596.159628 nChanged 6 SP:Iteration 15Q (4402.364164 sec): 3 clusters Score: Raw -24943.724987 + Penalty 1334.782609 = -23608.942378 nChanged 9 SP:Iteration 16Q (4402.459953 sec): 3 clusters Score: Raw -24960.998001 + Penalty 1334.782609 = -23626.215393 nChanged 6 SP:Iteration 17Q (4402.544405 sec): 3 clusters Score: Raw -24971.758324 + Penalty 1334.782609 = -23636.975716 nChanged 5 SP:Iteration 18Q (4402.623658 sec): 3 clusters Score: Raw -24983.379062 + Penalty 1334.782609 = -23648.596453 nChanged 9 SP:Iteration 19Q (4402.695259 sec): 3 clusters Score: Raw -24997.977461 + Penalty 1334.782609 = -23663.194852 nChanged 5 SP:Iteration 20F (4402.786701 sec): 3 clusters Score: Raw -25011.362151 + Penalty 1334.782609 = -23676.579542 nChanged 6 SP:Iteration 21Q (4402.867131 sec): 3 clusters Score: Raw -25019.496777 + Penalty 1334.782609 = -23684.714168 nChanged 3 SP:Iteration 22Q (4402.955605 sec): 3 clusters Score: Raw -25026.842490 + Penalty 1334.782609 = -23692.059881 nChanged 3 SP:Iteration 23Q (4403.033924 sec): 3 clusters Score: Raw -25028.840733 + Penalty 1334.782609 = -23694.058124 nChanged 1 SP:Iteration 24Q (4403.145762 sec): 3 clusters Score: Raw -25029.113744 + Penalty 1334.782609 = -23694.331135 nChanged 0 SP:Iteration 25F (4403.214460 sec): 3 clusters Score: Raw -25029.113744 + Penalty 1334.782609 = -23694.331135 nChanged 0 Trying to split cluster 13 (1766 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4403.279712 sec): 2 clusters Score: Raw -82659.198355 + Penalty 785.029600 = -81874.168755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4403.366165 sec): 3 clusters Score: Raw -81882.818379 + Penalty 1570.059200 = -80312.759179 nChanged 673 SP:Iteration 1F (4403.454631 sec): 3 clusters Score: Raw -82505.759674 + Penalty 1570.059200 = -80935.700474 nChanged 186 SP:Iteration 2F (4403.545794 sec): 3 clusters Score: Raw -82706.056386 + Penalty 1570.059200 = -81135.997186 nChanged 124 SP:Iteration 3F (4403.630493 sec): 3 clusters Score: Raw -82817.660957 + Penalty 1570.059200 = -81247.601757 nChanged 93 SP:Iteration 4F (4403.694563 sec): 3 clusters Score: Raw -82883.513454 + Penalty 1570.059200 = -81313.454254 nChanged 57 SP:Iteration 5Q (4403.773392 sec): 3 clusters Score: Raw -82932.193978 + Penalty 1570.059200 = -81362.134778 nChanged 48 SP:Iteration 6Q (4403.869355 sec): 3 clusters Score: Raw -82967.660134 + Penalty 1570.059200 = -81397.600934 nChanged 38 SP:Iteration 7Q (4403.959115 sec): 3 clusters Score: Raw -83003.116434 + Penalty 1570.059200 = -81433.057233 nChanged 45 SP:Iteration 8Q (4404.042523 sec): 3 clusters Score: Raw -83032.314783 + Penalty 1570.059200 = -81462.255583 nChanged 33 SP:Iteration 9Q (4404.129061 sec): 3 clusters Score: Raw -83055.517767 + Penalty 1570.059200 = -81485.458567 nChanged 25 SP:Iteration 10Q (4404.215244 sec): 3 clusters Score: Raw -83072.927586 + Penalty 1570.059200 = -81502.868386 nChanged 23 SP:Iteration 11Q (4404.307471 sec): 3 clusters Score: Raw -83089.611491 + Penalty 1570.059200 = -81519.552291 nChanged 22 SP:Iteration 12Q (4404.388212 sec): 3 clusters Score: Raw -83102.073181 + Penalty 1570.059200 = -81532.013981 nChanged 21 SP:Iteration 13Q (4404.476368 sec): 3 clusters Score: Raw -83111.674458 + Penalty 1570.059200 = -81541.615258 nChanged 16 SP:Iteration 14Q (4404.549965 sec): 3 clusters Score: Raw -83120.693361 + Penalty 1570.059200 = -81550.634161 nChanged 17 SP:Iteration 15Q (4404.642424 sec): 3 clusters Score: Raw -83131.293890 + Penalty 1570.059200 = -81561.234690 nChanged 17 SP:Iteration 16Q (4404.733802 sec): 3 clusters Score: Raw -83141.098473 + Penalty 1570.059200 = -81571.039273 nChanged 11 SP:Iteration 17Q (4404.802544 sec): 3 clusters Score: Raw -83146.391468 + Penalty 1570.059200 = -81576.332268 nChanged 10 SP:Iteration 18Q (4404.903576 sec): 3 clusters Score: Raw -83151.111338 + Penalty 1570.059200 = -81581.052138 nChanged 9 SP:Iteration 19Q (4404.972323 sec): 3 clusters Score: Raw -83154.277507 + Penalty 1570.059200 = -81584.218307 nChanged 9 SP:Iteration 20F (4405.076077 sec): 3 clusters Score: Raw -83158.944613 + Penalty 1570.059200 = -81588.885413 nChanged 9 SP:Iteration 21Q (4405.144477 sec): 3 clusters Score: Raw -83163.376044 + Penalty 1570.059200 = -81593.316844 nChanged 14 SP:Iteration 22Q (4405.224134 sec): 3 clusters Score: Raw -83170.642964 + Penalty 1570.059200 = -81600.583763 nChanged 13 SP:Iteration 23Q (4405.309848 sec): 3 clusters Score: Raw -83178.453356 + Penalty 1570.059200 = -81608.394156 nChanged 11 SP:Iteration 24Q (4405.378818 sec): 3 clusters Score: Raw -83184.587274 + Penalty 1570.059200 = -81614.528074 nChanged 6 SP:Iteration 25Q (4405.473870 sec): 3 clusters Score: Raw -83187.243896 + Penalty 1570.059200 = -81617.184696 nChanged 7 SP:Iteration 26Q (4405.551101 sec): 3 clusters Score: Raw -83190.113957 + Penalty 1570.059200 = -81620.054757 nChanged 7 SP:Iteration 27Q (4405.645906 sec): 3 clusters Score: Raw -83192.523280 + Penalty 1570.059200 = -81622.464080 nChanged 8 SP:Iteration 28Q (4405.768541 sec): 3 clusters Score: Raw -83196.279848 + Penalty 1570.059200 = -81626.220648 nChanged 6 SP:Iteration 29Q (4405.840824 sec): 3 clusters Score: Raw -83198.677612 + Penalty 1570.059200 = -81628.618412 nChanged 2 SP:Iteration 30Q (4405.946853 sec): 3 clusters Score: Raw -83199.762137 + Penalty 1570.059200 = -81629.702937 nChanged 2 SP:Iteration 31Q (4406.035878 sec): 3 clusters Score: Raw -83200.600667 + Penalty 1570.059200 = -81630.541467 nChanged 1 SP:Iteration 32Q (4406.112934 sec): 3 clusters Score: Raw -83201.191539 + Penalty 1570.059200 = -81631.132339 nChanged 1 SP:Iteration 33Q (4406.200930 sec): 3 clusters Score: Raw -83201.554531 + Penalty 1570.059200 = -81631.495331 nChanged 0 SP:Iteration 34F (4406.291136 sec): 3 clusters Score: Raw -83201.554531 + Penalty 1570.059200 = -81631.495331 nChanged 0 Trying to split cluster 14 (21468 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4406.394783 sec): 2 clusters Score: Raw -1271998.422174 + Penalty 1047.303467 = -1270951.118707 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4406.513661 sec): 3 clusters Score: Raw -1258729.993389 + Penalty 2094.606934 = -1256635.386455 nChanged 10036 SP:Iteration 1F (4406.626215 sec): 3 clusters Score: Raw -1264904.117963 + Penalty 2094.606934 = -1262809.511029 nChanged 1479 SP:Iteration 2F (4406.714654 sec): 3 clusters Score: Raw -1265763.689398 + Penalty 2094.606934 = -1263669.082464 nChanged 1658 SP:Iteration 3F (4406.842063 sec): 3 clusters Score: Raw -1266904.510231 + Penalty 2094.606934 = -1264809.903297 nChanged 1748 SP:Iteration 4F (4406.946861 sec): 3 clusters Score: Raw -1268307.906946 + Penalty 2094.606934 = -1266213.300012 nChanged 1576 SP:Iteration 5F (4407.052202 sec): 3 clusters Score: Raw -1269621.112470 + Penalty 2094.606934 = -1267526.505536 nChanged 1250 SP:Iteration 6F (4407.163703 sec): 3 clusters Score: Raw -1270723.481935 + Penalty 2094.606934 = -1268628.875001 nChanged 938 SP:Iteration 7Q (4407.278525 sec): 3 clusters Score: Raw -1271679.376347 + Penalty 2094.606934 = -1269584.769413 nChanged 659 SP:Iteration 8Q (4407.405824 sec): 3 clusters Score: Raw -1272441.837408 + Penalty 2094.606934 = -1270347.230474 nChanged 432 SP:Iteration 9Q (4407.491114 sec): 3 clusters Score: Raw -1272931.231518 + Penalty 2094.606934 = -1270836.624584 nChanged 306 SP:Iteration 10Q (4407.612011 sec): 3 clusters Score: Raw -1273306.295568 + Penalty 2094.606934 = -1271211.688634 nChanged 231 SP:Iteration 11Q (4407.710083 sec): 3 clusters Score: Raw -1273663.219810 + Penalty 2094.606934 = -1271568.612876 nChanged 187 SP:Iteration 12Q (4407.824280 sec): 3 clusters Score: Raw -1273867.845194 + Penalty 2094.606934 = -1271773.238260 nChanged 127 SP:Iteration 13Q (4407.924319 sec): 3 clusters Score: Raw -1273947.068979 + Penalty 2094.606934 = -1271852.462045 nChanged 78 SP:Iteration 14Q (4408.031869 sec): 3 clusters Score: Raw -1273970.519917 + Penalty 2094.606934 = -1271875.912983 nChanged 34 SP:Iteration 15Q (4408.149670 sec): 3 clusters Score: Raw -1273979.365463 + Penalty 2094.606934 = -1271884.758529 nChanged 21 SP:Iteration 16Q (4408.249235 sec): 3 clusters Score: Raw -1273982.757209 + Penalty 2094.606934 = -1271888.150275 nChanged 13 SP:Iteration 17Q (4408.371784 sec): 3 clusters Score: Raw -1273985.201574 + Penalty 2094.606934 = -1271890.594640 nChanged 11 SP:Iteration 18Q (4408.472967 sec): 3 clusters Score: Raw -1273986.946916 + Penalty 2094.606934 = -1271892.339982 nChanged 2 SP:Iteration 19Q (4408.585768 sec): 3 clusters Score: Raw -1273987.149004 + Penalty 2094.606934 = -1271892.542070 nChanged 1 SP:Iteration 20F (4408.710289 sec): 3 clusters Score: Raw -1273987.305800 + Penalty 2094.606934 = -1271892.698866 nChanged 0 Score: Raw -4224493.070531 + Penalty 24837.097143 = -4199655.973387 Splitting cluster 14 changes total score from -4198377.514433 to -4199655.973387 So it's getting split into cluster 21. Trying to split cluster 15 (911 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4410.568606 sec): 2 clusters Score: Raw -40329.135159 + Penalty 715.527004 = -39613.608155 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4410.635200 sec): 3 clusters Score: Raw -39997.916875 + Penalty 1431.054008 = -38566.862867 nChanged 324 SP:Iteration 1F (4410.722874 sec): 3 clusters Score: Raw -40261.721462 + Penalty 1431.054008 = -38830.667453 nChanged 73 SP:Iteration 2F (4410.815929 sec): 3 clusters Score: Raw -40315.886094 + Penalty 1431.054008 = -38884.832086 nChanged 41 SP:Iteration 3Q (4410.887802 sec): 3 clusters Score: Raw -40358.496307 + Penalty 1431.054008 = -38927.442299 nChanged 26 SP:Iteration 4Q (4410.977356 sec): 3 clusters Score: Raw -40381.331239 + Penalty 1431.054008 = -38950.277231 nChanged 21 SP:Iteration 5Q (4411.053004 sec): 3 clusters Score: Raw -40393.145548 + Penalty 1431.054008 = -38962.091540 nChanged 16 SP:Iteration 6Q (4411.129378 sec): 3 clusters Score: Raw -40409.878664 + Penalty 1431.054008 = -38978.824656 nChanged 19 SP:Iteration 7Q (4411.208762 sec): 3 clusters Score: Raw -40431.937598 + Penalty 1431.054008 = -39000.883590 nChanged 22 SP:Iteration 8Q (4411.293602 sec): 3 clusters Score: Raw -40467.442329 + Penalty 1431.054008 = -39036.388320 nChanged 19 SP:Iteration 9Q (4411.381148 sec): 3 clusters Score: Raw -40503.607853 + Penalty 1431.054008 = -39072.553845 nChanged 24 SP:Iteration 10Q (4411.464447 sec): 3 clusters Score: Raw -40539.468894 + Penalty 1431.054008 = -39108.414886 nChanged 20 SP:Iteration 11Q (4411.553229 sec): 3 clusters Score: Raw -40563.442963 + Penalty 1431.054008 = -39132.388955 nChanged 12 SP:Iteration 12Q (4411.646410 sec): 3 clusters Score: Raw -40584.617870 + Penalty 1431.054008 = -39153.563862 nChanged 15 SP:Iteration 13Q (4411.749156 sec): 3 clusters Score: Raw -40606.583338 + Penalty 1431.054008 = -39175.529330 nChanged 12 SP:Iteration 14Q (4411.831830 sec): 3 clusters Score: Raw -40617.990225 + Penalty 1431.054008 = -39186.936216 nChanged 5 SP:Iteration 15Q (4411.905062 sec): 3 clusters Score: Raw -40624.802217 + Penalty 1431.054008 = -39193.748209 nChanged 3 SP:Iteration 16Q (4411.997366 sec): 3 clusters Score: Raw -40626.840561 + Penalty 1431.054008 = -39195.786552 nChanged 5 SP:Iteration 17Q (4412.078991 sec): 3 clusters Score: Raw -40629.861051 + Penalty 1431.054008 = -39198.807042 nChanged 1 SP:Iteration 18Q (4412.165151 sec): 3 clusters Score: Raw -40630.182013 + Penalty 1431.054008 = -39199.128005 nChanged 1 SP:Iteration 19Q (4412.259181 sec): 3 clusters Score: Raw -40630.394973 + Penalty 1431.054008 = -39199.340964 nChanged 0 SP:Iteration 20F (4412.333988 sec): 3 clusters Score: Raw -40630.394973 + Penalty 1431.054008 = -39199.340964 nChanged 0 Trying to split cluster 16 (1585 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4412.390940 sec): 2 clusters Score: Raw -80891.336387 + Penalty 773.675667 = -80117.660720 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4412.458640 sec): 3 clusters Score: Raw -80165.026426 + Penalty 1547.351334 = -78617.675091 nChanged 576 SP:Iteration 1F (4412.560811 sec): 3 clusters Score: Raw -80545.111190 + Penalty 1547.351334 = -78997.759855 nChanged 149 SP:Iteration 2F (4412.640544 sec): 3 clusters Score: Raw -80670.927935 + Penalty 1547.351334 = -79123.576600 nChanged 99 SP:Iteration 3F (4412.726959 sec): 3 clusters Score: Raw -80765.819181 + Penalty 1547.351334 = -79218.467847 nChanged 90 SP:Iteration 4F (4412.814809 sec): 3 clusters Score: Raw -80842.890940 + Penalty 1547.351334 = -79295.539606 nChanged 81 SP:Iteration 5F (4412.902889 sec): 3 clusters Score: Raw -80917.314333 + Penalty 1547.351334 = -79369.962998 nChanged 72 SP:Iteration 6Q (4412.979671 sec): 3 clusters Score: Raw -80982.379067 + Penalty 1547.351334 = -79435.027733 nChanged 60 SP:Iteration 7Q (4413.059241 sec): 3 clusters Score: Raw -81027.236594 + Penalty 1547.351334 = -79479.885259 nChanged 39 SP:Iteration 8Q (4413.129242 sec): 3 clusters Score: Raw -81053.515162 + Penalty 1547.351334 = -79506.163828 nChanged 35 SP:Iteration 9Q (4413.202342 sec): 3 clusters Score: Raw -81075.267591 + Penalty 1547.351334 = -79527.916257 nChanged 31 SP:Iteration 10Q (4413.299713 sec): 3 clusters Score: Raw -81100.038758 + Penalty 1547.351334 = -79552.687423 nChanged 26 SP:Iteration 11Q (4413.368675 sec): 3 clusters Score: Raw -81119.528186 + Penalty 1547.351334 = -79572.176852 nChanged 26 SP:Iteration 12Q (4413.456853 sec): 3 clusters Score: Raw -81136.011266 + Penalty 1547.351334 = -79588.659932 nChanged 20 SP:Iteration 13Q (4413.539225 sec): 3 clusters Score: Raw -81148.590208 + Penalty 1547.351334 = -79601.238874 nChanged 21 SP:Iteration 14Q (4413.630028 sec): 3 clusters Score: Raw -81159.380762 + Penalty 1547.351334 = -79612.029428 nChanged 16 SP:Iteration 15Q (4413.706483 sec): 3 clusters Score: Raw -81166.179785 + Penalty 1547.351334 = -79618.828451 nChanged 6 SP:Iteration 16Q (4413.791742 sec): 3 clusters Score: Raw -81167.691521 + Penalty 1547.351334 = -79620.340187 nChanged 3 SP:Iteration 17Q (4413.899968 sec): 3 clusters Score: Raw -81168.661687 + Penalty 1547.351334 = -79621.310352 nChanged 2 SP:Iteration 18Q (4413.980794 sec): 3 clusters Score: Raw -81169.151525 + Penalty 1547.351334 = -79621.800191 nChanged 2 SP:Iteration 19Q (4414.057004 sec): 3 clusters Score: Raw -81169.654151 + Penalty 1547.351334 = -79622.302817 nChanged 1 SP:Iteration 20F (4414.166747 sec): 3 clusters Score: Raw -81169.756071 + Penalty 1547.351334 = -79622.404737 nChanged 0 Trying to split cluster 17 (4426 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4414.206053 sec): 2 clusters Score: Raw -262287.491878 + Penalty 881.501410 = -261405.990468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4414.282146 sec): 3 clusters Score: Raw -259875.564563 + Penalty 1763.002819 = -258112.561743 nChanged 1866 SP:Iteration 1F (4414.365328 sec): 3 clusters Score: Raw -260967.175757 + Penalty 1763.002819 = -259204.172938 nChanged 375 SP:Iteration 2F (4414.457961 sec): 3 clusters Score: Raw -261223.911727 + Penalty 1763.002819 = -259460.908908 nChanged 328 SP:Iteration 3F (4414.551402 sec): 3 clusters Score: Raw -261451.063843 + Penalty 1763.002819 = -259688.061024 nChanged 267 SP:Iteration 4F (4414.642095 sec): 3 clusters Score: Raw -261632.339458 + Penalty 1763.002819 = -259869.336639 nChanged 231 SP:Iteration 5F (4414.712551 sec): 3 clusters Score: Raw -261807.384869 + Penalty 1763.002819 = -260044.382050 nChanged 197 SP:Iteration 6Q (4414.808304 sec): 3 clusters Score: Raw -261952.055388 + Penalty 1763.002819 = -260189.052569 nChanged 168 SP:Iteration 7Q (4414.903058 sec): 3 clusters Score: Raw -262075.945368 + Penalty 1763.002819 = -260312.942549 nChanged 132 SP:Iteration 8Q (4414.974135 sec): 3 clusters Score: Raw -262165.454252 + Penalty 1763.002819 = -260402.451432 nChanged 87 SP:Iteration 9Q (4415.067831 sec): 3 clusters Score: Raw -262234.285335 + Penalty 1763.002819 = -260471.282516 nChanged 86 SP:Iteration 10Q (4415.163695 sec): 3 clusters Score: Raw -262298.104267 + Penalty 1763.002819 = -260535.101448 nChanged 61 SP:Iteration 11Q (4415.253962 sec): 3 clusters Score: Raw -262338.314045 + Penalty 1763.002819 = -260575.311225 nChanged 47 SP:Iteration 12Q (4415.341471 sec): 3 clusters Score: Raw -262362.882369 + Penalty 1763.002819 = -260599.879550 nChanged 39 SP:Iteration 13Q (4415.445445 sec): 3 clusters Score: Raw -262380.687034 + Penalty 1763.002819 = -260617.684214 nChanged 25 SP:Iteration 14Q (4415.527856 sec): 3 clusters Score: Raw -262391.421412 + Penalty 1763.002819 = -260628.418592 nChanged 21 SP:Iteration 15Q (4415.608392 sec): 3 clusters Score: Raw -262399.691529 + Penalty 1763.002819 = -260636.688710 nChanged 18 SP:Iteration 16Q (4415.695514 sec): 3 clusters Score: Raw -262406.442968 + Penalty 1763.002819 = -260643.440149 nChanged 10 SP:Iteration 17Q (4415.788961 sec): 3 clusters Score: Raw -262409.415773 + Penalty 1763.002819 = -260646.412954 nChanged 7 SP:Iteration 18Q (4415.896484 sec): 3 clusters Score: Raw -262411.476723 + Penalty 1763.002819 = -260648.473904 nChanged 10 SP:Iteration 19Q (4415.987123 sec): 3 clusters Score: Raw -262415.280300 + Penalty 1763.002819 = -260652.277481 nChanged 8 SP:Iteration 20F (4416.067727 sec): 3 clusters Score: Raw -262418.702439 + Penalty 1763.002819 = -260655.699619 nChanged 9 SP:Iteration 21Q (4416.140543 sec): 3 clusters Score: Raw -262420.999919 + Penalty 1763.002819 = -260657.997100 nChanged 7 SP:Iteration 22Q (4416.221054 sec): 3 clusters Score: Raw -262422.947411 + Penalty 1763.002819 = -260659.944592 nChanged 5 SP:Iteration 23Q (4416.318790 sec): 3 clusters Score: Raw -262425.532821 + Penalty 1763.002819 = -260662.530002 nChanged 7 SP:Iteration 24Q (4416.416675 sec): 3 clusters Score: Raw -262428.116608 + Penalty 1763.002819 = -260665.113789 nChanged 8 SP:Iteration 25Q (4416.498435 sec): 3 clusters Score: Raw -262431.865995 + Penalty 1763.002819 = -260668.863175 nChanged 9 SP:Iteration 26Q (4416.575052 sec): 3 clusters Score: Raw -262436.471945 + Penalty 1763.002819 = -260673.469126 nChanged 12 SP:Iteration 27Q (4416.670537 sec): 3 clusters Score: Raw -262442.243705 + Penalty 1763.002819 = -260679.240885 nChanged 10 SP:Iteration 28Q (4416.762261 sec): 3 clusters Score: Raw -262448.075578 + Penalty 1763.002819 = -260685.072759 nChanged 18 SP:Iteration 29Q (4416.844364 sec): 3 clusters Score: Raw -262460.487481 + Penalty 1763.002819 = -260697.484661 nChanged 18 SP:Iteration 30Q (4416.942232 sec): 3 clusters Score: Raw -262467.117905 + Penalty 1763.002819 = -260704.115086 nChanged 13 SP:Iteration 31Q (4417.025064 sec): 3 clusters Score: Raw -262476.017750 + Penalty 1763.002819 = -260713.014931 nChanged 22 SP:Iteration 32Q (4417.123626 sec): 3 clusters Score: Raw -262492.238281 + Penalty 1763.002819 = -260729.235462 nChanged 21 SP:Iteration 33Q (4417.200894 sec): 3 clusters Score: Raw -262504.490906 + Penalty 1763.002819 = -260741.488086 nChanged 17 SP:Iteration 34Q (4417.301725 sec): 3 clusters Score: Raw -262511.031844 + Penalty 1763.002819 = -260748.029025 nChanged 15 SP:Iteration 35Q (4417.377521 sec): 3 clusters Score: Raw -262517.907506 + Penalty 1763.002819 = -260754.904687 nChanged 12 SP:Iteration 36Q (4417.474451 sec): 3 clusters Score: Raw -262526.622088 + Penalty 1763.002819 = -260763.619269 nChanged 10 SP:Iteration 37Q (4417.565090 sec): 3 clusters Score: Raw -262531.198939 + Penalty 1763.002819 = -260768.196120 nChanged 8 SP:Iteration 38Q (4417.635145 sec): 3 clusters Score: Raw -262533.262544 + Penalty 1763.002819 = -260770.259725 nChanged 1 SP:Iteration 39Q (4417.723649 sec): 3 clusters Score: Raw -262533.475068 + Penalty 1763.002819 = -260770.472249 nChanged 0 SP:Iteration 40F (4417.815946 sec): 3 clusters Score: Raw -262533.475068 + Penalty 1763.002819 = -260770.472249 nChanged 0 Trying to split cluster 18 (988 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4417.849022 sec): 2 clusters Score: Raw -47232.960459 + Penalty 724.046683 = -46508.913776 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4417.932015 sec): 3 clusters Score: Raw -46869.938869 + Penalty 1448.093367 = -45421.845503 nChanged 346 SP:Iteration 1F (4418.029456 sec): 3 clusters Score: Raw -47325.299986 + Penalty 1448.093367 = -45877.206620 nChanged 142 SP:Iteration 2F (4418.108024 sec): 3 clusters Score: Raw -47569.301463 + Penalty 1448.093367 = -46121.208097 nChanged 75 SP:Iteration 3F (4418.191186 sec): 3 clusters Score: Raw -47703.568024 + Penalty 1448.093367 = -46255.474657 nChanged 50 SP:Iteration 4F (4418.271458 sec): 3 clusters Score: Raw -47796.669399 + Penalty 1448.093367 = -46348.576032 nChanged 37 SP:Iteration 5Q (4418.361561 sec): 3 clusters Score: Raw -47864.670115 + Penalty 1448.093367 = -46416.576748 nChanged 28 SP:Iteration 6Q (4418.440129 sec): 3 clusters Score: Raw -47915.159743 + Penalty 1448.093367 = -46467.066377 nChanged 22 SP:Iteration 7Q (4418.527382 sec): 3 clusters Score: Raw -47954.624530 + Penalty 1448.093367 = -46506.531164 nChanged 18 SP:Iteration 8Q (4418.606625 sec): 3 clusters Score: Raw -47977.855011 + Penalty 1448.093367 = -46529.761645 nChanged 6 SP:Iteration 9Q (4418.703746 sec): 3 clusters Score: Raw -47983.959750 + Penalty 1448.093367 = -46535.866384 nChanged 4 SP:Iteration 10Q (4418.783978 sec): 3 clusters Score: Raw -47987.912282 + Penalty 1448.093367 = -46539.818916 nChanged 3 SP:Iteration 11Q (4418.876636 sec): 3 clusters Score: Raw -47993.410291 + Penalty 1448.093367 = -46545.316925 nChanged 5 SP:Iteration 12Q (4418.961503 sec): 3 clusters Score: Raw -47998.085458 + Penalty 1448.093367 = -46549.992092 nChanged 3 SP:Iteration 13Q (4419.040354 sec): 3 clusters Score: Raw -48002.387760 + Penalty 1448.093367 = -46554.294394 nChanged 6 SP:Iteration 14Q (4419.130638 sec): 3 clusters Score: Raw -48011.008796 + Penalty 1448.093367 = -46562.915429 nChanged 6 SP:Iteration 15Q (4419.201339 sec): 3 clusters Score: Raw -48026.668548 + Penalty 1448.093367 = -46578.575181 nChanged 10 SP:Iteration 16Q (4419.304334 sec): 3 clusters Score: Raw -48050.962868 + Penalty 1448.093367 = -46602.869501 nChanged 7 SP:Iteration 17Q (4419.373626 sec): 3 clusters Score: Raw -48062.688938 + Penalty 1448.093367 = -46614.595571 nChanged 5 SP:Iteration 18Q (4419.457223 sec): 3 clusters Score: Raw -48074.129968 + Penalty 1448.093367 = -46626.036601 nChanged 5 SP:Iteration 19Q (4419.549019 sec): 3 clusters Score: Raw -48080.904055 + Penalty 1448.093367 = -46632.810689 nChanged 4 SP:Iteration 20F (4419.623962 sec): 3 clusters Score: Raw -48083.078906 + Penalty 1448.093367 = -46634.985540 nChanged 3 SP:Iteration 21Q (4419.709825 sec): 3 clusters Score: Raw -48085.353303 + Penalty 1448.093367 = -46637.259937 nChanged 1 SP:Iteration 22Q (4419.800589 sec): 3 clusters Score: Raw -48085.668707 + Penalty 1448.093367 = -46637.575340 nChanged 0 SP:Iteration 23F (4419.872553 sec): 3 clusters Score: Raw -48085.668707 + Penalty 1448.093367 = -46637.575340 nChanged 0 Score: Raw -4225345.778778 + Penalty 26019.816055 = -4199325.962723 Splitting cluster 18 changes total score from -4198377.514433 to -4199325.962723 So it's getting split into cluster 22. Iteration 99Q (4423.364078 sec): 23 clusters Score: Raw -4226177.804576 + Penalty 26019.816055 = -4200157.988521 nChanged 1528 Iteration 100F (4425.260838 sec): 23 clusters Score: Raw -4226893.266645 + Penalty 26019.816055 = -4200873.450590 nChanged 993 Iteration 101Q (4426.693594 sec): 23 clusters Score: Raw -4227239.067324 + Penalty 26019.816055 = -4201219.251269 nChanged 605 Iteration 102Q (4428.181485 sec): 23 clusters Score: Raw -4227434.723666 + Penalty 26019.816055 = -4201414.907611 nChanged 509 Iteration 103Q (4429.695166 sec): 23 clusters Score: Raw -4227601.415941 + Penalty 26019.816055 = -4201581.599886 nChanged 452 Iteration 104Q (4431.169953 sec): 23 clusters Score: Raw -4227734.958463 + Penalty 26019.816055 = -4201715.142408 nChanged 410 Iteration 105Q (4432.657859 sec): 23 clusters Score: Raw -4227850.170584 + Penalty 26019.816055 = -4201830.354529 nChanged 342 Iteration 106Q (4434.138775 sec): 23 clusters Score: Raw -4227944.028068 + Penalty 26019.816055 = -4201924.212013 nChanged 278 Iteration 107Q (4435.589742 sec): 23 clusters Score: Raw -4228001.969836 + Penalty 26019.816055 = -4201982.153781 nChanged 246 Iteration 108Q (4437.056591 sec): 23 clusters Score: Raw -4228052.553342 + Penalty 26019.816055 = -4202032.737287 nChanged 210 Iteration 109Q (4438.531499 sec): 23 clusters Score: Raw -4228093.366420 + Penalty 26019.816055 = -4202073.550365 nChanged 189 Iteration 110Q (4440.033479 sec): 23 clusters Score: Raw -4228128.409464 + Penalty 26019.816055 = -4202108.593410 nChanged 161 Iteration 111Q (4441.548025 sec): 23 clusters Score: Raw -4228159.639392 + Penalty 26019.816055 = -4202139.823337 nChanged 130 Iteration 112Q (4443.019489 sec): 23 clusters Score: Raw -4228186.189214 + Penalty 26019.816055 = -4202166.373159 nChanged 97 Iteration 113Q (4444.497049 sec): 23 clusters Score: Raw -4228204.444633 + Penalty 26019.816055 = -4202184.628578 nChanged 80 Iteration 114Q (4445.999138 sec): 23 clusters Score: Raw -4228217.282739 + Penalty 26019.816055 = -4202197.466684 nChanged 64 Iteration 115Q (4447.502765 sec): 23 clusters Score: Raw -4228226.903573 + Penalty 26019.816055 = -4202207.087518 nChanged 53 Iteration 116Q (4449.025332 sec): 23 clusters Score: Raw -4228236.490513 + Penalty 26019.816055 = -4202216.674459 nChanged 53 Iteration 117Q (4450.510095 sec): 23 clusters Score: Raw -4228246.849438 + Penalty 26019.816055 = -4202227.033383 nChanged 34 Iteration 118Q (4452.018221 sec): 23 clusters Score: Raw -4228252.825534 + Penalty 26019.816055 = -4202233.009479 nChanged 34 Iteration 119Q (4453.517995 sec): 23 clusters Score: Raw -4228258.331702 + Penalty 26019.816055 = -4202238.515647 nChanged 49 Iteration 120F (4455.488270 sec): 23 clusters Score: Raw -4228266.638173 + Penalty 26019.816055 = -4202246.822118 nChanged 50 Iteration 121Q (4456.977889 sec): 23 clusters Score: Raw -4228273.205584 + Penalty 26019.816055 = -4202253.389529 nChanged 42 Iteration 122Q (4458.490086 sec): 23 clusters Score: Raw -4228279.423474 + Penalty 26019.816055 = -4202259.607419 nChanged 32 Iteration 123Q (4459.987279 sec): 23 clusters Score: Raw -4228284.393081 + Penalty 26019.816055 = -4202264.577026 nChanged 37 Iteration 124Q (4461.502801 sec): 23 clusters Score: Raw -4228290.844645 + Penalty 26019.816055 = -4202271.028590 nChanged 32 Iteration 125Q (4463.000913 sec): 23 clusters Score: Raw -4228295.844448 + Penalty 26019.816055 = -4202276.028393 nChanged 28 Iteration 126Q (4464.476580 sec): 23 clusters Score: Raw -4228299.656182 + Penalty 26019.816055 = -4202279.840127 nChanged 18 Iteration 127Q (4465.945710 sec): 23 clusters Score: Raw -4228301.737289 + Penalty 26019.816055 = -4202281.921234 nChanged 17 Iteration 128Q (4467.386002 sec): 23 clusters Score: Raw -4228303.670799 + Penalty 26019.816055 = -4202283.854744 nChanged 20 Iteration 129Q (4468.864942 sec): 23 clusters Score: Raw -4228306.215092 + Penalty 26019.816055 = -4202286.399037 nChanged 20 Iteration 130Q (4470.327304 sec): 23 clusters Score: Raw -4228308.693664 + Penalty 26019.816055 = -4202288.877609 nChanged 21 Iteration 131Q (4471.750295 sec): 23 clusters Score: Raw -4228312.262844 + Penalty 26019.816055 = -4202292.446789 nChanged 25 Iteration 132Q (4473.185852 sec): 23 clusters Score: Raw -4228315.857409 + Penalty 26019.816055 = -4202296.041354 nChanged 27 Iteration 133Q (4474.592495 sec): 23 clusters Score: Raw -4228319.208360 + Penalty 26019.816055 = -4202299.392306 nChanged 24 Iteration 134Q (4476.056463 sec): 23 clusters Score: Raw -4228322.946362 + Penalty 26019.816055 = -4202303.130308 nChanged 22 Iteration 135Q (4477.520430 sec): 23 clusters Score: Raw -4228326.073157 + Penalty 26019.816055 = -4202306.257102 nChanged 14 Iteration 136Q (4478.942908 sec): 23 clusters Score: Raw -4228328.863198 + Penalty 26019.816055 = -4202309.047143 nChanged 15 Iteration 137Q (4480.470360 sec): 23 clusters Score: Raw -4228331.628414 + Penalty 26019.816055 = -4202311.812359 nChanged 24 Iteration 138Q (4482.033857 sec): 23 clusters Score: Raw -4228334.608133 + Penalty 26019.816055 = -4202314.792078 nChanged 21 Writing temp clu file Because OldScore, -4202311.812359, is greater than current (better) Score,-4202314.792078 Compute initial score before splitting: Score: Raw -4228334.608133 + Penalty 26019.816055 = -4202314.792078 Trying to split cluster 1 (2181 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4482.154112 sec): 2 clusters Score: Raw -113692.212734 + Penalty 807.191570 = -112885.021164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4482.234529 sec): 3 clusters Score: Raw -112642.367971 + Penalty 1614.383141 = -111027.984830 nChanged 830 SP:Iteration 1F (4482.312257 sec): 3 clusters Score: Raw -113147.159944 + Penalty 1614.383141 = -111532.776803 nChanged 180 SP:Iteration 2F (4482.397096 sec): 3 clusters Score: Raw -113284.632605 + Penalty 1614.383141 = -111670.249464 nChanged 118 SP:Iteration 3F (4482.486719 sec): 3 clusters Score: Raw -113355.669396 + Penalty 1614.383141 = -111741.286255 nChanged 78 SP:Iteration 4Q (4482.570356 sec): 3 clusters Score: Raw -113410.334393 + Penalty 1614.383141 = -111795.951252 nChanged 80 SP:Iteration 5Q (4482.654503 sec): 3 clusters Score: Raw -113472.509153 + Penalty 1614.383141 = -111858.126013 nChanged 75 SP:Iteration 6Q (4482.735810 sec): 3 clusters Score: Raw -113526.437346 + Penalty 1614.383141 = -111912.054205 nChanged 71 SP:Iteration 7Q (4482.836457 sec): 3 clusters Score: Raw -113568.577160 + Penalty 1614.383141 = -111954.194020 nChanged 51 SP:Iteration 8Q (4482.922067 sec): 3 clusters Score: Raw -113600.632516 + Penalty 1614.383141 = -111986.249375 nChanged 57 SP:Iteration 9Q (4482.999383 sec): 3 clusters Score: Raw -113644.018252 + Penalty 1614.383141 = -112029.635111 nChanged 55 SP:Iteration 10Q (4483.092104 sec): 3 clusters Score: Raw -113679.775031 + Penalty 1614.383141 = -112065.391890 nChanged 55 SP:Iteration 11Q (4483.162888 sec): 3 clusters Score: Raw -113719.333183 + Penalty 1614.383141 = -112104.950042 nChanged 50 SP:Iteration 12Q (4483.236320 sec): 3 clusters Score: Raw -113746.595436 + Penalty 1614.383141 = -112132.212295 nChanged 40 SP:Iteration 13Q (4483.315472 sec): 3 clusters Score: Raw -113767.875849 + Penalty 1614.383141 = -112153.492708 nChanged 35 SP:Iteration 14Q (4483.405891 sec): 3 clusters Score: Raw -113785.749547 + Penalty 1614.383141 = -112171.366406 nChanged 30 SP:Iteration 15Q (4483.509365 sec): 3 clusters Score: Raw -113798.728549 + Penalty 1614.383141 = -112184.345408 nChanged 21 SP:Iteration 16Q (4483.577372 sec): 3 clusters Score: Raw -113804.861919 + Penalty 1614.383141 = -112190.478778 nChanged 16 SP:Iteration 17Q (4483.659499 sec): 3 clusters Score: Raw -113814.305488 + Penalty 1614.383141 = -112199.922347 nChanged 18 SP:Iteration 18Q (4483.759324 sec): 3 clusters Score: Raw -113828.445206 + Penalty 1614.383141 = -112214.062065 nChanged 22 SP:Iteration 19Q (4483.833335 sec): 3 clusters Score: Raw -113841.864744 + Penalty 1614.383141 = -112227.481603 nChanged 18 SP:Iteration 20F (4483.915007 sec): 3 clusters Score: Raw -113851.352452 + Penalty 1614.383141 = -112236.969311 nChanged 22 SP:Iteration 21Q (4483.988487 sec): 3 clusters Score: Raw -113865.317973 + Penalty 1614.383141 = -112250.934832 nChanged 27 SP:Iteration 22Q (4484.091881 sec): 3 clusters Score: Raw -113886.824718 + Penalty 1614.383141 = -112272.441577 nChanged 27 SP:Iteration 23Q (4484.167142 sec): 3 clusters Score: Raw -113906.849289 + Penalty 1614.383141 = -112292.466148 nChanged 30 SP:Iteration 24Q (4484.266510 sec): 3 clusters Score: Raw -113941.468034 + Penalty 1614.383141 = -112327.084893 nChanged 35 SP:Iteration 25Q (4484.356790 sec): 3 clusters Score: Raw -113971.380284 + Penalty 1614.383141 = -112356.997143 nChanged 26 SP:Iteration 26Q (4484.429633 sec): 3 clusters Score: Raw -113985.777868 + Penalty 1614.383141 = -112371.394727 nChanged 24 SP:Iteration 27Q (4484.506194 sec): 3 clusters Score: Raw -113999.234366 + Penalty 1614.383141 = -112384.851225 nChanged 20 SP:Iteration 28Q (4484.599983 sec): 3 clusters Score: Raw -114011.699440 + Penalty 1614.383141 = -112397.316299 nChanged 15 SP:Iteration 29Q (4484.673182 sec): 3 clusters Score: Raw -114019.094615 + Penalty 1614.383141 = -112404.711474 nChanged 16 SP:Iteration 30Q (4484.757083 sec): 3 clusters Score: Raw -114026.870060 + Penalty 1614.383141 = -112412.486919 nChanged 11 SP:Iteration 31Q (4484.841092 sec): 3 clusters Score: Raw -114032.612155 + Penalty 1614.383141 = -112418.229014 nChanged 10 SP:Iteration 32Q (4484.911964 sec): 3 clusters Score: Raw -114036.064401 + Penalty 1614.383141 = -112421.681260 nChanged 5 SP:Iteration 33Q (4484.995802 sec): 3 clusters Score: Raw -114039.984381 + Penalty 1614.383141 = -112425.601241 nChanged 6 SP:Iteration 34Q (4485.086741 sec): 3 clusters Score: Raw -114042.159746 + Penalty 1614.383141 = -112427.776605 nChanged 7 SP:Iteration 35Q (4485.183300 sec): 3 clusters Score: Raw -114044.878647 + Penalty 1614.383141 = -112430.495506 nChanged 7 SP:Iteration 36Q (4485.260204 sec): 3 clusters Score: Raw -114048.149203 + Penalty 1614.383141 = -112433.766062 nChanged 5 SP:Iteration 37Q (4485.355134 sec): 3 clusters Score: Raw -114050.217306 + Penalty 1614.383141 = -112435.834165 nChanged 6 SP:Iteration 38Q (4485.454243 sec): 3 clusters Score: Raw -114053.398356 + Penalty 1614.383141 = -112439.015215 nChanged 7 SP:Iteration 39Q (4485.522297 sec): 3 clusters Score: Raw -114056.944314 + Penalty 1614.383141 = -112442.561173 nChanged 6 SP:Iteration 40F (4485.610340 sec): 3 clusters Score: Raw -114061.760348 + Penalty 1614.383141 = -112447.377208 nChanged 6 SP:Iteration 41Q (4485.686462 sec): 3 clusters Score: Raw -114064.941468 + Penalty 1614.383141 = -112450.558328 nChanged 5 SP:Iteration 42Q (4485.781630 sec): 3 clusters Score: Raw -114067.424568 + Penalty 1614.383141 = -112453.041427 nChanged 5 SP:Iteration 43Q (4485.848489 sec): 3 clusters Score: Raw -114069.193996 + Penalty 1614.383141 = -112454.810855 nChanged 2 SP:Iteration 44Q (4485.935512 sec): 3 clusters Score: Raw -114069.741207 + Penalty 1614.383141 = -112455.358066 nChanged 0 SP:Iteration 45F (4486.015181 sec): 3 clusters Score: Raw -114069.741207 + Penalty 1614.383141 = -112455.358066 nChanged 0 Trying to split cluster 2 (2361 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4486.061744 sec): 2 clusters Score: Raw -131829.551011 + Penalty 815.518256 = -131014.032754 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4486.164117 sec): 3 clusters Score: Raw -130664.210219 + Penalty 1631.036513 = -129033.173706 nChanged 943 SP:Iteration 1F (4486.236869 sec): 3 clusters Score: Raw -131284.817149 + Penalty 1631.036513 = -129653.780637 nChanged 210 SP:Iteration 2F (4486.304490 sec): 3 clusters Score: Raw -131464.263097 + Penalty 1631.036513 = -129833.226584 nChanged 170 SP:Iteration 3F (4486.396963 sec): 3 clusters Score: Raw -131606.091323 + Penalty 1631.036513 = -129975.054810 nChanged 127 SP:Iteration 4F (4486.498188 sec): 3 clusters Score: Raw -131718.134994 + Penalty 1631.036513 = -130087.098481 nChanged 116 SP:Iteration 5Q (4486.582728 sec): 3 clusters Score: Raw -131827.348330 + Penalty 1631.036513 = -130196.311818 nChanged 104 SP:Iteration 6Q (4486.684533 sec): 3 clusters Score: Raw -131924.203653 + Penalty 1631.036513 = -130293.167140 nChanged 89 SP:Iteration 7Q (4486.770172 sec): 3 clusters Score: Raw -132007.875231 + Penalty 1631.036513 = -130376.838718 nChanged 74 SP:Iteration 8Q (4486.858817 sec): 3 clusters Score: Raw -132066.693236 + Penalty 1631.036513 = -130435.656723 nChanged 48 SP:Iteration 9Q (4486.950732 sec): 3 clusters Score: Raw -132098.987043 + Penalty 1631.036513 = -130467.950530 nChanged 45 SP:Iteration 10Q (4487.043479 sec): 3 clusters Score: Raw -132122.468258 + Penalty 1631.036513 = -130491.431745 nChanged 27 SP:Iteration 11Q (4487.108759 sec): 3 clusters Score: Raw -132136.443655 + Penalty 1631.036513 = -130505.407143 nChanged 25 SP:Iteration 12Q (4487.196333 sec): 3 clusters Score: Raw -132150.650399 + Penalty 1631.036513 = -130519.613886 nChanged 26 SP:Iteration 13Q (4487.283361 sec): 3 clusters Score: Raw -132163.788521 + Penalty 1631.036513 = -130532.752009 nChanged 20 SP:Iteration 14Q (4487.356480 sec): 3 clusters Score: Raw -132173.326861 + Penalty 1631.036513 = -130542.290348 nChanged 20 SP:Iteration 15Q (4487.448415 sec): 3 clusters Score: Raw -132182.688037 + Penalty 1631.036513 = -130551.651525 nChanged 17 SP:Iteration 16Q (4487.533143 sec): 3 clusters Score: Raw -132191.551512 + Penalty 1631.036513 = -130560.514999 nChanged 19 SP:Iteration 17Q (4487.617002 sec): 3 clusters Score: Raw -132199.030164 + Penalty 1631.036513 = -130567.993651 nChanged 13 SP:Iteration 18Q (4487.696709 sec): 3 clusters Score: Raw -132203.598524 + Penalty 1631.036513 = -130572.562011 nChanged 9 SP:Iteration 19Q (4487.798264 sec): 3 clusters Score: Raw -132206.378235 + Penalty 1631.036513 = -130575.341723 nChanged 10 SP:Iteration 20F (4487.870882 sec): 3 clusters Score: Raw -132209.403787 + Penalty 1631.036513 = -130578.367274 nChanged 7 SP:Iteration 21Q (4487.976411 sec): 3 clusters Score: Raw -132211.993192 + Penalty 1631.036513 = -130580.956679 nChanged 6 SP:Iteration 22Q (4488.077017 sec): 3 clusters Score: Raw -132214.495766 + Penalty 1631.036513 = -130583.459254 nChanged 5 SP:Iteration 23Q (4488.158379 sec): 3 clusters Score: Raw -132215.433844 + Penalty 1631.036513 = -130584.397332 nChanged 5 SP:Iteration 24Q (4488.238940 sec): 3 clusters Score: Raw -132217.212402 + Penalty 1631.036513 = -130586.175890 nChanged 5 SP:Iteration 25Q (4488.339244 sec): 3 clusters Score: Raw -132218.800135 + Penalty 1631.036513 = -130587.763623 nChanged 3 SP:Iteration 26Q (4488.421629 sec): 3 clusters Score: Raw -132219.870824 + Penalty 1631.036513 = -130588.834311 nChanged 5 SP:Iteration 27Q (4488.497281 sec): 3 clusters Score: Raw -132221.076612 + Penalty 1631.036513 = -130590.040099 nChanged 4 SP:Iteration 28Q (4488.599899 sec): 3 clusters Score: Raw -132222.560757 + Penalty 1631.036513 = -130591.524244 nChanged 5 SP:Iteration 29Q (4488.682773 sec): 3 clusters Score: Raw -132223.845307 + Penalty 1631.036513 = -130592.808794 nChanged 4 SP:Iteration 30Q (4488.767695 sec): 3 clusters Score: Raw -132224.522366 + Penalty 1631.036513 = -130593.485853 nChanged 3 SP:Iteration 31Q (4488.846658 sec): 3 clusters Score: Raw -132225.486061 + Penalty 1631.036513 = -130594.449548 nChanged 3 SP:Iteration 32Q (4488.939598 sec): 3 clusters Score: Raw -132226.022010 + Penalty 1631.036513 = -130594.985497 nChanged 0 SP:Iteration 33F (4489.032157 sec): 3 clusters Score: Raw -132226.022010 + Penalty 1631.036513 = -130594.985497 nChanged 0 Trying to split cluster 3 (2775 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4489.076328 sec): 2 clusters Score: Raw -161631.535578 + Penalty 832.482633 = -160799.052945 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4489.153554 sec): 3 clusters Score: Raw -160284.474985 + Penalty 1664.965265 = -158619.509719 nChanged 1081 SP:Iteration 1F (4489.239025 sec): 3 clusters Score: Raw -160959.882343 + Penalty 1664.965265 = -159294.917077 nChanged 262 SP:Iteration 2F (4489.329936 sec): 3 clusters Score: Raw -161184.189979 + Penalty 1664.965265 = -159519.224714 nChanged 206 SP:Iteration 3F (4489.420647 sec): 3 clusters Score: Raw -161367.812830 + Penalty 1664.965265 = -159702.847565 nChanged 173 SP:Iteration 4F (4489.511955 sec): 3 clusters Score: Raw -161525.760969 + Penalty 1664.965265 = -159860.795703 nChanged 139 SP:Iteration 5F (4489.580730 sec): 3 clusters Score: Raw -161639.444776 + Penalty 1664.965265 = -159974.479510 nChanged 101 SP:Iteration 6Q (4489.680223 sec): 3 clusters Score: Raw -161707.859515 + Penalty 1664.965265 = -160042.894250 nChanged 63 SP:Iteration 7Q (4489.762860 sec): 3 clusters Score: Raw -161738.863721 + Penalty 1664.965265 = -160073.898455 nChanged 45 SP:Iteration 8Q (4489.842043 sec): 3 clusters Score: Raw -161755.106901 + Penalty 1664.965265 = -160090.141635 nChanged 26 SP:Iteration 9Q (4489.916013 sec): 3 clusters Score: Raw -161765.685448 + Penalty 1664.965265 = -160100.720182 nChanged 21 SP:Iteration 10Q (4490.009902 sec): 3 clusters Score: Raw -161774.356080 + Penalty 1664.965265 = -160109.390815 nChanged 20 SP:Iteration 11Q (4490.105749 sec): 3 clusters Score: Raw -161784.208289 + Penalty 1664.965265 = -160119.243024 nChanged 26 SP:Iteration 12Q (4490.198969 sec): 3 clusters Score: Raw -161797.033719 + Penalty 1664.965265 = -160132.068454 nChanged 17 SP:Iteration 13Q (4490.278798 sec): 3 clusters Score: Raw -161804.662382 + Penalty 1664.965265 = -160139.697117 nChanged 19 SP:Iteration 14Q (4490.349693 sec): 3 clusters Score: Raw -161813.131121 + Penalty 1664.965265 = -160148.165855 nChanged 19 SP:Iteration 15Q (4490.428011 sec): 3 clusters Score: Raw -161819.443600 + Penalty 1664.965265 = -160154.478334 nChanged 11 SP:Iteration 16Q (4490.519781 sec): 3 clusters Score: Raw -161821.996936 + Penalty 1664.965265 = -160157.031671 nChanged 15 SP:Iteration 17Q (4490.620544 sec): 3 clusters Score: Raw -161827.970928 + Penalty 1664.965265 = -160163.005662 nChanged 14 SP:Iteration 18Q (4490.713456 sec): 3 clusters Score: Raw -161834.481567 + Penalty 1664.965265 = -160169.516302 nChanged 16 SP:Iteration 19Q (4490.799216 sec): 3 clusters Score: Raw -161842.776673 + Penalty 1664.965265 = -160177.811407 nChanged 18 SP:Iteration 20F (4490.886983 sec): 3 clusters Score: Raw -161849.265499 + Penalty 1664.965265 = -160184.300234 nChanged 17 SP:Iteration 21Q (4490.959842 sec): 3 clusters Score: Raw -161855.259065 + Penalty 1664.965265 = -160190.293799 nChanged 18 SP:Iteration 22Q (4491.046656 sec): 3 clusters Score: Raw -161860.419528 + Penalty 1664.965265 = -160195.454262 nChanged 19 SP:Iteration 23Q (4491.122753 sec): 3 clusters Score: Raw -161868.110293 + Penalty 1664.965265 = -160203.145028 nChanged 18 SP:Iteration 24Q (4491.230398 sec): 3 clusters Score: Raw -161877.929113 + Penalty 1664.965265 = -160212.963848 nChanged 25 SP:Iteration 25Q (4491.297716 sec): 3 clusters Score: Raw -161886.438979 + Penalty 1664.965265 = -160221.473714 nChanged 15 SP:Iteration 26Q (4491.384002 sec): 3 clusters Score: Raw -161892.370491 + Penalty 1664.965265 = -160227.405225 nChanged 14 SP:Iteration 27Q (4491.466397 sec): 3 clusters Score: Raw -161897.605421 + Penalty 1664.965265 = -160232.640156 nChanged 14 SP:Iteration 28Q (4491.563604 sec): 3 clusters Score: Raw -161901.955402 + Penalty 1664.965265 = -160236.990137 nChanged 7 SP:Iteration 29Q (4491.659503 sec): 3 clusters Score: Raw -161903.802665 + Penalty 1664.965265 = -160238.837399 nChanged 2 SP:Iteration 30Q (4491.757135 sec): 3 clusters Score: Raw -161904.413094 + Penalty 1664.965265 = -160239.447829 nChanged 3 SP:Iteration 31Q (4491.845776 sec): 3 clusters Score: Raw -161904.766035 + Penalty 1664.965265 = -160239.800770 nChanged 0 SP:Iteration 32F (4491.919820 sec): 3 clusters Score: Raw -161904.766035 + Penalty 1664.965265 = -160239.800770 nChanged 0 Trying to split cluster 4 (6815 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4491.986315 sec): 2 clusters Score: Raw -385498.474081 + Penalty 926.822541 = -384571.651539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4492.067971 sec): 3 clusters Score: Raw -381655.173887 + Penalty 1853.645082 = -379801.528805 nChanged 2954 SP:Iteration 1F (4492.160983 sec): 3 clusters Score: Raw -383460.468850 + Penalty 1853.645082 = -381606.823768 nChanged 536 SP:Iteration 2F (4492.238382 sec): 3 clusters Score: Raw -383845.720620 + Penalty 1853.645082 = -381992.075538 nChanged 486 SP:Iteration 3F (4492.340776 sec): 3 clusters Score: Raw -384165.084244 + Penalty 1853.645082 = -382311.439162 nChanged 400 SP:Iteration 4F (4492.441214 sec): 3 clusters Score: Raw -384407.776824 + Penalty 1853.645082 = -382554.131742 nChanged 348 SP:Iteration 5F (4492.516428 sec): 3 clusters Score: Raw -384641.281688 + Penalty 1853.645082 = -382787.636605 nChanged 330 SP:Iteration 6Q (4492.612526 sec): 3 clusters Score: Raw -384837.758343 + Penalty 1853.645082 = -382984.113260 nChanged 293 SP:Iteration 7Q (4492.707522 sec): 3 clusters Score: Raw -384993.215650 + Penalty 1853.645082 = -383139.570568 nChanged 242 SP:Iteration 8Q (4492.816501 sec): 3 clusters Score: Raw -385113.648414 + Penalty 1853.645082 = -383260.003332 nChanged 210 SP:Iteration 9Q (4492.904739 sec): 3 clusters Score: Raw -385219.902705 + Penalty 1853.645082 = -383366.257623 nChanged 183 SP:Iteration 10Q (4492.983484 sec): 3 clusters Score: Raw -385311.090485 + Penalty 1853.645082 = -383457.445403 nChanged 164 SP:Iteration 11Q (4493.078925 sec): 3 clusters Score: Raw -385395.066856 + Penalty 1853.645082 = -383541.421774 nChanged 152 SP:Iteration 12Q (4493.200562 sec): 3 clusters Score: Raw -385480.145873 + Penalty 1853.645082 = -383626.500791 nChanged 135 SP:Iteration 13Q (4493.278802 sec): 3 clusters Score: Raw -385564.513078 + Penalty 1853.645082 = -383710.867996 nChanged 119 SP:Iteration 14Q (4493.362452 sec): 3 clusters Score: Raw -385642.919234 + Penalty 1853.645082 = -383789.274151 nChanged 115 SP:Iteration 15Q (4493.460718 sec): 3 clusters Score: Raw -385714.495851 + Penalty 1853.645082 = -383860.850768 nChanged 108 SP:Iteration 16Q (4493.561559 sec): 3 clusters Score: Raw -385784.994409 + Penalty 1853.645082 = -383931.349326 nChanged 93 SP:Iteration 17Q (4493.633120 sec): 3 clusters Score: Raw -385837.238545 + Penalty 1853.645082 = -383983.593463 nChanged 68 SP:Iteration 18Q (4493.729974 sec): 3 clusters Score: Raw -385870.549812 + Penalty 1853.645082 = -384016.904730 nChanged 59 SP:Iteration 19Q (4493.793797 sec): 3 clusters Score: Raw -385900.112232 + Penalty 1853.645082 = -384046.467149 nChanged 49 SP:Iteration 20F (4493.902150 sec): 3 clusters Score: Raw -385921.193287 + Penalty 1853.645082 = -384067.548205 nChanged 32 SP:Iteration 21Q (4493.987414 sec): 3 clusters Score: Raw -385935.594508 + Penalty 1853.645082 = -384081.949426 nChanged 25 SP:Iteration 22Q (4494.082483 sec): 3 clusters Score: Raw -385947.012412 + Penalty 1853.645082 = -384093.367330 nChanged 26 SP:Iteration 23Q (4494.166087 sec): 3 clusters Score: Raw -385956.413743 + Penalty 1853.645082 = -384102.768661 nChanged 18 SP:Iteration 24Q (4494.264147 sec): 3 clusters Score: Raw -385963.088765 + Penalty 1853.645082 = -384109.443683 nChanged 15 SP:Iteration 25Q (4494.357000 sec): 3 clusters Score: Raw -385970.789129 + Penalty 1853.645082 = -384117.144047 nChanged 19 SP:Iteration 26Q (4494.447377 sec): 3 clusters Score: Raw -385978.668733 + Penalty 1853.645082 = -384125.023651 nChanged 12 SP:Iteration 27Q (4494.555876 sec): 3 clusters Score: Raw -385985.484799 + Penalty 1853.645082 = -384131.839717 nChanged 12 SP:Iteration 28Q (4494.652029 sec): 3 clusters Score: Raw -385989.732058 + Penalty 1853.645082 = -384136.086975 nChanged 5 SP:Iteration 29Q (4494.744932 sec): 3 clusters Score: Raw -385991.243128 + Penalty 1853.645082 = -384137.598046 nChanged 3 SP:Iteration 30Q (4494.833940 sec): 3 clusters Score: Raw -385992.159898 + Penalty 1853.645082 = -384138.514815 nChanged 2 SP:Iteration 31Q (4494.931073 sec): 3 clusters Score: Raw -385992.824447 + Penalty 1853.645082 = -384139.179364 nChanged 0 SP:Iteration 32F (4495.039622 sec): 3 clusters Score: Raw -385992.824447 + Penalty 1853.645082 = -384139.179364 nChanged 0 Trying to split cluster 5 (4320 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4495.092707 sec): 2 clusters Score: Raw -262187.554582 + Penalty 878.956122 = -261308.598460 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4495.176149 sec): 3 clusters Score: Raw -259896.901830 + Penalty 1757.912243 = -258138.989587 nChanged 1780 SP:Iteration 1F (4495.248980 sec): 3 clusters Score: Raw -260976.309713 + Penalty 1757.912243 = -259218.397470 nChanged 376 SP:Iteration 2F (4495.325773 sec): 3 clusters Score: Raw -261231.311493 + Penalty 1757.912243 = -259473.399250 nChanged 290 SP:Iteration 3F (4495.412252 sec): 3 clusters Score: Raw -261406.066884 + Penalty 1757.912243 = -259648.154640 nChanged 252 SP:Iteration 4F (4495.504505 sec): 3 clusters Score: Raw -261559.751129 + Penalty 1757.912243 = -259801.838886 nChanged 224 SP:Iteration 5F (4495.605813 sec): 3 clusters Score: Raw -261715.885601 + Penalty 1757.912243 = -259957.973358 nChanged 199 SP:Iteration 6Q (4495.701085 sec): 3 clusters Score: Raw -261843.973425 + Penalty 1757.912243 = -260086.061182 nChanged 149 SP:Iteration 7Q (4495.777294 sec): 3 clusters Score: Raw -261937.264879 + Penalty 1757.912243 = -260179.352636 nChanged 115 SP:Iteration 8Q (4495.878339 sec): 3 clusters Score: Raw -262016.502061 + Penalty 1757.912243 = -260258.589818 nChanged 98 SP:Iteration 9Q (4495.973063 sec): 3 clusters Score: Raw -262072.080264 + Penalty 1757.912243 = -260314.168021 nChanged 81 SP:Iteration 10Q (4496.061427 sec): 3 clusters Score: Raw -262116.814308 + Penalty 1757.912243 = -260358.902065 nChanged 55 SP:Iteration 11Q (4496.143777 sec): 3 clusters Score: Raw -262150.682581 + Penalty 1757.912243 = -260392.770338 nChanged 51 SP:Iteration 12Q (4496.230982 sec): 3 clusters Score: Raw -262188.135066 + Penalty 1757.912243 = -260430.222823 nChanged 62 SP:Iteration 13Q (4496.318547 sec): 3 clusters Score: Raw -262239.415891 + Penalty 1757.912243 = -260481.503648 nChanged 57 SP:Iteration 14Q (4496.401059 sec): 3 clusters Score: Raw -262273.966867 + Penalty 1757.912243 = -260516.054624 nChanged 46 SP:Iteration 15Q (4496.484484 sec): 3 clusters Score: Raw -262296.370318 + Penalty 1757.912243 = -260538.458075 nChanged 33 SP:Iteration 16Q (4496.552923 sec): 3 clusters Score: Raw -262308.885745 + Penalty 1757.912243 = -260550.973502 nChanged 21 SP:Iteration 17Q (4496.648406 sec): 3 clusters Score: Raw -262318.548735 + Penalty 1757.912243 = -260560.636492 nChanged 19 SP:Iteration 18Q (4496.771274 sec): 3 clusters Score: Raw -262329.674441 + Penalty 1757.912243 = -260571.762198 nChanged 17 SP:Iteration 19Q (4496.850870 sec): 3 clusters Score: Raw -262337.972989 + Penalty 1757.912243 = -260580.060746 nChanged 12 SP:Iteration 20F (4496.936786 sec): 3 clusters Score: Raw -262342.068374 + Penalty 1757.912243 = -260584.156131 nChanged 9 SP:Iteration 21Q (4497.021845 sec): 3 clusters Score: Raw -262345.119753 + Penalty 1757.912243 = -260587.207510 nChanged 9 SP:Iteration 22Q (4497.113125 sec): 3 clusters Score: Raw -262348.076834 + Penalty 1757.912243 = -260590.164591 nChanged 11 SP:Iteration 23Q (4497.204593 sec): 3 clusters Score: Raw -262353.792745 + Penalty 1757.912243 = -260595.880502 nChanged 7 SP:Iteration 24Q (4497.285977 sec): 3 clusters Score: Raw -262357.031031 + Penalty 1757.912243 = -260599.118788 nChanged 10 SP:Iteration 25Q (4497.370428 sec): 3 clusters Score: Raw -262359.650540 + Penalty 1757.912243 = -260601.738297 nChanged 6 SP:Iteration 26Q (4497.486169 sec): 3 clusters Score: Raw -262362.309122 + Penalty 1757.912243 = -260604.396879 nChanged 6 SP:Iteration 27Q (4497.580644 sec): 3 clusters Score: Raw -262364.495583 + Penalty 1757.912243 = -260606.583340 nChanged 3 SP:Iteration 28Q (4497.665158 sec): 3 clusters Score: Raw -262365.153476 + Penalty 1757.912243 = -260607.241233 nChanged 3 SP:Iteration 29Q (4497.765941 sec): 3 clusters Score: Raw -262366.651625 + Penalty 1757.912243 = -260608.739382 nChanged 3 SP:Iteration 30Q (4497.844479 sec): 3 clusters Score: Raw -262369.345024 + Penalty 1757.912243 = -260611.432781 nChanged 7 SP:Iteration 31Q (4497.933270 sec): 3 clusters Score: Raw -262373.964969 + Penalty 1757.912243 = -260616.052726 nChanged 3 SP:Iteration 32Q (4498.020039 sec): 3 clusters Score: Raw -262375.210118 + Penalty 1757.912243 = -260617.297875 nChanged 1 SP:Iteration 33Q (4498.117047 sec): 3 clusters Score: Raw -262375.624411 + Penalty 1757.912243 = -260617.712168 nChanged 4 SP:Iteration 34Q (4498.200940 sec): 3 clusters Score: Raw -262377.150918 + Penalty 1757.912243 = -260619.238675 nChanged 8 SP:Iteration 35Q (4498.276720 sec): 3 clusters Score: Raw -262383.133389 + Penalty 1757.912243 = -260625.221146 nChanged 10 SP:Iteration 36Q (4498.362151 sec): 3 clusters Score: Raw -262386.471180 + Penalty 1757.912243 = -260628.558937 nChanged 8 SP:Iteration 37Q (4498.478374 sec): 3 clusters Score: Raw -262388.228570 + Penalty 1757.912243 = -260630.316327 nChanged 4 SP:Iteration 38Q (4498.562764 sec): 3 clusters Score: Raw -262388.962847 + Penalty 1757.912243 = -260631.050604 nChanged 1 SP:Iteration 39Q (4498.637007 sec): 3 clusters Score: Raw -262389.079067 + Penalty 1757.912243 = -260631.166824 nChanged 0 SP:Iteration 40F (4498.743894 sec): 3 clusters Score: Raw -262389.079067 + Penalty 1757.912243 = -260631.166824 nChanged 0 Trying to split cluster 6 (1309 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4498.777925 sec): 2 clusters Score: Raw -50649.469233 + Penalty 753.586970 = -49895.882262 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4498.866169 sec): 3 clusters Score: Raw -50122.365652 + Penalty 1507.173941 = -48615.191712 nChanged 491 SP:Iteration 1F (4498.968217 sec): 3 clusters Score: Raw -50511.424551 + Penalty 1507.173941 = -49004.250610 nChanged 132 SP:Iteration 2F (4499.033711 sec): 3 clusters Score: Raw -50627.591183 + Penalty 1507.173941 = -49120.417242 nChanged 92 SP:Iteration 3F (4499.133264 sec): 3 clusters Score: Raw -50721.119884 + Penalty 1507.173941 = -49213.945943 nChanged 75 SP:Iteration 4F (4499.219942 sec): 3 clusters Score: Raw -50801.821917 + Penalty 1507.173941 = -49294.647976 nChanged 54 SP:Iteration 5Q (4499.288576 sec): 3 clusters Score: Raw -50852.584516 + Penalty 1507.173941 = -49345.410575 nChanged 40 SP:Iteration 6Q (4499.376865 sec): 3 clusters Score: Raw -50897.662274 + Penalty 1507.173941 = -49390.488334 nChanged 35 SP:Iteration 7Q (4499.473622 sec): 3 clusters Score: Raw -50925.391033 + Penalty 1507.173941 = -49418.217092 nChanged 22 SP:Iteration 8Q (4499.585549 sec): 3 clusters Score: Raw -50946.351799 + Penalty 1507.173941 = -49439.177858 nChanged 18 SP:Iteration 9Q (4499.692942 sec): 3 clusters Score: Raw -50961.259642 + Penalty 1507.173941 = -49454.085701 nChanged 15 SP:Iteration 10Q (4499.773663 sec): 3 clusters Score: Raw -50978.311901 + Penalty 1507.173941 = -49471.137960 nChanged 24 SP:Iteration 11Q (4499.882701 sec): 3 clusters Score: Raw -50997.522925 + Penalty 1507.173941 = -49490.348984 nChanged 15 SP:Iteration 12Q (4499.975345 sec): 3 clusters Score: Raw -51015.588584 + Penalty 1507.173941 = -49508.414643 nChanged 20 SP:Iteration 13Q (4500.045397 sec): 3 clusters Score: Raw -51027.494808 + Penalty 1507.173941 = -49520.320867 nChanged 12 SP:Iteration 14Q (4500.157781 sec): 3 clusters Score: Raw -51034.470394 + Penalty 1507.173941 = -49527.296453 nChanged 8 SP:Iteration 15Q (4500.265979 sec): 3 clusters Score: Raw -51039.730242 + Penalty 1507.173941 = -49532.556301 nChanged 10 SP:Iteration 16Q (4500.356036 sec): 3 clusters Score: Raw -51045.238121 + Penalty 1507.173941 = -49538.064181 nChanged 7 SP:Iteration 17Q (4500.439368 sec): 3 clusters Score: Raw -51047.487016 + Penalty 1507.173941 = -49540.313076 nChanged 4 SP:Iteration 18Q (4500.540932 sec): 3 clusters Score: Raw -51048.468243 + Penalty 1507.173941 = -49541.294302 nChanged 0 SP:Iteration 19F (4500.614445 sec): 3 clusters Score: Raw -51048.468243 + Penalty 1507.173941 = -49541.294302 nChanged 0 Trying to split cluster 7 (3212 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4500.695430 sec): 2 clusters Score: Raw -162825.682936 + Penalty 847.838153 = -161977.844783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4500.781569 sec): 3 clusters Score: Raw -161217.523704 + Penalty 1695.676306 = -159521.847398 nChanged 1287 SP:Iteration 1F (4500.889148 sec): 3 clusters Score: Raw -162071.399866 + Penalty 1695.676306 = -160375.723561 nChanged 295 SP:Iteration 2F (4500.992476 sec): 3 clusters Score: Raw -162342.615065 + Penalty 1695.676306 = -160646.938759 nChanged 249 SP:Iteration 3F (4501.086244 sec): 3 clusters Score: Raw -162555.682902 + Penalty 1695.676306 = -160860.006596 nChanged 183 SP:Iteration 4F (4501.195127 sec): 3 clusters Score: Raw -162707.821653 + Penalty 1695.676306 = -161012.145348 nChanged 139 SP:Iteration 5Q (4501.260085 sec): 3 clusters Score: Raw -162818.082035 + Penalty 1695.676306 = -161122.405729 nChanged 125 SP:Iteration 6Q (4501.363530 sec): 3 clusters Score: Raw -162903.536274 + Penalty 1695.676306 = -161207.859968 nChanged 79 SP:Iteration 7Q (4501.471585 sec): 3 clusters Score: Raw -162949.681428 + Penalty 1695.676306 = -161254.005122 nChanged 69 SP:Iteration 8Q (4501.554339 sec): 3 clusters Score: Raw -162991.316633 + Penalty 1695.676306 = -161295.640328 nChanged 56 SP:Iteration 9Q (4501.663850 sec): 3 clusters Score: Raw -163020.646950 + Penalty 1695.676306 = -161324.970645 nChanged 51 SP:Iteration 10Q (4501.783367 sec): 3 clusters Score: Raw -163045.190076 + Penalty 1695.676306 = -161349.513770 nChanged 34 SP:Iteration 11Q (4501.890341 sec): 3 clusters Score: Raw -163066.826088 + Penalty 1695.676306 = -161371.149782 nChanged 34 SP:Iteration 12Q (4501.958216 sec): 3 clusters Score: Raw -163083.755764 + Penalty 1695.676306 = -161388.079458 nChanged 29 SP:Iteration 13Q (4502.074051 sec): 3 clusters Score: Raw -163094.789484 + Penalty 1695.676306 = -161399.113178 nChanged 23 SP:Iteration 14Q (4502.200373 sec): 3 clusters Score: Raw -163106.196530 + Penalty 1695.676306 = -161410.520224 nChanged 13 SP:Iteration 15Q (4502.306735 sec): 3 clusters Score: Raw -163110.459203 + Penalty 1695.676306 = -161414.782898 nChanged 10 SP:Iteration 16Q (4502.410665 sec): 3 clusters Score: Raw -163113.205536 + Penalty 1695.676306 = -161417.529231 nChanged 2 SP:Iteration 17Q (4502.517652 sec): 3 clusters Score: Raw -163114.176971 + Penalty 1695.676306 = -161418.500666 nChanged 5 SP:Iteration 18Q (4502.629461 sec): 3 clusters Score: Raw -163116.159498 + Penalty 1695.676306 = -161420.483192 nChanged 4 SP:Iteration 19Q (4502.715608 sec): 3 clusters Score: Raw -163116.920695 + Penalty 1695.676306 = -161421.244389 nChanged 5 SP:Iteration 20F (4502.850742 sec): 3 clusters Score: Raw -163118.568748 + Penalty 1695.676306 = -161422.892443 nChanged 5 SP:Iteration 21Q (4502.943193 sec): 3 clusters Score: Raw -163119.821709 + Penalty 1695.676306 = -161424.145403 nChanged 5 SP:Iteration 22Q (4503.045650 sec): 3 clusters Score: Raw -163122.851017 + Penalty 1695.676306 = -161427.174711 nChanged 6 SP:Iteration 23Q (4503.149879 sec): 3 clusters Score: Raw -163125.071551 + Penalty 1695.676306 = -161429.395245 nChanged 11 SP:Iteration 24Q (4503.293454 sec): 3 clusters Score: Raw -163129.601087 + Penalty 1695.676306 = -161433.924781 nChanged 10 SP:Iteration 25Q (4503.421316 sec): 3 clusters Score: Raw -163135.023732 + Penalty 1695.676306 = -161439.347426 nChanged 6 SP:Iteration 26Q (4503.534670 sec): 3 clusters Score: Raw -163137.740195 + Penalty 1695.676306 = -161442.063890 nChanged 6 SP:Iteration 27Q (4503.672802 sec): 3 clusters Score: Raw -163139.296976 + Penalty 1695.676306 = -161443.620670 nChanged 1 SP:Iteration 28Q (4503.782302 sec): 3 clusters Score: Raw -163140.135885 + Penalty 1695.676306 = -161444.459579 nChanged 4 SP:Iteration 29Q (4503.907795 sec): 3 clusters Score: Raw -163140.968595 + Penalty 1695.676306 = -161445.292289 nChanged 2 SP:Iteration 30Q (4504.021364 sec): 3 clusters Score: Raw -163141.294513 + Penalty 1695.676306 = -161445.618207 nChanged 2 SP:Iteration 31Q (4504.149540 sec): 3 clusters Score: Raw -163141.540624 + Penalty 1695.676306 = -161445.864318 nChanged 0 SP:Iteration 32F (4504.258117 sec): 3 clusters Score: Raw -163141.540624 + Penalty 1695.676306 = -161445.864318 nChanged 0 Trying to split cluster 8 (5108 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4504.342549 sec): 2 clusters Score: Raw -297673.768610 + Penalty 896.549138 = -296777.219472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4504.460354 sec): 3 clusters Score: Raw -294893.529055 + Penalty 1793.098276 = -293100.430779 nChanged 2142 SP:Iteration 1F (4504.575869 sec): 3 clusters Score: Raw -296134.650030 + Penalty 1793.098276 = -294341.551755 nChanged 418 SP:Iteration 2F (4504.685319 sec): 3 clusters Score: Raw -296406.484592 + Penalty 1793.098276 = -294613.386316 nChanged 363 SP:Iteration 3F (4504.816911 sec): 3 clusters Score: Raw -296647.577208 + Penalty 1793.098276 = -294854.478933 nChanged 340 SP:Iteration 4F (4504.911037 sec): 3 clusters Score: Raw -296864.599594 + Penalty 1793.098276 = -295071.501319 nChanged 264 SP:Iteration 5F (4505.034203 sec): 3 clusters Score: Raw -297058.060714 + Penalty 1793.098276 = -295264.962438 nChanged 231 SP:Iteration 6Q (4505.121085 sec): 3 clusters Score: Raw -297231.237276 + Penalty 1793.098276 = -295438.139000 nChanged 214 SP:Iteration 7Q (4505.219247 sec): 3 clusters Score: Raw -297402.723246 + Penalty 1793.098276 = -295609.624971 nChanged 193 SP:Iteration 8Q (4505.336587 sec): 3 clusters Score: Raw -297564.978507 + Penalty 1793.098276 = -295771.880231 nChanged 169 SP:Iteration 9Q (4505.425679 sec): 3 clusters Score: Raw -297704.751331 + Penalty 1793.098276 = -295911.653055 nChanged 135 SP:Iteration 10Q (4505.573978 sec): 3 clusters Score: Raw -297807.793654 + Penalty 1793.098276 = -296014.695378 nChanged 87 SP:Iteration 11Q (4505.665398 sec): 3 clusters Score: Raw -297865.149703 + Penalty 1793.098276 = -296072.051428 nChanged 72 SP:Iteration 12Q (4505.774328 sec): 3 clusters Score: Raw -297898.191343 + Penalty 1793.098276 = -296105.093068 nChanged 45 SP:Iteration 13Q (4505.927148 sec): 3 clusters Score: Raw -297914.714046 + Penalty 1793.098276 = -296121.615771 nChanged 43 SP:Iteration 14Q (4506.023328 sec): 3 clusters Score: Raw -297929.491900 + Penalty 1793.098276 = -296136.393625 nChanged 28 SP:Iteration 15Q (4506.147106 sec): 3 clusters Score: Raw -297937.745656 + Penalty 1793.098276 = -296144.647380 nChanged 16 SP:Iteration 16Q (4506.251384 sec): 3 clusters Score: Raw -297941.323761 + Penalty 1793.098276 = -296148.225486 nChanged 14 SP:Iteration 17Q (4506.387589 sec): 3 clusters Score: Raw -297943.568832 + Penalty 1793.098276 = -296150.470557 nChanged 6 SP:Iteration 18Q (4506.479949 sec): 3 clusters Score: Raw -297944.442519 + Penalty 1793.098276 = -296151.344244 nChanged 3 SP:Iteration 19Q (4506.581897 sec): 3 clusters Score: Raw -297945.086352 + Penalty 1793.098276 = -296151.988077 nChanged 2 SP:Iteration 20F (4506.705309 sec): 3 clusters Score: Raw -297945.454640 + Penalty 1793.098276 = -296152.356364 nChanged 3 SP:Iteration 21Q (4506.803351 sec): 3 clusters Score: Raw -297945.793155 + Penalty 1793.098276 = -296152.694879 nChanged 2 SP:Iteration 22Q (4506.880295 sec): 3 clusters Score: Raw -297946.000423 + Penalty 1793.098276 = -296152.902147 nChanged 2 SP:Iteration 23Q (4506.971185 sec): 3 clusters Score: Raw -297946.414653 + Penalty 1793.098276 = -296153.316378 nChanged 4 SP:Iteration 24Q (4507.099363 sec): 3 clusters Score: Raw -297947.197182 + Penalty 1793.098276 = -296154.098906 nChanged 3 SP:Iteration 25Q (4507.216196 sec): 3 clusters Score: Raw -297947.467219 + Penalty 1793.098276 = -296154.368943 nChanged 3 SP:Iteration 26Q (4507.340089 sec): 3 clusters Score: Raw -297947.936045 + Penalty 1793.098276 = -296154.837769 nChanged 1 SP:Iteration 27Q (4507.470793 sec): 3 clusters Score: Raw -297948.106004 + Penalty 1793.098276 = -296155.007728 nChanged 1 SP:Iteration 28Q (4507.587936 sec): 3 clusters Score: Raw -297948.230264 + Penalty 1793.098276 = -296155.131989 nChanged 0 SP:Iteration 29F (4507.726982 sec): 3 clusters Score: Raw -297948.230264 + Penalty 1793.098276 = -296155.131989 nChanged 0 Trying to split cluster 9 (3188 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4507.778821 sec): 2 clusters Score: Raw -162213.104750 + Penalty 847.050649 = -161366.054101 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4507.921098 sec): 3 clusters Score: Raw -160561.873831 + Penalty 1694.101298 = -158867.772533 nChanged 1288 SP:Iteration 1F (4508.048647 sec): 3 clusters Score: Raw -161346.196812 + Penalty 1694.101298 = -159652.095514 nChanged 269 SP:Iteration 2F (4508.139148 sec): 3 clusters Score: Raw -161516.152992 + Penalty 1694.101298 = -159822.051693 nChanged 210 SP:Iteration 3F (4508.276354 sec): 3 clusters Score: Raw -161667.016472 + Penalty 1694.101298 = -159972.915173 nChanged 183 SP:Iteration 4F (4508.427551 sec): 3 clusters Score: Raw -161779.362518 + Penalty 1694.101298 = -160085.261220 nChanged 130 SP:Iteration 5Q (4508.514407 sec): 3 clusters Score: Raw -161855.231969 + Penalty 1694.101298 = -160161.130671 nChanged 108 SP:Iteration 6Q (4508.628063 sec): 3 clusters Score: Raw -161916.120346 + Penalty 1694.101298 = -160222.019048 nChanged 89 SP:Iteration 7Q (4508.745609 sec): 3 clusters Score: Raw -161967.822362 + Penalty 1694.101298 = -160273.721064 nChanged 79 SP:Iteration 8Q (4508.864539 sec): 3 clusters Score: Raw -162012.342480 + Penalty 1694.101298 = -160318.241182 nChanged 80 SP:Iteration 9Q (4508.985986 sec): 3 clusters Score: Raw -162047.428716 + Penalty 1694.101298 = -160353.327418 nChanged 62 SP:Iteration 10Q (4509.086176 sec): 3 clusters Score: Raw -162069.714368 + Penalty 1694.101298 = -160375.613069 nChanged 60 SP:Iteration 11Q (4509.211289 sec): 3 clusters Score: Raw -162090.090646 + Penalty 1694.101298 = -160395.989347 nChanged 42 SP:Iteration 12Q (4509.326750 sec): 3 clusters Score: Raw -162107.163096 + Penalty 1694.101298 = -160413.061797 nChanged 61 SP:Iteration 13Q (4509.441304 sec): 3 clusters Score: Raw -162132.631733 + Penalty 1694.101298 = -160438.530435 nChanged 63 SP:Iteration 14Q (4509.554835 sec): 3 clusters Score: Raw -162158.078025 + Penalty 1694.101298 = -160463.976726 nChanged 58 SP:Iteration 15Q (4509.694301 sec): 3 clusters Score: Raw -162182.540923 + Penalty 1694.101298 = -160488.439624 nChanged 62 SP:Iteration 16Q (4509.821272 sec): 3 clusters Score: Raw -162207.839240 + Penalty 1694.101298 = -160513.737942 nChanged 59 SP:Iteration 17Q (4509.963874 sec): 3 clusters Score: Raw -162234.595292 + Penalty 1694.101298 = -160540.493994 nChanged 63 SP:Iteration 18Q (4510.063354 sec): 3 clusters Score: Raw -162263.236586 + Penalty 1694.101298 = -160569.135287 nChanged 72 SP:Iteration 19Q (4510.195827 sec): 3 clusters Score: Raw -162296.845471 + Penalty 1694.101298 = -160602.744172 nChanged 65 SP:Iteration 20F (4510.286829 sec): 3 clusters Score: Raw -162321.129741 + Penalty 1694.101298 = -160627.028442 nChanged 46 SP:Iteration 21Q (4510.401155 sec): 3 clusters Score: Raw -162343.336488 + Penalty 1694.101298 = -160649.235190 nChanged 37 SP:Iteration 22Q (4510.504525 sec): 3 clusters Score: Raw -162362.668593 + Penalty 1694.101298 = -160668.567294 nChanged 40 SP:Iteration 23Q (4510.625266 sec): 3 clusters Score: Raw -162384.089067 + Penalty 1694.101298 = -160689.987769 nChanged 48 SP:Iteration 24Q (4510.716015 sec): 3 clusters Score: Raw -162422.205483 + Penalty 1694.101298 = -160728.104185 nChanged 45 SP:Iteration 25Q (4510.836421 sec): 3 clusters Score: Raw -162457.178511 + Penalty 1694.101298 = -160763.077213 nChanged 46 SP:Iteration 26Q (4510.948534 sec): 3 clusters Score: Raw -162501.388495 + Penalty 1694.101298 = -160807.287196 nChanged 54 SP:Iteration 27Q (4511.082792 sec): 3 clusters Score: Raw -162540.732204 + Penalty 1694.101298 = -160846.630905 nChanged 38 SP:Iteration 28Q (4511.198920 sec): 3 clusters Score: Raw -162566.524276 + Penalty 1694.101298 = -160872.422978 nChanged 31 SP:Iteration 29Q (4511.292105 sec): 3 clusters Score: Raw -162584.378601 + Penalty 1694.101298 = -160890.277303 nChanged 22 SP:Iteration 30Q (4511.429810 sec): 3 clusters Score: Raw -162594.919581 + Penalty 1694.101298 = -160900.818282 nChanged 18 SP:Iteration 31Q (4511.512096 sec): 3 clusters Score: Raw -162606.835591 + Penalty 1694.101298 = -160912.734292 nChanged 24 SP:Iteration 32Q (4511.640060 sec): 3 clusters Score: Raw -162616.811379 + Penalty 1694.101298 = -160922.710080 nChanged 14 SP:Iteration 33Q (4511.764141 sec): 3 clusters Score: Raw -162623.376030 + Penalty 1694.101298 = -160929.274731 nChanged 9 SP:Iteration 34Q (4511.879690 sec): 3 clusters Score: Raw -162626.087665 + Penalty 1694.101298 = -160931.986367 nChanged 10 SP:Iteration 35Q (4511.997986 sec): 3 clusters Score: Raw -162630.154333 + Penalty 1694.101298 = -160936.053035 nChanged 6 SP:Iteration 36Q (4512.124168 sec): 3 clusters Score: Raw -162631.872157 + Penalty 1694.101298 = -160937.770859 nChanged 5 SP:Iteration 37Q (4512.239520 sec): 3 clusters Score: Raw -162633.681466 + Penalty 1694.101298 = -160939.580167 nChanged 9 SP:Iteration 38Q (4512.377529 sec): 3 clusters Score: Raw -162636.459451 + Penalty 1694.101298 = -160942.358153 nChanged 6 SP:Iteration 39Q (4512.478640 sec): 3 clusters Score: Raw -162638.527361 + Penalty 1694.101298 = -160944.426063 nChanged 4 SP:Iteration 40F (4512.634146 sec): 3 clusters Score: Raw -162639.337485 + Penalty 1694.101298 = -160945.236186 nChanged 2 SP:Iteration 41Q (4512.768796 sec): 3 clusters Score: Raw -162639.742638 + Penalty 1694.101298 = -160945.641340 nChanged 2 SP:Iteration 42Q (4512.887889 sec): 3 clusters Score: Raw -162640.739653 + Penalty 1694.101298 = -160946.638355 nChanged 0 SP:Iteration 43F (4512.996991 sec): 3 clusters Score: Raw -162640.739653 + Penalty 1694.101298 = -160946.638355 nChanged 0 Trying to split cluster 10 (1654 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4513.064855 sec): 2 clusters Score: Raw -93566.701626 + Penalty 778.149947 = -92788.551679 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4513.189301 sec): 3 clusters Score: Raw -92810.041437 + Penalty 1556.299894 = -91253.741543 nChanged 598 SP:Iteration 1F (4513.296144 sec): 3 clusters Score: Raw -93179.084847 + Penalty 1556.299894 = -91622.784953 nChanged 140 SP:Iteration 2F (4513.400384 sec): 3 clusters Score: Raw -93286.267933 + Penalty 1556.299894 = -91729.968039 nChanged 127 SP:Iteration 3F (4513.495835 sec): 3 clusters Score: Raw -93372.652349 + Penalty 1556.299894 = -91816.352455 nChanged 79 SP:Iteration 4Q (4513.657189 sec): 3 clusters Score: Raw -93441.787271 + Penalty 1556.299894 = -91885.487377 nChanged 55 SP:Iteration 5Q (4513.797808 sec): 3 clusters Score: Raw -93494.151464 + Penalty 1556.299894 = -91937.851570 nChanged 46 SP:Iteration 6Q (4513.892746 sec): 3 clusters Score: Raw -93521.827205 + Penalty 1556.299894 = -91965.527311 nChanged 39 SP:Iteration 7Q (4514.034496 sec): 3 clusters Score: Raw -93547.391349 + Penalty 1556.299894 = -91991.091455 nChanged 37 SP:Iteration 8Q (4514.135599 sec): 3 clusters Score: Raw -93572.813063 + Penalty 1556.299894 = -92016.513169 nChanged 38 SP:Iteration 9Q (4514.295577 sec): 3 clusters Score: Raw -93595.592340 + Penalty 1556.299894 = -92039.292446 nChanged 35 SP:Iteration 10Q (4514.394213 sec): 3 clusters Score: Raw -93615.855402 + Penalty 1556.299894 = -92059.555508 nChanged 36 SP:Iteration 11Q (4514.518145 sec): 3 clusters Score: Raw -93635.253763 + Penalty 1556.299894 = -92078.953869 nChanged 26 SP:Iteration 12Q (4514.619823 sec): 3 clusters Score: Raw -93651.553940 + Penalty 1556.299894 = -92095.254046 nChanged 24 SP:Iteration 13Q (4514.744263 sec): 3 clusters Score: Raw -93667.223511 + Penalty 1556.299894 = -92110.923617 nChanged 33 SP:Iteration 14Q (4514.872258 sec): 3 clusters Score: Raw -93696.069843 + Penalty 1556.299894 = -92139.769949 nChanged 27 SP:Iteration 15Q (4514.976608 sec): 3 clusters Score: Raw -93727.666378 + Penalty 1556.299894 = -92171.366484 nChanged 37 SP:Iteration 16Q (4515.085671 sec): 3 clusters Score: Raw -93773.622199 + Penalty 1556.299894 = -92217.322305 nChanged 40 SP:Iteration 17Q (4515.204719 sec): 3 clusters Score: Raw -93797.172601 + Penalty 1556.299894 = -92240.872707 nChanged 23 SP:Iteration 18Q (4515.290091 sec): 3 clusters Score: Raw -93814.936241 + Penalty 1556.299894 = -92258.636347 nChanged 19 SP:Iteration 19Q (4515.415562 sec): 3 clusters Score: Raw -93828.460220 + Penalty 1556.299894 = -92272.160326 nChanged 14 SP:Iteration 20F (4515.562005 sec): 3 clusters Score: Raw -93836.696975 + Penalty 1556.299894 = -92280.397082 nChanged 6 SP:Iteration 21Q (4515.678961 sec): 3 clusters Score: Raw -93839.211980 + Penalty 1556.299894 = -92282.912086 nChanged 6 SP:Iteration 22Q (4515.787206 sec): 3 clusters Score: Raw -93841.694562 + Penalty 1556.299894 = -92285.394668 nChanged 4 SP:Iteration 23Q (4515.937099 sec): 3 clusters Score: Raw -93842.675864 + Penalty 1556.299894 = -92286.375970 nChanged 5 SP:Iteration 24Q (4516.060636 sec): 3 clusters Score: Raw -93843.781851 + Penalty 1556.299894 = -92287.481958 nChanged 4 SP:Iteration 25Q (4516.150991 sec): 3 clusters Score: Raw -93845.182282 + Penalty 1556.299894 = -92288.882388 nChanged 1 SP:Iteration 26Q (4516.230161 sec): 3 clusters Score: Raw -93845.420314 + Penalty 1556.299894 = -92289.120420 nChanged 0 SP:Iteration 27F (4516.333423 sec): 3 clusters Score: Raw -93845.420314 + Penalty 1556.299894 = -92289.120420 nChanged 0 Trying to split cluster 11 (3146 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4516.394262 sec): 2 clusters Score: Raw -185841.378790 + Penalty 845.658144 = -184995.720647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4516.509872 sec): 3 clusters Score: Raw -184186.948390 + Penalty 1691.316288 = -182495.632103 nChanged 1278 SP:Iteration 1F (4516.650513 sec): 3 clusters Score: Raw -184965.196892 + Penalty 1691.316288 = -183273.880604 nChanged 271 SP:Iteration 2F (4516.761614 sec): 3 clusters Score: Raw -185142.282017 + Penalty 1691.316288 = -183450.965730 nChanged 201 SP:Iteration 3F (4516.898507 sec): 3 clusters Score: Raw -185278.545660 + Penalty 1691.316288 = -183587.229373 nChanged 172 SP:Iteration 4F (4517.015558 sec): 3 clusters Score: Raw -185391.196159 + Penalty 1691.316288 = -183699.879872 nChanged 153 SP:Iteration 5Q (4517.123033 sec): 3 clusters Score: Raw -185490.136619 + Penalty 1691.316288 = -183798.820331 nChanged 130 SP:Iteration 6Q (4517.226822 sec): 3 clusters Score: Raw -185584.960459 + Penalty 1691.316288 = -183893.644171 nChanged 109 SP:Iteration 7Q (4517.353951 sec): 3 clusters Score: Raw -185657.899103 + Penalty 1691.316288 = -183966.582815 nChanged 100 SP:Iteration 8Q (4517.493814 sec): 3 clusters Score: Raw -185718.674733 + Penalty 1691.316288 = -184027.358445 nChanged 78 SP:Iteration 9Q (4517.608195 sec): 3 clusters Score: Raw -185763.596613 + Penalty 1691.316288 = -184072.280325 nChanged 69 SP:Iteration 10Q (4517.718662 sec): 3 clusters Score: Raw -185801.666732 + Penalty 1691.316288 = -184110.350445 nChanged 69 SP:Iteration 11Q (4517.826025 sec): 3 clusters Score: Raw -185838.325055 + Penalty 1691.316288 = -184147.008767 nChanged 70 SP:Iteration 12Q (4517.943499 sec): 3 clusters Score: Raw -185872.416098 + Penalty 1691.316288 = -184181.099810 nChanged 63 SP:Iteration 13Q (4518.026146 sec): 3 clusters Score: Raw -185908.749162 + Penalty 1691.316288 = -184217.432874 nChanged 61 SP:Iteration 14Q (4518.137102 sec): 3 clusters Score: Raw -185939.904214 + Penalty 1691.316288 = -184248.587926 nChanged 58 SP:Iteration 15Q (4518.251987 sec): 3 clusters Score: Raw -185983.202541 + Penalty 1691.316288 = -184291.886254 nChanged 66 SP:Iteration 16Q (4518.370431 sec): 3 clusters Score: Raw -186030.944238 + Penalty 1691.316288 = -184339.627951 nChanged 65 SP:Iteration 17Q (4518.474642 sec): 3 clusters Score: Raw -186072.537775 + Penalty 1691.316288 = -184381.221487 nChanged 58 SP:Iteration 18Q (4518.586374 sec): 3 clusters Score: Raw -186106.665048 + Penalty 1691.316288 = -184415.348760 nChanged 41 SP:Iteration 19Q (4518.720761 sec): 3 clusters Score: Raw -186128.616124 + Penalty 1691.316288 = -184437.299837 nChanged 24 SP:Iteration 20F (4518.839741 sec): 3 clusters Score: Raw -186136.705307 + Penalty 1691.316288 = -184445.389019 nChanged 24 SP:Iteration 21Q (4518.973928 sec): 3 clusters Score: Raw -186146.380565 + Penalty 1691.316288 = -184455.064278 nChanged 14 SP:Iteration 22Q (4519.107001 sec): 3 clusters Score: Raw -186151.214297 + Penalty 1691.316288 = -184459.898010 nChanged 14 SP:Iteration 23Q (4519.221851 sec): 3 clusters Score: Raw -186154.818342 + Penalty 1691.316288 = -184463.502054 nChanged 12 SP:Iteration 24Q (4519.348912 sec): 3 clusters Score: Raw -186158.273699 + Penalty 1691.316288 = -184466.957411 nChanged 11 SP:Iteration 25Q (4519.468642 sec): 3 clusters Score: Raw -186161.306746 + Penalty 1691.316288 = -184469.990459 nChanged 8 SP:Iteration 26Q (4519.557309 sec): 3 clusters Score: Raw -186163.948025 + Penalty 1691.316288 = -184472.631737 nChanged 10 SP:Iteration 27Q (4519.713102 sec): 3 clusters Score: Raw -186167.796102 + Penalty 1691.316288 = -184476.479814 nChanged 12 SP:Iteration 28Q (4519.807275 sec): 3 clusters Score: Raw -186171.028240 + Penalty 1691.316288 = -184479.711953 nChanged 16 SP:Iteration 29Q (4519.907641 sec): 3 clusters Score: Raw -186176.898592 + Penalty 1691.316288 = -184485.582304 nChanged 12 SP:Iteration 30Q (4520.028223 sec): 3 clusters Score: Raw -186180.986222 + Penalty 1691.316288 = -184489.669934 nChanged 10 SP:Iteration 31Q (4520.152354 sec): 3 clusters Score: Raw -186184.330206 + Penalty 1691.316288 = -184493.013918 nChanged 7 SP:Iteration 32Q (4520.254375 sec): 3 clusters Score: Raw -186186.774145 + Penalty 1691.316288 = -184495.457858 nChanged 3 SP:Iteration 33Q (4520.361212 sec): 3 clusters Score: Raw -186187.760645 + Penalty 1691.316288 = -184496.444358 nChanged 3 SP:Iteration 34Q (4520.501744 sec): 3 clusters Score: Raw -186188.472586 + Penalty 1691.316288 = -184497.156298 nChanged 3 SP:Iteration 35Q (4520.616561 sec): 3 clusters Score: Raw -186188.796551 + Penalty 1691.316288 = -184497.480264 nChanged 2 SP:Iteration 36Q (4520.762440 sec): 3 clusters Score: Raw -186188.974075 + Penalty 1691.316288 = -184497.657787 nChanged 1 SP:Iteration 37Q (4520.845792 sec): 3 clusters Score: Raw -186189.160811 + Penalty 1691.316288 = -184497.844523 nChanged 3 SP:Iteration 38Q (4520.952032 sec): 3 clusters Score: Raw -186190.931494 + Penalty 1691.316288 = -184499.615206 nChanged 9 SP:Iteration 39Q (4521.083679 sec): 3 clusters Score: Raw -186195.073779 + Penalty 1691.316288 = -184503.757492 nChanged 10 SP:Iteration 40F (4521.193594 sec): 3 clusters Score: Raw -186197.902075 + Penalty 1691.316288 = -184506.585787 nChanged 12 SP:Iteration 41Q (4521.308258 sec): 3 clusters Score: Raw -186201.180104 + Penalty 1691.316288 = -184509.863816 nChanged 5 SP:Iteration 42Q (4521.451026 sec): 3 clusters Score: Raw -186202.375412 + Penalty 1691.316288 = -184511.059124 nChanged 8 SP:Iteration 43Q (4521.583144 sec): 3 clusters Score: Raw -186204.316250 + Penalty 1691.316288 = -184512.999963 nChanged 8 SP:Iteration 44Q (4521.687928 sec): 3 clusters Score: Raw -186206.565433 + Penalty 1691.316288 = -184515.249146 nChanged 6 SP:Iteration 45Q (4521.808930 sec): 3 clusters Score: Raw -186207.128489 + Penalty 1691.316288 = -184515.812201 nChanged 3 SP:Iteration 46Q (4521.931578 sec): 3 clusters Score: Raw -186208.387964 + Penalty 1691.316288 = -184517.071676 nChanged 6 SP:Iteration 47Q (4522.055475 sec): 3 clusters Score: Raw -186209.499487 + Penalty 1691.316288 = -184518.183199 nChanged 3 SP:Iteration 48Q (4522.134194 sec): 3 clusters Score: Raw -186210.233326 + Penalty 1691.316288 = -184518.917038 nChanged 3 SP:Iteration 49Q (4522.254699 sec): 3 clusters Score: Raw -186212.267913 + Penalty 1691.316288 = -184520.951625 nChanged 4 SP:Iteration 50Q (4522.360542 sec): 3 clusters Score: Raw -186213.429540 + Penalty 1691.316288 = -184522.113253 nChanged 4 SP:Iteration 51Q (4522.499008 sec): 3 clusters Score: Raw -186214.667932 + Penalty 1691.316288 = -184523.351644 nChanged 3 SP:Iteration 52Q (4522.638261 sec): 3 clusters Score: Raw -186215.107218 + Penalty 1691.316288 = -184523.790931 nChanged 1 SP:Iteration 53Q (4522.757855 sec): 3 clusters Score: Raw -186215.909486 + Penalty 1691.316288 = -184524.593199 nChanged 4 SP:Iteration 54Q (4522.871112 sec): 3 clusters Score: Raw -186217.617241 + Penalty 1691.316288 = -184526.300954 nChanged 6 SP:Iteration 55Q (4522.998563 sec): 3 clusters Score: Raw -186219.384993 + Penalty 1691.316288 = -184528.068706 nChanged 3 SP:Iteration 56Q (4523.124465 sec): 3 clusters Score: Raw -186220.043314 + Penalty 1691.316288 = -184528.727027 nChanged 1 SP:Iteration 57Q (4523.257853 sec): 3 clusters Score: Raw -186220.277238 + Penalty 1691.316288 = -184528.960951 nChanged 3 SP:Iteration 58Q (4523.371270 sec): 3 clusters Score: Raw -186221.329615 + Penalty 1691.316288 = -184530.013328 nChanged 2 SP:Iteration 59Q (4523.475931 sec): 3 clusters Score: Raw -186221.751100 + Penalty 1691.316288 = -184530.434813 nChanged 2 SP:Iteration 60F (4523.609374 sec): 3 clusters Score: Raw -186222.712031 + Penalty 1691.316288 = -184531.395743 nChanged 6 SP:Iteration 61Q (4523.722128 sec): 3 clusters Score: Raw -186224.713242 + Penalty 1691.316288 = -184533.396955 nChanged 6 SP:Iteration 62Q (4523.810063 sec): 3 clusters Score: Raw -186226.463518 + Penalty 1691.316288 = -184535.147230 nChanged 8 SP:Iteration 63Q (4523.922614 sec): 3 clusters Score: Raw -186228.578006 + Penalty 1691.316288 = -184537.261719 nChanged 4 SP:Iteration 64Q (4524.012856 sec): 3 clusters Score: Raw -186229.267440 + Penalty 1691.316288 = -184537.951152 nChanged 2 SP:Iteration 65Q (4524.126240 sec): 3 clusters Score: Raw -186229.874732 + Penalty 1691.316288 = -184538.558445 nChanged 4 SP:Iteration 66Q (4524.226569 sec): 3 clusters Score: Raw -186230.746576 + Penalty 1691.316288 = -184539.430288 nChanged 3 SP:Iteration 67Q (4524.325839 sec): 3 clusters Score: Raw -186231.124568 + Penalty 1691.316288 = -184539.808280 nChanged 1 SP:Iteration 68Q (4524.438278 sec): 3 clusters Score: Raw -186231.284692 + Penalty 1691.316288 = -184539.968404 nChanged 2 SP:Iteration 69Q (4524.535448 sec): 3 clusters Score: Raw -186231.857018 + Penalty 1691.316288 = -184540.540731 nChanged 5 SP:Iteration 70Q (4524.627777 sec): 3 clusters Score: Raw -186233.501272 + Penalty 1691.316288 = -184542.184984 nChanged 5 SP:Iteration 71Q (4524.727043 sec): 3 clusters Score: Raw -186236.802323 + Penalty 1691.316288 = -184545.486036 nChanged 8 SP:Iteration 72Q (4524.829112 sec): 3 clusters Score: Raw -186239.124305 + Penalty 1691.316288 = -184547.808017 nChanged 9 SP:Iteration 73Q (4524.935181 sec): 3 clusters Score: Raw -186241.062545 + Penalty 1691.316288 = -184549.746258 nChanged 2 SP:Iteration 74Q (4525.068634 sec): 3 clusters Score: Raw -186241.830803 + Penalty 1691.316288 = -184550.514515 nChanged 4 SP:Iteration 75Q (4525.204024 sec): 3 clusters Score: Raw -186242.365812 + Penalty 1691.316288 = -184551.049524 nChanged 2 SP:Iteration 76Q (4525.299278 sec): 3 clusters Score: Raw -186243.304442 + Penalty 1691.316288 = -184551.988155 nChanged 3 SP:Iteration 77Q (4525.419824 sec): 3 clusters Score: Raw -186244.416583 + Penalty 1691.316288 = -184553.100295 nChanged 2 SP:Iteration 78Q (4525.559456 sec): 3 clusters Score: Raw -186244.816067 + Penalty 1691.316288 = -184553.499780 nChanged 0 SP:Iteration 79F (4525.682459 sec): 3 clusters Score: Raw -186244.816067 + Penalty 1691.316288 = -184553.499780 nChanged 0 Trying to split cluster 12 (578 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4525.754635 sec): 2 clusters Score: Raw -24804.365171 + Penalty 667.755256 = -24136.609915 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4525.867370 sec): 3 clusters Score: Raw -24654.812874 + Penalty 1335.510512 = -23319.302362 nChanged 169 SP:Iteration 1F (4526.003078 sec): 3 clusters Score: Raw -24857.410293 + Penalty 1335.510512 = -23521.899781 nChanged 49 SP:Iteration 2F (4526.130674 sec): 3 clusters Score: Raw -24921.523955 + Penalty 1335.510512 = -23586.013443 nChanged 32 SP:Iteration 3F (4526.215625 sec): 3 clusters Score: Raw -24960.135456 + Penalty 1335.510512 = -23624.624944 nChanged 20 SP:Iteration 4Q (4526.329672 sec): 3 clusters Score: Raw -24984.439693 + Penalty 1335.510512 = -23648.929181 nChanged 17 SP:Iteration 5Q (4526.446083 sec): 3 clusters Score: Raw -25010.706975 + Penalty 1335.510512 = -23675.196462 nChanged 8 SP:Iteration 6Q (4526.570027 sec): 3 clusters Score: Raw -25021.548866 + Penalty 1335.510512 = -23686.038354 nChanged 7 SP:Iteration 7Q (4526.671735 sec): 3 clusters Score: Raw -25028.820827 + Penalty 1335.510512 = -23693.310314 nChanged 7 SP:Iteration 8Q (4526.780182 sec): 3 clusters Score: Raw -25040.010801 + Penalty 1335.510512 = -23704.500289 nChanged 8 SP:Iteration 9Q (4526.892003 sec): 3 clusters Score: Raw -25047.243045 + Penalty 1335.510512 = -23711.732533 nChanged 3 SP:Iteration 10Q (4527.027784 sec): 3 clusters Score: Raw -25052.345544 + Penalty 1335.510512 = -23716.835031 nChanged 6 SP:Iteration 11Q (4527.111260 sec): 3 clusters Score: Raw -25061.154317 + Penalty 1335.510512 = -23725.643805 nChanged 8 SP:Iteration 12Q (4527.217358 sec): 3 clusters Score: Raw -25070.467546 + Penalty 1335.510512 = -23734.957033 nChanged 7 SP:Iteration 13Q (4527.314271 sec): 3 clusters Score: Raw -25076.754762 + Penalty 1335.510512 = -23741.244249 nChanged 3 SP:Iteration 14Q (4527.426899 sec): 3 clusters Score: Raw -25079.485467 + Penalty 1335.510512 = -23743.974954 nChanged 2 SP:Iteration 15Q (4527.517727 sec): 3 clusters Score: Raw -25083.457661 + Penalty 1335.510512 = -23747.947148 nChanged 3 SP:Iteration 16Q (4527.601786 sec): 3 clusters Score: Raw -25086.494625 + Penalty 1335.510512 = -23750.984113 nChanged 2 SP:Iteration 17Q (4527.725522 sec): 3 clusters Score: Raw -25088.067984 + Penalty 1335.510512 = -23752.557471 nChanged 1 SP:Iteration 18Q (4527.836988 sec): 3 clusters Score: Raw -25090.397895 + Penalty 1335.510512 = -23754.887383 nChanged 1 SP:Iteration 19Q (4527.944367 sec): 3 clusters Score: Raw -25091.024194 + Penalty 1335.510512 = -23755.513682 nChanged 0 SP:Iteration 20F (4528.057662 sec): 3 clusters Score: Raw -25091.024194 + Penalty 1335.510512 = -23755.513682 nChanged 0 Trying to split cluster 13 (1741 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4528.136025 sec): 2 clusters Score: Raw -81552.112254 + Penalty 783.532569 = -80768.579685 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4528.245254 sec): 3 clusters Score: Raw -80809.233692 + Penalty 1567.065137 = -79242.168555 nChanged 623 SP:Iteration 1F (4528.354131 sec): 3 clusters Score: Raw -81381.646968 + Penalty 1567.065137 = -79814.581831 nChanged 177 SP:Iteration 2F (4528.502666 sec): 3 clusters Score: Raw -81540.541781 + Penalty 1567.065137 = -79973.476644 nChanged 95 SP:Iteration 3F (4528.606937 sec): 3 clusters Score: Raw -81619.543361 + Penalty 1567.065137 = -80052.478223 nChanged 72 SP:Iteration 4Q (4528.702686 sec): 3 clusters Score: Raw -81678.739029 + Penalty 1567.065137 = -80111.673892 nChanged 60 SP:Iteration 5Q (4528.841216 sec): 3 clusters Score: Raw -81738.604902 + Penalty 1567.065137 = -80171.539765 nChanged 51 SP:Iteration 6Q (4528.953556 sec): 3 clusters Score: Raw -81778.155011 + Penalty 1567.065137 = -80211.089873 nChanged 39 SP:Iteration 7Q (4529.060864 sec): 3 clusters Score: Raw -81798.617476 + Penalty 1567.065137 = -80231.552338 nChanged 29 SP:Iteration 8Q (4529.190133 sec): 3 clusters Score: Raw -81820.121937 + Penalty 1567.065137 = -80253.056799 nChanged 31 SP:Iteration 9Q (4529.275625 sec): 3 clusters Score: Raw -81842.110487 + Penalty 1567.065137 = -80275.045350 nChanged 24 SP:Iteration 10Q (4529.404992 sec): 3 clusters Score: Raw -81859.877201 + Penalty 1567.065137 = -80292.812064 nChanged 24 SP:Iteration 11Q (4529.517743 sec): 3 clusters Score: Raw -81879.436296 + Penalty 1567.065137 = -80312.371159 nChanged 22 SP:Iteration 12Q (4529.639926 sec): 3 clusters Score: Raw -81896.324036 + Penalty 1567.065137 = -80329.258899 nChanged 26 SP:Iteration 13Q (4529.750154 sec): 3 clusters Score: Raw -81925.774174 + Penalty 1567.065137 = -80358.709036 nChanged 38 SP:Iteration 14Q (4529.870963 sec): 3 clusters Score: Raw -81973.414820 + Penalty 1567.065137 = -80406.349683 nChanged 40 SP:Iteration 15Q (4529.960181 sec): 3 clusters Score: Raw -82016.465570 + Penalty 1567.065137 = -80449.400432 nChanged 37 SP:Iteration 16Q (4530.091919 sec): 3 clusters Score: Raw -82059.983540 + Penalty 1567.065137 = -80492.918403 nChanged 33 SP:Iteration 17Q (4530.223029 sec): 3 clusters Score: Raw -82089.828954 + Penalty 1567.065137 = -80522.763817 nChanged 27 SP:Iteration 18Q (4530.325214 sec): 3 clusters Score: Raw -82113.361228 + Penalty 1567.065137 = -80546.296091 nChanged 32 SP:Iteration 19Q (4530.440547 sec): 3 clusters Score: Raw -82140.179799 + Penalty 1567.065137 = -80573.114662 nChanged 25 SP:Iteration 20F (4530.539862 sec): 3 clusters Score: Raw -82160.934334 + Penalty 1567.065137 = -80593.869197 nChanged 17 SP:Iteration 21Q (4530.668086 sec): 3 clusters Score: Raw -82175.530954 + Penalty 1567.065137 = -80608.465816 nChanged 12 SP:Iteration 22Q (4530.760149 sec): 3 clusters Score: Raw -82182.611497 + Penalty 1567.065137 = -80615.546359 nChanged 12 SP:Iteration 23Q (4530.914429 sec): 3 clusters Score: Raw -82188.270190 + Penalty 1567.065137 = -80621.205053 nChanged 4 SP:Iteration 24Q (4531.012345 sec): 3 clusters Score: Raw -82190.259204 + Penalty 1567.065137 = -80623.194066 nChanged 2 SP:Iteration 25Q (4531.141786 sec): 3 clusters Score: Raw -82190.850297 + Penalty 1567.065137 = -80623.785159 nChanged 3 SP:Iteration 26Q (4531.262281 sec): 3 clusters Score: Raw -82191.848940 + Penalty 1567.065137 = -80624.783802 nChanged 2 SP:Iteration 27Q (4531.362845 sec): 3 clusters Score: Raw -82192.320304 + Penalty 1567.065137 = -80625.255166 nChanged 0 SP:Iteration 28F (4531.514961 sec): 3 clusters Score: Raw -82192.320304 + Penalty 1567.065137 = -80625.255166 nChanged 0 Trying to split cluster 14 (18089 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4531.616814 sec): 2 clusters Score: Raw -1077695.892129 + Penalty 1029.321226 = -1076666.570903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4531.768745 sec): 3 clusters Score: Raw -1066680.855210 + Penalty 2058.642453 = -1064622.212757 nChanged 8286 SP:Iteration 1F (4531.888973 sec): 3 clusters Score: Raw -1071580.097670 + Penalty 2058.642453 = -1069521.455218 nChanged 1059 SP:Iteration 2F (4532.027784 sec): 3 clusters Score: Raw -1072067.426347 + Penalty 2058.642453 = -1070008.783895 nChanged 1028 SP:Iteration 3F (4532.195968 sec): 3 clusters Score: Raw -1072519.729743 + Penalty 2058.642453 = -1070461.087290 nChanged 894 SP:Iteration 4Q (4532.338946 sec): 3 clusters Score: Raw -1072936.183951 + Penalty 2058.642453 = -1070877.541498 nChanged 876 SP:Iteration 5Q (4532.474896 sec): 3 clusters Score: Raw -1073351.391355 + Penalty 2058.642453 = -1071292.748902 nChanged 854 SP:Iteration 6Q (4532.613802 sec): 3 clusters Score: Raw -1073800.813884 + Penalty 2058.642453 = -1071742.171432 nChanged 861 SP:Iteration 7Q (4532.762430 sec): 3 clusters Score: Raw -1074349.163492 + Penalty 2058.642453 = -1072290.521040 nChanged 878 SP:Iteration 8Q (4532.905923 sec): 3 clusters Score: Raw -1074999.073836 + Penalty 2058.642453 = -1072940.431384 nChanged 865 SP:Iteration 9Q (4533.045047 sec): 3 clusters Score: Raw -1075692.344456 + Penalty 2058.642453 = -1073633.702003 nChanged 814 SP:Iteration 10Q (4533.192385 sec): 3 clusters Score: Raw -1076393.942531 + Penalty 2058.642453 = -1074335.300079 nChanged 767 SP:Iteration 11Q (4533.325256 sec): 3 clusters Score: Raw -1077147.278000 + Penalty 2058.642453 = -1075088.635547 nChanged 698 SP:Iteration 12Q (4533.472562 sec): 3 clusters Score: Raw -1077979.336511 + Penalty 2058.642453 = -1075920.694059 nChanged 670 SP:Iteration 13Q (4533.582607 sec): 3 clusters Score: Raw -1078893.902029 + Penalty 2058.642453 = -1076835.259577 nChanged 582 SP:Iteration 14Q (4533.721904 sec): 3 clusters Score: Raw -1079671.732407 + Penalty 2058.642453 = -1077613.089954 nChanged 436 SP:Iteration 15Q (4533.885522 sec): 3 clusters Score: Raw -1080128.163294 + Penalty 2058.642453 = -1078069.520841 nChanged 259 SP:Iteration 16Q (4533.997854 sec): 3 clusters Score: Raw -1080312.424329 + Penalty 2058.642453 = -1078253.781876 nChanged 178 SP:Iteration 17Q (4534.149641 sec): 3 clusters Score: Raw -1080406.460287 + Penalty 2058.642453 = -1078347.817835 nChanged 101 SP:Iteration 18Q (4534.287329 sec): 3 clusters Score: Raw -1080443.484715 + Penalty 2058.642453 = -1078384.842262 nChanged 77 SP:Iteration 19Q (4534.397419 sec): 3 clusters Score: Raw -1080463.672013 + Penalty 2058.642453 = -1078405.029561 nChanged 52 SP:Iteration 20F (4534.544403 sec): 3 clusters Score: Raw -1080472.499494 + Penalty 2058.642453 = -1078413.857042 nChanged 33 SP:Iteration 21Q (4534.712462 sec): 3 clusters Score: Raw -1080476.165919 + Penalty 2058.642453 = -1078417.523466 nChanged 18 SP:Iteration 22Q (4534.846282 sec): 3 clusters Score: Raw -1080477.576285 + Penalty 2058.642453 = -1078418.933832 nChanged 22 SP:Iteration 23Q (4535.000457 sec): 3 clusters Score: Raw -1080479.344732 + Penalty 2058.642453 = -1078420.702280 nChanged 12 SP:Iteration 24Q (4535.148541 sec): 3 clusters Score: Raw -1080480.217533 + Penalty 2058.642453 = -1078421.575080 nChanged 11 SP:Iteration 25Q (4535.297010 sec): 3 clusters Score: Raw -1080481.244853 + Penalty 2058.642453 = -1078422.602400 nChanged 12 SP:Iteration 26Q (4535.405726 sec): 3 clusters Score: Raw -1080482.178660 + Penalty 2058.642453 = -1078423.536208 nChanged 9 SP:Iteration 27Q (4535.545110 sec): 3 clusters Score: Raw -1080482.883987 + Penalty 2058.642453 = -1078424.241534 nChanged 6 SP:Iteration 28Q (4535.695361 sec): 3 clusters Score: Raw -1080483.285811 + Penalty 2058.642453 = -1078424.643359 nChanged 4 SP:Iteration 29Q (4535.829126 sec): 3 clusters Score: Raw -1080483.470214 + Penalty 2058.642453 = -1078424.827762 nChanged 0 SP:Iteration 30F (4535.969501 sec): 3 clusters Score: Raw -1080483.470214 + Penalty 2058.642453 = -1078424.827762 nChanged 0 Score: Raw -4231124.777166 + Penalty 27202.534966 = -4203922.242200 Splitting cluster 14 changes total score from -4202314.792078 to -4203922.242200 So it's getting split into cluster 23. Trying to split cluster 15 (915 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4538.482877 sec): 2 clusters Score: Raw -40543.380314 + Penalty 715.987027 = -39827.393287 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4538.591203 sec): 3 clusters Score: Raw -40210.191844 + Penalty 1431.974054 = -38778.217790 nChanged 301 SP:Iteration 1F (4538.682484 sec): 3 clusters Score: Raw -40449.904197 + Penalty 1431.974054 = -39017.930144 nChanged 70 SP:Iteration 2F (4538.809961 sec): 3 clusters Score: Raw -40531.838513 + Penalty 1431.974054 = -39099.864459 nChanged 57 SP:Iteration 3F (4538.934677 sec): 3 clusters Score: Raw -40603.291077 + Penalty 1431.974054 = -39171.317023 nChanged 52 SP:Iteration 4F (4539.039012 sec): 3 clusters Score: Raw -40672.637045 + Penalty 1431.974054 = -39240.662991 nChanged 38 SP:Iteration 5Q (4539.156494 sec): 3 clusters Score: Raw -40710.435716 + Penalty 1431.974054 = -39278.461663 nChanged 30 SP:Iteration 6Q (4539.263704 sec): 3 clusters Score: Raw -40745.750905 + Penalty 1431.974054 = -39313.776852 nChanged 19 SP:Iteration 7Q (4539.373972 sec): 3 clusters Score: Raw -40767.369700 + Penalty 1431.974054 = -39335.395646 nChanged 27 SP:Iteration 8Q (4539.489424 sec): 3 clusters Score: Raw -40798.951974 + Penalty 1431.974054 = -39366.977921 nChanged 16 SP:Iteration 9Q (4539.609146 sec): 3 clusters Score: Raw -40819.495941 + Penalty 1431.974054 = -39387.521887 nChanged 19 SP:Iteration 10Q (4539.718424 sec): 3 clusters Score: Raw -40845.748778 + Penalty 1431.974054 = -39413.774724 nChanged 18 SP:Iteration 11Q (4539.808063 sec): 3 clusters Score: Raw -40870.951306 + Penalty 1431.974054 = -39438.977253 nChanged 14 SP:Iteration 12Q (4539.931979 sec): 3 clusters Score: Raw -40895.040492 + Penalty 1431.974054 = -39463.066438 nChanged 10 SP:Iteration 13Q (4540.020339 sec): 3 clusters Score: Raw -40911.598917 + Penalty 1431.974054 = -39479.624863 nChanged 11 SP:Iteration 14Q (4540.142308 sec): 3 clusters Score: Raw -40922.898213 + Penalty 1431.974054 = -39490.924159 nChanged 10 SP:Iteration 15Q (4540.261269 sec): 3 clusters Score: Raw -40936.210864 + Penalty 1431.974054 = -39504.236810 nChanged 7 SP:Iteration 16Q (4540.385466 sec): 3 clusters Score: Raw -40939.740131 + Penalty 1431.974054 = -39507.766077 nChanged 2 SP:Iteration 17Q (4540.479965 sec): 3 clusters Score: Raw -40942.187660 + Penalty 1431.974054 = -39510.213607 nChanged 3 SP:Iteration 18Q (4540.616813 sec): 3 clusters Score: Raw -40944.766389 + Penalty 1431.974054 = -39512.792335 nChanged 5 SP:Iteration 19Q (4540.726314 sec): 3 clusters Score: Raw -40949.400528 + Penalty 1431.974054 = -39517.426474 nChanged 1 SP:Iteration 20F (4540.844578 sec): 3 clusters Score: Raw -40950.669052 + Penalty 1431.974054 = -39518.694998 nChanged 2 SP:Iteration 21Q (4540.969492 sec): 3 clusters Score: Raw -40951.263244 + Penalty 1431.974054 = -39519.289190 nChanged 0 SP:Iteration 22F (4541.073897 sec): 3 clusters Score: Raw -40951.263244 + Penalty 1431.974054 = -39519.289190 nChanged 0 Trying to split cluster 16 (1675 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4541.152823 sec): 2 clusters Score: Raw -85322.462859 + Penalty 779.474687 = -84542.988173 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4541.294688 sec): 3 clusters Score: Raw -84533.587503 + Penalty 1558.949373 = -82974.638130 nChanged 645 SP:Iteration 1F (4541.416956 sec): 3 clusters Score: Raw -85001.408151 + Penalty 1558.949373 = -83442.458777 nChanged 128 SP:Iteration 2F (4541.510064 sec): 3 clusters Score: Raw -85124.577613 + Penalty 1558.949373 = -83565.628239 nChanged 105 SP:Iteration 3F (4541.608736 sec): 3 clusters Score: Raw -85227.703770 + Penalty 1558.949373 = -83668.754397 nChanged 77 SP:Iteration 4Q (4541.728823 sec): 3 clusters Score: Raw -85279.963653 + Penalty 1558.949373 = -83721.014279 nChanged 50 SP:Iteration 5Q (4541.814642 sec): 3 clusters Score: Raw -85310.607249 + Penalty 1558.949373 = -83751.657876 nChanged 42 SP:Iteration 6Q (4541.923473 sec): 3 clusters Score: Raw -85346.123205 + Penalty 1558.949373 = -83787.173831 nChanged 47 SP:Iteration 7Q (4542.046084 sec): 3 clusters Score: Raw -85374.876625 + Penalty 1558.949373 = -83815.927252 nChanged 39 SP:Iteration 8Q (4542.157973 sec): 3 clusters Score: Raw -85396.180433 + Penalty 1558.949373 = -83837.231060 nChanged 27 SP:Iteration 9Q (4542.282677 sec): 3 clusters Score: Raw -85411.651924 + Penalty 1558.949373 = -83852.702551 nChanged 25 SP:Iteration 10Q (4542.379505 sec): 3 clusters Score: Raw -85428.258342 + Penalty 1558.949373 = -83869.308969 nChanged 27 SP:Iteration 11Q (4542.492839 sec): 3 clusters Score: Raw -85443.760789 + Penalty 1558.949373 = -83884.811416 nChanged 22 SP:Iteration 12Q (4542.613567 sec): 3 clusters Score: Raw -85456.530530 + Penalty 1558.949373 = -83897.581157 nChanged 15 SP:Iteration 13Q (4542.715419 sec): 3 clusters Score: Raw -85465.325660 + Penalty 1558.949373 = -83906.376287 nChanged 12 SP:Iteration 14Q (4542.825538 sec): 3 clusters Score: Raw -85471.785706 + Penalty 1558.949373 = -83912.836333 nChanged 13 SP:Iteration 15Q (4542.942257 sec): 3 clusters Score: Raw -85480.389940 + Penalty 1558.949373 = -83921.440567 nChanged 6 SP:Iteration 16Q (4543.045909 sec): 3 clusters Score: Raw -85483.151337 + Penalty 1558.949373 = -83924.201963 nChanged 7 SP:Iteration 17Q (4543.167460 sec): 3 clusters Score: Raw -85486.309487 + Penalty 1558.949373 = -83927.360114 nChanged 6 SP:Iteration 18Q (4543.266173 sec): 3 clusters Score: Raw -85488.906898 + Penalty 1558.949373 = -83929.957524 nChanged 4 SP:Iteration 19Q (4543.362582 sec): 3 clusters Score: Raw -85489.735839 + Penalty 1558.949373 = -83930.786466 nChanged 1 SP:Iteration 20F (4543.496606 sec): 3 clusters Score: Raw -85490.172939 + Penalty 1558.949373 = -83931.223565 nChanged 1 SP:Iteration 21Q (4543.619656 sec): 3 clusters Score: Raw -85490.328669 + Penalty 1558.949373 = -83931.379296 nChanged 1 SP:Iteration 22Q (4543.713818 sec): 3 clusters Score: Raw -85491.897378 + Penalty 1558.949373 = -83932.948005 nChanged 3 SP:Iteration 23Q (4543.855082 sec): 3 clusters Score: Raw -85492.719621 + Penalty 1558.949373 = -83933.770248 nChanged 3 SP:Iteration 24Q (4543.965731 sec): 3 clusters Score: Raw -85494.383780 + Penalty 1558.949373 = -83935.434407 nChanged 7 SP:Iteration 25Q (4544.086062 sec): 3 clusters Score: Raw -85497.739667 + Penalty 1558.949373 = -83938.790293 nChanged 5 SP:Iteration 26Q (4544.187542 sec): 3 clusters Score: Raw -85499.417185 + Penalty 1558.949373 = -83940.467811 nChanged 3 SP:Iteration 27Q (4544.306484 sec): 3 clusters Score: Raw -85501.001001 + Penalty 1558.949373 = -83942.051628 nChanged 3 SP:Iteration 28Q (4544.421451 sec): 3 clusters Score: Raw -85503.692848 + Penalty 1558.949373 = -83944.743475 nChanged 7 SP:Iteration 29Q (4544.514537 sec): 3 clusters Score: Raw -85509.886377 + Penalty 1558.949373 = -83950.937004 nChanged 6 SP:Iteration 30Q (4544.611070 sec): 3 clusters Score: Raw -85512.722968 + Penalty 1558.949373 = -83953.773595 nChanged 5 SP:Iteration 31Q (4544.711597 sec): 3 clusters Score: Raw -85515.523889 + Penalty 1558.949373 = -83956.574515 nChanged 7 SP:Iteration 32Q (4544.832494 sec): 3 clusters Score: Raw -85518.827291 + Penalty 1558.949373 = -83959.877918 nChanged 6 SP:Iteration 33Q (4544.944686 sec): 3 clusters Score: Raw -85521.830903 + Penalty 1558.949373 = -83962.881530 nChanged 5 SP:Iteration 34Q (4545.041217 sec): 3 clusters Score: Raw -85523.891942 + Penalty 1558.949373 = -83964.942569 nChanged 5 SP:Iteration 35Q (4545.143096 sec): 3 clusters Score: Raw -85525.203213 + Penalty 1558.949373 = -83966.253840 nChanged 1 SP:Iteration 36Q (4545.244397 sec): 3 clusters Score: Raw -85525.373569 + Penalty 1558.949373 = -83966.424196 nChanged 0 SP:Iteration 37F (4545.357724 sec): 3 clusters Score: Raw -85525.373569 + Penalty 1558.949373 = -83966.424196 nChanged 0 Trying to split cluster 17 (4159 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4545.429152 sec): 2 clusters Score: Raw -246315.206492 + Penalty 874.968144 = -245440.238348 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4545.530795 sec): 3 clusters Score: Raw -244043.973230 + Penalty 1749.936287 = -242294.036943 nChanged 1759 SP:Iteration 1F (4545.653649 sec): 3 clusters Score: Raw -245040.299716 + Penalty 1749.936287 = -243290.363429 nChanged 369 SP:Iteration 2F (4545.736814 sec): 3 clusters Score: Raw -245282.338450 + Penalty 1749.936287 = -243532.402163 nChanged 267 SP:Iteration 3F (4545.852973 sec): 3 clusters Score: Raw -245452.995806 + Penalty 1749.936287 = -243703.059519 nChanged 216 SP:Iteration 4F (4545.986781 sec): 3 clusters Score: Raw -245591.535974 + Penalty 1749.936287 = -243841.599687 nChanged 197 SP:Iteration 5Q (4546.107589 sec): 3 clusters Score: Raw -245713.940332 + Penalty 1749.936287 = -243964.004044 nChanged 173 SP:Iteration 6Q (4546.197412 sec): 3 clusters Score: Raw -245817.150657 + Penalty 1749.936287 = -244067.214370 nChanged 147 SP:Iteration 7Q (4546.293201 sec): 3 clusters Score: Raw -245887.162047 + Penalty 1749.936287 = -244137.225759 nChanged 120 SP:Iteration 8Q (4546.415274 sec): 3 clusters Score: Raw -245937.020339 + Penalty 1749.936287 = -244187.084052 nChanged 88 SP:Iteration 9Q (4546.537631 sec): 3 clusters Score: Raw -245971.501178 + Penalty 1749.936287 = -244221.564891 nChanged 73 SP:Iteration 10Q (4546.667479 sec): 3 clusters Score: Raw -246000.718724 + Penalty 1749.936287 = -244250.782436 nChanged 82 SP:Iteration 11Q (4546.761384 sec): 3 clusters Score: Raw -246036.614264 + Penalty 1749.936287 = -244286.677976 nChanged 66 SP:Iteration 12Q (4546.867102 sec): 3 clusters Score: Raw -246060.998718 + Penalty 1749.936287 = -244311.062431 nChanged 56 SP:Iteration 13Q (4547.005557 sec): 3 clusters Score: Raw -246086.175668 + Penalty 1749.936287 = -244336.239380 nChanged 69 SP:Iteration 14Q (4547.124246 sec): 3 clusters Score: Raw -246111.716847 + Penalty 1749.936287 = -244361.780559 nChanged 66 SP:Iteration 15Q (4547.235221 sec): 3 clusters Score: Raw -246139.393942 + Penalty 1749.936287 = -244389.457655 nChanged 75 SP:Iteration 16Q (4547.354896 sec): 3 clusters Score: Raw -246172.156597 + Penalty 1749.936287 = -244422.220310 nChanged 67 SP:Iteration 17Q (4547.445444 sec): 3 clusters Score: Raw -246197.752768 + Penalty 1749.936287 = -244447.816480 nChanged 52 SP:Iteration 18Q (4547.577959 sec): 3 clusters Score: Raw -246219.261733 + Penalty 1749.936287 = -244469.325446 nChanged 52 SP:Iteration 19Q (4547.697734 sec): 3 clusters Score: Raw -246237.937110 + Penalty 1749.936287 = -244488.000823 nChanged 42 SP:Iteration 20F (4547.834080 sec): 3 clusters Score: Raw -246250.532545 + Penalty 1749.936287 = -244500.596258 nChanged 28 SP:Iteration 21Q (4547.936854 sec): 3 clusters Score: Raw -246259.229400 + Penalty 1749.936287 = -244509.293113 nChanged 26 SP:Iteration 22Q (4548.052135 sec): 3 clusters Score: Raw -246267.370827 + Penalty 1749.936287 = -244517.434540 nChanged 25 SP:Iteration 23Q (4548.173192 sec): 3 clusters Score: Raw -246275.839195 + Penalty 1749.936287 = -244525.902908 nChanged 34 SP:Iteration 24Q (4548.307110 sec): 3 clusters Score: Raw -246284.132809 + Penalty 1749.936287 = -244534.196522 nChanged 17 SP:Iteration 25Q (4548.407872 sec): 3 clusters Score: Raw -246289.419448 + Penalty 1749.936287 = -244539.483160 nChanged 22 SP:Iteration 26Q (4548.551925 sec): 3 clusters Score: Raw -246296.657508 + Penalty 1749.936287 = -244546.721221 nChanged 24 SP:Iteration 27Q (4548.684810 sec): 3 clusters Score: Raw -246302.465418 + Penalty 1749.936287 = -244552.529131 nChanged 17 SP:Iteration 28Q (4548.810354 sec): 3 clusters Score: Raw -246306.602854 + Penalty 1749.936287 = -244556.666566 nChanged 13 SP:Iteration 29Q (4548.946201 sec): 3 clusters Score: Raw -246310.001323 + Penalty 1749.936287 = -244560.065036 nChanged 20 SP:Iteration 30Q (4549.057523 sec): 3 clusters Score: Raw -246314.814383 + Penalty 1749.936287 = -244564.878095 nChanged 11 SP:Iteration 31Q (4549.199244 sec): 3 clusters Score: Raw -246316.931653 + Penalty 1749.936287 = -244566.995366 nChanged 8 SP:Iteration 32Q (4549.304953 sec): 3 clusters Score: Raw -246317.780924 + Penalty 1749.936287 = -244567.844636 nChanged 1 SP:Iteration 33Q (4549.451561 sec): 3 clusters Score: Raw -246318.185847 + Penalty 1749.936287 = -244568.249559 nChanged 3 SP:Iteration 34Q (4549.585535 sec): 3 clusters Score: Raw -246318.690522 + Penalty 1749.936287 = -244568.754234 nChanged 2 SP:Iteration 35Q (4549.685027 sec): 3 clusters Score: Raw -246319.048669 + Penalty 1749.936287 = -244569.112382 nChanged 2 SP:Iteration 36Q (4549.803279 sec): 3 clusters Score: Raw -246319.323237 + Penalty 1749.936287 = -244569.386950 nChanged 1 SP:Iteration 37Q (4549.909291 sec): 3 clusters Score: Raw -246319.471159 + Penalty 1749.936287 = -244569.534871 nChanged 2 SP:Iteration 38Q (4550.036092 sec): 3 clusters Score: Raw -246319.646341 + Penalty 1749.936287 = -244569.710053 nChanged 2 SP:Iteration 39Q (4550.162023 sec): 3 clusters Score: Raw -246319.846084 + Penalty 1749.936287 = -244569.909796 nChanged 0 SP:Iteration 40F (4550.256827 sec): 3 clusters Score: Raw -246319.846084 + Penalty 1749.936287 = -244569.909796 nChanged 0 Trying to split cluster 18 (433 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4550.344523 sec): 2 clusters Score: Raw -21950.554271 + Penalty 637.427461 = -21313.126810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4550.419443 sec): 3 clusters Score: Raw -21851.293975 + Penalty 1274.854923 = -20576.439052 nChanged 118 SP:Iteration 1F (4550.537291 sec): 3 clusters Score: Raw -22006.281916 + Penalty 1274.854923 = -20731.426993 nChanged 39 SP:Iteration 2F (4550.628295 sec): 3 clusters Score: Raw -22055.671009 + Penalty 1274.854923 = -20780.816086 nChanged 16 SP:Iteration 3Q (4550.739859 sec): 3 clusters Score: Raw -22078.255207 + Penalty 1274.854923 = -20803.400284 nChanged 13 SP:Iteration 4Q (4550.870686 sec): 3 clusters Score: Raw -22094.821780 + Penalty 1274.854923 = -20819.966857 nChanged 12 SP:Iteration 5Q (4551.014000 sec): 3 clusters Score: Raw -22116.312928 + Penalty 1274.854923 = -20841.458005 nChanged 6 SP:Iteration 6Q (4551.141989 sec): 3 clusters Score: Raw -22124.441902 + Penalty 1274.854923 = -20849.586979 nChanged 6 SP:Iteration 7Q (4551.253476 sec): 3 clusters Score: Raw -22128.329407 + Penalty 1274.854923 = -20853.474484 nChanged 2 SP:Iteration 8Q (4551.379325 sec): 3 clusters Score: Raw -22131.377479 + Penalty 1274.854923 = -20856.522556 nChanged 1 SP:Iteration 9Q (4551.469261 sec): 3 clusters Score: Raw -22131.906704 + Penalty 1274.854923 = -20857.051781 nChanged 1 SP:Iteration 10Q (4551.595852 sec): 3 clusters Score: Raw -22135.616453 + Penalty 1274.854923 = -20860.761530 nChanged 1 SP:Iteration 11Q (4551.713459 sec): 3 clusters Score: Raw -22137.909803 + Penalty 1274.854923 = -20863.054880 nChanged 1 SP:Iteration 12Q (4551.828683 sec): 3 clusters Score: Raw -22138.258835 + Penalty 1274.854923 = -20863.403913 nChanged 1 SP:Iteration 13Q (4551.903593 sec): 3 clusters Score: Raw -22140.048233 + Penalty 1274.854923 = -20865.193310 nChanged 2 SP:Iteration 14Q (4552.010534 sec): 3 clusters Score: Raw -22142.970874 + Penalty 1274.854923 = -20868.115951 nChanged 0 SP:Iteration 15F (4552.149860 sec): 3 clusters Score: Raw -22142.970874 + Penalty 1274.854923 = -20868.115951 nChanged 0 Trying to split cluster 19 (1499 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4552.183440 sec): 2 clusters Score: Raw -88226.481854 + Penalty 767.818117 = -87458.663736 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4552.312114 sec): 3 clusters Score: Raw -87566.800981 + Penalty 1535.636235 = -86031.164746 nChanged 575 SP:Iteration 1F (4552.413704 sec): 3 clusters Score: Raw -87970.850842 + Penalty 1535.636235 = -86435.214608 nChanged 141 SP:Iteration 2F (4552.511218 sec): 3 clusters Score: Raw -88102.416042 + Penalty 1535.636235 = -86566.779807 nChanged 107 SP:Iteration 3F (4552.623642 sec): 3 clusters Score: Raw -88222.510684 + Penalty 1535.636235 = -86686.874450 nChanged 94 SP:Iteration 4F (4552.722894 sec): 3 clusters Score: Raw -88299.494272 + Penalty 1535.636235 = -86763.858037 nChanged 64 SP:Iteration 5Q (4552.868062 sec): 3 clusters Score: Raw -88361.520769 + Penalty 1535.636235 = -86825.884535 nChanged 43 SP:Iteration 6Q (4552.968248 sec): 3 clusters Score: Raw -88393.392451 + Penalty 1535.636235 = -86857.756216 nChanged 28 SP:Iteration 7Q (4553.073989 sec): 3 clusters Score: Raw -88413.062730 + Penalty 1535.636235 = -86877.426495 nChanged 31 SP:Iteration 8Q (4553.217687 sec): 3 clusters Score: Raw -88430.768802 + Penalty 1535.636235 = -86895.132568 nChanged 21 SP:Iteration 9Q (4553.327125 sec): 3 clusters Score: Raw -88444.352193 + Penalty 1535.636235 = -86908.715958 nChanged 20 SP:Iteration 10Q (4553.457931 sec): 3 clusters Score: Raw -88455.288651 + Penalty 1535.636235 = -86919.652416 nChanged 21 SP:Iteration 11Q (4553.568534 sec): 3 clusters Score: Raw -88467.364333 + Penalty 1535.636235 = -86931.728098 nChanged 21 SP:Iteration 12Q (4553.709581 sec): 3 clusters Score: Raw -88477.434715 + Penalty 1535.636235 = -86941.798480 nChanged 7 SP:Iteration 13Q (4553.799366 sec): 3 clusters Score: Raw -88480.068021 + Penalty 1535.636235 = -86944.431787 nChanged 9 SP:Iteration 14Q (4553.915370 sec): 3 clusters Score: Raw -88483.570486 + Penalty 1535.636235 = -86947.934252 nChanged 4 SP:Iteration 15Q (4554.035019 sec): 3 clusters Score: Raw -88484.621939 + Penalty 1535.636235 = -86948.985704 nChanged 1 SP:Iteration 16Q (4554.140280 sec): 3 clusters Score: Raw -88484.909311 + Penalty 1535.636235 = -86949.273076 nChanged 0 SP:Iteration 17F (4554.240050 sec): 3 clusters Score: Raw -88484.909311 + Penalty 1535.636235 = -86949.273076 nChanged 0 Trying to split cluster 20 (9187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4554.344591 sec): 2 clusters Score: Raw -557528.820561 + Penalty 958.182196 = -556570.638365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4554.470786 sec): 3 clusters Score: Raw -552103.316550 + Penalty 1916.364391 = -550186.952159 nChanged 4133 SP:Iteration 1F (4554.598594 sec): 3 clusters Score: Raw -554493.731954 + Penalty 1916.364391 = -552577.367562 nChanged 575 SP:Iteration 2F (4554.721957 sec): 3 clusters Score: Raw -554785.256302 + Penalty 1916.364391 = -552868.891911 nChanged 506 SP:Iteration 3F (4554.850195 sec): 3 clusters Score: Raw -555013.927009 + Penalty 1916.364391 = -553097.562618 nChanged 453 SP:Iteration 4Q (4554.984436 sec): 3 clusters Score: Raw -555249.885760 + Penalty 1916.364391 = -553333.521369 nChanged 428 SP:Iteration 5Q (4555.112671 sec): 3 clusters Score: Raw -555451.153306 + Penalty 1916.364391 = -553534.788915 nChanged 382 SP:Iteration 6Q (4555.212880 sec): 3 clusters Score: Raw -555641.783590 + Penalty 1916.364391 = -553725.419199 nChanged 356 SP:Iteration 7Q (4555.333664 sec): 3 clusters Score: Raw -555806.834245 + Penalty 1916.364391 = -553890.469854 nChanged 342 SP:Iteration 8Q (4555.458572 sec): 3 clusters Score: Raw -555953.579097 + Penalty 1916.364391 = -554037.214706 nChanged 308 SP:Iteration 9Q (4555.570394 sec): 3 clusters Score: Raw -556081.029923 + Penalty 1916.364391 = -554164.665532 nChanged 260 SP:Iteration 10Q (4555.703472 sec): 3 clusters Score: Raw -556184.060177 + Penalty 1916.364391 = -554267.695786 nChanged 221 SP:Iteration 11Q (4555.826661 sec): 3 clusters Score: Raw -556264.786327 + Penalty 1916.364391 = -554348.421936 nChanged 209 SP:Iteration 12Q (4555.978533 sec): 3 clusters Score: Raw -556344.983262 + Penalty 1916.364391 = -554428.618871 nChanged 219 SP:Iteration 13Q (4556.123847 sec): 3 clusters Score: Raw -556435.669512 + Penalty 1916.364391 = -554519.305121 nChanged 229 SP:Iteration 14Q (4556.254193 sec): 3 clusters Score: Raw -556539.842101 + Penalty 1916.364391 = -554623.477710 nChanged 245 SP:Iteration 15Q (4556.368936 sec): 3 clusters Score: Raw -556648.444653 + Penalty 1916.364391 = -554732.080262 nChanged 231 SP:Iteration 16Q (4556.513908 sec): 3 clusters Score: Raw -556753.911754 + Penalty 1916.364391 = -554837.547363 nChanged 214 SP:Iteration 17Q (4556.646330 sec): 3 clusters Score: Raw -556841.973401 + Penalty 1916.364391 = -554925.609010 nChanged 178 SP:Iteration 18Q (4556.759520 sec): 3 clusters Score: Raw -556912.174652 + Penalty 1916.364391 = -554995.810261 nChanged 173 SP:Iteration 19Q (4556.885677 sec): 3 clusters Score: Raw -556987.486803 + Penalty 1916.364391 = -555071.122412 nChanged 168 SP:Iteration 20F (4557.008900 sec): 3 clusters Score: Raw -557060.730049 + Penalty 1916.364391 = -555144.365658 nChanged 168 SP:Iteration 21Q (4557.140983 sec): 3 clusters Score: Raw -557133.337834 + Penalty 1916.364391 = -555216.973442 nChanged 139 SP:Iteration 22Q (4557.265667 sec): 3 clusters Score: Raw -557189.449621 + Penalty 1916.364391 = -555273.085230 nChanged 121 SP:Iteration 23Q (4557.400102 sec): 3 clusters Score: Raw -557236.589614 + Penalty 1916.364391 = -555320.225222 nChanged 113 SP:Iteration 24Q (4557.548640 sec): 3 clusters Score: Raw -557283.926007 + Penalty 1916.364391 = -555367.561615 nChanged 97 SP:Iteration 25Q (4557.654239 sec): 3 clusters Score: Raw -557328.170640 + Penalty 1916.364391 = -555411.806249 nChanged 94 SP:Iteration 26Q (4557.776490 sec): 3 clusters Score: Raw -557377.751867 + Penalty 1916.364391 = -555461.387476 nChanged 82 SP:Iteration 27Q (4557.917080 sec): 3 clusters Score: Raw -557416.973847 + Penalty 1916.364391 = -555500.609456 nChanged 58 SP:Iteration 28Q (4558.051925 sec): 3 clusters Score: Raw -557450.923306 + Penalty 1916.364391 = -555534.558915 nChanged 64 SP:Iteration 29Q (4558.168879 sec): 3 clusters Score: Raw -557483.276844 + Penalty 1916.364391 = -555566.912452 nChanged 50 SP:Iteration 30Q (4558.305174 sec): 3 clusters Score: Raw -557510.678562 + Penalty 1916.364391 = -555594.314170 nChanged 59 SP:Iteration 31Q (4558.425097 sec): 3 clusters Score: Raw -557540.965777 + Penalty 1916.364391 = -555624.601386 nChanged 43 SP:Iteration 32Q (4558.553184 sec): 3 clusters Score: Raw -557562.028780 + Penalty 1916.364391 = -555645.664389 nChanged 30 SP:Iteration 33Q (4558.672197 sec): 3 clusters Score: Raw -557577.908685 + Penalty 1916.364391 = -555661.544294 nChanged 27 SP:Iteration 34Q (4558.806214 sec): 3 clusters Score: Raw -557590.533742 + Penalty 1916.364391 = -555674.169351 nChanged 17 SP:Iteration 35Q (4558.905005 sec): 3 clusters Score: Raw -557598.951788 + Penalty 1916.364391 = -555682.587397 nChanged 20 SP:Iteration 36Q (4559.029551 sec): 3 clusters Score: Raw -557611.634939 + Penalty 1916.364391 = -555695.270548 nChanged 18 SP:Iteration 37Q (4559.167394 sec): 3 clusters Score: Raw -557621.358645 + Penalty 1916.364391 = -555704.994253 nChanged 15 SP:Iteration 38Q (4559.281958 sec): 3 clusters Score: Raw -557629.694726 + Penalty 1916.364391 = -555713.330335 nChanged 15 SP:Iteration 39Q (4559.418264 sec): 3 clusters Score: Raw -557637.095023 + Penalty 1916.364391 = -555720.730632 nChanged 13 SP:Iteration 40F (4559.526406 sec): 3 clusters Score: Raw -557641.956343 + Penalty 1916.364391 = -555725.591951 nChanged 6 SP:Iteration 41Q (4559.643126 sec): 3 clusters Score: Raw -557644.181357 + Penalty 1916.364391 = -555727.816965 nChanged 7 SP:Iteration 42Q (4559.776474 sec): 3 clusters Score: Raw -557647.461127 + Penalty 1916.364391 = -555731.096735 nChanged 7 SP:Iteration 43Q (4559.869948 sec): 3 clusters Score: Raw -557649.847927 + Penalty 1916.364391 = -555733.483536 nChanged 5 SP:Iteration 44Q (4560.012360 sec): 3 clusters Score: Raw -557652.373754 + Penalty 1916.364391 = -555736.009363 nChanged 4 SP:Iteration 45Q (4560.140140 sec): 3 clusters Score: Raw -557655.281614 + Penalty 1916.364391 = -555738.917223 nChanged 7 SP:Iteration 46Q (4560.244380 sec): 3 clusters Score: Raw -557660.720189 + Penalty 1916.364391 = -555744.355798 nChanged 8 SP:Iteration 47Q (4560.346058 sec): 3 clusters Score: Raw -557667.609471 + Penalty 1916.364391 = -555751.245080 nChanged 8 SP:Iteration 48Q (4560.462342 sec): 3 clusters Score: Raw -557673.211187 + Penalty 1916.364391 = -555756.846795 nChanged 10 SP:Iteration 49Q (4560.591649 sec): 3 clusters Score: Raw -557677.716835 + Penalty 1916.364391 = -555761.352444 nChanged 7 SP:Iteration 50Q (4560.710109 sec): 3 clusters Score: Raw -557681.087988 + Penalty 1916.364391 = -555764.723597 nChanged 6 SP:Iteration 51Q (4560.814263 sec): 3 clusters Score: Raw -557685.252715 + Penalty 1916.364391 = -555768.888323 nChanged 6 SP:Iteration 52Q (4560.899920 sec): 3 clusters Score: Raw -557687.766383 + Penalty 1916.364391 = -555771.401992 nChanged 3 SP:Iteration 53Q (4561.059449 sec): 3 clusters Score: Raw -557689.724307 + Penalty 1916.364391 = -555773.359916 nChanged 3 SP:Iteration 54Q (4561.147920 sec): 3 clusters Score: Raw -557690.789064 + Penalty 1916.364391 = -555774.424673 nChanged 2 SP:Iteration 55Q (4561.288193 sec): 3 clusters Score: Raw -557691.840671 + Penalty 1916.364391 = -555775.476280 nChanged 3 SP:Iteration 56Q (4561.414300 sec): 3 clusters Score: Raw -557694.390198 + Penalty 1916.364391 = -555778.025807 nChanged 1 SP:Iteration 57Q (4561.556153 sec): 3 clusters Score: Raw -557695.996190 + Penalty 1916.364391 = -555779.631798 nChanged 3 SP:Iteration 58Q (4561.680949 sec): 3 clusters Score: Raw -557697.643663 + Penalty 1916.364391 = -555781.279271 nChanged 0 SP:Iteration 59F (4561.796816 sec): 3 clusters Score: Raw -557697.643663 + Penalty 1916.364391 = -555781.279271 nChanged 0 Trying to split cluster 21 (2579 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4561.879944 sec): 2 clusters Score: Raw -157465.695660 + Penalty 824.791486 = -156640.904174 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4561.999016 sec): 3 clusters Score: Raw -156184.421003 + Penalty 1649.582971 = -154534.838031 nChanged 995 SP:Iteration 1F (4562.113303 sec): 3 clusters Score: Raw -156799.188723 + Penalty 1649.582971 = -155149.605752 nChanged 238 SP:Iteration 2F (4562.206097 sec): 3 clusters Score: Raw -156982.102532 + Penalty 1649.582971 = -155332.519561 nChanged 178 SP:Iteration 3F (4562.335226 sec): 3 clusters Score: Raw -157107.040834 + Penalty 1649.582971 = -155457.457863 nChanged 132 SP:Iteration 4F (4562.451814 sec): 3 clusters Score: Raw -157193.053159 + Penalty 1649.582971 = -155543.470187 nChanged 94 SP:Iteration 5Q (4562.544384 sec): 3 clusters Score: Raw -157252.961164 + Penalty 1649.582971 = -155603.378193 nChanged 75 SP:Iteration 6Q (4562.659422 sec): 3 clusters Score: Raw -157302.516624 + Penalty 1649.582971 = -155652.933653 nChanged 74 SP:Iteration 7Q (4562.790046 sec): 3 clusters Score: Raw -157350.225491 + Penalty 1649.582971 = -155700.642520 nChanged 66 SP:Iteration 8Q (4562.896701 sec): 3 clusters Score: Raw -157402.651448 + Penalty 1649.582971 = -155753.068477 nChanged 71 SP:Iteration 9Q (4563.016200 sec): 3 clusters Score: Raw -157449.440904 + Penalty 1649.582971 = -155799.857933 nChanged 65 SP:Iteration 10Q (4563.147863 sec): 3 clusters Score: Raw -157490.238801 + Penalty 1649.582971 = -155840.655829 nChanged 40 SP:Iteration 11Q (4563.218473 sec): 3 clusters Score: Raw -157518.464788 + Penalty 1649.582971 = -155868.881817 nChanged 47 SP:Iteration 12Q (4563.314114 sec): 3 clusters Score: Raw -157547.589264 + Penalty 1649.582971 = -155898.006293 nChanged 38 SP:Iteration 13Q (4563.420319 sec): 3 clusters Score: Raw -157573.640380 + Penalty 1649.582971 = -155924.057409 nChanged 35 SP:Iteration 14Q (4563.563250 sec): 3 clusters Score: Raw -157595.526597 + Penalty 1649.582971 = -155945.943625 nChanged 36 SP:Iteration 15Q (4563.679960 sec): 3 clusters Score: Raw -157617.081559 + Penalty 1649.582971 = -155967.498588 nChanged 31 SP:Iteration 16Q (4563.772088 sec): 3 clusters Score: Raw -157635.100100 + Penalty 1649.582971 = -155985.517129 nChanged 31 SP:Iteration 17Q (4563.908394 sec): 3 clusters Score: Raw -157651.921590 + Penalty 1649.582971 = -156002.338619 nChanged 32 SP:Iteration 18Q (4564.029590 sec): 3 clusters Score: Raw -157668.921421 + Penalty 1649.582971 = -156019.338450 nChanged 17 SP:Iteration 19Q (4564.141393 sec): 3 clusters Score: Raw -157675.949760 + Penalty 1649.582971 = -156026.366789 nChanged 10 SP:Iteration 20F (4564.255839 sec): 3 clusters Score: Raw -157680.811269 + Penalty 1649.582971 = -156031.228298 nChanged 11 SP:Iteration 21Q (4564.359371 sec): 3 clusters Score: Raw -157686.481695 + Penalty 1649.582971 = -156036.898724 nChanged 16 SP:Iteration 22Q (4564.455038 sec): 3 clusters Score: Raw -157694.113796 + Penalty 1649.582971 = -156044.530824 nChanged 13 SP:Iteration 23Q (4564.566442 sec): 3 clusters Score: Raw -157699.244231 + Penalty 1649.582971 = -156049.661259 nChanged 11 SP:Iteration 24Q (4564.679386 sec): 3 clusters Score: Raw -157704.509445 + Penalty 1649.582971 = -156054.926473 nChanged 18 SP:Iteration 25Q (4564.812454 sec): 3 clusters Score: Raw -157716.444130 + Penalty 1649.582971 = -156066.861159 nChanged 24 SP:Iteration 26Q (4564.933225 sec): 3 clusters Score: Raw -157733.929514 + Penalty 1649.582971 = -156084.346543 nChanged 24 SP:Iteration 27Q (4565.056725 sec): 3 clusters Score: Raw -157751.634869 + Penalty 1649.582971 = -156102.051898 nChanged 19 SP:Iteration 28Q (4565.161968 sec): 3 clusters Score: Raw -157761.179683 + Penalty 1649.582971 = -156111.596712 nChanged 15 SP:Iteration 29Q (4565.300678 sec): 3 clusters Score: Raw -157768.436630 + Penalty 1649.582971 = -156118.853659 nChanged 9 SP:Iteration 30Q (4565.387628 sec): 3 clusters Score: Raw -157772.730934 + Penalty 1649.582971 = -156123.147962 nChanged 6 SP:Iteration 31Q (4565.500426 sec): 3 clusters Score: Raw -157776.107614 + Penalty 1649.582971 = -156126.524643 nChanged 4 SP:Iteration 32Q (4565.630430 sec): 3 clusters Score: Raw -157777.188119 + Penalty 1649.582971 = -156127.605148 nChanged 1 SP:Iteration 33Q (4565.723082 sec): 3 clusters Score: Raw -157777.471051 + Penalty 1649.582971 = -156127.888080 nChanged 1 SP:Iteration 34Q (4565.861789 sec): 3 clusters Score: Raw -157777.954043 + Penalty 1649.582971 = -156128.371071 nChanged 1 SP:Iteration 35Q (4565.977181 sec): 3 clusters Score: Raw -157778.328300 + Penalty 1649.582971 = -156128.745329 nChanged 0 SP:Iteration 36F (4566.068195 sec): 3 clusters Score: Raw -157778.328300 + Penalty 1649.582971 = -156128.745329 nChanged 0 Trying to split cluster 22 (1013 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4566.127526 sec): 2 clusters Score: Raw -49686.854348 + Penalty 726.670508 = -48960.183840 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4566.246251 sec): 3 clusters Score: Raw -49283.531772 + Penalty 1453.341016 = -47830.190756 nChanged 345 SP:Iteration 1F (4566.350190 sec): 3 clusters Score: Raw -49526.011424 + Penalty 1453.341016 = -48072.670408 nChanged 77 SP:Iteration 2F (4566.475669 sec): 3 clusters Score: Raw -49596.933984 + Penalty 1453.341016 = -48143.592968 nChanged 55 SP:Iteration 3F (4566.573643 sec): 3 clusters Score: Raw -49659.304431 + Penalty 1453.341016 = -48205.963415 nChanged 47 SP:Iteration 4Q (4566.703276 sec): 3 clusters Score: Raw -49711.841891 + Penalty 1453.341016 = -48258.500875 nChanged 37 SP:Iteration 5Q (4566.809624 sec): 3 clusters Score: Raw -49750.985895 + Penalty 1453.341016 = -48297.644879 nChanged 24 SP:Iteration 6Q (4566.890089 sec): 3 clusters Score: Raw -49783.588527 + Penalty 1453.341016 = -48330.247511 nChanged 21 SP:Iteration 7Q (4566.996886 sec): 3 clusters Score: Raw -49812.179409 + Penalty 1453.341016 = -48358.838393 nChanged 26 SP:Iteration 8Q (4567.109020 sec): 3 clusters Score: Raw -49850.397159 + Penalty 1453.341016 = -48397.056143 nChanged 28 SP:Iteration 9Q (4567.218807 sec): 3 clusters Score: Raw -49886.940798 + Penalty 1453.341016 = -48433.599782 nChanged 22 SP:Iteration 10Q (4567.330363 sec): 3 clusters Score: Raw -49914.868248 + Penalty 1453.341016 = -48461.527232 nChanged 30 SP:Iteration 11Q (4567.453927 sec): 3 clusters Score: Raw -49943.785561 + Penalty 1453.341016 = -48490.444545 nChanged 30 SP:Iteration 12Q (4567.535391 sec): 3 clusters Score: Raw -49985.333516 + Penalty 1453.341016 = -48531.992500 nChanged 27 SP:Iteration 13Q (4567.652195 sec): 3 clusters Score: Raw -50022.617278 + Penalty 1453.341016 = -48569.276263 nChanged 30 SP:Iteration 14Q (4567.789774 sec): 3 clusters Score: Raw -50061.877547 + Penalty 1453.341016 = -48608.536531 nChanged 38 SP:Iteration 15Q (4567.887593 sec): 3 clusters Score: Raw -50101.321827 + Penalty 1453.341016 = -48647.980811 nChanged 24 SP:Iteration 16Q (4567.992828 sec): 3 clusters Score: Raw -50132.541228 + Penalty 1453.341016 = -48679.200212 nChanged 26 SP:Iteration 17Q (4568.105593 sec): 3 clusters Score: Raw -50158.655264 + Penalty 1453.341016 = -48705.314248 nChanged 20 SP:Iteration 18Q (4568.214521 sec): 3 clusters Score: Raw -50177.169668 + Penalty 1453.341016 = -48723.828653 nChanged 14 SP:Iteration 19Q (4568.344871 sec): 3 clusters Score: Raw -50193.681431 + Penalty 1453.341016 = -48740.340415 nChanged 14 SP:Iteration 20F (4568.441364 sec): 3 clusters Score: Raw -50209.262533 + Penalty 1453.341016 = -48755.921517 nChanged 13 SP:Iteration 21Q (4568.562741 sec): 3 clusters Score: Raw -50225.497421 + Penalty 1453.341016 = -48772.156405 nChanged 16 SP:Iteration 22Q (4568.682141 sec): 3 clusters Score: Raw -50246.268828 + Penalty 1453.341016 = -48792.927813 nChanged 16 SP:Iteration 23Q (4568.777724 sec): 3 clusters Score: Raw -50267.758581 + Penalty 1453.341016 = -48814.417565 nChanged 10 SP:Iteration 24Q (4568.893778 sec): 3 clusters Score: Raw -50280.570950 + Penalty 1453.341016 = -48827.229935 nChanged 13 SP:Iteration 25Q (4569.004061 sec): 3 clusters Score: Raw -50295.762524 + Penalty 1453.341016 = -48842.421508 nChanged 11 SP:Iteration 26Q (4569.109484 sec): 3 clusters Score: Raw -50307.396574 + Penalty 1453.341016 = -48854.055558 nChanged 6 SP:Iteration 27Q (4569.212478 sec): 3 clusters Score: Raw -50314.725329 + Penalty 1453.341016 = -48861.384313 nChanged 5 SP:Iteration 28Q (4569.336543 sec): 3 clusters Score: Raw -50320.789363 + Penalty 1453.341016 = -48867.448347 nChanged 5 SP:Iteration 29Q (4569.443625 sec): 3 clusters Score: Raw -50324.632000 + Penalty 1453.341016 = -48871.290984 nChanged 4 SP:Iteration 30Q (4569.596822 sec): 3 clusters Score: Raw -50330.496299 + Penalty 1453.341016 = -48877.155283 nChanged 10 SP:Iteration 31Q (4569.687820 sec): 3 clusters Score: Raw -50339.139910 + Penalty 1453.341016 = -48885.798894 nChanged 7 SP:Iteration 32Q (4569.812549 sec): 3 clusters Score: Raw -50342.662861 + Penalty 1453.341016 = -48889.321845 nChanged 0 SP:Iteration 33F (4569.927462 sec): 3 clusters Score: Raw -50342.662861 + Penalty 1453.341016 = -48889.321845 nChanged 0 Iteration 139Q (4572.022495 sec): 24 clusters Score: Raw -4231702.177764 + Penalty 27202.534966 = -4204499.642798 nChanged 1163 Iteration 140F (4574.428642 sec): 24 clusters Score: Raw -4231961.223125 + Penalty 27202.534966 = -4204758.688158 nChanged 429 Iteration 141Q (4576.341035 sec): 24 clusters Score: Raw -4232028.592857 + Penalty 27202.534966 = -4204826.057891 nChanged 245 Iteration 142Q (4578.247190 sec): 24 clusters Score: Raw -4232056.754995 + Penalty 27202.534966 = -4204854.220029 nChanged 134 Iteration 143Q (4580.218444 sec): 24 clusters Score: Raw -4232070.981451 + Penalty 27202.534966 = -4204868.446484 nChanged 104 Iteration 144Q (4582.151722 sec): 24 clusters Score: Raw -4232082.967442 + Penalty 27202.534966 = -4204880.432475 nChanged 74 Iteration 145Q (4584.110946 sec): 24 clusters Score: Raw -4232090.950170 + Penalty 27202.534966 = -4204888.415204 nChanged 56 Iteration 146Q (4585.977324 sec): 24 clusters Score: Raw -4232097.042667 + Penalty 27202.534966 = -4204894.507701 nChanged 52 Iteration 147Q (4588.013285 sec): 24 clusters Score: Raw -4232103.232779 + Penalty 27202.534966 = -4204900.697812 nChanged 47 Iteration 148Q (4589.869476 sec): 24 clusters Score: Raw -4232110.132059 + Penalty 27202.534966 = -4204907.597093 nChanged 35 Iteration 149Q (4591.781369 sec): 24 clusters Score: Raw -4232114.433625 + Penalty 27202.534966 = -4204911.898658 nChanged 29 Iteration 150Q (4593.692130 sec): 24 clusters Score: Raw -4232118.097268 + Penalty 27202.534966 = -4204915.562302 nChanged 33 Iteration 151Q (4595.499568 sec): 24 clusters Score: Raw -4232122.099258 + Penalty 27202.534966 = -4204919.564292 nChanged 22 Iteration 152Q (4597.580472 sec): 24 clusters Score: Raw -4232125.491833 + Penalty 27202.534966 = -4204922.956867 nChanged 32 Iteration 153Q (4599.380182 sec): 24 clusters Score: Raw -4232129.970010 + Penalty 27202.534966 = -4204927.435043 nChanged 36 Iteration 154Q (4601.252043 sec): 24 clusters Score: Raw -4232134.955240 + Penalty 27202.534966 = -4204932.420273 nChanged 48 Iteration 155Q (4603.222540 sec): 24 clusters Score: Raw -4232142.619759 + Penalty 27202.534966 = -4204940.084793 nChanged 56 Iteration 156Q (4605.071717 sec): 24 clusters Score: Raw -4232152.313449 + Penalty 27202.534966 = -4204949.778483 nChanged 73 Iteration 157Q (4606.943636 sec): 24 clusters Score: Raw -4232164.438254 + Penalty 27202.534966 = -4204961.903288 nChanged 65 Iteration 158Q (4608.833417 sec): 24 clusters Score: Raw -4232174.001695 + Penalty 27202.534966 = -4204971.466728 nChanged 55 Iteration 159Q (4610.755560 sec): 24 clusters Score: Raw -4232182.003277 + Penalty 27202.534966 = -4204979.468311 nChanged 42 Iteration 160F (4613.322470 sec): 24 clusters Score: Raw -4232186.066276 + Penalty 27202.534966 = -4204983.531309 nChanged 33 Iteration 161Q (4615.209517 sec): 24 clusters Score: Raw -4232190.488579 + Penalty 27202.534966 = -4204987.953613 nChanged 21 Iteration 162Q (4617.029612 sec): 24 clusters Score: Raw -4232193.399659 + Penalty 27202.534966 = -4204990.864693 nChanged 15 Iteration 163Q (4618.951979 sec): 24 clusters Score: Raw -4232195.795168 + Penalty 27202.534966 = -4204993.260201 nChanged 17 Iteration 164Q (4620.904116 sec): 24 clusters Score: Raw -4232198.923556 + Penalty 27202.534966 = -4204996.388589 nChanged 16 Iteration 165Q (4622.865220 sec): 24 clusters Score: Raw -4232201.098255 + Penalty 27202.534966 = -4204998.563289 nChanged 13 Iteration 166Q (4624.876231 sec): 24 clusters Score: Raw -4232202.756356 + Penalty 27202.534966 = -4205000.221390 nChanged 14 Iteration 167Q (4626.888489 sec): 24 clusters Score: Raw -4232204.551514 + Penalty 27202.534966 = -4205002.016547 nChanged 17 Iteration 168Q (4628.846231 sec): 24 clusters Score: Raw -4232207.206528 + Penalty 27202.534966 = -4205004.671561 nChanged 16 Iteration 169Q (4630.734956 sec): 24 clusters Score: Raw -4232209.339707 + Penalty 27202.534966 = -4205006.804740 nChanged 17 Iteration 170Q (4632.775995 sec): 24 clusters Score: Raw -4232211.616238 + Penalty 27202.534966 = -4205009.081272 nChanged 15 Iteration 171Q (4634.772905 sec): 24 clusters Score: Raw -4232214.045477 + Penalty 27202.534966 = -4205011.510510 nChanged 22 Iteration 172Q (4636.796102 sec): 24 clusters Score: Raw -4232216.956321 + Penalty 27202.534966 = -4205014.421355 nChanged 14 Iteration 173Q (4638.820287 sec): 24 clusters Score: Raw -4232218.319348 + Penalty 27202.534966 = -4205015.784382 nChanged 10 Iteration 174Q (4640.802514 sec): 24 clusters Score: Raw -4232219.349629 + Penalty 27202.534966 = -4205016.814662 nChanged 10 Iteration 175Q (4642.906644 sec): 24 clusters Score: Raw -4232220.489809 + Penalty 27202.534966 = -4205017.954843 nChanged 10 Iteration 176Q (4644.870372 sec): 24 clusters Score: Raw -4232221.698016 + Penalty 27202.534966 = -4205019.163049 nChanged 8 Iteration 177Q (4646.863326 sec): 24 clusters Score: Raw -4232222.233203 + Penalty 27202.534966 = -4205019.698237 nChanged 4 Iteration 178Q (4648.850867 sec): 24 clusters Score: Raw -4232222.444849 + Penalty 27202.534966 = -4205019.909882 nChanged 2 Writing temp clu file Because OldScore, -4205019.698237, is greater than current (better) Score,-4205019.909882 Compute initial score before splitting: Score: Raw -4232222.444849 + Penalty 27202.534966 = -4205019.909882 Trying to split cluster 1 (2004 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4648.975075 sec): 2 clusters Score: Raw -104458.025023 + Penalty 798.304549 = -103659.720475 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4649.080025 sec): 3 clusters Score: Raw -103506.834607 + Penalty 1596.609097 = -101910.225510 nChanged 768 SP:Iteration 1F (4649.197236 sec): 3 clusters Score: Raw -104028.353389 + Penalty 1596.609097 = -102431.744292 nChanged 178 SP:Iteration 2F (4649.331874 sec): 3 clusters Score: Raw -104167.099393 + Penalty 1596.609097 = -102570.490295 nChanged 129 SP:Iteration 3F (4649.430235 sec): 3 clusters Score: Raw -104268.909427 + Penalty 1596.609097 = -102672.300330 nChanged 104 SP:Iteration 4F (4649.530237 sec): 3 clusters Score: Raw -104338.363849 + Penalty 1596.609097 = -102741.754752 nChanged 72 SP:Iteration 5Q (4649.631081 sec): 3 clusters Score: Raw -104384.084277 + Penalty 1596.609097 = -102787.475180 nChanged 71 SP:Iteration 6Q (4649.778336 sec): 3 clusters Score: Raw -104435.890569 + Penalty 1596.609097 = -102839.281472 nChanged 65 SP:Iteration 7Q (4649.890817 sec): 3 clusters Score: Raw -104478.576319 + Penalty 1596.609097 = -102881.967222 nChanged 55 SP:Iteration 8Q (4649.991941 sec): 3 clusters Score: Raw -104516.241344 + Penalty 1596.609097 = -102919.632247 nChanged 51 SP:Iteration 9Q (4650.100866 sec): 3 clusters Score: Raw -104556.426288 + Penalty 1596.609097 = -102959.817191 nChanged 53 SP:Iteration 10Q (4650.212446 sec): 3 clusters Score: Raw -104592.310878 + Penalty 1596.609097 = -102995.701780 nChanged 38 SP:Iteration 11Q (4650.329058 sec): 3 clusters Score: Raw -104620.885769 + Penalty 1596.609097 = -103024.276672 nChanged 34 SP:Iteration 12Q (4650.427793 sec): 3 clusters Score: Raw -104648.165463 + Penalty 1596.609097 = -103051.556366 nChanged 36 SP:Iteration 13Q (4650.516443 sec): 3 clusters Score: Raw -104676.931597 + Penalty 1596.609097 = -103080.322500 nChanged 26 SP:Iteration 14Q (4650.587609 sec): 3 clusters Score: Raw -104693.442213 + Penalty 1596.609097 = -103096.833116 nChanged 19 SP:Iteration 15Q (4650.716434 sec): 3 clusters Score: Raw -104701.130684 + Penalty 1596.609097 = -103104.521586 nChanged 13 SP:Iteration 16Q (4650.812265 sec): 3 clusters Score: Raw -104705.834324 + Penalty 1596.609097 = -103109.225227 nChanged 9 SP:Iteration 17Q (4650.923671 sec): 3 clusters Score: Raw -104708.197615 + Penalty 1596.609097 = -103111.588518 nChanged 3 SP:Iteration 18Q (4651.044842 sec): 3 clusters Score: Raw -104711.353741 + Penalty 1596.609097 = -103114.744644 nChanged 8 SP:Iteration 19Q (4651.150774 sec): 3 clusters Score: Raw -104715.080340 + Penalty 1596.609097 = -103118.471243 nChanged 8 SP:Iteration 20F (4651.276012 sec): 3 clusters Score: Raw -104717.980509 + Penalty 1596.609097 = -103121.371412 nChanged 7 SP:Iteration 21Q (4651.393000 sec): 3 clusters Score: Raw -104720.575958 + Penalty 1596.609097 = -103123.966861 nChanged 5 SP:Iteration 22Q (4651.512202 sec): 3 clusters Score: Raw -104724.365403 + Penalty 1596.609097 = -103127.756306 nChanged 6 SP:Iteration 23Q (4651.601013 sec): 3 clusters Score: Raw -104727.720748 + Penalty 1596.609097 = -103131.111651 nChanged 3 SP:Iteration 24Q (4651.722980 sec): 3 clusters Score: Raw -104728.335489 + Penalty 1596.609097 = -103131.726392 nChanged 3 SP:Iteration 25Q (4651.851187 sec): 3 clusters Score: Raw -104729.032266 + Penalty 1596.609097 = -103132.423169 nChanged 2 SP:Iteration 26Q (4651.958481 sec): 3 clusters Score: Raw -104729.618767 + Penalty 1596.609097 = -103133.009670 nChanged 2 SP:Iteration 27Q (4652.050855 sec): 3 clusters Score: Raw -104730.402113 + Penalty 1596.609097 = -103133.793016 nChanged 1 SP:Iteration 28Q (4652.161128 sec): 3 clusters Score: Raw -104731.486320 + Penalty 1596.609097 = -103134.877223 nChanged 3 SP:Iteration 29Q (4652.276417 sec): 3 clusters Score: Raw -104735.768507 + Penalty 1596.609097 = -103139.159410 nChanged 5 SP:Iteration 30Q (4652.384565 sec): 3 clusters Score: Raw -104738.559353 + Penalty 1596.609097 = -103141.950256 nChanged 5 SP:Iteration 31Q (4652.529169 sec): 3 clusters Score: Raw -104742.922672 + Penalty 1596.609097 = -103146.313575 nChanged 9 SP:Iteration 32Q (4652.659746 sec): 3 clusters Score: Raw -104748.592550 + Penalty 1596.609097 = -103151.983453 nChanged 11 SP:Iteration 33Q (4652.800561 sec): 3 clusters Score: Raw -104755.312677 + Penalty 1596.609097 = -103158.703580 nChanged 11 SP:Iteration 34Q (4652.932587 sec): 3 clusters Score: Raw -104763.134446 + Penalty 1596.609097 = -103166.525349 nChanged 5 SP:Iteration 35Q (4653.059155 sec): 3 clusters Score: Raw -104766.174721 + Penalty 1596.609097 = -103169.565624 nChanged 4 SP:Iteration 36Q (4653.167102 sec): 3 clusters Score: Raw -104768.142696 + Penalty 1596.609097 = -103171.533599 nChanged 3 SP:Iteration 37Q (4653.279500 sec): 3 clusters Score: Raw -104768.849936 + Penalty 1596.609097 = -103172.240839 nChanged 1 SP:Iteration 38Q (4653.377887 sec): 3 clusters Score: Raw -104769.298822 + Penalty 1596.609097 = -103172.689725 nChanged 2 SP:Iteration 39Q (4653.523312 sec): 3 clusters Score: Raw -104770.055675 + Penalty 1596.609097 = -103173.446578 nChanged 1 SP:Iteration 40F (4653.620651 sec): 3 clusters Score: Raw -104770.497232 + Penalty 1596.609097 = -103173.888135 nChanged 1 SP:Iteration 41Q (4653.737670 sec): 3 clusters Score: Raw -104771.144485 + Penalty 1596.609097 = -103174.535388 nChanged 1 SP:Iteration 42Q (4653.837948 sec): 3 clusters Score: Raw -104771.779621 + Penalty 1596.609097 = -103175.170524 nChanged 1 SP:Iteration 43Q (4653.950442 sec): 3 clusters Score: Raw -104772.133107 + Penalty 1596.609097 = -103175.524010 nChanged 1 SP:Iteration 44Q (4654.050744 sec): 3 clusters Score: Raw -104773.083455 + Penalty 1596.609097 = -103176.474358 nChanged 1 SP:Iteration 45Q (4654.184496 sec): 3 clusters Score: Raw -104774.028362 + Penalty 1596.609097 = -103177.419265 nChanged 0 SP:Iteration 46F (4654.303687 sec): 3 clusters Score: Raw -104774.028362 + Penalty 1596.609097 = -103177.419265 nChanged 0 Trying to split cluster 2 (2319 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4654.362859 sec): 2 clusters Score: Raw -129365.867439 + Penalty 813.633590 = -128552.233848 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4654.480679 sec): 3 clusters Score: Raw -128174.579185 + Penalty 1627.267181 = -126547.312004 nChanged 931 SP:Iteration 1F (4654.633938 sec): 3 clusters Score: Raw -128723.429495 + Penalty 1627.267181 = -127096.162314 nChanged 212 SP:Iteration 2F (4654.722823 sec): 3 clusters Score: Raw -128899.502047 + Penalty 1627.267181 = -127272.234866 nChanged 177 SP:Iteration 3F (4654.841367 sec): 3 clusters Score: Raw -129028.449863 + Penalty 1627.267181 = -127401.182682 nChanged 124 SP:Iteration 4F (4654.982480 sec): 3 clusters Score: Raw -129139.757006 + Penalty 1627.267181 = -127512.489825 nChanged 132 SP:Iteration 5F (4655.102860 sec): 3 clusters Score: Raw -129268.882934 + Penalty 1627.267181 = -127641.615753 nChanged 130 SP:Iteration 6F (4655.241772 sec): 3 clusters Score: Raw -129388.204227 + Penalty 1627.267181 = -127760.937046 nChanged 96 SP:Iteration 7Q (4655.330590 sec): 3 clusters Score: Raw -129463.260502 + Penalty 1627.267181 = -127835.993321 nChanged 82 SP:Iteration 8Q (4655.448472 sec): 3 clusters Score: Raw -129529.986222 + Penalty 1627.267181 = -127902.719041 nChanged 66 SP:Iteration 9Q (4655.577911 sec): 3 clusters Score: Raw -129568.377204 + Penalty 1627.267181 = -127941.110023 nChanged 39 SP:Iteration 10Q (4655.699297 sec): 3 clusters Score: Raw -129588.566784 + Penalty 1627.267181 = -127961.299603 nChanged 35 SP:Iteration 11Q (4655.811850 sec): 3 clusters Score: Raw -129606.157512 + Penalty 1627.267181 = -127978.890331 nChanged 28 SP:Iteration 12Q (4655.949995 sec): 3 clusters Score: Raw -129620.489477 + Penalty 1627.267181 = -127993.222296 nChanged 31 SP:Iteration 13Q (4656.068644 sec): 3 clusters Score: Raw -129633.682077 + Penalty 1627.267181 = -128006.414896 nChanged 17 SP:Iteration 14Q (4656.171521 sec): 3 clusters Score: Raw -129639.826461 + Penalty 1627.267181 = -128012.559280 nChanged 12 SP:Iteration 15Q (4656.287450 sec): 3 clusters Score: Raw -129643.959077 + Penalty 1627.267181 = -128016.691896 nChanged 11 SP:Iteration 16Q (4656.399542 sec): 3 clusters Score: Raw -129650.233832 + Penalty 1627.267181 = -128022.966651 nChanged 14 SP:Iteration 17Q (4656.513381 sec): 3 clusters Score: Raw -129656.301689 + Penalty 1627.267181 = -128029.034508 nChanged 13 SP:Iteration 18Q (4656.671420 sec): 3 clusters Score: Raw -129660.881710 + Penalty 1627.267181 = -128033.614530 nChanged 14 SP:Iteration 19Q (4656.790386 sec): 3 clusters Score: Raw -129665.533817 + Penalty 1627.267181 = -128038.266636 nChanged 11 SP:Iteration 20F (4656.892815 sec): 3 clusters Score: Raw -129668.572538 + Penalty 1627.267181 = -128041.305357 nChanged 5 SP:Iteration 21Q (4657.030531 sec): 3 clusters Score: Raw -129669.408670 + Penalty 1627.267181 = -128042.141489 nChanged 2 SP:Iteration 22Q (4657.130308 sec): 3 clusters Score: Raw -129669.842082 + Penalty 1627.267181 = -128042.574901 nChanged 4 SP:Iteration 23Q (4657.262474 sec): 3 clusters Score: Raw -129670.462208 + Penalty 1627.267181 = -128043.195028 nChanged 0 SP:Iteration 24F (4657.360820 sec): 3 clusters Score: Raw -129670.462208 + Penalty 1627.267181 = -128043.195028 nChanged 0 Trying to split cluster 3 (2706 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4657.447499 sec): 2 clusters Score: Raw -157657.310916 + Penalty 829.838815 = -156827.472101 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4657.539466 sec): 3 clusters Score: Raw -156311.297483 + Penalty 1659.677630 = -154651.619853 nChanged 1040 SP:Iteration 1F (4657.650163 sec): 3 clusters Score: Raw -156977.247618 + Penalty 1659.677630 = -155317.569988 nChanged 264 SP:Iteration 2F (4657.766883 sec): 3 clusters Score: Raw -157202.621771 + Penalty 1659.677630 = -155542.944141 nChanged 191 SP:Iteration 3F (4657.856672 sec): 3 clusters Score: Raw -157374.131525 + Penalty 1659.677630 = -155714.453896 nChanged 164 SP:Iteration 4F (4657.973115 sec): 3 clusters Score: Raw -157516.984437 + Penalty 1659.677630 = -155857.306808 nChanged 130 SP:Iteration 5Q (4658.069545 sec): 3 clusters Score: Raw -157623.853693 + Penalty 1659.677630 = -155964.176063 nChanged 113 SP:Iteration 6Q (4658.193254 sec): 3 clusters Score: Raw -157708.625900 + Penalty 1659.677630 = -156048.948270 nChanged 83 SP:Iteration 7Q (4658.298129 sec): 3 clusters Score: Raw -157758.251785 + Penalty 1659.677630 = -156098.574155 nChanged 60 SP:Iteration 8Q (4658.417578 sec): 3 clusters Score: Raw -157789.558199 + Penalty 1659.677630 = -156129.880569 nChanged 44 SP:Iteration 9Q (4658.508282 sec): 3 clusters Score: Raw -157809.761960 + Penalty 1659.677630 = -156150.084331 nChanged 30 SP:Iteration 10Q (4658.591736 sec): 3 clusters Score: Raw -157821.047197 + Penalty 1659.677630 = -156161.369567 nChanged 14 SP:Iteration 11Q (4658.683559 sec): 3 clusters Score: Raw -157827.057684 + Penalty 1659.677630 = -156167.380054 nChanged 18 SP:Iteration 12Q (4658.793668 sec): 3 clusters Score: Raw -157833.208543 + Penalty 1659.677630 = -156173.530913 nChanged 12 SP:Iteration 13Q (4658.914393 sec): 3 clusters Score: Raw -157836.761287 + Penalty 1659.677630 = -156177.083657 nChanged 12 SP:Iteration 14Q (4659.012992 sec): 3 clusters Score: Raw -157839.342604 + Penalty 1659.677630 = -156179.664974 nChanged 11 SP:Iteration 15Q (4659.140024 sec): 3 clusters Score: Raw -157842.435056 + Penalty 1659.677630 = -156182.757427 nChanged 7 SP:Iteration 16Q (4659.240137 sec): 3 clusters Score: Raw -157844.364164 + Penalty 1659.677630 = -156184.686534 nChanged 2 SP:Iteration 17Q (4659.373537 sec): 3 clusters Score: Raw -157844.618086 + Penalty 1659.677630 = -156184.940457 nChanged 0 SP:Iteration 18F (4659.469899 sec): 3 clusters Score: Raw -157844.618086 + Penalty 1659.677630 = -156184.940457 nChanged 0 Trying to split cluster 4 (6926 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4659.545708 sec): 2 clusters Score: Raw -391504.847735 + Penalty 928.518961 = -390576.328774 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4659.700052 sec): 3 clusters Score: Raw -387596.292037 + Penalty 1857.037922 = -385739.254115 nChanged 2996 SP:Iteration 1F (4659.829155 sec): 3 clusters Score: Raw -389548.425060 + Penalty 1857.037922 = -387691.387137 nChanged 536 SP:Iteration 2F (4659.939648 sec): 3 clusters Score: Raw -389930.473375 + Penalty 1857.037922 = -388073.435452 nChanged 477 SP:Iteration 3F (4660.075645 sec): 3 clusters Score: Raw -390243.176089 + Penalty 1857.037922 = -388386.138167 nChanged 387 SP:Iteration 4F (4660.224128 sec): 3 clusters Score: Raw -390457.634468 + Penalty 1857.037922 = -388600.596546 nChanged 328 SP:Iteration 5Q (4660.335835 sec): 3 clusters Score: Raw -390620.784319 + Penalty 1857.037922 = -388763.746397 nChanged 249 SP:Iteration 6Q (4660.435910 sec): 3 clusters Score: Raw -390735.870518 + Penalty 1857.037922 = -388878.832596 nChanged 196 SP:Iteration 7Q (4660.588353 sec): 3 clusters Score: Raw -390800.577936 + Penalty 1857.037922 = -388943.540014 nChanged 167 SP:Iteration 8Q (4660.702146 sec): 3 clusters Score: Raw -390849.837698 + Penalty 1857.037922 = -388992.799776 nChanged 126 SP:Iteration 9Q (4660.832981 sec): 3 clusters Score: Raw -390877.236407 + Penalty 1857.037922 = -389020.198485 nChanged 81 SP:Iteration 10Q (4660.971587 sec): 3 clusters Score: Raw -390896.072670 + Penalty 1857.037922 = -389039.034748 nChanged 81 SP:Iteration 11Q (4661.066219 sec): 3 clusters Score: Raw -390917.639576 + Penalty 1857.037922 = -389060.601654 nChanged 81 SP:Iteration 12Q (4661.186113 sec): 3 clusters Score: Raw -390939.027226 + Penalty 1857.037922 = -389081.989303 nChanged 80 SP:Iteration 13Q (4661.327707 sec): 3 clusters Score: Raw -390960.812854 + Penalty 1857.037922 = -389103.774932 nChanged 76 SP:Iteration 14Q (4661.440461 sec): 3 clusters Score: Raw -390977.604760 + Penalty 1857.037922 = -389120.566838 nChanged 56 SP:Iteration 15Q (4661.584971 sec): 3 clusters Score: Raw -390991.337046 + Penalty 1857.037922 = -389134.299124 nChanged 63 SP:Iteration 16Q (4661.692767 sec): 3 clusters Score: Raw -391006.986536 + Penalty 1857.037922 = -389149.948614 nChanged 53 SP:Iteration 17Q (4661.829794 sec): 3 clusters Score: Raw -391019.246282 + Penalty 1857.037922 = -389162.208360 nChanged 46 SP:Iteration 18Q (4661.962689 sec): 3 clusters Score: Raw -391030.139445 + Penalty 1857.037922 = -389173.101523 nChanged 54 SP:Iteration 19Q (4662.071388 sec): 3 clusters Score: Raw -391041.809997 + Penalty 1857.037922 = -389184.772074 nChanged 52 SP:Iteration 20F (4662.188367 sec): 3 clusters Score: Raw -391055.794441 + Penalty 1857.037922 = -389198.756519 nChanged 59 SP:Iteration 21Q (4662.329817 sec): 3 clusters Score: Raw -391070.615514 + Penalty 1857.037922 = -389213.577592 nChanged 57 SP:Iteration 22Q (4662.469860 sec): 3 clusters Score: Raw -391081.386542 + Penalty 1857.037922 = -389224.348619 nChanged 49 SP:Iteration 23Q (4662.567535 sec): 3 clusters Score: Raw -391091.445384 + Penalty 1857.037922 = -389234.407462 nChanged 44 SP:Iteration 24Q (4662.698325 sec): 3 clusters Score: Raw -391102.085381 + Penalty 1857.037922 = -389245.047459 nChanged 55 SP:Iteration 25Q (4662.830412 sec): 3 clusters Score: Raw -391121.938684 + Penalty 1857.037922 = -389264.900762 nChanged 70 SP:Iteration 26Q (4662.935495 sec): 3 clusters Score: Raw -391148.875029 + Penalty 1857.037922 = -389291.837107 nChanged 86 SP:Iteration 27Q (4663.062270 sec): 3 clusters Score: Raw -391181.742371 + Penalty 1857.037922 = -389324.704449 nChanged 92 SP:Iteration 28Q (4663.217367 sec): 3 clusters Score: Raw -391212.447640 + Penalty 1857.037922 = -389355.409718 nChanged 85 SP:Iteration 29Q (4663.330477 sec): 3 clusters Score: Raw -391242.770398 + Penalty 1857.037922 = -389385.732475 nChanged 86 SP:Iteration 30Q (4663.472347 sec): 3 clusters Score: Raw -391275.083268 + Penalty 1857.037922 = -389418.045345 nChanged 86 SP:Iteration 31Q (4663.608055 sec): 3 clusters Score: Raw -391303.185611 + Penalty 1857.037922 = -389446.147689 nChanged 70 SP:Iteration 32Q (4663.737189 sec): 3 clusters Score: Raw -391327.728056 + Penalty 1857.037922 = -389470.690134 nChanged 73 SP:Iteration 33Q (4663.885192 sec): 3 clusters Score: Raw -391357.420705 + Penalty 1857.037922 = -389500.382783 nChanged 71 SP:Iteration 34Q (4664.012780 sec): 3 clusters Score: Raw -391383.749915 + Penalty 1857.037922 = -389526.711993 nChanged 57 SP:Iteration 35Q (4664.165757 sec): 3 clusters Score: Raw -391406.572846 + Penalty 1857.037922 = -389549.534924 nChanged 66 SP:Iteration 36Q (4664.291078 sec): 3 clusters Score: Raw -391429.647344 + Penalty 1857.037922 = -389572.609421 nChanged 68 SP:Iteration 37Q (4664.436965 sec): 3 clusters Score: Raw -391461.996071 + Penalty 1857.037922 = -389604.958148 nChanged 82 SP:Iteration 38Q (4664.553256 sec): 3 clusters Score: Raw -391506.050136 + Penalty 1857.037922 = -389649.012214 nChanged 84 SP:Iteration 39Q (4664.661094 sec): 3 clusters Score: Raw -391554.079510 + Penalty 1857.037922 = -389697.041588 nChanged 110 SP:Iteration 40F (4664.801284 sec): 3 clusters Score: Raw -391633.059444 + Penalty 1857.037922 = -389776.021521 nChanged 129 SP:Iteration 41Q (4664.910791 sec): 3 clusters Score: Raw -391736.539340 + Penalty 1857.037922 = -389879.501418 nChanged 127 SP:Iteration 42Q (4665.033860 sec): 3 clusters Score: Raw -391823.108972 + Penalty 1857.037922 = -389966.071050 nChanged 127 SP:Iteration 43Q (4665.151793 sec): 3 clusters Score: Raw -391895.784230 + Penalty 1857.037922 = -390038.746307 nChanged 105 SP:Iteration 44Q (4665.308285 sec): 3 clusters Score: Raw -391950.816759 + Penalty 1857.037922 = -390093.778837 nChanged 96 SP:Iteration 45Q (4665.430122 sec): 3 clusters Score: Raw -392007.155536 + Penalty 1857.037922 = -390150.117614 nChanged 94 SP:Iteration 46Q (4665.544744 sec): 3 clusters Score: Raw -392071.072634 + Penalty 1857.037922 = -390214.034712 nChanged 105 SP:Iteration 47Q (4665.702927 sec): 3 clusters Score: Raw -392145.857288 + Penalty 1857.037922 = -390288.819365 nChanged 99 SP:Iteration 48Q (4665.821898 sec): 3 clusters Score: Raw -392211.978656 + Penalty 1857.037922 = -390354.940734 nChanged 91 SP:Iteration 49Q (4665.925002 sec): 3 clusters Score: Raw -392274.362225 + Penalty 1857.037922 = -390417.324302 nChanged 90 SP:Iteration 50Q (4666.025252 sec): 3 clusters Score: Raw -392334.649497 + Penalty 1857.037922 = -390477.611574 nChanged 86 SP:Iteration 51Q (4666.142929 sec): 3 clusters Score: Raw -392384.408244 + Penalty 1857.037922 = -390527.370322 nChanged 75 SP:Iteration 52Q (4666.272056 sec): 3 clusters Score: Raw -392412.605051 + Penalty 1857.037922 = -390555.567129 nChanged 43 SP:Iteration 53Q (4666.396726 sec): 3 clusters Score: Raw -392426.791113 + Penalty 1857.037922 = -390569.753191 nChanged 29 SP:Iteration 54Q (4666.507367 sec): 3 clusters Score: Raw -392433.395118 + Penalty 1857.037922 = -390576.357196 nChanged 19 SP:Iteration 55Q (4666.637884 sec): 3 clusters Score: Raw -392437.367043 + Penalty 1857.037922 = -390580.329120 nChanged 20 SP:Iteration 56Q (4666.758996 sec): 3 clusters Score: Raw -392441.385078 + Penalty 1857.037922 = -390584.347155 nChanged 17 SP:Iteration 57Q (4666.899029 sec): 3 clusters Score: Raw -392445.094368 + Penalty 1857.037922 = -390588.056446 nChanged 14 SP:Iteration 58Q (4667.029220 sec): 3 clusters Score: Raw -392447.537814 + Penalty 1857.037922 = -390590.499892 nChanged 10 SP:Iteration 59Q (4667.153384 sec): 3 clusters Score: Raw -392449.254211 + Penalty 1857.037922 = -390592.216288 nChanged 8 SP:Iteration 60F (4667.278908 sec): 3 clusters Score: Raw -392451.762249 + Penalty 1857.037922 = -390594.724327 nChanged 6 SP:Iteration 61Q (4667.364775 sec): 3 clusters Score: Raw -392453.001317 + Penalty 1857.037922 = -390595.963395 nChanged 9 SP:Iteration 62Q (4667.489811 sec): 3 clusters Score: Raw -392454.767386 + Penalty 1857.037922 = -390597.729464 nChanged 6 SP:Iteration 63Q (4667.613325 sec): 3 clusters Score: Raw -392455.584756 + Penalty 1857.037922 = -390598.546834 nChanged 2 SP:Iteration 64Q (4667.761578 sec): 3 clusters Score: Raw -392455.997832 + Penalty 1857.037922 = -390598.959909 nChanged 1 SP:Iteration 65Q (4667.897795 sec): 3 clusters Score: Raw -392456.069887 + Penalty 1857.037922 = -390599.031964 nChanged 0 SP:Iteration 66F (4668.018075 sec): 3 clusters Score: Raw -392456.069887 + Penalty 1857.037922 = -390599.031964 nChanged 0 Score: Raw -4233173.797484 + Penalty 28385.253878 = -4204788.543606 Splitting cluster 4 changes total score from -4205019.909882 to -4204788.543606 So it's not getting split. Trying to split cluster 5 (4255 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4670.541542 sec): 2 clusters Score: Raw -258564.345665 + Penalty 877.364254 = -257686.981411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4670.663705 sec): 3 clusters Score: Raw -256302.207375 + Penalty 1754.728509 = -254547.478866 nChanged 1807 SP:Iteration 1F (4670.790373 sec): 3 clusters Score: Raw -257595.443135 + Penalty 1754.728509 = -255840.714626 nChanged 387 SP:Iteration 2F (4670.907246 sec): 3 clusters Score: Raw -257911.041167 + Penalty 1754.728509 = -256156.312659 nChanged 293 SP:Iteration 3F (4671.011100 sec): 3 clusters Score: Raw -258090.368893 + Penalty 1754.728509 = -256335.640384 nChanged 209 SP:Iteration 4Q (4671.142059 sec): 3 clusters Score: Raw -258199.196985 + Penalty 1754.728509 = -256444.468477 nChanged 157 SP:Iteration 5Q (4671.218677 sec): 3 clusters Score: Raw -258258.614884 + Penalty 1754.728509 = -256503.886375 nChanged 100 SP:Iteration 6Q (4671.345931 sec): 3 clusters Score: Raw -258293.791488 + Penalty 1754.728509 = -256539.062979 nChanged 64 SP:Iteration 7Q (4671.455390 sec): 3 clusters Score: Raw -258309.751942 + Penalty 1754.728509 = -256555.023433 nChanged 50 SP:Iteration 8Q (4671.570969 sec): 3 clusters Score: Raw -258323.479016 + Penalty 1754.728509 = -256568.750507 nChanged 29 SP:Iteration 9Q (4671.714535 sec): 3 clusters Score: Raw -258331.892368 + Penalty 1754.728509 = -256577.163859 nChanged 31 SP:Iteration 10Q (4671.818256 sec): 3 clusters Score: Raw -258341.142606 + Penalty 1754.728509 = -256586.414098 nChanged 24 SP:Iteration 11Q (4671.954276 sec): 3 clusters Score: Raw -258349.955792 + Penalty 1754.728509 = -256595.227283 nChanged 29 SP:Iteration 12Q (4672.079593 sec): 3 clusters Score: Raw -258359.673963 + Penalty 1754.728509 = -256604.945455 nChanged 35 SP:Iteration 13Q (4672.219009 sec): 3 clusters Score: Raw -258373.227833 + Penalty 1754.728509 = -256618.499325 nChanged 33 SP:Iteration 14Q (4672.326178 sec): 3 clusters Score: Raw -258381.037343 + Penalty 1754.728509 = -256626.308834 nChanged 22 SP:Iteration 15Q (4672.439858 sec): 3 clusters Score: Raw -258388.273658 + Penalty 1754.728509 = -256633.545149 nChanged 22 SP:Iteration 16Q (4672.554139 sec): 3 clusters Score: Raw -258394.933446 + Penalty 1754.728509 = -256640.204938 nChanged 24 SP:Iteration 17Q (4672.667690 sec): 3 clusters Score: Raw -258401.244322 + Penalty 1754.728509 = -256646.515813 nChanged 24 SP:Iteration 18Q (4672.797949 sec): 3 clusters Score: Raw -258408.576604 + Penalty 1754.728509 = -256653.848095 nChanged 21 SP:Iteration 19Q (4672.909462 sec): 3 clusters Score: Raw -258416.363253 + Penalty 1754.728509 = -256661.634745 nChanged 20 SP:Iteration 20F (4672.998608 sec): 3 clusters Score: Raw -258424.419402 + Penalty 1754.728509 = -256669.690893 nChanged 26 SP:Iteration 21Q (4673.123092 sec): 3 clusters Score: Raw -258434.437397 + Penalty 1754.728509 = -256679.708888 nChanged 32 SP:Iteration 22Q (4673.230239 sec): 3 clusters Score: Raw -258444.877992 + Penalty 1754.728509 = -256690.149483 nChanged 30 SP:Iteration 23Q (4673.403310 sec): 3 clusters Score: Raw -258456.786638 + Penalty 1754.728509 = -256702.058130 nChanged 32 SP:Iteration 24Q (4673.528048 sec): 3 clusters Score: Raw -258470.564570 + Penalty 1754.728509 = -256715.836061 nChanged 36 SP:Iteration 25Q (4673.644538 sec): 3 clusters Score: Raw -258487.031335 + Penalty 1754.728509 = -256732.302826 nChanged 32 SP:Iteration 26Q (4673.749539 sec): 3 clusters Score: Raw -258499.350516 + Penalty 1754.728509 = -256744.622007 nChanged 27 SP:Iteration 27Q (4673.867800 sec): 3 clusters Score: Raw -258508.967419 + Penalty 1754.728509 = -256754.238911 nChanged 24 SP:Iteration 28Q (4674.011171 sec): 3 clusters Score: Raw -258516.898026 + Penalty 1754.728509 = -256762.169518 nChanged 16 SP:Iteration 29Q (4674.115871 sec): 3 clusters Score: Raw -258521.551245 + Penalty 1754.728509 = -256766.822736 nChanged 14 SP:Iteration 30Q (4674.242423 sec): 3 clusters Score: Raw -258525.767963 + Penalty 1754.728509 = -256771.039454 nChanged 15 SP:Iteration 31Q (4674.366581 sec): 3 clusters Score: Raw -258531.128395 + Penalty 1754.728509 = -256776.399886 nChanged 17 SP:Iteration 32Q (4674.521420 sec): 3 clusters Score: Raw -258536.115030 + Penalty 1754.728509 = -256781.386521 nChanged 18 SP:Iteration 33Q (4674.620450 sec): 3 clusters Score: Raw -258542.433572 + Penalty 1754.728509 = -256787.705064 nChanged 15 SP:Iteration 34Q (4674.724672 sec): 3 clusters Score: Raw -258548.234094 + Penalty 1754.728509 = -256793.505586 nChanged 18 SP:Iteration 35Q (4674.855390 sec): 3 clusters Score: Raw -258554.825339 + Penalty 1754.728509 = -256800.096830 nChanged 22 SP:Iteration 36Q (4674.977062 sec): 3 clusters Score: Raw -258560.718677 + Penalty 1754.728509 = -256805.990168 nChanged 12 SP:Iteration 37Q (4675.078301 sec): 3 clusters Score: Raw -258564.960981 + Penalty 1754.728509 = -256810.232472 nChanged 11 SP:Iteration 38Q (4675.202255 sec): 3 clusters Score: Raw -258569.584542 + Penalty 1754.728509 = -256814.856034 nChanged 16 SP:Iteration 39Q (4675.321385 sec): 3 clusters Score: Raw -258577.038652 + Penalty 1754.728509 = -256822.310143 nChanged 17 SP:Iteration 40F (4675.468043 sec): 3 clusters Score: Raw -258585.232594 + Penalty 1754.728509 = -256830.504086 nChanged 22 SP:Iteration 41Q (4675.577393 sec): 3 clusters Score: Raw -258594.364273 + Penalty 1754.728509 = -256839.635765 nChanged 20 SP:Iteration 42Q (4675.668055 sec): 3 clusters Score: Raw -258600.702787 + Penalty 1754.728509 = -256845.974278 nChanged 18 SP:Iteration 43Q (4675.813740 sec): 3 clusters Score: Raw -258606.856590 + Penalty 1754.728509 = -256852.128081 nChanged 18 SP:Iteration 44Q (4675.907115 sec): 3 clusters Score: Raw -258612.506477 + Penalty 1754.728509 = -256857.777969 nChanged 20 SP:Iteration 45Q (4676.018412 sec): 3 clusters Score: Raw -258618.605374 + Penalty 1754.728509 = -256863.876865 nChanged 14 SP:Iteration 46Q (4676.118309 sec): 3 clusters Score: Raw -258624.145546 + Penalty 1754.728509 = -256869.417038 nChanged 15 SP:Iteration 47Q (4676.222387 sec): 3 clusters Score: Raw -258630.047330 + Penalty 1754.728509 = -256875.318822 nChanged 10 SP:Iteration 48Q (4676.334866 sec): 3 clusters Score: Raw -258632.645002 + Penalty 1754.728509 = -256877.916494 nChanged 7 SP:Iteration 49Q (4676.427102 sec): 3 clusters Score: Raw -258635.087059 + Penalty 1754.728509 = -256880.358550 nChanged 7 SP:Iteration 50Q (4676.505674 sec): 3 clusters Score: Raw -258636.823523 + Penalty 1754.728509 = -256882.095014 nChanged 9 SP:Iteration 51Q (4676.621820 sec): 3 clusters Score: Raw -258639.241625 + Penalty 1754.728509 = -256884.513116 nChanged 9 SP:Iteration 52Q (4676.748183 sec): 3 clusters Score: Raw -258640.854895 + Penalty 1754.728509 = -256886.126387 nChanged 4 SP:Iteration 53Q (4676.878128 sec): 3 clusters Score: Raw -258641.910293 + Penalty 1754.728509 = -256887.181784 nChanged 3 SP:Iteration 54Q (4676.966115 sec): 3 clusters Score: Raw -258642.901146 + Penalty 1754.728509 = -256888.172638 nChanged 4 SP:Iteration 55Q (4677.105448 sec): 3 clusters Score: Raw -258644.720400 + Penalty 1754.728509 = -256889.991891 nChanged 2 SP:Iteration 56Q (4677.205377 sec): 3 clusters Score: Raw -258646.031364 + Penalty 1754.728509 = -256891.302856 nChanged 6 SP:Iteration 57Q (4677.347078 sec): 3 clusters Score: Raw -258647.218661 + Penalty 1754.728509 = -256892.490153 nChanged 3 SP:Iteration 58Q (4677.468244 sec): 3 clusters Score: Raw -258647.812355 + Penalty 1754.728509 = -256893.083847 nChanged 1 SP:Iteration 59Q (4677.566045 sec): 3 clusters Score: Raw -258648.205257 + Penalty 1754.728509 = -256893.476749 nChanged 1 SP:Iteration 60F (4677.692346 sec): 3 clusters Score: Raw -258648.300151 + Penalty 1754.728509 = -256893.571642 nChanged 1 SP:Iteration 61Q (4677.813874 sec): 3 clusters Score: Raw -258648.649005 + Penalty 1754.728509 = -256893.920496 nChanged 0 SP:Iteration 62F (4677.955981 sec): 3 clusters Score: Raw -258648.649005 + Penalty 1754.728509 = -256893.920496 nChanged 0 Trying to split cluster 6 (1317 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4678.023187 sec): 2 clusters Score: Raw -50965.111808 + Penalty 754.226729 = -50210.885079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4678.138990 sec): 3 clusters Score: Raw -50450.061740 + Penalty 1508.453457 = -48941.608282 nChanged 512 SP:Iteration 1F (4678.256796 sec): 3 clusters Score: Raw -50888.618459 + Penalty 1508.453457 = -49380.165002 nChanged 125 SP:Iteration 2F (4678.361748 sec): 3 clusters Score: Raw -51009.973253 + Penalty 1508.453457 = -49501.519796 nChanged 86 SP:Iteration 3F (4678.474458 sec): 3 clusters Score: Raw -51097.383091 + Penalty 1508.453457 = -49588.929634 nChanged 68 SP:Iteration 4F (4678.564880 sec): 3 clusters Score: Raw -51191.964874 + Penalty 1508.453457 = -49683.511417 nChanged 66 SP:Iteration 5F (4678.655863 sec): 3 clusters Score: Raw -51280.545630 + Penalty 1508.453457 = -49772.092172 nChanged 54 SP:Iteration 6Q (4678.755086 sec): 3 clusters Score: Raw -51335.535432 + Penalty 1508.453457 = -49827.081975 nChanged 38 SP:Iteration 7Q (4678.866171 sec): 3 clusters Score: Raw -51367.951433 + Penalty 1508.453457 = -49859.497975 nChanged 26 SP:Iteration 8Q (4678.971561 sec): 3 clusters Score: Raw -51399.222695 + Penalty 1508.453457 = -49890.769238 nChanged 23 SP:Iteration 9Q (4679.074307 sec): 3 clusters Score: Raw -51421.356119 + Penalty 1508.453457 = -49912.902662 nChanged 16 SP:Iteration 10Q (4679.187491 sec): 3 clusters Score: Raw -51434.559888 + Penalty 1508.453457 = -49926.106430 nChanged 16 SP:Iteration 11Q (4679.309885 sec): 3 clusters Score: Raw -51444.109234 + Penalty 1508.453457 = -49935.655777 nChanged 15 SP:Iteration 12Q (4679.419740 sec): 3 clusters Score: Raw -51451.897906 + Penalty 1508.453457 = -49943.444449 nChanged 7 SP:Iteration 13Q (4679.533680 sec): 3 clusters Score: Raw -51456.609910 + Penalty 1508.453457 = -49948.156453 nChanged 10 SP:Iteration 14Q (4679.680039 sec): 3 clusters Score: Raw -51463.080996 + Penalty 1508.453457 = -49954.627538 nChanged 9 SP:Iteration 15Q (4679.809465 sec): 3 clusters Score: Raw -51471.442708 + Penalty 1508.453457 = -49962.989251 nChanged 2 SP:Iteration 16Q (4679.896818 sec): 3 clusters Score: Raw -51472.154255 + Penalty 1508.453457 = -49963.700798 nChanged 4 SP:Iteration 17Q (4680.005557 sec): 3 clusters Score: Raw -51473.600842 + Penalty 1508.453457 = -49965.147385 nChanged 1 SP:Iteration 18Q (4680.117995 sec): 3 clusters Score: Raw -51473.860191 + Penalty 1508.453457 = -49965.406733 nChanged 0 SP:Iteration 19F (4680.234366 sec): 3 clusters Score: Raw -51474.095521 + Penalty 1508.453457 = -49965.642063 nChanged 1 SP:Iteration 20F (4680.354203 sec): 3 clusters Score: Raw -51478.677899 + Penalty 1508.453457 = -49970.224442 nChanged 4 SP:Iteration 21Q (4680.461609 sec): 3 clusters Score: Raw -51479.775858 + Penalty 1508.453457 = -49971.322400 nChanged 2 SP:Iteration 22Q (4680.538061 sec): 3 clusters Score: Raw -51480.393052 + Penalty 1508.453457 = -49971.939595 nChanged 1 SP:Iteration 23Q (4680.652929 sec): 3 clusters Score: Raw -51480.742103 + Penalty 1508.453457 = -49972.288645 nChanged 0 SP:Iteration 24F (4680.775600 sec): 3 clusters Score: Raw -51480.742103 + Penalty 1508.453457 = -49972.288645 nChanged 0 Trying to split cluster 7 (3207 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4680.836215 sec): 2 clusters Score: Raw -162754.001370 + Penalty 847.674576 = -161906.326794 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4680.988158 sec): 3 clusters Score: Raw -161116.520316 + Penalty 1695.349152 = -159421.171164 nChanged 1294 SP:Iteration 1F (4681.084914 sec): 3 clusters Score: Raw -161998.488576 + Penalty 1695.349152 = -160303.139424 nChanged 243 SP:Iteration 2F (4681.240245 sec): 3 clusters Score: Raw -162149.294017 + Penalty 1695.349152 = -160453.944865 nChanged 175 SP:Iteration 3F (4681.360487 sec): 3 clusters Score: Raw -162270.138193 + Penalty 1695.349152 = -160574.789041 nChanged 162 SP:Iteration 4F (4681.470556 sec): 3 clusters Score: Raw -162412.268758 + Penalty 1695.349152 = -160716.919606 nChanged 168 SP:Iteration 5F (4681.557434 sec): 3 clusters Score: Raw -162547.984647 + Penalty 1695.349152 = -160852.635495 nChanged 157 SP:Iteration 6Q (4681.710985 sec): 3 clusters Score: Raw -162686.501422 + Penalty 1695.349152 = -160991.152270 nChanged 141 SP:Iteration 7Q (4681.814121 sec): 3 clusters Score: Raw -162798.124036 + Penalty 1695.349152 = -161102.774884 nChanged 122 SP:Iteration 8Q (4681.944362 sec): 3 clusters Score: Raw -162872.631613 + Penalty 1695.349152 = -161177.282461 nChanged 80 SP:Iteration 9Q (4682.057728 sec): 3 clusters Score: Raw -162926.245035 + Penalty 1695.349152 = -161230.895883 nChanged 74 SP:Iteration 10Q (4682.184546 sec): 3 clusters Score: Raw -162965.110692 + Penalty 1695.349152 = -161269.761541 nChanged 52 SP:Iteration 11Q (4682.295766 sec): 3 clusters Score: Raw -162994.282191 + Penalty 1695.349152 = -161298.933039 nChanged 48 SP:Iteration 12Q (4682.415878 sec): 3 clusters Score: Raw -163012.720279 + Penalty 1695.349152 = -161317.371127 nChanged 39 SP:Iteration 13Q (4682.533521 sec): 3 clusters Score: Raw -163028.573831 + Penalty 1695.349152 = -161333.224679 nChanged 28 SP:Iteration 14Q (4682.655081 sec): 3 clusters Score: Raw -163039.327514 + Penalty 1695.349152 = -161343.978362 nChanged 33 SP:Iteration 15Q (4682.788475 sec): 3 clusters Score: Raw -163049.870143 + Penalty 1695.349152 = -161354.520991 nChanged 18 SP:Iteration 16Q (4682.882439 sec): 3 clusters Score: Raw -163054.247686 + Penalty 1695.349152 = -161358.898534 nChanged 13 SP:Iteration 17Q (4682.993674 sec): 3 clusters Score: Raw -163057.351414 + Penalty 1695.349152 = -161362.002262 nChanged 17 SP:Iteration 18Q (4683.132966 sec): 3 clusters Score: Raw -163061.626040 + Penalty 1695.349152 = -161366.276888 nChanged 14 SP:Iteration 19Q (4683.228834 sec): 3 clusters Score: Raw -163064.715614 + Penalty 1695.349152 = -161369.366462 nChanged 6 SP:Iteration 20F (4683.370104 sec): 3 clusters Score: Raw -163066.195593 + Penalty 1695.349152 = -161370.846441 nChanged 10 SP:Iteration 21Q (4683.470561 sec): 3 clusters Score: Raw -163067.832682 + Penalty 1695.349152 = -161372.483530 nChanged 6 SP:Iteration 22Q (4683.598382 sec): 3 clusters Score: Raw -163069.385811 + Penalty 1695.349152 = -161374.036659 nChanged 4 SP:Iteration 23Q (4683.678258 sec): 3 clusters Score: Raw -163070.565803 + Penalty 1695.349152 = -161375.216651 nChanged 4 SP:Iteration 24Q (4683.771031 sec): 3 clusters Score: Raw -163071.498146 + Penalty 1695.349152 = -161376.148994 nChanged 0 SP:Iteration 25F (4683.869517 sec): 3 clusters Score: Raw -163071.498146 + Penalty 1695.349152 = -161376.148994 nChanged 0 Trying to split cluster 8 (4988 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4683.927544 sec): 2 clusters Score: Raw -290867.976933 + Penalty 894.052982 = -289973.923951 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4684.021502 sec): 3 clusters Score: Raw -288147.074323 + Penalty 1788.105964 = -286358.968359 nChanged 2072 SP:Iteration 1F (4684.098862 sec): 3 clusters Score: Raw -289383.212733 + Penalty 1788.105964 = -287595.106769 nChanged 371 SP:Iteration 2F (4684.218971 sec): 3 clusters Score: Raw -289585.069034 + Penalty 1788.105964 = -287796.963069 nChanged 305 SP:Iteration 3F (4684.338039 sec): 3 clusters Score: Raw -289748.351241 + Penalty 1788.105964 = -287960.245277 nChanged 250 SP:Iteration 4F (4684.473718 sec): 3 clusters Score: Raw -289871.346017 + Penalty 1788.105964 = -288083.240053 nChanged 213 SP:Iteration 5Q (4684.587137 sec): 3 clusters Score: Raw -289980.663426 + Penalty 1788.105964 = -288192.557462 nChanged 208 SP:Iteration 6Q (4684.692169 sec): 3 clusters Score: Raw -290081.732706 + Penalty 1788.105964 = -288293.626741 nChanged 185 SP:Iteration 7Q (4684.777144 sec): 3 clusters Score: Raw -290169.727023 + Penalty 1788.105964 = -288381.621058 nChanged 155 SP:Iteration 8Q (4684.878163 sec): 3 clusters Score: Raw -290248.971969 + Penalty 1788.105964 = -288460.866005 nChanged 142 SP:Iteration 9Q (4684.958574 sec): 3 clusters Score: Raw -290327.798087 + Penalty 1788.105964 = -288539.692123 nChanged 129 SP:Iteration 10Q (4685.085196 sec): 3 clusters Score: Raw -290405.818865 + Penalty 1788.105964 = -288617.712901 nChanged 126 SP:Iteration 11Q (4685.196523 sec): 3 clusters Score: Raw -290479.646354 + Penalty 1788.105964 = -288691.540389 nChanged 107 SP:Iteration 12Q (4685.300144 sec): 3 clusters Score: Raw -290543.507258 + Penalty 1788.105964 = -288755.401294 nChanged 114 SP:Iteration 13Q (4685.398121 sec): 3 clusters Score: Raw -290618.762005 + Penalty 1788.105964 = -288830.656041 nChanged 112 SP:Iteration 14Q (4685.532895 sec): 3 clusters Score: Raw -290680.453986 + Penalty 1788.105964 = -288892.348021 nChanged 87 SP:Iteration 15Q (4685.620595 sec): 3 clusters Score: Raw -290728.469695 + Penalty 1788.105964 = -288940.363731 nChanged 81 SP:Iteration 16Q (4685.761112 sec): 3 clusters Score: Raw -290773.606478 + Penalty 1788.105964 = -288985.500513 nChanged 82 SP:Iteration 17Q (4685.867852 sec): 3 clusters Score: Raw -290807.348066 + Penalty 1788.105964 = -289019.242102 nChanged 64 SP:Iteration 18Q (4685.992382 sec): 3 clusters Score: Raw -290841.699322 + Penalty 1788.105964 = -289053.593358 nChanged 73 SP:Iteration 19Q (4686.118661 sec): 3 clusters Score: Raw -290886.106792 + Penalty 1788.105964 = -289098.000828 nChanged 64 SP:Iteration 20F (4686.224477 sec): 3 clusters Score: Raw -290912.912739 + Penalty 1788.105964 = -289124.806775 nChanged 50 SP:Iteration 21Q (4686.327936 sec): 3 clusters Score: Raw -290937.250322 + Penalty 1788.105964 = -289149.144357 nChanged 48 SP:Iteration 22Q (4686.433864 sec): 3 clusters Score: Raw -290955.575875 + Penalty 1788.105964 = -289167.469911 nChanged 36 SP:Iteration 23Q (4686.553599 sec): 3 clusters Score: Raw -290967.134625 + Penalty 1788.105964 = -289179.028661 nChanged 32 SP:Iteration 24Q (4686.674170 sec): 3 clusters Score: Raw -290981.254799 + Penalty 1788.105964 = -289193.148835 nChanged 38 SP:Iteration 25Q (4686.797587 sec): 3 clusters Score: Raw -290994.333870 + Penalty 1788.105964 = -289206.227906 nChanged 29 SP:Iteration 26Q (4686.916927 sec): 3 clusters Score: Raw -291001.946554 + Penalty 1788.105964 = -289213.840590 nChanged 24 SP:Iteration 27Q (4687.032824 sec): 3 clusters Score: Raw -291011.280171 + Penalty 1788.105964 = -289223.174207 nChanged 28 SP:Iteration 28Q (4687.168735 sec): 3 clusters Score: Raw -291020.082395 + Penalty 1788.105964 = -289231.976430 nChanged 25 SP:Iteration 29Q (4687.269436 sec): 3 clusters Score: Raw -291027.965573 + Penalty 1788.105964 = -289239.859609 nChanged 24 SP:Iteration 30Q (4687.389692 sec): 3 clusters Score: Raw -291035.449982 + Penalty 1788.105964 = -289247.344018 nChanged 26 SP:Iteration 31Q (4687.485969 sec): 3 clusters Score: Raw -291045.137872 + Penalty 1788.105964 = -289257.031908 nChanged 33 SP:Iteration 32Q (4687.608659 sec): 3 clusters Score: Raw -291058.271483 + Penalty 1788.105964 = -289270.165518 nChanged 32 SP:Iteration 33Q (4687.776515 sec): 3 clusters Score: Raw -291067.427696 + Penalty 1788.105964 = -289279.321732 nChanged 27 SP:Iteration 34Q (4687.889395 sec): 3 clusters Score: Raw -291074.249097 + Penalty 1788.105964 = -289286.143133 nChanged 23 SP:Iteration 35Q (4688.012392 sec): 3 clusters Score: Raw -291081.955651 + Penalty 1788.105964 = -289293.849687 nChanged 21 SP:Iteration 36Q (4688.128142 sec): 3 clusters Score: Raw -291088.228169 + Penalty 1788.105964 = -289300.122204 nChanged 19 SP:Iteration 37Q (4688.217541 sec): 3 clusters Score: Raw -291092.823918 + Penalty 1788.105964 = -289304.717953 nChanged 14 SP:Iteration 38Q (4688.366156 sec): 3 clusters Score: Raw -291095.309187 + Penalty 1788.105964 = -289307.203223 nChanged 13 SP:Iteration 39Q (4688.456515 sec): 3 clusters Score: Raw -291097.629771 + Penalty 1788.105964 = -289309.523807 nChanged 5 SP:Iteration 40F (4688.570619 sec): 3 clusters Score: Raw -291098.558416 + Penalty 1788.105964 = -289310.452452 nChanged 10 SP:Iteration 41Q (4688.679415 sec): 3 clusters Score: Raw -291100.055396 + Penalty 1788.105964 = -289311.949431 nChanged 5 SP:Iteration 42Q (4688.818828 sec): 3 clusters Score: Raw -291100.932927 + Penalty 1788.105964 = -289312.826962 nChanged 1 SP:Iteration 43Q (4688.917970 sec): 3 clusters Score: Raw -291100.969909 + Penalty 1788.105964 = -289312.863944 nChanged 1 SP:Iteration 44Q (4689.025567 sec): 3 clusters Score: Raw -291100.988810 + Penalty 1788.105964 = -289312.882846 nChanged 1 SP:Iteration 45Q (4689.143534 sec): 3 clusters Score: Raw -291101.111139 + Penalty 1788.105964 = -289313.005174 nChanged 2 SP:Iteration 46Q (4689.232115 sec): 3 clusters Score: Raw -291101.321795 + Penalty 1788.105964 = -289313.215831 nChanged 1 SP:Iteration 47Q (4689.335099 sec): 3 clusters Score: Raw -291101.399426 + Penalty 1788.105964 = -289313.293461 nChanged 1 SP:Iteration 48Q (4689.457614 sec): 3 clusters Score: Raw -291101.439877 + Penalty 1788.105964 = -289313.333913 nChanged 0 SP:Iteration 49F (4689.573082 sec): 3 clusters Score: Raw -291101.439877 + Penalty 1788.105964 = -289313.333913 nChanged 0 Trying to split cluster 9 (3180 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4689.635300 sec): 2 clusters Score: Raw -162158.111053 + Penalty 846.786830 = -161311.324223 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4689.752137 sec): 3 clusters Score: Raw -160524.637651 + Penalty 1693.573660 = -158831.063992 nChanged 1305 SP:Iteration 1F (4689.889475 sec): 3 clusters Score: Raw -161390.290602 + Penalty 1693.573660 = -159696.716942 nChanged 318 SP:Iteration 2F (4689.984586 sec): 3 clusters Score: Raw -161648.632821 + Penalty 1693.573660 = -159955.059161 nChanged 211 SP:Iteration 3F (4690.120792 sec): 3 clusters Score: Raw -161805.064097 + Penalty 1693.573660 = -160111.490437 nChanged 171 SP:Iteration 4F (4690.242580 sec): 3 clusters Score: Raw -161918.640479 + Penalty 1693.573660 = -160225.066819 nChanged 157 SP:Iteration 5Q (4690.366944 sec): 3 clusters Score: Raw -162028.175690 + Penalty 1693.573660 = -160334.602030 nChanged 131 SP:Iteration 6Q (4690.483531 sec): 3 clusters Score: Raw -162121.685597 + Penalty 1693.573660 = -160428.111937 nChanged 127 SP:Iteration 7Q (4690.606958 sec): 3 clusters Score: Raw -162199.870205 + Penalty 1693.573660 = -160506.296545 nChanged 102 SP:Iteration 8Q (4690.723749 sec): 3 clusters Score: Raw -162258.741674 + Penalty 1693.573660 = -160565.168014 nChanged 83 SP:Iteration 9Q (4690.826373 sec): 3 clusters Score: Raw -162298.597935 + Penalty 1693.573660 = -160605.024275 nChanged 65 SP:Iteration 10Q (4690.962002 sec): 3 clusters Score: Raw -162328.121040 + Penalty 1693.573660 = -160634.547380 nChanged 48 SP:Iteration 11Q (4691.067298 sec): 3 clusters Score: Raw -162347.472898 + Penalty 1693.573660 = -160653.899238 nChanged 43 SP:Iteration 12Q (4691.191339 sec): 3 clusters Score: Raw -162369.164989 + Penalty 1693.573660 = -160675.591329 nChanged 43 SP:Iteration 13Q (4691.283263 sec): 3 clusters Score: Raw -162383.127097 + Penalty 1693.573660 = -160689.553437 nChanged 29 SP:Iteration 14Q (4691.400668 sec): 3 clusters Score: Raw -162395.138873 + Penalty 1693.573660 = -160701.565213 nChanged 36 SP:Iteration 15Q (4691.516796 sec): 3 clusters Score: Raw -162409.975993 + Penalty 1693.573660 = -160716.402333 nChanged 29 SP:Iteration 16Q (4691.632359 sec): 3 clusters Score: Raw -162424.003649 + Penalty 1693.573660 = -160730.429989 nChanged 33 SP:Iteration 17Q (4691.773707 sec): 3 clusters Score: Raw -162441.502243 + Penalty 1693.573660 = -160747.928583 nChanged 37 SP:Iteration 18Q (4691.885250 sec): 3 clusters Score: Raw -162459.075349 + Penalty 1693.573660 = -160765.501689 nChanged 28 SP:Iteration 19Q (4691.982695 sec): 3 clusters Score: Raw -162478.652893 + Penalty 1693.573660 = -160785.079233 nChanged 32 SP:Iteration 20F (4692.098084 sec): 3 clusters Score: Raw -162505.066300 + Penalty 1693.573660 = -160811.492640 nChanged 32 SP:Iteration 21Q (4692.240510 sec): 3 clusters Score: Raw -162545.098607 + Penalty 1693.573660 = -160851.524947 nChanged 47 SP:Iteration 22Q (4692.336657 sec): 3 clusters Score: Raw -162577.467258 + Penalty 1693.573660 = -160883.893598 nChanged 43 SP:Iteration 23Q (4692.443567 sec): 3 clusters Score: Raw -162599.673671 + Penalty 1693.573660 = -160906.100011 nChanged 34 SP:Iteration 24Q (4692.544367 sec): 3 clusters Score: Raw -162613.556224 + Penalty 1693.573660 = -160919.982564 nChanged 25 SP:Iteration 25Q (4692.677985 sec): 3 clusters Score: Raw -162622.744885 + Penalty 1693.573660 = -160929.171225 nChanged 18 SP:Iteration 26Q (4692.789551 sec): 3 clusters Score: Raw -162629.070292 + Penalty 1693.573660 = -160935.496632 nChanged 10 SP:Iteration 27Q (4692.944317 sec): 3 clusters Score: Raw -162631.883114 + Penalty 1693.573660 = -160938.309454 nChanged 8 SP:Iteration 28Q (4693.044080 sec): 3 clusters Score: Raw -162634.320938 + Penalty 1693.573660 = -160940.747278 nChanged 4 SP:Iteration 29Q (4693.178182 sec): 3 clusters Score: Raw -162635.009563 + Penalty 1693.573660 = -160941.435903 nChanged 2 SP:Iteration 30Q (4693.289394 sec): 3 clusters Score: Raw -162635.227828 + Penalty 1693.573660 = -160941.654168 nChanged 0 SP:Iteration 31F (4693.420901 sec): 3 clusters Score: Raw -162635.227828 + Penalty 1693.573660 = -160941.654168 nChanged 0 Trying to split cluster 10 (1617 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4693.486083 sec): 2 clusters Score: Raw -91487.157403 + Penalty 775.774425 = -90711.382978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4693.592829 sec): 3 clusters Score: Raw -90773.918860 + Penalty 1551.548851 = -89222.370009 nChanged 599 SP:Iteration 1F (4693.704198 sec): 3 clusters Score: Raw -91238.328759 + Penalty 1551.548851 = -89686.779909 nChanged 153 SP:Iteration 2F (4693.809579 sec): 3 clusters Score: Raw -91368.093626 + Penalty 1551.548851 = -89816.544776 nChanged 108 SP:Iteration 3F (4693.900419 sec): 3 clusters Score: Raw -91465.267322 + Penalty 1551.548851 = -89913.718471 nChanged 75 SP:Iteration 4Q (4694.010697 sec): 3 clusters Score: Raw -91522.894590 + Penalty 1551.548851 = -89971.345739 nChanged 48 SP:Iteration 5Q (4694.150846 sec): 3 clusters Score: Raw -91558.235270 + Penalty 1551.548851 = -90006.686420 nChanged 46 SP:Iteration 6Q (4694.255056 sec): 3 clusters Score: Raw -91596.458029 + Penalty 1551.548851 = -90044.909178 nChanged 40 SP:Iteration 7Q (4694.376699 sec): 3 clusters Score: Raw -91625.243616 + Penalty 1551.548851 = -90073.694766 nChanged 32 SP:Iteration 8Q (4694.473753 sec): 3 clusters Score: Raw -91649.706190 + Penalty 1551.548851 = -90098.157340 nChanged 28 SP:Iteration 9Q (4694.588028 sec): 3 clusters Score: Raw -91669.632952 + Penalty 1551.548851 = -90118.084101 nChanged 16 SP:Iteration 10Q (4694.694208 sec): 3 clusters Score: Raw -91679.916186 + Penalty 1551.548851 = -90128.367336 nChanged 16 SP:Iteration 11Q (4694.804111 sec): 3 clusters Score: Raw -91688.889861 + Penalty 1551.548851 = -90137.341010 nChanged 17 SP:Iteration 12Q (4694.903567 sec): 3 clusters Score: Raw -91696.837806 + Penalty 1551.548851 = -90145.288955 nChanged 17 SP:Iteration 13Q (4695.009506 sec): 3 clusters Score: Raw -91703.413022 + Penalty 1551.548851 = -90151.864172 nChanged 9 SP:Iteration 14Q (4695.146120 sec): 3 clusters Score: Raw -91710.227204 + Penalty 1551.548851 = -90158.678354 nChanged 13 SP:Iteration 15Q (4695.239596 sec): 3 clusters Score: Raw -91715.941505 + Penalty 1551.548851 = -90164.392654 nChanged 8 SP:Iteration 16Q (4695.355781 sec): 3 clusters Score: Raw -91718.349173 + Penalty 1551.548851 = -90166.800322 nChanged 2 SP:Iteration 17Q (4695.467254 sec): 3 clusters Score: Raw -91719.017842 + Penalty 1551.548851 = -90167.468992 nChanged 1 SP:Iteration 18Q (4695.615134 sec): 3 clusters Score: Raw -91719.407633 + Penalty 1551.548851 = -90167.858782 nChanged 1 SP:Iteration 19Q (4695.716290 sec): 3 clusters Score: Raw -91719.750779 + Penalty 1551.548851 = -90168.201929 nChanged 1 SP:Iteration 20F (4695.864409 sec): 3 clusters Score: Raw -91720.547794 + Penalty 1551.548851 = -90168.998944 nChanged 3 SP:Iteration 21Q (4695.949845 sec): 3 clusters Score: Raw -91721.691298 + Penalty 1551.548851 = -90170.142448 nChanged 2 SP:Iteration 22Q (4696.064561 sec): 3 clusters Score: Raw -91722.467103 + Penalty 1551.548851 = -90170.918252 nChanged 2 SP:Iteration 23Q (4696.192169 sec): 3 clusters Score: Raw -91723.555297 + Penalty 1551.548851 = -90172.006446 nChanged 5 SP:Iteration 24Q (4696.313538 sec): 3 clusters Score: Raw -91725.925406 + Penalty 1551.548851 = -90174.376555 nChanged 3 SP:Iteration 25Q (4696.415246 sec): 3 clusters Score: Raw -91726.833469 + Penalty 1551.548851 = -90175.284619 nChanged 2 SP:Iteration 26Q (4696.538574 sec): 3 clusters Score: Raw -91728.174499 + Penalty 1551.548851 = -90176.625649 nChanged 1 SP:Iteration 27Q (4696.660829 sec): 3 clusters Score: Raw -91728.425722 + Penalty 1551.548851 = -90176.876871 nChanged 3 SP:Iteration 28Q (4696.758319 sec): 3 clusters Score: Raw -91729.498241 + Penalty 1551.548851 = -90177.949390 nChanged 5 SP:Iteration 29Q (4696.872075 sec): 3 clusters Score: Raw -91732.486430 + Penalty 1551.548851 = -90180.937580 nChanged 6 SP:Iteration 30Q (4696.981893 sec): 3 clusters Score: Raw -91735.240736 + Penalty 1551.548851 = -90183.691885 nChanged 5 SP:Iteration 31Q (4697.105524 sec): 3 clusters Score: Raw -91737.214694 + Penalty 1551.548851 = -90185.665844 nChanged 5 SP:Iteration 32Q (4697.193544 sec): 3 clusters Score: Raw -91740.770883 + Penalty 1551.548851 = -90189.222033 nChanged 6 SP:Iteration 33Q (4697.293512 sec): 3 clusters Score: Raw -91743.832075 + Penalty 1551.548851 = -90192.283224 nChanged 4 SP:Iteration 34Q (4697.383356 sec): 3 clusters Score: Raw -91745.894635 + Penalty 1551.548851 = -90194.345784 nChanged 5 SP:Iteration 35Q (4697.517752 sec): 3 clusters Score: Raw -91747.723972 + Penalty 1551.548851 = -90196.175121 nChanged 4 SP:Iteration 36Q (4697.639053 sec): 3 clusters Score: Raw -91749.313213 + Penalty 1551.548851 = -90197.764362 nChanged 3 SP:Iteration 37Q (4697.755007 sec): 3 clusters Score: Raw -91750.047041 + Penalty 1551.548851 = -90198.498190 nChanged 0 SP:Iteration 38F (4697.845549 sec): 3 clusters Score: Raw -91750.047041 + Penalty 1551.548851 = -90198.498190 nChanged 0 Trying to split cluster 11 (3127 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4697.937884 sec): 2 clusters Score: Raw -184760.506017 + Penalty 845.022083 = -183915.483935 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4698.059597 sec): 3 clusters Score: Raw -183166.673964 + Penalty 1690.044165 = -181476.629799 nChanged 1237 SP:Iteration 1F (4698.146480 sec): 3 clusters Score: Raw -183851.169863 + Penalty 1690.044165 = -182161.125698 nChanged 232 SP:Iteration 2F (4698.248714 sec): 3 clusters Score: Raw -183976.699467 + Penalty 1690.044165 = -182286.655302 nChanged 156 SP:Iteration 3Q (4698.355170 sec): 3 clusters Score: Raw -184057.173198 + Penalty 1690.044165 = -182367.129033 nChanged 135 SP:Iteration 4Q (4698.464696 sec): 3 clusters Score: Raw -184137.370008 + Penalty 1690.044165 = -182447.325842 nChanged 112 SP:Iteration 5Q (4698.567980 sec): 3 clusters Score: Raw -184206.293028 + Penalty 1690.044165 = -182516.248863 nChanged 108 SP:Iteration 6Q (4698.676014 sec): 3 clusters Score: Raw -184266.654254 + Penalty 1690.044165 = -182576.610089 nChanged 94 SP:Iteration 7Q (4698.789478 sec): 3 clusters Score: Raw -184316.635961 + Penalty 1690.044165 = -182626.591796 nChanged 86 SP:Iteration 8Q (4698.904812 sec): 3 clusters Score: Raw -184373.044434 + Penalty 1690.044165 = -182683.000269 nChanged 111 SP:Iteration 9Q (4699.023175 sec): 3 clusters Score: Raw -184444.110397 + Penalty 1690.044165 = -182754.066232 nChanged 109 SP:Iteration 10Q (4699.114733 sec): 3 clusters Score: Raw -184523.470299 + Penalty 1690.044165 = -182833.426134 nChanged 108 SP:Iteration 11Q (4699.227935 sec): 3 clusters Score: Raw -184624.254164 + Penalty 1690.044165 = -182934.209999 nChanged 104 SP:Iteration 12Q (4699.354818 sec): 3 clusters Score: Raw -184698.522773 + Penalty 1690.044165 = -183008.478608 nChanged 79 SP:Iteration 13Q (4699.476011 sec): 3 clusters Score: Raw -184770.195135 + Penalty 1690.044165 = -183080.150970 nChanged 68 SP:Iteration 14Q (4699.623434 sec): 3 clusters Score: Raw -184845.111446 + Penalty 1690.044165 = -183155.067281 nChanged 54 SP:Iteration 15Q (4699.731046 sec): 3 clusters Score: Raw -184901.736433 + Penalty 1690.044165 = -183211.692268 nChanged 41 SP:Iteration 16Q (4699.819417 sec): 3 clusters Score: Raw -184943.038543 + Penalty 1690.044165 = -183252.994378 nChanged 35 SP:Iteration 17Q (4699.929810 sec): 3 clusters Score: Raw -184972.479660 + Penalty 1690.044165 = -183282.435495 nChanged 26 SP:Iteration 18Q (4700.034151 sec): 3 clusters Score: Raw -184993.562927 + Penalty 1690.044165 = -183303.518762 nChanged 21 SP:Iteration 19Q (4700.146892 sec): 3 clusters Score: Raw -185010.724921 + Penalty 1690.044165 = -183320.680756 nChanged 17 SP:Iteration 20F (4700.271529 sec): 3 clusters Score: Raw -185021.924760 + Penalty 1690.044165 = -183331.880595 nChanged 9 SP:Iteration 21Q (4700.372943 sec): 3 clusters Score: Raw -185025.083005 + Penalty 1690.044165 = -183335.038840 nChanged 6 SP:Iteration 22Q (4700.477351 sec): 3 clusters Score: Raw -185027.724563 + Penalty 1690.044165 = -183337.680398 nChanged 3 SP:Iteration 23Q (4700.611115 sec): 3 clusters Score: Raw -185030.073497 + Penalty 1690.044165 = -183340.029332 nChanged 3 SP:Iteration 24Q (4700.712390 sec): 3 clusters Score: Raw -185033.381390 + Penalty 1690.044165 = -183343.337225 nChanged 4 SP:Iteration 25Q (4700.825545 sec): 3 clusters Score: Raw -185036.034020 + Penalty 1690.044165 = -183345.989855 nChanged 4 SP:Iteration 26Q (4700.953053 sec): 3 clusters Score: Raw -185038.130152 + Penalty 1690.044165 = -183348.085986 nChanged 3 SP:Iteration 27Q (4701.058883 sec): 3 clusters Score: Raw -185039.815998 + Penalty 1690.044165 = -183349.771833 nChanged 2 SP:Iteration 28Q (4701.163433 sec): 3 clusters Score: Raw -185040.383218 + Penalty 1690.044165 = -183350.339053 nChanged 0 SP:Iteration 29F (4701.288324 sec): 3 clusters Score: Raw -185040.383218 + Penalty 1690.044165 = -183350.339053 nChanged 0 Trying to split cluster 12 (586 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4701.334343 sec): 2 clusters Score: Raw -25171.387191 + Penalty 669.198578 = -24502.188613 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4701.473974 sec): 3 clusters Score: Raw -25011.253629 + Penalty 1338.397156 = -23672.856473 nChanged 169 SP:Iteration 1F (4701.582511 sec): 3 clusters Score: Raw -25180.495091 + Penalty 1338.397156 = -23842.097935 nChanged 46 SP:Iteration 2F (4701.690848 sec): 3 clusters Score: Raw -25243.536759 + Penalty 1338.397156 = -23905.139603 nChanged 25 SP:Iteration 3Q (4701.796714 sec): 3 clusters Score: Raw -25267.590206 + Penalty 1338.397156 = -23929.193050 nChanged 14 SP:Iteration 4Q (4701.884228 sec): 3 clusters Score: Raw -25281.219141 + Penalty 1338.397156 = -23942.821985 nChanged 5 SP:Iteration 5Q (4701.992974 sec): 3 clusters Score: Raw -25284.626958 + Penalty 1338.397156 = -23946.229802 nChanged 2 SP:Iteration 6Q (4702.078228 sec): 3 clusters Score: Raw -25285.342147 + Penalty 1338.397156 = -23946.944991 nChanged 0 SP:Iteration 7F (4702.161186 sec): 3 clusters Score: Raw -25285.342147 + Penalty 1338.397156 = -23946.944991 nChanged 0 Trying to split cluster 13 (1757 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4702.244120 sec): 2 clusters Score: Raw -82281.663357 + Penalty 784.493124 = -81497.170233 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4702.348525 sec): 3 clusters Score: Raw -81459.411091 + Penalty 1568.986249 = -79890.424842 nChanged 699 SP:Iteration 1F (4702.451130 sec): 3 clusters Score: Raw -82152.610160 + Penalty 1568.986249 = -80583.623912 nChanged 221 SP:Iteration 2F (4702.569686 sec): 3 clusters Score: Raw -82470.935049 + Penalty 1568.986249 = -80901.948801 nChanged 153 SP:Iteration 3F (4702.679354 sec): 3 clusters Score: Raw -82654.404345 + Penalty 1568.986249 = -81085.418096 nChanged 91 SP:Iteration 4F (4702.782260 sec): 3 clusters Score: Raw -82728.761172 + Penalty 1568.986249 = -81159.774924 nChanged 69 SP:Iteration 5Q (4702.914747 sec): 3 clusters Score: Raw -82783.176783 + Penalty 1568.986249 = -81214.190535 nChanged 38 SP:Iteration 6Q (4703.031067 sec): 3 clusters Score: Raw -82804.554148 + Penalty 1568.986249 = -81235.567899 nChanged 24 SP:Iteration 7Q (4703.138141 sec): 3 clusters Score: Raw -82833.333571 + Penalty 1568.986249 = -81264.347322 nChanged 26 SP:Iteration 8Q (4703.231473 sec): 3 clusters Score: Raw -82850.077391 + Penalty 1568.986249 = -81281.091143 nChanged 18 SP:Iteration 9Q (4703.334652 sec): 3 clusters Score: Raw -82858.182123 + Penalty 1568.986249 = -81289.195875 nChanged 8 SP:Iteration 10Q (4703.440885 sec): 3 clusters Score: Raw -82862.539677 + Penalty 1568.986249 = -81293.553428 nChanged 10 SP:Iteration 11Q (4703.548539 sec): 3 clusters Score: Raw -82865.522925 + Penalty 1568.986249 = -81296.536677 nChanged 4 SP:Iteration 12Q (4703.648163 sec): 3 clusters Score: Raw -82867.747926 + Penalty 1568.986249 = -81298.761677 nChanged 6 SP:Iteration 13Q (4703.773708 sec): 3 clusters Score: Raw -82872.585398 + Penalty 1568.986249 = -81303.599150 nChanged 5 SP:Iteration 14Q (4703.909970 sec): 3 clusters Score: Raw -82875.114408 + Penalty 1568.986249 = -81306.128160 nChanged 5 SP:Iteration 15Q (4704.028454 sec): 3 clusters Score: Raw -82877.529217 + Penalty 1568.986249 = -81308.542968 nChanged 1 SP:Iteration 16Q (4704.145556 sec): 3 clusters Score: Raw -82877.639369 + Penalty 1568.986249 = -81308.653120 nChanged 0 SP:Iteration 17F (4704.257625 sec): 3 clusters Score: Raw -82877.639369 + Penalty 1568.986249 = -81308.653120 nChanged 0 Trying to split cluster 14 (6818 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4704.351153 sec): 2 clusters Score: Raw -410699.915821 + Penalty 926.868753 = -409773.047068 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4704.472624 sec): 3 clusters Score: Raw -406841.426013 + Penalty 1853.737505 = -404987.688508 nChanged 2980 SP:Iteration 1F (4704.596259 sec): 3 clusters Score: Raw -408554.909382 + Penalty 1853.737505 = -406701.171877 nChanged 444 SP:Iteration 2F (4704.748443 sec): 3 clusters Score: Raw -408805.201969 + Penalty 1853.737505 = -406951.464464 nChanged 416 SP:Iteration 3F (4704.875002 sec): 3 clusters Score: Raw -409042.729069 + Penalty 1853.737505 = -407188.991564 nChanged 403 SP:Iteration 4F (4704.999905 sec): 3 clusters Score: Raw -409279.085063 + Penalty 1853.737505 = -407425.347558 nChanged 363 SP:Iteration 5F (4705.105599 sec): 3 clusters Score: Raw -409473.928510 + Penalty 1853.737505 = -407620.191005 nChanged 318 SP:Iteration 6Q (4705.229346 sec): 3 clusters Score: Raw -409622.188451 + Penalty 1853.737505 = -407768.450946 nChanged 258 SP:Iteration 7Q (4705.345566 sec): 3 clusters Score: Raw -409728.717722 + Penalty 1853.737505 = -407874.980217 nChanged 213 SP:Iteration 8Q (4705.496094 sec): 3 clusters Score: Raw -409801.682501 + Penalty 1853.737505 = -407947.944996 nChanged 163 SP:Iteration 9Q (4705.589366 sec): 3 clusters Score: Raw -409847.957400 + Penalty 1853.737505 = -407994.219895 nChanged 130 SP:Iteration 10Q (4705.697960 sec): 3 clusters Score: Raw -409878.838501 + Penalty 1853.737505 = -408025.100996 nChanged 96 SP:Iteration 11Q (4705.817375 sec): 3 clusters Score: Raw -409899.332736 + Penalty 1853.737505 = -408045.595231 nChanged 79 SP:Iteration 12Q (4705.940067 sec): 3 clusters Score: Raw -409916.217151 + Penalty 1853.737505 = -408062.479646 nChanged 78 SP:Iteration 13Q (4706.065457 sec): 3 clusters Score: Raw -409933.232931 + Penalty 1853.737505 = -408079.495426 nChanged 85 SP:Iteration 14Q (4706.162448 sec): 3 clusters Score: Raw -409953.083607 + Penalty 1853.737505 = -408099.346102 nChanged 89 SP:Iteration 15Q (4706.303380 sec): 3 clusters Score: Raw -409975.422328 + Penalty 1853.737505 = -408121.684823 nChanged 87 SP:Iteration 16Q (4706.394876 sec): 3 clusters Score: Raw -409998.684428 + Penalty 1853.737505 = -408144.946923 nChanged 88 SP:Iteration 17Q (4706.519935 sec): 3 clusters Score: Raw -410021.469512 + Penalty 1853.737505 = -408167.732006 nChanged 91 SP:Iteration 18Q (4706.652146 sec): 3 clusters Score: Raw -410047.932226 + Penalty 1853.737505 = -408194.194720 nChanged 94 SP:Iteration 19Q (4706.747982 sec): 3 clusters Score: Raw -410076.344805 + Penalty 1853.737505 = -408222.607300 nChanged 113 SP:Iteration 20F (4706.872417 sec): 3 clusters Score: Raw -410120.247750 + Penalty 1853.737505 = -408266.510245 nChanged 133 SP:Iteration 21Q (4707.012729 sec): 3 clusters Score: Raw -410169.885216 + Penalty 1853.737505 = -408316.147711 nChanged 141 SP:Iteration 22Q (4707.145357 sec): 3 clusters Score: Raw -410221.491815 + Penalty 1853.737505 = -408367.754310 nChanged 125 SP:Iteration 23Q (4707.281865 sec): 3 clusters Score: Raw -410270.105381 + Penalty 1853.737505 = -408416.367876 nChanged 127 SP:Iteration 24Q (4707.401557 sec): 3 clusters Score: Raw -410319.113688 + Penalty 1853.737505 = -408465.376183 nChanged 114 SP:Iteration 25Q (4707.511598 sec): 3 clusters Score: Raw -410360.476786 + Penalty 1853.737505 = -408506.739281 nChanged 103 SP:Iteration 26Q (4707.635251 sec): 3 clusters Score: Raw -410399.050041 + Penalty 1853.737505 = -408545.312536 nChanged 101 SP:Iteration 27Q (4707.759402 sec): 3 clusters Score: Raw -410442.715149 + Penalty 1853.737505 = -408588.977644 nChanged 120 SP:Iteration 28Q (4707.880062 sec): 3 clusters Score: Raw -410495.919095 + Penalty 1853.737505 = -408642.181590 nChanged 122 SP:Iteration 29Q (4708.004347 sec): 3 clusters Score: Raw -410554.419869 + Penalty 1853.737505 = -408700.682364 nChanged 117 SP:Iteration 30Q (4708.139091 sec): 3 clusters Score: Raw -410611.789989 + Penalty 1853.737505 = -408758.052484 nChanged 105 SP:Iteration 31Q (4708.259447 sec): 3 clusters Score: Raw -410667.103577 + Penalty 1853.737505 = -408813.366072 nChanged 84 SP:Iteration 32Q (4708.405998 sec): 3 clusters Score: Raw -410715.561618 + Penalty 1853.737505 = -408861.824113 nChanged 74 SP:Iteration 33Q (4708.559353 sec): 3 clusters Score: Raw -410762.154048 + Penalty 1853.737505 = -408908.416543 nChanged 66 SP:Iteration 34Q (4708.689954 sec): 3 clusters Score: Raw -410806.632400 + Penalty 1853.737505 = -408952.894895 nChanged 56 SP:Iteration 35Q (4708.821809 sec): 3 clusters Score: Raw -410840.562705 + Penalty 1853.737505 = -408986.825200 nChanged 62 SP:Iteration 36Q (4708.934141 sec): 3 clusters Score: Raw -410873.956519 + Penalty 1853.737505 = -409020.219014 nChanged 53 SP:Iteration 37Q (4709.080242 sec): 3 clusters Score: Raw -410906.484168 + Penalty 1853.737505 = -409052.746663 nChanged 44 SP:Iteration 38Q (4709.200634 sec): 3 clusters Score: Raw -410938.892194 + Penalty 1853.737505 = -409085.154689 nChanged 46 SP:Iteration 39Q (4709.317192 sec): 3 clusters Score: Raw -410967.776854 + Penalty 1853.737505 = -409114.039349 nChanged 38 SP:Iteration 40F (4709.406668 sec): 3 clusters Score: Raw -410992.141356 + Penalty 1853.737505 = -409138.403851 nChanged 35 SP:Iteration 41Q (4709.536106 sec): 3 clusters Score: Raw -411010.636198 + Penalty 1853.737505 = -409156.898693 nChanged 35 SP:Iteration 42Q (4709.638826 sec): 3 clusters Score: Raw -411032.166065 + Penalty 1853.737505 = -409178.428560 nChanged 37 SP:Iteration 43Q (4709.768975 sec): 3 clusters Score: Raw -411056.998449 + Penalty 1853.737505 = -409203.260944 nChanged 31 SP:Iteration 44Q (4709.871110 sec): 3 clusters Score: Raw -411076.902466 + Penalty 1853.737505 = -409223.164961 nChanged 30 SP:Iteration 45Q (4710.016706 sec): 3 clusters Score: Raw -411091.686312 + Penalty 1853.737505 = -409237.948806 nChanged 29 SP:Iteration 46Q (4710.163209 sec): 3 clusters Score: Raw -411104.240382 + Penalty 1853.737505 = -409250.502877 nChanged 17 SP:Iteration 47Q (4710.273945 sec): 3 clusters Score: Raw -411112.803217 + Penalty 1853.737505 = -409259.065712 nChanged 17 SP:Iteration 48Q (4710.401304 sec): 3 clusters Score: Raw -411118.804260 + Penalty 1853.737505 = -409265.066755 nChanged 10 SP:Iteration 49Q (4710.496236 sec): 3 clusters Score: Raw -411121.479823 + Penalty 1853.737505 = -409267.742318 nChanged 8 SP:Iteration 50Q (4710.655522 sec): 3 clusters Score: Raw -411124.384655 + Penalty 1853.737505 = -409270.647150 nChanged 7 SP:Iteration 51Q (4710.756224 sec): 3 clusters Score: Raw -411127.201147 + Penalty 1853.737505 = -409273.463642 nChanged 6 SP:Iteration 52Q (4710.901684 sec): 3 clusters Score: Raw -411129.484711 + Penalty 1853.737505 = -409275.747206 nChanged 9 SP:Iteration 53Q (4711.002978 sec): 3 clusters Score: Raw -411133.081951 + Penalty 1853.737505 = -409279.344446 nChanged 6 SP:Iteration 54Q (4711.139518 sec): 3 clusters Score: Raw -411134.258276 + Penalty 1853.737505 = -409280.520771 nChanged 5 SP:Iteration 55Q (4711.240613 sec): 3 clusters Score: Raw -411135.059279 + Penalty 1853.737505 = -409281.321774 nChanged 2 SP:Iteration 56Q (4711.379879 sec): 3 clusters Score: Raw -411135.612839 + Penalty 1853.737505 = -409281.875334 nChanged 1 SP:Iteration 57Q (4711.509615 sec): 3 clusters Score: Raw -411135.983857 + Penalty 1853.737505 = -409282.246352 nChanged 2 SP:Iteration 58Q (4711.620394 sec): 3 clusters Score: Raw -411136.429101 + Penalty 1853.737505 = -409282.691596 nChanged 2 SP:Iteration 59Q (4711.755847 sec): 3 clusters Score: Raw -411137.117002 + Penalty 1853.737505 = -409283.379497 nChanged 2 SP:Iteration 60F (4711.880831 sec): 3 clusters Score: Raw -411138.165568 + Penalty 1853.737505 = -409284.428063 nChanged 3 SP:Iteration 61Q (4711.992935 sec): 3 clusters Score: Raw -411138.938430 + Penalty 1853.737505 = -409285.200925 nChanged 0 SP:Iteration 62F (4712.143468 sec): 3 clusters Score: Raw -411138.938430 + Penalty 1853.737505 = -409285.200925 nChanged 0 Trying to split cluster 15 (917 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4712.174714 sec): 2 clusters Score: Raw -40635.690538 + Penalty 716.216285 = -39919.474253 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4712.298830 sec): 3 clusters Score: Raw -40323.484617 + Penalty 1432.432569 = -38891.052048 nChanged 283 SP:Iteration 1F (4712.427823 sec): 3 clusters Score: Raw -40564.249111 + Penalty 1432.432569 = -39131.816542 nChanged 92 SP:Iteration 2F (4712.510815 sec): 3 clusters Score: Raw -40665.441859 + Penalty 1432.432569 = -39233.009290 nChanged 53 SP:Iteration 3F (4712.640062 sec): 3 clusters Score: Raw -40731.268614 + Penalty 1432.432569 = -39298.836045 nChanged 45 SP:Iteration 4Q (4712.736301 sec): 3 clusters Score: Raw -40779.047927 + Penalty 1432.432569 = -39346.615358 nChanged 29 SP:Iteration 5Q (4712.842784 sec): 3 clusters Score: Raw -40808.379815 + Penalty 1432.432569 = -39375.947246 nChanged 21 SP:Iteration 6Q (4712.960574 sec): 3 clusters Score: Raw -40826.280909 + Penalty 1432.432569 = -39393.848340 nChanged 20 SP:Iteration 7Q (4713.068425 sec): 3 clusters Score: Raw -40842.039807 + Penalty 1432.432569 = -39409.607238 nChanged 16 SP:Iteration 8Q (4713.175023 sec): 3 clusters Score: Raw -40854.707268 + Penalty 1432.432569 = -39422.274699 nChanged 17 SP:Iteration 9Q (4713.295461 sec): 3 clusters Score: Raw -40868.800248 + Penalty 1432.432569 = -39436.367679 nChanged 12 SP:Iteration 10Q (4713.417012 sec): 3 clusters Score: Raw -40882.880325 + Penalty 1432.432569 = -39450.447756 nChanged 9 SP:Iteration 11Q (4713.536705 sec): 3 clusters Score: Raw -40891.400824 + Penalty 1432.432569 = -39458.968255 nChanged 9 SP:Iteration 12Q (4713.628096 sec): 3 clusters Score: Raw -40897.967713 + Penalty 1432.432569 = -39465.535144 nChanged 4 SP:Iteration 13Q (4713.764232 sec): 3 clusters Score: Raw -40901.137088 + Penalty 1432.432569 = -39468.704519 nChanged 3 SP:Iteration 14Q (4713.876905 sec): 3 clusters Score: Raw -40908.015069 + Penalty 1432.432569 = -39475.582500 nChanged 5 SP:Iteration 15Q (4713.997100 sec): 3 clusters Score: Raw -40912.358132 + Penalty 1432.432569 = -39479.925563 nChanged 4 SP:Iteration 16Q (4714.088600 sec): 3 clusters Score: Raw -40916.601022 + Penalty 1432.432569 = -39484.168453 nChanged 3 SP:Iteration 17Q (4714.207114 sec): 3 clusters Score: Raw -40920.514384 + Penalty 1432.432569 = -39488.081815 nChanged 3 SP:Iteration 18Q (4714.362934 sec): 3 clusters Score: Raw -40923.188913 + Penalty 1432.432569 = -39490.756344 nChanged 3 SP:Iteration 19Q (4714.467495 sec): 3 clusters Score: Raw -40924.872027 + Penalty 1432.432569 = -39492.439457 nChanged 3 SP:Iteration 20F (4714.586496 sec): 3 clusters Score: Raw -40926.489377 + Penalty 1432.432569 = -39494.056808 nChanged 2 SP:Iteration 21Q (4714.694756 sec): 3 clusters Score: Raw -40927.105255 + Penalty 1432.432569 = -39494.672685 nChanged 1 SP:Iteration 22Q (4714.814456 sec): 3 clusters Score: Raw -40927.521799 + Penalty 1432.432569 = -39495.089230 nChanged 1 SP:Iteration 23Q (4714.932183 sec): 3 clusters Score: Raw -40928.012368 + Penalty 1432.432569 = -39495.579799 nChanged 0 SP:Iteration 24F (4715.054078 sec): 3 clusters Score: Raw -40928.012368 + Penalty 1432.432569 = -39495.579799 nChanged 0 Trying to split cluster 16 (1718 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4715.116683 sec): 2 clusters Score: Raw -87520.080716 + Penalty 782.136191 = -86737.944525 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4715.233749 sec): 3 clusters Score: Raw -86747.255403 + Penalty 1564.272382 = -85182.983022 nChanged 623 SP:Iteration 1F (4715.338869 sec): 3 clusters Score: Raw -87181.261425 + Penalty 1564.272382 = -85616.989043 nChanged 166 SP:Iteration 2F (4715.452703 sec): 3 clusters Score: Raw -87335.253794 + Penalty 1564.272382 = -85770.981413 nChanged 115 SP:Iteration 3F (4715.559338 sec): 3 clusters Score: Raw -87441.313131 + Penalty 1564.272382 = -85877.040750 nChanged 77 SP:Iteration 4Q (4715.696513 sec): 3 clusters Score: Raw -87493.521051 + Penalty 1564.272382 = -85929.248669 nChanged 56 SP:Iteration 5Q (4715.817103 sec): 3 clusters Score: Raw -87532.707200 + Penalty 1564.272382 = -85968.434819 nChanged 43 SP:Iteration 6Q (4715.912440 sec): 3 clusters Score: Raw -87557.564177 + Penalty 1564.272382 = -85993.291795 nChanged 40 SP:Iteration 7Q (4716.030319 sec): 3 clusters Score: Raw -87588.638109 + Penalty 1564.272382 = -86024.365728 nChanged 40 SP:Iteration 8Q (4716.147387 sec): 3 clusters Score: Raw -87613.608727 + Penalty 1564.272382 = -86049.336346 nChanged 28 SP:Iteration 9Q (4716.247961 sec): 3 clusters Score: Raw -87633.326046 + Penalty 1564.272382 = -86069.053664 nChanged 24 SP:Iteration 10Q (4716.373307 sec): 3 clusters Score: Raw -87644.483871 + Penalty 1564.272382 = -86080.211489 nChanged 11 SP:Iteration 11Q (4716.459831 sec): 3 clusters Score: Raw -87650.994932 + Penalty 1564.272382 = -86086.722550 nChanged 8 SP:Iteration 12Q (4716.567400 sec): 3 clusters Score: Raw -87653.832999 + Penalty 1564.272382 = -86089.560617 nChanged 5 SP:Iteration 13Q (4716.673134 sec): 3 clusters Score: Raw -87657.181823 + Penalty 1564.272382 = -86092.909441 nChanged 7 SP:Iteration 14Q (4716.805589 sec): 3 clusters Score: Raw -87661.173446 + Penalty 1564.272382 = -86096.901064 nChanged 12 SP:Iteration 15Q (4716.900227 sec): 3 clusters Score: Raw -87666.373974 + Penalty 1564.272382 = -86102.101592 nChanged 9 SP:Iteration 16Q (4717.017065 sec): 3 clusters Score: Raw -87670.573163 + Penalty 1564.272382 = -86106.300782 nChanged 7 SP:Iteration 17Q (4717.148402 sec): 3 clusters Score: Raw -87674.573260 + Penalty 1564.272382 = -86110.300879 nChanged 6 SP:Iteration 18Q (4717.262805 sec): 3 clusters Score: Raw -87679.812626 + Penalty 1564.272382 = -86115.540245 nChanged 14 SP:Iteration 19Q (4717.384440 sec): 3 clusters Score: Raw -87686.212407 + Penalty 1564.272382 = -86121.940026 nChanged 17 SP:Iteration 20F (4717.484541 sec): 3 clusters Score: Raw -87692.901523 + Penalty 1564.272382 = -86128.629142 nChanged 9 SP:Iteration 21Q (4717.611910 sec): 3 clusters Score: Raw -87696.796023 + Penalty 1564.272382 = -86132.523641 nChanged 7 SP:Iteration 22Q (4717.700701 sec): 3 clusters Score: Raw -87700.532603 + Penalty 1564.272382 = -86136.260222 nChanged 7 SP:Iteration 23Q (4717.847431 sec): 3 clusters Score: Raw -87703.265173 + Penalty 1564.272382 = -86138.992792 nChanged 3 SP:Iteration 24Q (4717.941215 sec): 3 clusters Score: Raw -87704.632743 + Penalty 1564.272382 = -86140.360362 nChanged 4 SP:Iteration 25Q (4718.047573 sec): 3 clusters Score: Raw -87706.148765 + Penalty 1564.272382 = -86141.876383 nChanged 1 SP:Iteration 26Q (4718.138878 sec): 3 clusters Score: Raw -87706.450276 + Penalty 1564.272382 = -86142.177895 nChanged 0 SP:Iteration 27F (4718.285315 sec): 3 clusters Score: Raw -87706.450276 + Penalty 1564.272382 = -86142.177895 nChanged 0 Trying to split cluster 17 (4005 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4718.352246 sec): 2 clusters Score: Raw -237154.180406 + Penalty 871.006380 = -236283.174026 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4718.469085 sec): 3 clusters Score: Raw -234990.431120 + Penalty 1742.012760 = -233248.418360 nChanged 1644 SP:Iteration 1F (4718.587695 sec): 3 clusters Score: Raw -235905.212373 + Penalty 1742.012760 = -234163.199613 nChanged 294 SP:Iteration 2F (4718.698645 sec): 3 clusters Score: Raw -236097.423336 + Penalty 1742.012760 = -234355.410575 nChanged 277 SP:Iteration 3F (4718.825521 sec): 3 clusters Score: Raw -236285.879921 + Penalty 1742.012760 = -234543.867160 nChanged 252 SP:Iteration 4F (4718.934339 sec): 3 clusters Score: Raw -236466.053724 + Penalty 1742.012760 = -234724.040964 nChanged 220 SP:Iteration 5F (4719.056694 sec): 3 clusters Score: Raw -236610.210910 + Penalty 1742.012760 = -234868.198149 nChanged 176 SP:Iteration 6Q (4719.176414 sec): 3 clusters Score: Raw -236737.058207 + Penalty 1742.012760 = -234995.045446 nChanged 151 SP:Iteration 7Q (4719.298843 sec): 3 clusters Score: Raw -236836.761608 + Penalty 1742.012760 = -235094.748847 nChanged 119 SP:Iteration 8Q (4719.387663 sec): 3 clusters Score: Raw -236913.946473 + Penalty 1742.012760 = -235171.933713 nChanged 106 SP:Iteration 9Q (4719.504818 sec): 3 clusters Score: Raw -236974.841234 + Penalty 1742.012760 = -235232.828474 nChanged 78 SP:Iteration 10Q (4719.623383 sec): 3 clusters Score: Raw -237016.846306 + Penalty 1742.012760 = -235274.833546 nChanged 69 SP:Iteration 11Q (4719.744098 sec): 3 clusters Score: Raw -237051.794199 + Penalty 1742.012760 = -235309.781438 nChanged 73 SP:Iteration 12Q (4719.882051 sec): 3 clusters Score: Raw -237089.337430 + Penalty 1742.012760 = -235347.324670 nChanged 62 SP:Iteration 13Q (4719.975658 sec): 3 clusters Score: Raw -237122.194121 + Penalty 1742.012760 = -235380.181360 nChanged 54 SP:Iteration 14Q (4720.116144 sec): 3 clusters Score: Raw -237149.358764 + Penalty 1742.012760 = -235407.346003 nChanged 48 SP:Iteration 15Q (4720.231518 sec): 3 clusters Score: Raw -237167.955873 + Penalty 1742.012760 = -235425.943112 nChanged 39 SP:Iteration 16Q (4720.329399 sec): 3 clusters Score: Raw -237179.099877 + Penalty 1742.012760 = -235437.087117 nChanged 30 SP:Iteration 17Q (4720.434561 sec): 3 clusters Score: Raw -237188.017970 + Penalty 1742.012760 = -235446.005209 nChanged 22 SP:Iteration 18Q (4720.581220 sec): 3 clusters Score: Raw -237197.568345 + Penalty 1742.012760 = -235455.555584 nChanged 16 SP:Iteration 19Q (4720.704475 sec): 3 clusters Score: Raw -237203.027215 + Penalty 1742.012760 = -235461.014455 nChanged 18 SP:Iteration 20F (4720.815131 sec): 3 clusters Score: Raw -237210.371618 + Penalty 1742.012760 = -235468.358857 nChanged 20 SP:Iteration 21Q (4720.911961 sec): 3 clusters Score: Raw -237215.650449 + Penalty 1742.012760 = -235473.637688 nChanged 8 SP:Iteration 22Q (4721.045081 sec): 3 clusters Score: Raw -237217.213892 + Penalty 1742.012760 = -235475.201131 nChanged 9 SP:Iteration 23Q (4721.151934 sec): 3 clusters Score: Raw -237218.786457 + Penalty 1742.012760 = -235476.773697 nChanged 5 SP:Iteration 24Q (4721.287021 sec): 3 clusters Score: Raw -237220.028921 + Penalty 1742.012760 = -235478.016160 nChanged 4 SP:Iteration 25Q (4721.409042 sec): 3 clusters Score: Raw -237220.931495 + Penalty 1742.012760 = -235478.918734 nChanged 5 SP:Iteration 26Q (4721.507372 sec): 3 clusters Score: Raw -237222.061790 + Penalty 1742.012760 = -235480.049029 nChanged 4 SP:Iteration 27Q (4721.600692 sec): 3 clusters Score: Raw -237223.028699 + Penalty 1742.012760 = -235481.015938 nChanged 5 SP:Iteration 28Q (4721.716736 sec): 3 clusters Score: Raw -237224.099782 + Penalty 1742.012760 = -235482.087021 nChanged 3 SP:Iteration 29Q (4721.818926 sec): 3 clusters Score: Raw -237225.427622 + Penalty 1742.012760 = -235483.414862 nChanged 4 SP:Iteration 30Q (4721.925719 sec): 3 clusters Score: Raw -237226.283833 + Penalty 1742.012760 = -235484.271072 nChanged 5 SP:Iteration 31Q (4722.056230 sec): 3 clusters Score: Raw -237226.814356 + Penalty 1742.012760 = -235484.801595 nChanged 2 SP:Iteration 32Q (4722.185166 sec): 3 clusters Score: Raw -237227.409847 + Penalty 1742.012760 = -235485.397086 nChanged 4 SP:Iteration 33Q (4722.282345 sec): 3 clusters Score: Raw -237228.211478 + Penalty 1742.012760 = -235486.198717 nChanged 4 SP:Iteration 34Q (4722.409456 sec): 3 clusters Score: Raw -237229.245973 + Penalty 1742.012760 = -235487.233213 nChanged 3 SP:Iteration 35Q (4722.511465 sec): 3 clusters Score: Raw -237230.136029 + Penalty 1742.012760 = -235488.123268 nChanged 5 SP:Iteration 36Q (4722.655127 sec): 3 clusters Score: Raw -237231.362975 + Penalty 1742.012760 = -235489.350215 nChanged 7 SP:Iteration 37Q (4722.805114 sec): 3 clusters Score: Raw -237233.383806 + Penalty 1742.012760 = -235491.371046 nChanged 5 SP:Iteration 38Q (4722.935039 sec): 3 clusters Score: Raw -237235.737954 + Penalty 1742.012760 = -235493.725194 nChanged 6 SP:Iteration 39Q (4723.051117 sec): 3 clusters Score: Raw -237237.930489 + Penalty 1742.012760 = -235495.917728 nChanged 12 SP:Iteration 40F (4723.154688 sec): 3 clusters Score: Raw -237242.187807 + Penalty 1742.012760 = -235500.175047 nChanged 13 SP:Iteration 41Q (4723.287112 sec): 3 clusters Score: Raw -237245.727160 + Penalty 1742.012760 = -235503.714400 nChanged 9 SP:Iteration 42Q (4723.413618 sec): 3 clusters Score: Raw -237247.957534 + Penalty 1742.012760 = -235505.944774 nChanged 4 SP:Iteration 43Q (4723.531198 sec): 3 clusters Score: Raw -237248.890727 + Penalty 1742.012760 = -235506.877967 nChanged 3 SP:Iteration 44Q (4723.637793 sec): 3 clusters Score: Raw -237249.247226 + Penalty 1742.012760 = -235507.234466 nChanged 2 SP:Iteration 45Q (4723.763200 sec): 3 clusters Score: Raw -237249.477980 + Penalty 1742.012760 = -235507.465220 nChanged 1 SP:Iteration 46Q (4723.890985 sec): 3 clusters Score: Raw -237249.910601 + Penalty 1742.012760 = -235507.897840 nChanged 2 SP:Iteration 47Q (4724.006600 sec): 3 clusters Score: Raw -237250.269574 + Penalty 1742.012760 = -235508.256814 nChanged 2 SP:Iteration 48Q (4724.123802 sec): 3 clusters Score: Raw -237250.461076 + Penalty 1742.012760 = -235508.448316 nChanged 2 SP:Iteration 49Q (4724.240152 sec): 3 clusters Score: Raw -237250.779533 + Penalty 1742.012760 = -235508.766772 nChanged 2 SP:Iteration 50Q (4724.346463 sec): 3 clusters Score: Raw -237251.376506 + Penalty 1742.012760 = -235509.363745 nChanged 1 SP:Iteration 51Q (4724.446472 sec): 3 clusters Score: Raw -237251.589905 + Penalty 1742.012760 = -235509.577144 nChanged 0 SP:Iteration 52F (4724.587962 sec): 3 clusters Score: Raw -237251.589905 + Penalty 1742.012760 = -235509.577144 nChanged 0 Trying to split cluster 18 (433 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4724.634576 sec): 2 clusters Score: Raw -21952.361444 + Penalty 637.427461 = -21314.933982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4724.753350 sec): 3 clusters Score: Raw -21888.151564 + Penalty 1274.854923 = -20613.296641 nChanged 118 SP:Iteration 1F (4724.868175 sec): 3 clusters Score: Raw -22043.236284 + Penalty 1274.854923 = -20768.381361 nChanged 26 SP:Iteration 2F (4724.956855 sec): 3 clusters Score: Raw -22075.025544 + Penalty 1274.854923 = -20800.170621 nChanged 12 SP:Iteration 3Q (4725.022813 sec): 3 clusters Score: Raw -22093.428734 + Penalty 1274.854923 = -20818.573811 nChanged 5 SP:Iteration 4Q (4725.114197 sec): 3 clusters Score: Raw -22099.705305 + Penalty 1274.854923 = -20824.850382 nChanged 3 SP:Iteration 5Q (4725.245647 sec): 3 clusters Score: Raw -22102.813065 + Penalty 1274.854923 = -20827.958142 nChanged 1 SP:Iteration 6Q (4725.349784 sec): 3 clusters Score: Raw -22105.952487 + Penalty 1274.854923 = -20831.097564 nChanged 2 SP:Iteration 7Q (4725.445153 sec): 3 clusters Score: Raw -22107.260917 + Penalty 1274.854923 = -20832.405994 nChanged 1 SP:Iteration 8Q (4725.589865 sec): 3 clusters Score: Raw -22109.083087 + Penalty 1274.854923 = -20834.228164 nChanged 1 SP:Iteration 9Q (4725.687424 sec): 3 clusters Score: Raw -22109.561024 + Penalty 1274.854923 = -20834.706101 nChanged 1 SP:Iteration 10Q (4725.820917 sec): 3 clusters Score: Raw -22109.955632 + Penalty 1274.854923 = -20835.100709 nChanged 0 SP:Iteration 11F (4725.905402 sec): 3 clusters Score: Raw -22109.955632 + Penalty 1274.854923 = -20835.100709 nChanged 0 Trying to split cluster 19 (1495 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4725.971922 sec): 2 clusters Score: Raw -87968.815987 + Penalty 767.537556 = -87201.278431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4726.102499 sec): 3 clusters Score: Raw -87338.807018 + Penalty 1535.075112 = -85803.731906 nChanged 560 SP:Iteration 1F (4726.189835 sec): 3 clusters Score: Raw -87711.776718 + Penalty 1535.075112 = -86176.701606 nChanged 107 SP:Iteration 2F (4726.327379 sec): 3 clusters Score: Raw -87802.653684 + Penalty 1535.075112 = -86267.578572 nChanged 68 SP:Iteration 3Q (4726.445699 sec): 3 clusters Score: Raw -87876.509618 + Penalty 1535.075112 = -86341.434506 nChanged 79 SP:Iteration 4F (4726.553674 sec): 3 clusters Score: Raw -87953.018736 + Penalty 1535.075112 = -86417.943624 nChanged 68 SP:Iteration 5Q (4726.646035 sec): 3 clusters Score: Raw -88010.614060 + Penalty 1535.075112 = -86475.538947 nChanged 60 SP:Iteration 6Q (4726.789212 sec): 3 clusters Score: Raw -88076.656379 + Penalty 1535.075112 = -86541.581267 nChanged 48 SP:Iteration 7Q (4726.875844 sec): 3 clusters Score: Raw -88115.063973 + Penalty 1535.075112 = -86579.988861 nChanged 38 SP:Iteration 8Q (4726.964674 sec): 3 clusters Score: Raw -88138.822647 + Penalty 1535.075112 = -86603.747535 nChanged 35 SP:Iteration 9Q (4727.092809 sec): 3 clusters Score: Raw -88165.631444 + Penalty 1535.075112 = -86630.556332 nChanged 33 SP:Iteration 10Q (4727.212135 sec): 3 clusters Score: Raw -88184.204470 + Penalty 1535.075112 = -86649.129358 nChanged 14 SP:Iteration 11Q (4727.317267 sec): 3 clusters Score: Raw -88190.295923 + Penalty 1535.075112 = -86655.220811 nChanged 12 SP:Iteration 12Q (4727.406071 sec): 3 clusters Score: Raw -88195.965431 + Penalty 1535.075112 = -86660.890319 nChanged 10 SP:Iteration 13Q (4727.540646 sec): 3 clusters Score: Raw -88202.485594 + Penalty 1535.075112 = -86667.410482 nChanged 9 SP:Iteration 14Q (4727.653614 sec): 3 clusters Score: Raw -88207.026860 + Penalty 1535.075112 = -86671.951748 nChanged 9 SP:Iteration 15Q (4727.746824 sec): 3 clusters Score: Raw -88212.729337 + Penalty 1535.075112 = -86677.654225 nChanged 11 SP:Iteration 16Q (4727.859634 sec): 3 clusters Score: Raw -88218.674948 + Penalty 1535.075112 = -86683.599836 nChanged 9 SP:Iteration 17Q (4727.981255 sec): 3 clusters Score: Raw -88223.478898 + Penalty 1535.075112 = -86688.403786 nChanged 8 SP:Iteration 18Q (4728.093310 sec): 3 clusters Score: Raw -88226.278385 + Penalty 1535.075112 = -86691.203273 nChanged 4 SP:Iteration 19Q (4728.218756 sec): 3 clusters Score: Raw -88227.656983 + Penalty 1535.075112 = -86692.581871 nChanged 3 SP:Iteration 20F (4728.320032 sec): 3 clusters Score: Raw -88229.063536 + Penalty 1535.075112 = -86693.988424 nChanged 3 SP:Iteration 21Q (4728.429381 sec): 3 clusters Score: Raw -88229.827312 + Penalty 1535.075112 = -86694.752199 nChanged 2 SP:Iteration 22Q (4728.568684 sec): 3 clusters Score: Raw -88231.025527 + Penalty 1535.075112 = -86695.950415 nChanged 3 SP:Iteration 23Q (4728.656619 sec): 3 clusters Score: Raw -88232.497491 + Penalty 1535.075112 = -86697.422379 nChanged 2 SP:Iteration 24Q (4728.759797 sec): 3 clusters Score: Raw -88233.274559 + Penalty 1535.075112 = -86698.199447 nChanged 1 SP:Iteration 25Q (4728.891723 sec): 3 clusters Score: Raw -88233.525394 + Penalty 1535.075112 = -86698.450282 nChanged 2 SP:Iteration 26Q (4729.017806 sec): 3 clusters Score: Raw -88234.539609 + Penalty 1535.075112 = -86699.464497 nChanged 1 SP:Iteration 27Q (4729.113942 sec): 3 clusters Score: Raw -88234.726435 + Penalty 1535.075112 = -86699.651323 nChanged 1 SP:Iteration 28Q (4729.227399 sec): 3 clusters Score: Raw -88235.537105 + Penalty 1535.075112 = -86700.461993 nChanged 1 SP:Iteration 29Q (4729.301963 sec): 3 clusters Score: Raw -88236.880344 + Penalty 1535.075112 = -86701.805232 nChanged 3 SP:Iteration 30Q (4729.420918 sec): 3 clusters Score: Raw -88238.346846 + Penalty 1535.075112 = -86703.271734 nChanged 1 SP:Iteration 31Q (4729.513613 sec): 3 clusters Score: Raw -88239.082683 + Penalty 1535.075112 = -86704.007571 nChanged 1 SP:Iteration 32Q (4729.610172 sec): 3 clusters Score: Raw -88239.216491 + Penalty 1535.075112 = -86704.141379 nChanged 1 SP:Iteration 33Q (4729.739562 sec): 3 clusters Score: Raw -88239.526890 + Penalty 1535.075112 = -86704.451778 nChanged 1 SP:Iteration 34Q (4729.842306 sec): 3 clusters Score: Raw -88240.213311 + Penalty 1535.075112 = -86705.138199 nChanged 2 SP:Iteration 35Q (4729.957326 sec): 3 clusters Score: Raw -88241.603841 + Penalty 1535.075112 = -86706.528729 nChanged 3 SP:Iteration 36Q (4730.082715 sec): 3 clusters Score: Raw -88243.856628 + Penalty 1535.075112 = -86708.781516 nChanged 1 SP:Iteration 37Q (4730.190579 sec): 3 clusters Score: Raw -88244.199042 + Penalty 1535.075112 = -86709.123930 nChanged 0 SP:Iteration 38F (4730.298670 sec): 3 clusters Score: Raw -88244.199042 + Penalty 1535.075112 = -86709.123930 nChanged 0 Trying to split cluster 20 (9252 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4730.395219 sec): 2 clusters Score: Raw -561095.965951 + Penalty 958.922477 = -560137.043474 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4730.538507 sec): 3 clusters Score: Raw -555757.863493 + Penalty 1917.844955 = -553840.018538 nChanged 4066 SP:Iteration 1F (4730.695872 sec): 3 clusters Score: Raw -558185.345495 + Penalty 1917.844955 = -556267.500541 nChanged 664 SP:Iteration 2F (4730.839036 sec): 3 clusters Score: Raw -558568.622240 + Penalty 1917.844955 = -556650.777285 nChanged 624 SP:Iteration 3F (4730.982022 sec): 3 clusters Score: Raw -558926.503374 + Penalty 1917.844955 = -557008.658419 nChanged 570 SP:Iteration 4F (4731.085812 sec): 3 clusters Score: Raw -559253.374267 + Penalty 1917.844955 = -557335.529313 nChanged 499 SP:Iteration 5F (4731.200608 sec): 3 clusters Score: Raw -559480.304069 + Penalty 1917.844955 = -557562.459114 nChanged 377 SP:Iteration 6Q (4731.347666 sec): 3 clusters Score: Raw -559627.025417 + Penalty 1917.844955 = -557709.180462 nChanged 296 SP:Iteration 7Q (4731.503219 sec): 3 clusters Score: Raw -559735.716312 + Penalty 1917.844955 = -557817.871357 nChanged 253 SP:Iteration 8Q (4731.600708 sec): 3 clusters Score: Raw -559821.890291 + Penalty 1917.844955 = -557904.045336 nChanged 234 SP:Iteration 9Q (4731.721206 sec): 3 clusters Score: Raw -559899.279197 + Penalty 1917.844955 = -557981.434242 nChanged 208 SP:Iteration 10Q (4731.860752 sec): 3 clusters Score: Raw -559972.274371 + Penalty 1917.844955 = -558054.429416 nChanged 220 SP:Iteration 11Q (4731.995857 sec): 3 clusters Score: Raw -560064.061401 + Penalty 1917.844955 = -558146.216446 nChanged 231 SP:Iteration 12Q (4732.104133 sec): 3 clusters Score: Raw -560152.950641 + Penalty 1917.844955 = -558235.105686 nChanged 228 SP:Iteration 13Q (4732.238761 sec): 3 clusters Score: Raw -560246.940008 + Penalty 1917.844955 = -558329.095053 nChanged 208 SP:Iteration 14Q (4732.358933 sec): 3 clusters Score: Raw -560324.035124 + Penalty 1917.844955 = -558406.190169 nChanged 184 SP:Iteration 15Q (4732.497624 sec): 3 clusters Score: Raw -560390.734959 + Penalty 1917.844955 = -558472.890004 nChanged 164 SP:Iteration 16Q (4732.615007 sec): 3 clusters Score: Raw -560456.139123 + Penalty 1917.844955 = -558538.294168 nChanged 158 SP:Iteration 17Q (4732.726324 sec): 3 clusters Score: Raw -560532.963047 + Penalty 1917.844955 = -558615.118092 nChanged 174 SP:Iteration 18Q (4732.862576 sec): 3 clusters Score: Raw -560616.661076 + Penalty 1917.844955 = -558698.816121 nChanged 130 SP:Iteration 19Q (4733.000019 sec): 3 clusters Score: Raw -560674.380429 + Penalty 1917.844955 = -558756.535474 nChanged 113 SP:Iteration 20F (4733.121216 sec): 3 clusters Score: Raw -560734.498709 + Penalty 1917.844955 = -558816.653754 nChanged 132 SP:Iteration 21Q (4733.237961 sec): 3 clusters Score: Raw -560809.471000 + Penalty 1917.844955 = -558891.626045 nChanged 123 SP:Iteration 22Q (4733.394118 sec): 3 clusters Score: Raw -560883.305302 + Penalty 1917.844955 = -558965.460347 nChanged 119 SP:Iteration 23Q (4733.497887 sec): 3 clusters Score: Raw -560959.120357 + Penalty 1917.844955 = -559041.275402 nChanged 101 SP:Iteration 24Q (4733.635590 sec): 3 clusters Score: Raw -561036.031132 + Penalty 1917.844955 = -559118.186177 nChanged 80 SP:Iteration 25Q (4733.807131 sec): 3 clusters Score: Raw -561094.585245 + Penalty 1917.844955 = -559176.740290 nChanged 59 SP:Iteration 26Q (4733.927143 sec): 3 clusters Score: Raw -561139.619077 + Penalty 1917.844955 = -559221.774123 nChanged 37 SP:Iteration 27Q (4734.072845 sec): 3 clusters Score: Raw -561169.557449 + Penalty 1917.844955 = -559251.712494 nChanged 30 SP:Iteration 28Q (4734.173281 sec): 3 clusters Score: Raw -561196.115768 + Penalty 1917.844955 = -559278.270813 nChanged 23 SP:Iteration 29Q (4734.330004 sec): 3 clusters Score: Raw -561215.202474 + Penalty 1917.844955 = -559297.357520 nChanged 15 SP:Iteration 30Q (4734.437005 sec): 3 clusters Score: Raw -561221.131431 + Penalty 1917.844955 = -559303.286476 nChanged 3 SP:Iteration 31Q (4734.581028 sec): 3 clusters Score: Raw -561223.015217 + Penalty 1917.844955 = -559305.170262 nChanged 5 SP:Iteration 32Q (4734.708645 sec): 3 clusters Score: Raw -561224.995649 + Penalty 1917.844955 = -559307.150694 nChanged 3 SP:Iteration 33Q (4734.828029 sec): 3 clusters Score: Raw -561226.567998 + Penalty 1917.844955 = -559308.723043 nChanged 5 SP:Iteration 34Q (4734.935462 sec): 3 clusters Score: Raw -561228.652712 + Penalty 1917.844955 = -559310.807757 nChanged 1 SP:Iteration 35Q (4735.053061 sec): 3 clusters Score: Raw -561229.155152 + Penalty 1917.844955 = -559311.310197 nChanged 2 SP:Iteration 36Q (4735.170354 sec): 3 clusters Score: Raw -561229.614400 + Penalty 1917.844955 = -559311.769445 nChanged 0 SP:Iteration 37F (4735.313079 sec): 3 clusters Score: Raw -561229.614400 + Penalty 1917.844955 = -559311.769445 nChanged 0 Trying to split cluster 21 (2904 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4735.363857 sec): 2 clusters Score: Raw -176946.296108 + Penalty 837.253659 = -176109.042448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4735.502507 sec): 3 clusters Score: Raw -175502.110669 + Penalty 1674.507319 = -173827.603350 nChanged 1170 SP:Iteration 1F (4735.607559 sec): 3 clusters Score: Raw -176137.468678 + Penalty 1674.507319 = -174462.961359 nChanged 231 SP:Iteration 2F (4735.754569 sec): 3 clusters Score: Raw -176278.678399 + Penalty 1674.507319 = -174604.171080 nChanged 170 SP:Iteration 3F (4735.864896 sec): 3 clusters Score: Raw -176374.011274 + Penalty 1674.507319 = -174699.503955 nChanged 135 SP:Iteration 4Q (4735.969311 sec): 3 clusters Score: Raw -176457.960245 + Penalty 1674.507319 = -174783.452926 nChanged 128 SP:Iteration 5Q (4736.066658 sec): 3 clusters Score: Raw -176533.101410 + Penalty 1674.507319 = -174858.594091 nChanged 114 SP:Iteration 6Q (4736.180811 sec): 3 clusters Score: Raw -176597.505443 + Penalty 1674.507319 = -174922.998124 nChanged 93 SP:Iteration 7Q (4736.275431 sec): 3 clusters Score: Raw -176647.691673 + Penalty 1674.507319 = -174973.184354 nChanged 90 SP:Iteration 8Q (4736.354119 sec): 3 clusters Score: Raw -176699.384609 + Penalty 1674.507319 = -175024.877290 nChanged 81 SP:Iteration 9Q (4736.453424 sec): 3 clusters Score: Raw -176748.348762 + Penalty 1674.507319 = -175073.841443 nChanged 65 SP:Iteration 10Q (4736.574979 sec): 3 clusters Score: Raw -176777.980294 + Penalty 1674.507319 = -175103.472975 nChanged 54 SP:Iteration 11Q (4736.699772 sec): 3 clusters Score: Raw -176800.744783 + Penalty 1674.507319 = -175126.237464 nChanged 44 SP:Iteration 12Q (4736.804146 sec): 3 clusters Score: Raw -176815.950612 + Penalty 1674.507319 = -175141.443294 nChanged 30 SP:Iteration 13Q (4736.918933 sec): 3 clusters Score: Raw -176826.993207 + Penalty 1674.507319 = -175152.485888 nChanged 27 SP:Iteration 14Q (4737.047621 sec): 3 clusters Score: Raw -176836.213961 + Penalty 1674.507319 = -175161.706642 nChanged 19 SP:Iteration 15Q (4737.136544 sec): 3 clusters Score: Raw -176844.700629 + Penalty 1674.507319 = -175170.193310 nChanged 14 SP:Iteration 16Q (4737.269269 sec): 3 clusters Score: Raw -176848.395143 + Penalty 1674.507319 = -175173.887824 nChanged 18 SP:Iteration 17Q (4737.363696 sec): 3 clusters Score: Raw -176854.263746 + Penalty 1674.507319 = -175179.756427 nChanged 20 SP:Iteration 18Q (4737.497844 sec): 3 clusters Score: Raw -176860.691919 + Penalty 1674.507319 = -175186.184600 nChanged 16 SP:Iteration 19Q (4737.614205 sec): 3 clusters Score: Raw -176865.484207 + Penalty 1674.507319 = -175190.976888 nChanged 16 SP:Iteration 20F (4737.748433 sec): 3 clusters Score: Raw -176869.707260 + Penalty 1674.507319 = -175195.199941 nChanged 12 SP:Iteration 21Q (4737.857583 sec): 3 clusters Score: Raw -176872.044005 + Penalty 1674.507319 = -175197.536686 nChanged 9 SP:Iteration 22Q (4738.004836 sec): 3 clusters Score: Raw -176873.845448 + Penalty 1674.507319 = -175199.338129 nChanged 5 SP:Iteration 23Q (4738.116897 sec): 3 clusters Score: Raw -176874.578191 + Penalty 1674.507319 = -175200.070872 nChanged 3 SP:Iteration 24Q (4738.239799 sec): 3 clusters Score: Raw -176875.348270 + Penalty 1674.507319 = -175200.840951 nChanged 5 SP:Iteration 25Q (4738.338287 sec): 3 clusters Score: Raw -176876.081100 + Penalty 1674.507319 = -175201.573781 nChanged 8 SP:Iteration 26Q (4738.452787 sec): 3 clusters Score: Raw -176877.381791 + Penalty 1674.507319 = -175202.874472 nChanged 6 SP:Iteration 27Q (4738.587977 sec): 3 clusters Score: Raw -176878.878104 + Penalty 1674.507319 = -175204.370785 nChanged 9 SP:Iteration 28Q (4738.695094 sec): 3 clusters Score: Raw -176880.498813 + Penalty 1674.507319 = -175205.991495 nChanged 10 SP:Iteration 29Q (4738.815657 sec): 3 clusters Score: Raw -176883.416576 + Penalty 1674.507319 = -175208.909257 nChanged 8 SP:Iteration 30Q (4738.942507 sec): 3 clusters Score: Raw -176885.558401 + Penalty 1674.507319 = -175211.051082 nChanged 3 SP:Iteration 31Q (4739.034897 sec): 3 clusters Score: Raw -176886.623919 + Penalty 1674.507319 = -175212.116600 nChanged 4 SP:Iteration 32Q (4739.158421 sec): 3 clusters Score: Raw -176887.647873 + Penalty 1674.507319 = -175213.140555 nChanged 2 SP:Iteration 33Q (4739.266738 sec): 3 clusters Score: Raw -176887.981530 + Penalty 1674.507319 = -175213.474211 nChanged 0 SP:Iteration 34F (4739.390908 sec): 3 clusters Score: Raw -176887.981530 + Penalty 1674.507319 = -175213.474211 nChanged 0 Trying to split cluster 22 (1047 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4739.445862 sec): 2 clusters Score: Raw -51388.595718 + Penalty 730.136842 = -50658.458876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4739.539532 sec): 3 clusters Score: Raw -50967.148567 + Penalty 1460.273684 = -49506.874883 nChanged 344 SP:Iteration 1F (4739.681907 sec): 3 clusters Score: Raw -51267.622946 + Penalty 1460.273684 = -49807.349261 nChanged 104 SP:Iteration 2F (4739.774921 sec): 3 clusters Score: Raw -51426.802549 + Penalty 1460.273684 = -49966.528864 nChanged 97 SP:Iteration 3F (4739.876226 sec): 3 clusters Score: Raw -51582.784777 + Penalty 1460.273684 = -50122.511092 nChanged 70 SP:Iteration 4F (4739.966073 sec): 3 clusters Score: Raw -51679.824934 + Penalty 1460.273684 = -50219.551249 nChanged 48 SP:Iteration 5Q (4740.062316 sec): 3 clusters Score: Raw -51752.151647 + Penalty 1460.273684 = -50291.877963 nChanged 37 SP:Iteration 6Q (4740.146819 sec): 3 clusters Score: Raw -51796.199446 + Penalty 1460.273684 = -50335.925761 nChanged 28 SP:Iteration 7Q (4740.235499 sec): 3 clusters Score: Raw -51835.929016 + Penalty 1460.273684 = -50375.655332 nChanged 31 SP:Iteration 8Q (4740.331166 sec): 3 clusters Score: Raw -51884.224746 + Penalty 1460.273684 = -50423.951061 nChanged 25 SP:Iteration 9Q (4740.429599 sec): 3 clusters Score: Raw -51914.838540 + Penalty 1460.273684 = -50454.564856 nChanged 16 SP:Iteration 10Q (4740.576317 sec): 3 clusters Score: Raw -51936.993084 + Penalty 1460.273684 = -50476.719400 nChanged 11 SP:Iteration 11Q (4740.662137 sec): 3 clusters Score: Raw -51956.791963 + Penalty 1460.273684 = -50496.518279 nChanged 17 SP:Iteration 12Q (4740.773508 sec): 3 clusters Score: Raw -51990.466588 + Penalty 1460.273684 = -50530.192904 nChanged 11 SP:Iteration 13Q (4740.880076 sec): 3 clusters Score: Raw -52009.917581 + Penalty 1460.273684 = -50549.643897 nChanged 13 SP:Iteration 14Q (4741.001025 sec): 3 clusters Score: Raw -52029.150438 + Penalty 1460.273684 = -50568.876754 nChanged 14 SP:Iteration 15Q (4741.124505 sec): 3 clusters Score: Raw -52051.060345 + Penalty 1460.273684 = -50590.786661 nChanged 12 SP:Iteration 16Q (4741.239019 sec): 3 clusters Score: Raw -52060.720822 + Penalty 1460.273684 = -50600.447138 nChanged 6 SP:Iteration 17Q (4741.347434 sec): 3 clusters Score: Raw -52067.272283 + Penalty 1460.273684 = -50606.998599 nChanged 5 SP:Iteration 18Q (4741.462595 sec): 3 clusters Score: Raw -52069.707356 + Penalty 1460.273684 = -50609.433672 nChanged 1 SP:Iteration 19Q (4741.556065 sec): 3 clusters Score: Raw -52070.717958 + Penalty 1460.273684 = -50610.444273 nChanged 1 SP:Iteration 20F (4741.690649 sec): 3 clusters Score: Raw -52071.181046 + Penalty 1460.273684 = -50610.907362 nChanged 0 Trying to split cluster 23 (11359 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4741.777808 sec): 2 clusters Score: Raw -687080.290307 + Penalty 980.465394 = -686099.824913 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4741.884929 sec): 3 clusters Score: Raw -680278.828988 + Penalty 1960.930789 = -678317.898199 nChanged 5112 SP:Iteration 1F (4742.013898 sec): 3 clusters Score: Raw -683278.623283 + Penalty 1960.930789 = -681317.692495 nChanged 749 SP:Iteration 2F (4742.143187 sec): 3 clusters Score: Raw -683659.723683 + Penalty 1960.930789 = -681698.792894 nChanged 738 SP:Iteration 3F (4742.259101 sec): 3 clusters Score: Raw -684083.078904 + Penalty 1960.930789 = -682122.148115 nChanged 712 SP:Iteration 4F (4742.409147 sec): 3 clusters Score: Raw -684540.758911 + Penalty 1960.930789 = -682579.828123 nChanged 640 SP:Iteration 5F (4742.548406 sec): 3 clusters Score: Raw -684921.966591 + Penalty 1960.930789 = -682961.035803 nChanged 551 SP:Iteration 6Q (4742.649291 sec): 3 clusters Score: Raw -685256.024329 + Penalty 1960.930789 = -683295.093540 nChanged 461 SP:Iteration 7Q (4742.790355 sec): 3 clusters Score: Raw -685551.621101 + Penalty 1960.930789 = -683590.690312 nChanged 397 SP:Iteration 8Q (4742.926913 sec): 3 clusters Score: Raw -685786.003925 + Penalty 1960.930789 = -683825.073136 nChanged 327 SP:Iteration 9Q (4743.065431 sec): 3 clusters Score: Raw -685953.773231 + Penalty 1960.930789 = -683992.842442 nChanged 250 SP:Iteration 10Q (4743.197196 sec): 3 clusters Score: Raw -686064.577618 + Penalty 1960.930789 = -684103.646830 nChanged 206 SP:Iteration 11Q (4743.339542 sec): 3 clusters Score: Raw -686154.732433 + Penalty 1960.930789 = -684193.801644 nChanged 172 SP:Iteration 12Q (4743.454377 sec): 3 clusters Score: Raw -686219.546885 + Penalty 1960.930789 = -684258.616096 nChanged 146 SP:Iteration 13Q (4743.610123 sec): 3 clusters Score: Raw -686270.035081 + Penalty 1960.930789 = -684309.104292 nChanged 134 SP:Iteration 14Q (4743.747357 sec): 3 clusters Score: Raw -686315.323649 + Penalty 1960.930789 = -684354.392861 nChanged 132 SP:Iteration 15Q (4743.874495 sec): 3 clusters Score: Raw -686369.282563 + Penalty 1960.930789 = -684408.351774 nChanged 133 SP:Iteration 16Q (4743.982796 sec): 3 clusters Score: Raw -686426.240575 + Penalty 1960.930789 = -684465.309787 nChanged 136 SP:Iteration 17Q (4744.122307 sec): 3 clusters Score: Raw -686482.308940 + Penalty 1960.930789 = -684521.378151 nChanged 139 SP:Iteration 18Q (4744.259522 sec): 3 clusters Score: Raw -686539.537842 + Penalty 1960.930789 = -684578.607054 nChanged 138 SP:Iteration 19Q (4744.403505 sec): 3 clusters Score: Raw -686601.470182 + Penalty 1960.930789 = -684640.539394 nChanged 139 SP:Iteration 20F (4744.537667 sec): 3 clusters Score: Raw -686666.158248 + Penalty 1960.930789 = -684705.227460 nChanged 132 SP:Iteration 21Q (4744.662205 sec): 3 clusters Score: Raw -686729.839831 + Penalty 1960.930789 = -684768.909043 nChanged 114 SP:Iteration 22Q (4744.796170 sec): 3 clusters Score: Raw -686783.517461 + Penalty 1960.930789 = -684822.586673 nChanged 102 SP:Iteration 23Q (4744.909915 sec): 3 clusters Score: Raw -686828.558681 + Penalty 1960.930789 = -684867.627892 nChanged 92 SP:Iteration 24Q (4745.062269 sec): 3 clusters Score: Raw -686864.712609 + Penalty 1960.930789 = -684903.781820 nChanged 82 SP:Iteration 25Q (4745.187535 sec): 3 clusters Score: Raw -686896.925496 + Penalty 1960.930789 = -684935.994707 nChanged 67 SP:Iteration 26Q (4745.315693 sec): 3 clusters Score: Raw -686930.537114 + Penalty 1960.930789 = -684969.606325 nChanged 72 SP:Iteration 27Q (4745.411908 sec): 3 clusters Score: Raw -686970.170468 + Penalty 1960.930789 = -685009.239679 nChanged 77 SP:Iteration 28Q (4745.536208 sec): 3 clusters Score: Raw -687014.866661 + Penalty 1960.930789 = -685053.935873 nChanged 71 SP:Iteration 29Q (4745.665409 sec): 3 clusters Score: Raw -687053.982417 + Penalty 1960.930789 = -685093.051629 nChanged 56 SP:Iteration 30Q (4745.799768 sec): 3 clusters Score: Raw -687085.829179 + Penalty 1960.930789 = -685124.898390 nChanged 50 SP:Iteration 31Q (4745.951428 sec): 3 clusters Score: Raw -687109.768792 + Penalty 1960.930789 = -685148.838004 nChanged 32 SP:Iteration 32Q (4746.100245 sec): 3 clusters Score: Raw -687128.038179 + Penalty 1960.930789 = -685167.107390 nChanged 34 SP:Iteration 33Q (4746.248456 sec): 3 clusters Score: Raw -687145.845412 + Penalty 1960.930789 = -685184.914623 nChanged 27 SP:Iteration 34Q (4746.351936 sec): 3 clusters Score: Raw -687160.517476 + Penalty 1960.930789 = -685199.586688 nChanged 25 SP:Iteration 35Q (4746.493349 sec): 3 clusters Score: Raw -687173.870273 + Penalty 1960.930789 = -685212.939485 nChanged 24 SP:Iteration 36Q (4746.657754 sec): 3 clusters Score: Raw -687188.756941 + Penalty 1960.930789 = -685227.826153 nChanged 21 SP:Iteration 37Q (4746.802575 sec): 3 clusters Score: Raw -687203.917761 + Penalty 1960.930789 = -685242.986972 nChanged 15 SP:Iteration 38Q (4746.910585 sec): 3 clusters Score: Raw -687214.573978 + Penalty 1960.930789 = -685253.643189 nChanged 22 SP:Iteration 39Q (4747.045812 sec): 3 clusters Score: Raw -687228.381482 + Penalty 1960.930789 = -685267.450693 nChanged 7 SP:Iteration 40F (4747.165592 sec): 3 clusters Score: Raw -687232.164831 + Penalty 1960.930789 = -685271.234042 nChanged 9 SP:Iteration 41Q (4747.300369 sec): 3 clusters Score: Raw -687235.999853 + Penalty 1960.930789 = -685275.069064 nChanged 6 SP:Iteration 42Q (4747.445771 sec): 3 clusters Score: Raw -687238.483613 + Penalty 1960.930789 = -685277.552825 nChanged 6 SP:Iteration 43Q (4747.551090 sec): 3 clusters Score: Raw -687241.435246 + Penalty 1960.930789 = -685280.504457 nChanged 3 SP:Iteration 44Q (4747.696493 sec): 3 clusters Score: Raw -687242.800204 + Penalty 1960.930789 = -685281.869415 nChanged 2 SP:Iteration 45Q (4747.824819 sec): 3 clusters Score: Raw -687245.056412 + Penalty 1960.930789 = -685284.125623 nChanged 2 SP:Iteration 46Q (4747.921331 sec): 3 clusters Score: Raw -687245.610025 + Penalty 1960.930789 = -685284.679237 nChanged 2 SP:Iteration 47Q (4748.040790 sec): 3 clusters Score: Raw -687246.568431 + Penalty 1960.930789 = -685285.637642 nChanged 3 SP:Iteration 48Q (4748.180543 sec): 3 clusters Score: Raw -687248.288002 + Penalty 1960.930789 = -685287.357213 nChanged 4 SP:Iteration 49Q (4748.312338 sec): 3 clusters Score: Raw -687252.007194 + Penalty 1960.930789 = -685291.076405 nChanged 3 SP:Iteration 50Q (4748.423209 sec): 3 clusters Score: Raw -687254.176541 + Penalty 1960.930789 = -685293.245753 nChanged 4 SP:Iteration 51Q (4748.557708 sec): 3 clusters Score: Raw -687256.975362 + Penalty 1960.930789 = -685296.044573 nChanged 4 SP:Iteration 52Q (4748.678849 sec): 3 clusters Score: Raw -687259.885219 + Penalty 1960.930789 = -685298.954430 nChanged 6 SP:Iteration 53Q (4748.799497 sec): 3 clusters Score: Raw -687264.241322 + Penalty 1960.930789 = -685303.310533 nChanged 2 SP:Iteration 54Q (4748.902942 sec): 3 clusters Score: Raw -687265.714977 + Penalty 1960.930789 = -685304.784189 nChanged 1 SP:Iteration 55Q (4749.061684 sec): 3 clusters Score: Raw -687266.203330 + Penalty 1960.930789 = -685305.272541 nChanged 1 SP:Iteration 56Q (4749.156848 sec): 3 clusters Score: Raw -687266.929807 + Penalty 1960.930789 = -685305.999018 nChanged 1 SP:Iteration 57Q (4749.300140 sec): 3 clusters Score: Raw -687267.102994 + Penalty 1960.930789 = -685306.172205 nChanged 0 SP:Iteration 58F (4749.420149 sec): 3 clusters Score: Raw -687267.102994 + Penalty 1960.930789 = -685306.172205 nChanged 0 Iteration 179Q (4751.570617 sec): 24 clusters Score: Raw -4232222.593096 + Penalty 27202.534966 = -4205020.058129 nChanged 5 Iteration 180F (4754.194955 sec): 24 clusters Score: Raw -4232222.828521 + Penalty 27202.534966 = -4205020.293554 nChanged 4 Iteration 181Q (4756.009840 sec): 24 clusters Score: Raw -4232222.978128 + Penalty 27202.534966 = -4205020.443162 nChanged 3 Iteration 182Q (4758.140251 sec): 24 clusters Score: Raw -4232223.104607 + Penalty 27202.534966 = -4205020.569641 nChanged 4 Iteration 183Q (4760.214290 sec): 24 clusters Score: Raw -4232223.371600 + Penalty 27202.534966 = -4205020.836633 nChanged 4 Iteration 184Q (4762.210925 sec): 24 clusters Score: Raw -4232223.547883 + Penalty 27202.534966 = -4205021.012917 nChanged 3 Iteration 185Q (4764.284221 sec): 24 clusters Score: Raw -4232223.766840 + Penalty 27202.534966 = -4205021.231874 nChanged 3 Iteration 186Q (4766.244089 sec): 24 clusters Score: Raw -4232223.943135 + Penalty 27202.534966 = -4205021.408169 nChanged 1 Iteration 187Q (4768.116605 sec): 24 clusters Score: Raw -4232224.033590 + Penalty 27202.534966 = -4205021.498624 nChanged 2 Iteration 188Q (4770.082299 sec): 24 clusters Score: Raw -4232224.142267 + Penalty 27202.534966 = -4205021.607300 nChanged 1 Iteration 189Q (4772.024142 sec): 24 clusters Score: Raw -4232224.287770 + Penalty 27202.534966 = -4205021.752803 nChanged 2 Iteration 190Q (4773.951173 sec): 24 clusters Score: Raw -4232224.399717 + Penalty 27202.534966 = -4205021.864751 nChanged 2 Iteration 191Q (4775.941279 sec): 24 clusters Score: Raw -4232224.596411 + Penalty 27202.534966 = -4205022.061444 nChanged 3 Iteration 192Q (4777.987688 sec): 24 clusters Score: Raw -4232224.807387 + Penalty 27202.534966 = -4205022.272421 nChanged 5 Iteration 193Q (4780.029691 sec): 24 clusters Score: Raw -4232225.243121 + Penalty 27202.534966 = -4205022.708154 nChanged 4 Iteration 194Q (4782.079022 sec): 24 clusters Score: Raw -4232225.647540 + Penalty 27202.534966 = -4205023.112573 nChanged 7 Iteration 195Q (4784.073253 sec): 24 clusters Score: Raw -4232226.071779 + Penalty 27202.534966 = -4205023.536813 nChanged 8 Iteration 196Q (4785.883771 sec): 24 clusters Score: Raw -4232226.526919 + Penalty 27202.534966 = -4205023.991953 nChanged 3 Iteration 197Q (4787.963593 sec): 24 clusters Score: Raw -4232226.806730 + Penalty 27202.534966 = -4205024.271764 nChanged 1 Iteration 198Q (4790.009747 sec): 24 clusters Score: Raw -4232226.825730 + Penalty 27202.534966 = -4205024.290763 nChanged 0 Iteration 199F (4792.548159 sec): 24 clusters Score: Raw -4232226.825730 + Penalty 27202.534966 = -4205024.290763 nChanged 0 Compute initial score before splitting: Score: Raw -4232226.825730 + Penalty 27202.534966 = -4205024.290763 Trying to split cluster 1 (2003 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4792.680263 sec): 2 clusters Score: Raw -104401.586034 + Penalty 798.252140 = -103603.333894 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4792.777690 sec): 3 clusters Score: Raw -103435.401187 + Penalty 1596.504280 = -101838.896907 nChanged 794 SP:Iteration 1F (4792.919838 sec): 3 clusters Score: Raw -103966.860316 + Penalty 1596.504280 = -102370.356035 nChanged 198 SP:Iteration 2F (4793.055815 sec): 3 clusters Score: Raw -104180.204956 + Penalty 1596.504280 = -102583.700675 nChanged 152 SP:Iteration 3F (4793.153154 sec): 3 clusters Score: Raw -104290.938663 + Penalty 1596.504280 = -102694.434383 nChanged 102 SP:Iteration 4F (4793.283872 sec): 3 clusters Score: Raw -104354.492964 + Penalty 1596.504280 = -102757.988684 nChanged 65 SP:Iteration 5Q (4793.397545 sec): 3 clusters Score: Raw -104402.393488 + Penalty 1596.504280 = -102805.889207 nChanged 59 SP:Iteration 6Q (4793.557527 sec): 3 clusters Score: Raw -104444.098627 + Penalty 1596.504280 = -102847.594346 nChanged 53 SP:Iteration 7Q (4793.675565 sec): 3 clusters Score: Raw -104480.586967 + Penalty 1596.504280 = -102884.082686 nChanged 52 SP:Iteration 8Q (4793.791117 sec): 3 clusters Score: Raw -104522.182862 + Penalty 1596.504280 = -102925.678582 nChanged 40 SP:Iteration 9Q (4793.930535 sec): 3 clusters Score: Raw -104552.455857 + Penalty 1596.504280 = -102955.951577 nChanged 37 SP:Iteration 10Q (4794.022334 sec): 3 clusters Score: Raw -104580.146467 + Penalty 1596.504280 = -102983.642186 nChanged 37 SP:Iteration 11Q (4794.144885 sec): 3 clusters Score: Raw -104608.702169 + Penalty 1596.504280 = -103012.197888 nChanged 36 SP:Iteration 12Q (4794.236246 sec): 3 clusters Score: Raw -104631.854965 + Penalty 1596.504280 = -103035.350685 nChanged 27 SP:Iteration 13Q (4794.365394 sec): 3 clusters Score: Raw -104644.007058 + Penalty 1596.504280 = -103047.502777 nChanged 20 SP:Iteration 14Q (4794.482625 sec): 3 clusters Score: Raw -104652.986291 + Penalty 1596.504280 = -103056.482010 nChanged 13 SP:Iteration 15Q (4794.591580 sec): 3 clusters Score: Raw -104657.971835 + Penalty 1596.504280 = -103061.467554 nChanged 9 SP:Iteration 16Q (4794.737939 sec): 3 clusters Score: Raw -104660.873407 + Penalty 1596.504280 = -103064.369126 nChanged 9 SP:Iteration 17Q (4794.850294 sec): 3 clusters Score: Raw -104664.293101 + Penalty 1596.504280 = -103067.788821 nChanged 8 SP:Iteration 18Q (4794.942734 sec): 3 clusters Score: Raw -104668.712790 + Penalty 1596.504280 = -103072.208509 nChanged 7 SP:Iteration 19Q (4795.080766 sec): 3 clusters Score: Raw -104672.146261 + Penalty 1596.504280 = -103075.641980 nChanged 10 SP:Iteration 20F (4795.201006 sec): 3 clusters Score: Raw -104676.944312 + Penalty 1596.504280 = -103080.440032 nChanged 8 SP:Iteration 21Q (4795.329370 sec): 3 clusters Score: Raw -104680.224922 + Penalty 1596.504280 = -103083.720642 nChanged 7 SP:Iteration 22Q (4795.460054 sec): 3 clusters Score: Raw -104685.910429 + Penalty 1596.504280 = -103089.406148 nChanged 16 SP:Iteration 23Q (4795.563567 sec): 3 clusters Score: Raw -104694.377622 + Penalty 1596.504280 = -103097.873341 nChanged 10 SP:Iteration 24Q (4795.668302 sec): 3 clusters Score: Raw -104698.134478 + Penalty 1596.504280 = -103101.630198 nChanged 4 SP:Iteration 25Q (4795.777194 sec): 3 clusters Score: Raw -104699.827651 + Penalty 1596.504280 = -103103.323370 nChanged 7 SP:Iteration 26Q (4795.875949 sec): 3 clusters Score: Raw -104703.567644 + Penalty 1596.504280 = -103107.063364 nChanged 6 SP:Iteration 27Q (4796.007639 sec): 3 clusters Score: Raw -104705.804435 + Penalty 1596.504280 = -103109.300154 nChanged 6 SP:Iteration 28Q (4796.118341 sec): 3 clusters Score: Raw -104708.099418 + Penalty 1596.504280 = -103111.595137 nChanged 6 SP:Iteration 29Q (4796.263348 sec): 3 clusters Score: Raw -104710.805573 + Penalty 1596.504280 = -103114.301293 nChanged 4 SP:Iteration 30Q (4796.380037 sec): 3 clusters Score: Raw -104711.622003 + Penalty 1596.504280 = -103115.117722 nChanged 1 SP:Iteration 31Q (4796.491516 sec): 3 clusters Score: Raw -104712.056485 + Penalty 1596.504280 = -103115.552204 nChanged 0 SP:Iteration 32F (4796.623826 sec): 3 clusters Score: Raw -104712.056485 + Penalty 1596.504280 = -103115.552204 nChanged 0 Trying to split cluster 2 (2319 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4796.684435 sec): 2 clusters Score: Raw -129336.049234 + Penalty 813.633590 = -128522.415644 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4796.769221 sec): 3 clusters Score: Raw -128248.061869 + Penalty 1627.267181 = -126620.794689 nChanged 877 SP:Iteration 1F (4796.917749 sec): 3 clusters Score: Raw -128859.364899 + Penalty 1627.267181 = -127232.097718 nChanged 211 SP:Iteration 2F (4797.033000 sec): 3 clusters Score: Raw -129007.947329 + Penalty 1627.267181 = -127380.680148 nChanged 139 SP:Iteration 3F (4797.129433 sec): 3 clusters Score: Raw -129118.687449 + Penalty 1627.267181 = -127491.420268 nChanged 109 SP:Iteration 4Q (4797.233350 sec): 3 clusters Score: Raw -129199.066271 + Penalty 1627.267181 = -127571.799090 nChanged 97 SP:Iteration 5Q (4797.352737 sec): 3 clusters Score: Raw -129287.506263 + Penalty 1627.267181 = -127660.239082 nChanged 104 SP:Iteration 6Q (4797.492009 sec): 3 clusters Score: Raw -129386.706798 + Penalty 1627.267181 = -127759.439617 nChanged 101 SP:Iteration 7Q (4797.605981 sec): 3 clusters Score: Raw -129461.412030 + Penalty 1627.267181 = -127834.144849 nChanged 66 SP:Iteration 8Q (4797.729776 sec): 3 clusters Score: Raw -129500.623734 + Penalty 1627.267181 = -127873.356553 nChanged 49 SP:Iteration 9Q (4797.824925 sec): 3 clusters Score: Raw -129527.875482 + Penalty 1627.267181 = -127900.608301 nChanged 24 SP:Iteration 10Q (4797.952159 sec): 3 clusters Score: Raw -129542.923499 + Penalty 1627.267181 = -127915.656318 nChanged 22 SP:Iteration 11Q (4798.060639 sec): 3 clusters Score: Raw -129554.546097 + Penalty 1627.267181 = -127927.278916 nChanged 13 SP:Iteration 12Q (4798.177591 sec): 3 clusters Score: Raw -129561.810254 + Penalty 1627.267181 = -127934.543073 nChanged 11 SP:Iteration 13Q (4798.302366 sec): 3 clusters Score: Raw -129567.857471 + Penalty 1627.267181 = -127940.590290 nChanged 18 SP:Iteration 14Q (4798.395955 sec): 3 clusters Score: Raw -129579.010460 + Penalty 1627.267181 = -127951.743279 nChanged 25 SP:Iteration 15Q (4798.550726 sec): 3 clusters Score: Raw -129589.187730 + Penalty 1627.267181 = -127961.920549 nChanged 20 SP:Iteration 16Q (4798.642204 sec): 3 clusters Score: Raw -129599.296152 + Penalty 1627.267181 = -127972.028971 nChanged 25 SP:Iteration 17Q (4798.750096 sec): 3 clusters Score: Raw -129614.638214 + Penalty 1627.267181 = -127987.371033 nChanged 21 SP:Iteration 18Q (4798.861834 sec): 3 clusters Score: Raw -129625.270360 + Penalty 1627.267181 = -127998.003179 nChanged 21 SP:Iteration 19Q (4799.000021 sec): 3 clusters Score: Raw -129634.194989 + Penalty 1627.267181 = -128006.927808 nChanged 11 SP:Iteration 20F (4799.121884 sec): 3 clusters Score: Raw -129639.809592 + Penalty 1627.267181 = -128012.542411 nChanged 14 SP:Iteration 21Q (4799.274729 sec): 3 clusters Score: Raw -129647.515407 + Penalty 1627.267181 = -128020.248226 nChanged 11 SP:Iteration 22Q (4799.360652 sec): 3 clusters Score: Raw -129650.886747 + Penalty 1627.267181 = -128023.619566 nChanged 7 SP:Iteration 23Q (4799.461184 sec): 3 clusters Score: Raw -129653.426806 + Penalty 1627.267181 = -128026.159625 nChanged 8 SP:Iteration 24Q (4799.587943 sec): 3 clusters Score: Raw -129656.087838 + Penalty 1627.267181 = -128028.820657 nChanged 6 SP:Iteration 25Q (4799.689922 sec): 3 clusters Score: Raw -129658.145685 + Penalty 1627.267181 = -128030.878505 nChanged 11 SP:Iteration 26Q (4799.803037 sec): 3 clusters Score: Raw -129662.595707 + Penalty 1627.267181 = -128035.328527 nChanged 6 SP:Iteration 27Q (4799.937181 sec): 3 clusters Score: Raw -129663.912682 + Penalty 1627.267181 = -128036.645501 nChanged 6 SP:Iteration 28Q (4800.020741 sec): 3 clusters Score: Raw -129665.615843 + Penalty 1627.267181 = -128038.348662 nChanged 8 SP:Iteration 29Q (4800.168590 sec): 3 clusters Score: Raw -129668.864489 + Penalty 1627.267181 = -128041.597308 nChanged 7 SP:Iteration 30Q (4800.270944 sec): 3 clusters Score: Raw -129672.367307 + Penalty 1627.267181 = -128045.100126 nChanged 7 SP:Iteration 31Q (4800.378983 sec): 3 clusters Score: Raw -129676.114820 + Penalty 1627.267181 = -128048.847639 nChanged 6 SP:Iteration 32Q (4800.482573 sec): 3 clusters Score: Raw -129678.655385 + Penalty 1627.267181 = -128051.388205 nChanged 7 SP:Iteration 33Q (4800.589356 sec): 3 clusters Score: Raw -129681.009551 + Penalty 1627.267181 = -128053.742370 nChanged 8 SP:Iteration 34Q (4800.729796 sec): 3 clusters Score: Raw -129683.928060 + Penalty 1627.267181 = -128056.660879 nChanged 4 SP:Iteration 35Q (4800.876351 sec): 3 clusters Score: Raw -129685.634117 + Penalty 1627.267181 = -128058.366937 nChanged 7 SP:Iteration 36Q (4800.974143 sec): 3 clusters Score: Raw -129689.446785 + Penalty 1627.267181 = -128062.179604 nChanged 8 SP:Iteration 37Q (4801.085884 sec): 3 clusters Score: Raw -129692.161484 + Penalty 1627.267181 = -128064.894303 nChanged 6 SP:Iteration 38Q (4801.198482 sec): 3 clusters Score: Raw -129693.789566 + Penalty 1627.267181 = -128066.522385 nChanged 3 SP:Iteration 39Q (4801.301691 sec): 3 clusters Score: Raw -129694.599835 + Penalty 1627.267181 = -128067.332654 nChanged 3 SP:Iteration 40F (4801.397045 sec): 3 clusters Score: Raw -129695.392055 + Penalty 1627.267181 = -128068.124875 nChanged 3 SP:Iteration 41Q (4801.529689 sec): 3 clusters Score: Raw -129696.272343 + Penalty 1627.267181 = -128069.005162 nChanged 5 SP:Iteration 42Q (4801.648636 sec): 3 clusters Score: Raw -129698.170259 + Penalty 1627.267181 = -128070.903078 nChanged 8 SP:Iteration 43Q (4801.748727 sec): 3 clusters Score: Raw -129702.379688 + Penalty 1627.267181 = -128075.112507 nChanged 11 SP:Iteration 44Q (4801.858470 sec): 3 clusters Score: Raw -129707.789247 + Penalty 1627.267181 = -128080.522066 nChanged 7 SP:Iteration 45Q (4801.954740 sec): 3 clusters Score: Raw -129708.958149 + Penalty 1627.267181 = -128081.690968 nChanged 4 SP:Iteration 46Q (4802.055145 sec): 3 clusters Score: Raw -129710.020644 + Penalty 1627.267181 = -128082.753463 nChanged 2 SP:Iteration 47Q (4802.179400 sec): 3 clusters Score: Raw -129710.410064 + Penalty 1627.267181 = -128083.142883 nChanged 2 SP:Iteration 48Q (4802.275085 sec): 3 clusters Score: Raw -129710.840172 + Penalty 1627.267181 = -128083.572991 nChanged 4 SP:Iteration 49Q (4802.386690 sec): 3 clusters Score: Raw -129711.839936 + Penalty 1627.267181 = -128084.572755 nChanged 2 SP:Iteration 50Q (4802.488410 sec): 3 clusters Score: Raw -129712.923473 + Penalty 1627.267181 = -128085.656292 nChanged 3 SP:Iteration 51Q (4802.610126 sec): 3 clusters Score: Raw -129713.470936 + Penalty 1627.267181 = -128086.203755 nChanged 2 SP:Iteration 52Q (4802.703171 sec): 3 clusters Score: Raw -129713.728977 + Penalty 1627.267181 = -128086.461797 nChanged 0 SP:Iteration 53F (4802.839737 sec): 3 clusters Score: Raw -129713.728977 + Penalty 1627.267181 = -128086.461797 nChanged 0 Trying to split cluster 3 (2706 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4802.878487 sec): 2 clusters Score: Raw -157657.310916 + Penalty 829.838815 = -156827.472101 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4803.028950 sec): 3 clusters Score: Raw -156274.879140 + Penalty 1659.677630 = -154615.201510 nChanged 1072 SP:Iteration 1F (4803.163949 sec): 3 clusters Score: Raw -156907.618631 + Penalty 1659.677630 = -155247.941001 nChanged 239 SP:Iteration 2F (4803.273547 sec): 3 clusters Score: Raw -157057.091081 + Penalty 1659.677630 = -155397.413451 nChanged 151 SP:Iteration 3F (4803.414540 sec): 3 clusters Score: Raw -157154.476069 + Penalty 1659.677630 = -155494.798439 nChanged 151 SP:Iteration 4F (4803.519116 sec): 3 clusters Score: Raw -157259.094677 + Penalty 1659.677630 = -155599.417047 nChanged 125 SP:Iteration 5Q (4803.629864 sec): 3 clusters Score: Raw -157343.533271 + Penalty 1659.677630 = -155683.855641 nChanged 104 SP:Iteration 6Q (4803.747363 sec): 3 clusters Score: Raw -157406.402589 + Penalty 1659.677630 = -155746.724959 nChanged 90 SP:Iteration 7Q (4803.872269 sec): 3 clusters Score: Raw -157451.901752 + Penalty 1659.677630 = -155792.224122 nChanged 75 SP:Iteration 8Q (4803.988560 sec): 3 clusters Score: Raw -157491.046843 + Penalty 1659.677630 = -155831.369213 nChanged 61 SP:Iteration 9Q (4804.101674 sec): 3 clusters Score: Raw -157530.931085 + Penalty 1659.677630 = -155871.253455 nChanged 58 SP:Iteration 10Q (4804.222347 sec): 3 clusters Score: Raw -157572.125726 + Penalty 1659.677630 = -155912.448096 nChanged 68 SP:Iteration 11Q (4804.344865 sec): 3 clusters Score: Raw -157613.930924 + Penalty 1659.677630 = -155954.253294 nChanged 57 SP:Iteration 12Q (4804.444511 sec): 3 clusters Score: Raw -157647.299638 + Penalty 1659.677630 = -155987.622008 nChanged 38 SP:Iteration 13Q (4804.538842 sec): 3 clusters Score: Raw -157663.389148 + Penalty 1659.677630 = -156003.711518 nChanged 30 SP:Iteration 14Q (4804.657056 sec): 3 clusters Score: Raw -157674.806129 + Penalty 1659.677630 = -156015.128499 nChanged 24 SP:Iteration 15Q (4804.786423 sec): 3 clusters Score: Raw -157684.638643 + Penalty 1659.677630 = -156024.961014 nChanged 21 SP:Iteration 16Q (4804.894155 sec): 3 clusters Score: Raw -157690.674779 + Penalty 1659.677630 = -156030.997149 nChanged 12 SP:Iteration 17Q (4805.031377 sec): 3 clusters Score: Raw -157695.715400 + Penalty 1659.677630 = -156036.037770 nChanged 13 SP:Iteration 18Q (4805.140519 sec): 3 clusters Score: Raw -157701.732319 + Penalty 1659.677630 = -156042.054689 nChanged 21 SP:Iteration 19Q (4805.250674 sec): 3 clusters Score: Raw -157711.203277 + Penalty 1659.677630 = -156051.525647 nChanged 24 SP:Iteration 20F (4805.387049 sec): 3 clusters Score: Raw -157721.469725 + Penalty 1659.677630 = -156061.792096 nChanged 18 SP:Iteration 21Q (4805.506656 sec): 3 clusters Score: Raw -157727.667295 + Penalty 1659.677630 = -156067.989666 nChanged 17 SP:Iteration 22Q (4805.600383 sec): 3 clusters Score: Raw -157733.647438 + Penalty 1659.677630 = -156073.969808 nChanged 12 SP:Iteration 23Q (4805.728928 sec): 3 clusters Score: Raw -157737.356638 + Penalty 1659.677630 = -156077.679008 nChanged 10 SP:Iteration 24Q (4805.847085 sec): 3 clusters Score: Raw -157740.192421 + Penalty 1659.677630 = -156080.514791 nChanged 8 SP:Iteration 25Q (4805.980031 sec): 3 clusters Score: Raw -157742.732016 + Penalty 1659.677630 = -156083.054386 nChanged 17 SP:Iteration 26Q (4806.079354 sec): 3 clusters Score: Raw -157751.178890 + Penalty 1659.677630 = -156091.501260 nChanged 18 SP:Iteration 27Q (4806.188872 sec): 3 clusters Score: Raw -157760.144623 + Penalty 1659.677630 = -156100.466993 nChanged 19 SP:Iteration 28Q (4806.325455 sec): 3 clusters Score: Raw -157768.506448 + Penalty 1659.677630 = -156108.828818 nChanged 21 SP:Iteration 29Q (4806.412549 sec): 3 clusters Score: Raw -157776.498797 + Penalty 1659.677630 = -156116.821167 nChanged 11 SP:Iteration 30Q (4806.539734 sec): 3 clusters Score: Raw -157780.610084 + Penalty 1659.677630 = -156120.932455 nChanged 6 SP:Iteration 31Q (4806.637715 sec): 3 clusters Score: Raw -157783.116983 + Penalty 1659.677630 = -156123.439354 nChanged 6 SP:Iteration 32Q (4806.735232 sec): 3 clusters Score: Raw -157784.692653 + Penalty 1659.677630 = -156125.015023 nChanged 6 SP:Iteration 33Q (4806.790383 sec): 3 clusters Score: Raw -157786.619049 + Penalty 1659.677630 = -156126.941419 nChanged 4 SP:Iteration 34Q (4806.880970 sec): 3 clusters Score: Raw -157787.198600 + Penalty 1659.677630 = -156127.520970 nChanged 2 SP:Iteration 35Q (4807.015231 sec): 3 clusters Score: Raw -157787.457973 + Penalty 1659.677630 = -156127.780343 nChanged 1 SP:Iteration 36Q (4807.102649 sec): 3 clusters Score: Raw -157787.478645 + Penalty 1659.677630 = -156127.801015 nChanged 0 SP:Iteration 37F (4807.238200 sec): 3 clusters Score: Raw -157787.478645 + Penalty 1659.677630 = -156127.801015 nChanged 0 Trying to split cluster 4 (6926 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4807.321073 sec): 2 clusters Score: Raw -391504.847735 + Penalty 928.518961 = -390576.328774 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4807.435095 sec): 3 clusters Score: Raw -387563.351268 + Penalty 1857.037922 = -385706.313346 nChanged 2984 SP:Iteration 1F (4807.542899 sec): 3 clusters Score: Raw -389516.968810 + Penalty 1857.037922 = -387659.930888 nChanged 589 SP:Iteration 2F (4807.674980 sec): 3 clusters Score: Raw -389960.994472 + Penalty 1857.037922 = -388103.956550 nChanged 527 SP:Iteration 3F (4807.779027 sec): 3 clusters Score: Raw -390325.978260 + Penalty 1857.037922 = -388468.940338 nChanged 439 SP:Iteration 4F (4807.908509 sec): 3 clusters Score: Raw -390591.483621 + Penalty 1857.037922 = -388734.445699 nChanged 349 SP:Iteration 5F (4808.061670 sec): 3 clusters Score: Raw -390760.832663 + Penalty 1857.037922 = -388903.794741 nChanged 253 SP:Iteration 6Q (4808.188766 sec): 3 clusters Score: Raw -390866.773700 + Penalty 1857.037922 = -389009.735778 nChanged 194 SP:Iteration 7Q (4808.307290 sec): 3 clusters Score: Raw -390942.156424 + Penalty 1857.037922 = -389085.118502 nChanged 173 SP:Iteration 8Q (4808.419314 sec): 3 clusters Score: Raw -391007.068245 + Penalty 1857.037922 = -389150.030323 nChanged 145 SP:Iteration 9Q (4808.537189 sec): 3 clusters Score: Raw -391056.450871 + Penalty 1857.037922 = -389199.412948 nChanged 115 SP:Iteration 10Q (4808.660377 sec): 3 clusters Score: Raw -391095.734514 + Penalty 1857.037922 = -389238.696592 nChanged 119 SP:Iteration 11Q (4808.764920 sec): 3 clusters Score: Raw -391134.866851 + Penalty 1857.037922 = -389277.828928 nChanged 82 SP:Iteration 12Q (4808.894643 sec): 3 clusters Score: Raw -391158.255301 + Penalty 1857.037922 = -389301.217379 nChanged 64 SP:Iteration 13Q (4809.030387 sec): 3 clusters Score: Raw -391176.372124 + Penalty 1857.037922 = -389319.334202 nChanged 56 SP:Iteration 14Q (4809.148240 sec): 3 clusters Score: Raw -391191.199816 + Penalty 1857.037922 = -389334.161894 nChanged 64 SP:Iteration 15Q (4809.238327 sec): 3 clusters Score: Raw -391211.783158 + Penalty 1857.037922 = -389354.745235 nChanged 62 SP:Iteration 16Q (4809.357706 sec): 3 clusters Score: Raw -391225.495929 + Penalty 1857.037922 = -389368.458006 nChanged 47 SP:Iteration 17Q (4809.463619 sec): 3 clusters Score: Raw -391237.884855 + Penalty 1857.037922 = -389380.846933 nChanged 55 SP:Iteration 18Q (4809.587785 sec): 3 clusters Score: Raw -391252.014476 + Penalty 1857.037922 = -389394.976554 nChanged 54 SP:Iteration 19Q (4809.692985 sec): 3 clusters Score: Raw -391267.504897 + Penalty 1857.037922 = -389410.466975 nChanged 47 SP:Iteration 20F (4809.826620 sec): 3 clusters Score: Raw -391282.851362 + Penalty 1857.037922 = -389425.813440 nChanged 43 SP:Iteration 21Q (4809.934673 sec): 3 clusters Score: Raw -391292.711726 + Penalty 1857.037922 = -389435.673804 nChanged 53 SP:Iteration 22Q (4810.061925 sec): 3 clusters Score: Raw -391305.825571 + Penalty 1857.037922 = -389448.787649 nChanged 45 SP:Iteration 23Q (4810.189917 sec): 3 clusters Score: Raw -391316.079460 + Penalty 1857.037922 = -389459.041537 nChanged 41 SP:Iteration 24Q (4810.321650 sec): 3 clusters Score: Raw -391323.200105 + Penalty 1857.037922 = -389466.162182 nChanged 38 SP:Iteration 25Q (4810.462559 sec): 3 clusters Score: Raw -391331.529299 + Penalty 1857.037922 = -389474.491376 nChanged 40 SP:Iteration 26Q (4810.571033 sec): 3 clusters Score: Raw -391340.179586 + Penalty 1857.037922 = -389483.141663 nChanged 39 SP:Iteration 27Q (4810.687195 sec): 3 clusters Score: Raw -391348.776581 + Penalty 1857.037922 = -389491.738659 nChanged 43 SP:Iteration 28Q (4810.810837 sec): 3 clusters Score: Raw -391361.079052 + Penalty 1857.037922 = -389504.041130 nChanged 63 SP:Iteration 29Q (4810.959967 sec): 3 clusters Score: Raw -391379.542691 + Penalty 1857.037922 = -389522.504769 nChanged 67 SP:Iteration 30Q (4811.064169 sec): 3 clusters Score: Raw -391402.236178 + Penalty 1857.037922 = -389545.198256 nChanged 65 SP:Iteration 31Q (4811.174991 sec): 3 clusters Score: Raw -391421.657032 + Penalty 1857.037922 = -389564.619110 nChanged 56 SP:Iteration 32Q (4811.295361 sec): 3 clusters Score: Raw -391439.125873 + Penalty 1857.037922 = -389582.087950 nChanged 52 SP:Iteration 33Q (4811.411978 sec): 3 clusters Score: Raw -391454.309261 + Penalty 1857.037922 = -389597.271339 nChanged 48 SP:Iteration 34Q (4811.521547 sec): 3 clusters Score: Raw -391471.204069 + Penalty 1857.037922 = -389614.166147 nChanged 44 SP:Iteration 35Q (4811.650056 sec): 3 clusters Score: Raw -391488.684053 + Penalty 1857.037922 = -389631.646131 nChanged 47 SP:Iteration 36Q (4811.759012 sec): 3 clusters Score: Raw -391506.856428 + Penalty 1857.037922 = -389649.818505 nChanged 56 SP:Iteration 37Q (4811.875459 sec): 3 clusters Score: Raw -391528.664708 + Penalty 1857.037922 = -389671.626786 nChanged 46 SP:Iteration 38Q (4811.985296 sec): 3 clusters Score: Raw -391544.013121 + Penalty 1857.037922 = -389686.975198 nChanged 50 SP:Iteration 39Q (4812.125323 sec): 3 clusters Score: Raw -391557.572614 + Penalty 1857.037922 = -389700.534691 nChanged 43 SP:Iteration 40F (4812.262238 sec): 3 clusters Score: Raw -391567.441231 + Penalty 1857.037922 = -389710.403308 nChanged 41 SP:Iteration 41Q (4812.380190 sec): 3 clusters Score: Raw -391579.635405 + Penalty 1857.037922 = -389722.597482 nChanged 50 SP:Iteration 42Q (4812.487472 sec): 3 clusters Score: Raw -391598.209632 + Penalty 1857.037922 = -389741.171709 nChanged 51 SP:Iteration 43Q (4812.640464 sec): 3 clusters Score: Raw -391612.791176 + Penalty 1857.037922 = -389755.753254 nChanged 35 SP:Iteration 44Q (4812.756179 sec): 3 clusters Score: Raw -391621.644598 + Penalty 1857.037922 = -389764.606676 nChanged 32 SP:Iteration 45Q (4812.858863 sec): 3 clusters Score: Raw -391630.016447 + Penalty 1857.037922 = -389772.978525 nChanged 40 SP:Iteration 46Q (4812.984567 sec): 3 clusters Score: Raw -391642.137964 + Penalty 1857.037922 = -389785.100042 nChanged 49 SP:Iteration 47Q (4813.108324 sec): 3 clusters Score: Raw -391657.653407 + Penalty 1857.037922 = -389800.615485 nChanged 41 SP:Iteration 48Q (4813.233964 sec): 3 clusters Score: Raw -391671.919853 + Penalty 1857.037922 = -389814.881931 nChanged 46 SP:Iteration 49Q (4813.390280 sec): 3 clusters Score: Raw -391686.656616 + Penalty 1857.037922 = -389829.618694 nChanged 36 SP:Iteration 50Q (4813.522201 sec): 3 clusters Score: Raw -391698.996211 + Penalty 1857.037922 = -389841.958289 nChanged 35 SP:Iteration 51Q (4813.642370 sec): 3 clusters Score: Raw -391711.467656 + Penalty 1857.037922 = -389854.429734 nChanged 32 SP:Iteration 52Q (4813.757861 sec): 3 clusters Score: Raw -391719.741371 + Penalty 1857.037922 = -389862.703449 nChanged 27 SP:Iteration 53Q (4813.866651 sec): 3 clusters Score: Raw -391727.355720 + Penalty 1857.037922 = -389870.317798 nChanged 21 SP:Iteration 54Q (4813.995761 sec): 3 clusters Score: Raw -391732.932429 + Penalty 1857.037922 = -389875.894507 nChanged 22 SP:Iteration 55Q (4814.149312 sec): 3 clusters Score: Raw -391739.854138 + Penalty 1857.037922 = -389882.816216 nChanged 23 SP:Iteration 56Q (4814.256196 sec): 3 clusters Score: Raw -391746.604414 + Penalty 1857.037922 = -389889.566492 nChanged 21 SP:Iteration 57Q (4814.375442 sec): 3 clusters Score: Raw -391752.959809 + Penalty 1857.037922 = -389895.921887 nChanged 28 SP:Iteration 58Q (4814.516293 sec): 3 clusters Score: Raw -391764.940059 + Penalty 1857.037922 = -389907.902137 nChanged 24 SP:Iteration 59Q (4814.629998 sec): 3 clusters Score: Raw -391771.836712 + Penalty 1857.037922 = -389914.798789 nChanged 20 SP:Iteration 60F (4814.760038 sec): 3 clusters Score: Raw -391777.766921 + Penalty 1857.037922 = -389920.728999 nChanged 20 SP:Iteration 61Q (4814.887704 sec): 3 clusters Score: Raw -391784.333545 + Penalty 1857.037922 = -389927.295623 nChanged 22 SP:Iteration 62Q (4815.028080 sec): 3 clusters Score: Raw -391790.827171 + Penalty 1857.037922 = -389933.789249 nChanged 24 SP:Iteration 63Q (4815.145787 sec): 3 clusters Score: Raw -391798.123352 + Penalty 1857.037922 = -389941.085430 nChanged 23 SP:Iteration 64Q (4815.264305 sec): 3 clusters Score: Raw -391805.602558 + Penalty 1857.037922 = -389948.564636 nChanged 25 SP:Iteration 65Q (4815.372641 sec): 3 clusters Score: Raw -391814.926015 + Penalty 1857.037922 = -389957.888093 nChanged 16 SP:Iteration 66Q (4815.489095 sec): 3 clusters Score: Raw -391818.865948 + Penalty 1857.037922 = -389961.828025 nChanged 14 SP:Iteration 67Q (4815.605641 sec): 3 clusters Score: Raw -391821.893496 + Penalty 1857.037922 = -389964.855573 nChanged 13 SP:Iteration 68Q (4815.725805 sec): 3 clusters Score: Raw -391825.601254 + Penalty 1857.037922 = -389968.563332 nChanged 13 SP:Iteration 69Q (4815.871948 sec): 3 clusters Score: Raw -391829.520849 + Penalty 1857.037922 = -389972.482927 nChanged 12 SP:Iteration 70Q (4815.984317 sec): 3 clusters Score: Raw -391832.377681 + Penalty 1857.037922 = -389975.339759 nChanged 7 SP:Iteration 71Q (4816.106754 sec): 3 clusters Score: Raw -391833.741675 + Penalty 1857.037922 = -389976.703752 nChanged 5 SP:Iteration 72Q (4816.233362 sec): 3 clusters Score: Raw -391835.572697 + Penalty 1857.037922 = -389978.534775 nChanged 10 SP:Iteration 73Q (4816.373483 sec): 3 clusters Score: Raw -391839.367281 + Penalty 1857.037922 = -389982.329358 nChanged 9 SP:Iteration 74Q (4816.520266 sec): 3 clusters Score: Raw -391841.121367 + Penalty 1857.037922 = -389984.083445 nChanged 10 SP:Iteration 75Q (4816.644076 sec): 3 clusters Score: Raw -391844.422981 + Penalty 1857.037922 = -389987.385059 nChanged 13 SP:Iteration 76Q (4816.779786 sec): 3 clusters Score: Raw -391848.675378 + Penalty 1857.037922 = -389991.637456 nChanged 17 SP:Iteration 77Q (4816.904307 sec): 3 clusters Score: Raw -391856.318040 + Penalty 1857.037922 = -389999.280118 nChanged 19 SP:Iteration 78Q (4817.024558 sec): 3 clusters Score: Raw -391862.977265 + Penalty 1857.037922 = -390005.939343 nChanged 20 SP:Iteration 79Q (4817.147745 sec): 3 clusters Score: Raw -391868.872586 + Penalty 1857.037922 = -390011.834663 nChanged 16 SP:Iteration 80F (4817.230817 sec): 3 clusters Score: Raw -391874.214139 + Penalty 1857.037922 = -390017.176217 nChanged 15 SP:Iteration 81Q (4817.343808 sec): 3 clusters Score: Raw -391878.792645 + Penalty 1857.037922 = -390021.754723 nChanged 7 SP:Iteration 82Q (4817.476305 sec): 3 clusters Score: Raw -391882.294635 + Penalty 1857.037922 = -390025.256713 nChanged 11 SP:Iteration 83Q (4817.599248 sec): 3 clusters Score: Raw -391885.315670 + Penalty 1857.037922 = -390028.277747 nChanged 5 SP:Iteration 84Q (4817.717960 sec): 3 clusters Score: Raw -391886.544600 + Penalty 1857.037922 = -390029.506678 nChanged 6 SP:Iteration 85Q (4817.813154 sec): 3 clusters Score: Raw -391889.560671 + Penalty 1857.037922 = -390032.522749 nChanged 6 SP:Iteration 86Q (4817.941835 sec): 3 clusters Score: Raw -391891.498548 + Penalty 1857.037922 = -390034.460626 nChanged 6 SP:Iteration 87Q (4818.047667 sec): 3 clusters Score: Raw -391893.472966 + Penalty 1857.037922 = -390036.435044 nChanged 8 SP:Iteration 88Q (4818.170708 sec): 3 clusters Score: Raw -391897.013945 + Penalty 1857.037922 = -390039.976023 nChanged 8 SP:Iteration 89Q (4818.317484 sec): 3 clusters Score: Raw -391899.720913 + Penalty 1857.037922 = -390042.682991 nChanged 6 SP:Iteration 90Q (4818.438882 sec): 3 clusters Score: Raw -391901.530755 + Penalty 1857.037922 = -390044.492833 nChanged 8 SP:Iteration 91Q (4818.551144 sec): 3 clusters Score: Raw -391907.435368 + Penalty 1857.037922 = -390050.397446 nChanged 9 SP:Iteration 92Q (4818.640100 sec): 3 clusters Score: Raw -391910.652406 + Penalty 1857.037922 = -390053.614484 nChanged 6 SP:Iteration 93Q (4818.754278 sec): 3 clusters Score: Raw -391913.114618 + Penalty 1857.037922 = -390056.076696 nChanged 13 SP:Iteration 94Q (4818.848324 sec): 3 clusters Score: Raw -391918.578896 + Penalty 1857.037922 = -390061.540974 nChanged 12 SP:Iteration 95Q (4818.974336 sec): 3 clusters Score: Raw -391921.424785 + Penalty 1857.037922 = -390064.386863 nChanged 7 SP:Iteration 96Q (4819.111155 sec): 3 clusters Score: Raw -391922.839225 + Penalty 1857.037922 = -390065.801303 nChanged 1 SP:Iteration 97Q (4819.222784 sec): 3 clusters Score: Raw -391922.870461 + Penalty 1857.037922 = -390065.832539 nChanged 1 SP:Iteration 98Q (4819.318220 sec): 3 clusters Score: Raw -391922.923114 + Penalty 1857.037922 = -390065.885192 nChanged 0 SP:Iteration 99F (4819.430472 sec): 3 clusters Score: Raw -391922.923114 + Penalty 1857.037922 = -390065.885192 nChanged 0 Trying to split cluster 5 (4257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4819.521217 sec): 2 clusters Score: Raw -258685.991350 + Penalty 877.413596 = -257808.577754 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4819.637226 sec): 3 clusters Score: Raw -256371.992089 + Penalty 1754.827193 = -254617.164896 nChanged 1799 SP:Iteration 1F (4819.735180 sec): 3 clusters Score: Raw -257357.383702 + Penalty 1754.827193 = -255602.556509 nChanged 320 SP:Iteration 2F (4819.864372 sec): 3 clusters Score: Raw -257529.133631 + Penalty 1754.827193 = -255774.306438 nChanged 249 SP:Iteration 3F (4819.990224 sec): 3 clusters Score: Raw -257659.535185 + Penalty 1754.827193 = -255904.707992 nChanged 197 SP:Iteration 4Q (4820.089930 sec): 3 clusters Score: Raw -257746.805274 + Penalty 1754.827193 = -255991.978081 nChanged 151 SP:Iteration 5Q (4820.227037 sec): 3 clusters Score: Raw -257818.573306 + Penalty 1754.827193 = -256063.746113 nChanged 137 SP:Iteration 6Q (4820.355836 sec): 3 clusters Score: Raw -257884.141947 + Penalty 1754.827193 = -256129.314754 nChanged 126 SP:Iteration 7Q (4820.458466 sec): 3 clusters Score: Raw -257955.146562 + Penalty 1754.827193 = -256200.319369 nChanged 136 SP:Iteration 8Q (4820.542191 sec): 3 clusters Score: Raw -258023.758382 + Penalty 1754.827193 = -256268.931189 nChanged 117 SP:Iteration 9Q (4820.659191 sec): 3 clusters Score: Raw -258077.370781 + Penalty 1754.827193 = -256322.543588 nChanged 128 SP:Iteration 10Q (4820.767108 sec): 3 clusters Score: Raw -258141.621309 + Penalty 1754.827193 = -256386.794116 nChanged 116 SP:Iteration 11Q (4820.900489 sec): 3 clusters Score: Raw -258198.320246 + Penalty 1754.827193 = -256443.493053 nChanged 103 SP:Iteration 12Q (4821.048839 sec): 3 clusters Score: Raw -258241.389905 + Penalty 1754.827193 = -256486.562712 nChanged 100 SP:Iteration 13Q (4821.170118 sec): 3 clusters Score: Raw -258277.061130 + Penalty 1754.827193 = -256522.233937 nChanged 67 SP:Iteration 14Q (4821.285602 sec): 3 clusters Score: Raw -258295.343065 + Penalty 1754.827193 = -256540.515872 nChanged 54 SP:Iteration 15Q (4821.398090 sec): 3 clusters Score: Raw -258315.111778 + Penalty 1754.827193 = -256560.284586 nChanged 61 SP:Iteration 16Q (4821.512698 sec): 3 clusters Score: Raw -258336.736566 + Penalty 1754.827193 = -256581.909373 nChanged 54 SP:Iteration 17Q (4821.627751 sec): 3 clusters Score: Raw -258356.955617 + Penalty 1754.827193 = -256602.128424 nChanged 62 SP:Iteration 18Q (4821.725409 sec): 3 clusters Score: Raw -258385.150214 + Penalty 1754.827193 = -256630.323022 nChanged 67 SP:Iteration 19Q (4821.839054 sec): 3 clusters Score: Raw -258405.035607 + Penalty 1754.827193 = -256650.208414 nChanged 48 SP:Iteration 20F (4821.960046 sec): 3 clusters Score: Raw -258422.199776 + Penalty 1754.827193 = -256667.372583 nChanged 39 SP:Iteration 21Q (4822.067142 sec): 3 clusters Score: Raw -258437.350925 + Penalty 1754.827193 = -256682.523732 nChanged 52 SP:Iteration 22Q (4822.166631 sec): 3 clusters Score: Raw -258455.637995 + Penalty 1754.827193 = -256700.810802 nChanged 51 SP:Iteration 23Q (4822.284044 sec): 3 clusters Score: Raw -258472.787067 + Penalty 1754.827193 = -256717.959874 nChanged 41 SP:Iteration 24Q (4822.401412 sec): 3 clusters Score: Raw -258485.085180 + Penalty 1754.827193 = -256730.257987 nChanged 29 SP:Iteration 25Q (4822.523920 sec): 3 clusters Score: Raw -258493.391575 + Penalty 1754.827193 = -256738.564382 nChanged 24 SP:Iteration 26Q (4822.661699 sec): 3 clusters Score: Raw -258499.251466 + Penalty 1754.827193 = -256744.424273 nChanged 24 SP:Iteration 27Q (4822.753748 sec): 3 clusters Score: Raw -258505.587199 + Penalty 1754.827193 = -256750.760006 nChanged 26 SP:Iteration 28Q (4822.871985 sec): 3 clusters Score: Raw -258511.178917 + Penalty 1754.827193 = -256756.351725 nChanged 19 SP:Iteration 29Q (4822.991221 sec): 3 clusters Score: Raw -258515.169094 + Penalty 1754.827193 = -256760.341901 nChanged 16 SP:Iteration 30Q (4823.149569 sec): 3 clusters Score: Raw -258519.167785 + Penalty 1754.827193 = -256764.340592 nChanged 15 SP:Iteration 31Q (4823.266254 sec): 3 clusters Score: Raw -258522.566575 + Penalty 1754.827193 = -256767.739382 nChanged 8 SP:Iteration 32Q (4823.387948 sec): 3 clusters Score: Raw -258523.946221 + Penalty 1754.827193 = -256769.119028 nChanged 10 SP:Iteration 33Q (4823.486387 sec): 3 clusters Score: Raw -258526.188436 + Penalty 1754.827193 = -256771.361244 nChanged 11 SP:Iteration 34Q (4823.613034 sec): 3 clusters Score: Raw -258529.235168 + Penalty 1754.827193 = -256774.407975 nChanged 11 SP:Iteration 35Q (4823.724181 sec): 3 clusters Score: Raw -258531.926143 + Penalty 1754.827193 = -256777.098950 nChanged 8 SP:Iteration 36Q (4823.815157 sec): 3 clusters Score: Raw -258533.229647 + Penalty 1754.827193 = -256778.402454 nChanged 6 SP:Iteration 37Q (4823.935156 sec): 3 clusters Score: Raw -258534.363248 + Penalty 1754.827193 = -256779.536055 nChanged 4 SP:Iteration 38Q (4824.043992 sec): 3 clusters Score: Raw -258535.041445 + Penalty 1754.827193 = -256780.214252 nChanged 3 SP:Iteration 39Q (4824.153679 sec): 3 clusters Score: Raw -258536.046812 + Penalty 1754.827193 = -256781.219620 nChanged 8 SP:Iteration 40F (4824.247356 sec): 3 clusters Score: Raw -258537.158881 + Penalty 1754.827193 = -256782.331688 nChanged 6 SP:Iteration 41Q (4824.353592 sec): 3 clusters Score: Raw -258538.674890 + Penalty 1754.827193 = -256783.847698 nChanged 10 SP:Iteration 42Q (4824.469325 sec): 3 clusters Score: Raw -258540.344633 + Penalty 1754.827193 = -256785.517441 nChanged 8 SP:Iteration 43Q (4824.587696 sec): 3 clusters Score: Raw -258541.295841 + Penalty 1754.827193 = -256786.468648 nChanged 4 SP:Iteration 44Q (4824.705243 sec): 3 clusters Score: Raw -258542.008489 + Penalty 1754.827193 = -256787.181296 nChanged 6 SP:Iteration 45Q (4824.817049 sec): 3 clusters Score: Raw -258542.823655 + Penalty 1754.827193 = -256787.996462 nChanged 3 SP:Iteration 46Q (4824.940826 sec): 3 clusters Score: Raw -258543.249594 + Penalty 1754.827193 = -256788.422401 nChanged 2 SP:Iteration 47Q (4825.039510 sec): 3 clusters Score: Raw -258543.402758 + Penalty 1754.827193 = -256788.575565 nChanged 0 SP:Iteration 48F (4825.141446 sec): 3 clusters Score: Raw -258543.402758 + Penalty 1754.827193 = -256788.575565 nChanged 0 Trying to split cluster 6 (1317 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4825.222753 sec): 2 clusters Score: Raw -50965.111808 + Penalty 754.226729 = -50210.885079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4825.301456 sec): 3 clusters Score: Raw -50398.870115 + Penalty 1508.453457 = -48890.416657 nChanged 502 SP:Iteration 1F (4825.432946 sec): 3 clusters Score: Raw -50907.778865 + Penalty 1508.453457 = -49399.325408 nChanged 152 SP:Iteration 2F (4825.541804 sec): 3 clusters Score: Raw -51086.426133 + Penalty 1508.453457 = -49577.972676 nChanged 91 SP:Iteration 3F (4825.668471 sec): 3 clusters Score: Raw -51187.140759 + Penalty 1508.453457 = -49678.687301 nChanged 69 SP:Iteration 4F (4825.766790 sec): 3 clusters Score: Raw -51241.538011 + Penalty 1508.453457 = -49733.084554 nChanged 46 SP:Iteration 5Q (4825.867419 sec): 3 clusters Score: Raw -51272.758491 + Penalty 1508.453457 = -49764.305033 nChanged 23 SP:Iteration 6Q (4825.992816 sec): 3 clusters Score: Raw -51285.051953 + Penalty 1508.453457 = -49776.598495 nChanged 17 SP:Iteration 7Q (4826.101173 sec): 3 clusters Score: Raw -51294.991564 + Penalty 1508.453457 = -49786.538106 nChanged 21 SP:Iteration 8Q (4826.201577 sec): 3 clusters Score: Raw -51319.804133 + Penalty 1508.453457 = -49811.350676 nChanged 19 SP:Iteration 9Q (4826.305759 sec): 3 clusters Score: Raw -51334.939076 + Penalty 1508.453457 = -49826.485618 nChanged 17 SP:Iteration 10Q (4826.413723 sec): 3 clusters Score: Raw -51345.854660 + Penalty 1508.453457 = -49837.401203 nChanged 11 SP:Iteration 11Q (4826.512129 sec): 3 clusters Score: Raw -51352.936731 + Penalty 1508.453457 = -49844.483273 nChanged 10 SP:Iteration 12Q (4826.642578 sec): 3 clusters Score: Raw -51357.131599 + Penalty 1508.453457 = -49848.678142 nChanged 7 SP:Iteration 13Q (4826.707122 sec): 3 clusters Score: Raw -51361.740157 + Penalty 1508.453457 = -49853.286699 nChanged 8 SP:Iteration 14Q (4826.810578 sec): 3 clusters Score: Raw -51369.509530 + Penalty 1508.453457 = -49861.056072 nChanged 13 SP:Iteration 15Q (4826.947500 sec): 3 clusters Score: Raw -51377.858934 + Penalty 1508.453457 = -49869.405476 nChanged 8 SP:Iteration 16Q (4827.059551 sec): 3 clusters Score: Raw -51383.331643 + Penalty 1508.453457 = -49874.878185 nChanged 8 SP:Iteration 17Q (4827.176095 sec): 3 clusters Score: Raw -51388.320749 + Penalty 1508.453457 = -49879.867291 nChanged 11 SP:Iteration 18Q (4827.297555 sec): 3 clusters Score: Raw -51394.041112 + Penalty 1508.453457 = -49885.587655 nChanged 5 SP:Iteration 19Q (4827.416710 sec): 3 clusters Score: Raw -51395.447703 + Penalty 1508.453457 = -49886.994245 nChanged 2 SP:Iteration 20F (4827.529745 sec): 3 clusters Score: Raw -51396.071403 + Penalty 1508.453457 = -49887.617946 nChanged 2 SP:Iteration 21Q (4827.641003 sec): 3 clusters Score: Raw -51396.519633 + Penalty 1508.453457 = -49888.066175 nChanged 1 SP:Iteration 22Q (4827.769502 sec): 3 clusters Score: Raw -51396.748280 + Penalty 1508.453457 = -49888.294823 nChanged 1 SP:Iteration 23Q (4827.887752 sec): 3 clusters Score: Raw -51396.843028 + Penalty 1508.453457 = -49888.389571 nChanged 1 SP:Iteration 24Q (4827.985278 sec): 3 clusters Score: Raw -51397.534236 + Penalty 1508.453457 = -49889.080778 nChanged 2 SP:Iteration 25Q (4828.104523 sec): 3 clusters Score: Raw -51398.186653 + Penalty 1508.453457 = -49889.733195 nChanged 0 SP:Iteration 26F (4828.216008 sec): 3 clusters Score: Raw -51398.186653 + Penalty 1508.453457 = -49889.733195 nChanged 0 Trying to split cluster 7 (3207 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4828.292042 sec): 2 clusters Score: Raw -162754.001370 + Penalty 847.674576 = -161906.326794 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4828.399501 sec): 3 clusters Score: Raw -161125.002687 + Penalty 1695.349152 = -159429.653535 nChanged 1300 SP:Iteration 1F (4828.519334 sec): 3 clusters Score: Raw -161911.180311 + Penalty 1695.349152 = -160215.831159 nChanged 269 SP:Iteration 2F (4828.650446 sec): 3 clusters Score: Raw -162066.249013 + Penalty 1695.349152 = -160370.899861 nChanged 175 SP:Iteration 3F (4828.781750 sec): 3 clusters Score: Raw -162166.868481 + Penalty 1695.349152 = -160471.519329 nChanged 137 SP:Iteration 4Q (4828.902243 sec): 3 clusters Score: Raw -162242.836357 + Penalty 1695.349152 = -160547.487206 nChanged 119 SP:Iteration 5Q (4829.010607 sec): 3 clusters Score: Raw -162300.638926 + Penalty 1695.349152 = -160605.289775 nChanged 111 SP:Iteration 6Q (4829.151175 sec): 3 clusters Score: Raw -162366.416217 + Penalty 1695.349152 = -160671.067065 nChanged 98 SP:Iteration 7Q (4829.265149 sec): 3 clusters Score: Raw -162426.377033 + Penalty 1695.349152 = -160731.027881 nChanged 85 SP:Iteration 8Q (4829.383238 sec): 3 clusters Score: Raw -162479.484338 + Penalty 1695.349152 = -160784.135186 nChanged 80 SP:Iteration 9Q (4829.524335 sec): 3 clusters Score: Raw -162526.650172 + Penalty 1695.349152 = -160831.301020 nChanged 86 SP:Iteration 10Q (4829.618235 sec): 3 clusters Score: Raw -162594.429074 + Penalty 1695.349152 = -160899.079922 nChanged 88 SP:Iteration 11Q (4829.772061 sec): 3 clusters Score: Raw -162663.122368 + Penalty 1695.349152 = -160967.773216 nChanged 88 SP:Iteration 12Q (4829.890239 sec): 3 clusters Score: Raw -162731.693857 + Penalty 1695.349152 = -161036.344705 nChanged 75 SP:Iteration 13Q (4829.998438 sec): 3 clusters Score: Raw -162785.849277 + Penalty 1695.349152 = -161090.500126 nChanged 62 SP:Iteration 14Q (4830.118983 sec): 3 clusters Score: Raw -162821.165505 + Penalty 1695.349152 = -161125.816353 nChanged 48 SP:Iteration 15Q (4830.226391 sec): 3 clusters Score: Raw -162851.212987 + Penalty 1695.349152 = -161155.863835 nChanged 39 SP:Iteration 16Q (4830.370284 sec): 3 clusters Score: Raw -162877.120184 + Penalty 1695.349152 = -161181.771032 nChanged 33 SP:Iteration 17Q (4830.477979 sec): 3 clusters Score: Raw -162905.322469 + Penalty 1695.349152 = -161209.973318 nChanged 26 SP:Iteration 18Q (4830.611844 sec): 3 clusters Score: Raw -162923.808371 + Penalty 1695.349152 = -161228.459220 nChanged 21 SP:Iteration 19Q (4830.720984 sec): 3 clusters Score: Raw -162941.055743 + Penalty 1695.349152 = -161245.706591 nChanged 26 SP:Iteration 20F (4830.826442 sec): 3 clusters Score: Raw -162959.444755 + Penalty 1695.349152 = -161264.095603 nChanged 25 SP:Iteration 21Q (4830.941383 sec): 3 clusters Score: Raw -162981.227734 + Penalty 1695.349152 = -161285.878582 nChanged 32 SP:Iteration 22Q (4831.067417 sec): 3 clusters Score: Raw -163004.919305 + Penalty 1695.349152 = -161309.570153 nChanged 27 SP:Iteration 23Q (4831.186551 sec): 3 clusters Score: Raw -163021.956945 + Penalty 1695.349152 = -161326.607793 nChanged 19 SP:Iteration 24Q (4831.273094 sec): 3 clusters Score: Raw -163036.952918 + Penalty 1695.349152 = -161341.603767 nChanged 23 SP:Iteration 25Q (4831.373079 sec): 3 clusters Score: Raw -163050.137176 + Penalty 1695.349152 = -161354.788024 nChanged 21 SP:Iteration 26Q (4831.486343 sec): 3 clusters Score: Raw -163058.277793 + Penalty 1695.349152 = -161362.928642 nChanged 10 SP:Iteration 27Q (4831.591387 sec): 3 clusters Score: Raw -163063.817720 + Penalty 1695.349152 = -161368.468568 nChanged 11 SP:Iteration 28Q (4831.683213 sec): 3 clusters Score: Raw -163069.391150 + Penalty 1695.349152 = -161374.041998 nChanged 8 SP:Iteration 29Q (4831.786104 sec): 3 clusters Score: Raw -163072.742568 + Penalty 1695.349152 = -161377.393416 nChanged 4 SP:Iteration 30Q (4831.907481 sec): 3 clusters Score: Raw -163074.677486 + Penalty 1695.349152 = -161379.328334 nChanged 5 SP:Iteration 31Q (4832.030430 sec): 3 clusters Score: Raw -163076.993101 + Penalty 1695.349152 = -161381.643949 nChanged 5 SP:Iteration 32Q (4832.144931 sec): 3 clusters Score: Raw -163079.282583 + Penalty 1695.349152 = -161383.933431 nChanged 2 SP:Iteration 33Q (4832.214980 sec): 3 clusters Score: Raw -163079.465045 + Penalty 1695.349152 = -161384.115893 nChanged 0 SP:Iteration 34F (4832.336021 sec): 3 clusters Score: Raw -163079.465045 + Penalty 1695.349152 = -161384.115893 nChanged 0 Trying to split cluster 8 (4977 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4832.427258 sec): 2 clusters Score: Raw -290257.556429 + Penalty 893.821171 = -289363.735258 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4832.572250 sec): 3 clusters Score: Raw -287460.636509 + Penalty 1787.642342 = -285672.994168 nChanged 2112 SP:Iteration 1F (4832.691922 sec): 3 clusters Score: Raw -288668.260434 + Penalty 1787.642342 = -286880.618092 nChanged 375 SP:Iteration 2F (4832.790487 sec): 3 clusters Score: Raw -288859.707244 + Penalty 1787.642342 = -287072.064902 nChanged 295 SP:Iteration 3F (4832.901295 sec): 3 clusters Score: Raw -289017.665143 + Penalty 1787.642342 = -287230.022801 nChanged 272 SP:Iteration 4F (4833.011345 sec): 3 clusters Score: Raw -289187.499333 + Penalty 1787.642342 = -287399.856991 nChanged 269 SP:Iteration 5F (4833.108732 sec): 3 clusters Score: Raw -289362.818102 + Penalty 1787.642342 = -287575.175760 nChanged 227 SP:Iteration 6Q (4833.214192 sec): 3 clusters Score: Raw -289511.908635 + Penalty 1787.642342 = -287724.266293 nChanged 227 SP:Iteration 7Q (4833.323983 sec): 3 clusters Score: Raw -289673.404230 + Penalty 1787.642342 = -287885.761888 nChanged 231 SP:Iteration 8Q (4833.448741 sec): 3 clusters Score: Raw -289842.105280 + Penalty 1787.642342 = -288054.462938 nChanged 201 SP:Iteration 9Q (4833.544552 sec): 3 clusters Score: Raw -289989.518836 + Penalty 1787.642342 = -288201.876494 nChanged 189 SP:Iteration 10Q (4833.662549 sec): 3 clusters Score: Raw -290093.084572 + Penalty 1787.642342 = -288305.442230 nChanged 134 SP:Iteration 11Q (4833.788641 sec): 3 clusters Score: Raw -290155.867029 + Penalty 1787.642342 = -288368.224688 nChanged 101 SP:Iteration 12Q (4833.884932 sec): 3 clusters Score: Raw -290190.357857 + Penalty 1787.642342 = -288402.715515 nChanged 68 SP:Iteration 13Q (4834.001551 sec): 3 clusters Score: Raw -290211.665043 + Penalty 1787.642342 = -288424.022701 nChanged 48 SP:Iteration 14Q (4834.121841 sec): 3 clusters Score: Raw -290225.068969 + Penalty 1787.642342 = -288437.426628 nChanged 35 SP:Iteration 15Q (4834.210681 sec): 3 clusters Score: Raw -290232.600958 + Penalty 1787.642342 = -288444.958617 nChanged 17 SP:Iteration 16Q (4834.366684 sec): 3 clusters Score: Raw -290235.900061 + Penalty 1787.642342 = -288448.257719 nChanged 16 SP:Iteration 17Q (4834.487333 sec): 3 clusters Score: Raw -290238.907856 + Penalty 1787.642342 = -288451.265515 nChanged 12 SP:Iteration 18Q (4834.607596 sec): 3 clusters Score: Raw -290241.563506 + Penalty 1787.642342 = -288453.921164 nChanged 18 SP:Iteration 19Q (4834.732572 sec): 3 clusters Score: Raw -290246.539267 + Penalty 1787.642342 = -288458.896925 nChanged 21 SP:Iteration 20F (4834.836510 sec): 3 clusters Score: Raw -290250.212220 + Penalty 1787.642342 = -288462.569879 nChanged 17 SP:Iteration 21Q (4834.956131 sec): 3 clusters Score: Raw -290254.872835 + Penalty 1787.642342 = -288467.230493 nChanged 22 SP:Iteration 22Q (4835.096589 sec): 3 clusters Score: Raw -290259.768966 + Penalty 1787.642342 = -288472.126625 nChanged 22 SP:Iteration 23Q (4835.195741 sec): 3 clusters Score: Raw -290264.881166 + Penalty 1787.642342 = -288477.238824 nChanged 23 SP:Iteration 24Q (4835.312653 sec): 3 clusters Score: Raw -290269.771111 + Penalty 1787.642342 = -288482.128770 nChanged 21 SP:Iteration 25Q (4835.427095 sec): 3 clusters Score: Raw -290274.124322 + Penalty 1787.642342 = -288486.481980 nChanged 16 SP:Iteration 26Q (4835.545319 sec): 3 clusters Score: Raw -290276.164162 + Penalty 1787.642342 = -288488.521821 nChanged 10 SP:Iteration 27Q (4835.673508 sec): 3 clusters Score: Raw -290278.128465 + Penalty 1787.642342 = -288490.486123 nChanged 7 SP:Iteration 28Q (4835.810986 sec): 3 clusters Score: Raw -290279.159891 + Penalty 1787.642342 = -288491.517549 nChanged 6 SP:Iteration 29Q (4835.923264 sec): 3 clusters Score: Raw -290280.170934 + Penalty 1787.642342 = -288492.528593 nChanged 6 SP:Iteration 30Q (4836.069756 sec): 3 clusters Score: Raw -290281.104799 + Penalty 1787.642342 = -288493.462458 nChanged 9 SP:Iteration 31Q (4836.170036 sec): 3 clusters Score: Raw -290282.359899 + Penalty 1787.642342 = -288494.717558 nChanged 6 SP:Iteration 32Q (4836.302496 sec): 3 clusters Score: Raw -290283.454503 + Penalty 1787.642342 = -288495.812161 nChanged 7 SP:Iteration 33Q (4836.421139 sec): 3 clusters Score: Raw -290284.575927 + Penalty 1787.642342 = -288496.933586 nChanged 9 SP:Iteration 34Q (4836.540742 sec): 3 clusters Score: Raw -290286.321965 + Penalty 1787.642342 = -288498.679623 nChanged 9 SP:Iteration 35Q (4836.647601 sec): 3 clusters Score: Raw -290288.700682 + Penalty 1787.642342 = -288501.058340 nChanged 16 SP:Iteration 36Q (4836.763739 sec): 3 clusters Score: Raw -290291.753240 + Penalty 1787.642342 = -288504.110899 nChanged 15 SP:Iteration 37Q (4836.869172 sec): 3 clusters Score: Raw -290294.916999 + Penalty 1787.642342 = -288507.274657 nChanged 19 SP:Iteration 38Q (4836.998739 sec): 3 clusters Score: Raw -290299.271049 + Penalty 1787.642342 = -288511.628708 nChanged 19 SP:Iteration 39Q (4837.099369 sec): 3 clusters Score: Raw -290302.856581 + Penalty 1787.642342 = -288515.214240 nChanged 12 SP:Iteration 40F (4837.218061 sec): 3 clusters Score: Raw -290306.723986 + Penalty 1787.642342 = -288519.081644 nChanged 19 SP:Iteration 41Q (4837.334105 sec): 3 clusters Score: Raw -290313.000070 + Penalty 1787.642342 = -288525.357729 nChanged 23 SP:Iteration 42Q (4837.429390 sec): 3 clusters Score: Raw -290321.112694 + Penalty 1787.642342 = -288533.470352 nChanged 26 SP:Iteration 43Q (4837.543688 sec): 3 clusters Score: Raw -290330.430686 + Penalty 1787.642342 = -288542.788344 nChanged 30 SP:Iteration 44Q (4837.667647 sec): 3 clusters Score: Raw -290341.328077 + Penalty 1787.642342 = -288553.685735 nChanged 29 SP:Iteration 45Q (4837.784896 sec): 3 clusters Score: Raw -290349.368565 + Penalty 1787.642342 = -288561.726224 nChanged 28 SP:Iteration 46Q (4837.911780 sec): 3 clusters Score: Raw -290355.436814 + Penalty 1787.642342 = -288567.794473 nChanged 19 SP:Iteration 47Q (4838.037296 sec): 3 clusters Score: Raw -290359.891720 + Penalty 1787.642342 = -288572.249379 nChanged 16 SP:Iteration 48Q (4838.174962 sec): 3 clusters Score: Raw -290363.944572 + Penalty 1787.642342 = -288576.302230 nChanged 24 SP:Iteration 49Q (4838.264652 sec): 3 clusters Score: Raw -290368.518249 + Penalty 1787.642342 = -288580.875907 nChanged 25 SP:Iteration 50Q (4838.377580 sec): 3 clusters Score: Raw -290373.724228 + Penalty 1787.642342 = -288586.081887 nChanged 16 SP:Iteration 51Q (4838.514663 sec): 3 clusters Score: Raw -290377.280551 + Penalty 1787.642342 = -288589.638209 nChanged 13 SP:Iteration 52Q (4838.605478 sec): 3 clusters Score: Raw -290379.361344 + Penalty 1787.642342 = -288591.719002 nChanged 8 SP:Iteration 53Q (4838.754115 sec): 3 clusters Score: Raw -290381.279964 + Penalty 1787.642342 = -288593.637622 nChanged 11 SP:Iteration 54Q (4838.863102 sec): 3 clusters Score: Raw -290383.182599 + Penalty 1787.642342 = -288595.540257 nChanged 18 SP:Iteration 55Q (4838.974201 sec): 3 clusters Score: Raw -290386.975290 + Penalty 1787.642342 = -288599.332949 nChanged 15 SP:Iteration 56Q (4839.087757 sec): 3 clusters Score: Raw -290389.176808 + Penalty 1787.642342 = -288601.534467 nChanged 8 SP:Iteration 57Q (4839.235057 sec): 3 clusters Score: Raw -290390.229455 + Penalty 1787.642342 = -288602.587114 nChanged 6 SP:Iteration 58Q (4839.358745 sec): 3 clusters Score: Raw -290391.212847 + Penalty 1787.642342 = -288603.570506 nChanged 11 SP:Iteration 59Q (4839.449073 sec): 3 clusters Score: Raw -290392.721159 + Penalty 1787.642342 = -288605.078818 nChanged 10 SP:Iteration 60F (4839.581576 sec): 3 clusters Score: Raw -290393.887035 + Penalty 1787.642342 = -288606.244694 nChanged 5 SP:Iteration 61Q (4839.692718 sec): 3 clusters Score: Raw -290394.430294 + Penalty 1787.642342 = -288606.787953 nChanged 5 SP:Iteration 62Q (4839.808175 sec): 3 clusters Score: Raw -290395.038483 + Penalty 1787.642342 = -288607.396141 nChanged 2 SP:Iteration 63Q (4839.944977 sec): 3 clusters Score: Raw -290395.214592 + Penalty 1787.642342 = -288607.572251 nChanged 1 SP:Iteration 64Q (4840.061010 sec): 3 clusters Score: Raw -290395.384962 + Penalty 1787.642342 = -288607.742620 nChanged 0 SP:Iteration 65F (4840.169845 sec): 3 clusters Score: Raw -290395.384962 + Penalty 1787.642342 = -288607.742620 nChanged 0 Trying to split cluster 9 (3181 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4840.264331 sec): 2 clusters Score: Raw -162212.259519 + Penalty 846.819844 = -161365.439675 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4840.364148 sec): 3 clusters Score: Raw -160539.072768 + Penalty 1693.639687 = -158845.433080 nChanged 1292 SP:Iteration 1F (4840.451145 sec): 3 clusters Score: Raw -161292.003972 + Penalty 1693.639687 = -159598.364284 nChanged 252 SP:Iteration 2F (4840.559343 sec): 3 clusters Score: Raw -161448.588355 + Penalty 1693.639687 = -159754.948668 nChanged 195 SP:Iteration 3F (4840.676477 sec): 3 clusters Score: Raw -161556.693600 + Penalty 1693.639687 = -159863.053912 nChanged 152 SP:Iteration 4Q (4840.786596 sec): 3 clusters Score: Raw -161658.059182 + Penalty 1693.639687 = -159964.419494 nChanged 130 SP:Iteration 5Q (4840.899503 sec): 3 clusters Score: Raw -161730.453242 + Penalty 1693.639687 = -160036.813554 nChanged 113 SP:Iteration 6Q (4841.017691 sec): 3 clusters Score: Raw -161794.318209 + Penalty 1693.639687 = -160100.678521 nChanged 99 SP:Iteration 7Q (4841.157501 sec): 3 clusters Score: Raw -161845.230778 + Penalty 1693.639687 = -160151.591091 nChanged 82 SP:Iteration 8Q (4841.247922 sec): 3 clusters Score: Raw -161890.926340 + Penalty 1693.639687 = -160197.286653 nChanged 72 SP:Iteration 9Q (4841.381376 sec): 3 clusters Score: Raw -161931.447360 + Penalty 1693.639687 = -160237.807673 nChanged 63 SP:Iteration 10Q (4841.469798 sec): 3 clusters Score: Raw -161967.480474 + Penalty 1693.639687 = -160273.840787 nChanged 65 SP:Iteration 11Q (4841.598497 sec): 3 clusters Score: Raw -162005.997618 + Penalty 1693.639687 = -160312.357931 nChanged 63 SP:Iteration 12Q (4841.686134 sec): 3 clusters Score: Raw -162047.997184 + Penalty 1693.639687 = -160354.357497 nChanged 63 SP:Iteration 13Q (4841.792838 sec): 3 clusters Score: Raw -162094.728809 + Penalty 1693.639687 = -160401.089122 nChanged 69 SP:Iteration 14Q (4841.930904 sec): 3 clusters Score: Raw -162155.670910 + Penalty 1693.639687 = -160462.031222 nChanged 65 SP:Iteration 15Q (4842.018598 sec): 3 clusters Score: Raw -162213.864275 + Penalty 1693.639687 = -160520.224588 nChanged 44 SP:Iteration 16Q (4842.152371 sec): 3 clusters Score: Raw -162250.257454 + Penalty 1693.639687 = -160556.617767 nChanged 31 SP:Iteration 17Q (4842.259989 sec): 3 clusters Score: Raw -162274.350852 + Penalty 1693.639687 = -160580.711164 nChanged 22 SP:Iteration 18Q (4842.359347 sec): 3 clusters Score: Raw -162285.894084 + Penalty 1693.639687 = -160592.254397 nChanged 17 SP:Iteration 19Q (4842.495711 sec): 3 clusters Score: Raw -162294.776480 + Penalty 1693.639687 = -160601.136793 nChanged 14 SP:Iteration 20F (4842.586705 sec): 3 clusters Score: Raw -162308.476206 + Penalty 1693.639687 = -160614.836519 nChanged 12 SP:Iteration 21Q (4842.703508 sec): 3 clusters Score: Raw -162320.854805 + Penalty 1693.639687 = -160627.215118 nChanged 11 SP:Iteration 22Q (4842.807665 sec): 3 clusters Score: Raw -162330.723210 + Penalty 1693.639687 = -160637.083523 nChanged 14 SP:Iteration 23Q (4842.927005 sec): 3 clusters Score: Raw -162342.930739 + Penalty 1693.639687 = -160649.291051 nChanged 7 SP:Iteration 24Q (4843.043492 sec): 3 clusters Score: Raw -162347.859141 + Penalty 1693.639687 = -160654.219454 nChanged 10 SP:Iteration 25Q (4843.125671 sec): 3 clusters Score: Raw -162353.025190 + Penalty 1693.639687 = -160659.385502 nChanged 6 SP:Iteration 26Q (4843.246747 sec): 3 clusters Score: Raw -162355.205671 + Penalty 1693.639687 = -160661.565984 nChanged 6 SP:Iteration 27Q (4843.361522 sec): 3 clusters Score: Raw -162361.937888 + Penalty 1693.639687 = -160668.298201 nChanged 7 SP:Iteration 28Q (4843.471348 sec): 3 clusters Score: Raw -162366.561907 + Penalty 1693.639687 = -160672.922219 nChanged 4 SP:Iteration 29Q (4843.603710 sec): 3 clusters Score: Raw -162369.672071 + Penalty 1693.639687 = -160676.032384 nChanged 8 SP:Iteration 30Q (4843.701791 sec): 3 clusters Score: Raw -162374.612404 + Penalty 1693.639687 = -160680.972717 nChanged 8 SP:Iteration 31Q (4843.813539 sec): 3 clusters Score: Raw -162377.360995 + Penalty 1693.639687 = -160683.721307 nChanged 2 SP:Iteration 32Q (4843.909608 sec): 3 clusters Score: Raw -162378.155265 + Penalty 1693.639687 = -160684.515578 nChanged 1 SP:Iteration 33Q (4844.004420 sec): 3 clusters Score: Raw -162378.463371 + Penalty 1693.639687 = -160684.823684 nChanged 1 SP:Iteration 34Q (4844.104280 sec): 3 clusters Score: Raw -162379.254388 + Penalty 1693.639687 = -160685.614700 nChanged 1 SP:Iteration 35Q (4844.232106 sec): 3 clusters Score: Raw -162379.967082 + Penalty 1693.639687 = -160686.327395 nChanged 1 SP:Iteration 36Q (4844.349158 sec): 3 clusters Score: Raw -162380.321763 + Penalty 1693.639687 = -160686.682075 nChanged 2 SP:Iteration 37Q (4844.428102 sec): 3 clusters Score: Raw -162381.178623 + Penalty 1693.639687 = -160687.538936 nChanged 1 SP:Iteration 38Q (4844.551204 sec): 3 clusters Score: Raw -162382.033552 + Penalty 1693.639687 = -160688.393865 nChanged 1 SP:Iteration 39Q (4844.647422 sec): 3 clusters Score: Raw -162382.163447 + Penalty 1693.639687 = -160688.523760 nChanged 0 SP:Iteration 40F (4844.743430 sec): 3 clusters Score: Raw -162382.163447 + Penalty 1693.639687 = -160688.523760 nChanged 0 Trying to split cluster 10 (1619 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4844.818409 sec): 2 clusters Score: Raw -91600.338145 + Penalty 775.904215 = -90824.433930 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4844.936047 sec): 3 clusters Score: Raw -90857.198640 + Penalty 1551.808430 = -89305.390210 nChanged 606 SP:Iteration 1F (4845.046841 sec): 3 clusters Score: Raw -91263.067511 + Penalty 1551.808430 = -89711.259081 nChanged 127 SP:Iteration 2F (4845.161753 sec): 3 clusters Score: Raw -91363.144462 + Penalty 1551.808430 = -89811.336031 nChanged 91 SP:Iteration 3F (4845.269195 sec): 3 clusters Score: Raw -91423.354302 + Penalty 1551.808430 = -89871.545872 nChanged 62 SP:Iteration 4Q (4845.356912 sec): 3 clusters Score: Raw -91463.371820 + Penalty 1551.808430 = -89911.563389 nChanged 53 SP:Iteration 5Q (4845.471715 sec): 3 clusters Score: Raw -91490.622936 + Penalty 1551.808430 = -89938.814506 nChanged 31 SP:Iteration 6Q (4845.550120 sec): 3 clusters Score: Raw -91504.693499 + Penalty 1551.808430 = -89952.885069 nChanged 21 SP:Iteration 7Q (4845.683790 sec): 3 clusters Score: Raw -91515.623351 + Penalty 1551.808430 = -89963.814920 nChanged 23 SP:Iteration 8Q (4845.768024 sec): 3 clusters Score: Raw -91526.849857 + Penalty 1551.808430 = -89975.041427 nChanged 22 SP:Iteration 9Q (4845.877750 sec): 3 clusters Score: Raw -91536.702515 + Penalty 1551.808430 = -89984.894085 nChanged 13 SP:Iteration 10Q (4845.983820 sec): 3 clusters Score: Raw -91546.162143 + Penalty 1551.808430 = -89994.353713 nChanged 19 SP:Iteration 11Q (4846.109203 sec): 3 clusters Score: Raw -91557.207227 + Penalty 1551.808430 = -90005.398796 nChanged 17 SP:Iteration 12Q (4846.185635 sec): 3 clusters Score: Raw -91566.404523 + Penalty 1551.808430 = -90014.596092 nChanged 22 SP:Iteration 13Q (4846.311365 sec): 3 clusters Score: Raw -91576.980413 + Penalty 1551.808430 = -90025.171983 nChanged 20 SP:Iteration 14Q (4846.393075 sec): 3 clusters Score: Raw -91591.325147 + Penalty 1551.808430 = -90039.516717 nChanged 20 SP:Iteration 15Q (4846.500125 sec): 3 clusters Score: Raw -91607.475668 + Penalty 1551.808430 = -90055.667237 nChanged 21 SP:Iteration 16Q (4846.596431 sec): 3 clusters Score: Raw -91621.314568 + Penalty 1551.808430 = -90069.506138 nChanged 19 SP:Iteration 17Q (4846.711800 sec): 3 clusters Score: Raw -91632.737710 + Penalty 1551.808430 = -90080.929280 nChanged 20 SP:Iteration 18Q (4846.823875 sec): 3 clusters Score: Raw -91641.713375 + Penalty 1551.808430 = -90089.904944 nChanged 15 SP:Iteration 19Q (4846.923471 sec): 3 clusters Score: Raw -91649.526037 + Penalty 1551.808430 = -90097.717607 nChanged 13 SP:Iteration 20F (4847.060868 sec): 3 clusters Score: Raw -91656.673420 + Penalty 1551.808430 = -90104.864990 nChanged 15 SP:Iteration 21Q (4847.172434 sec): 3 clusters Score: Raw -91665.930695 + Penalty 1551.808430 = -90114.122265 nChanged 15 SP:Iteration 22Q (4847.303709 sec): 3 clusters Score: Raw -91678.782574 + Penalty 1551.808430 = -90126.974144 nChanged 15 SP:Iteration 23Q (4847.408039 sec): 3 clusters Score: Raw -91690.887382 + Penalty 1551.808430 = -90139.078951 nChanged 13 SP:Iteration 24Q (4847.481790 sec): 3 clusters Score: Raw -91706.768277 + Penalty 1551.808430 = -90154.959846 nChanged 18 SP:Iteration 25Q (4847.629887 sec): 3 clusters Score: Raw -91721.255970 + Penalty 1551.808430 = -90169.447540 nChanged 15 SP:Iteration 26Q (4847.726116 sec): 3 clusters Score: Raw -91732.149509 + Penalty 1551.808430 = -90180.341079 nChanged 14 SP:Iteration 27Q (4847.825648 sec): 3 clusters Score: Raw -91739.363203 + Penalty 1551.808430 = -90187.554772 nChanged 9 SP:Iteration 28Q (4847.947830 sec): 3 clusters Score: Raw -91743.948358 + Penalty 1551.808430 = -90192.139928 nChanged 3 SP:Iteration 29Q (4848.048033 sec): 3 clusters Score: Raw -91745.110030 + Penalty 1551.808430 = -90193.301599 nChanged 2 SP:Iteration 30Q (4848.168001 sec): 3 clusters Score: Raw -91746.188649 + Penalty 1551.808430 = -90194.380218 nChanged 3 SP:Iteration 31Q (4848.298161 sec): 3 clusters Score: Raw -91747.898128 + Penalty 1551.808430 = -90196.089697 nChanged 4 SP:Iteration 32Q (4848.418619 sec): 3 clusters Score: Raw -91749.448407 + Penalty 1551.808430 = -90197.639977 nChanged 2 SP:Iteration 33Q (4848.509487 sec): 3 clusters Score: Raw -91750.013324 + Penalty 1551.808430 = -90198.204894 nChanged 1 SP:Iteration 34Q (4848.598800 sec): 3 clusters Score: Raw -91751.373645 + Penalty 1551.808430 = -90199.565215 nChanged 4 SP:Iteration 35Q (4848.708379 sec): 3 clusters Score: Raw -91754.962040 + Penalty 1551.808430 = -90203.153610 nChanged 5 SP:Iteration 36Q (4848.816204 sec): 3 clusters Score: Raw -91758.589208 + Penalty 1551.808430 = -90206.780778 nChanged 2 SP:Iteration 37Q (4848.925208 sec): 3 clusters Score: Raw -91759.758646 + Penalty 1551.808430 = -90207.950215 nChanged 1 SP:Iteration 38Q (4849.032063 sec): 3 clusters Score: Raw -91760.072238 + Penalty 1551.808430 = -90208.263807 nChanged 0 SP:Iteration 39F (4849.182480 sec): 3 clusters Score: Raw -91760.072238 + Penalty 1551.808430 = -90208.263807 nChanged 0 Trying to split cluster 11 (3126 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4849.247280 sec): 2 clusters Score: Raw -184703.253371 + Penalty 844.988499 = -183858.264872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4849.367903 sec): 3 clusters Score: Raw -183031.372059 + Penalty 1689.976997 = -181341.395062 nChanged 1290 SP:Iteration 1F (4849.472591 sec): 3 clusters Score: Raw -183767.499322 + Penalty 1689.976997 = -182077.522325 nChanged 256 SP:Iteration 2F (4849.598769 sec): 3 clusters Score: Raw -183945.711543 + Penalty 1689.976997 = -182255.734546 nChanged 225 SP:Iteration 3F (4849.719011 sec): 3 clusters Score: Raw -184108.989932 + Penalty 1689.976997 = -182419.012934 nChanged 198 SP:Iteration 4F (4849.849498 sec): 3 clusters Score: Raw -184237.975414 + Penalty 1689.976997 = -182547.998417 nChanged 163 SP:Iteration 5F (4849.955187 sec): 3 clusters Score: Raw -184364.296477 + Penalty 1689.976997 = -182674.319480 nChanged 151 SP:Iteration 6Q (4850.066777 sec): 3 clusters Score: Raw -184479.908527 + Penalty 1689.976997 = -182789.931530 nChanged 127 SP:Iteration 7Q (4850.204795 sec): 3 clusters Score: Raw -184561.283039 + Penalty 1689.976997 = -182871.306042 nChanged 101 SP:Iteration 8Q (4850.288157 sec): 3 clusters Score: Raw -184625.137355 + Penalty 1689.976997 = -182935.160358 nChanged 75 SP:Iteration 9Q (4850.422946 sec): 3 clusters Score: Raw -184664.756392 + Penalty 1689.976997 = -182974.779395 nChanged 49 SP:Iteration 10Q (4850.518335 sec): 3 clusters Score: Raw -184689.659264 + Penalty 1689.976997 = -182999.682267 nChanged 42 SP:Iteration 11Q (4850.634984 sec): 3 clusters Score: Raw -184716.333967 + Penalty 1689.976997 = -183026.356969 nChanged 36 SP:Iteration 12Q (4850.742894 sec): 3 clusters Score: Raw -184735.469299 + Penalty 1689.976997 = -183045.492302 nChanged 30 SP:Iteration 13Q (4850.869664 sec): 3 clusters Score: Raw -184750.234843 + Penalty 1689.976997 = -183060.257845 nChanged 27 SP:Iteration 14Q (4850.985481 sec): 3 clusters Score: Raw -184762.478925 + Penalty 1689.976997 = -183072.501928 nChanged 24 SP:Iteration 15Q (4851.128204 sec): 3 clusters Score: Raw -184780.197662 + Penalty 1689.976997 = -183090.220665 nChanged 27 SP:Iteration 16Q (4851.243684 sec): 3 clusters Score: Raw -184797.736564 + Penalty 1689.976997 = -183107.759566 nChanged 17 SP:Iteration 17Q (4851.345166 sec): 3 clusters Score: Raw -184805.470638 + Penalty 1689.976997 = -183115.493641 nChanged 14 SP:Iteration 18Q (4851.464311 sec): 3 clusters Score: Raw -184812.116483 + Penalty 1689.976997 = -183122.139485 nChanged 11 SP:Iteration 19Q (4851.589939 sec): 3 clusters Score: Raw -184818.924373 + Penalty 1689.976997 = -183128.947376 nChanged 8 SP:Iteration 20F (4851.742628 sec): 3 clusters Score: Raw -184824.588637 + Penalty 1689.976997 = -183134.611639 nChanged 15 SP:Iteration 21Q (4851.845860 sec): 3 clusters Score: Raw -184833.210367 + Penalty 1689.976997 = -183143.233370 nChanged 12 SP:Iteration 22Q (4851.940667 sec): 3 clusters Score: Raw -184839.635528 + Penalty 1689.976997 = -183149.658531 nChanged 10 SP:Iteration 23Q (4852.059892 sec): 3 clusters Score: Raw -184847.332923 + Penalty 1689.976997 = -183157.355925 nChanged 14 SP:Iteration 24Q (4852.144957 sec): 3 clusters Score: Raw -184858.081049 + Penalty 1689.976997 = -183168.104052 nChanged 16 SP:Iteration 25Q (4852.275081 sec): 3 clusters Score: Raw -184871.361470 + Penalty 1689.976997 = -183181.384473 nChanged 12 SP:Iteration 26Q (4852.349466 sec): 3 clusters Score: Raw -184876.983744 + Penalty 1689.976997 = -183187.006746 nChanged 8 SP:Iteration 27Q (4852.457432 sec): 3 clusters Score: Raw -184882.179731 + Penalty 1689.976997 = -183192.202733 nChanged 14 SP:Iteration 28Q (4852.571431 sec): 3 clusters Score: Raw -184888.800966 + Penalty 1689.976997 = -183198.823969 nChanged 16 SP:Iteration 29Q (4852.653271 sec): 3 clusters Score: Raw -184897.034548 + Penalty 1689.976997 = -183207.057551 nChanged 12 SP:Iteration 30Q (4852.783818 sec): 3 clusters Score: Raw -184903.077253 + Penalty 1689.976997 = -183213.100255 nChanged 11 SP:Iteration 31Q (4852.895445 sec): 3 clusters Score: Raw -184908.849218 + Penalty 1689.976997 = -183218.872221 nChanged 5 SP:Iteration 32Q (4852.998293 sec): 3 clusters Score: Raw -184910.283832 + Penalty 1689.976997 = -183220.306835 nChanged 5 SP:Iteration 33Q (4853.108310 sec): 3 clusters Score: Raw -184911.852595 + Penalty 1689.976997 = -183221.875598 nChanged 5 SP:Iteration 34Q (4853.221583 sec): 3 clusters Score: Raw -184914.258037 + Penalty 1689.976997 = -183224.281040 nChanged 4 SP:Iteration 35Q (4853.318841 sec): 3 clusters Score: Raw -184916.227080 + Penalty 1689.976997 = -183226.250083 nChanged 3 SP:Iteration 36Q (4853.436488 sec): 3 clusters Score: Raw -184917.155607 + Penalty 1689.976997 = -183227.178610 nChanged 2 SP:Iteration 37Q (4853.557130 sec): 3 clusters Score: Raw -184917.798369 + Penalty 1689.976997 = -183227.821372 nChanged 2 SP:Iteration 38Q (4853.677546 sec): 3 clusters Score: Raw -184918.416415 + Penalty 1689.976997 = -183228.439417 nChanged 3 SP:Iteration 39Q (4853.786453 sec): 3 clusters Score: Raw -184919.356827 + Penalty 1689.976997 = -183229.379830 nChanged 4 SP:Iteration 40F (4853.896569 sec): 3 clusters Score: Raw -184920.357706 + Penalty 1689.976997 = -183230.380709 nChanged 3 SP:Iteration 41Q (4854.007942 sec): 3 clusters Score: Raw -184921.300159 + Penalty 1689.976997 = -183231.323162 nChanged 2 SP:Iteration 42Q (4854.147146 sec): 3 clusters Score: Raw -184922.183002 + Penalty 1689.976997 = -183232.206005 nChanged 4 SP:Iteration 43Q (4854.245854 sec): 3 clusters Score: Raw -184923.342652 + Penalty 1689.976997 = -183233.365655 nChanged 1 SP:Iteration 44Q (4854.360949 sec): 3 clusters Score: Raw -184923.581001 + Penalty 1689.976997 = -183233.604003 nChanged 1 SP:Iteration 45Q (4854.478952 sec): 3 clusters Score: Raw -184924.114160 + Penalty 1689.976997 = -183234.137163 nChanged 0 SP:Iteration 46F (4854.589258 sec): 3 clusters Score: Raw -184924.114160 + Penalty 1689.976997 = -183234.137163 nChanged 0 Trying to split cluster 12 (586 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4854.661094 sec): 2 clusters Score: Raw -25171.387191 + Penalty 669.198578 = -24502.188613 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4854.764907 sec): 3 clusters Score: Raw -25016.156606 + Penalty 1338.397156 = -23677.759450 nChanged 184 SP:Iteration 1F (4854.913148 sec): 3 clusters Score: Raw -25198.474208 + Penalty 1338.397156 = -23860.077052 nChanged 51 SP:Iteration 2F (4855.027557 sec): 3 clusters Score: Raw -25275.294126 + Penalty 1338.397156 = -23936.896970 nChanged 29 SP:Iteration 3Q (4855.122120 sec): 3 clusters Score: Raw -25313.092867 + Penalty 1338.397156 = -23974.695711 nChanged 15 SP:Iteration 4Q (4855.242798 sec): 3 clusters Score: Raw -25345.468743 + Penalty 1338.397156 = -24007.071587 nChanged 15 SP:Iteration 5Q (4855.341125 sec): 3 clusters Score: Raw -25367.936976 + Penalty 1338.397156 = -24029.539820 nChanged 11 SP:Iteration 6Q (4855.460454 sec): 3 clusters Score: Raw -25379.115695 + Penalty 1338.397156 = -24040.718540 nChanged 4 SP:Iteration 7Q (4855.558065 sec): 3 clusters Score: Raw -25382.881011 + Penalty 1338.397156 = -24044.483855 nChanged 2 SP:Iteration 8Q (4855.690058 sec): 3 clusters Score: Raw -25384.876214 + Penalty 1338.397156 = -24046.479058 nChanged 4 SP:Iteration 9Q (4855.787621 sec): 3 clusters Score: Raw -25391.073927 + Penalty 1338.397156 = -24052.676771 nChanged 4 SP:Iteration 10Q (4855.922228 sec): 3 clusters Score: Raw -25394.918680 + Penalty 1338.397156 = -24056.521524 nChanged 1 SP:Iteration 11Q (4856.023038 sec): 3 clusters Score: Raw -25396.020621 + Penalty 1338.397156 = -24057.623466 nChanged 2 SP:Iteration 12Q (4856.137539 sec): 3 clusters Score: Raw -25397.147321 + Penalty 1338.397156 = -24058.750166 nChanged 1 SP:Iteration 13Q (4856.255119 sec): 3 clusters Score: Raw -25397.576207 + Penalty 1338.397156 = -24059.179051 nChanged 1 SP:Iteration 14Q (4856.358426 sec): 3 clusters Score: Raw -25399.325891 + Penalty 1338.397156 = -24060.928736 nChanged 1 SP:Iteration 15Q (4856.471524 sec): 3 clusters Score: Raw -25400.791979 + Penalty 1338.397156 = -24062.394823 nChanged 1 SP:Iteration 16Q (4856.551043 sec): 3 clusters Score: Raw -25402.902725 + Penalty 1338.397156 = -24064.505569 nChanged 3 SP:Iteration 17Q (4856.659992 sec): 3 clusters Score: Raw -25407.379551 + Penalty 1338.397156 = -24068.982395 nChanged 5 SP:Iteration 18Q (4856.788515 sec): 3 clusters Score: Raw -25414.835006 + Penalty 1338.397156 = -24076.437850 nChanged 4 SP:Iteration 19Q (4856.916133 sec): 3 clusters Score: Raw -25418.589115 + Penalty 1338.397156 = -24080.191959 nChanged 4 SP:Iteration 20F (4857.020898 sec): 3 clusters Score: Raw -25424.084907 + Penalty 1338.397156 = -24085.687751 nChanged 4 SP:Iteration 21Q (4857.119392 sec): 3 clusters Score: Raw -25428.042128 + Penalty 1338.397156 = -24089.644972 nChanged 3 SP:Iteration 22Q (4857.250961 sec): 3 clusters Score: Raw -25432.439341 + Penalty 1338.397156 = -24094.042186 nChanged 1 SP:Iteration 23Q (4857.333633 sec): 3 clusters Score: Raw -25432.967584 + Penalty 1338.397156 = -24094.570428 nChanged 0 SP:Iteration 24F (4857.462334 sec): 3 clusters Score: Raw -25432.967584 + Penalty 1338.397156 = -24094.570428 nChanged 0 Trying to split cluster 13 (1757 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4857.545141 sec): 2 clusters Score: Raw -82281.663357 + Penalty 784.493124 = -81497.170233 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4857.653339 sec): 3 clusters Score: Raw -81469.982054 + Penalty 1568.986249 = -79900.995805 nChanged 668 SP:Iteration 1F (4857.762987 sec): 3 clusters Score: Raw -82141.951919 + Penalty 1568.986249 = -80572.965671 nChanged 204 SP:Iteration 2F (4857.890044 sec): 3 clusters Score: Raw -82380.791574 + Penalty 1568.986249 = -80811.805326 nChanged 142 SP:Iteration 3F (4857.998907 sec): 3 clusters Score: Raw -82578.039089 + Penalty 1568.986249 = -81009.052840 nChanged 96 SP:Iteration 4F (4858.082320 sec): 3 clusters Score: Raw -82692.564362 + Penalty 1568.986249 = -81123.578114 nChanged 80 SP:Iteration 5Q (4858.185935 sec): 3 clusters Score: Raw -82786.814992 + Penalty 1568.986249 = -81217.828743 nChanged 61 SP:Iteration 6Q (4858.283244 sec): 3 clusters Score: Raw -82850.070406 + Penalty 1568.986249 = -81281.084158 nChanged 44 SP:Iteration 7Q (4858.384343 sec): 3 clusters Score: Raw -82891.406763 + Penalty 1568.986249 = -81322.420515 nChanged 36 SP:Iteration 8Q (4858.512247 sec): 3 clusters Score: Raw -82918.442402 + Penalty 1568.986249 = -81349.456154 nChanged 25 SP:Iteration 9Q (4858.589978 sec): 3 clusters Score: Raw -82932.562263 + Penalty 1568.986249 = -81363.576015 nChanged 22 SP:Iteration 10Q (4858.696310 sec): 3 clusters Score: Raw -82949.115984 + Penalty 1568.986249 = -81380.129735 nChanged 13 SP:Iteration 11Q (4858.811070 sec): 3 clusters Score: Raw -82959.330006 + Penalty 1568.986249 = -81390.343757 nChanged 11 SP:Iteration 12Q (4858.937962 sec): 3 clusters Score: Raw -82966.803366 + Penalty 1568.986249 = -81397.817118 nChanged 12 SP:Iteration 13Q (4859.069249 sec): 3 clusters Score: Raw -82975.617331 + Penalty 1568.986249 = -81406.631083 nChanged 17 SP:Iteration 14Q (4859.162901 sec): 3 clusters Score: Raw -82992.447319 + Penalty 1568.986249 = -81423.461071 nChanged 15 SP:Iteration 15Q (4859.303125 sec): 3 clusters Score: Raw -83001.666220 + Penalty 1568.986249 = -81432.679971 nChanged 8 SP:Iteration 16Q (4859.406271 sec): 3 clusters Score: Raw -83005.582055 + Penalty 1568.986249 = -81436.595806 nChanged 6 SP:Iteration 17Q (4859.525781 sec): 3 clusters Score: Raw -83009.278569 + Penalty 1568.986249 = -81440.292321 nChanged 4 SP:Iteration 18Q (4859.663754 sec): 3 clusters Score: Raw -83012.664118 + Penalty 1568.986249 = -81443.677869 nChanged 10 SP:Iteration 19Q (4859.781515 sec): 3 clusters Score: Raw -83017.947829 + Penalty 1568.986249 = -81448.961581 nChanged 7 SP:Iteration 20F (4859.891065 sec): 3 clusters Score: Raw -83030.979217 + Penalty 1568.986249 = -81461.992969 nChanged 8 SP:Iteration 21Q (4860.002610 sec): 3 clusters Score: Raw -83036.992226 + Penalty 1568.986249 = -81468.005978 nChanged 6 SP:Iteration 22Q (4860.080346 sec): 3 clusters Score: Raw -83040.858717 + Penalty 1568.986249 = -81471.872469 nChanged 7 SP:Iteration 23Q (4860.193432 sec): 3 clusters Score: Raw -83043.830459 + Penalty 1568.986249 = -81474.844210 nChanged 3 SP:Iteration 24Q (4860.298571 sec): 3 clusters Score: Raw -83044.831909 + Penalty 1568.986249 = -81475.845661 nChanged 2 SP:Iteration 25Q (4860.398866 sec): 3 clusters Score: Raw -83046.259130 + Penalty 1568.986249 = -81477.272881 nChanged 3 SP:Iteration 26Q (4860.507669 sec): 3 clusters Score: Raw -83047.675744 + Penalty 1568.986249 = -81478.689495 nChanged 6 SP:Iteration 27Q (4860.620169 sec): 3 clusters Score: Raw -83050.381864 + Penalty 1568.986249 = -81481.395616 nChanged 4 SP:Iteration 28Q (4860.738026 sec): 3 clusters Score: Raw -83051.695091 + Penalty 1568.986249 = -81482.708843 nChanged 3 SP:Iteration 29Q (4860.864222 sec): 3 clusters Score: Raw -83053.543206 + Penalty 1568.986249 = -81484.556957 nChanged 6 SP:Iteration 30Q (4860.977785 sec): 3 clusters Score: Raw -83056.633439 + Penalty 1568.986249 = -81487.647191 nChanged 3 SP:Iteration 31Q (4861.090972 sec): 3 clusters Score: Raw -83058.348168 + Penalty 1568.986249 = -81489.361920 nChanged 3 SP:Iteration 32Q (4861.189564 sec): 3 clusters Score: Raw -83059.570051 + Penalty 1568.986249 = -81490.583802 nChanged 1 SP:Iteration 33Q (4861.301291 sec): 3 clusters Score: Raw -83060.001362 + Penalty 1568.986249 = -81491.015114 nChanged 3 SP:Iteration 34Q (4861.446638 sec): 3 clusters Score: Raw -83061.247662 + Penalty 1568.986249 = -81492.261414 nChanged 1 SP:Iteration 35Q (4861.532838 sec): 3 clusters Score: Raw -83062.517551 + Penalty 1568.986249 = -81493.531302 nChanged 2 SP:Iteration 36Q (4861.660581 sec): 3 clusters Score: Raw -83065.937361 + Penalty 1568.986249 = -81496.951112 nChanged 3 SP:Iteration 37Q (4861.762414 sec): 3 clusters Score: Raw -83067.437552 + Penalty 1568.986249 = -81498.451303 nChanged 2 SP:Iteration 38Q (4861.903510 sec): 3 clusters Score: Raw -83069.392320 + Penalty 1568.986249 = -81500.406071 nChanged 3 SP:Iteration 39Q (4861.989421 sec): 3 clusters Score: Raw -83070.793783 + Penalty 1568.986249 = -81501.807534 nChanged 1 SP:Iteration 40F (4862.137815 sec): 3 clusters Score: Raw -83071.016518 + Penalty 1568.986249 = -81502.030270 nChanged 0 Score: Raw -4233016.178890 + Penalty 28385.253878 = -4204630.925012 Splitting cluster 13 changes total score from -4205024.290763 to -4204630.925012 So it's not getting split. Trying to split cluster 14 (6832 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4864.551986 sec): 2 clusters Score: Raw -411493.804172 + Penalty 927.084137 = -410566.720035 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4864.692016 sec): 3 clusters Score: Raw -407606.245177 + Penalty 1854.168274 = -405752.076903 nChanged 3001 SP:Iteration 1F (4864.790001 sec): 3 clusters Score: Raw -409392.804994 + Penalty 1854.168274 = -407538.636720 nChanged 536 SP:Iteration 2F (4864.914631 sec): 3 clusters Score: Raw -409732.200550 + Penalty 1854.168274 = -407878.032275 nChanged 475 SP:Iteration 3F (4865.055910 sec): 3 clusters Score: Raw -410047.223215 + Penalty 1854.168274 = -408193.054940 nChanged 421 SP:Iteration 4F (4865.185485 sec): 3 clusters Score: Raw -410320.793258 + Penalty 1854.168274 = -408466.624983 nChanged 336 SP:Iteration 5Q (4865.309792 sec): 3 clusters Score: Raw -410545.698040 + Penalty 1854.168274 = -408691.529765 nChanged 288 SP:Iteration 6Q (4865.407035 sec): 3 clusters Score: Raw -410749.380078 + Penalty 1854.168274 = -408895.211803 nChanged 281 SP:Iteration 7Q (4865.526113 sec): 3 clusters Score: Raw -410996.213127 + Penalty 1854.168274 = -409142.044852 nChanged 234 SP:Iteration 8Q (4865.674843 sec): 3 clusters Score: Raw -411230.206957 + Penalty 1854.168274 = -409376.038682 nChanged 244 SP:Iteration 9Q (4865.790694 sec): 3 clusters Score: Raw -411546.294876 + Penalty 1854.168274 = -409692.126601 nChanged 270 SP:Iteration 10Q (4865.911765 sec): 3 clusters Score: Raw -412016.391551 + Penalty 1854.168274 = -410162.223277 nChanged 288 SP:Iteration 11Q (4866.063940 sec): 3 clusters Score: Raw -412634.227521 + Penalty 1854.168274 = -410780.059246 nChanged 281 SP:Iteration 12Q (4866.159202 sec): 3 clusters Score: Raw -413342.174281 + Penalty 1854.168274 = -411488.006006 nChanged 197 SP:Iteration 13Q (4866.282084 sec): 3 clusters Score: Raw -413693.803411 + Penalty 1854.168274 = -411839.635136 nChanged 64 SP:Iteration 14Q (4866.427840 sec): 3 clusters Score: Raw -413725.122303 + Penalty 1854.168274 = -411870.954028 nChanged 7 SP:Iteration 15Q (4866.546149 sec): 3 clusters Score: Raw -413726.088632 + Penalty 1854.168274 = -411871.920358 nChanged 1 SP:Iteration 16Q (4866.652765 sec): 3 clusters Score: Raw -413726.197951 + Penalty 1854.168274 = -411872.029676 nChanged 1 SP:Iteration 17Q (4866.790316 sec): 3 clusters Score: Raw -413726.331135 + Penalty 1854.168274 = -411872.162861 nChanged 0 SP:Iteration 18F (4866.931836 sec): 3 clusters Score: Raw -413726.331135 + Penalty 1854.168274 = -411872.162861 nChanged 0 Score: Raw -4234459.352693 + Penalty 28385.253878 = -4206074.098815 Splitting cluster 14 changes total score from -4205024.290763 to -4206074.098815 So it's getting split into cluster 24. Trying to split cluster 15 (917 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4869.623566 sec): 2 clusters Score: Raw -40635.690538 + Penalty 716.216285 = -39919.474253 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4869.733572 sec): 3 clusters Score: Raw -40283.737864 + Penalty 1432.432569 = -38851.305295 nChanged 302 SP:Iteration 1F (4869.858432 sec): 3 clusters Score: Raw -40523.708639 + Penalty 1432.432569 = -39091.276070 nChanged 95 SP:Iteration 2F (4869.963785 sec): 3 clusters Score: Raw -40619.267050 + Penalty 1432.432569 = -39186.834480 nChanged 47 SP:Iteration 3F (4870.071806 sec): 3 clusters Score: Raw -40668.322611 + Penalty 1432.432569 = -39235.890042 nChanged 24 SP:Iteration 4Q (4870.210951 sec): 3 clusters Score: Raw -40704.606909 + Penalty 1432.432569 = -39272.174340 nChanged 29 SP:Iteration 5Q (4870.301568 sec): 3 clusters Score: Raw -40738.578380 + Penalty 1432.432569 = -39306.145811 nChanged 19 SP:Iteration 6Q (4870.452703 sec): 3 clusters Score: Raw -40758.714502 + Penalty 1432.432569 = -39326.281933 nChanged 20 SP:Iteration 7Q (4870.558889 sec): 3 clusters Score: Raw -40773.882042 + Penalty 1432.432569 = -39341.449473 nChanged 14 SP:Iteration 8Q (4870.661513 sec): 3 clusters Score: Raw -40785.457689 + Penalty 1432.432569 = -39353.025119 nChanged 11 SP:Iteration 9Q (4870.775169 sec): 3 clusters Score: Raw -40794.645045 + Penalty 1432.432569 = -39362.212476 nChanged 10 SP:Iteration 10Q (4870.891114 sec): 3 clusters Score: Raw -40801.467721 + Penalty 1432.432569 = -39369.035152 nChanged 6 SP:Iteration 11Q (4871.023079 sec): 3 clusters Score: Raw -40806.222391 + Penalty 1432.432569 = -39373.789822 nChanged 8 SP:Iteration 12Q (4871.110266 sec): 3 clusters Score: Raw -40812.135987 + Penalty 1432.432569 = -39379.703417 nChanged 5 SP:Iteration 13Q (4871.235500 sec): 3 clusters Score: Raw -40814.238936 + Penalty 1432.432569 = -39381.806367 nChanged 2 SP:Iteration 14Q (4871.353948 sec): 3 clusters Score: Raw -40815.365607 + Penalty 1432.432569 = -39382.933037 nChanged 1 SP:Iteration 15Q (4871.481913 sec): 3 clusters Score: Raw -40816.269539 + Penalty 1432.432569 = -39383.836970 nChanged 1 SP:Iteration 16Q (4871.603225 sec): 3 clusters Score: Raw -40817.076575 + Penalty 1432.432569 = -39384.644006 nChanged 0 SP:Iteration 17F (4871.722824 sec): 3 clusters Score: Raw -40817.076575 + Penalty 1432.432569 = -39384.644006 nChanged 0 Trying to split cluster 16 (1718 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4871.783685 sec): 2 clusters Score: Raw -87520.080716 + Penalty 782.136191 = -86737.944525 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4871.917314 sec): 3 clusters Score: Raw -86754.368361 + Penalty 1564.272382 = -85190.095980 nChanged 633 SP:Iteration 1F (4872.045691 sec): 3 clusters Score: Raw -87166.474549 + Penalty 1564.272382 = -85602.202167 nChanged 142 SP:Iteration 2F (4872.152009 sec): 3 clusters Score: Raw -87287.609124 + Penalty 1564.272382 = -85723.336742 nChanged 119 SP:Iteration 3F (4872.264134 sec): 3 clusters Score: Raw -87387.158855 + Penalty 1564.272382 = -85822.886473 nChanged 92 SP:Iteration 4F (4872.413027 sec): 3 clusters Score: Raw -87448.902063 + Penalty 1564.272382 = -85884.629682 nChanged 68 SP:Iteration 5Q (4872.520553 sec): 3 clusters Score: Raw -87497.456806 + Penalty 1564.272382 = -85933.184424 nChanged 54 SP:Iteration 6Q (4872.630303 sec): 3 clusters Score: Raw -87544.021997 + Penalty 1564.272382 = -85979.749616 nChanged 51 SP:Iteration 7Q (4872.749228 sec): 3 clusters Score: Raw -87581.818269 + Penalty 1564.272382 = -86017.545887 nChanged 55 SP:Iteration 8Q (4872.846753 sec): 3 clusters Score: Raw -87617.114060 + Penalty 1564.272382 = -86052.841678 nChanged 35 SP:Iteration 9Q (4872.980388 sec): 3 clusters Score: Raw -87634.343489 + Penalty 1564.272382 = -86070.071108 nChanged 20 SP:Iteration 10Q (4873.077895 sec): 3 clusters Score: Raw -87644.427718 + Penalty 1564.272382 = -86080.155336 nChanged 16 SP:Iteration 11Q (4873.188877 sec): 3 clusters Score: Raw -87650.592151 + Penalty 1564.272382 = -86086.319769 nChanged 10 SP:Iteration 12Q (4873.349067 sec): 3 clusters Score: Raw -87655.950339 + Penalty 1564.272382 = -86091.677958 nChanged 13 SP:Iteration 13Q (4873.469597 sec): 3 clusters Score: Raw -87660.385330 + Penalty 1564.272382 = -86096.112948 nChanged 9 SP:Iteration 14Q (4873.571887 sec): 3 clusters Score: Raw -87663.889194 + Penalty 1564.272382 = -86099.616813 nChanged 6 SP:Iteration 15Q (4873.694264 sec): 3 clusters Score: Raw -87666.828068 + Penalty 1564.272382 = -86102.555687 nChanged 9 SP:Iteration 16Q (4873.835255 sec): 3 clusters Score: Raw -87670.239964 + Penalty 1564.272382 = -86105.967583 nChanged 6 SP:Iteration 17Q (4873.936186 sec): 3 clusters Score: Raw -87673.761022 + Penalty 1564.272382 = -86109.488640 nChanged 7 SP:Iteration 18Q (4874.067987 sec): 3 clusters Score: Raw -87677.590085 + Penalty 1564.272382 = -86113.317703 nChanged 7 SP:Iteration 19Q (4874.188495 sec): 3 clusters Score: Raw -87681.128299 + Penalty 1564.272382 = -86116.855918 nChanged 5 SP:Iteration 20F (4874.326717 sec): 3 clusters Score: Raw -87684.203692 + Penalty 1564.272382 = -86119.931311 nChanged 4 SP:Iteration 21Q (4874.464852 sec): 3 clusters Score: Raw -87686.661859 + Penalty 1564.272382 = -86122.389478 nChanged 8 SP:Iteration 22Q (4874.592100 sec): 3 clusters Score: Raw -87690.463471 + Penalty 1564.272382 = -86126.191090 nChanged 4 SP:Iteration 23Q (4874.699443 sec): 3 clusters Score: Raw -87693.118325 + Penalty 1564.272382 = -86128.845944 nChanged 7 SP:Iteration 24Q (4874.792305 sec): 3 clusters Score: Raw -87696.038959 + Penalty 1564.272382 = -86131.766578 nChanged 4 SP:Iteration 25Q (4874.922650 sec): 3 clusters Score: Raw -87697.381416 + Penalty 1564.272382 = -86133.109034 nChanged 5 SP:Iteration 26Q (4875.036933 sec): 3 clusters Score: Raw -87699.792155 + Penalty 1564.272382 = -86135.519774 nChanged 6 SP:Iteration 27Q (4875.184757 sec): 3 clusters Score: Raw -87701.701067 + Penalty 1564.272382 = -86137.428686 nChanged 7 SP:Iteration 28Q (4875.302375 sec): 3 clusters Score: Raw -87705.985654 + Penalty 1564.272382 = -86141.713273 nChanged 7 SP:Iteration 29Q (4875.415212 sec): 3 clusters Score: Raw -87708.542498 + Penalty 1564.272382 = -86144.270116 nChanged 3 SP:Iteration 30Q (4875.500203 sec): 3 clusters Score: Raw -87709.499287 + Penalty 1564.272382 = -86145.226905 nChanged 2 SP:Iteration 31Q (4875.598733 sec): 3 clusters Score: Raw -87710.005511 + Penalty 1564.272382 = -86145.733130 nChanged 0 SP:Iteration 32F (4875.719070 sec): 3 clusters Score: Raw -87710.005511 + Penalty 1564.272382 = -86145.733130 nChanged 0 Trying to split cluster 17 (4000 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4875.799686 sec): 2 clusters Score: Raw -236873.761759 + Penalty 870.875212 = -236002.886546 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4875.918908 sec): 3 clusters Score: Raw -234706.368108 + Penalty 1741.750424 = -232964.617684 nChanged 1703 SP:Iteration 1F (4876.029935 sec): 3 clusters Score: Raw -235685.677844 + Penalty 1741.750424 = -233943.927420 nChanged 335 SP:Iteration 2F (4876.111686 sec): 3 clusters Score: Raw -235909.655053 + Penalty 1741.750424 = -234167.904629 nChanged 260 SP:Iteration 3F (4876.223135 sec): 3 clusters Score: Raw -236072.212864 + Penalty 1741.750424 = -234330.462440 nChanged 209 SP:Iteration 4F (4876.339975 sec): 3 clusters Score: Raw -236180.721893 + Penalty 1741.750424 = -234438.971469 nChanged 186 SP:Iteration 5Q (4876.461445 sec): 3 clusters Score: Raw -236279.595182 + Penalty 1741.750424 = -234537.844758 nChanged 135 SP:Iteration 6Q (4876.615961 sec): 3 clusters Score: Raw -236346.441732 + Penalty 1741.750424 = -234604.691307 nChanged 107 SP:Iteration 7Q (4876.730130 sec): 3 clusters Score: Raw -236392.562508 + Penalty 1741.750424 = -234650.812084 nChanged 99 SP:Iteration 8Q (4876.832347 sec): 3 clusters Score: Raw -236432.643111 + Penalty 1741.750424 = -234690.892686 nChanged 92 SP:Iteration 9Q (4876.937713 sec): 3 clusters Score: Raw -236476.514566 + Penalty 1741.750424 = -234734.764141 nChanged 74 SP:Iteration 10Q (4877.062990 sec): 3 clusters Score: Raw -236508.704406 + Penalty 1741.750424 = -234766.953982 nChanged 80 SP:Iteration 11Q (4877.196850 sec): 3 clusters Score: Raw -236544.631957 + Penalty 1741.750424 = -234802.881532 nChanged 78 SP:Iteration 12Q (4877.310951 sec): 3 clusters Score: Raw -236580.523336 + Penalty 1741.750424 = -234838.772912 nChanged 77 SP:Iteration 13Q (4877.433526 sec): 3 clusters Score: Raw -236620.658139 + Penalty 1741.750424 = -234878.907715 nChanged 79 SP:Iteration 14Q (4877.594500 sec): 3 clusters Score: Raw -236662.978912 + Penalty 1741.750424 = -234921.228488 nChanged 75 SP:Iteration 15Q (4877.690037 sec): 3 clusters Score: Raw -236699.852035 + Penalty 1741.750424 = -234958.101610 nChanged 60 SP:Iteration 16Q (4877.822722 sec): 3 clusters Score: Raw -236730.929244 + Penalty 1741.750424 = -234989.178820 nChanged 55 SP:Iteration 17Q (4877.936369 sec): 3 clusters Score: Raw -236758.857213 + Penalty 1741.750424 = -235017.106788 nChanged 46 SP:Iteration 18Q (4878.058074 sec): 3 clusters Score: Raw -236779.180996 + Penalty 1741.750424 = -235037.430572 nChanged 36 SP:Iteration 19Q (4878.204921 sec): 3 clusters Score: Raw -236794.615512 + Penalty 1741.750424 = -235052.865087 nChanged 25 SP:Iteration 20F (4878.302001 sec): 3 clusters Score: Raw -236805.616070 + Penalty 1741.750424 = -235063.865646 nChanged 29 SP:Iteration 21Q (4878.406086 sec): 3 clusters Score: Raw -236819.426252 + Penalty 1741.750424 = -235077.675827 nChanged 29 SP:Iteration 22Q (4878.516359 sec): 3 clusters Score: Raw -236833.033579 + Penalty 1741.750424 = -235091.283155 nChanged 34 SP:Iteration 23Q (4878.659443 sec): 3 clusters Score: Raw -236852.366888 + Penalty 1741.750424 = -235110.616464 nChanged 35 SP:Iteration 24Q (4878.781296 sec): 3 clusters Score: Raw -236869.634588 + Penalty 1741.750424 = -235127.884164 nChanged 33 SP:Iteration 25Q (4878.908674 sec): 3 clusters Score: Raw -236883.695849 + Penalty 1741.750424 = -235141.945425 nChanged 19 SP:Iteration 26Q (4879.052874 sec): 3 clusters Score: Raw -236891.170010 + Penalty 1741.750424 = -235149.419585 nChanged 18 SP:Iteration 27Q (4879.161270 sec): 3 clusters Score: Raw -236898.837960 + Penalty 1741.750424 = -235157.087536 nChanged 14 SP:Iteration 28Q (4879.266516 sec): 3 clusters Score: Raw -236905.700465 + Penalty 1741.750424 = -235163.950041 nChanged 8 SP:Iteration 29Q (4879.408218 sec): 3 clusters Score: Raw -236909.976821 + Penalty 1741.750424 = -235168.226396 nChanged 10 SP:Iteration 30Q (4879.500142 sec): 3 clusters Score: Raw -236916.163139 + Penalty 1741.750424 = -235174.412715 nChanged 15 SP:Iteration 31Q (4879.622778 sec): 3 clusters Score: Raw -236922.766493 + Penalty 1741.750424 = -235181.016068 nChanged 6 SP:Iteration 32Q (4879.751212 sec): 3 clusters Score: Raw -236925.658634 + Penalty 1741.750424 = -235183.908209 nChanged 8 SP:Iteration 33Q (4879.912565 sec): 3 clusters Score: Raw -236930.348053 + Penalty 1741.750424 = -235188.597629 nChanged 8 SP:Iteration 34Q (4880.006445 sec): 3 clusters Score: Raw -236934.565010 + Penalty 1741.750424 = -235192.814585 nChanged 9 SP:Iteration 35Q (4880.145091 sec): 3 clusters Score: Raw -236939.646059 + Penalty 1741.750424 = -235197.895635 nChanged 7 SP:Iteration 36Q (4880.263622 sec): 3 clusters Score: Raw -236945.047044 + Penalty 1741.750424 = -235203.296619 nChanged 10 SP:Iteration 37Q (4880.385651 sec): 3 clusters Score: Raw -236951.175914 + Penalty 1741.750424 = -235209.425490 nChanged 6 SP:Iteration 38Q (4880.505588 sec): 3 clusters Score: Raw -236956.241871 + Penalty 1741.750424 = -235214.491447 nChanged 5 SP:Iteration 39Q (4880.621467 sec): 3 clusters Score: Raw -236958.948462 + Penalty 1741.750424 = -235217.198037 nChanged 5 SP:Iteration 40F (4880.748573 sec): 3 clusters Score: Raw -236960.503811 + Penalty 1741.750424 = -235218.753386 nChanged 1 SP:Iteration 41Q (4880.840678 sec): 3 clusters Score: Raw -236961.078439 + Penalty 1741.750424 = -235219.328014 nChanged 3 SP:Iteration 42Q (4880.977607 sec): 3 clusters Score: Raw -236962.608598 + Penalty 1741.750424 = -235220.858174 nChanged 1 SP:Iteration 43Q (4881.096697 sec): 3 clusters Score: Raw -236962.897847 + Penalty 1741.750424 = -235221.147423 nChanged 1 SP:Iteration 44Q (4881.218900 sec): 3 clusters Score: Raw -236963.040732 + Penalty 1741.750424 = -235221.290307 nChanged 0 SP:Iteration 45F (4881.326185 sec): 3 clusters Score: Raw -236963.040732 + Penalty 1741.750424 = -235221.290307 nChanged 0 Trying to split cluster 18 (433 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4881.385545 sec): 2 clusters Score: Raw -21952.361444 + Penalty 637.427461 = -21314.933982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4881.514960 sec): 3 clusters Score: Raw -21862.282704 + Penalty 1274.854923 = -20587.427781 nChanged 126 SP:Iteration 1F (4881.628336 sec): 3 clusters Score: Raw -22006.910322 + Penalty 1274.854923 = -20732.055399 nChanged 24 SP:Iteration 2F (4881.754039 sec): 3 clusters Score: Raw -22044.480940 + Penalty 1274.854923 = -20769.626017 nChanged 14 SP:Iteration 3Q (4881.858305 sec): 3 clusters Score: Raw -22056.636714 + Penalty 1274.854923 = -20781.781791 nChanged 7 SP:Iteration 4Q (4881.982057 sec): 3 clusters Score: Raw -22064.768601 + Penalty 1274.854923 = -20789.913678 nChanged 4 SP:Iteration 5Q (4882.102018 sec): 3 clusters Score: Raw -22067.469075 + Penalty 1274.854923 = -20792.614152 nChanged 1 SP:Iteration 6Q (4882.227402 sec): 3 clusters Score: Raw -22067.974559 + Penalty 1274.854923 = -20793.119636 nChanged 1 SP:Iteration 7Q (4882.345834 sec): 3 clusters Score: Raw -22070.540199 + Penalty 1274.854923 = -20795.685276 nChanged 2 SP:Iteration 8Q (4882.457047 sec): 3 clusters Score: Raw -22075.155176 + Penalty 1274.854923 = -20800.300253 nChanged 1 SP:Iteration 9Q (4882.587267 sec): 3 clusters Score: Raw -22076.691512 + Penalty 1274.854923 = -20801.836589 nChanged 1 SP:Iteration 10Q (4882.682614 sec): 3 clusters Score: Raw -22078.295009 + Penalty 1274.854923 = -20803.440086 nChanged 1 SP:Iteration 11Q (4882.790317 sec): 3 clusters Score: Raw -22079.996859 + Penalty 1274.854923 = -20805.141936 nChanged 1 SP:Iteration 12Q (4882.898155 sec): 3 clusters Score: Raw -22080.453088 + Penalty 1274.854923 = -20805.598165 nChanged 0 SP:Iteration 13F (4883.021428 sec): 3 clusters Score: Raw -22080.453088 + Penalty 1274.854923 = -20805.598165 nChanged 0 Trying to split cluster 19 (1495 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4883.091401 sec): 2 clusters Score: Raw -87968.815987 + Penalty 767.537556 = -87201.278431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4883.201136 sec): 3 clusters Score: Raw -87285.251128 + Penalty 1535.075112 = -85750.176016 nChanged 566 SP:Iteration 1F (4883.322288 sec): 3 clusters Score: Raw -87657.506489 + Penalty 1535.075112 = -86122.431377 nChanged 118 SP:Iteration 2F (4883.414056 sec): 3 clusters Score: Raw -87746.111602 + Penalty 1535.075112 = -86211.036490 nChanged 76 SP:Iteration 3F (4883.526524 sec): 3 clusters Score: Raw -87792.540154 + Penalty 1535.075112 = -86257.465042 nChanged 36 SP:Iteration 4Q (4883.636888 sec): 3 clusters Score: Raw -87818.677521 + Penalty 1535.075112 = -86283.602409 nChanged 39 SP:Iteration 5Q (4883.755410 sec): 3 clusters Score: Raw -87839.013380 + Penalty 1535.075112 = -86303.938268 nChanged 31 SP:Iteration 6Q (4883.876505 sec): 3 clusters Score: Raw -87858.604868 + Penalty 1535.075112 = -86323.529756 nChanged 33 SP:Iteration 7Q (4884.020649 sec): 3 clusters Score: Raw -87890.334025 + Penalty 1535.075112 = -86355.258913 nChanged 40 SP:Iteration 8Q (4884.127405 sec): 3 clusters Score: Raw -87924.592590 + Penalty 1535.075112 = -86389.517478 nChanged 32 SP:Iteration 9Q (4884.265023 sec): 3 clusters Score: Raw -87949.548024 + Penalty 1535.075112 = -86414.472912 nChanged 26 SP:Iteration 10Q (4884.376759 sec): 3 clusters Score: Raw -87968.420114 + Penalty 1535.075112 = -86433.345002 nChanged 29 SP:Iteration 11Q (4884.499408 sec): 3 clusters Score: Raw -87983.528644 + Penalty 1535.075112 = -86448.453532 nChanged 23 SP:Iteration 12Q (4884.614092 sec): 3 clusters Score: Raw -88002.611022 + Penalty 1535.075112 = -86467.535910 nChanged 26 SP:Iteration 13Q (4884.739688 sec): 3 clusters Score: Raw -88028.811604 + Penalty 1535.075112 = -86493.736492 nChanged 34 SP:Iteration 14Q (4884.839442 sec): 3 clusters Score: Raw -88064.212923 + Penalty 1535.075112 = -86529.137811 nChanged 36 SP:Iteration 15Q (4884.953950 sec): 3 clusters Score: Raw -88092.665968 + Penalty 1535.075112 = -86557.590856 nChanged 29 SP:Iteration 16Q (4885.071582 sec): 3 clusters Score: Raw -88112.445606 + Penalty 1535.075112 = -86577.370494 nChanged 28 SP:Iteration 17Q (4885.186644 sec): 3 clusters Score: Raw -88131.181030 + Penalty 1535.075112 = -86596.105918 nChanged 18 SP:Iteration 18Q (4885.323948 sec): 3 clusters Score: Raw -88145.546182 + Penalty 1535.075112 = -86610.471070 nChanged 21 SP:Iteration 19Q (4885.429427 sec): 3 clusters Score: Raw -88161.286020 + Penalty 1535.075112 = -86626.210908 nChanged 17 SP:Iteration 20F (4885.536921 sec): 3 clusters Score: Raw -88174.809989 + Penalty 1535.075112 = -86639.734877 nChanged 13 SP:Iteration 21Q (4885.674481 sec): 3 clusters Score: Raw -88181.259391 + Penalty 1535.075112 = -86646.184279 nChanged 8 SP:Iteration 22Q (4885.794129 sec): 3 clusters Score: Raw -88185.271191 + Penalty 1535.075112 = -86650.196079 nChanged 7 SP:Iteration 23Q (4885.924462 sec): 3 clusters Score: Raw -88190.811086 + Penalty 1535.075112 = -86655.735974 nChanged 6 SP:Iteration 24Q (4886.059013 sec): 3 clusters Score: Raw -88193.668577 + Penalty 1535.075112 = -86658.593465 nChanged 5 SP:Iteration 25Q (4886.166190 sec): 3 clusters Score: Raw -88196.100831 + Penalty 1535.075112 = -86661.025719 nChanged 7 SP:Iteration 26Q (4886.287288 sec): 3 clusters Score: Raw -88201.195454 + Penalty 1535.075112 = -86666.120342 nChanged 5 SP:Iteration 27Q (4886.401745 sec): 3 clusters Score: Raw -88203.423151 + Penalty 1535.075112 = -86668.348039 nChanged 4 SP:Iteration 28Q (4886.530358 sec): 3 clusters Score: Raw -88206.268932 + Penalty 1535.075112 = -86671.193820 nChanged 7 SP:Iteration 29Q (4886.625988 sec): 3 clusters Score: Raw -88209.371353 + Penalty 1535.075112 = -86674.296241 nChanged 3 SP:Iteration 30Q (4886.765561 sec): 3 clusters Score: Raw -88211.690821 + Penalty 1535.075112 = -86676.615709 nChanged 1 SP:Iteration 31Q (4886.857932 sec): 3 clusters Score: Raw -88212.032397 + Penalty 1535.075112 = -86676.957285 nChanged 1 SP:Iteration 32Q (4886.997602 sec): 3 clusters Score: Raw -88214.220565 + Penalty 1535.075112 = -86679.145453 nChanged 5 SP:Iteration 33Q (4887.114316 sec): 3 clusters Score: Raw -88218.225684 + Penalty 1535.075112 = -86683.150572 nChanged 8 SP:Iteration 34Q (4887.225888 sec): 3 clusters Score: Raw -88225.709166 + Penalty 1535.075112 = -86690.634054 nChanged 6 SP:Iteration 35Q (4887.358821 sec): 3 clusters Score: Raw -88228.230515 + Penalty 1535.075112 = -86693.155403 nChanged 3 SP:Iteration 36Q (4887.460412 sec): 3 clusters Score: Raw -88229.840214 + Penalty 1535.075112 = -86694.765102 nChanged 4 SP:Iteration 37Q (4887.600862 sec): 3 clusters Score: Raw -88231.597146 + Penalty 1535.075112 = -86696.522034 nChanged 1 SP:Iteration 38Q (4887.703276 sec): 3 clusters Score: Raw -88231.931106 + Penalty 1535.075112 = -86696.855994 nChanged 1 SP:Iteration 39Q (4887.812309 sec): 3 clusters Score: Raw -88232.660907 + Penalty 1535.075112 = -86697.585795 nChanged 3 SP:Iteration 40F (4887.927994 sec): 3 clusters Score: Raw -88233.458549 + Penalty 1535.075112 = -86698.383437 nChanged 0 Trying to split cluster 20 (9254 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4888.017809 sec): 2 clusters Score: Raw -561204.350746 + Penalty 958.945173 = -560245.405573 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4888.137795 sec): 3 clusters Score: Raw -555784.672673 + Penalty 1917.890346 = -553866.782327 nChanged 4105 SP:Iteration 1F (4888.283920 sec): 3 clusters Score: Raw -558068.001449 + Penalty 1917.890346 = -556150.111103 nChanged 600 SP:Iteration 2F (4888.378476 sec): 3 clusters Score: Raw -558363.782736 + Penalty 1917.890346 = -556445.892390 nChanged 583 SP:Iteration 3F (4888.503574 sec): 3 clusters Score: Raw -558679.348276 + Penalty 1917.890346 = -556761.457930 nChanged 553 SP:Iteration 4F (4888.640404 sec): 3 clusters Score: Raw -558963.163311 + Penalty 1917.890346 = -557045.272966 nChanged 470 SP:Iteration 5F (4888.791738 sec): 3 clusters Score: Raw -559199.701485 + Penalty 1917.890346 = -557281.811139 nChanged 417 SP:Iteration 6Q (4888.908865 sec): 3 clusters Score: Raw -559405.292143 + Penalty 1917.890346 = -557487.401798 nChanged 380 SP:Iteration 7Q (4889.029156 sec): 3 clusters Score: Raw -559567.005156 + Penalty 1917.890346 = -557649.114811 nChanged 344 SP:Iteration 8Q (4889.143834 sec): 3 clusters Score: Raw -559711.292344 + Penalty 1917.890346 = -557793.401998 nChanged 300 SP:Iteration 9Q (4889.277653 sec): 3 clusters Score: Raw -559826.933406 + Penalty 1917.890346 = -557909.043060 nChanged 266 SP:Iteration 10Q (4889.415595 sec): 3 clusters Score: Raw -559935.029729 + Penalty 1917.890346 = -558017.139384 nChanged 258 SP:Iteration 11Q (4889.525284 sec): 3 clusters Score: Raw -560031.029019 + Penalty 1917.890346 = -558113.138674 nChanged 217 SP:Iteration 12Q (4889.655804 sec): 3 clusters Score: Raw -560112.739250 + Penalty 1917.890346 = -558194.848904 nChanged 220 SP:Iteration 13Q (4889.793470 sec): 3 clusters Score: Raw -560201.693438 + Penalty 1917.890346 = -558283.803092 nChanged 206 SP:Iteration 14Q (4889.934715 sec): 3 clusters Score: Raw -560282.587384 + Penalty 1917.890346 = -558364.697038 nChanged 216 SP:Iteration 15Q (4890.060738 sec): 3 clusters Score: Raw -560374.557606 + Penalty 1917.890346 = -558456.667261 nChanged 199 SP:Iteration 16Q (4890.189957 sec): 3 clusters Score: Raw -560459.223620 + Penalty 1917.890346 = -558541.333274 nChanged 197 SP:Iteration 17Q (4890.307827 sec): 3 clusters Score: Raw -560553.502146 + Penalty 1917.890346 = -558635.611801 nChanged 198 SP:Iteration 18Q (4890.444183 sec): 3 clusters Score: Raw -560657.715172 + Penalty 1917.890346 = -558739.824827 nChanged 184 SP:Iteration 19Q (4890.549159 sec): 3 clusters Score: Raw -560759.505379 + Penalty 1917.890346 = -558841.615034 nChanged 171 SP:Iteration 20F (4890.709008 sec): 3 clusters Score: Raw -560858.834769 + Penalty 1917.890346 = -558940.944423 nChanged 155 SP:Iteration 21Q (4890.844113 sec): 3 clusters Score: Raw -560946.999550 + Penalty 1917.890346 = -559029.109205 nChanged 130 SP:Iteration 22Q (4890.982218 sec): 3 clusters Score: Raw -561025.475339 + Penalty 1917.890346 = -559107.584993 nChanged 117 SP:Iteration 23Q (4891.110265 sec): 3 clusters Score: Raw -561088.536444 + Penalty 1917.890346 = -559170.646098 nChanged 110 SP:Iteration 24Q (4891.245513 sec): 3 clusters Score: Raw -561153.353725 + Penalty 1917.890346 = -559235.463379 nChanged 81 SP:Iteration 25Q (4891.343343 sec): 3 clusters Score: Raw -561196.160247 + Penalty 1917.890346 = -559278.269901 nChanged 62 SP:Iteration 26Q (4891.479214 sec): 3 clusters Score: Raw -561226.963644 + Penalty 1917.890346 = -559309.073298 nChanged 42 SP:Iteration 27Q (4891.588828 sec): 3 clusters Score: Raw -561247.415858 + Penalty 1917.890346 = -559329.525512 nChanged 32 SP:Iteration 28Q (4891.727198 sec): 3 clusters Score: Raw -561262.008576 + Penalty 1917.890346 = -559344.118230 nChanged 27 SP:Iteration 29Q (4891.876978 sec): 3 clusters Score: Raw -561274.217565 + Penalty 1917.890346 = -559356.327219 nChanged 25 SP:Iteration 30Q (4891.976255 sec): 3 clusters Score: Raw -561287.090558 + Penalty 1917.890346 = -559369.200213 nChanged 23 SP:Iteration 31Q (4892.119648 sec): 3 clusters Score: Raw -561297.811590 + Penalty 1917.890346 = -559379.921244 nChanged 20 SP:Iteration 32Q (4892.232799 sec): 3 clusters Score: Raw -561304.729003 + Penalty 1917.890346 = -559386.838658 nChanged 12 SP:Iteration 33Q (4892.341780 sec): 3 clusters Score: Raw -561308.519524 + Penalty 1917.890346 = -559390.629178 nChanged 8 SP:Iteration 34Q (4892.475218 sec): 3 clusters Score: Raw -561310.640849 + Penalty 1917.890346 = -559392.750503 nChanged 8 SP:Iteration 35Q (4892.566260 sec): 3 clusters Score: Raw -561314.503361 + Penalty 1917.890346 = -559396.613015 nChanged 9 SP:Iteration 36Q (4892.702666 sec): 3 clusters Score: Raw -561317.895386 + Penalty 1917.890346 = -559400.005040 nChanged 7 SP:Iteration 37Q (4892.842696 sec): 3 clusters Score: Raw -561321.723618 + Penalty 1917.890346 = -559403.833272 nChanged 9 SP:Iteration 38Q (4892.965415 sec): 3 clusters Score: Raw -561325.801557 + Penalty 1917.890346 = -559407.911212 nChanged 13 SP:Iteration 39Q (4893.078112 sec): 3 clusters Score: Raw -561331.084132 + Penalty 1917.890346 = -559413.193786 nChanged 9 SP:Iteration 40F (4893.234671 sec): 3 clusters Score: Raw -561334.533916 + Penalty 1917.890346 = -559416.643570 nChanged 5 SP:Iteration 41Q (4893.338400 sec): 3 clusters Score: Raw -561336.679933 + Penalty 1917.890346 = -559418.789587 nChanged 3 SP:Iteration 42Q (4893.487472 sec): 3 clusters Score: Raw -561337.795785 + Penalty 1917.890346 = -559419.905440 nChanged 2 SP:Iteration 43Q (4893.619601 sec): 3 clusters Score: Raw -561338.424799 + Penalty 1917.890346 = -559420.534454 nChanged 2 SP:Iteration 44Q (4893.742611 sec): 3 clusters Score: Raw -561339.063487 + Penalty 1917.890346 = -559421.173141 nChanged 3 SP:Iteration 45Q (4893.858730 sec): 3 clusters Score: Raw -561339.919522 + Penalty 1917.890346 = -559422.029176 nChanged 4 SP:Iteration 46Q (4893.972774 sec): 3 clusters Score: Raw -561341.262801 + Penalty 1917.890346 = -559423.372456 nChanged 2 SP:Iteration 47Q (4894.140320 sec): 3 clusters Score: Raw -561341.780919 + Penalty 1917.890346 = -559423.890573 nChanged 0 SP:Iteration 48F (4894.270111 sec): 3 clusters Score: Raw -561341.780919 + Penalty 1917.890346 = -559423.890573 nChanged 0 Trying to split cluster 21 (2903 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4894.322262 sec): 2 clusters Score: Raw -176889.508114 + Penalty 837.217496 = -176052.290618 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4894.429378 sec): 3 clusters Score: Raw -175420.218628 + Penalty 1674.434992 = -173745.783635 nChanged 1155 SP:Iteration 1F (4894.544323 sec): 3 clusters Score: Raw -176129.430196 + Penalty 1674.434992 = -174454.995203 nChanged 211 SP:Iteration 2F (4894.673538 sec): 3 clusters Score: Raw -176259.749336 + Penalty 1674.434992 = -174585.314344 nChanged 167 SP:Iteration 3F (4894.809895 sec): 3 clusters Score: Raw -176358.000192 + Penalty 1674.434992 = -174683.565200 nChanged 117 SP:Iteration 4Q (4894.921214 sec): 3 clusters Score: Raw -176423.533069 + Penalty 1674.434992 = -174749.098076 nChanged 103 SP:Iteration 5Q (4895.035191 sec): 3 clusters Score: Raw -176491.049846 + Penalty 1674.434992 = -174816.614853 nChanged 100 SP:Iteration 6Q (4895.131413 sec): 3 clusters Score: Raw -176556.895310 + Penalty 1674.434992 = -174882.460318 nChanged 96 SP:Iteration 7Q (4895.254674 sec): 3 clusters Score: Raw -176611.632218 + Penalty 1674.434992 = -174937.197226 nChanged 80 SP:Iteration 8Q (4895.392217 sec): 3 clusters Score: Raw -176662.732279 + Penalty 1674.434992 = -174988.297287 nChanged 82 SP:Iteration 9Q (4895.497736 sec): 3 clusters Score: Raw -176707.629220 + Penalty 1674.434992 = -175033.194228 nChanged 85 SP:Iteration 10Q (4895.621733 sec): 3 clusters Score: Raw -176754.753389 + Penalty 1674.434992 = -175080.318397 nChanged 67 SP:Iteration 11Q (4895.769280 sec): 3 clusters Score: Raw -176797.234273 + Penalty 1674.434992 = -175122.799280 nChanged 74 SP:Iteration 12Q (4895.877659 sec): 3 clusters Score: Raw -176836.089449 + Penalty 1674.434992 = -175161.654456 nChanged 52 SP:Iteration 13Q (4895.991977 sec): 3 clusters Score: Raw -176858.177632 + Penalty 1674.434992 = -175183.742639 nChanged 45 SP:Iteration 14Q (4896.119998 sec): 3 clusters Score: Raw -176877.676855 + Penalty 1674.434992 = -175203.241863 nChanged 44 SP:Iteration 15Q (4896.240703 sec): 3 clusters Score: Raw -176897.047279 + Penalty 1674.434992 = -175222.612287 nChanged 45 SP:Iteration 16Q (4896.338856 sec): 3 clusters Score: Raw -176916.729527 + Penalty 1674.434992 = -175242.294534 nChanged 32 SP:Iteration 17Q (4896.472151 sec): 3 clusters Score: Raw -176935.775392 + Penalty 1674.434992 = -175261.340399 nChanged 35 SP:Iteration 18Q (4896.590410 sec): 3 clusters Score: Raw -176955.019532 + Penalty 1674.434992 = -175280.584540 nChanged 31 SP:Iteration 19Q (4896.677657 sec): 3 clusters Score: Raw -176969.106726 + Penalty 1674.434992 = -175294.671734 nChanged 31 SP:Iteration 20F (4896.770716 sec): 3 clusters Score: Raw -176990.696170 + Penalty 1674.434992 = -175316.261177 nChanged 35 SP:Iteration 21Q (4896.903003 sec): 3 clusters Score: Raw -177011.930700 + Penalty 1674.434992 = -175337.495708 nChanged 27 SP:Iteration 22Q (4897.041831 sec): 3 clusters Score: Raw -177028.047335 + Penalty 1674.434992 = -175353.612343 nChanged 26 SP:Iteration 23Q (4897.118478 sec): 3 clusters Score: Raw -177044.448176 + Penalty 1674.434992 = -175370.013184 nChanged 29 SP:Iteration 24Q (4897.230145 sec): 3 clusters Score: Raw -177057.227916 + Penalty 1674.434992 = -175382.792923 nChanged 18 SP:Iteration 25Q (4897.356413 sec): 3 clusters Score: Raw -177065.629485 + Penalty 1674.434992 = -175391.194492 nChanged 12 SP:Iteration 26Q (4897.443514 sec): 3 clusters Score: Raw -177075.145929 + Penalty 1674.434992 = -175400.710937 nChanged 19 SP:Iteration 27Q (4897.562670 sec): 3 clusters Score: Raw -177087.455931 + Penalty 1674.434992 = -175413.020938 nChanged 26 SP:Iteration 28Q (4897.703820 sec): 3 clusters Score: Raw -177108.743090 + Penalty 1674.434992 = -175434.308097 nChanged 32 SP:Iteration 29Q (4897.791951 sec): 3 clusters Score: Raw -177125.974963 + Penalty 1674.434992 = -175451.539971 nChanged 22 SP:Iteration 30Q (4897.911695 sec): 3 clusters Score: Raw -177136.007512 + Penalty 1674.434992 = -175461.572520 nChanged 19 SP:Iteration 31Q (4898.063962 sec): 3 clusters Score: Raw -177143.864050 + Penalty 1674.434992 = -175469.429058 nChanged 13 SP:Iteration 32Q (4898.173330 sec): 3 clusters Score: Raw -177150.202045 + Penalty 1674.434992 = -175475.767053 nChanged 13 SP:Iteration 33Q (4898.264326 sec): 3 clusters Score: Raw -177157.496317 + Penalty 1674.434992 = -175483.061325 nChanged 14 SP:Iteration 34Q (4898.380643 sec): 3 clusters Score: Raw -177164.814560 + Penalty 1674.434992 = -175490.379568 nChanged 10 SP:Iteration 35Q (4898.490149 sec): 3 clusters Score: Raw -177168.118710 + Penalty 1674.434992 = -175493.683718 nChanged 6 SP:Iteration 36Q (4898.603401 sec): 3 clusters Score: Raw -177170.436348 + Penalty 1674.434992 = -175496.001356 nChanged 8 SP:Iteration 37Q (4898.734588 sec): 3 clusters Score: Raw -177173.243596 + Penalty 1674.434992 = -175498.808603 nChanged 1 SP:Iteration 38Q (4898.844993 sec): 3 clusters Score: Raw -177173.360438 + Penalty 1674.434992 = -175498.925445 nChanged 0 SP:Iteration 39F (4898.988676 sec): 3 clusters Score: Raw -177173.360438 + Penalty 1674.434992 = -175498.925445 nChanged 0 Trying to split cluster 22 (1047 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4899.041707 sec): 2 clusters Score: Raw -51388.595718 + Penalty 730.136842 = -50658.458876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4899.160391 sec): 3 clusters Score: Raw -50950.702296 + Penalty 1460.273684 = -49490.428612 nChanged 362 SP:Iteration 1F (4899.249261 sec): 3 clusters Score: Raw -51217.373955 + Penalty 1460.273684 = -49757.100271 nChanged 105 SP:Iteration 2F (4899.361156 sec): 3 clusters Score: Raw -51351.118947 + Penalty 1460.273684 = -49890.845262 nChanged 68 SP:Iteration 3F (4899.472409 sec): 3 clusters Score: Raw -51444.233897 + Penalty 1460.273684 = -49983.960213 nChanged 67 SP:Iteration 4F (4899.590822 sec): 3 clusters Score: Raw -51520.170149 + Penalty 1460.273684 = -50059.896465 nChanged 46 SP:Iteration 5Q (4899.709683 sec): 3 clusters Score: Raw -51578.664267 + Penalty 1460.273684 = -50118.390583 nChanged 32 SP:Iteration 6Q (4899.821067 sec): 3 clusters Score: Raw -51629.925702 + Penalty 1460.273684 = -50169.652018 nChanged 39 SP:Iteration 7Q (4899.930684 sec): 3 clusters Score: Raw -51686.026469 + Penalty 1460.273684 = -50225.752785 nChanged 39 SP:Iteration 8Q (4900.056784 sec): 3 clusters Score: Raw -51742.226299 + Penalty 1460.273684 = -50281.952615 nChanged 30 SP:Iteration 9Q (4900.177277 sec): 3 clusters Score: Raw -51789.844733 + Penalty 1460.273684 = -50329.571048 nChanged 25 SP:Iteration 10Q (4900.294893 sec): 3 clusters Score: Raw -51819.020128 + Penalty 1460.273684 = -50358.746444 nChanged 20 SP:Iteration 11Q (4900.415207 sec): 3 clusters Score: Raw -51837.540724 + Penalty 1460.273684 = -50377.267039 nChanged 11 SP:Iteration 12Q (4900.500914 sec): 3 clusters Score: Raw -51849.226005 + Penalty 1460.273684 = -50388.952321 nChanged 16 SP:Iteration 13Q (4900.625048 sec): 3 clusters Score: Raw -51863.687002 + Penalty 1460.273684 = -50403.413318 nChanged 15 SP:Iteration 14Q (4900.731760 sec): 3 clusters Score: Raw -51878.269494 + Penalty 1460.273684 = -50417.995810 nChanged 13 SP:Iteration 15Q (4900.811348 sec): 3 clusters Score: Raw -51891.450654 + Penalty 1460.273684 = -50431.176970 nChanged 12 SP:Iteration 16Q (4900.922034 sec): 3 clusters Score: Raw -51903.632109 + Penalty 1460.273684 = -50443.358425 nChanged 10 SP:Iteration 17Q (4901.032377 sec): 3 clusters Score: Raw -51912.174044 + Penalty 1460.273684 = -50451.900360 nChanged 8 SP:Iteration 18Q (4901.159543 sec): 3 clusters Score: Raw -51919.087046 + Penalty 1460.273684 = -50458.813362 nChanged 8 SP:Iteration 19Q (4901.281450 sec): 3 clusters Score: Raw -51926.422299 + Penalty 1460.273684 = -50466.148615 nChanged 6 SP:Iteration 20F (4901.364437 sec): 3 clusters Score: Raw -51934.510089 + Penalty 1460.273684 = -50474.236405 nChanged 4 SP:Iteration 21Q (4901.478056 sec): 3 clusters Score: Raw -51951.442632 + Penalty 1460.273684 = -50491.168948 nChanged 9 SP:Iteration 22Q (4901.581369 sec): 3 clusters Score: Raw -51971.374761 + Penalty 1460.273684 = -50511.101076 nChanged 14 SP:Iteration 23Q (4901.681743 sec): 3 clusters Score: Raw -51989.384840 + Penalty 1460.273684 = -50529.111155 nChanged 8 SP:Iteration 24Q (4901.796888 sec): 3 clusters Score: Raw -52014.063706 + Penalty 1460.273684 = -50553.790021 nChanged 10 SP:Iteration 25Q (4901.907232 sec): 3 clusters Score: Raw -52036.859378 + Penalty 1460.273684 = -50576.585693 nChanged 9 SP:Iteration 26Q (4902.029409 sec): 3 clusters Score: Raw -52046.873280 + Penalty 1460.273684 = -50586.599596 nChanged 7 SP:Iteration 27Q (4902.162438 sec): 3 clusters Score: Raw -52050.374378 + Penalty 1460.273684 = -50590.100694 nChanged 5 SP:Iteration 28Q (4902.273220 sec): 3 clusters Score: Raw -52058.330639 + Penalty 1460.273684 = -50598.056954 nChanged 10 SP:Iteration 29Q (4902.394850 sec): 3 clusters Score: Raw -52067.030615 + Penalty 1460.273684 = -50606.756931 nChanged 7 SP:Iteration 30Q (4902.490174 sec): 3 clusters Score: Raw -52071.778831 + Penalty 1460.273684 = -50611.505147 nChanged 2 SP:Iteration 31Q (4902.611131 sec): 3 clusters Score: Raw -52072.338745 + Penalty 1460.273684 = -50612.065061 nChanged 0 SP:Iteration 32F (4902.732658 sec): 3 clusters Score: Raw -52072.338745 + Penalty 1460.273684 = -50612.065061 nChanged 0 Trying to split cluster 23 (11357 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4902.854031 sec): 2 clusters Score: Raw -686980.435800 + Penalty 980.446905 = -685999.988895 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4902.982522 sec): 3 clusters Score: Raw -680256.233890 + Penalty 1960.893810 = -678295.340080 nChanged 5092 SP:Iteration 1F (4903.116232 sec): 3 clusters Score: Raw -683133.763042 + Penalty 1960.893810 = -681172.869232 nChanged 699 SP:Iteration 2F (4903.262095 sec): 3 clusters Score: Raw -683449.883428 + Penalty 1960.893810 = -681488.989617 nChanged 680 SP:Iteration 3F (4903.388832 sec): 3 clusters Score: Raw -683792.076920 + Penalty 1960.893810 = -681831.183109 nChanged 676 SP:Iteration 4F (4903.511249 sec): 3 clusters Score: Raw -684179.266555 + Penalty 1960.893810 = -682218.372745 nChanged 687 SP:Iteration 5F (4903.650228 sec): 3 clusters Score: Raw -684609.617276 + Penalty 1960.893810 = -682648.723465 nChanged 694 SP:Iteration 6F (4903.762372 sec): 3 clusters Score: Raw -685096.567400 + Penalty 1960.893810 = -683135.673590 nChanged 619 SP:Iteration 7F (4903.893840 sec): 3 clusters Score: Raw -685543.205918 + Penalty 1960.893810 = -683582.312108 nChanged 504 SP:Iteration 8Q (4904.013087 sec): 3 clusters Score: Raw -685948.246596 + Penalty 1960.893810 = -683987.352786 nChanged 401 SP:Iteration 9Q (4904.167805 sec): 3 clusters Score: Raw -686262.779836 + Penalty 1960.893810 = -684301.886025 nChanged 307 SP:Iteration 10Q (4904.283607 sec): 3 clusters Score: Raw -686499.971565 + Penalty 1960.893810 = -684539.077754 nChanged 198 SP:Iteration 11Q (4904.427200 sec): 3 clusters Score: Raw -686664.051817 + Penalty 1960.893810 = -684703.158006 nChanged 151 SP:Iteration 12Q (4904.546969 sec): 3 clusters Score: Raw -686750.384603 + Penalty 1960.893810 = -684789.490793 nChanged 105 SP:Iteration 13Q (4904.677018 sec): 3 clusters Score: Raw -686808.999736 + Penalty 1960.893810 = -684848.105926 nChanged 89 SP:Iteration 14Q (4904.825985 sec): 3 clusters Score: Raw -686865.457047 + Penalty 1960.893810 = -684904.563237 nChanged 77 SP:Iteration 15Q (4904.979964 sec): 3 clusters Score: Raw -686911.525578 + Penalty 1960.893810 = -684950.631768 nChanged 69 SP:Iteration 16Q (4905.082279 sec): 3 clusters Score: Raw -686945.673152 + Penalty 1960.893810 = -684984.779341 nChanged 56 SP:Iteration 17Q (4905.245838 sec): 3 clusters Score: Raw -686975.922800 + Penalty 1960.893810 = -685015.028989 nChanged 42 SP:Iteration 18Q (4905.393232 sec): 3 clusters Score: Raw -686993.740016 + Penalty 1960.893810 = -685032.846206 nChanged 33 SP:Iteration 19Q (4905.533453 sec): 3 clusters Score: Raw -687007.205510 + Penalty 1960.893810 = -685046.311700 nChanged 36 SP:Iteration 20F (4905.673548 sec): 3 clusters Score: Raw -687022.659196 + Penalty 1960.893810 = -685061.765386 nChanged 29 SP:Iteration 21Q (4905.819071 sec): 3 clusters Score: Raw -687036.523226 + Penalty 1960.893810 = -685075.629416 nChanged 25 SP:Iteration 22Q (4905.942613 sec): 3 clusters Score: Raw -687052.290715 + Penalty 1960.893810 = -685091.396905 nChanged 32 SP:Iteration 23Q (4906.038540 sec): 3 clusters Score: Raw -687070.025737 + Penalty 1960.893810 = -685109.131927 nChanged 22 SP:Iteration 24Q (4906.153000 sec): 3 clusters Score: Raw -687086.369103 + Penalty 1960.893810 = -685125.475293 nChanged 24 SP:Iteration 25Q (4906.268430 sec): 3 clusters Score: Raw -687100.345673 + Penalty 1960.893810 = -685139.451863 nChanged 19 SP:Iteration 26Q (4906.421223 sec): 3 clusters Score: Raw -687108.710565 + Penalty 1960.893810 = -685147.816754 nChanged 12 SP:Iteration 27Q (4906.521913 sec): 3 clusters Score: Raw -687113.859618 + Penalty 1960.893810 = -685152.965808 nChanged 5 SP:Iteration 28Q (4906.639831 sec): 3 clusters Score: Raw -687115.288211 + Penalty 1960.893810 = -685154.394401 nChanged 2 SP:Iteration 29Q (4906.776903 sec): 3 clusters Score: Raw -687115.930231 + Penalty 1960.893810 = -685155.036421 nChanged 2 SP:Iteration 30Q (4906.900547 sec): 3 clusters Score: Raw -687116.299264 + Penalty 1960.893810 = -685155.405454 nChanged 2 SP:Iteration 31Q (4907.020722 sec): 3 clusters Score: Raw -687116.865380 + Penalty 1960.893810 = -685155.971570 nChanged 1 SP:Iteration 32Q (4907.110180 sec): 3 clusters Score: Raw -687117.276206 + Penalty 1960.893810 = -685156.382396 nChanged 1 SP:Iteration 33Q (4907.248548 sec): 3 clusters Score: Raw -687117.419853 + Penalty 1960.893810 = -685156.526042 nChanged 1 SP:Iteration 34Q (4907.384305 sec): 3 clusters Score: Raw -687117.618977 + Penalty 1960.893810 = -685156.725167 nChanged 0 SP:Iteration 35F (4907.517070 sec): 3 clusters Score: Raw -687117.618977 + Penalty 1960.893810 = -685156.725167 nChanged 0 Iteration 200F (4910.014064 sec): 25 clusters Score: Raw -4234741.588590 + Penalty 28385.253878 = -4206356.334712 nChanged 466 Iteration 201Q (4912.011444 sec): 25 clusters Score: Raw -4234939.231777 + Penalty 28385.253878 = -4206553.977898 nChanged 203 Iteration 202Q (4913.993279 sec): 25 clusters Score: Raw -4235009.690406 + Penalty 28385.253878 = -4206624.436528 nChanged 122 Iteration 203Q (4915.982853 sec): 25 clusters Score: Raw -4235054.443684 + Penalty 28385.253878 = -4206669.189806 nChanged 104 Iteration 204Q (4917.962648 sec): 25 clusters Score: Raw -4235082.182418 + Penalty 28385.253878 = -4206696.928540 nChanged 76 Iteration 205Q (4919.946495 sec): 25 clusters Score: Raw -4235099.191783 + Penalty 28385.253878 = -4206713.937905 nChanged 75 Iteration 206Q (4921.922314 sec): 25 clusters Score: Raw -4235113.969134 + Penalty 28385.253878 = -4206728.715256 nChanged 61 Iteration 207Q (4923.903531 sec): 25 clusters Score: Raw -4235123.146120 + Penalty 28385.253878 = -4206737.892241 nChanged 42 Iteration 208Q (4925.899000 sec): 25 clusters Score: Raw -4235129.118072 + Penalty 28385.253878 = -4206743.864194 nChanged 35 Iteration 209Q (4927.831983 sec): 25 clusters Score: Raw -4235132.827264 + Penalty 28385.253878 = -4206747.573386 nChanged 28 Iteration 210Q (4929.791302 sec): 25 clusters Score: Raw -4235135.169051 + Penalty 28385.253878 = -4206749.915173 nChanged 22 Iteration 211Q (4931.625956 sec): 25 clusters Score: Raw -4235137.474425 + Penalty 28385.253878 = -4206752.220547 nChanged 20 Iteration 212Q (4933.448445 sec): 25 clusters Score: Raw -4235139.094743 + Penalty 28385.253878 = -4206753.840865 nChanged 14 Iteration 213Q (4935.307410 sec): 25 clusters Score: Raw -4235140.680296 + Penalty 28385.253878 = -4206755.426418 nChanged 15 Iteration 214Q (4937.270919 sec): 25 clusters Score: Raw -4235142.147847 + Penalty 28385.253878 = -4206756.893969 nChanged 13 Iteration 215Q (4939.199405 sec): 25 clusters Score: Raw -4235143.192412 + Penalty 28385.253878 = -4206757.938534 nChanged 8 Iteration 216Q (4941.115992 sec): 25 clusters Score: Raw -4235144.214733 + Penalty 28385.253878 = -4206758.960855 nChanged 20 Iteration 217Q (4942.996048 sec): 25 clusters Score: Raw -4235146.149791 + Penalty 28385.253878 = -4206760.895913 nChanged 18 Iteration 218Q (4944.977576 sec): 25 clusters Score: Raw -4235147.404376 + Penalty 28385.253878 = -4206762.150498 nChanged 10 Writing temp clu file Because OldScore, -4206760.895913, is greater than current (better) Score,-4206762.150498 Compute initial score before splitting: Score: Raw -4235147.404376 + Penalty 28385.253878 = -4206762.150498 Trying to split cluster 1 (1772 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4945.133426 sec): 2 clusters Score: Raw -92193.094892 + Penalty 785.385734 = -91407.709158 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4945.249602 sec): 3 clusters Score: Raw -91380.482619 + Penalty 1570.771468 = -89809.711152 nChanged 668 SP:Iteration 1F (4945.358169 sec): 3 clusters Score: Raw -91854.725343 + Penalty 1570.771468 = -90283.953876 nChanged 155 SP:Iteration 2F (4945.473317 sec): 3 clusters Score: Raw -91999.438444 + Penalty 1570.771468 = -90428.666977 nChanged 107 SP:Iteration 3F (4945.589992 sec): 3 clusters Score: Raw -92105.123975 + Penalty 1570.771468 = -90534.352507 nChanged 89 SP:Iteration 4F (4945.730265 sec): 3 clusters Score: Raw -92194.395363 + Penalty 1570.771468 = -90623.623896 nChanged 73 SP:Iteration 5Q (4945.821222 sec): 3 clusters Score: Raw -92262.197750 + Penalty 1570.771468 = -90691.426282 nChanged 56 SP:Iteration 6Q (4945.927085 sec): 3 clusters Score: Raw -92296.654261 + Penalty 1570.771468 = -90725.882794 nChanged 38 SP:Iteration 7Q (4946.023383 sec): 3 clusters Score: Raw -92318.403861 + Penalty 1570.771468 = -90747.632393 nChanged 26 SP:Iteration 8Q (4946.122231 sec): 3 clusters Score: Raw -92332.079362 + Penalty 1570.771468 = -90761.307895 nChanged 23 SP:Iteration 9Q (4946.238729 sec): 3 clusters Score: Raw -92354.642315 + Penalty 1570.771468 = -90783.870847 nChanged 25 SP:Iteration 10Q (4946.336532 sec): 3 clusters Score: Raw -92378.623009 + Penalty 1570.771468 = -90807.851541 nChanged 18 SP:Iteration 11Q (4946.444626 sec): 3 clusters Score: Raw -92392.857218 + Penalty 1570.771468 = -90822.085750 nChanged 15 SP:Iteration 12Q (4946.528008 sec): 3 clusters Score: Raw -92405.985981 + Penalty 1570.771468 = -90835.214514 nChanged 20 SP:Iteration 13Q (4946.637425 sec): 3 clusters Score: Raw -92418.527168 + Penalty 1570.771468 = -90847.755701 nChanged 18 SP:Iteration 14Q (4946.751144 sec): 3 clusters Score: Raw -92428.826802 + Penalty 1570.771468 = -90858.055335 nChanged 14 SP:Iteration 15Q (4946.850871 sec): 3 clusters Score: Raw -92435.701345 + Penalty 1570.771468 = -90864.929877 nChanged 8 SP:Iteration 16Q (4946.951110 sec): 3 clusters Score: Raw -92439.353388 + Penalty 1570.771468 = -90868.581920 nChanged 9 SP:Iteration 17Q (4947.053917 sec): 3 clusters Score: Raw -92444.176760 + Penalty 1570.771468 = -90873.405292 nChanged 6 SP:Iteration 18Q (4947.171577 sec): 3 clusters Score: Raw -92446.894392 + Penalty 1570.771468 = -90876.122924 nChanged 5 SP:Iteration 19Q (4947.333973 sec): 3 clusters Score: Raw -92449.802092 + Penalty 1570.771468 = -90879.030624 nChanged 3 SP:Iteration 20F (4947.449773 sec): 3 clusters Score: Raw -92450.991601 + Penalty 1570.771468 = -90880.220133 nChanged 5 SP:Iteration 21Q (4947.534578 sec): 3 clusters Score: Raw -92453.392551 + Penalty 1570.771468 = -90882.621083 nChanged 5 SP:Iteration 22Q (4947.647100 sec): 3 clusters Score: Raw -92455.201677 + Penalty 1570.771468 = -90884.430209 nChanged 5 SP:Iteration 23Q (4947.777709 sec): 3 clusters Score: Raw -92457.481717 + Penalty 1570.771468 = -90886.710250 nChanged 2 SP:Iteration 24Q (4947.905042 sec): 3 clusters Score: Raw -92458.008128 + Penalty 1570.771468 = -90887.236661 nChanged 2 SP:Iteration 25Q (4947.995114 sec): 3 clusters Score: Raw -92459.648227 + Penalty 1570.771468 = -90888.876760 nChanged 5 SP:Iteration 26Q (4948.093687 sec): 3 clusters Score: Raw -92462.844846 + Penalty 1570.771468 = -90892.073378 nChanged 8 SP:Iteration 27Q (4948.229029 sec): 3 clusters Score: Raw -92467.892152 + Penalty 1570.771468 = -90897.120685 nChanged 5 SP:Iteration 28Q (4948.348341 sec): 3 clusters Score: Raw -92470.340297 + Penalty 1570.771468 = -90899.568830 nChanged 4 SP:Iteration 29Q (4948.469704 sec): 3 clusters Score: Raw -92472.597487 + Penalty 1570.771468 = -90901.826020 nChanged 3 SP:Iteration 30Q (4948.588394 sec): 3 clusters Score: Raw -92473.500156 + Penalty 1570.771468 = -90902.728688 nChanged 2 SP:Iteration 31Q (4948.701410 sec): 3 clusters Score: Raw -92473.804396 + Penalty 1570.771468 = -90903.032929 nChanged 2 SP:Iteration 32Q (4948.784486 sec): 3 clusters Score: Raw -92474.433570 + Penalty 1570.771468 = -90903.662102 nChanged 2 SP:Iteration 33Q (4948.919190 sec): 3 clusters Score: Raw -92474.974673 + Penalty 1570.771468 = -90904.203206 nChanged 2 SP:Iteration 34Q (4949.040662 sec): 3 clusters Score: Raw -92475.717927 + Penalty 1570.771468 = -90904.946460 nChanged 2 SP:Iteration 35Q (4949.138136 sec): 3 clusters Score: Raw -92476.248556 + Penalty 1570.771468 = -90905.477089 nChanged 1 SP:Iteration 36Q (4949.280628 sec): 3 clusters Score: Raw -92476.618233 + Penalty 1570.771468 = -90905.846766 nChanged 0 SP:Iteration 37F (4949.363162 sec): 3 clusters Score: Raw -92476.618233 + Penalty 1570.771468 = -90905.846766 nChanged 0 Trying to split cluster 2 (2309 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4949.424161 sec): 2 clusters Score: Raw -128698.245284 + Penalty 813.179830 = -127885.065454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4949.553732 sec): 3 clusters Score: Raw -127563.857877 + Penalty 1626.359660 = -125937.498217 nChanged 927 SP:Iteration 1F (4949.670526 sec): 3 clusters Score: Raw -128212.204826 + Penalty 1626.359660 = -126585.845166 nChanged 228 SP:Iteration 2F (4949.760113 sec): 3 clusters Score: Raw -128427.139526 + Penalty 1626.359660 = -126800.779866 nChanged 181 SP:Iteration 3F (4949.878470 sec): 3 clusters Score: Raw -128586.178401 + Penalty 1626.359660 = -126959.818741 nChanged 122 SP:Iteration 4F (4950.007035 sec): 3 clusters Score: Raw -128669.790792 + Penalty 1626.359660 = -127043.431133 nChanged 91 SP:Iteration 5Q (4950.104691 sec): 3 clusters Score: Raw -128723.579417 + Penalty 1626.359660 = -127097.219757 nChanged 61 SP:Iteration 6Q (4950.220418 sec): 3 clusters Score: Raw -128751.922400 + Penalty 1626.359660 = -127125.562740 nChanged 46 SP:Iteration 7Q (4950.344584 sec): 3 clusters Score: Raw -128771.961618 + Penalty 1626.359660 = -127145.601958 nChanged 27 SP:Iteration 8Q (4950.446850 sec): 3 clusters Score: Raw -128783.696515 + Penalty 1626.359660 = -127157.336855 nChanged 22 SP:Iteration 9Q (4950.565091 sec): 3 clusters Score: Raw -128793.543849 + Penalty 1626.359660 = -127167.184189 nChanged 16 SP:Iteration 10Q (4950.698500 sec): 3 clusters Score: Raw -128800.243516 + Penalty 1626.359660 = -127173.883856 nChanged 18 SP:Iteration 11Q (4950.814091 sec): 3 clusters Score: Raw -128807.213523 + Penalty 1626.359660 = -127180.853863 nChanged 16 SP:Iteration 12Q (4950.906701 sec): 3 clusters Score: Raw -128812.615701 + Penalty 1626.359660 = -127186.256041 nChanged 15 SP:Iteration 13Q (4951.050359 sec): 3 clusters Score: Raw -128818.349029 + Penalty 1626.359660 = -127191.989369 nChanged 15 SP:Iteration 14Q (4951.170146 sec): 3 clusters Score: Raw -128824.537353 + Penalty 1626.359660 = -127198.177693 nChanged 17 SP:Iteration 15Q (4951.258462 sec): 3 clusters Score: Raw -128829.750757 + Penalty 1626.359660 = -127203.391098 nChanged 14 SP:Iteration 16Q (4951.384752 sec): 3 clusters Score: Raw -128834.630173 + Penalty 1626.359660 = -127208.270514 nChanged 6 SP:Iteration 17Q (4951.498429 sec): 3 clusters Score: Raw -128836.227304 + Penalty 1626.359660 = -127209.867644 nChanged 3 SP:Iteration 18Q (4951.642444 sec): 3 clusters Score: Raw -128837.098283 + Penalty 1626.359660 = -127210.738623 nChanged 3 SP:Iteration 19Q (4951.739904 sec): 3 clusters Score: Raw -128838.090407 + Penalty 1626.359660 = -127211.730747 nChanged 4 SP:Iteration 20F (4951.846881 sec): 3 clusters Score: Raw -128840.185009 + Penalty 1626.359660 = -127213.825349 nChanged 9 SP:Iteration 21Q (4951.981209 sec): 3 clusters Score: Raw -128843.953892 + Penalty 1626.359660 = -127217.594232 nChanged 13 SP:Iteration 22Q (4952.084307 sec): 3 clusters Score: Raw -128849.121401 + Penalty 1626.359660 = -127222.761741 nChanged 15 SP:Iteration 23Q (4952.211634 sec): 3 clusters Score: Raw -128853.951533 + Penalty 1626.359660 = -127227.591873 nChanged 18 SP:Iteration 24Q (4952.302898 sec): 3 clusters Score: Raw -128862.101074 + Penalty 1626.359660 = -127235.741414 nChanged 15 SP:Iteration 25Q (4952.424661 sec): 3 clusters Score: Raw -128868.209087 + Penalty 1626.359660 = -127241.849427 nChanged 14 SP:Iteration 26Q (4952.566458 sec): 3 clusters Score: Raw -128874.994531 + Penalty 1626.359660 = -127248.634871 nChanged 18 SP:Iteration 27Q (4952.658192 sec): 3 clusters Score: Raw -128883.410619 + Penalty 1626.359660 = -127257.050959 nChanged 22 SP:Iteration 28Q (4952.762946 sec): 3 clusters Score: Raw -128893.127606 + Penalty 1626.359660 = -127266.767946 nChanged 21 SP:Iteration 29Q (4952.905576 sec): 3 clusters Score: Raw -128901.455142 + Penalty 1626.359660 = -127275.095482 nChanged 21 SP:Iteration 30Q (4953.035639 sec): 3 clusters Score: Raw -128909.912075 + Penalty 1626.359660 = -127283.552415 nChanged 14 SP:Iteration 31Q (4953.119323 sec): 3 clusters Score: Raw -128915.174356 + Penalty 1626.359660 = -127288.814696 nChanged 8 SP:Iteration 32Q (4953.245348 sec): 3 clusters Score: Raw -128917.372873 + Penalty 1626.359660 = -127291.013213 nChanged 11 SP:Iteration 33Q (4953.341379 sec): 3 clusters Score: Raw -128921.827449 + Penalty 1626.359660 = -127295.467789 nChanged 10 SP:Iteration 34Q (4953.456724 sec): 3 clusters Score: Raw -128924.956061 + Penalty 1626.359660 = -127298.596401 nChanged 4 SP:Iteration 35Q (4953.557221 sec): 3 clusters Score: Raw -128926.048138 + Penalty 1626.359660 = -127299.688478 nChanged 0 SP:Iteration 36F (4953.687440 sec): 3 clusters Score: Raw -128926.048138 + Penalty 1626.359660 = -127299.688478 nChanged 0 Trying to split cluster 3 (2675 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4953.730086 sec): 2 clusters Score: Raw -155854.910087 + Penalty 828.628989 = -155026.281097 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4953.866228 sec): 3 clusters Score: Raw -154492.452018 + Penalty 1657.257978 = -152835.194040 nChanged 1051 SP:Iteration 1F (4953.952684 sec): 3 clusters Score: Raw -155116.515485 + Penalty 1657.257978 = -153459.257506 nChanged 228 SP:Iteration 2F (4954.078273 sec): 3 clusters Score: Raw -155255.912774 + Penalty 1657.257978 = -153598.654795 nChanged 168 SP:Iteration 3F (4954.202026 sec): 3 clusters Score: Raw -155371.709936 + Penalty 1657.257978 = -153714.451958 nChanged 148 SP:Iteration 4F (4954.314795 sec): 3 clusters Score: Raw -155469.952015 + Penalty 1657.257978 = -153812.694037 nChanged 139 SP:Iteration 5F (4954.423954 sec): 3 clusters Score: Raw -155561.739156 + Penalty 1657.257978 = -153904.481178 nChanged 126 SP:Iteration 6Q (4954.552047 sec): 3 clusters Score: Raw -155649.158849 + Penalty 1657.257978 = -153991.900871 nChanged 100 SP:Iteration 7Q (4954.645009 sec): 3 clusters Score: Raw -155726.721915 + Penalty 1657.257978 = -154069.463936 nChanged 95 SP:Iteration 8Q (4954.750063 sec): 3 clusters Score: Raw -155776.462260 + Penalty 1657.257978 = -154119.204281 nChanged 62 SP:Iteration 9Q (4954.885121 sec): 3 clusters Score: Raw -155806.192362 + Penalty 1657.257978 = -154148.934384 nChanged 52 SP:Iteration 10Q (4954.997208 sec): 3 clusters Score: Raw -155827.138071 + Penalty 1657.257978 = -154169.880093 nChanged 39 SP:Iteration 11Q (4955.128990 sec): 3 clusters Score: Raw -155841.664097 + Penalty 1657.257978 = -154184.406119 nChanged 24 SP:Iteration 12Q (4955.213522 sec): 3 clusters Score: Raw -155848.664367 + Penalty 1657.257978 = -154191.406389 nChanged 13 SP:Iteration 13Q (4955.322431 sec): 3 clusters Score: Raw -155852.383661 + Penalty 1657.257978 = -154195.125683 nChanged 15 SP:Iteration 14Q (4955.426048 sec): 3 clusters Score: Raw -155856.729587 + Penalty 1657.257978 = -154199.471608 nChanged 15 SP:Iteration 15Q (4955.565148 sec): 3 clusters Score: Raw -155861.344192 + Penalty 1657.257978 = -154204.086214 nChanged 18 SP:Iteration 16Q (4955.683716 sec): 3 clusters Score: Raw -155867.767905 + Penalty 1657.257978 = -154210.509927 nChanged 15 SP:Iteration 17Q (4955.781234 sec): 3 clusters Score: Raw -155873.204598 + Penalty 1657.257978 = -154215.946620 nChanged 12 SP:Iteration 18Q (4955.861074 sec): 3 clusters Score: Raw -155876.721357 + Penalty 1657.257978 = -154219.463379 nChanged 8 SP:Iteration 19Q (4955.962051 sec): 3 clusters Score: Raw -155878.890221 + Penalty 1657.257978 = -154221.632243 nChanged 2 SP:Iteration 20F (4956.074695 sec): 3 clusters Score: Raw -155879.219401 + Penalty 1657.257978 = -154221.961423 nChanged 2 SP:Iteration 21Q (4956.194252 sec): 3 clusters Score: Raw -155879.560441 + Penalty 1657.257978 = -154222.302463 nChanged 0 SP:Iteration 22F (4956.319088 sec): 3 clusters Score: Raw -155879.560441 + Penalty 1657.257978 = -154222.302463 nChanged 0 Trying to split cluster 4 (6953 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4956.402451 sec): 2 clusters Score: Raw -392942.127873 + Penalty 928.927493 = -392013.200380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4956.533021 sec): 3 clusters Score: Raw -389000.678774 + Penalty 1857.854985 = -387142.823789 nChanged 3010 SP:Iteration 1F (4956.620376 sec): 3 clusters Score: Raw -390780.255414 + Penalty 1857.854985 = -388922.400429 nChanged 558 SP:Iteration 2F (4956.735696 sec): 3 clusters Score: Raw -391183.583076 + Penalty 1857.854985 = -389325.728091 nChanged 477 SP:Iteration 3F (4956.863642 sec): 3 clusters Score: Raw -391535.878588 + Penalty 1857.854985 = -389678.023603 nChanged 442 SP:Iteration 4F (4956.977518 sec): 3 clusters Score: Raw -391849.260998 + Penalty 1857.854985 = -389991.406013 nChanged 341 SP:Iteration 5Q (4957.141975 sec): 3 clusters Score: Raw -392034.499699 + Penalty 1857.854985 = -390176.644714 nChanged 284 SP:Iteration 6Q (4957.283569 sec): 3 clusters Score: Raw -392191.859185 + Penalty 1857.854985 = -390334.004200 nChanged 252 SP:Iteration 7Q (4957.409921 sec): 3 clusters Score: Raw -392303.999740 + Penalty 1857.854985 = -390446.144755 nChanged 211 SP:Iteration 8Q (4957.508337 sec): 3 clusters Score: Raw -392385.923947 + Penalty 1857.854985 = -390528.068962 nChanged 152 SP:Iteration 9Q (4957.650876 sec): 3 clusters Score: Raw -392442.586669 + Penalty 1857.854985 = -390584.731684 nChanged 130 SP:Iteration 10Q (4957.767805 sec): 3 clusters Score: Raw -392483.080595 + Penalty 1857.854985 = -390625.225610 nChanged 116 SP:Iteration 11Q (4957.902729 sec): 3 clusters Score: Raw -392524.398674 + Penalty 1857.854985 = -390666.543689 nChanged 109 SP:Iteration 12Q (4958.017469 sec): 3 clusters Score: Raw -392562.415427 + Penalty 1857.854985 = -390704.560442 nChanged 89 SP:Iteration 13Q (4958.139200 sec): 3 clusters Score: Raw -392592.223849 + Penalty 1857.854985 = -390734.368864 nChanged 79 SP:Iteration 14Q (4958.240572 sec): 3 clusters Score: Raw -392617.232346 + Penalty 1857.854985 = -390759.377361 nChanged 82 SP:Iteration 15Q (4958.381102 sec): 3 clusters Score: Raw -392637.822127 + Penalty 1857.854985 = -390779.967142 nChanged 56 SP:Iteration 16Q (4958.496134 sec): 3 clusters Score: Raw -392648.488063 + Penalty 1857.854985 = -390790.633078 nChanged 49 SP:Iteration 17Q (4958.623914 sec): 3 clusters Score: Raw -392658.667289 + Penalty 1857.854985 = -390800.812304 nChanged 41 SP:Iteration 18Q (4958.733337 sec): 3 clusters Score: Raw -392666.739113 + Penalty 1857.854985 = -390808.884128 nChanged 41 SP:Iteration 19Q (4958.855560 sec): 3 clusters Score: Raw -392673.659632 + Penalty 1857.854985 = -390815.804647 nChanged 45 SP:Iteration 20F (4958.953220 sec): 3 clusters Score: Raw -392682.527892 + Penalty 1857.854985 = -390824.672907 nChanged 50 SP:Iteration 21Q (4959.079796 sec): 3 clusters Score: Raw -392692.251127 + Penalty 1857.854985 = -390834.396142 nChanged 43 SP:Iteration 22Q (4959.214568 sec): 3 clusters Score: Raw -392698.059366 + Penalty 1857.854985 = -390840.204381 nChanged 36 SP:Iteration 23Q (4959.327263 sec): 3 clusters Score: Raw -392706.436205 + Penalty 1857.854985 = -390848.581220 nChanged 35 SP:Iteration 24Q (4959.467048 sec): 3 clusters Score: Raw -392711.626364 + Penalty 1857.854985 = -390853.771379 nChanged 30 SP:Iteration 25Q (4959.565613 sec): 3 clusters Score: Raw -392715.389671 + Penalty 1857.854985 = -390857.534686 nChanged 26 SP:Iteration 26Q (4959.702821 sec): 3 clusters Score: Raw -392719.998721 + Penalty 1857.854985 = -390862.143736 nChanged 25 SP:Iteration 27Q (4959.814312 sec): 3 clusters Score: Raw -392724.662723 + Penalty 1857.854985 = -390866.807738 nChanged 26 SP:Iteration 28Q (4959.950137 sec): 3 clusters Score: Raw -392727.654941 + Penalty 1857.854985 = -390869.799956 nChanged 21 SP:Iteration 29Q (4960.057787 sec): 3 clusters Score: Raw -392730.412604 + Penalty 1857.854985 = -390872.557619 nChanged 18 SP:Iteration 30Q (4960.186405 sec): 3 clusters Score: Raw -392732.845136 + Penalty 1857.854985 = -390874.990151 nChanged 20 SP:Iteration 31Q (4960.312165 sec): 3 clusters Score: Raw -392735.665017 + Penalty 1857.854985 = -390877.810032 nChanged 17 SP:Iteration 32Q (4960.454684 sec): 3 clusters Score: Raw -392738.366870 + Penalty 1857.854985 = -390880.511885 nChanged 17 SP:Iteration 33Q (4960.600161 sec): 3 clusters Score: Raw -392741.010482 + Penalty 1857.854985 = -390883.155497 nChanged 21 SP:Iteration 34Q (4960.741928 sec): 3 clusters Score: Raw -392745.482767 + Penalty 1857.854985 = -390887.627782 nChanged 24 SP:Iteration 35Q (4960.849614 sec): 3 clusters Score: Raw -392750.966993 + Penalty 1857.854985 = -390893.112008 nChanged 28 SP:Iteration 36Q (4960.964645 sec): 3 clusters Score: Raw -392755.964939 + Penalty 1857.854985 = -390898.109954 nChanged 34 SP:Iteration 37Q (4961.100130 sec): 3 clusters Score: Raw -392761.916048 + Penalty 1857.854985 = -390904.061063 nChanged 30 SP:Iteration 38Q (4961.214662 sec): 3 clusters Score: Raw -392767.788096 + Penalty 1857.854985 = -390909.933111 nChanged 22 SP:Iteration 39Q (4961.326742 sec): 3 clusters Score: Raw -392771.350744 + Penalty 1857.854985 = -390913.495759 nChanged 22 SP:Iteration 40F (4961.434889 sec): 3 clusters Score: Raw -392774.319897 + Penalty 1857.854985 = -390916.464912 nChanged 21 SP:Iteration 41Q (4961.573589 sec): 3 clusters Score: Raw -392776.568084 + Penalty 1857.854985 = -390918.713099 nChanged 13 SP:Iteration 42Q (4961.693582 sec): 3 clusters Score: Raw -392779.035259 + Penalty 1857.854985 = -390921.180274 nChanged 20 SP:Iteration 43Q (4961.822530 sec): 3 clusters Score: Raw -392783.231502 + Penalty 1857.854985 = -390925.376517 nChanged 26 SP:Iteration 44Q (4961.928229 sec): 3 clusters Score: Raw -392787.308790 + Penalty 1857.854985 = -390929.453805 nChanged 25 SP:Iteration 45Q (4962.067990 sec): 3 clusters Score: Raw -392791.531764 + Penalty 1857.854985 = -390933.676779 nChanged 22 SP:Iteration 46Q (4962.192350 sec): 3 clusters Score: Raw -392795.437944 + Penalty 1857.854985 = -390937.582959 nChanged 30 SP:Iteration 47Q (4962.321970 sec): 3 clusters Score: Raw -392803.489210 + Penalty 1857.854985 = -390945.634225 nChanged 35 SP:Iteration 48Q (4962.447831 sec): 3 clusters Score: Raw -392811.621866 + Penalty 1857.854985 = -390953.766881 nChanged 32 SP:Iteration 49Q (4962.547019 sec): 3 clusters Score: Raw -392818.445702 + Penalty 1857.854985 = -390960.590717 nChanged 27 SP:Iteration 50Q (4962.678156 sec): 3 clusters Score: Raw -392823.096925 + Penalty 1857.854985 = -390965.241940 nChanged 21 SP:Iteration 51Q (4962.814793 sec): 3 clusters Score: Raw -392826.683382 + Penalty 1857.854985 = -390968.828397 nChanged 29 SP:Iteration 52Q (4962.909954 sec): 3 clusters Score: Raw -392833.100067 + Penalty 1857.854985 = -390975.245082 nChanged 34 SP:Iteration 53Q (4963.061823 sec): 3 clusters Score: Raw -392842.113453 + Penalty 1857.854985 = -390984.258468 nChanged 45 SP:Iteration 54Q (4963.159668 sec): 3 clusters Score: Raw -392852.936009 + Penalty 1857.854985 = -390995.081024 nChanged 44 SP:Iteration 55Q (4963.301253 sec): 3 clusters Score: Raw -392864.709073 + Penalty 1857.854985 = -391006.854088 nChanged 40 SP:Iteration 56Q (4963.424972 sec): 3 clusters Score: Raw -392874.841593 + Penalty 1857.854985 = -391016.986608 nChanged 46 SP:Iteration 57Q (4963.539863 sec): 3 clusters Score: Raw -392884.321856 + Penalty 1857.854985 = -391026.466871 nChanged 37 SP:Iteration 58Q (4963.673994 sec): 3 clusters Score: Raw -392893.205505 + Penalty 1857.854985 = -391035.350520 nChanged 37 SP:Iteration 59Q (4963.777603 sec): 3 clusters Score: Raw -392902.250527 + Penalty 1857.854985 = -391044.395542 nChanged 30 SP:Iteration 60F (4963.922400 sec): 3 clusters Score: Raw -392908.387200 + Penalty 1857.854985 = -391050.532215 nChanged 30 SP:Iteration 61Q (4964.052919 sec): 3 clusters Score: Raw -392915.899225 + Penalty 1857.854985 = -391058.044240 nChanged 25 SP:Iteration 62Q (4964.193189 sec): 3 clusters Score: Raw -392921.423341 + Penalty 1857.854985 = -391063.568356 nChanged 29 SP:Iteration 63Q (4964.300438 sec): 3 clusters Score: Raw -392928.859668 + Penalty 1857.854985 = -391071.004683 nChanged 28 SP:Iteration 64Q (4964.426939 sec): 3 clusters Score: Raw -392932.965763 + Penalty 1857.854985 = -391075.110778 nChanged 22 SP:Iteration 65Q (4964.543718 sec): 3 clusters Score: Raw -392936.142131 + Penalty 1857.854985 = -391078.287146 nChanged 19 SP:Iteration 66Q (4964.649471 sec): 3 clusters Score: Raw -392938.204984 + Penalty 1857.854985 = -391080.349999 nChanged 17 SP:Iteration 67Q (4964.793580 sec): 3 clusters Score: Raw -392941.212194 + Penalty 1857.854985 = -391083.357209 nChanged 17 SP:Iteration 68Q (4964.902171 sec): 3 clusters Score: Raw -392943.971185 + Penalty 1857.854985 = -391086.116200 nChanged 13 SP:Iteration 69Q (4965.043987 sec): 3 clusters Score: Raw -392945.682280 + Penalty 1857.854985 = -391087.827295 nChanged 13 SP:Iteration 70Q (4965.163490 sec): 3 clusters Score: Raw -392947.087547 + Penalty 1857.854985 = -391089.232562 nChanged 17 SP:Iteration 71Q (4965.333855 sec): 3 clusters Score: Raw -392949.591395 + Penalty 1857.854985 = -391091.736410 nChanged 15 SP:Iteration 72Q (4965.444578 sec): 3 clusters Score: Raw -392951.902087 + Penalty 1857.854985 = -391094.047102 nChanged 10 SP:Iteration 73Q (4965.583165 sec): 3 clusters Score: Raw -392953.469050 + Penalty 1857.854985 = -391095.614065 nChanged 12 SP:Iteration 74Q (4965.705823 sec): 3 clusters Score: Raw -392956.129226 + Penalty 1857.854985 = -391098.274241 nChanged 13 SP:Iteration 75Q (4965.822059 sec): 3 clusters Score: Raw -392958.099715 + Penalty 1857.854985 = -391100.244730 nChanged 9 SP:Iteration 76Q (4965.933931 sec): 3 clusters Score: Raw -392959.115536 + Penalty 1857.854985 = -391101.260551 nChanged 12 SP:Iteration 77Q (4966.055913 sec): 3 clusters Score: Raw -392960.708210 + Penalty 1857.854985 = -391102.853225 nChanged 12 SP:Iteration 78Q (4966.163130 sec): 3 clusters Score: Raw -392961.965266 + Penalty 1857.854985 = -391104.110281 nChanged 11 SP:Iteration 79Q (4966.295727 sec): 3 clusters Score: Raw -392963.271819 + Penalty 1857.854985 = -391105.416834 nChanged 12 SP:Iteration 80F (4966.394810 sec): 3 clusters Score: Raw -392964.293383 + Penalty 1857.854985 = -391106.438398 nChanged 10 SP:Iteration 81Q (4966.516667 sec): 3 clusters Score: Raw -392965.283978 + Penalty 1857.854985 = -391107.428993 nChanged 8 SP:Iteration 82Q (4966.621579 sec): 3 clusters Score: Raw -392966.174935 + Penalty 1857.854985 = -391108.319950 nChanged 12 SP:Iteration 83Q (4966.753321 sec): 3 clusters Score: Raw -392967.300573 + Penalty 1857.854985 = -391109.445588 nChanged 7 SP:Iteration 84Q (4966.874443 sec): 3 clusters Score: Raw -392967.888689 + Penalty 1857.854985 = -391110.033704 nChanged 9 SP:Iteration 85Q (4967.000665 sec): 3 clusters Score: Raw -392968.591920 + Penalty 1857.854985 = -391110.736935 nChanged 8 SP:Iteration 86Q (4967.096362 sec): 3 clusters Score: Raw -392969.162109 + Penalty 1857.854985 = -391111.307124 nChanged 6 SP:Iteration 87Q (4967.217413 sec): 3 clusters Score: Raw -392969.447522 + Penalty 1857.854985 = -391111.592537 nChanged 6 SP:Iteration 88Q (4967.338004 sec): 3 clusters Score: Raw -392969.907363 + Penalty 1857.854985 = -391112.052378 nChanged 5 SP:Iteration 89Q (4967.465344 sec): 3 clusters Score: Raw -392970.412945 + Penalty 1857.854985 = -391112.557960 nChanged 3 SP:Iteration 90Q (4967.577181 sec): 3 clusters Score: Raw -392970.976822 + Penalty 1857.854985 = -391113.121837 nChanged 6 SP:Iteration 91Q (4967.704485 sec): 3 clusters Score: Raw -392971.518942 + Penalty 1857.854985 = -391113.663957 nChanged 3 SP:Iteration 92Q (4967.825146 sec): 3 clusters Score: Raw -392971.670996 + Penalty 1857.854985 = -391113.816011 nChanged 1 SP:Iteration 93Q (4967.955305 sec): 3 clusters Score: Raw -392971.728779 + Penalty 1857.854985 = -391113.873794 nChanged 1 SP:Iteration 94Q (4968.091163 sec): 3 clusters Score: Raw -392971.838691 + Penalty 1857.854985 = -391113.983706 nChanged 2 SP:Iteration 95Q (4968.214965 sec): 3 clusters Score: Raw -392971.940743 + Penalty 1857.854985 = -391114.085758 nChanged 1 SP:Iteration 96Q (4968.323057 sec): 3 clusters Score: Raw -392972.073835 + Penalty 1857.854985 = -391114.218850 nChanged 1 SP:Iteration 97Q (4968.459269 sec): 3 clusters Score: Raw -392972.148325 + Penalty 1857.854985 = -391114.293340 nChanged 2 SP:Iteration 98Q (4968.573461 sec): 3 clusters Score: Raw -392972.257146 + Penalty 1857.854985 = -391114.402161 nChanged 1 SP:Iteration 99Q (4968.693929 sec): 3 clusters Score: Raw -392972.281319 + Penalty 1857.854985 = -391114.426334 nChanged 1 SP:Iteration 100F (4968.807299 sec): 3 clusters Score: Raw -392972.320344 + Penalty 1857.854985 = -391114.465359 nChanged 0 Trying to split cluster 5 (4242 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4968.898453 sec): 2 clusters Score: Raw -257827.354852 + Penalty 877.042964 = -256950.311888 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4969.033401 sec): 3 clusters Score: Raw -255574.567371 + Penalty 1754.085928 = -253820.481442 nChanged 1786 SP:Iteration 1F (4969.122557 sec): 3 clusters Score: Raw -256690.028799 + Penalty 1754.085928 = -254935.942870 nChanged 328 SP:Iteration 2F (4969.254766 sec): 3 clusters Score: Raw -256894.740062 + Penalty 1754.085928 = -255140.654134 nChanged 251 SP:Iteration 3F (4969.344755 sec): 3 clusters Score: Raw -257050.272876 + Penalty 1754.085928 = -255296.186947 nChanged 226 SP:Iteration 4F (4969.496706 sec): 3 clusters Score: Raw -257194.831422 + Penalty 1754.085928 = -255440.745494 nChanged 191 SP:Iteration 5Q (4969.613202 sec): 3 clusters Score: Raw -257308.456464 + Penalty 1754.085928 = -255554.370536 nChanged 149 SP:Iteration 6Q (4969.726132 sec): 3 clusters Score: Raw -257401.924889 + Penalty 1754.085928 = -255647.838960 nChanged 129 SP:Iteration 7Q (4969.850000 sec): 3 clusters Score: Raw -257492.004000 + Penalty 1754.085928 = -255737.918072 nChanged 115 SP:Iteration 8Q (4969.962840 sec): 3 clusters Score: Raw -257570.421860 + Penalty 1754.085928 = -255816.335932 nChanged 105 SP:Iteration 9Q (4970.075622 sec): 3 clusters Score: Raw -257636.372616 + Penalty 1754.085928 = -255882.286687 nChanged 98 SP:Iteration 10Q (4970.199379 sec): 3 clusters Score: Raw -257688.994522 + Penalty 1754.085928 = -255934.908593 nChanged 76 SP:Iteration 11Q (4970.294715 sec): 3 clusters Score: Raw -257734.120274 + Penalty 1754.085928 = -255980.034346 nChanged 72 SP:Iteration 12Q (4970.420908 sec): 3 clusters Score: Raw -257777.272152 + Penalty 1754.085928 = -256023.186224 nChanged 60 SP:Iteration 13Q (4970.525787 sec): 3 clusters Score: Raw -257806.158295 + Penalty 1754.085928 = -256052.072367 nChanged 47 SP:Iteration 14Q (4970.662001 sec): 3 clusters Score: Raw -257831.616756 + Penalty 1754.085928 = -256077.530828 nChanged 36 SP:Iteration 15Q (4970.767566 sec): 3 clusters Score: Raw -257849.917928 + Penalty 1754.085928 = -256095.831999 nChanged 23 SP:Iteration 16Q (4970.874290 sec): 3 clusters Score: Raw -257859.450018 + Penalty 1754.085928 = -256105.364090 nChanged 17 SP:Iteration 17Q (4970.990040 sec): 3 clusters Score: Raw -257865.156691 + Penalty 1754.085928 = -256111.070763 nChanged 20 SP:Iteration 18Q (4971.115499 sec): 3 clusters Score: Raw -257873.147188 + Penalty 1754.085928 = -256119.061259 nChanged 20 SP:Iteration 19Q (4971.233169 sec): 3 clusters Score: Raw -257879.049586 + Penalty 1754.085928 = -256124.963658 nChanged 17 SP:Iteration 20F (4971.377092 sec): 3 clusters Score: Raw -257883.630236 + Penalty 1754.085928 = -256129.544308 nChanged 10 SP:Iteration 21Q (4971.499942 sec): 3 clusters Score: Raw -257886.592509 + Penalty 1754.085928 = -256132.506580 nChanged 10 SP:Iteration 22Q (4971.608863 sec): 3 clusters Score: Raw -257889.087498 + Penalty 1754.085928 = -256135.001569 nChanged 7 SP:Iteration 23Q (4971.766266 sec): 3 clusters Score: Raw -257890.994647 + Penalty 1754.085928 = -256136.908719 nChanged 8 SP:Iteration 24Q (4971.861485 sec): 3 clusters Score: Raw -257893.284988 + Penalty 1754.085928 = -256139.199060 nChanged 5 SP:Iteration 25Q (4971.984602 sec): 3 clusters Score: Raw -257894.541689 + Penalty 1754.085928 = -256140.455760 nChanged 5 SP:Iteration 26Q (4972.091452 sec): 3 clusters Score: Raw -257896.880518 + Penalty 1754.085928 = -256142.794590 nChanged 4 SP:Iteration 27Q (4972.216519 sec): 3 clusters Score: Raw -257899.078078 + Penalty 1754.085928 = -256144.992150 nChanged 12 SP:Iteration 28Q (4972.309065 sec): 3 clusters Score: Raw -257903.669160 + Penalty 1754.085928 = -256149.583232 nChanged 9 SP:Iteration 29Q (4972.435200 sec): 3 clusters Score: Raw -257906.138160 + Penalty 1754.085928 = -256152.052232 nChanged 6 SP:Iteration 30Q (4972.555600 sec): 3 clusters Score: Raw -257909.604656 + Penalty 1754.085928 = -256155.518728 nChanged 6 SP:Iteration 31Q (4972.673307 sec): 3 clusters Score: Raw -257911.580267 + Penalty 1754.085928 = -256157.494339 nChanged 2 SP:Iteration 32Q (4972.800729 sec): 3 clusters Score: Raw -257912.529986 + Penalty 1754.085928 = -256158.444058 nChanged 3 SP:Iteration 33Q (4972.916640 sec): 3 clusters Score: Raw -257913.728088 + Penalty 1754.085928 = -256159.642159 nChanged 4 SP:Iteration 34Q (4973.039878 sec): 3 clusters Score: Raw -257915.006898 + Penalty 1754.085928 = -256160.920969 nChanged 4 SP:Iteration 35Q (4973.148923 sec): 3 clusters Score: Raw -257916.008704 + Penalty 1754.085928 = -256161.922776 nChanged 5 SP:Iteration 36Q (4973.264367 sec): 3 clusters Score: Raw -257916.998396 + Penalty 1754.085928 = -256162.912468 nChanged 1 SP:Iteration 37Q (4973.401017 sec): 3 clusters Score: Raw -257917.105446 + Penalty 1754.085928 = -256163.019517 nChanged 0 SP:Iteration 38F (4973.529920 sec): 3 clusters Score: Raw -257917.105446 + Penalty 1754.085928 = -256163.019517 nChanged 0 Trying to split cluster 6 (1314 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4973.586136 sec): 2 clusters Score: Raw -50849.513706 + Penalty 753.987276 = -50095.526431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4973.707649 sec): 3 clusters Score: Raw -50358.154674 + Penalty 1507.974552 = -48850.180122 nChanged 484 SP:Iteration 1F (4973.831028 sec): 3 clusters Score: Raw -50796.141731 + Penalty 1507.974552 = -49288.167179 nChanged 137 SP:Iteration 2F (4973.951996 sec): 3 clusters Score: Raw -50945.009123 + Penalty 1507.974552 = -49437.034571 nChanged 91 SP:Iteration 3F (4974.066194 sec): 3 clusters Score: Raw -51035.181262 + Penalty 1507.974552 = -49527.206710 nChanged 62 SP:Iteration 4Q (4974.187922 sec): 3 clusters Score: Raw -51104.977143 + Penalty 1507.974552 = -49597.002591 nChanged 51 SP:Iteration 5Q (4974.317295 sec): 3 clusters Score: Raw -51167.731028 + Penalty 1507.974552 = -49659.756477 nChanged 30 SP:Iteration 6Q (4974.438642 sec): 3 clusters Score: Raw -51202.933099 + Penalty 1507.974552 = -49694.958547 nChanged 26 SP:Iteration 7Q (4974.550697 sec): 3 clusters Score: Raw -51222.048739 + Penalty 1507.974552 = -49714.074187 nChanged 19 SP:Iteration 8Q (4974.668582 sec): 3 clusters Score: Raw -51235.178474 + Penalty 1507.974552 = -49727.203922 nChanged 17 SP:Iteration 9Q (4974.770525 sec): 3 clusters Score: Raw -51259.170550 + Penalty 1507.974552 = -49751.195998 nChanged 22 SP:Iteration 10Q (4974.884269 sec): 3 clusters Score: Raw -51273.688182 + Penalty 1507.974552 = -49765.713630 nChanged 15 SP:Iteration 11Q (4975.002495 sec): 3 clusters Score: Raw -51283.460787 + Penalty 1507.974552 = -49775.486235 nChanged 9 SP:Iteration 12Q (4975.106259 sec): 3 clusters Score: Raw -51290.775490 + Penalty 1507.974552 = -49782.800938 nChanged 11 SP:Iteration 13Q (4975.225214 sec): 3 clusters Score: Raw -51296.989555 + Penalty 1507.974552 = -49789.015003 nChanged 9 SP:Iteration 14Q (4975.319252 sec): 3 clusters Score: Raw -51302.662743 + Penalty 1507.974552 = -49794.688191 nChanged 6 SP:Iteration 15Q (4975.400084 sec): 3 clusters Score: Raw -51307.455110 + Penalty 1507.974552 = -49799.480558 nChanged 6 SP:Iteration 16Q (4975.493131 sec): 3 clusters Score: Raw -51309.094962 + Penalty 1507.974552 = -49801.120410 nChanged 4 SP:Iteration 17Q (4975.627986 sec): 3 clusters Score: Raw -51311.459766 + Penalty 1507.974552 = -49803.485215 nChanged 2 SP:Iteration 18Q (4975.720526 sec): 3 clusters Score: Raw -51311.837072 + Penalty 1507.974552 = -49803.862520 nChanged 0 SP:Iteration 19F (4975.824441 sec): 3 clusters Score: Raw -51311.837072 + Penalty 1507.974552 = -49803.862520 nChanged 0 Trying to split cluster 7 (3209 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4975.922582 sec): 2 clusters Score: Raw -162814.849011 + Penalty 847.740037 = -161967.108974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4976.040309 sec): 3 clusters Score: Raw -161185.005894 + Penalty 1695.480075 = -159489.525820 nChanged 1308 SP:Iteration 1F (4976.145359 sec): 3 clusters Score: Raw -162052.888069 + Penalty 1695.480075 = -160357.407995 nChanged 291 SP:Iteration 2F (4976.273028 sec): 3 clusters Score: Raw -162290.634593 + Penalty 1695.480075 = -160595.154518 nChanged 223 SP:Iteration 3F (4976.408315 sec): 3 clusters Score: Raw -162472.747187 + Penalty 1695.480075 = -160777.267112 nChanged 180 SP:Iteration 4F (4976.486812 sec): 3 clusters Score: Raw -162593.539353 + Penalty 1695.480075 = -160898.059278 nChanged 149 SP:Iteration 5Q (4976.587333 sec): 3 clusters Score: Raw -162684.941232 + Penalty 1695.480075 = -160989.461157 nChanged 116 SP:Iteration 6Q (4976.699038 sec): 3 clusters Score: Raw -162763.778832 + Penalty 1695.480075 = -161068.298757 nChanged 104 SP:Iteration 7Q (4976.800738 sec): 3 clusters Score: Raw -162837.149842 + Penalty 1695.480075 = -161141.669767 nChanged 95 SP:Iteration 8Q (4976.923085 sec): 3 clusters Score: Raw -162894.635594 + Penalty 1695.480075 = -161199.155520 nChanged 85 SP:Iteration 9Q (4977.048335 sec): 3 clusters Score: Raw -162951.329790 + Penalty 1695.480075 = -161255.849715 nChanged 61 SP:Iteration 10Q (4977.162318 sec): 3 clusters Score: Raw -162977.895457 + Penalty 1695.480075 = -161282.415382 nChanged 37 SP:Iteration 11Q (4977.270086 sec): 3 clusters Score: Raw -162989.589727 + Penalty 1695.480075 = -161294.109653 nChanged 27 SP:Iteration 12Q (4977.402344 sec): 3 clusters Score: Raw -163000.960905 + Penalty 1695.480075 = -161305.480830 nChanged 25 SP:Iteration 13Q (4977.502788 sec): 3 clusters Score: Raw -163008.205674 + Penalty 1695.480075 = -161312.725599 nChanged 12 SP:Iteration 14Q (4977.615890 sec): 3 clusters Score: Raw -163011.378404 + Penalty 1695.480075 = -161315.898329 nChanged 7 SP:Iteration 15Q (4977.755538 sec): 3 clusters Score: Raw -163012.859680 + Penalty 1695.480075 = -161317.379605 nChanged 10 SP:Iteration 16Q (4977.916197 sec): 3 clusters Score: Raw -163016.563377 + Penalty 1695.480075 = -161321.083302 nChanged 14 SP:Iteration 17Q (4978.042125 sec): 3 clusters Score: Raw -163020.730210 + Penalty 1695.480075 = -161325.250136 nChanged 10 SP:Iteration 18Q (4978.169240 sec): 3 clusters Score: Raw -163023.149969 + Penalty 1695.480075 = -161327.669895 nChanged 5 SP:Iteration 19Q (4978.274590 sec): 3 clusters Score: Raw -163024.147857 + Penalty 1695.480075 = -161328.667782 nChanged 8 SP:Iteration 20F (4978.375852 sec): 3 clusters Score: Raw -163026.063290 + Penalty 1695.480075 = -161330.583216 nChanged 7 SP:Iteration 21Q (4978.507642 sec): 3 clusters Score: Raw -163027.626049 + Penalty 1695.480075 = -161332.145975 nChanged 5 SP:Iteration 22Q (4978.613517 sec): 3 clusters Score: Raw -163028.678670 + Penalty 1695.480075 = -161333.198595 nChanged 1 SP:Iteration 23Q (4978.724709 sec): 3 clusters Score: Raw -163028.855049 + Penalty 1695.480075 = -161333.374975 nChanged 2 SP:Iteration 24Q (4978.850297 sec): 3 clusters Score: Raw -163029.571090 + Penalty 1695.480075 = -161334.091015 nChanged 4 SP:Iteration 25Q (4978.942111 sec): 3 clusters Score: Raw -163030.301480 + Penalty 1695.480075 = -161334.821405 nChanged 1 SP:Iteration 26Q (4979.064608 sec): 3 clusters Score: Raw -163030.373239 + Penalty 1695.480075 = -161334.893165 nChanged 0 SP:Iteration 27F (4979.161941 sec): 3 clusters Score: Raw -163030.373239 + Penalty 1695.480075 = -161334.893165 nChanged 0 Trying to split cluster 8 (4717 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4979.250823 sec): 2 clusters Score: Raw -275316.683315 + Penalty 888.187470 = -274428.495845 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4979.354083 sec): 3 clusters Score: Raw -272726.778436 + Penalty 1776.374939 = -270950.403496 nChanged 1961 SP:Iteration 1F (4979.479867 sec): 3 clusters Score: Raw -273819.706821 + Penalty 1776.374939 = -272043.331882 nChanged 387 SP:Iteration 2F (4979.619330 sec): 3 clusters Score: Raw -274039.008514 + Penalty 1776.374939 = -272262.633574 nChanged 307 SP:Iteration 3F (4979.734263 sec): 3 clusters Score: Raw -274224.038686 + Penalty 1776.374939 = -272447.663747 nChanged 268 SP:Iteration 4F (4979.832292 sec): 3 clusters Score: Raw -274381.008370 + Penalty 1776.374939 = -272604.633430 nChanged 244 SP:Iteration 5F (4979.943964 sec): 3 clusters Score: Raw -274531.431505 + Penalty 1776.374939 = -272755.056566 nChanged 245 SP:Iteration 6F (4980.081244 sec): 3 clusters Score: Raw -274703.620684 + Penalty 1776.374939 = -272927.245745 nChanged 236 SP:Iteration 7F (4980.181312 sec): 3 clusters Score: Raw -274858.565266 + Penalty 1776.374939 = -273082.190327 nChanged 206 SP:Iteration 8Q (4980.336477 sec): 3 clusters Score: Raw -275013.302855 + Penalty 1776.374939 = -273236.927916 nChanged 193 SP:Iteration 9Q (4980.445110 sec): 3 clusters Score: Raw -275124.522766 + Penalty 1776.374939 = -273348.147827 nChanged 159 SP:Iteration 10Q (4980.545281 sec): 3 clusters Score: Raw -275222.045487 + Penalty 1776.374939 = -273445.670548 nChanged 136 SP:Iteration 11Q (4980.669322 sec): 3 clusters Score: Raw -275290.575424 + Penalty 1776.374939 = -273514.200484 nChanged 93 SP:Iteration 12Q (4980.804785 sec): 3 clusters Score: Raw -275337.515900 + Penalty 1776.374939 = -273561.140961 nChanged 77 SP:Iteration 13Q (4980.910777 sec): 3 clusters Score: Raw -275368.101512 + Penalty 1776.374939 = -273591.726573 nChanged 60 SP:Iteration 14Q (4981.045975 sec): 3 clusters Score: Raw -275386.704883 + Penalty 1776.374939 = -273610.329944 nChanged 41 SP:Iteration 15Q (4981.157190 sec): 3 clusters Score: Raw -275397.603569 + Penalty 1776.374939 = -273621.228629 nChanged 32 SP:Iteration 16Q (4981.276059 sec): 3 clusters Score: Raw -275404.949128 + Penalty 1776.374939 = -273628.574189 nChanged 21 SP:Iteration 17Q (4981.378874 sec): 3 clusters Score: Raw -275408.901120 + Penalty 1776.374939 = -273632.526181 nChanged 12 SP:Iteration 18Q (4981.515942 sec): 3 clusters Score: Raw -275411.614539 + Penalty 1776.374939 = -273635.239599 nChanged 10 SP:Iteration 19Q (4981.634643 sec): 3 clusters Score: Raw -275413.106339 + Penalty 1776.374939 = -273636.731400 nChanged 6 SP:Iteration 20F (4981.757062 sec): 3 clusters Score: Raw -275413.920138 + Penalty 1776.374939 = -273637.545198 nChanged 6 SP:Iteration 21Q (4981.857153 sec): 3 clusters Score: Raw -275415.753029 + Penalty 1776.374939 = -273639.378090 nChanged 12 SP:Iteration 22Q (4981.983841 sec): 3 clusters Score: Raw -275418.232422 + Penalty 1776.374939 = -273641.857482 nChanged 11 SP:Iteration 23Q (4982.079906 sec): 3 clusters Score: Raw -275419.849627 + Penalty 1776.374939 = -273643.474688 nChanged 4 SP:Iteration 24Q (4982.201730 sec): 3 clusters Score: Raw -275420.476562 + Penalty 1776.374939 = -273644.101623 nChanged 2 SP:Iteration 25Q (4982.309996 sec): 3 clusters Score: Raw -275420.756274 + Penalty 1776.374939 = -273644.381334 nChanged 1 SP:Iteration 26Q (4982.447789 sec): 3 clusters Score: Raw -275420.803402 + Penalty 1776.374939 = -273644.428462 nChanged 0 SP:Iteration 27F (4982.559401 sec): 3 clusters Score: Raw -275420.803402 + Penalty 1776.374939 = -273644.428462 nChanged 0 Trying to split cluster 9 (3182 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4982.644695 sec): 2 clusters Score: Raw -162345.414245 + Penalty 846.852847 = -161498.561398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4982.762226 sec): 3 clusters Score: Raw -160695.798018 + Penalty 1693.705694 = -159002.092324 nChanged 1288 SP:Iteration 1F (4982.862704 sec): 3 clusters Score: Raw -161428.618848 + Penalty 1693.705694 = -159734.913154 nChanged 243 SP:Iteration 2F (4982.980367 sec): 3 clusters Score: Raw -161574.720767 + Penalty 1693.705694 = -159881.015073 nChanged 194 SP:Iteration 3F (4983.103706 sec): 3 clusters Score: Raw -161725.579873 + Penalty 1693.705694 = -160031.874179 nChanged 177 SP:Iteration 4F (4983.230264 sec): 3 clusters Score: Raw -161819.636558 + Penalty 1693.705694 = -160125.930864 nChanged 134 SP:Iteration 5Q (4983.313874 sec): 3 clusters Score: Raw -161885.357773 + Penalty 1693.705694 = -160191.652079 nChanged 102 SP:Iteration 6Q (4983.452994 sec): 3 clusters Score: Raw -161941.058200 + Penalty 1693.705694 = -160247.352506 nChanged 89 SP:Iteration 7Q (4983.548211 sec): 3 clusters Score: Raw -161986.132489 + Penalty 1693.705694 = -160292.426795 nChanged 86 SP:Iteration 8Q (4983.668545 sec): 3 clusters Score: Raw -162026.115067 + Penalty 1693.705694 = -160332.409374 nChanged 74 SP:Iteration 9Q (4983.793779 sec): 3 clusters Score: Raw -162057.010844 + Penalty 1693.705694 = -160363.305150 nChanged 72 SP:Iteration 10Q (4983.920893 sec): 3 clusters Score: Raw -162082.253964 + Penalty 1693.705694 = -160388.548270 nChanged 53 SP:Iteration 11Q (4984.026416 sec): 3 clusters Score: Raw -162105.228438 + Penalty 1693.705694 = -160411.522745 nChanged 50 SP:Iteration 12Q (4984.143172 sec): 3 clusters Score: Raw -162127.971252 + Penalty 1693.705694 = -160434.265558 nChanged 43 SP:Iteration 13Q (4984.250093 sec): 3 clusters Score: Raw -162155.185854 + Penalty 1693.705694 = -160461.480160 nChanged 57 SP:Iteration 14Q (4984.368896 sec): 3 clusters Score: Raw -162178.540520 + Penalty 1693.705694 = -160484.834826 nChanged 49 SP:Iteration 15Q (4984.477376 sec): 3 clusters Score: Raw -162203.409525 + Penalty 1693.705694 = -160509.703831 nChanged 54 SP:Iteration 16Q (4984.591800 sec): 3 clusters Score: Raw -162231.013555 + Penalty 1693.705694 = -160537.307862 nChanged 54 SP:Iteration 17Q (4984.734006 sec): 3 clusters Score: Raw -162254.120178 + Penalty 1693.705694 = -160560.414484 nChanged 32 SP:Iteration 18Q (4984.840635 sec): 3 clusters Score: Raw -162269.823488 + Penalty 1693.705694 = -160576.117795 nChanged 41 SP:Iteration 19Q (4984.941401 sec): 3 clusters Score: Raw -162286.492449 + Penalty 1693.705694 = -160592.786755 nChanged 32 SP:Iteration 20F (4985.070946 sec): 3 clusters Score: Raw -162298.648463 + Penalty 1693.705694 = -160604.942769 nChanged 33 SP:Iteration 21Q (4985.184337 sec): 3 clusters Score: Raw -162310.684325 + Penalty 1693.705694 = -160616.978631 nChanged 30 SP:Iteration 22Q (4985.295278 sec): 3 clusters Score: Raw -162323.185110 + Penalty 1693.705694 = -160629.479416 nChanged 26 SP:Iteration 23Q (4985.431850 sec): 3 clusters Score: Raw -162335.343088 + Penalty 1693.705694 = -160641.637394 nChanged 27 SP:Iteration 24Q (4985.551173 sec): 3 clusters Score: Raw -162345.663661 + Penalty 1693.705694 = -160651.957967 nChanged 24 SP:Iteration 25Q (4985.648761 sec): 3 clusters Score: Raw -162354.780681 + Penalty 1693.705694 = -160661.074987 nChanged 22 SP:Iteration 26Q (4985.764747 sec): 3 clusters Score: Raw -162366.607014 + Penalty 1693.705694 = -160672.901320 nChanged 32 SP:Iteration 27Q (4985.870634 sec): 3 clusters Score: Raw -162377.936643 + Penalty 1693.705694 = -160684.230949 nChanged 28 SP:Iteration 28Q (4985.983984 sec): 3 clusters Score: Raw -162386.964034 + Penalty 1693.705694 = -160693.258340 nChanged 25 SP:Iteration 29Q (4986.115328 sec): 3 clusters Score: Raw -162395.112649 + Penalty 1693.705694 = -160701.406956 nChanged 16 SP:Iteration 30Q (4986.207554 sec): 3 clusters Score: Raw -162400.792343 + Penalty 1693.705694 = -160707.086649 nChanged 21 SP:Iteration 31Q (4986.349705 sec): 3 clusters Score: Raw -162407.603672 + Penalty 1693.705694 = -160713.897978 nChanged 18 SP:Iteration 32Q (4986.447431 sec): 3 clusters Score: Raw -162412.344798 + Penalty 1693.705694 = -160718.639104 nChanged 12 SP:Iteration 33Q (4986.590579 sec): 3 clusters Score: Raw -162416.440227 + Penalty 1693.705694 = -160722.734534 nChanged 10 SP:Iteration 34Q (4986.684435 sec): 3 clusters Score: Raw -162418.824053 + Penalty 1693.705694 = -160725.118360 nChanged 10 SP:Iteration 35Q (4986.805419 sec): 3 clusters Score: Raw -162421.204670 + Penalty 1693.705694 = -160727.498976 nChanged 9 SP:Iteration 36Q (4986.918347 sec): 3 clusters Score: Raw -162423.787644 + Penalty 1693.705694 = -160730.081951 nChanged 9 SP:Iteration 37Q (4987.046227 sec): 3 clusters Score: Raw -162426.974157 + Penalty 1693.705694 = -160733.268464 nChanged 7 SP:Iteration 38Q (4987.143917 sec): 3 clusters Score: Raw -162429.120379 + Penalty 1693.705694 = -160735.414685 nChanged 7 SP:Iteration 39Q (4987.264215 sec): 3 clusters Score: Raw -162431.709092 + Penalty 1693.705694 = -160738.003398 nChanged 7 SP:Iteration 40F (4987.384196 sec): 3 clusters Score: Raw -162434.146792 + Penalty 1693.705694 = -160740.441098 nChanged 11 SP:Iteration 41Q (4987.490916 sec): 3 clusters Score: Raw -162436.849635 + Penalty 1693.705694 = -160743.143941 nChanged 7 SP:Iteration 42Q (4987.584944 sec): 3 clusters Score: Raw -162438.995732 + Penalty 1693.705694 = -160745.290038 nChanged 9 SP:Iteration 43Q (4987.723525 sec): 3 clusters Score: Raw -162441.637800 + Penalty 1693.705694 = -160747.932106 nChanged 8 SP:Iteration 44Q (4987.815087 sec): 3 clusters Score: Raw -162443.312159 + Penalty 1693.705694 = -160749.606465 nChanged 5 SP:Iteration 45Q (4987.958376 sec): 3 clusters Score: Raw -162443.964866 + Penalty 1693.705694 = -160750.259172 nChanged 2 SP:Iteration 46Q (4988.068585 sec): 3 clusters Score: Raw -162444.890861 + Penalty 1693.705694 = -160751.185167 nChanged 4 SP:Iteration 47Q (4988.183662 sec): 3 clusters Score: Raw -162445.427865 + Penalty 1693.705694 = -160751.722172 nChanged 2 SP:Iteration 48Q (4988.303615 sec): 3 clusters Score: Raw -162446.033429 + Penalty 1693.705694 = -160752.327735 nChanged 1 SP:Iteration 49Q (4988.403231 sec): 3 clusters Score: Raw -162446.216647 + Penalty 1693.705694 = -160752.510953 nChanged 0 SP:Iteration 50F (4988.538948 sec): 3 clusters Score: Raw -162446.216647 + Penalty 1693.705694 = -160752.510953 nChanged 0 Trying to split cluster 10 (1612 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4988.578487 sec): 2 clusters Score: Raw -91185.920421 + Penalty 775.449247 = -90410.471174 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4988.699212 sec): 3 clusters Score: Raw -90482.276358 + Penalty 1550.898494 = -88931.377864 nChanged 565 SP:Iteration 1F (4988.811570 sec): 3 clusters Score: Raw -90844.497261 + Penalty 1550.898494 = -89293.598768 nChanged 143 SP:Iteration 2F (4988.935408 sec): 3 clusters Score: Raw -90971.482645 + Penalty 1550.898494 = -89420.584151 nChanged 98 SP:Iteration 3F (4989.051012 sec): 3 clusters Score: Raw -91052.390924 + Penalty 1550.898494 = -89501.492430 nChanged 84 SP:Iteration 4F (4989.162187 sec): 3 clusters Score: Raw -91132.004421 + Penalty 1550.898494 = -89581.105927 nChanged 77 SP:Iteration 5Q (4989.254131 sec): 3 clusters Score: Raw -91193.784145 + Penalty 1550.898494 = -89642.885651 nChanged 64 SP:Iteration 6Q (4989.368259 sec): 3 clusters Score: Raw -91249.757942 + Penalty 1550.898494 = -89698.859448 nChanged 59 SP:Iteration 7Q (4989.483532 sec): 3 clusters Score: Raw -91293.184733 + Penalty 1550.898494 = -89742.286239 nChanged 50 SP:Iteration 8Q (4989.590788 sec): 3 clusters Score: Raw -91327.229551 + Penalty 1550.898494 = -89776.331057 nChanged 39 SP:Iteration 9Q (4989.706533 sec): 3 clusters Score: Raw -91352.094322 + Penalty 1550.898494 = -89801.195828 nChanged 36 SP:Iteration 10Q (4989.833006 sec): 3 clusters Score: Raw -91373.352682 + Penalty 1550.898494 = -89822.454188 nChanged 26 SP:Iteration 11Q (4989.919180 sec): 3 clusters Score: Raw -91389.552931 + Penalty 1550.898494 = -89838.654437 nChanged 22 SP:Iteration 12Q (4990.039521 sec): 3 clusters Score: Raw -91400.661318 + Penalty 1550.898494 = -89849.762824 nChanged 16 SP:Iteration 13Q (4990.152677 sec): 3 clusters Score: Raw -91409.765819 + Penalty 1550.898494 = -89858.867325 nChanged 13 SP:Iteration 14Q (4990.276541 sec): 3 clusters Score: Raw -91419.390696 + Penalty 1550.898494 = -89868.492202 nChanged 6 SP:Iteration 15Q (4990.393951 sec): 3 clusters Score: Raw -91426.415728 + Penalty 1550.898494 = -89875.517234 nChanged 14 SP:Iteration 16Q (4990.523793 sec): 3 clusters Score: Raw -91435.582690 + Penalty 1550.898494 = -89884.684196 nChanged 11 SP:Iteration 17Q (4990.636922 sec): 3 clusters Score: Raw -91442.121971 + Penalty 1550.898494 = -89891.223477 nChanged 6 SP:Iteration 18Q (4990.742510 sec): 3 clusters Score: Raw -91443.977984 + Penalty 1550.898494 = -89893.079490 nChanged 1 SP:Iteration 19Q (4990.868820 sec): 3 clusters Score: Raw -91444.440407 + Penalty 1550.898494 = -89893.541913 nChanged 0 SP:Iteration 20F (4991.013903 sec): 3 clusters Score: Raw -91444.440407 + Penalty 1550.898494 = -89893.541913 nChanged 0 Trying to split cluster 11 (3069 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4991.068320 sec): 2 clusters Score: Raw -181470.470288 + Penalty 843.056241 = -180627.414047 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4991.181634 sec): 3 clusters Score: Raw -179920.400833 + Penalty 1686.112481 = -178234.288351 nChanged 1225 SP:Iteration 1F (4991.306416 sec): 3 clusters Score: Raw -180665.662871 + Penalty 1686.112481 = -178979.550389 nChanged 228 SP:Iteration 2F (4991.420080 sec): 3 clusters Score: Raw -180814.292738 + Penalty 1686.112481 = -179128.180256 nChanged 197 SP:Iteration 3F (4991.537943 sec): 3 clusters Score: Raw -180939.704171 + Penalty 1686.112481 = -179253.591690 nChanged 163 SP:Iteration 4F (4991.651068 sec): 3 clusters Score: Raw -181047.469461 + Penalty 1686.112481 = -179361.356980 nChanged 151 SP:Iteration 5Q (4991.741965 sec): 3 clusters Score: Raw -181140.860626 + Penalty 1686.112481 = -179454.748145 nChanged 119 SP:Iteration 6Q (4991.887888 sec): 3 clusters Score: Raw -181212.827856 + Penalty 1686.112481 = -179526.715374 nChanged 100 SP:Iteration 7Q (4992.023960 sec): 3 clusters Score: Raw -181272.367566 + Penalty 1686.112481 = -179586.255085 nChanged 88 SP:Iteration 8Q (4992.108510 sec): 3 clusters Score: Raw -181336.405790 + Penalty 1686.112481 = -179650.293308 nChanged 84 SP:Iteration 9Q (4992.229103 sec): 3 clusters Score: Raw -181390.547943 + Penalty 1686.112481 = -179704.435462 nChanged 78 SP:Iteration 10Q (4992.346243 sec): 3 clusters Score: Raw -181434.804720 + Penalty 1686.112481 = -179748.692238 nChanged 63 SP:Iteration 11Q (4992.464315 sec): 3 clusters Score: Raw -181468.177312 + Penalty 1686.112481 = -179782.064831 nChanged 65 SP:Iteration 12Q (4992.582167 sec): 3 clusters Score: Raw -181497.818486 + Penalty 1686.112481 = -179811.706004 nChanged 47 SP:Iteration 13Q (4992.730047 sec): 3 clusters Score: Raw -181520.176853 + Penalty 1686.112481 = -179834.064372 nChanged 40 SP:Iteration 14Q (4992.834493 sec): 3 clusters Score: Raw -181538.492517 + Penalty 1686.112481 = -179852.380035 nChanged 47 SP:Iteration 15Q (4992.934924 sec): 3 clusters Score: Raw -181554.825641 + Penalty 1686.112481 = -179868.713159 nChanged 37 SP:Iteration 16Q (4993.058827 sec): 3 clusters Score: Raw -181568.602431 + Penalty 1686.112481 = -179882.489950 nChanged 29 SP:Iteration 17Q (4993.165161 sec): 3 clusters Score: Raw -181582.380949 + Penalty 1686.112481 = -179896.268468 nChanged 27 SP:Iteration 18Q (4993.298376 sec): 3 clusters Score: Raw -181594.053360 + Penalty 1686.112481 = -179907.940879 nChanged 24 SP:Iteration 19Q (4993.397133 sec): 3 clusters Score: Raw -181603.951055 + Penalty 1686.112481 = -179917.838573 nChanged 19 SP:Iteration 20F (4993.543344 sec): 3 clusters Score: Raw -181611.297596 + Penalty 1686.112481 = -179925.185115 nChanged 19 SP:Iteration 21Q (4993.636770 sec): 3 clusters Score: Raw -181620.439889 + Penalty 1686.112481 = -179934.327408 nChanged 24 SP:Iteration 22Q (4993.763245 sec): 3 clusters Score: Raw -181632.588644 + Penalty 1686.112481 = -179946.476163 nChanged 17 SP:Iteration 23Q (4993.878476 sec): 3 clusters Score: Raw -181637.906483 + Penalty 1686.112481 = -179951.794002 nChanged 15 SP:Iteration 24Q (4993.985829 sec): 3 clusters Score: Raw -181643.531416 + Penalty 1686.112481 = -179957.418934 nChanged 13 SP:Iteration 25Q (4994.100411 sec): 3 clusters Score: Raw -181649.725742 + Penalty 1686.112481 = -179963.613260 nChanged 14 SP:Iteration 26Q (4994.188777 sec): 3 clusters Score: Raw -181654.699491 + Penalty 1686.112481 = -179968.587009 nChanged 11 SP:Iteration 27Q (4994.289051 sec): 3 clusters Score: Raw -181657.926834 + Penalty 1686.112481 = -179971.814353 nChanged 5 SP:Iteration 28Q (4994.411800 sec): 3 clusters Score: Raw -181659.820624 + Penalty 1686.112481 = -179973.708142 nChanged 5 SP:Iteration 29Q (4994.513262 sec): 3 clusters Score: Raw -181661.297141 + Penalty 1686.112481 = -179975.184660 nChanged 1 SP:Iteration 30Q (4994.587445 sec): 3 clusters Score: Raw -181661.458822 + Penalty 1686.112481 = -179975.346340 nChanged 3 SP:Iteration 31Q (4994.685211 sec): 3 clusters Score: Raw -181661.998522 + Penalty 1686.112481 = -179975.886040 nChanged 1 SP:Iteration 32Q (4994.818989 sec): 3 clusters Score: Raw -181662.051883 + Penalty 1686.112481 = -179975.939402 nChanged 0 SP:Iteration 33F (4994.914215 sec): 3 clusters Score: Raw -181662.051883 + Penalty 1686.112481 = -179975.939402 nChanged 0 Trying to split cluster 12 (586 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4994.952347 sec): 2 clusters Score: Raw -25173.030018 + Penalty 669.198578 = -24503.831440 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4995.093395 sec): 3 clusters Score: Raw -25008.332031 + Penalty 1338.397156 = -23669.934875 nChanged 169 SP:Iteration 1F (4995.195238 sec): 3 clusters Score: Raw -25190.378494 + Penalty 1338.397156 = -23851.981338 nChanged 46 SP:Iteration 2F (4995.274787 sec): 3 clusters Score: Raw -25254.984849 + Penalty 1338.397156 = -23916.587693 nChanged 28 SP:Iteration 3Q (4995.398182 sec): 3 clusters Score: Raw -25304.216667 + Penalty 1338.397156 = -23965.819512 nChanged 30 SP:Iteration 4F (4995.482614 sec): 3 clusters Score: Raw -25349.535760 + Penalty 1338.397156 = -24011.138604 nChanged 19 SP:Iteration 5Q (4995.583156 sec): 3 clusters Score: Raw -25367.652860 + Penalty 1338.397156 = -24029.255704 nChanged 11 SP:Iteration 6Q (4995.706098 sec): 3 clusters Score: Raw -25378.408634 + Penalty 1338.397156 = -24040.011479 nChanged 9 SP:Iteration 7Q (4995.799438 sec): 3 clusters Score: Raw -25397.129867 + Penalty 1338.397156 = -24058.732711 nChanged 13 SP:Iteration 8Q (4995.909913 sec): 3 clusters Score: Raw -25421.692462 + Penalty 1338.397156 = -24083.295306 nChanged 11 SP:Iteration 9Q (4996.010926 sec): 3 clusters Score: Raw -25443.315110 + Penalty 1338.397156 = -24104.917954 nChanged 17 SP:Iteration 10Q (4996.137260 sec): 3 clusters Score: Raw -25481.814279 + Penalty 1338.397156 = -24143.417123 nChanged 19 SP:Iteration 11Q (4996.254116 sec): 3 clusters Score: Raw -25511.366631 + Penalty 1338.397156 = -24172.969475 nChanged 12 SP:Iteration 12Q (4996.381318 sec): 3 clusters Score: Raw -25536.558625 + Penalty 1338.397156 = -24198.161469 nChanged 7 SP:Iteration 13Q (4996.499474 sec): 3 clusters Score: Raw -25546.961016 + Penalty 1338.397156 = -24208.563860 nChanged 5 SP:Iteration 14Q (4996.597429 sec): 3 clusters Score: Raw -25553.395423 + Penalty 1338.397156 = -24214.998267 nChanged 6 SP:Iteration 15Q (4996.720402 sec): 3 clusters Score: Raw -25562.477396 + Penalty 1338.397156 = -24224.080240 nChanged 6 SP:Iteration 16Q (4996.810640 sec): 3 clusters Score: Raw -25572.013896 + Penalty 1338.397156 = -24233.616740 nChanged 8 SP:Iteration 17Q (4996.906989 sec): 3 clusters Score: Raw -25581.216131 + Penalty 1338.397156 = -24242.818975 nChanged 3 SP:Iteration 18Q (4997.020472 sec): 3 clusters Score: Raw -25587.035220 + Penalty 1338.397156 = -24248.638064 nChanged 2 SP:Iteration 19Q (4997.148514 sec): 3 clusters Score: Raw -25593.628203 + Penalty 1338.397156 = -24255.231047 nChanged 2 SP:Iteration 20F (4997.262638 sec): 3 clusters Score: Raw -25596.844850 + Penalty 1338.397156 = -24258.447694 nChanged 3 SP:Iteration 21Q (4997.370853 sec): 3 clusters Score: Raw -25598.675832 + Penalty 1338.397156 = -24260.278676 nChanged 2 SP:Iteration 22Q (4997.497849 sec): 3 clusters Score: Raw -25602.158714 + Penalty 1338.397156 = -24263.761558 nChanged 2 SP:Iteration 23Q (4997.583771 sec): 3 clusters Score: Raw -25604.488378 + Penalty 1338.397156 = -24266.091222 nChanged 2 SP:Iteration 24Q (4997.705702 sec): 3 clusters Score: Raw -25606.591265 + Penalty 1338.397156 = -24268.194109 nChanged 2 SP:Iteration 25Q (4997.828254 sec): 3 clusters Score: Raw -25607.643364 + Penalty 1338.397156 = -24269.246208 nChanged 0 SP:Iteration 26F (4997.922956 sec): 3 clusters Score: Raw -25607.643364 + Penalty 1338.397156 = -24269.246208 nChanged 0 Trying to split cluster 13 (1758 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4998.006464 sec): 2 clusters Score: Raw -82309.939930 + Penalty 784.552868 = -81525.387062 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4998.102033 sec): 3 clusters Score: Raw -81518.284609 + Penalty 1569.105736 = -79949.178872 nChanged 671 SP:Iteration 1F (4998.241628 sec): 3 clusters Score: Raw -82125.624719 + Penalty 1569.105736 = -80556.518982 nChanged 201 SP:Iteration 2F (4998.331193 sec): 3 clusters Score: Raw -82399.163308 + Penalty 1569.105736 = -80830.057572 nChanged 159 SP:Iteration 3F (4998.459332 sec): 3 clusters Score: Raw -82565.641174 + Penalty 1569.105736 = -80996.535438 nChanged 111 SP:Iteration 4F (4998.591098 sec): 3 clusters Score: Raw -82673.439298 + Penalty 1569.105736 = -81104.333561 nChanged 62 SP:Iteration 5Q (4998.716982 sec): 3 clusters Score: Raw -82726.179526 + Penalty 1569.105736 = -81157.073789 nChanged 47 SP:Iteration 6Q (4998.837474 sec): 3 clusters Score: Raw -82757.044693 + Penalty 1569.105736 = -81187.938956 nChanged 25 SP:Iteration 7Q (4998.949211 sec): 3 clusters Score: Raw -82772.150922 + Penalty 1569.105736 = -81203.045186 nChanged 18 SP:Iteration 8Q (4999.067953 sec): 3 clusters Score: Raw -82782.506141 + Penalty 1569.105736 = -81213.400404 nChanged 12 SP:Iteration 9Q (4999.185077 sec): 3 clusters Score: Raw -82788.846807 + Penalty 1569.105736 = -81219.741070 nChanged 11 SP:Iteration 10Q (4999.298267 sec): 3 clusters Score: Raw -82797.664691 + Penalty 1569.105736 = -81228.558955 nChanged 10 SP:Iteration 11Q (4999.402766 sec): 3 clusters Score: Raw -82805.967091 + Penalty 1569.105736 = -81236.861355 nChanged 9 SP:Iteration 12Q (4999.528715 sec): 3 clusters Score: Raw -82813.835780 + Penalty 1569.105736 = -81244.730043 nChanged 8 SP:Iteration 13Q (4999.637219 sec): 3 clusters Score: Raw -82823.642500 + Penalty 1569.105736 = -81254.536764 nChanged 11 SP:Iteration 14Q (4999.746536 sec): 3 clusters Score: Raw -82833.983973 + Penalty 1569.105736 = -81264.878237 nChanged 12 SP:Iteration 15Q (4999.884384 sec): 3 clusters Score: Raw -82844.070567 + Penalty 1569.105736 = -81274.964831 nChanged 9 SP:Iteration 16Q (5000.015683 sec): 3 clusters Score: Raw -82849.646901 + Penalty 1569.105736 = -81280.541164 nChanged 6 SP:Iteration 17Q (5000.108086 sec): 3 clusters Score: Raw -82853.403184 + Penalty 1569.105736 = -81284.297447 nChanged 7 SP:Iteration 18Q (5000.240217 sec): 3 clusters Score: Raw -82858.462129 + Penalty 1569.105736 = -81289.356393 nChanged 3 SP:Iteration 19Q (5000.354927 sec): 3 clusters Score: Raw -82859.405289 + Penalty 1569.105736 = -81290.299552 nChanged 0 SP:Iteration 20F (5000.451528 sec): 3 clusters Score: Raw -82859.405289 + Penalty 1569.105736 = -81290.299552 nChanged 0 Trying to split cluster 14 (4731 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5000.552522 sec): 2 clusters Score: Raw -286992.997317 + Penalty 888.498647 = -286104.498670 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5000.669609 sec): 3 clusters Score: Raw -284395.453182 + Penalty 1776.997294 = -282618.455888 nChanged 2000 SP:Iteration 1F (5000.782012 sec): 3 clusters Score: Raw -285502.945123 + Penalty 1776.997294 = -283725.947829 nChanged 354 SP:Iteration 2F (5000.870178 sec): 3 clusters Score: Raw -285705.634294 + Penalty 1776.997294 = -283928.637000 nChanged 276 SP:Iteration 3F (5000.985709 sec): 3 clusters Score: Raw -285839.769185 + Penalty 1776.997294 = -284062.771891 nChanged 219 SP:Iteration 4Q (5001.121189 sec): 3 clusters Score: Raw -285949.308795 + Penalty 1776.997294 = -284172.311501 nChanged 215 SP:Iteration 5Q (5001.226883 sec): 3 clusters Score: Raw -286056.540467 + Penalty 1776.997294 = -284279.543173 nChanged 196 SP:Iteration 6Q (5001.368882 sec): 3 clusters Score: Raw -286150.909046 + Penalty 1776.997294 = -284373.911752 nChanged 206 SP:Iteration 7Q (5001.492962 sec): 3 clusters Score: Raw -286254.358641 + Penalty 1776.997294 = -284477.361347 nChanged 181 SP:Iteration 8Q (5001.628794 sec): 3 clusters Score: Raw -286340.818493 + Penalty 1776.997294 = -284563.821199 nChanged 162 SP:Iteration 9Q (5001.757091 sec): 3 clusters Score: Raw -286422.259483 + Penalty 1776.997294 = -284645.262189 nChanged 173 SP:Iteration 10Q (5001.864388 sec): 3 clusters Score: Raw -286524.521335 + Penalty 1776.997294 = -284747.524041 nChanged 175 SP:Iteration 11Q (5001.988117 sec): 3 clusters Score: Raw -286628.350485 + Penalty 1776.997294 = -284851.353191 nChanged 132 SP:Iteration 12Q (5002.117657 sec): 3 clusters Score: Raw -286698.519619 + Penalty 1776.997294 = -284921.522325 nChanged 114 SP:Iteration 13Q (5002.216447 sec): 3 clusters Score: Raw -286768.439031 + Penalty 1776.997294 = -284991.441737 nChanged 103 SP:Iteration 14Q (5002.345374 sec): 3 clusters Score: Raw -286823.502256 + Penalty 1776.997294 = -285046.504962 nChanged 84 SP:Iteration 15Q (5002.481029 sec): 3 clusters Score: Raw -286872.504861 + Penalty 1776.997294 = -285095.507568 nChanged 64 SP:Iteration 16Q (5002.585582 sec): 3 clusters Score: Raw -286909.436475 + Penalty 1776.997294 = -285132.439181 nChanged 53 SP:Iteration 17Q (5002.718550 sec): 3 clusters Score: Raw -286942.573456 + Penalty 1776.997294 = -285165.576162 nChanged 38 SP:Iteration 18Q (5002.810304 sec): 3 clusters Score: Raw -286970.969844 + Penalty 1776.997294 = -285193.972550 nChanged 38 SP:Iteration 19Q (5002.928402 sec): 3 clusters Score: Raw -286998.984595 + Penalty 1776.997294 = -285221.987301 nChanged 28 SP:Iteration 20F (5003.074559 sec): 3 clusters Score: Raw -287015.109786 + Penalty 1776.997294 = -285238.112492 nChanged 22 SP:Iteration 21Q (5003.187776 sec): 3 clusters Score: Raw -287025.547090 + Penalty 1776.997294 = -285248.549796 nChanged 23 SP:Iteration 22Q (5003.307879 sec): 3 clusters Score: Raw -287039.779612 + Penalty 1776.997294 = -285262.782318 nChanged 25 SP:Iteration 23Q (5003.453319 sec): 3 clusters Score: Raw -287054.578248 + Penalty 1776.997294 = -285277.580954 nChanged 22 SP:Iteration 24Q (5003.559965 sec): 3 clusters Score: Raw -287068.657093 + Penalty 1776.997294 = -285291.659799 nChanged 18 SP:Iteration 25Q (5003.674923 sec): 3 clusters Score: Raw -287078.753102 + Penalty 1776.997294 = -285301.755808 nChanged 12 SP:Iteration 26Q (5003.782379 sec): 3 clusters Score: Raw -287086.067041 + Penalty 1776.997294 = -285309.069747 nChanged 8 SP:Iteration 27Q (5003.927940 sec): 3 clusters Score: Raw -287091.197089 + Penalty 1776.997294 = -285314.199796 nChanged 3 SP:Iteration 28Q (5004.049231 sec): 3 clusters Score: Raw -287093.127462 + Penalty 1776.997294 = -285316.130168 nChanged 2 SP:Iteration 29Q (5004.170513 sec): 3 clusters Score: Raw -287095.248637 + Penalty 1776.997294 = -285318.251343 nChanged 3 SP:Iteration 30Q (5004.303447 sec): 3 clusters Score: Raw -287096.474052 + Penalty 1776.997294 = -285319.476758 nChanged 2 SP:Iteration 31Q (5004.439794 sec): 3 clusters Score: Raw -287097.320383 + Penalty 1776.997294 = -285320.323089 nChanged 1 SP:Iteration 32Q (5004.572425 sec): 3 clusters Score: Raw -287097.417191 + Penalty 1776.997294 = -285320.419897 nChanged 1 SP:Iteration 33Q (5004.675868 sec): 3 clusters Score: Raw -287098.027868 + Penalty 1776.997294 = -285321.030574 nChanged 2 SP:Iteration 34Q (5004.786896 sec): 3 clusters Score: Raw -287098.713542 + Penalty 1776.997294 = -285321.716248 nChanged 3 SP:Iteration 35Q (5004.935038 sec): 3 clusters Score: Raw -287100.129899 + Penalty 1776.997294 = -285323.132605 nChanged 1 SP:Iteration 36Q (5005.041900 sec): 3 clusters Score: Raw -287100.528870 + Penalty 1776.997294 = -285323.531576 nChanged 2 SP:Iteration 37Q (5005.139729 sec): 3 clusters Score: Raw -287101.972364 + Penalty 1776.997294 = -285324.975070 nChanged 2 SP:Iteration 38Q (5005.248946 sec): 3 clusters Score: Raw -287102.705276 + Penalty 1776.997294 = -285325.707982 nChanged 0 SP:Iteration 39F (5005.390401 sec): 3 clusters Score: Raw -287102.705276 + Penalty 1776.997294 = -285325.707982 nChanged 0 Trying to split cluster 15 (920 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5005.434163 sec): 2 clusters Score: Raw -40743.763866 + Penalty 716.559235 = -40027.204631 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5005.548999 sec): 3 clusters Score: Raw -40408.284477 + Penalty 1433.118471 = -38975.166006 nChanged 305 SP:Iteration 1F (5005.698834 sec): 3 clusters Score: Raw -40690.280868 + Penalty 1433.118471 = -39257.162398 nChanged 93 SP:Iteration 2F (5005.801461 sec): 3 clusters Score: Raw -40787.714641 + Penalty 1433.118471 = -39354.596170 nChanged 51 SP:Iteration 3F (5005.921067 sec): 3 clusters Score: Raw -40831.838823 + Penalty 1433.118471 = -39398.720352 nChanged 30 SP:Iteration 4Q (5006.031899 sec): 3 clusters Score: Raw -40862.632221 + Penalty 1433.118471 = -39429.513750 nChanged 21 SP:Iteration 5Q (5006.142760 sec): 3 clusters Score: Raw -40887.344143 + Penalty 1433.118471 = -39454.225672 nChanged 16 SP:Iteration 6Q (5006.245888 sec): 3 clusters Score: Raw -40902.575538 + Penalty 1433.118471 = -39469.457067 nChanged 22 SP:Iteration 7Q (5006.360197 sec): 3 clusters Score: Raw -40922.291103 + Penalty 1433.118471 = -39489.172633 nChanged 22 SP:Iteration 8Q (5006.465325 sec): 3 clusters Score: Raw -40940.101190 + Penalty 1433.118471 = -39506.982719 nChanged 20 SP:Iteration 9Q (5006.574810 sec): 3 clusters Score: Raw -40956.726680 + Penalty 1433.118471 = -39523.608209 nChanged 16 SP:Iteration 10Q (5006.687025 sec): 3 clusters Score: Raw -40975.465047 + Penalty 1433.118471 = -39542.346577 nChanged 16 SP:Iteration 11Q (5006.810458 sec): 3 clusters Score: Raw -40992.006726 + Penalty 1433.118471 = -39558.888256 nChanged 14 SP:Iteration 12Q (5006.911083 sec): 3 clusters Score: Raw -41012.465035 + Penalty 1433.118471 = -39579.346564 nChanged 21 SP:Iteration 13Q (5007.038673 sec): 3 clusters Score: Raw -41042.877356 + Penalty 1433.118471 = -39609.758885 nChanged 23 SP:Iteration 14Q (5007.144021 sec): 3 clusters Score: Raw -41067.134833 + Penalty 1433.118471 = -39634.016362 nChanged 18 SP:Iteration 15Q (5007.267266 sec): 3 clusters Score: Raw -41090.842538 + Penalty 1433.118471 = -39657.724067 nChanged 16 SP:Iteration 16Q (5007.382105 sec): 3 clusters Score: Raw -41106.719978 + Penalty 1433.118471 = -39673.601507 nChanged 9 SP:Iteration 17Q (5007.475006 sec): 3 clusters Score: Raw -41112.754999 + Penalty 1433.118471 = -39679.636528 nChanged 7 SP:Iteration 18Q (5007.581378 sec): 3 clusters Score: Raw -41115.903784 + Penalty 1433.118471 = -39682.785313 nChanged 2 SP:Iteration 19Q (5007.701533 sec): 3 clusters Score: Raw -41116.481782 + Penalty 1433.118471 = -39683.363311 nChanged 1 SP:Iteration 20F (5007.781228 sec): 3 clusters Score: Raw -41121.279301 + Penalty 1433.118471 = -39688.160830 nChanged 2 SP:Iteration 21Q (5007.893006 sec): 3 clusters Score: Raw -41127.119457 + Penalty 1433.118471 = -39694.000986 nChanged 3 SP:Iteration 22Q (5008.028099 sec): 3 clusters Score: Raw -41131.460157 + Penalty 1433.118471 = -39698.341686 nChanged 3 SP:Iteration 23Q (5008.154532 sec): 3 clusters Score: Raw -41132.730056 + Penalty 1433.118471 = -39699.611585 nChanged 1 SP:Iteration 24Q (5008.272036 sec): 3 clusters Score: Raw -41133.333232 + Penalty 1433.118471 = -39700.214761 nChanged 1 SP:Iteration 25Q (5008.381483 sec): 3 clusters Score: Raw -41134.208097 + Penalty 1433.118471 = -39701.089626 nChanged 2 SP:Iteration 26Q (5008.495169 sec): 3 clusters Score: Raw -41136.149174 + Penalty 1433.118471 = -39703.030703 nChanged 1 SP:Iteration 27Q (5008.635762 sec): 3 clusters Score: Raw -41137.754000 + Penalty 1433.118471 = -39704.635529 nChanged 1 SP:Iteration 28Q (5008.741140 sec): 3 clusters Score: Raw -41138.331005 + Penalty 1433.118471 = -39705.212534 nChanged 0 SP:Iteration 29F (5008.844563 sec): 3 clusters Score: Raw -41138.331005 + Penalty 1433.118471 = -39705.212534 nChanged 0 Trying to split cluster 16 (1726 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5008.894821 sec): 2 clusters Score: Raw -87896.988025 + Penalty 782.623997 = -87114.364029 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5008.998669 sec): 3 clusters Score: Raw -87112.570225 + Penalty 1565.247993 = -85547.322232 nChanged 645 SP:Iteration 1F (5009.113497 sec): 3 clusters Score: Raw -87519.370089 + Penalty 1565.247993 = -85954.122096 nChanged 151 SP:Iteration 2F (5009.226470 sec): 3 clusters Score: Raw -87632.208180 + Penalty 1565.247993 = -86066.960187 nChanged 108 SP:Iteration 3F (5009.365811 sec): 3 clusters Score: Raw -87719.156832 + Penalty 1565.247993 = -86153.908838 nChanged 81 SP:Iteration 4Q (5009.461593 sec): 3 clusters Score: Raw -87797.099119 + Penalty 1565.247993 = -86231.851126 nChanged 71 SP:Iteration 5Q (5009.577787 sec): 3 clusters Score: Raw -87867.026195 + Penalty 1565.247993 = -86301.778202 nChanged 65 SP:Iteration 6Q (5009.702678 sec): 3 clusters Score: Raw -87932.214288 + Penalty 1565.247993 = -86366.966295 nChanged 74 SP:Iteration 7Q (5009.800432 sec): 3 clusters Score: Raw -88006.382656 + Penalty 1565.247993 = -86441.134663 nChanged 65 SP:Iteration 8Q (5009.889744 sec): 3 clusters Score: Raw -88068.437177 + Penalty 1565.247993 = -86503.189184 nChanged 58 SP:Iteration 9Q (5010.019639 sec): 3 clusters Score: Raw -88139.568880 + Penalty 1565.247993 = -86574.320887 nChanged 58 SP:Iteration 10Q (5010.107550 sec): 3 clusters Score: Raw -88200.464763 + Penalty 1565.247993 = -86635.216770 nChanged 43 SP:Iteration 11Q (5010.222210 sec): 3 clusters Score: Raw -88229.763156 + Penalty 1565.247993 = -86664.515163 nChanged 30 SP:Iteration 12Q (5010.337749 sec): 3 clusters Score: Raw -88249.064841 + Penalty 1565.247993 = -86683.816848 nChanged 18 SP:Iteration 13Q (5010.455112 sec): 3 clusters Score: Raw -88263.914118 + Penalty 1565.247993 = -86698.666125 nChanged 14 SP:Iteration 14Q (5010.560238 sec): 3 clusters Score: Raw -88274.614281 + Penalty 1565.247993 = -86709.366288 nChanged 14 SP:Iteration 15Q (5010.684589 sec): 3 clusters Score: Raw -88284.466878 + Penalty 1565.247993 = -86719.218885 nChanged 7 SP:Iteration 16Q (5010.812952 sec): 3 clusters Score: Raw -88287.598541 + Penalty 1565.247993 = -86722.350548 nChanged 4 SP:Iteration 17Q (5010.919511 sec): 3 clusters Score: Raw -88288.508965 + Penalty 1565.247993 = -86723.260972 nChanged 0 SP:Iteration 18F (5011.031040 sec): 3 clusters Score: Raw -88288.508965 + Penalty 1565.247993 = -86723.260972 nChanged 0 Trying to split cluster 17 (4002 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5011.101258 sec): 2 clusters Score: Raw -236964.784201 + Penalty 870.927699 = -236093.856502 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5011.223906 sec): 3 clusters Score: Raw -234897.063150 + Penalty 1741.855398 = -233155.207752 nChanged 1679 SP:Iteration 1F (5011.334422 sec): 3 clusters Score: Raw -235994.579259 + Penalty 1741.855398 = -234252.723860 nChanged 345 SP:Iteration 2F (5011.453219 sec): 3 clusters Score: Raw -236250.798255 + Penalty 1741.855398 = -234508.942857 nChanged 265 SP:Iteration 3F (5011.586723 sec): 3 clusters Score: Raw -236444.350792 + Penalty 1741.855398 = -234702.495393 nChanged 211 SP:Iteration 4F (5011.683185 sec): 3 clusters Score: Raw -236577.475497 + Penalty 1741.855398 = -234835.620098 nChanged 155 SP:Iteration 5Q (5011.808434 sec): 3 clusters Score: Raw -236665.332662 + Penalty 1741.855398 = -234923.477264 nChanged 116 SP:Iteration 6Q (5011.956499 sec): 3 clusters Score: Raw -236712.709595 + Penalty 1741.855398 = -234970.854197 nChanged 85 SP:Iteration 7Q (5012.063331 sec): 3 clusters Score: Raw -236749.917751 + Penalty 1741.855398 = -235008.062353 nChanged 74 SP:Iteration 8Q (5012.197364 sec): 3 clusters Score: Raw -236781.933419 + Penalty 1741.855398 = -235040.078021 nChanged 70 SP:Iteration 9Q (5012.288839 sec): 3 clusters Score: Raw -236809.045958 + Penalty 1741.855398 = -235067.190560 nChanged 49 SP:Iteration 10Q (5012.433082 sec): 3 clusters Score: Raw -236825.562422 + Penalty 1741.855398 = -235083.707024 nChanged 47 SP:Iteration 11Q (5012.530803 sec): 3 clusters Score: Raw -236842.168596 + Penalty 1741.855398 = -235100.313198 nChanged 42 SP:Iteration 12Q (5012.622838 sec): 3 clusters Score: Raw -236861.430497 + Penalty 1741.855398 = -235119.575099 nChanged 44 SP:Iteration 13Q (5012.718171 sec): 3 clusters Score: Raw -236878.198297 + Penalty 1741.855398 = -235136.342899 nChanged 35 SP:Iteration 14Q (5012.801066 sec): 3 clusters Score: Raw -236886.347900 + Penalty 1741.855398 = -235144.492502 nChanged 28 SP:Iteration 15Q (5012.934735 sec): 3 clusters Score: Raw -236893.420501 + Penalty 1741.855398 = -235151.565102 nChanged 25 SP:Iteration 16Q (5013.045409 sec): 3 clusters Score: Raw -236900.143028 + Penalty 1741.855398 = -235158.287629 nChanged 24 SP:Iteration 17Q (5013.128284 sec): 3 clusters Score: Raw -236907.766466 + Penalty 1741.855398 = -235165.911068 nChanged 23 SP:Iteration 18Q (5013.253789 sec): 3 clusters Score: Raw -236913.908833 + Penalty 1741.855398 = -235172.053435 nChanged 24 SP:Iteration 19Q (5013.356885 sec): 3 clusters Score: Raw -236922.516285 + Penalty 1741.855398 = -235180.660887 nChanged 20 SP:Iteration 20F (5013.468048 sec): 3 clusters Score: Raw -236928.404259 + Penalty 1741.855398 = -235186.548861 nChanged 18 SP:Iteration 21Q (5013.604931 sec): 3 clusters Score: Raw -236934.017716 + Penalty 1741.855398 = -235192.162318 nChanged 18 SP:Iteration 22Q (5013.712171 sec): 3 clusters Score: Raw -236942.984135 + Penalty 1741.855398 = -235201.128737 nChanged 19 SP:Iteration 23Q (5013.832262 sec): 3 clusters Score: Raw -236948.378563 + Penalty 1741.855398 = -235206.523165 nChanged 18 SP:Iteration 24Q (5013.944226 sec): 3 clusters Score: Raw -236951.429816 + Penalty 1741.855398 = -235209.574418 nChanged 19 SP:Iteration 25Q (5014.063753 sec): 3 clusters Score: Raw -236955.332440 + Penalty 1741.855398 = -235213.477042 nChanged 16 SP:Iteration 26Q (5014.187926 sec): 3 clusters Score: Raw -236959.728557 + Penalty 1741.855398 = -235217.873158 nChanged 16 SP:Iteration 27Q (5014.313434 sec): 3 clusters Score: Raw -236963.886978 + Penalty 1741.855398 = -235222.031580 nChanged 17 SP:Iteration 28Q (5014.474130 sec): 3 clusters Score: Raw -236966.879034 + Penalty 1741.855398 = -235225.023636 nChanged 11 SP:Iteration 29Q (5014.585377 sec): 3 clusters Score: Raw -236968.642909 + Penalty 1741.855398 = -235226.787511 nChanged 9 SP:Iteration 30Q (5014.691230 sec): 3 clusters Score: Raw -236971.117581 + Penalty 1741.855398 = -235229.262183 nChanged 8 SP:Iteration 31Q (5014.813534 sec): 3 clusters Score: Raw -236972.723906 + Penalty 1741.855398 = -235230.868508 nChanged 11 SP:Iteration 32Q (5014.919048 sec): 3 clusters Score: Raw -236974.775826 + Penalty 1741.855398 = -235232.920428 nChanged 3 SP:Iteration 33Q (5015.037491 sec): 3 clusters Score: Raw -236975.403363 + Penalty 1741.855398 = -235233.547964 nChanged 2 SP:Iteration 34Q (5015.152617 sec): 3 clusters Score: Raw -236975.766663 + Penalty 1741.855398 = -235233.911265 nChanged 2 SP:Iteration 35Q (5015.294494 sec): 3 clusters Score: Raw -236976.313238 + Penalty 1741.855398 = -235234.457840 nChanged 1 SP:Iteration 36Q (5015.399878 sec): 3 clusters Score: Raw -236976.395978 + Penalty 1741.855398 = -235234.540579 nChanged 1 SP:Iteration 37Q (5015.491463 sec): 3 clusters Score: Raw -236976.655411 + Penalty 1741.855398 = -235234.800013 nChanged 1 SP:Iteration 38Q (5015.624163 sec): 3 clusters Score: Raw -236976.835813 + Penalty 1741.855398 = -235234.980414 nChanged 2 SP:Iteration 39Q (5015.749974 sec): 3 clusters Score: Raw -236977.127936 + Penalty 1741.855398 = -235235.272538 nChanged 2 SP:Iteration 40F (5015.845867 sec): 3 clusters Score: Raw -236977.708524 + Penalty 1741.855398 = -235235.853126 nChanged 7 SP:Iteration 41Q (5015.966974 sec): 3 clusters Score: Raw -236979.392020 + Penalty 1741.855398 = -235237.536622 nChanged 11 SP:Iteration 42Q (5016.103169 sec): 3 clusters Score: Raw -236981.736566 + Penalty 1741.855398 = -235239.881167 nChanged 10 SP:Iteration 43Q (5016.198537 sec): 3 clusters Score: Raw -236983.811084 + Penalty 1741.855398 = -235241.955686 nChanged 12 SP:Iteration 44Q (5016.324170 sec): 3 clusters Score: Raw -236986.330958 + Penalty 1741.855398 = -235244.475560 nChanged 15 SP:Iteration 45Q (5016.453133 sec): 3 clusters Score: Raw -236992.670048 + Penalty 1741.855398 = -235250.814650 nChanged 14 SP:Iteration 46Q (5016.563139 sec): 3 clusters Score: Raw -236997.137005 + Penalty 1741.855398 = -235255.281607 nChanged 15 SP:Iteration 47Q (5016.646822 sec): 3 clusters Score: Raw -237002.460031 + Penalty 1741.855398 = -235260.604633 nChanged 13 SP:Iteration 48Q (5016.762356 sec): 3 clusters Score: Raw -237006.063076 + Penalty 1741.855398 = -235264.207677 nChanged 20 SP:Iteration 49Q (5016.880444 sec): 3 clusters Score: Raw -237011.040839 + Penalty 1741.855398 = -235269.185440 nChanged 18 SP:Iteration 50Q (5017.008799 sec): 3 clusters Score: Raw -237014.909113 + Penalty 1741.855398 = -235273.053715 nChanged 16 SP:Iteration 51Q (5017.130306 sec): 3 clusters Score: Raw -237019.527960 + Penalty 1741.855398 = -235277.672562 nChanged 19 SP:Iteration 52Q (5017.226174 sec): 3 clusters Score: Raw -237023.962132 + Penalty 1741.855398 = -235282.106734 nChanged 14 SP:Iteration 53Q (5017.355127 sec): 3 clusters Score: Raw -237026.336669 + Penalty 1741.855398 = -235284.481271 nChanged 9 SP:Iteration 54Q (5017.458279 sec): 3 clusters Score: Raw -237028.157888 + Penalty 1741.855398 = -235286.302490 nChanged 5 SP:Iteration 55Q (5017.586287 sec): 3 clusters Score: Raw -237028.703579 + Penalty 1741.855398 = -235286.848181 nChanged 5 SP:Iteration 56Q (5017.686006 sec): 3 clusters Score: Raw -237029.269101 + Penalty 1741.855398 = -235287.413702 nChanged 4 SP:Iteration 57Q (5017.824302 sec): 3 clusters Score: Raw -237030.477262 + Penalty 1741.855398 = -235288.621864 nChanged 3 SP:Iteration 58Q (5017.944578 sec): 3 clusters Score: Raw -237030.835729 + Penalty 1741.855398 = -235288.980330 nChanged 1 SP:Iteration 59Q (5018.028789 sec): 3 clusters Score: Raw -237030.904786 + Penalty 1741.855398 = -235289.049388 nChanged 2 SP:Iteration 60F (5018.138969 sec): 3 clusters Score: Raw -237031.078568 + Penalty 1741.855398 = -235289.223170 nChanged 1 SP:Iteration 61Q (5018.279395 sec): 3 clusters Score: Raw -237031.148466 + Penalty 1741.855398 = -235289.293068 nChanged 2 SP:Iteration 62Q (5018.386478 sec): 3 clusters Score: Raw -237031.448831 + Penalty 1741.855398 = -235289.593433 nChanged 2 SP:Iteration 63Q (5018.485998 sec): 3 clusters Score: Raw -237031.811660 + Penalty 1741.855398 = -235289.956262 nChanged 1 SP:Iteration 64Q (5018.589897 sec): 3 clusters Score: Raw -237032.133662 + Penalty 1741.855398 = -235290.278264 nChanged 3 SP:Iteration 65Q (5018.703725 sec): 3 clusters Score: Raw -237032.421144 + Penalty 1741.855398 = -235290.565746 nChanged 2 SP:Iteration 66Q (5018.817654 sec): 3 clusters Score: Raw -237032.693105 + Penalty 1741.855398 = -235290.837707 nChanged 3 SP:Iteration 67Q (5018.929802 sec): 3 clusters Score: Raw -237033.091346 + Penalty 1741.855398 = -235291.235948 nChanged 4 SP:Iteration 68Q (5019.065032 sec): 3 clusters Score: Raw -237034.162207 + Penalty 1741.855398 = -235292.306809 nChanged 3 SP:Iteration 69Q (5019.160553 sec): 3 clusters Score: Raw -237034.661686 + Penalty 1741.855398 = -235292.806288 nChanged 2 SP:Iteration 70Q (5019.267354 sec): 3 clusters Score: Raw -237034.883397 + Penalty 1741.855398 = -235293.027999 nChanged 1 SP:Iteration 71Q (5019.389936 sec): 3 clusters Score: Raw -237034.943020 + Penalty 1741.855398 = -235293.087622 nChanged 1 SP:Iteration 72Q (5019.498945 sec): 3 clusters Score: Raw -237035.103000 + Penalty 1741.855398 = -235293.247602 nChanged 1 SP:Iteration 73Q (5019.590111 sec): 3 clusters Score: Raw -237035.311334 + Penalty 1741.855398 = -235293.455936 nChanged 1 SP:Iteration 74Q (5019.690544 sec): 3 clusters Score: Raw -237035.359337 + Penalty 1741.855398 = -235293.503939 nChanged 0 SP:Iteration 75F (5019.799710 sec): 3 clusters Score: Raw -237035.359337 + Penalty 1741.855398 = -235293.503939 nChanged 0 Trying to split cluster 18 (433 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5019.869248 sec): 2 clusters Score: Raw -21952.361444 + Penalty 637.427461 = -21314.933982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5019.964836 sec): 3 clusters Score: Raw -21875.473557 + Penalty 1274.854923 = -20600.618635 nChanged 110 SP:Iteration 1F (5020.037005 sec): 3 clusters Score: Raw -22028.956187 + Penalty 1274.854923 = -20754.101264 nChanged 24 SP:Iteration 2F (5020.144913 sec): 3 clusters Score: Raw -22074.467968 + Penalty 1274.854923 = -20799.613045 nChanged 17 SP:Iteration 3Q (5020.221060 sec): 3 clusters Score: Raw -22098.721083 + Penalty 1274.854923 = -20823.866160 nChanged 10 SP:Iteration 4Q (5020.301416 sec): 3 clusters Score: Raw -22109.520520 + Penalty 1274.854923 = -20834.665597 nChanged 6 SP:Iteration 5Q (5020.381780 sec): 3 clusters Score: Raw -22117.667522 + Penalty 1274.854923 = -20842.812600 nChanged 1 SP:Iteration 6Q (5020.470699 sec): 3 clusters Score: Raw -22118.738416 + Penalty 1274.854923 = -20843.883493 nChanged 1 SP:Iteration 7Q (5020.578355 sec): 3 clusters Score: Raw -22119.361935 + Penalty 1274.854923 = -20844.507012 nChanged 0 SP:Iteration 8F (5020.699387 sec): 3 clusters Score: Raw -22119.361935 + Penalty 1274.854923 = -20844.507012 nChanged 0 Trying to split cluster 19 (1495 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5020.781417 sec): 2 clusters Score: Raw -87968.815987 + Penalty 767.537556 = -87201.278431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5020.895815 sec): 3 clusters Score: Raw -87326.197125 + Penalty 1535.075112 = -85791.122013 nChanged 536 SP:Iteration 1F (5020.998588 sec): 3 clusters Score: Raw -87656.920076 + Penalty 1535.075112 = -86121.844964 nChanged 109 SP:Iteration 2F (5021.127416 sec): 3 clusters Score: Raw -87747.231755 + Penalty 1535.075112 = -86212.156643 nChanged 84 SP:Iteration 3F (5021.213690 sec): 3 clusters Score: Raw -87807.897522 + Penalty 1535.075112 = -86272.822410 nChanged 55 SP:Iteration 4Q (5021.343654 sec): 3 clusters Score: Raw -87844.350462 + Penalty 1535.075112 = -86309.275349 nChanged 39 SP:Iteration 5Q (5021.461531 sec): 3 clusters Score: Raw -87876.180914 + Penalty 1535.075112 = -86341.105802 nChanged 28 SP:Iteration 6Q (5021.547620 sec): 3 clusters Score: Raw -87894.769351 + Penalty 1535.075112 = -86359.694239 nChanged 28 SP:Iteration 7Q (5021.688242 sec): 3 clusters Score: Raw -87911.084926 + Penalty 1535.075112 = -86376.009814 nChanged 30 SP:Iteration 8Q (5021.816549 sec): 3 clusters Score: Raw -87937.870575 + Penalty 1535.075112 = -86402.795463 nChanged 36 SP:Iteration 9Q (5021.919771 sec): 3 clusters Score: Raw -87963.512674 + Penalty 1535.075112 = -86428.437562 nChanged 41 SP:Iteration 10Q (5022.044303 sec): 3 clusters Score: Raw -87997.007567 + Penalty 1535.075112 = -86461.932455 nChanged 27 SP:Iteration 11Q (5022.140584 sec): 3 clusters Score: Raw -88012.328772 + Penalty 1535.075112 = -86477.253660 nChanged 20 SP:Iteration 12Q (5022.265619 sec): 3 clusters Score: Raw -88027.292126 + Penalty 1535.075112 = -86492.217014 nChanged 19 SP:Iteration 13Q (5022.353191 sec): 3 clusters Score: Raw -88038.909099 + Penalty 1535.075112 = -86503.833987 nChanged 17 SP:Iteration 14Q (5022.480006 sec): 3 clusters Score: Raw -88045.362218 + Penalty 1535.075112 = -86510.287106 nChanged 9 SP:Iteration 15Q (5022.598269 sec): 3 clusters Score: Raw -88050.069058 + Penalty 1535.075112 = -86514.993946 nChanged 7 SP:Iteration 16Q (5022.696524 sec): 3 clusters Score: Raw -88054.211671 + Penalty 1535.075112 = -86519.136559 nChanged 10 SP:Iteration 17Q (5022.814755 sec): 3 clusters Score: Raw -88059.837561 + Penalty 1535.075112 = -86524.762449 nChanged 10 SP:Iteration 18Q (5022.930269 sec): 3 clusters Score: Raw -88064.594198 + Penalty 1535.075112 = -86529.519086 nChanged 14 SP:Iteration 19Q (5023.044527 sec): 3 clusters Score: Raw -88074.695972 + Penalty 1535.075112 = -86539.620860 nChanged 17 SP:Iteration 20F (5023.164806 sec): 3 clusters Score: Raw -88091.302287 + Penalty 1535.075112 = -86556.227175 nChanged 20 SP:Iteration 21Q (5023.248321 sec): 3 clusters Score: Raw -88101.164507 + Penalty 1535.075112 = -86566.089395 nChanged 18 SP:Iteration 22Q (5023.354296 sec): 3 clusters Score: Raw -88111.696295 + Penalty 1535.075112 = -86576.621183 nChanged 14 SP:Iteration 23Q (5023.455472 sec): 3 clusters Score: Raw -88116.991829 + Penalty 1535.075112 = -86581.916717 nChanged 8 SP:Iteration 24Q (5023.578308 sec): 3 clusters Score: Raw -88119.628379 + Penalty 1535.075112 = -86584.553267 nChanged 6 SP:Iteration 25Q (5023.685373 sec): 3 clusters Score: Raw -88121.570862 + Penalty 1535.075112 = -86586.495750 nChanged 5 SP:Iteration 26Q (5023.805875 sec): 3 clusters Score: Raw -88123.484213 + Penalty 1535.075112 = -86588.409101 nChanged 5 SP:Iteration 27Q (5023.918097 sec): 3 clusters Score: Raw -88126.100010 + Penalty 1535.075112 = -86591.024898 nChanged 4 SP:Iteration 28Q (5024.036294 sec): 3 clusters Score: Raw -88127.608998 + Penalty 1535.075112 = -86592.533886 nChanged 1 SP:Iteration 29Q (5024.154730 sec): 3 clusters Score: Raw -88127.787294 + Penalty 1535.075112 = -86592.712182 nChanged 2 SP:Iteration 30Q (5024.265639 sec): 3 clusters Score: Raw -88128.458329 + Penalty 1535.075112 = -86593.383217 nChanged 2 SP:Iteration 31Q (5024.390128 sec): 3 clusters Score: Raw -88130.146746 + Penalty 1535.075112 = -86595.071634 nChanged 7 SP:Iteration 32Q (5024.516956 sec): 3 clusters Score: Raw -88133.488441 + Penalty 1535.075112 = -86598.413329 nChanged 4 SP:Iteration 33Q (5024.636963 sec): 3 clusters Score: Raw -88134.970263 + Penalty 1535.075112 = -86599.895151 nChanged 3 SP:Iteration 34Q (5024.719392 sec): 3 clusters Score: Raw -88137.318388 + Penalty 1535.075112 = -86602.243276 nChanged 6 SP:Iteration 35Q (5024.840559 sec): 3 clusters Score: Raw -88139.934587 + Penalty 1535.075112 = -86604.859475 nChanged 3 SP:Iteration 36Q (5024.972112 sec): 3 clusters Score: Raw -88141.226518 + Penalty 1535.075112 = -86606.151406 nChanged 2 SP:Iteration 37Q (5025.089842 sec): 3 clusters Score: Raw -88142.328780 + Penalty 1535.075112 = -86607.253668 nChanged 3 SP:Iteration 38Q (5025.176188 sec): 3 clusters Score: Raw -88143.585482 + Penalty 1535.075112 = -86608.510370 nChanged 2 SP:Iteration 39Q (5025.285204 sec): 3 clusters Score: Raw -88145.603563 + Penalty 1535.075112 = -86610.528451 nChanged 4 SP:Iteration 40F (5025.408696 sec): 3 clusters Score: Raw -88146.739170 + Penalty 1535.075112 = -86611.664058 nChanged 3 SP:Iteration 41Q (5025.519771 sec): 3 clusters Score: Raw -88148.191009 + Penalty 1535.075112 = -86613.115897 nChanged 4 SP:Iteration 42Q (5025.637533 sec): 3 clusters Score: Raw -88150.129764 + Penalty 1535.075112 = -86615.054652 nChanged 1 SP:Iteration 43Q (5025.735516 sec): 3 clusters Score: Raw -88150.248355 + Penalty 1535.075112 = -86615.173243 nChanged 1 SP:Iteration 44Q (5025.842825 sec): 3 clusters Score: Raw -88150.472953 + Penalty 1535.075112 = -86615.397841 nChanged 2 SP:Iteration 45Q (5025.935868 sec): 3 clusters Score: Raw -88151.775334 + Penalty 1535.075112 = -86616.700222 nChanged 3 SP:Iteration 46Q (5026.012694 sec): 3 clusters Score: Raw -88153.226663 + Penalty 1535.075112 = -86618.151551 nChanged 5 SP:Iteration 47Q (5026.100851 sec): 3 clusters Score: Raw -88154.408789 + Penalty 1535.075112 = -86619.333677 nChanged 2 SP:Iteration 48Q (5026.211734 sec): 3 clusters Score: Raw -88154.702473 + Penalty 1535.075112 = -86619.627361 nChanged 1 SP:Iteration 49Q (5026.291738 sec): 3 clusters Score: Raw -88155.200331 + Penalty 1535.075112 = -86620.125219 nChanged 0 SP:Iteration 50F (5026.403821 sec): 3 clusters Score: Raw -88155.200331 + Penalty 1535.075112 = -86620.125219 nChanged 0 Trying to split cluster 20 (9250 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5026.521482 sec): 2 clusters Score: Raw -560992.213043 + Penalty 958.899777 = -560033.313266 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5026.635324 sec): 3 clusters Score: Raw -555526.438869 + Penalty 1917.799554 = -553608.639315 nChanged 4119 SP:Iteration 1F (5026.762691 sec): 3 clusters Score: Raw -557798.595585 + Penalty 1917.799554 = -555880.796031 nChanged 489 SP:Iteration 2F (5026.906010 sec): 3 clusters Score: Raw -558034.974343 + Penalty 1917.799554 = -556117.174789 nChanged 494 SP:Iteration 3F (5027.029820 sec): 3 clusters Score: Raw -558285.149997 + Penalty 1917.799554 = -556367.350443 nChanged 504 SP:Iteration 4F (5027.150465 sec): 3 clusters Score: Raw -558598.312633 + Penalty 1917.799554 = -556680.513079 nChanged 508 SP:Iteration 5F (5027.278141 sec): 3 clusters Score: Raw -558925.739662 + Penalty 1917.799554 = -557007.940107 nChanged 508 SP:Iteration 6F (5027.403597 sec): 3 clusters Score: Raw -559261.169609 + Penalty 1917.799554 = -557343.370054 nChanged 480 SP:Iteration 7F (5027.547909 sec): 3 clusters Score: Raw -559558.593808 + Penalty 1917.799554 = -557640.794253 nChanged 366 SP:Iteration 8Q (5027.648840 sec): 3 clusters Score: Raw -559778.860401 + Penalty 1917.799554 = -557861.060846 nChanged 332 SP:Iteration 9Q (5027.789540 sec): 3 clusters Score: Raw -559974.407570 + Penalty 1917.799554 = -558056.608015 nChanged 327 SP:Iteration 10Q (5027.896636 sec): 3 clusters Score: Raw -560168.774561 + Penalty 1917.799554 = -558250.975007 nChanged 307 SP:Iteration 11Q (5028.040795 sec): 3 clusters Score: Raw -560357.412226 + Penalty 1917.799554 = -558439.612672 nChanged 268 SP:Iteration 12Q (5028.144442 sec): 3 clusters Score: Raw -560525.770220 + Penalty 1917.799554 = -558607.970666 nChanged 209 SP:Iteration 13Q (5028.269634 sec): 3 clusters Score: Raw -560656.501136 + Penalty 1917.799554 = -558738.701582 nChanged 186 SP:Iteration 14Q (5028.425650 sec): 3 clusters Score: Raw -560772.844976 + Penalty 1917.799554 = -558855.045422 nChanged 154 SP:Iteration 15Q (5028.547702 sec): 3 clusters Score: Raw -560875.260815 + Penalty 1917.799554 = -558957.461261 nChanged 138 SP:Iteration 16Q (5028.679805 sec): 3 clusters Score: Raw -560956.959063 + Penalty 1917.799554 = -559039.159509 nChanged 107 SP:Iteration 17Q (5028.778992 sec): 3 clusters Score: Raw -561013.747111 + Penalty 1917.799554 = -559095.947557 nChanged 80 SP:Iteration 18Q (5028.903499 sec): 3 clusters Score: Raw -561051.054881 + Penalty 1917.799554 = -559133.255326 nChanged 66 SP:Iteration 19Q (5029.022975 sec): 3 clusters Score: Raw -561081.193499 + Penalty 1917.799554 = -559163.393945 nChanged 52 SP:Iteration 20F (5029.166294 sec): 3 clusters Score: Raw -561103.612283 + Penalty 1917.799554 = -559185.812728 nChanged 46 SP:Iteration 21Q (5029.262001 sec): 3 clusters Score: Raw -561122.238803 + Penalty 1917.799554 = -559204.439249 nChanged 30 SP:Iteration 22Q (5029.398602 sec): 3 clusters Score: Raw -561135.185692 + Penalty 1917.799554 = -559217.386138 nChanged 29 SP:Iteration 23Q (5029.517743 sec): 3 clusters Score: Raw -561148.239798 + Penalty 1917.799554 = -559230.440244 nChanged 24 SP:Iteration 24Q (5029.663601 sec): 3 clusters Score: Raw -561160.800003 + Penalty 1917.799554 = -559243.000449 nChanged 31 SP:Iteration 25Q (5029.798140 sec): 3 clusters Score: Raw -561175.757804 + Penalty 1917.799554 = -559257.958250 nChanged 26 SP:Iteration 26Q (5029.922534 sec): 3 clusters Score: Raw -561188.167181 + Penalty 1917.799554 = -559270.367627 nChanged 22 SP:Iteration 27Q (5030.029070 sec): 3 clusters Score: Raw -561197.212194 + Penalty 1917.799554 = -559279.412640 nChanged 24 SP:Iteration 28Q (5030.162364 sec): 3 clusters Score: Raw -561209.753885 + Penalty 1917.799554 = -559291.954331 nChanged 23 SP:Iteration 29Q (5030.275504 sec): 3 clusters Score: Raw -561220.613278 + Penalty 1917.799554 = -559302.813724 nChanged 21 SP:Iteration 30Q (5030.402694 sec): 3 clusters Score: Raw -561231.177120 + Penalty 1917.799554 = -559313.377565 nChanged 18 SP:Iteration 31Q (5030.537288 sec): 3 clusters Score: Raw -561240.824967 + Penalty 1917.799554 = -559323.025413 nChanged 20 SP:Iteration 32Q (5030.664984 sec): 3 clusters Score: Raw -561254.388237 + Penalty 1917.799554 = -559336.588683 nChanged 20 SP:Iteration 33Q (5030.787470 sec): 3 clusters Score: Raw -561270.585791 + Penalty 1917.799554 = -559352.786237 nChanged 21 SP:Iteration 34Q (5030.929333 sec): 3 clusters Score: Raw -561288.087708 + Penalty 1917.799554 = -559370.288153 nChanged 22 SP:Iteration 35Q (5031.064391 sec): 3 clusters Score: Raw -561305.956762 + Penalty 1917.799554 = -559388.157208 nChanged 24 SP:Iteration 36Q (5031.177508 sec): 3 clusters Score: Raw -561323.543690 + Penalty 1917.799554 = -559405.744136 nChanged 18 SP:Iteration 37Q (5031.300799 sec): 3 clusters Score: Raw -561334.881403 + Penalty 1917.799554 = -559417.081848 nChanged 14 SP:Iteration 38Q (5031.432670 sec): 3 clusters Score: Raw -561343.097960 + Penalty 1917.799554 = -559425.298405 nChanged 11 SP:Iteration 39Q (5031.561679 sec): 3 clusters Score: Raw -561350.279232 + Penalty 1917.799554 = -559432.479678 nChanged 10 SP:Iteration 40F (5031.697322 sec): 3 clusters Score: Raw -561359.405429 + Penalty 1917.799554 = -559441.605875 nChanged 13 SP:Iteration 41Q (5031.807381 sec): 3 clusters Score: Raw -561366.174712 + Penalty 1917.799554 = -559448.375158 nChanged 14 SP:Iteration 42Q (5031.939502 sec): 3 clusters Score: Raw -561374.288126 + Penalty 1917.799554 = -559456.488572 nChanged 9 SP:Iteration 43Q (5032.045417 sec): 3 clusters Score: Raw -561380.171602 + Penalty 1917.799554 = -559462.372048 nChanged 10 SP:Iteration 44Q (5032.154687 sec): 3 clusters Score: Raw -561386.048998 + Penalty 1917.799554 = -559468.249444 nChanged 8 SP:Iteration 45Q (5032.277838 sec): 3 clusters Score: Raw -561390.610060 + Penalty 1917.799554 = -559472.810505 nChanged 7 SP:Iteration 46Q (5032.399749 sec): 3 clusters Score: Raw -561393.440811 + Penalty 1917.799554 = -559475.641257 nChanged 4 SP:Iteration 47Q (5032.522476 sec): 3 clusters Score: Raw -561395.917405 + Penalty 1917.799554 = -559478.117851 nChanged 5 SP:Iteration 48Q (5032.655940 sec): 3 clusters Score: Raw -561399.199182 + Penalty 1917.799554 = -559481.399628 nChanged 5 SP:Iteration 49Q (5032.784106 sec): 3 clusters Score: Raw -561400.391317 + Penalty 1917.799554 = -559482.591763 nChanged 2 SP:Iteration 50Q (5032.916667 sec): 3 clusters Score: Raw -561401.063089 + Penalty 1917.799554 = -559483.263535 nChanged 1 SP:Iteration 51Q (5033.058256 sec): 3 clusters Score: Raw -561401.313727 + Penalty 1917.799554 = -559483.514172 nChanged 1 SP:Iteration 52Q (5033.205642 sec): 3 clusters Score: Raw -561401.573134 + Penalty 1917.799554 = -559483.773579 nChanged 1 SP:Iteration 53Q (5033.341244 sec): 3 clusters Score: Raw -561401.772428 + Penalty 1917.799554 = -559483.972874 nChanged 2 SP:Iteration 54Q (5033.455395 sec): 3 clusters Score: Raw -561402.282066 + Penalty 1917.799554 = -559484.482512 nChanged 2 SP:Iteration 55Q (5033.563271 sec): 3 clusters Score: Raw -561402.864010 + Penalty 1917.799554 = -559485.064456 nChanged 1 SP:Iteration 56Q (5033.692180 sec): 3 clusters Score: Raw -561403.073178 + Penalty 1917.799554 = -559485.273623 nChanged 0 SP:Iteration 57F (5033.830009 sec): 3 clusters Score: Raw -561403.073178 + Penalty 1917.799554 = -559485.273623 nChanged 0 Trying to split cluster 21 (2947 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5033.902288 sec): 2 clusters Score: Raw -179474.077944 + Penalty 838.797013 = -178635.280931 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5034.024289 sec): 3 clusters Score: Raw -177943.785500 + Penalty 1677.594026 = -176266.191474 nChanged 1161 SP:Iteration 1F (5034.135302 sec): 3 clusters Score: Raw -178612.592978 + Penalty 1677.594026 = -176934.998952 nChanged 214 SP:Iteration 2F (5034.268121 sec): 3 clusters Score: Raw -178733.901587 + Penalty 1677.594026 = -177056.307560 nChanged 150 SP:Iteration 3F (5034.391379 sec): 3 clusters Score: Raw -178819.240355 + Penalty 1677.594026 = -177141.646328 nChanged 135 SP:Iteration 4Q (5034.513926 sec): 3 clusters Score: Raw -178896.194682 + Penalty 1677.594026 = -177218.600656 nChanged 120 SP:Iteration 5Q (5034.642672 sec): 3 clusters Score: Raw -178962.563325 + Penalty 1677.594026 = -177284.969299 nChanged 123 SP:Iteration 6Q (5034.736055 sec): 3 clusters Score: Raw -179039.948762 + Penalty 1677.594026 = -177362.354735 nChanged 121 SP:Iteration 7Q (5034.844784 sec): 3 clusters Score: Raw -179115.866252 + Penalty 1677.594026 = -177438.272226 nChanged 116 SP:Iteration 8Q (5034.962748 sec): 3 clusters Score: Raw -179189.900969 + Penalty 1677.594026 = -177512.306943 nChanged 116 SP:Iteration 9Q (5035.064736 sec): 3 clusters Score: Raw -179263.624928 + Penalty 1677.594026 = -177586.030902 nChanged 96 SP:Iteration 10Q (5035.150545 sec): 3 clusters Score: Raw -179328.454643 + Penalty 1677.594026 = -177650.860616 nChanged 76 SP:Iteration 11Q (5035.255080 sec): 3 clusters Score: Raw -179379.340335 + Penalty 1677.594026 = -177701.746308 nChanged 51 SP:Iteration 12Q (5035.363169 sec): 3 clusters Score: Raw -179412.068537 + Penalty 1677.594026 = -177734.474510 nChanged 31 SP:Iteration 13Q (5035.489106 sec): 3 clusters Score: Raw -179433.763583 + Penalty 1677.594026 = -177756.169556 nChanged 31 SP:Iteration 14Q (5035.594946 sec): 3 clusters Score: Raw -179457.511060 + Penalty 1677.594026 = -177779.917034 nChanged 30 SP:Iteration 15Q (5035.699786 sec): 3 clusters Score: Raw -179480.261369 + Penalty 1677.594026 = -177802.667342 nChanged 21 SP:Iteration 16Q (5035.823698 sec): 3 clusters Score: Raw -179504.828676 + Penalty 1677.594026 = -177827.234650 nChanged 19 SP:Iteration 17Q (5035.943063 sec): 3 clusters Score: Raw -179522.112519 + Penalty 1677.594026 = -177844.518493 nChanged 18 SP:Iteration 18Q (5036.066951 sec): 3 clusters Score: Raw -179533.074006 + Penalty 1677.594026 = -177855.479980 nChanged 9 SP:Iteration 19Q (5036.193696 sec): 3 clusters Score: Raw -179540.428389 + Penalty 1677.594026 = -177862.834362 nChanged 9 SP:Iteration 20F (5036.310086 sec): 3 clusters Score: Raw -179545.743627 + Penalty 1677.594026 = -177868.149601 nChanged 7 SP:Iteration 21Q (5036.421132 sec): 3 clusters Score: Raw -179548.464750 + Penalty 1677.594026 = -177870.870724 nChanged 4 SP:Iteration 22Q (5036.544356 sec): 3 clusters Score: Raw -179550.262787 + Penalty 1677.594026 = -177872.668761 nChanged 8 SP:Iteration 23Q (5036.658442 sec): 3 clusters Score: Raw -179553.953845 + Penalty 1677.594026 = -177876.359819 nChanged 8 SP:Iteration 24Q (5036.766742 sec): 3 clusters Score: Raw -179557.644703 + Penalty 1677.594026 = -177880.050676 nChanged 6 SP:Iteration 25Q (5036.863875 sec): 3 clusters Score: Raw -179560.517137 + Penalty 1677.594026 = -177882.923111 nChanged 5 SP:Iteration 26Q (5037.008201 sec): 3 clusters Score: Raw -179563.691835 + Penalty 1677.594026 = -177886.097809 nChanged 2 SP:Iteration 27Q (5037.126559 sec): 3 clusters Score: Raw -179566.662985 + Penalty 1677.594026 = -177889.068958 nChanged 6 SP:Iteration 28Q (5037.232431 sec): 3 clusters Score: Raw -179571.916517 + Penalty 1677.594026 = -177894.322490 nChanged 6 SP:Iteration 29Q (5037.315160 sec): 3 clusters Score: Raw -179576.049874 + Penalty 1677.594026 = -177898.455847 nChanged 1 SP:Iteration 30Q (5037.442145 sec): 3 clusters Score: Raw -179578.230086 + Penalty 1677.594026 = -177900.636059 nChanged 2 SP:Iteration 31Q (5037.554146 sec): 3 clusters Score: Raw -179580.462961 + Penalty 1677.594026 = -177902.868935 nChanged 3 SP:Iteration 32Q (5037.677973 sec): 3 clusters Score: Raw -179585.243616 + Penalty 1677.594026 = -177907.649590 nChanged 6 SP:Iteration 33Q (5037.783559 sec): 3 clusters Score: Raw -179589.786188 + Penalty 1677.594026 = -177912.192161 nChanged 6 SP:Iteration 34Q (5037.905075 sec): 3 clusters Score: Raw -179595.243555 + Penalty 1677.594026 = -177917.649529 nChanged 4 SP:Iteration 35Q (5038.019847 sec): 3 clusters Score: Raw -179598.208006 + Penalty 1677.594026 = -177920.613979 nChanged 0 SP:Iteration 36F (5038.125085 sec): 3 clusters Score: Raw -179598.208006 + Penalty 1677.594026 = -177920.613979 nChanged 0 Trying to split cluster 22 (1054 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5038.195296 sec): 2 clusters Score: Raw -51743.653966 + Penalty 730.836512 = -51012.817454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5038.301618 sec): 3 clusters Score: Raw -51339.620843 + Penalty 1461.673023 = -49877.947820 nChanged 356 SP:Iteration 1F (5038.424350 sec): 3 clusters Score: Raw -51638.977396 + Penalty 1461.673023 = -50177.304373 nChanged 91 SP:Iteration 2F (5038.530119 sec): 3 clusters Score: Raw -51743.497816 + Penalty 1461.673023 = -50281.824793 nChanged 70 SP:Iteration 3F (5038.640794 sec): 3 clusters Score: Raw -51844.452207 + Penalty 1461.673023 = -50382.779184 nChanged 52 SP:Iteration 4Q (5038.747297 sec): 3 clusters Score: Raw -51911.396794 + Penalty 1461.673023 = -50449.723771 nChanged 44 SP:Iteration 5Q (5038.864130 sec): 3 clusters Score: Raw -51966.889445 + Penalty 1461.673023 = -50505.216422 nChanged 35 SP:Iteration 6Q (5038.952730 sec): 3 clusters Score: Raw -52005.677746 + Penalty 1461.673023 = -50544.004723 nChanged 22 SP:Iteration 7Q (5039.074068 sec): 3 clusters Score: Raw -52027.708231 + Penalty 1461.673023 = -50566.035208 nChanged 21 SP:Iteration 8Q (5039.191083 sec): 3 clusters Score: Raw -52056.187355 + Penalty 1461.673023 = -50594.514332 nChanged 18 SP:Iteration 9Q (5039.284441 sec): 3 clusters Score: Raw -52079.287790 + Penalty 1461.673023 = -50617.614767 nChanged 19 SP:Iteration 10Q (5039.401676 sec): 3 clusters Score: Raw -52091.166306 + Penalty 1461.673023 = -50629.493283 nChanged 12 SP:Iteration 11Q (5039.528541 sec): 3 clusters Score: Raw -52098.964659 + Penalty 1461.673023 = -50637.291636 nChanged 16 SP:Iteration 12Q (5039.656680 sec): 3 clusters Score: Raw -52116.240619 + Penalty 1461.673023 = -50654.567596 nChanged 23 SP:Iteration 13Q (5039.757306 sec): 3 clusters Score: Raw -52142.086409 + Penalty 1461.673023 = -50680.413386 nChanged 16 SP:Iteration 14Q (5039.871830 sec): 3 clusters Score: Raw -52167.839479 + Penalty 1461.673023 = -50706.166456 nChanged 29 SP:Iteration 15Q (5039.966060 sec): 3 clusters Score: Raw -52216.257977 + Penalty 1461.673023 = -50754.584954 nChanged 24 SP:Iteration 16Q (5040.097625 sec): 3 clusters Score: Raw -52243.670646 + Penalty 1461.673023 = -50781.997623 nChanged 17 SP:Iteration 17Q (5040.183235 sec): 3 clusters Score: Raw -52266.118145 + Penalty 1461.673023 = -50804.445122 nChanged 10 SP:Iteration 18Q (5040.323496 sec): 3 clusters Score: Raw -52271.991445 + Penalty 1461.673023 = -50810.318422 nChanged 5 SP:Iteration 19Q (5040.446929 sec): 3 clusters Score: Raw -52274.505204 + Penalty 1461.673023 = -50812.832181 nChanged 2 SP:Iteration 20F (5040.555438 sec): 3 clusters Score: Raw -52275.565392 + Penalty 1461.673023 = -50813.892369 nChanged 1 SP:Iteration 21Q (5040.674341 sec): 3 clusters Score: Raw -52275.995565 + Penalty 1461.673023 = -50814.322541 nChanged 0 SP:Iteration 22F (5040.764905 sec): 3 clusters Score: Raw -52275.995565 + Penalty 1461.673023 = -50814.322541 nChanged 0 Trying to split cluster 23 (11342 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5040.885719 sec): 2 clusters Score: Raw -685998.196205 + Penalty 980.308133 = -685017.888073 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5041.011330 sec): 3 clusters Score: Raw -679248.998293 + Penalty 1960.616265 = -677288.382028 nChanged 5056 SP:Iteration 1F (5041.143403 sec): 3 clusters Score: Raw -682415.902046 + Penalty 1960.616265 = -680455.285781 nChanged 895 SP:Iteration 2F (5041.275976 sec): 3 clusters Score: Raw -682956.268127 + Penalty 1960.616265 = -680995.651862 nChanged 826 SP:Iteration 3F (5041.425482 sec): 3 clusters Score: Raw -683539.042079 + Penalty 1960.616265 = -681578.425814 nChanged 743 SP:Iteration 4F (5041.531245 sec): 3 clusters Score: Raw -684126.922048 + Penalty 1960.616265 = -682166.305783 nChanged 675 SP:Iteration 5F (5041.672044 sec): 3 clusters Score: Raw -684663.641695 + Penalty 1960.616265 = -682703.025430 nChanged 545 SP:Iteration 6Q (5041.792825 sec): 3 clusters Score: Raw -685128.891752 + Penalty 1960.616265 = -683168.275487 nChanged 406 SP:Iteration 7Q (5041.921801 sec): 3 clusters Score: Raw -685475.731764 + Penalty 1960.616265 = -683515.115499 nChanged 279 SP:Iteration 8Q (5042.056042 sec): 3 clusters Score: Raw -685706.876772 + Penalty 1960.616265 = -683746.260507 nChanged 205 SP:Iteration 9Q (5042.202933 sec): 3 clusters Score: Raw -685884.669755 + Penalty 1960.616265 = -683924.053490 nChanged 137 SP:Iteration 10Q (5042.344562 sec): 3 clusters Score: Raw -685977.583474 + Penalty 1960.616265 = -684016.967209 nChanged 94 SP:Iteration 11Q (5042.454160 sec): 3 clusters Score: Raw -686035.350499 + Penalty 1960.616265 = -684074.734234 nChanged 55 SP:Iteration 12Q (5042.594373 sec): 3 clusters Score: Raw -686071.585021 + Penalty 1960.616265 = -684110.968756 nChanged 42 SP:Iteration 13Q (5042.718820 sec): 3 clusters Score: Raw -686101.458825 + Penalty 1960.616265 = -684140.842560 nChanged 35 SP:Iteration 14Q (5042.842859 sec): 3 clusters Score: Raw -686122.108564 + Penalty 1960.616265 = -684161.492299 nChanged 28 SP:Iteration 15Q (5042.975289 sec): 3 clusters Score: Raw -686136.743758 + Penalty 1960.616265 = -684176.127493 nChanged 17 SP:Iteration 16Q (5043.088850 sec): 3 clusters Score: Raw -686146.564093 + Penalty 1960.616265 = -684185.947828 nChanged 13 SP:Iteration 17Q (5043.236247 sec): 3 clusters Score: Raw -686153.658238 + Penalty 1960.616265 = -684193.041973 nChanged 9 SP:Iteration 18Q (5043.360598 sec): 3 clusters Score: Raw -686159.267706 + Penalty 1960.616265 = -684198.651441 nChanged 14 SP:Iteration 19Q (5043.497083 sec): 3 clusters Score: Raw -686169.546102 + Penalty 1960.616265 = -684208.929837 nChanged 14 SP:Iteration 20F (5043.593042 sec): 3 clusters Score: Raw -686176.151396 + Penalty 1960.616265 = -684215.535131 nChanged 7 SP:Iteration 21Q (5043.716421 sec): 3 clusters Score: Raw -686179.885967 + Penalty 1960.616265 = -684219.269702 nChanged 7 SP:Iteration 22Q (5043.828108 sec): 3 clusters Score: Raw -686182.952459 + Penalty 1960.616265 = -684222.336194 nChanged 4 SP:Iteration 23Q (5043.959377 sec): 3 clusters Score: Raw -686184.076745 + Penalty 1960.616265 = -684223.460480 nChanged 4 SP:Iteration 24Q (5044.071880 sec): 3 clusters Score: Raw -686186.056550 + Penalty 1960.616265 = -684225.440285 nChanged 4 SP:Iteration 25Q (5044.187086 sec): 3 clusters Score: Raw -686187.925894 + Penalty 1960.616265 = -684227.309629 nChanged 4 SP:Iteration 26Q (5044.328672 sec): 3 clusters Score: Raw -686190.319698 + Penalty 1960.616265 = -684229.703433 nChanged 3 SP:Iteration 27Q (5044.441824 sec): 3 clusters Score: Raw -686192.181310 + Penalty 1960.616265 = -684231.565045 nChanged 4 SP:Iteration 28Q (5044.571361 sec): 3 clusters Score: Raw -686195.171804 + Penalty 1960.616265 = -684234.555539 nChanged 3 SP:Iteration 29Q (5044.695841 sec): 3 clusters Score: Raw -686196.235854 + Penalty 1960.616265 = -684235.619589 nChanged 2 SP:Iteration 30Q (5044.822913 sec): 3 clusters Score: Raw -686196.628837 + Penalty 1960.616265 = -684236.012572 nChanged 1 SP:Iteration 31Q (5044.929763 sec): 3 clusters Score: Raw -686196.723835 + Penalty 1960.616265 = -684236.107570 nChanged 0 SP:Iteration 32F (5045.056763 sec): 3 clusters Score: Raw -686196.723835 + Penalty 1960.616265 = -684236.107570 nChanged 0 Trying to split cluster 24 (2639 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5045.157663 sec): 2 clusters Score: Raw -162023.319217 + Penalty 827.206310 = -161196.112907 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5045.268780 sec): 3 clusters Score: Raw -160733.476094 + Penalty 1654.412621 = -159079.063474 nChanged 1014 SP:Iteration 1F (5045.387767 sec): 3 clusters Score: Raw -161308.631326 + Penalty 1654.412621 = -159654.218706 nChanged 193 SP:Iteration 2F (5045.512673 sec): 3 clusters Score: Raw -161457.663168 + Penalty 1654.412621 = -159803.250547 nChanged 169 SP:Iteration 3F (5045.625937 sec): 3 clusters Score: Raw -161560.157346 + Penalty 1654.412621 = -159905.744725 nChanged 138 SP:Iteration 4F (5045.742028 sec): 3 clusters Score: Raw -161655.742074 + Penalty 1654.412621 = -160001.329453 nChanged 121 SP:Iteration 5Q (5045.856860 sec): 3 clusters Score: Raw -161737.166562 + Penalty 1654.412621 = -160082.753942 nChanged 112 SP:Iteration 6Q (5045.970200 sec): 3 clusters Score: Raw -161807.181526 + Penalty 1654.412621 = -160152.768905 nChanged 95 SP:Iteration 7Q (5046.097193 sec): 3 clusters Score: Raw -161867.251038 + Penalty 1654.412621 = -160212.838418 nChanged 92 SP:Iteration 8Q (5046.196677 sec): 3 clusters Score: Raw -161930.803374 + Penalty 1654.412621 = -160276.390753 nChanged 76 SP:Iteration 9Q (5046.322696 sec): 3 clusters Score: Raw -161972.369438 + Penalty 1654.412621 = -160317.956817 nChanged 61 SP:Iteration 10Q (5046.428529 sec): 3 clusters Score: Raw -162009.939862 + Penalty 1654.412621 = -160355.527241 nChanged 53 SP:Iteration 11Q (5046.553308 sec): 3 clusters Score: Raw -162043.474261 + Penalty 1654.412621 = -160389.061640 nChanged 50 SP:Iteration 12Q (5046.643522 sec): 3 clusters Score: Raw -162071.945133 + Penalty 1654.412621 = -160417.532512 nChanged 50 SP:Iteration 13Q (5046.778637 sec): 3 clusters Score: Raw -162099.309538 + Penalty 1654.412621 = -160444.896918 nChanged 46 SP:Iteration 14Q (5046.881819 sec): 3 clusters Score: Raw -162118.238951 + Penalty 1654.412621 = -160463.826331 nChanged 32 SP:Iteration 15Q (5047.008187 sec): 3 clusters Score: Raw -162129.843853 + Penalty 1654.412621 = -160475.431232 nChanged 22 SP:Iteration 16Q (5047.101419 sec): 3 clusters Score: Raw -162141.200278 + Penalty 1654.412621 = -160486.787658 nChanged 16 SP:Iteration 17Q (5047.209927 sec): 3 clusters Score: Raw -162147.473571 + Penalty 1654.412621 = -160493.060950 nChanged 13 SP:Iteration 18Q (5047.308689 sec): 3 clusters Score: Raw -162151.123500 + Penalty 1654.412621 = -160496.710879 nChanged 11 SP:Iteration 19Q (5047.411247 sec): 3 clusters Score: Raw -162156.096306 + Penalty 1654.412621 = -160501.683686 nChanged 6 SP:Iteration 20F (5047.530365 sec): 3 clusters Score: Raw -162157.674290 + Penalty 1654.412621 = -160503.261670 nChanged 6 SP:Iteration 21Q (5047.642003 sec): 3 clusters Score: Raw -162159.662184 + Penalty 1654.412621 = -160505.249563 nChanged 8 SP:Iteration 22Q (5047.744511 sec): 3 clusters Score: Raw -162162.717728 + Penalty 1654.412621 = -160508.305107 nChanged 7 SP:Iteration 23Q (5047.872453 sec): 3 clusters Score: Raw -162164.665202 + Penalty 1654.412621 = -160510.252581 nChanged 6 SP:Iteration 24Q (5047.959056 sec): 3 clusters Score: Raw -162166.604515 + Penalty 1654.412621 = -160512.191895 nChanged 7 SP:Iteration 25Q (5048.075177 sec): 3 clusters Score: Raw -162168.336456 + Penalty 1654.412621 = -160513.923835 nChanged 7 SP:Iteration 26Q (5048.176427 sec): 3 clusters Score: Raw -162170.619335 + Penalty 1654.412621 = -160516.206714 nChanged 9 SP:Iteration 27Q (5048.296835 sec): 3 clusters Score: Raw -162174.473317 + Penalty 1654.412621 = -160520.060696 nChanged 7 SP:Iteration 28Q (5048.404868 sec): 3 clusters Score: Raw -162178.305183 + Penalty 1654.412621 = -160523.892562 nChanged 7 SP:Iteration 29Q (5048.513259 sec): 3 clusters Score: Raw -162179.968681 + Penalty 1654.412621 = -160525.556060 nChanged 5 SP:Iteration 30Q (5048.628193 sec): 3 clusters Score: Raw -162181.075901 + Penalty 1654.412621 = -160526.663281 nChanged 3 SP:Iteration 31Q (5048.745441 sec): 3 clusters Score: Raw -162181.714053 + Penalty 1654.412621 = -160527.301433 nChanged 3 SP:Iteration 32Q (5048.876939 sec): 3 clusters Score: Raw -162182.701102 + Penalty 1654.412621 = -160528.288481 nChanged 4 SP:Iteration 33Q (5048.975773 sec): 3 clusters Score: Raw -162184.222646 + Penalty 1654.412621 = -160529.810025 nChanged 5 SP:Iteration 34Q (5049.121412 sec): 3 clusters Score: Raw -162186.875083 + Penalty 1654.412621 = -160532.462463 nChanged 9 SP:Iteration 35Q (5049.248086 sec): 3 clusters Score: Raw -162189.069769 + Penalty 1654.412621 = -160534.657149 nChanged 8 SP:Iteration 36Q (5049.353618 sec): 3 clusters Score: Raw -162191.144304 + Penalty 1654.412621 = -160536.731683 nChanged 3 SP:Iteration 37Q (5049.478242 sec): 3 clusters Score: Raw -162191.832945 + Penalty 1654.412621 = -160537.420324 nChanged 2 SP:Iteration 38Q (5049.595939 sec): 3 clusters Score: Raw -162192.106163 + Penalty 1654.412621 = -160537.693543 nChanged 3 SP:Iteration 39Q (5049.703787 sec): 3 clusters Score: Raw -162192.976606 + Penalty 1654.412621 = -160538.563985 nChanged 5 SP:Iteration 40F (5049.829171 sec): 3 clusters Score: Raw -162194.546711 + Penalty 1654.412621 = -160540.134090 nChanged 7 SP:Iteration 41Q (5049.943869 sec): 3 clusters Score: Raw -162197.230886 + Penalty 1654.412621 = -160542.818265 nChanged 6 SP:Iteration 42Q (5050.066540 sec): 3 clusters Score: Raw -162200.520777 + Penalty 1654.412621 = -160546.108156 nChanged 10 SP:Iteration 43Q (5050.164778 sec): 3 clusters Score: Raw -162204.264422 + Penalty 1654.412621 = -160549.851801 nChanged 13 SP:Iteration 44Q (5050.269932 sec): 3 clusters Score: Raw -162212.061124 + Penalty 1654.412621 = -160557.648503 nChanged 13 SP:Iteration 45Q (5050.388964 sec): 3 clusters Score: Raw -162216.847740 + Penalty 1654.412621 = -160562.435119 nChanged 9 SP:Iteration 46Q (5050.514986 sec): 3 clusters Score: Raw -162219.505269 + Penalty 1654.412621 = -160565.092648 nChanged 4 SP:Iteration 47Q (5050.626946 sec): 3 clusters Score: Raw -162220.287534 + Penalty 1654.412621 = -160565.874914 nChanged 2 SP:Iteration 48Q (5050.762609 sec): 3 clusters Score: Raw -162220.668378 + Penalty 1654.412621 = -160566.255757 nChanged 3 SP:Iteration 49Q (5050.889821 sec): 3 clusters Score: Raw -162221.696812 + Penalty 1654.412621 = -160567.284191 nChanged 4 SP:Iteration 50Q (5050.998445 sec): 3 clusters Score: Raw -162222.958322 + Penalty 1654.412621 = -160568.545701 nChanged 3 SP:Iteration 51Q (5051.095940 sec): 3 clusters Score: Raw -162223.283839 + Penalty 1654.412621 = -160568.871219 nChanged 2 SP:Iteration 52Q (5051.220319 sec): 3 clusters Score: Raw -162223.652176 + Penalty 1654.412621 = -160569.239556 nChanged 4 SP:Iteration 53Q (5051.323329 sec): 3 clusters Score: Raw -162225.198871 + Penalty 1654.412621 = -160570.786251 nChanged 2 SP:Iteration 54Q (5051.426583 sec): 3 clusters Score: Raw -162226.254469 + Penalty 1654.412621 = -160571.841848 nChanged 1 SP:Iteration 55Q (5051.516624 sec): 3 clusters Score: Raw -162226.583049 + Penalty 1654.412621 = -160572.170428 nChanged 1 SP:Iteration 56Q (5051.618401 sec): 3 clusters Score: Raw -162226.973682 + Penalty 1654.412621 = -160572.561061 nChanged 2 SP:Iteration 57Q (5051.739091 sec): 3 clusters Score: Raw -162227.847163 + Penalty 1654.412621 = -160573.434542 nChanged 2 SP:Iteration 58Q (5051.859071 sec): 3 clusters Score: Raw -162228.182825 + Penalty 1654.412621 = -160573.770204 nChanged 1 SP:Iteration 59Q (5051.973539 sec): 3 clusters Score: Raw -162228.959804 + Penalty 1654.412621 = -160574.547183 nChanged 2 SP:Iteration 60F (5052.073368 sec): 3 clusters Score: Raw -162229.466455 + Penalty 1654.412621 = -160575.053834 nChanged 2 SP:Iteration 61Q (5052.199947 sec): 3 clusters Score: Raw -162229.680618 + Penalty 1654.412621 = -160575.267997 nChanged 0 SP:Iteration 62F (5052.316655 sec): 3 clusters Score: Raw -162229.680618 + Penalty 1654.412621 = -160575.267997 nChanged 0 Iteration 219Q (5054.449323 sec): 25 clusters Score: Raw -4235147.967678 + Penalty 28385.253878 = -4206762.713800 nChanged 9 Iteration 220F (5057.123930 sec): 25 clusters Score: Raw -4235149.611440 + Penalty 28385.253878 = -4206764.357561 nChanged 10 Iteration 221Q (5059.172568 sec): 25 clusters Score: Raw -4235151.023466 + Penalty 28385.253878 = -4206765.769588 nChanged 9 Iteration 222Q (5061.104014 sec): 25 clusters Score: Raw -4235151.505793 + Penalty 28385.253878 = -4206766.251915 nChanged 2 Iteration 223Q (5063.083344 sec): 25 clusters Score: Raw -4235151.667909 + Penalty 28385.253878 = -4206766.414031 nChanged 3 Iteration 224Q (5065.031607 sec): 25 clusters Score: Raw -4235151.870641 + Penalty 28385.253878 = -4206766.616763 nChanged 3 Iteration 225Q (5067.046139 sec): 25 clusters Score: Raw -4235152.041209 + Penalty 28385.253878 = -4206766.787331 nChanged 0 Iteration 226F (5069.709308 sec): 25 clusters Score: Raw -4235152.041209 + Penalty 28385.253878 = -4206766.787331 nChanged 0 Compute initial score before splitting: Score: Raw -4235152.041209 + Penalty 28385.253878 = -4206766.787331 Trying to split cluster 1 (1769 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5069.827662 sec): 2 clusters Score: Raw -92040.257061 + Penalty 785.207818 = -91255.049243 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5069.929430 sec): 3 clusters Score: Raw -91186.392727 + Penalty 1570.415636 = -89615.977091 nChanged 647 SP:Iteration 1F (5070.024030 sec): 3 clusters Score: Raw -91583.852084 + Penalty 1570.415636 = -90013.436449 nChanged 154 SP:Iteration 2F (5070.163413 sec): 3 clusters Score: Raw -91736.241989 + Penalty 1570.415636 = -90165.826353 nChanged 131 SP:Iteration 3F (5070.251889 sec): 3 clusters Score: Raw -91855.682557 + Penalty 1570.415636 = -90285.266921 nChanged 117 SP:Iteration 4F (5070.389646 sec): 3 clusters Score: Raw -91953.884489 + Penalty 1570.415636 = -90383.468853 nChanged 98 SP:Iteration 5F (5070.474953 sec): 3 clusters Score: Raw -92032.645940 + Penalty 1570.415636 = -90462.230304 nChanged 70 SP:Iteration 6Q (5070.607702 sec): 3 clusters Score: Raw -92088.010517 + Penalty 1570.415636 = -90517.594881 nChanged 56 SP:Iteration 7Q (5070.726736 sec): 3 clusters Score: Raw -92121.770046 + Penalty 1570.415636 = -90551.354410 nChanged 43 SP:Iteration 8Q (5070.867565 sec): 3 clusters Score: Raw -92157.311965 + Penalty 1570.415636 = -90586.896329 nChanged 45 SP:Iteration 9Q (5070.959717 sec): 3 clusters Score: Raw -92191.939720 + Penalty 1570.415636 = -90621.524085 nChanged 51 SP:Iteration 10Q (5071.077482 sec): 3 clusters Score: Raw -92230.342626 + Penalty 1570.415636 = -90659.926990 nChanged 43 SP:Iteration 11Q (5071.188935 sec): 3 clusters Score: Raw -92258.931801 + Penalty 1570.415636 = -90688.516165 nChanged 35 SP:Iteration 12Q (5071.314225 sec): 3 clusters Score: Raw -92286.313792 + Penalty 1570.415636 = -90715.898157 nChanged 31 SP:Iteration 13Q (5071.412120 sec): 3 clusters Score: Raw -92307.228155 + Penalty 1570.415636 = -90736.812520 nChanged 14 SP:Iteration 14Q (5071.535363 sec): 3 clusters Score: Raw -92313.980223 + Penalty 1570.415636 = -90743.564587 nChanged 9 SP:Iteration 15Q (5071.661035 sec): 3 clusters Score: Raw -92319.327400 + Penalty 1570.415636 = -90748.911765 nChanged 7 SP:Iteration 16Q (5071.764298 sec): 3 clusters Score: Raw -92323.008741 + Penalty 1570.415636 = -90752.593105 nChanged 7 SP:Iteration 17Q (5071.876962 sec): 3 clusters Score: Raw -92328.342712 + Penalty 1570.415636 = -90757.927076 nChanged 10 SP:Iteration 18Q (5071.962740 sec): 3 clusters Score: Raw -92333.633256 + Penalty 1570.415636 = -90763.217620 nChanged 11 SP:Iteration 19Q (5072.072416 sec): 3 clusters Score: Raw -92339.835170 + Penalty 1570.415636 = -90769.419534 nChanged 4 SP:Iteration 20F (5072.194691 sec): 3 clusters Score: Raw -92341.945702 + Penalty 1570.415636 = -90771.530066 nChanged 10 SP:Iteration 21Q (5072.298886 sec): 3 clusters Score: Raw -92346.789167 + Penalty 1570.415636 = -90776.373531 nChanged 7 SP:Iteration 22Q (5072.388157 sec): 3 clusters Score: Raw -92348.966492 + Penalty 1570.415636 = -90778.550857 nChanged 6 SP:Iteration 23Q (5072.502188 sec): 3 clusters Score: Raw -92351.964448 + Penalty 1570.415636 = -90781.548812 nChanged 5 SP:Iteration 24Q (5072.601575 sec): 3 clusters Score: Raw -92353.636957 + Penalty 1570.415636 = -90783.221321 nChanged 2 SP:Iteration 25Q (5072.701770 sec): 3 clusters Score: Raw -92354.249718 + Penalty 1570.415636 = -90783.834082 nChanged 3 SP:Iteration 26Q (5072.784734 sec): 3 clusters Score: Raw -92354.976687 + Penalty 1570.415636 = -90784.561052 nChanged 2 SP:Iteration 27Q (5072.924237 sec): 3 clusters Score: Raw -92355.498791 + Penalty 1570.415636 = -90785.083155 nChanged 1 SP:Iteration 28Q (5073.011631 sec): 3 clusters Score: Raw -92355.640929 + Penalty 1570.415636 = -90785.225293 nChanged 1 SP:Iteration 29Q (5073.125386 sec): 3 clusters Score: Raw -92355.745301 + Penalty 1570.415636 = -90785.329666 nChanged 0 SP:Iteration 30F (5073.240922 sec): 3 clusters Score: Raw -92355.745301 + Penalty 1570.415636 = -90785.329666 nChanged 0 Trying to split cluster 2 (2310 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5073.306650 sec): 2 clusters Score: Raw -128755.287288 + Penalty 813.225294 = -127942.061994 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5073.415878 sec): 3 clusters Score: Raw -127623.779747 + Penalty 1626.450589 = -125997.329158 nChanged 898 SP:Iteration 1F (5073.517937 sec): 3 clusters Score: Raw -128113.193936 + Penalty 1626.450589 = -126486.743348 nChanged 187 SP:Iteration 2F (5073.632184 sec): 3 clusters Score: Raw -128248.308137 + Penalty 1626.450589 = -126621.857548 nChanged 132 SP:Iteration 3F (5073.740543 sec): 3 clusters Score: Raw -128347.076244 + Penalty 1626.450589 = -126720.625655 nChanged 107 SP:Iteration 4Q (5073.874956 sec): 3 clusters Score: Raw -128418.544143 + Penalty 1626.450589 = -126792.093554 nChanged 104 SP:Iteration 5Q (5074.000634 sec): 3 clusters Score: Raw -128497.516043 + Penalty 1626.450589 = -126871.065454 nChanged 96 SP:Iteration 6Q (5074.117532 sec): 3 clusters Score: Raw -128567.104063 + Penalty 1626.450589 = -126940.653475 nChanged 70 SP:Iteration 7Q (5074.217440 sec): 3 clusters Score: Raw -128616.292553 + Penalty 1626.450589 = -126989.841964 nChanged 63 SP:Iteration 8Q (5074.312997 sec): 3 clusters Score: Raw -128654.530049 + Penalty 1626.450589 = -127028.079460 nChanged 58 SP:Iteration 9Q (5074.413024 sec): 3 clusters Score: Raw -128694.812870 + Penalty 1626.450589 = -127068.362281 nChanged 50 SP:Iteration 10Q (5074.533218 sec): 3 clusters Score: Raw -128723.655004 + Penalty 1626.450589 = -127097.204416 nChanged 33 SP:Iteration 11Q (5074.645280 sec): 3 clusters Score: Raw -128740.770795 + Penalty 1626.450589 = -127114.320206 nChanged 34 SP:Iteration 12Q (5074.765056 sec): 3 clusters Score: Raw -128764.415356 + Penalty 1626.450589 = -127137.964767 nChanged 32 SP:Iteration 13Q (5074.889138 sec): 3 clusters Score: Raw -128779.446420 + Penalty 1626.450589 = -127152.995832 nChanged 33 SP:Iteration 14Q (5075.005720 sec): 3 clusters Score: Raw -128800.269909 + Penalty 1626.450589 = -127173.819320 nChanged 29 SP:Iteration 15Q (5075.101918 sec): 3 clusters Score: Raw -128819.039747 + Penalty 1626.450589 = -127192.589158 nChanged 34 SP:Iteration 16Q (5075.223257 sec): 3 clusters Score: Raw -128840.056909 + Penalty 1626.450589 = -127213.606320 nChanged 28 SP:Iteration 17Q (5075.328335 sec): 3 clusters Score: Raw -128854.903973 + Penalty 1626.450589 = -127228.453384 nChanged 27 SP:Iteration 18Q (5075.468900 sec): 3 clusters Score: Raw -128871.628067 + Penalty 1626.450589 = -127245.177478 nChanged 28 SP:Iteration 19Q (5075.578637 sec): 3 clusters Score: Raw -128890.167334 + Penalty 1626.450589 = -127263.716745 nChanged 30 SP:Iteration 20F (5075.715687 sec): 3 clusters Score: Raw -128909.829729 + Penalty 1626.450589 = -127283.379140 nChanged 15 SP:Iteration 21Q (5075.810254 sec): 3 clusters Score: Raw -128916.872583 + Penalty 1626.450589 = -127290.421994 nChanged 14 SP:Iteration 22Q (5075.907454 sec): 3 clusters Score: Raw -128926.663728 + Penalty 1626.450589 = -127300.213139 nChanged 12 SP:Iteration 23Q (5076.029121 sec): 3 clusters Score: Raw -128936.160213 + Penalty 1626.450589 = -127309.709624 nChanged 13 SP:Iteration 24Q (5076.116543 sec): 3 clusters Score: Raw -128944.217229 + Penalty 1626.450589 = -127317.766641 nChanged 7 SP:Iteration 25Q (5076.223209 sec): 3 clusters Score: Raw -128946.692094 + Penalty 1626.450589 = -127320.241505 nChanged 6 SP:Iteration 26Q (5076.333462 sec): 3 clusters Score: Raw -128948.849667 + Penalty 1626.450589 = -127322.399078 nChanged 5 SP:Iteration 27Q (5076.440873 sec): 3 clusters Score: Raw -128950.303613 + Penalty 1626.450589 = -127323.853024 nChanged 4 SP:Iteration 28Q (5076.556722 sec): 3 clusters Score: Raw -128951.297070 + Penalty 1626.450589 = -127324.846481 nChanged 5 SP:Iteration 29Q (5076.667811 sec): 3 clusters Score: Raw -128952.622450 + Penalty 1626.450589 = -127326.171861 nChanged 5 SP:Iteration 30Q (5076.818864 sec): 3 clusters Score: Raw -128954.928489 + Penalty 1626.450589 = -127328.477901 nChanged 4 SP:Iteration 31Q (5076.917299 sec): 3 clusters Score: Raw -128956.201257 + Penalty 1626.450589 = -127329.750669 nChanged 1 SP:Iteration 32Q (5077.059528 sec): 3 clusters Score: Raw -128956.792228 + Penalty 1626.450589 = -127330.341639 nChanged 0 SP:Iteration 33F (5077.174364 sec): 3 clusters Score: Raw -128956.792228 + Penalty 1626.450589 = -127330.341639 nChanged 0 Trying to split cluster 3 (2676 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5077.213111 sec): 2 clusters Score: Raw -155913.014058 + Penalty 828.668234 = -155084.345824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5077.325819 sec): 3 clusters Score: Raw -154526.320432 + Penalty 1657.336468 = -152868.983963 nChanged 1089 SP:Iteration 1F (5077.456578 sec): 3 clusters Score: Raw -155149.373452 + Penalty 1657.336468 = -153492.036984 nChanged 204 SP:Iteration 2F (5077.581754 sec): 3 clusters Score: Raw -155276.598840 + Penalty 1657.336468 = -153619.262372 nChanged 152 SP:Iteration 3F (5077.687322 sec): 3 clusters Score: Raw -155366.859120 + Penalty 1657.336468 = -153709.522651 nChanged 124 SP:Iteration 4Q (5077.782066 sec): 3 clusters Score: Raw -155428.957679 + Penalty 1657.336468 = -153771.621211 nChanged 88 SP:Iteration 5Q (5077.879150 sec): 3 clusters Score: Raw -155470.632694 + Penalty 1657.336468 = -153813.296225 nChanged 73 SP:Iteration 6Q (5078.002315 sec): 3 clusters Score: Raw -155502.956271 + Penalty 1657.336468 = -153845.619802 nChanged 68 SP:Iteration 7Q (5078.094243 sec): 3 clusters Score: Raw -155536.259183 + Penalty 1657.336468 = -153878.922715 nChanged 67 SP:Iteration 8Q (5078.240620 sec): 3 clusters Score: Raw -155575.155755 + Penalty 1657.336468 = -153917.819286 nChanged 79 SP:Iteration 9Q (5078.363766 sec): 3 clusters Score: Raw -155618.579215 + Penalty 1657.336468 = -153961.242746 nChanged 71 SP:Iteration 10Q (5078.462769 sec): 3 clusters Score: Raw -155651.078120 + Penalty 1657.336468 = -153993.741651 nChanged 62 SP:Iteration 11Q (5078.568184 sec): 3 clusters Score: Raw -155686.223371 + Penalty 1657.336468 = -154028.886903 nChanged 64 SP:Iteration 12Q (5078.688683 sec): 3 clusters Score: Raw -155727.177975 + Penalty 1657.336468 = -154069.841506 nChanged 64 SP:Iteration 13Q (5078.812006 sec): 3 clusters Score: Raw -155765.609150 + Penalty 1657.336468 = -154108.272681 nChanged 64 SP:Iteration 14Q (5078.920087 sec): 3 clusters Score: Raw -155799.921668 + Penalty 1657.336468 = -154142.585200 nChanged 52 SP:Iteration 15Q (5079.046607 sec): 3 clusters Score: Raw -155824.877202 + Penalty 1657.336468 = -154167.540734 nChanged 46 SP:Iteration 16Q (5079.154876 sec): 3 clusters Score: Raw -155848.648631 + Penalty 1657.336468 = -154191.312162 nChanged 54 SP:Iteration 17Q (5079.285360 sec): 3 clusters Score: Raw -155880.928102 + Penalty 1657.336468 = -154223.591633 nChanged 44 SP:Iteration 18Q (5079.383927 sec): 3 clusters Score: Raw -155914.189406 + Penalty 1657.336468 = -154256.852938 nChanged 59 SP:Iteration 19Q (5079.510086 sec): 3 clusters Score: Raw -155949.959854 + Penalty 1657.336468 = -154292.623386 nChanged 42 SP:Iteration 20F (5079.616254 sec): 3 clusters Score: Raw -155969.609811 + Penalty 1657.336468 = -154312.273342 nChanged 39 SP:Iteration 21Q (5079.716190 sec): 3 clusters Score: Raw -155985.823648 + Penalty 1657.336468 = -154328.487179 nChanged 41 SP:Iteration 22Q (5079.842557 sec): 3 clusters Score: Raw -156004.846435 + Penalty 1657.336468 = -154347.509967 nChanged 24 SP:Iteration 23Q (5079.938478 sec): 3 clusters Score: Raw -156013.557017 + Penalty 1657.336468 = -154356.220548 nChanged 17 SP:Iteration 24Q (5080.081308 sec): 3 clusters Score: Raw -156018.961087 + Penalty 1657.336468 = -154361.624619 nChanged 11 SP:Iteration 25Q (5080.204288 sec): 3 clusters Score: Raw -156024.351288 + Penalty 1657.336468 = -154367.014819 nChanged 11 SP:Iteration 26Q (5080.302050 sec): 3 clusters Score: Raw -156028.057483 + Penalty 1657.336468 = -154370.721015 nChanged 7 SP:Iteration 27Q (5080.429253 sec): 3 clusters Score: Raw -156030.382100 + Penalty 1657.336468 = -154373.045631 nChanged 3 SP:Iteration 28Q (5080.549900 sec): 3 clusters Score: Raw -156031.406699 + Penalty 1657.336468 = -154374.070231 nChanged 7 SP:Iteration 29Q (5080.645058 sec): 3 clusters Score: Raw -156033.478474 + Penalty 1657.336468 = -154376.142005 nChanged 9 SP:Iteration 30Q (5080.771062 sec): 3 clusters Score: Raw -156037.384586 + Penalty 1657.336468 = -154380.048118 nChanged 7 SP:Iteration 31Q (5080.899684 sec): 3 clusters Score: Raw -156039.073979 + Penalty 1657.336468 = -154381.737511 nChanged 4 SP:Iteration 32Q (5081.040668 sec): 3 clusters Score: Raw -156040.028073 + Penalty 1657.336468 = -154382.691605 nChanged 5 SP:Iteration 33Q (5081.155805 sec): 3 clusters Score: Raw -156041.110281 + Penalty 1657.336468 = -154383.773813 nChanged 5 SP:Iteration 34Q (5081.258955 sec): 3 clusters Score: Raw -156042.743470 + Penalty 1657.336468 = -154385.407002 nChanged 3 SP:Iteration 35Q (5081.389937 sec): 3 clusters Score: Raw -156043.117688 + Penalty 1657.336468 = -154385.781219 nChanged 3 SP:Iteration 36Q (5081.486394 sec): 3 clusters Score: Raw -156044.006751 + Penalty 1657.336468 = -154386.670283 nChanged 1 SP:Iteration 37Q (5081.610903 sec): 3 clusters Score: Raw -156044.130120 + Penalty 1657.336468 = -154386.793652 nChanged 0 SP:Iteration 38F (5081.728144 sec): 3 clusters Score: Raw -156044.130120 + Penalty 1657.336468 = -154386.793652 nChanged 0 Trying to split cluster 4 (6953 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5081.818777 sec): 2 clusters Score: Raw -392942.127873 + Penalty 928.927493 = -392013.200380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5081.925061 sec): 3 clusters Score: Raw -388941.435271 + Penalty 1857.854985 = -387083.580286 nChanged 3047 SP:Iteration 1F (5082.044719 sec): 3 clusters Score: Raw -390808.062863 + Penalty 1857.854985 = -388950.207878 nChanged 567 SP:Iteration 2F (5082.171645 sec): 3 clusters Score: Raw -391236.706092 + Penalty 1857.854985 = -389378.851107 nChanged 562 SP:Iteration 3F (5082.312414 sec): 3 clusters Score: Raw -391613.428639 + Penalty 1857.854985 = -389755.573654 nChanged 481 SP:Iteration 4F (5082.430797 sec): 3 clusters Score: Raw -391878.743021 + Penalty 1857.854985 = -390020.888036 nChanged 345 SP:Iteration 5Q (5082.532558 sec): 3 clusters Score: Raw -392042.017824 + Penalty 1857.854985 = -390184.162839 nChanged 251 SP:Iteration 6Q (5082.654947 sec): 3 clusters Score: Raw -392150.918153 + Penalty 1857.854985 = -390293.063168 nChanged 204 SP:Iteration 7Q (5082.798655 sec): 3 clusters Score: Raw -392229.358965 + Penalty 1857.854985 = -390371.503980 nChanged 171 SP:Iteration 8Q (5082.930035 sec): 3 clusters Score: Raw -392291.825062 + Penalty 1857.854985 = -390433.970077 nChanged 142 SP:Iteration 9Q (5083.038548 sec): 3 clusters Score: Raw -392338.580069 + Penalty 1857.854985 = -390480.725084 nChanged 128 SP:Iteration 10Q (5083.179438 sec): 3 clusters Score: Raw -392379.444110 + Penalty 1857.854985 = -390521.589125 nChanged 122 SP:Iteration 11Q (5083.295743 sec): 3 clusters Score: Raw -392421.753873 + Penalty 1857.854985 = -390563.898888 nChanged 112 SP:Iteration 12Q (5083.433923 sec): 3 clusters Score: Raw -392455.836910 + Penalty 1857.854985 = -390597.981925 nChanged 97 SP:Iteration 13Q (5083.530771 sec): 3 clusters Score: Raw -392484.485830 + Penalty 1857.854985 = -390626.630845 nChanged 84 SP:Iteration 14Q (5083.658941 sec): 3 clusters Score: Raw -392505.706413 + Penalty 1857.854985 = -390647.851428 nChanged 68 SP:Iteration 15Q (5083.752683 sec): 3 clusters Score: Raw -392523.928297 + Penalty 1857.854985 = -390666.073312 nChanged 57 SP:Iteration 16Q (5083.882313 sec): 3 clusters Score: Raw -392538.740381 + Penalty 1857.854985 = -390680.885395 nChanged 66 SP:Iteration 17Q (5084.038688 sec): 3 clusters Score: Raw -392559.968218 + Penalty 1857.854985 = -390702.113233 nChanged 80 SP:Iteration 18Q (5084.157703 sec): 3 clusters Score: Raw -392582.906511 + Penalty 1857.854985 = -390725.051526 nChanged 81 SP:Iteration 19Q (5084.277347 sec): 3 clusters Score: Raw -392608.757360 + Penalty 1857.854985 = -390750.902375 nChanged 75 SP:Iteration 20F (5084.387767 sec): 3 clusters Score: Raw -392632.569514 + Penalty 1857.854985 = -390774.714529 nChanged 68 SP:Iteration 21Q (5084.511064 sec): 3 clusters Score: Raw -392660.190039 + Penalty 1857.854985 = -390802.335054 nChanged 74 SP:Iteration 22Q (5084.618082 sec): 3 clusters Score: Raw -392688.826964 + Penalty 1857.854985 = -390830.971979 nChanged 81 SP:Iteration 23Q (5084.750693 sec): 3 clusters Score: Raw -392723.237054 + Penalty 1857.854985 = -390865.382069 nChanged 80 SP:Iteration 24Q (5084.875431 sec): 3 clusters Score: Raw -392759.337937 + Penalty 1857.854985 = -390901.482952 nChanged 76 SP:Iteration 25Q (5085.022433 sec): 3 clusters Score: Raw -392788.319652 + Penalty 1857.854985 = -390930.464667 nChanged 69 SP:Iteration 26Q (5085.149349 sec): 3 clusters Score: Raw -392813.396577 + Penalty 1857.854985 = -390955.541592 nChanged 67 SP:Iteration 27Q (5085.252652 sec): 3 clusters Score: Raw -392851.080515 + Penalty 1857.854985 = -390993.225530 nChanged 64 SP:Iteration 28Q (5085.414587 sec): 3 clusters Score: Raw -392885.934955 + Penalty 1857.854985 = -391028.079970 nChanged 63 SP:Iteration 29Q (5085.519131 sec): 3 clusters Score: Raw -392912.471965 + Penalty 1857.854985 = -391054.616980 nChanged 59 SP:Iteration 30Q (5085.685330 sec): 3 clusters Score: Raw -392944.405306 + Penalty 1857.854985 = -391086.550321 nChanged 55 SP:Iteration 31Q (5085.813368 sec): 3 clusters Score: Raw -392990.681327 + Penalty 1857.854985 = -391132.826342 nChanged 62 SP:Iteration 32Q (5085.937226 sec): 3 clusters Score: Raw -393037.918578 + Penalty 1857.854985 = -391180.063593 nChanged 60 SP:Iteration 33Q (5086.065791 sec): 3 clusters Score: Raw -393093.235416 + Penalty 1857.854985 = -391235.380431 nChanged 60 SP:Iteration 34Q (5086.184417 sec): 3 clusters Score: Raw -393132.755951 + Penalty 1857.854985 = -391274.900966 nChanged 52 SP:Iteration 35Q (5086.301068 sec): 3 clusters Score: Raw -393172.669807 + Penalty 1857.854985 = -391314.814822 nChanged 44 SP:Iteration 36Q (5086.402845 sec): 3 clusters Score: Raw -393189.384901 + Penalty 1857.854985 = -391331.529916 nChanged 27 SP:Iteration 37Q (5086.540251 sec): 3 clusters Score: Raw -393199.695109 + Penalty 1857.854985 = -391341.840124 nChanged 24 SP:Iteration 38Q (5086.674251 sec): 3 clusters Score: Raw -393218.801049 + Penalty 1857.854985 = -391360.946064 nChanged 19 SP:Iteration 39Q (5086.801272 sec): 3 clusters Score: Raw -393237.736231 + Penalty 1857.854985 = -391379.881246 nChanged 25 SP:Iteration 40F (5086.919315 sec): 3 clusters Score: Raw -393253.278222 + Penalty 1857.854985 = -391395.423237 nChanged 21 SP:Iteration 41Q (5087.008261 sec): 3 clusters Score: Raw -393266.426270 + Penalty 1857.854985 = -391408.571285 nChanged 22 SP:Iteration 42Q (5087.121886 sec): 3 clusters Score: Raw -393286.628827 + Penalty 1857.854985 = -391428.773842 nChanged 25 SP:Iteration 43Q (5087.258318 sec): 3 clusters Score: Raw -393302.182842 + Penalty 1857.854985 = -391444.327857 nChanged 24 SP:Iteration 44Q (5087.364908 sec): 3 clusters Score: Raw -393313.768796 + Penalty 1857.854985 = -391455.913811 nChanged 12 SP:Iteration 45Q (5087.480881 sec): 3 clusters Score: Raw -393318.743293 + Penalty 1857.854985 = -391460.888308 nChanged 9 SP:Iteration 46Q (5087.618843 sec): 3 clusters Score: Raw -393322.328540 + Penalty 1857.854985 = -391464.473555 nChanged 8 SP:Iteration 47Q (5087.765215 sec): 3 clusters Score: Raw -393325.499441 + Penalty 1857.854985 = -391467.644456 nChanged 7 SP:Iteration 48Q (5087.866461 sec): 3 clusters Score: Raw -393328.080176 + Penalty 1857.854985 = -391470.225191 nChanged 8 SP:Iteration 49Q (5087.970058 sec): 3 clusters Score: Raw -393329.738604 + Penalty 1857.854985 = -391471.883619 nChanged 3 SP:Iteration 50Q (5088.089131 sec): 3 clusters Score: Raw -393330.918943 + Penalty 1857.854985 = -391473.063958 nChanged 2 SP:Iteration 51Q (5088.166421 sec): 3 clusters Score: Raw -393331.320372 + Penalty 1857.854985 = -391473.465387 nChanged 2 SP:Iteration 52Q (5088.264995 sec): 3 clusters Score: Raw -393331.624591 + Penalty 1857.854985 = -391473.769606 nChanged 1 SP:Iteration 53Q (5088.397534 sec): 3 clusters Score: Raw -393331.780347 + Penalty 1857.854985 = -391473.925362 nChanged 0 SP:Iteration 54F (5088.522607 sec): 3 clusters Score: Raw -393331.780347 + Penalty 1857.854985 = -391473.925362 nChanged 0 Trying to split cluster 5 (4241 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5088.583394 sec): 2 clusters Score: Raw -257774.302934 + Penalty 877.018209 = -256897.284725 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5088.698385 sec): 3 clusters Score: Raw -255547.319812 + Penalty 1754.036418 = -253793.283394 nChanged 1772 SP:Iteration 1F (5088.792350 sec): 3 clusters Score: Raw -256551.810596 + Penalty 1754.036418 = -254797.774179 nChanged 322 SP:Iteration 2F (5088.898217 sec): 3 clusters Score: Raw -256747.800226 + Penalty 1754.036418 = -254993.763808 nChanged 238 SP:Iteration 3F (5089.010876 sec): 3 clusters Score: Raw -256892.269375 + Penalty 1754.036418 = -255138.232958 nChanged 205 SP:Iteration 4Q (5089.129943 sec): 3 clusters Score: Raw -257004.098675 + Penalty 1754.036418 = -255250.062257 nChanged 180 SP:Iteration 5Q (5089.254763 sec): 3 clusters Score: Raw -257094.925054 + Penalty 1754.036418 = -255340.888636 nChanged 149 SP:Iteration 6Q (5089.358823 sec): 3 clusters Score: Raw -257160.210731 + Penalty 1754.036418 = -255406.174313 nChanged 126 SP:Iteration 7Q (5089.523497 sec): 3 clusters Score: Raw -257226.349654 + Penalty 1754.036418 = -255472.313237 nChanged 137 SP:Iteration 8Q (5089.628638 sec): 3 clusters Score: Raw -257299.978286 + Penalty 1754.036418 = -255545.941869 nChanged 138 SP:Iteration 9Q (5089.732646 sec): 3 clusters Score: Raw -257383.728235 + Penalty 1754.036418 = -255629.691817 nChanged 143 SP:Iteration 10Q (5089.863166 sec): 3 clusters Score: Raw -257461.450068 + Penalty 1754.036418 = -255707.413651 nChanged 121 SP:Iteration 11Q (5089.952310 sec): 3 clusters Score: Raw -257537.000425 + Penalty 1754.036418 = -255782.964007 nChanged 121 SP:Iteration 12Q (5090.072536 sec): 3 clusters Score: Raw -257614.198355 + Penalty 1754.036418 = -255860.161937 nChanged 102 SP:Iteration 13Q (5090.156980 sec): 3 clusters Score: Raw -257685.715730 + Penalty 1754.036418 = -255931.679312 nChanged 95 SP:Iteration 14Q (5090.270305 sec): 3 clusters Score: Raw -257748.480602 + Penalty 1754.036418 = -255994.444184 nChanged 83 SP:Iteration 15Q (5090.390166 sec): 3 clusters Score: Raw -257796.266623 + Penalty 1754.036418 = -256042.230206 nChanged 51 SP:Iteration 16Q (5090.487401 sec): 3 clusters Score: Raw -257827.892952 + Penalty 1754.036418 = -256073.856534 nChanged 48 SP:Iteration 17Q (5090.603531 sec): 3 clusters Score: Raw -257856.008311 + Penalty 1754.036418 = -256101.971894 nChanged 27 SP:Iteration 18Q (5090.728216 sec): 3 clusters Score: Raw -257869.654007 + Penalty 1754.036418 = -256115.617589 nChanged 19 SP:Iteration 19Q (5090.839310 sec): 3 clusters Score: Raw -257877.653471 + Penalty 1754.036418 = -256123.617053 nChanged 18 SP:Iteration 20F (5090.978953 sec): 3 clusters Score: Raw -257884.534414 + Penalty 1754.036418 = -256130.497996 nChanged 12 SP:Iteration 21Q (5091.103675 sec): 3 clusters Score: Raw -257888.184775 + Penalty 1754.036418 = -256134.148358 nChanged 9 SP:Iteration 22Q (5091.214482 sec): 3 clusters Score: Raw -257891.749590 + Penalty 1754.036418 = -256137.713172 nChanged 8 SP:Iteration 23Q (5091.324288 sec): 3 clusters Score: Raw -257895.797955 + Penalty 1754.036418 = -256141.761537 nChanged 8 SP:Iteration 24Q (5091.425924 sec): 3 clusters Score: Raw -257899.903390 + Penalty 1754.036418 = -256145.866973 nChanged 14 SP:Iteration 25Q (5091.549167 sec): 3 clusters Score: Raw -257907.890598 + Penalty 1754.036418 = -256153.854181 nChanged 12 SP:Iteration 26Q (5091.643475 sec): 3 clusters Score: Raw -257914.684528 + Penalty 1754.036418 = -256160.648110 nChanged 8 SP:Iteration 27Q (5091.760871 sec): 3 clusters Score: Raw -257920.189187 + Penalty 1754.036418 = -256166.152769 nChanged 11 SP:Iteration 28Q (5091.887332 sec): 3 clusters Score: Raw -257928.185875 + Penalty 1754.036418 = -256174.149457 nChanged 10 SP:Iteration 29Q (5091.989995 sec): 3 clusters Score: Raw -257933.052169 + Penalty 1754.036418 = -256179.015752 nChanged 10 SP:Iteration 30Q (5092.134727 sec): 3 clusters Score: Raw -257936.959197 + Penalty 1754.036418 = -256182.922779 nChanged 10 SP:Iteration 31Q (5092.243342 sec): 3 clusters Score: Raw -257942.117456 + Penalty 1754.036418 = -256188.081038 nChanged 7 SP:Iteration 32Q (5092.369937 sec): 3 clusters Score: Raw -257946.003428 + Penalty 1754.036418 = -256191.967010 nChanged 7 SP:Iteration 33Q (5092.464255 sec): 3 clusters Score: Raw -257950.523503 + Penalty 1754.036418 = -256196.487086 nChanged 10 SP:Iteration 34Q (5092.610863 sec): 3 clusters Score: Raw -257955.492833 + Penalty 1754.036418 = -256201.456416 nChanged 6 SP:Iteration 35Q (5092.728271 sec): 3 clusters Score: Raw -257958.228400 + Penalty 1754.036418 = -256204.191983 nChanged 5 SP:Iteration 36Q (5092.845365 sec): 3 clusters Score: Raw -257960.805688 + Penalty 1754.036418 = -256206.769271 nChanged 4 SP:Iteration 37Q (5092.942800 sec): 3 clusters Score: Raw -257962.738034 + Penalty 1754.036418 = -256208.701617 nChanged 3 SP:Iteration 38Q (5093.076782 sec): 3 clusters Score: Raw -257963.536653 + Penalty 1754.036418 = -256209.500235 nChanged 1 SP:Iteration 39Q (5093.181776 sec): 3 clusters Score: Raw -257963.637357 + Penalty 1754.036418 = -256209.600939 nChanged 0 SP:Iteration 40F (5093.318130 sec): 3 clusters Score: Raw -257963.637357 + Penalty 1754.036418 = -256209.600939 nChanged 0 Trying to split cluster 6 (1314 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5093.387327 sec): 2 clusters Score: Raw -50849.513706 + Penalty 753.987276 = -50095.526431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5093.498624 sec): 3 clusters Score: Raw -50290.352549 + Penalty 1507.974552 = -48782.377997 nChanged 503 SP:Iteration 1F (5093.612270 sec): 3 clusters Score: Raw -50821.445447 + Penalty 1507.974552 = -49313.470895 nChanged 146 SP:Iteration 2F (5093.703659 sec): 3 clusters Score: Raw -50979.406668 + Penalty 1507.974552 = -49471.432116 nChanged 89 SP:Iteration 3F (5093.834269 sec): 3 clusters Score: Raw -51063.135446 + Penalty 1507.974552 = -49555.160895 nChanged 49 SP:Iteration 4Q (5093.934721 sec): 3 clusters Score: Raw -51099.069920 + Penalty 1507.974552 = -49591.095368 nChanged 39 SP:Iteration 5Q (5094.057327 sec): 3 clusters Score: Raw -51134.826082 + Penalty 1507.974552 = -49626.851530 nChanged 26 SP:Iteration 6Q (5094.161768 sec): 3 clusters Score: Raw -51151.964223 + Penalty 1507.974552 = -49643.989671 nChanged 21 SP:Iteration 7Q (5094.273160 sec): 3 clusters Score: Raw -51164.582125 + Penalty 1507.974552 = -49656.607574 nChanged 16 SP:Iteration 8Q (5094.404198 sec): 3 clusters Score: Raw -51182.788990 + Penalty 1507.974552 = -49674.814438 nChanged 20 SP:Iteration 9Q (5094.546783 sec): 3 clusters Score: Raw -51194.091579 + Penalty 1507.974552 = -49686.117027 nChanged 6 SP:Iteration 10Q (5094.659205 sec): 3 clusters Score: Raw -51196.433093 + Penalty 1507.974552 = -49688.458541 nChanged 4 SP:Iteration 11Q (5094.771734 sec): 3 clusters Score: Raw -51201.543022 + Penalty 1507.974552 = -49693.568470 nChanged 3 SP:Iteration 12Q (5094.867269 sec): 3 clusters Score: Raw -51202.191606 + Penalty 1507.974552 = -49694.217054 nChanged 3 SP:Iteration 13Q (5094.990921 sec): 3 clusters Score: Raw -51203.819983 + Penalty 1507.974552 = -49695.845432 nChanged 3 SP:Iteration 14Q (5095.088707 sec): 3 clusters Score: Raw -51204.664129 + Penalty 1507.974552 = -49696.689577 nChanged 0 SP:Iteration 15F (5095.193444 sec): 3 clusters Score: Raw -51204.664129 + Penalty 1507.974552 = -49696.689577 nChanged 0 Trying to split cluster 7 (3209 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5095.253789 sec): 2 clusters Score: Raw -162814.849011 + Penalty 847.740037 = -161967.108974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5095.383647 sec): 3 clusters Score: Raw -161157.761564 + Penalty 1695.480075 = -159462.281489 nChanged 1272 SP:Iteration 1F (5095.495362 sec): 3 clusters Score: Raw -161853.557671 + Penalty 1695.480075 = -160158.077596 nChanged 259 SP:Iteration 2F (5095.603025 sec): 3 clusters Score: Raw -162023.082171 + Penalty 1695.480075 = -160327.602096 nChanged 222 SP:Iteration 3F (5095.712098 sec): 3 clusters Score: Raw -162174.819490 + Penalty 1695.480075 = -160479.339415 nChanged 177 SP:Iteration 4F (5095.821262 sec): 3 clusters Score: Raw -162331.472334 + Penalty 1695.480075 = -160635.992259 nChanged 178 SP:Iteration 5F (5095.946348 sec): 3 clusters Score: Raw -162482.557353 + Penalty 1695.480075 = -160787.077278 nChanged 180 SP:Iteration 6F (5096.057360 sec): 3 clusters Score: Raw -162610.669734 + Penalty 1695.480075 = -160915.189660 nChanged 143 SP:Iteration 7Q (5096.172966 sec): 3 clusters Score: Raw -162716.215354 + Penalty 1695.480075 = -161020.735279 nChanged 125 SP:Iteration 8Q (5096.280202 sec): 3 clusters Score: Raw -162796.496874 + Penalty 1695.480075 = -161101.016800 nChanged 110 SP:Iteration 9Q (5096.413498 sec): 3 clusters Score: Raw -162865.857377 + Penalty 1695.480075 = -161170.377303 nChanged 99 SP:Iteration 10Q (5096.512077 sec): 3 clusters Score: Raw -162926.708017 + Penalty 1695.480075 = -161231.227942 nChanged 85 SP:Iteration 11Q (5096.614671 sec): 3 clusters Score: Raw -162972.822624 + Penalty 1695.480075 = -161277.342550 nChanged 61 SP:Iteration 12Q (5096.745571 sec): 3 clusters Score: Raw -163001.397822 + Penalty 1695.480075 = -161305.917748 nChanged 60 SP:Iteration 13Q (5096.876919 sec): 3 clusters Score: Raw -163030.777157 + Penalty 1695.480075 = -161335.297083 nChanged 51 SP:Iteration 14Q (5096.966523 sec): 3 clusters Score: Raw -163054.868943 + Penalty 1695.480075 = -161359.388868 nChanged 44 SP:Iteration 15Q (5097.077305 sec): 3 clusters Score: Raw -163076.531828 + Penalty 1695.480075 = -161381.051753 nChanged 33 SP:Iteration 16Q (5097.181234 sec): 3 clusters Score: Raw -163088.337735 + Penalty 1695.480075 = -161392.857660 nChanged 23 SP:Iteration 17Q (5097.293771 sec): 3 clusters Score: Raw -163095.716460 + Penalty 1695.480075 = -161400.236385 nChanged 15 SP:Iteration 18Q (5097.429293 sec): 3 clusters Score: Raw -163102.177116 + Penalty 1695.480075 = -161406.697042 nChanged 14 SP:Iteration 19Q (5097.521937 sec): 3 clusters Score: Raw -163106.780680 + Penalty 1695.480075 = -161411.300605 nChanged 14 SP:Iteration 20F (5097.649068 sec): 3 clusters Score: Raw -163109.353842 + Penalty 1695.480075 = -161413.873768 nChanged 8 SP:Iteration 21Q (5097.759124 sec): 3 clusters Score: Raw -163111.044323 + Penalty 1695.480075 = -161415.564249 nChanged 8 SP:Iteration 22Q (5097.883351 sec): 3 clusters Score: Raw -163113.388673 + Penalty 1695.480075 = -161417.908598 nChanged 7 SP:Iteration 23Q (5098.001769 sec): 3 clusters Score: Raw -163115.019158 + Penalty 1695.480075 = -161419.539083 nChanged 5 SP:Iteration 24Q (5098.128068 sec): 3 clusters Score: Raw -163116.081769 + Penalty 1695.480075 = -161420.601695 nChanged 5 SP:Iteration 25Q (5098.245939 sec): 3 clusters Score: Raw -163116.696819 + Penalty 1695.480075 = -161421.216744 nChanged 7 SP:Iteration 26Q (5098.354623 sec): 3 clusters Score: Raw -163118.663307 + Penalty 1695.480075 = -161423.183232 nChanged 6 SP:Iteration 27Q (5098.505013 sec): 3 clusters Score: Raw -163121.372635 + Penalty 1695.480075 = -161425.892560 nChanged 5 SP:Iteration 28Q (5098.624988 sec): 3 clusters Score: Raw -163122.635673 + Penalty 1695.480075 = -161427.155598 nChanged 2 SP:Iteration 29Q (5098.710133 sec): 3 clusters Score: Raw -163122.900148 + Penalty 1695.480075 = -161427.420073 nChanged 0 SP:Iteration 30F (5098.858081 sec): 3 clusters Score: Raw -163122.900148 + Penalty 1695.480075 = -161427.420073 nChanged 0 Trying to split cluster 8 (4709 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5098.927392 sec): 2 clusters Score: Raw -274862.006788 + Penalty 888.009239 = -273973.997548 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5099.050702 sec): 3 clusters Score: Raw -272278.814428 + Penalty 1776.018479 = -270502.795950 nChanged 1974 SP:Iteration 1F (5099.161167 sec): 3 clusters Score: Raw -273398.324964 + Penalty 1776.018479 = -271622.306485 nChanged 314 SP:Iteration 2F (5099.286760 sec): 3 clusters Score: Raw -273547.356643 + Penalty 1776.018479 = -271771.338164 nChanged 238 SP:Iteration 3F (5099.379154 sec): 3 clusters Score: Raw -273660.179689 + Penalty 1776.018479 = -271884.161211 nChanged 215 SP:Iteration 4Q (5099.526647 sec): 3 clusters Score: Raw -273766.564638 + Penalty 1776.018479 = -271990.546159 nChanged 201 SP:Iteration 5Q (5099.635578 sec): 3 clusters Score: Raw -273870.179202 + Penalty 1776.018479 = -272094.160723 nChanged 199 SP:Iteration 6Q (5099.740599 sec): 3 clusters Score: Raw -273965.968306 + Penalty 1776.018479 = -272189.949827 nChanged 171 SP:Iteration 7Q (5099.882956 sec): 3 clusters Score: Raw -274035.694332 + Penalty 1776.018479 = -272259.675853 nChanged 153 SP:Iteration 8Q (5099.990443 sec): 3 clusters Score: Raw -274096.386570 + Penalty 1776.018479 = -272320.368092 nChanged 130 SP:Iteration 9Q (5100.108718 sec): 3 clusters Score: Raw -274150.694426 + Penalty 1776.018479 = -272374.675948 nChanged 116 SP:Iteration 10Q (5100.209768 sec): 3 clusters Score: Raw -274216.086210 + Penalty 1776.018479 = -272440.067731 nChanged 132 SP:Iteration 11Q (5100.338041 sec): 3 clusters Score: Raw -274285.062694 + Penalty 1776.018479 = -272509.044216 nChanged 134 SP:Iteration 12Q (5100.440779 sec): 3 clusters Score: Raw -274375.059079 + Penalty 1776.018479 = -272599.040601 nChanged 132 SP:Iteration 13Q (5100.562607 sec): 3 clusters Score: Raw -274456.995300 + Penalty 1776.018479 = -272680.976821 nChanged 115 SP:Iteration 14Q (5100.666317 sec): 3 clusters Score: Raw -274515.834295 + Penalty 1776.018479 = -272739.815817 nChanged 104 SP:Iteration 15Q (5100.762436 sec): 3 clusters Score: Raw -274564.302425 + Penalty 1776.018479 = -272788.283946 nChanged 63 SP:Iteration 16Q (5100.886252 sec): 3 clusters Score: Raw -274585.240120 + Penalty 1776.018479 = -272809.221641 nChanged 57 SP:Iteration 17Q (5100.978915 sec): 3 clusters Score: Raw -274602.025518 + Penalty 1776.018479 = -272826.007040 nChanged 43 SP:Iteration 18Q (5101.103776 sec): 3 clusters Score: Raw -274612.206666 + Penalty 1776.018479 = -272836.188187 nChanged 38 SP:Iteration 19Q (5101.221146 sec): 3 clusters Score: Raw -274620.315317 + Penalty 1776.018479 = -272844.296838 nChanged 33 SP:Iteration 20F (5101.353589 sec): 3 clusters Score: Raw -274628.534519 + Penalty 1776.018479 = -272852.516041 nChanged 32 SP:Iteration 21Q (5101.451965 sec): 3 clusters Score: Raw -274637.890033 + Penalty 1776.018479 = -272861.871554 nChanged 26 SP:Iteration 22Q (5101.553849 sec): 3 clusters Score: Raw -274643.356061 + Penalty 1776.018479 = -272867.337583 nChanged 17 SP:Iteration 23Q (5101.694517 sec): 3 clusters Score: Raw -274646.922966 + Penalty 1776.018479 = -272870.904488 nChanged 13 SP:Iteration 24Q (5101.796575 sec): 3 clusters Score: Raw -274649.527512 + Penalty 1776.018479 = -272873.509034 nChanged 13 SP:Iteration 25Q (5101.897784 sec): 3 clusters Score: Raw -274651.670571 + Penalty 1776.018479 = -272875.652092 nChanged 12 SP:Iteration 26Q (5102.039792 sec): 3 clusters Score: Raw -274654.427181 + Penalty 1776.018479 = -272878.408702 nChanged 14 SP:Iteration 27Q (5102.145273 sec): 3 clusters Score: Raw -274656.969070 + Penalty 1776.018479 = -272880.950592 nChanged 14 SP:Iteration 28Q (5102.251734 sec): 3 clusters Score: Raw -274660.280353 + Penalty 1776.018479 = -272884.261874 nChanged 13 SP:Iteration 29Q (5102.391449 sec): 3 clusters Score: Raw -274663.755677 + Penalty 1776.018479 = -272887.737199 nChanged 12 SP:Iteration 30Q (5102.516411 sec): 3 clusters Score: Raw -274666.187176 + Penalty 1776.018479 = -272890.168697 nChanged 12 SP:Iteration 31Q (5102.646110 sec): 3 clusters Score: Raw -274668.206766 + Penalty 1776.018479 = -272892.188287 nChanged 8 SP:Iteration 32Q (5102.736196 sec): 3 clusters Score: Raw -274669.984752 + Penalty 1776.018479 = -272893.966274 nChanged 7 SP:Iteration 33Q (5102.868127 sec): 3 clusters Score: Raw -274671.366029 + Penalty 1776.018479 = -272895.347551 nChanged 9 SP:Iteration 34Q (5102.992151 sec): 3 clusters Score: Raw -274673.156089 + Penalty 1776.018479 = -272897.137610 nChanged 5 SP:Iteration 35Q (5103.108634 sec): 3 clusters Score: Raw -274673.986820 + Penalty 1776.018479 = -272897.968342 nChanged 3 SP:Iteration 36Q (5103.246437 sec): 3 clusters Score: Raw -274674.726931 + Penalty 1776.018479 = -272898.708452 nChanged 4 SP:Iteration 37Q (5103.367943 sec): 3 clusters Score: Raw -274675.393355 + Penalty 1776.018479 = -272899.374877 nChanged 2 SP:Iteration 38Q (5103.473854 sec): 3 clusters Score: Raw -274675.645499 + Penalty 1776.018479 = -272899.627020 nChanged 2 SP:Iteration 39Q (5103.602862 sec): 3 clusters Score: Raw -274676.282048 + Penalty 1776.018479 = -272900.263570 nChanged 1 SP:Iteration 40F (5103.728913 sec): 3 clusters Score: Raw -274676.401035 + Penalty 1776.018479 = -272900.382557 nChanged 2 SP:Iteration 41Q (5103.831241 sec): 3 clusters Score: Raw -274676.760093 + Penalty 1776.018479 = -272900.741615 nChanged 1 SP:Iteration 42Q (5103.944929 sec): 3 clusters Score: Raw -274676.804754 + Penalty 1776.018479 = -272900.786276 nChanged 1 SP:Iteration 43Q (5104.086989 sec): 3 clusters Score: Raw -274676.949747 + Penalty 1776.018479 = -272900.931269 nChanged 0 SP:Iteration 44F (5104.208227 sec): 3 clusters Score: Raw -274676.949747 + Penalty 1776.018479 = -272900.931269 nChanged 0 Trying to split cluster 9 (3186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5104.277436 sec): 2 clusters Score: Raw -162558.827329 + Penalty 846.984756 = -161711.842572 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5104.386035 sec): 3 clusters Score: Raw -160915.064817 + Penalty 1693.969513 = -159221.095304 nChanged 1345 SP:Iteration 1F (5104.525366 sec): 3 clusters Score: Raw -161795.202021 + Penalty 1693.969513 = -160101.232508 nChanged 274 SP:Iteration 2F (5104.640589 sec): 3 clusters Score: Raw -161985.092987 + Penalty 1693.969513 = -160291.123474 nChanged 203 SP:Iteration 3F (5104.746604 sec): 3 clusters Score: Raw -162122.023209 + Penalty 1693.969513 = -160428.053696 nChanged 161 SP:Iteration 4F (5104.860615 sec): 3 clusters Score: Raw -162239.275962 + Penalty 1693.969513 = -160545.306449 nChanged 157 SP:Iteration 5Q (5104.955309 sec): 3 clusters Score: Raw -162379.313062 + Penalty 1693.969513 = -160685.343549 nChanged 151 SP:Iteration 6Q (5105.089894 sec): 3 clusters Score: Raw -162508.648243 + Penalty 1693.969513 = -160814.678730 nChanged 152 SP:Iteration 7Q (5105.212582 sec): 3 clusters Score: Raw -162633.990435 + Penalty 1693.969513 = -160940.020922 nChanged 123 SP:Iteration 8Q (5105.298892 sec): 3 clusters Score: Raw -162732.014970 + Penalty 1693.969513 = -161038.045457 nChanged 105 SP:Iteration 9Q (5105.430852 sec): 3 clusters Score: Raw -162822.519538 + Penalty 1693.969513 = -161128.550025 nChanged 80 SP:Iteration 10Q (5105.530935 sec): 3 clusters Score: Raw -162896.444973 + Penalty 1693.969513 = -161202.475460 nChanged 79 SP:Iteration 11Q (5105.653574 sec): 3 clusters Score: Raw -162955.962887 + Penalty 1693.969513 = -161261.993374 nChanged 62 SP:Iteration 12Q (5105.775648 sec): 3 clusters Score: Raw -162996.110303 + Penalty 1693.969513 = -161302.140790 nChanged 38 SP:Iteration 13Q (5105.867059 sec): 3 clusters Score: Raw -163009.629081 + Penalty 1693.969513 = -161315.659568 nChanged 22 SP:Iteration 14Q (5105.966565 sec): 3 clusters Score: Raw -163015.467019 + Penalty 1693.969513 = -161321.497506 nChanged 15 SP:Iteration 15Q (5106.088334 sec): 3 clusters Score: Raw -163018.824789 + Penalty 1693.969513 = -161324.855276 nChanged 9 SP:Iteration 16Q (5106.183855 sec): 3 clusters Score: Raw -163021.697800 + Penalty 1693.969513 = -161327.728287 nChanged 8 SP:Iteration 17Q (5106.320135 sec): 3 clusters Score: Raw -163023.498032 + Penalty 1693.969513 = -161329.528519 nChanged 6 SP:Iteration 18Q (5106.439807 sec): 3 clusters Score: Raw -163025.046535 + Penalty 1693.969513 = -161331.077022 nChanged 2 SP:Iteration 19Q (5106.540661 sec): 3 clusters Score: Raw -163025.921858 + Penalty 1693.969513 = -161331.952345 nChanged 2 SP:Iteration 20F (5106.684477 sec): 3 clusters Score: Raw -163026.455361 + Penalty 1693.969513 = -161332.485848 nChanged 2 SP:Iteration 21Q (5106.772168 sec): 3 clusters Score: Raw -163026.746694 + Penalty 1693.969513 = -161332.777181 nChanged 0 SP:Iteration 22F (5106.915703 sec): 3 clusters Score: Raw -163026.746694 + Penalty 1693.969513 = -161332.777181 nChanged 0 Trying to split cluster 10 (1612 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5106.951729 sec): 2 clusters Score: Raw -91185.920421 + Penalty 775.449247 = -90410.471174 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5107.076752 sec): 3 clusters Score: Raw -90456.109456 + Penalty 1550.898494 = -88905.210963 nChanged 593 SP:Iteration 1F (5107.182127 sec): 3 clusters Score: Raw -90831.269950 + Penalty 1550.898494 = -89280.371456 nChanged 127 SP:Iteration 2F (5107.320275 sec): 3 clusters Score: Raw -90912.544908 + Penalty 1550.898494 = -89361.646414 nChanged 70 SP:Iteration 3Q (5107.438111 sec): 3 clusters Score: Raw -90958.224973 + Penalty 1550.898494 = -89407.326479 nChanged 57 SP:Iteration 4Q (5107.560740 sec): 3 clusters Score: Raw -90995.080366 + Penalty 1550.898494 = -89444.181872 nChanged 51 SP:Iteration 5Q (5107.686564 sec): 3 clusters Score: Raw -91029.893416 + Penalty 1550.898494 = -89478.994922 nChanged 43 SP:Iteration 6Q (5107.822556 sec): 3 clusters Score: Raw -91066.929199 + Penalty 1550.898494 = -89516.030705 nChanged 45 SP:Iteration 7Q (5107.951331 sec): 3 clusters Score: Raw -91112.263868 + Penalty 1550.898494 = -89561.365374 nChanged 50 SP:Iteration 8Q (5108.053027 sec): 3 clusters Score: Raw -91172.438538 + Penalty 1550.898494 = -89621.540044 nChanged 52 SP:Iteration 9Q (5108.169192 sec): 3 clusters Score: Raw -91212.858965 + Penalty 1550.898494 = -89661.960471 nChanged 35 SP:Iteration 10Q (5108.268289 sec): 3 clusters Score: Raw -91237.839909 + Penalty 1550.898494 = -89686.941416 nChanged 35 SP:Iteration 11Q (5108.397077 sec): 3 clusters Score: Raw -91260.564929 + Penalty 1550.898494 = -89709.666436 nChanged 25 SP:Iteration 12Q (5108.513003 sec): 3 clusters Score: Raw -91275.348957 + Penalty 1550.898494 = -89724.450463 nChanged 20 SP:Iteration 13Q (5108.615010 sec): 3 clusters Score: Raw -91285.499296 + Penalty 1550.898494 = -89734.600802 nChanged 14 SP:Iteration 14Q (5108.732896 sec): 3 clusters Score: Raw -91296.334179 + Penalty 1550.898494 = -89745.435686 nChanged 19 SP:Iteration 15Q (5108.856262 sec): 3 clusters Score: Raw -91308.159079 + Penalty 1550.898494 = -89757.260585 nChanged 17 SP:Iteration 16Q (5108.971017 sec): 3 clusters Score: Raw -91316.641057 + Penalty 1550.898494 = -89765.742563 nChanged 9 SP:Iteration 17Q (5109.083600 sec): 3 clusters Score: Raw -91322.292133 + Penalty 1550.898494 = -89771.393639 nChanged 7 SP:Iteration 18Q (5109.194746 sec): 3 clusters Score: Raw -91325.892501 + Penalty 1550.898494 = -89774.994007 nChanged 5 SP:Iteration 19Q (5109.328119 sec): 3 clusters Score: Raw -91328.120866 + Penalty 1550.898494 = -89777.222372 nChanged 2 SP:Iteration 20F (5109.435845 sec): 3 clusters Score: Raw -91328.934756 + Penalty 1550.898494 = -89778.036262 nChanged 2 SP:Iteration 21Q (5109.550519 sec): 3 clusters Score: Raw -91329.157342 + Penalty 1550.898494 = -89778.258848 nChanged 0 SP:Iteration 22F (5109.699353 sec): 3 clusters Score: Raw -91329.157342 + Penalty 1550.898494 = -89778.258848 nChanged 0 Trying to split cluster 11 (3068 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5109.768305 sec): 2 clusters Score: Raw -181413.829444 + Penalty 843.022022 = -180570.807422 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5109.859608 sec): 3 clusters Score: Raw -179839.188041 + Penalty 1686.044044 = -178153.143997 nChanged 1243 SP:Iteration 1F (5109.988142 sec): 3 clusters Score: Raw -180543.657406 + Penalty 1686.044044 = -178857.613362 nChanged 243 SP:Iteration 2F (5110.109828 sec): 3 clusters Score: Raw -180689.462549 + Penalty 1686.044044 = -179003.418505 nChanged 197 SP:Iteration 3F (5110.245194 sec): 3 clusters Score: Raw -180841.750743 + Penalty 1686.044044 = -179155.706699 nChanged 183 SP:Iteration 4F (5110.323279 sec): 3 clusters Score: Raw -180973.923806 + Penalty 1686.044044 = -179287.879762 nChanged 147 SP:Iteration 5Q (5110.420300 sec): 3 clusters Score: Raw -181074.301134 + Penalty 1686.044044 = -179388.257090 nChanged 128 SP:Iteration 6Q (5110.537859 sec): 3 clusters Score: Raw -181150.675633 + Penalty 1686.044044 = -179464.631589 nChanged 92 SP:Iteration 7Q (5110.664767 sec): 3 clusters Score: Raw -181197.492394 + Penalty 1686.044044 = -179511.448350 nChanged 65 SP:Iteration 8Q (5110.763624 sec): 3 clusters Score: Raw -181226.811603 + Penalty 1686.044044 = -179540.767559 nChanged 56 SP:Iteration 9Q (5110.858902 sec): 3 clusters Score: Raw -181250.718684 + Penalty 1686.044044 = -179564.674640 nChanged 49 SP:Iteration 10Q (5110.999330 sec): 3 clusters Score: Raw -181273.572306 + Penalty 1686.044044 = -179587.528262 nChanged 46 SP:Iteration 11Q (5111.114025 sec): 3 clusters Score: Raw -181295.046134 + Penalty 1686.044044 = -179609.002090 nChanged 32 SP:Iteration 12Q (5111.198718 sec): 3 clusters Score: Raw -181311.959918 + Penalty 1686.044044 = -179625.915873 nChanged 38 SP:Iteration 13Q (5111.299841 sec): 3 clusters Score: Raw -181330.317548 + Penalty 1686.044044 = -179644.273504 nChanged 36 SP:Iteration 14Q (5111.392494 sec): 3 clusters Score: Raw -181346.705395 + Penalty 1686.044044 = -179660.661351 nChanged 38 SP:Iteration 15Q (5111.520662 sec): 3 clusters Score: Raw -181366.280819 + Penalty 1686.044044 = -179680.236775 nChanged 41 SP:Iteration 16Q (5111.600849 sec): 3 clusters Score: Raw -181384.997929 + Penalty 1686.044044 = -179698.953885 nChanged 30 SP:Iteration 17Q (5111.732192 sec): 3 clusters Score: Raw -181396.687725 + Penalty 1686.044044 = -179710.643681 nChanged 22 SP:Iteration 18Q (5111.850947 sec): 3 clusters Score: Raw -181404.108962 + Penalty 1686.044044 = -179718.064918 nChanged 21 SP:Iteration 19Q (5111.983040 sec): 3 clusters Score: Raw -181411.838980 + Penalty 1686.044044 = -179725.794936 nChanged 23 SP:Iteration 20F (5112.106706 sec): 3 clusters Score: Raw -181418.817544 + Penalty 1686.044044 = -179732.773500 nChanged 16 SP:Iteration 21Q (5112.219492 sec): 3 clusters Score: Raw -181423.006247 + Penalty 1686.044044 = -179736.962203 nChanged 9 SP:Iteration 22Q (5112.328672 sec): 3 clusters Score: Raw -181426.598750 + Penalty 1686.044044 = -179740.554706 nChanged 9 SP:Iteration 23Q (5112.449026 sec): 3 clusters Score: Raw -181432.198207 + Penalty 1686.044044 = -179746.154163 nChanged 14 SP:Iteration 24Q (5112.547330 sec): 3 clusters Score: Raw -181437.194993 + Penalty 1686.044044 = -179751.150948 nChanged 19 SP:Iteration 25Q (5112.687923 sec): 3 clusters Score: Raw -181443.707683 + Penalty 1686.044044 = -179757.663639 nChanged 23 SP:Iteration 26Q (5112.791446 sec): 3 clusters Score: Raw -181452.512533 + Penalty 1686.044044 = -179766.468489 nChanged 18 SP:Iteration 27Q (5112.885258 sec): 3 clusters Score: Raw -181458.521010 + Penalty 1686.044044 = -179772.476966 nChanged 21 SP:Iteration 28Q (5112.990864 sec): 3 clusters Score: Raw -181468.331893 + Penalty 1686.044044 = -179782.287848 nChanged 25 SP:Iteration 29Q (5113.118624 sec): 3 clusters Score: Raw -181480.159848 + Penalty 1686.044044 = -179794.115804 nChanged 34 SP:Iteration 30Q (5113.214156 sec): 3 clusters Score: Raw -181495.725781 + Penalty 1686.044044 = -179809.681737 nChanged 36 SP:Iteration 31Q (5113.328750 sec): 3 clusters Score: Raw -181516.190003 + Penalty 1686.044044 = -179830.145958 nChanged 38 SP:Iteration 32Q (5113.460791 sec): 3 clusters Score: Raw -181540.965606 + Penalty 1686.044044 = -179854.921562 nChanged 49 SP:Iteration 33Q (5113.554052 sec): 3 clusters Score: Raw -181578.720942 + Penalty 1686.044044 = -179892.676898 nChanged 56 SP:Iteration 34Q (5113.693037 sec): 3 clusters Score: Raw -181620.138026 + Penalty 1686.044044 = -179934.093982 nChanged 50 SP:Iteration 35Q (5113.786517 sec): 3 clusters Score: Raw -181657.522590 + Penalty 1686.044044 = -179971.478546 nChanged 59 SP:Iteration 36Q (5113.909027 sec): 3 clusters Score: Raw -181699.093871 + Penalty 1686.044044 = -180013.049827 nChanged 46 SP:Iteration 37Q (5114.047562 sec): 3 clusters Score: Raw -181727.609568 + Penalty 1686.044044 = -180041.565524 nChanged 34 SP:Iteration 38Q (5114.152887 sec): 3 clusters Score: Raw -181748.141899 + Penalty 1686.044044 = -180062.097855 nChanged 30 SP:Iteration 39Q (5114.282227 sec): 3 clusters Score: Raw -181764.848146 + Penalty 1686.044044 = -180078.804102 nChanged 30 SP:Iteration 40F (5114.398795 sec): 3 clusters Score: Raw -181780.518682 + Penalty 1686.044044 = -180094.474638 nChanged 24 SP:Iteration 41Q (5114.509119 sec): 3 clusters Score: Raw -181793.838869 + Penalty 1686.044044 = -180107.794825 nChanged 20 SP:Iteration 42Q (5114.632306 sec): 3 clusters Score: Raw -181801.731455 + Penalty 1686.044044 = -180115.687411 nChanged 16 SP:Iteration 43Q (5114.737271 sec): 3 clusters Score: Raw -181809.400301 + Penalty 1686.044044 = -180123.356257 nChanged 15 SP:Iteration 44Q (5114.859985 sec): 3 clusters Score: Raw -181815.892494 + Penalty 1686.044044 = -180129.848449 nChanged 14 SP:Iteration 45Q (5114.996301 sec): 3 clusters Score: Raw -181821.061047 + Penalty 1686.044044 = -180135.017003 nChanged 9 SP:Iteration 46Q (5115.102697 sec): 3 clusters Score: Raw -181823.020900 + Penalty 1686.044044 = -180136.976856 nChanged 3 SP:Iteration 47Q (5115.246397 sec): 3 clusters Score: Raw -181823.558697 + Penalty 1686.044044 = -180137.514652 nChanged 3 SP:Iteration 48Q (5115.349010 sec): 3 clusters Score: Raw -181824.551481 + Penalty 1686.044044 = -180138.507436 nChanged 3 SP:Iteration 49Q (5115.460019 sec): 3 clusters Score: Raw -181824.993021 + Penalty 1686.044044 = -180138.948977 nChanged 2 SP:Iteration 50Q (5115.605095 sec): 3 clusters Score: Raw -181825.229603 + Penalty 1686.044044 = -180139.185559 nChanged 1 SP:Iteration 51Q (5115.734448 sec): 3 clusters Score: Raw -181825.385470 + Penalty 1686.044044 = -180139.341426 nChanged 0 SP:Iteration 52F (5115.853652 sec): 3 clusters Score: Raw -181825.385470 + Penalty 1686.044044 = -180139.341426 nChanged 0 Trying to split cluster 12 (586 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5115.900799 sec): 2 clusters Score: Raw -25173.030018 + Penalty 669.198578 = -24503.831440 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5115.999270 sec): 3 clusters Score: Raw -24990.397140 + Penalty 1338.397156 = -23651.999984 nChanged 177 SP:Iteration 1F (5116.149162 sec): 3 clusters Score: Raw -25210.806832 + Penalty 1338.397156 = -23872.409676 nChanged 61 SP:Iteration 2F (5116.238712 sec): 3 clusters Score: Raw -25314.709306 + Penalty 1338.397156 = -23976.312150 nChanged 41 SP:Iteration 3F (5116.348876 sec): 3 clusters Score: Raw -25386.266163 + Penalty 1338.397156 = -24047.869008 nChanged 26 SP:Iteration 4Q (5116.475759 sec): 3 clusters Score: Raw -25419.840867 + Penalty 1338.397156 = -24081.443711 nChanged 24 SP:Iteration 5Q (5116.568872 sec): 3 clusters Score: Raw -25466.228523 + Penalty 1338.397156 = -24127.831367 nChanged 8 SP:Iteration 6Q (5116.651411 sec): 3 clusters Score: Raw -25480.934839 + Penalty 1338.397156 = -24142.537683 nChanged 9 SP:Iteration 7Q (5116.784670 sec): 3 clusters Score: Raw -25491.947072 + Penalty 1338.397156 = -24153.549916 nChanged 3 SP:Iteration 8Q (5116.886260 sec): 3 clusters Score: Raw -25495.449772 + Penalty 1338.397156 = -24157.052616 nChanged 1 SP:Iteration 9Q (5117.002434 sec): 3 clusters Score: Raw -25500.210025 + Penalty 1338.397156 = -24161.812869 nChanged 1 SP:Iteration 10Q (5117.115660 sec): 3 clusters Score: Raw -25502.148054 + Penalty 1338.397156 = -24163.750898 nChanged 0 SP:Iteration 11F (5117.229702 sec): 3 clusters Score: Raw -25502.148054 + Penalty 1338.397156 = -24163.750898 nChanged 0 Trying to split cluster 13 (1758 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5117.285153 sec): 2 clusters Score: Raw -82309.939930 + Penalty 784.552868 = -81525.387062 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5117.374974 sec): 3 clusters Score: Raw -81532.164496 + Penalty 1569.105736 = -79963.058760 nChanged 666 SP:Iteration 1F (5117.506292 sec): 3 clusters Score: Raw -82054.048745 + Penalty 1569.105736 = -80484.943008 nChanged 223 SP:Iteration 2F (5117.619564 sec): 3 clusters Score: Raw -82295.084733 + Penalty 1569.105736 = -80725.978997 nChanged 151 SP:Iteration 3F (5117.731313 sec): 3 clusters Score: Raw -82436.673200 + Penalty 1569.105736 = -80867.567464 nChanged 94 SP:Iteration 4F (5117.843400 sec): 3 clusters Score: Raw -82513.055317 + Penalty 1569.105736 = -80943.949580 nChanged 72 SP:Iteration 5Q (5117.972055 sec): 3 clusters Score: Raw -82564.435366 + Penalty 1569.105736 = -80995.329629 nChanged 60 SP:Iteration 6Q (5118.100498 sec): 3 clusters Score: Raw -82612.172298 + Penalty 1569.105736 = -81043.066561 nChanged 42 SP:Iteration 7Q (5118.207340 sec): 3 clusters Score: Raw -82641.921569 + Penalty 1569.105736 = -81072.815832 nChanged 35 SP:Iteration 8Q (5118.335027 sec): 3 clusters Score: Raw -82664.349478 + Penalty 1569.105736 = -81095.243742 nChanged 22 SP:Iteration 9Q (5118.449373 sec): 3 clusters Score: Raw -82677.794198 + Penalty 1569.105736 = -81108.688462 nChanged 21 SP:Iteration 10Q (5118.565779 sec): 3 clusters Score: Raw -82687.537526 + Penalty 1569.105736 = -81118.431789 nChanged 13 SP:Iteration 11Q (5118.671268 sec): 3 clusters Score: Raw -82695.276566 + Penalty 1569.105736 = -81126.170829 nChanged 10 SP:Iteration 12Q (5118.786959 sec): 3 clusters Score: Raw -82699.890710 + Penalty 1569.105736 = -81130.784974 nChanged 12 SP:Iteration 13Q (5118.905035 sec): 3 clusters Score: Raw -82707.479247 + Penalty 1569.105736 = -81138.373511 nChanged 12 SP:Iteration 14Q (5119.035274 sec): 3 clusters Score: Raw -82716.793063 + Penalty 1569.105736 = -81147.687326 nChanged 14 SP:Iteration 15Q (5119.156424 sec): 3 clusters Score: Raw -82725.954581 + Penalty 1569.105736 = -81156.848844 nChanged 9 SP:Iteration 16Q (5119.241657 sec): 3 clusters Score: Raw -82730.429765 + Penalty 1569.105736 = -81161.324028 nChanged 7 SP:Iteration 17Q (5119.383111 sec): 3 clusters Score: Raw -82734.310704 + Penalty 1569.105736 = -81165.204967 nChanged 9 SP:Iteration 18Q (5119.469676 sec): 3 clusters Score: Raw -82738.059704 + Penalty 1569.105736 = -81168.953968 nChanged 7 SP:Iteration 19Q (5119.584337 sec): 3 clusters Score: Raw -82741.477138 + Penalty 1569.105736 = -81172.371402 nChanged 5 SP:Iteration 20F (5119.694223 sec): 3 clusters Score: Raw -82743.721400 + Penalty 1569.105736 = -81174.615663 nChanged 4 SP:Iteration 21Q (5119.788923 sec): 3 clusters Score: Raw -82745.162542 + Penalty 1569.105736 = -81176.056805 nChanged 1 SP:Iteration 22Q (5119.925500 sec): 3 clusters Score: Raw -82745.458472 + Penalty 1569.105736 = -81176.352736 nChanged 2 SP:Iteration 23Q (5120.079049 sec): 3 clusters Score: Raw -82746.205711 + Penalty 1569.105736 = -81177.099974 nChanged 1 SP:Iteration 24Q (5120.180324 sec): 3 clusters Score: Raw -82747.351942 + Penalty 1569.105736 = -81178.246205 nChanged 1 SP:Iteration 25Q (5120.296671 sec): 3 clusters Score: Raw -82747.664729 + Penalty 1569.105736 = -81178.558993 nChanged 0 SP:Iteration 26F (5120.398081 sec): 3 clusters Score: Raw -82747.664729 + Penalty 1569.105736 = -81178.558993 nChanged 0 Trying to split cluster 14 (4732 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5120.468962 sec): 2 clusters Score: Raw -287051.611406 + Penalty 888.520839 = -286163.090567 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5120.592588 sec): 3 clusters Score: Raw -284436.444050 + Penalty 1777.041677 = -282659.402372 nChanged 2015 SP:Iteration 1F (5120.722761 sec): 3 clusters Score: Raw -285567.046589 + Penalty 1777.041677 = -283790.004912 nChanged 350 SP:Iteration 2F (5120.823991 sec): 3 clusters Score: Raw -285763.046185 + Penalty 1777.041677 = -283986.004508 nChanged 272 SP:Iteration 3F (5120.951037 sec): 3 clusters Score: Raw -285904.363525 + Penalty 1777.041677 = -284127.321848 nChanged 238 SP:Iteration 4F (5121.083353 sec): 3 clusters Score: Raw -286017.827398 + Penalty 1777.041677 = -284240.785721 nChanged 214 SP:Iteration 5Q (5121.198526 sec): 3 clusters Score: Raw -286107.248087 + Penalty 1777.041677 = -284330.206410 nChanged 159 SP:Iteration 6Q (5121.307388 sec): 3 clusters Score: Raw -286177.213710 + Penalty 1777.041677 = -284400.172032 nChanged 150 SP:Iteration 7Q (5121.443462 sec): 3 clusters Score: Raw -286247.029112 + Penalty 1777.041677 = -284469.987435 nChanged 154 SP:Iteration 8Q (5121.532686 sec): 3 clusters Score: Raw -286315.027172 + Penalty 1777.041677 = -284537.985495 nChanged 135 SP:Iteration 9Q (5121.683442 sec): 3 clusters Score: Raw -286367.212602 + Penalty 1777.041677 = -284590.170925 nChanged 116 SP:Iteration 10Q (5121.806973 sec): 3 clusters Score: Raw -286424.727041 + Penalty 1777.041677 = -284647.685364 nChanged 118 SP:Iteration 11Q (5121.896155 sec): 3 clusters Score: Raw -286495.171404 + Penalty 1777.041677 = -284718.129727 nChanged 136 SP:Iteration 12Q (5122.038414 sec): 3 clusters Score: Raw -286573.421682 + Penalty 1777.041677 = -284796.380005 nChanged 123 SP:Iteration 13Q (5122.150907 sec): 3 clusters Score: Raw -286647.060455 + Penalty 1777.041677 = -284870.018778 nChanged 133 SP:Iteration 14Q (5122.263371 sec): 3 clusters Score: Raw -286728.252844 + Penalty 1777.041677 = -284951.211167 nChanged 122 SP:Iteration 15Q (5122.357221 sec): 3 clusters Score: Raw -286810.131277 + Penalty 1777.041677 = -285033.089600 nChanged 117 SP:Iteration 16Q (5122.476351 sec): 3 clusters Score: Raw -286904.497613 + Penalty 1777.041677 = -285127.455936 nChanged 126 SP:Iteration 17Q (5122.602859 sec): 3 clusters Score: Raw -287006.924252 + Penalty 1777.041677 = -285229.882575 nChanged 116 SP:Iteration 18Q (5122.735990 sec): 3 clusters Score: Raw -287088.761608 + Penalty 1777.041677 = -285311.719931 nChanged 88 SP:Iteration 19Q (5122.843421 sec): 3 clusters Score: Raw -287147.559040 + Penalty 1777.041677 = -285370.517363 nChanged 66 SP:Iteration 20F (5122.967288 sec): 3 clusters Score: Raw -287190.183083 + Penalty 1777.041677 = -285413.141405 nChanged 71 SP:Iteration 21Q (5123.077241 sec): 3 clusters Score: Raw -287233.954100 + Penalty 1777.041677 = -285456.912423 nChanged 64 SP:Iteration 22Q (5123.225331 sec): 3 clusters Score: Raw -287265.213382 + Penalty 1777.041677 = -285488.171705 nChanged 45 SP:Iteration 23Q (5123.326589 sec): 3 clusters Score: Raw -287282.805216 + Penalty 1777.041677 = -285505.763538 nChanged 38 SP:Iteration 24Q (5123.446813 sec): 3 clusters Score: Raw -287297.898836 + Penalty 1777.041677 = -285520.857158 nChanged 41 SP:Iteration 25Q (5123.568196 sec): 3 clusters Score: Raw -287315.249675 + Penalty 1777.041677 = -285538.207997 nChanged 33 SP:Iteration 26Q (5123.687834 sec): 3 clusters Score: Raw -287326.616856 + Penalty 1777.041677 = -285549.575179 nChanged 24 SP:Iteration 27Q (5123.804893 sec): 3 clusters Score: Raw -287334.891506 + Penalty 1777.041677 = -285557.849829 nChanged 28 SP:Iteration 28Q (5123.900584 sec): 3 clusters Score: Raw -287344.084677 + Penalty 1777.041677 = -285567.043000 nChanged 25 SP:Iteration 29Q (5124.028489 sec): 3 clusters Score: Raw -287352.072733 + Penalty 1777.041677 = -285575.031056 nChanged 34 SP:Iteration 30Q (5124.153397 sec): 3 clusters Score: Raw -287362.874356 + Penalty 1777.041677 = -285585.832679 nChanged 26 SP:Iteration 31Q (5124.293000 sec): 3 clusters Score: Raw -287369.980467 + Penalty 1777.041677 = -285592.938790 nChanged 25 SP:Iteration 32Q (5124.403744 sec): 3 clusters Score: Raw -287376.847681 + Penalty 1777.041677 = -285599.806004 nChanged 26 SP:Iteration 33Q (5124.531066 sec): 3 clusters Score: Raw -287384.371432 + Penalty 1777.041677 = -285607.329755 nChanged 25 SP:Iteration 34Q (5124.643593 sec): 3 clusters Score: Raw -287392.345313 + Penalty 1777.041677 = -285615.303635 nChanged 25 SP:Iteration 35Q (5124.783605 sec): 3 clusters Score: Raw -287404.270983 + Penalty 1777.041677 = -285627.229305 nChanged 35 SP:Iteration 36Q (5124.876804 sec): 3 clusters Score: Raw -287422.854543 + Penalty 1777.041677 = -285645.812866 nChanged 45 SP:Iteration 37Q (5124.993768 sec): 3 clusters Score: Raw -287443.809891 + Penalty 1777.041677 = -285666.768214 nChanged 41 SP:Iteration 38Q (5125.115548 sec): 3 clusters Score: Raw -287461.907551 + Penalty 1777.041677 = -285684.865874 nChanged 39 SP:Iteration 39Q (5125.245464 sec): 3 clusters Score: Raw -287480.081663 + Penalty 1777.041677 = -285703.039985 nChanged 44 SP:Iteration 40F (5125.361025 sec): 3 clusters Score: Raw -287498.633139 + Penalty 1777.041677 = -285721.591462 nChanged 45 SP:Iteration 41Q (5125.492674 sec): 3 clusters Score: Raw -287518.989582 + Penalty 1777.041677 = -285741.947905 nChanged 34 SP:Iteration 42Q (5125.626799 sec): 3 clusters Score: Raw -287528.859737 + Penalty 1777.041677 = -285751.818060 nChanged 35 SP:Iteration 43Q (5125.734127 sec): 3 clusters Score: Raw -287539.663053 + Penalty 1777.041677 = -285762.621375 nChanged 25 SP:Iteration 44Q (5125.860783 sec): 3 clusters Score: Raw -287548.473734 + Penalty 1777.041677 = -285771.432057 nChanged 26 SP:Iteration 45Q (5125.960182 sec): 3 clusters Score: Raw -287562.049168 + Penalty 1777.041677 = -285785.007490 nChanged 35 SP:Iteration 46Q (5126.087477 sec): 3 clusters Score: Raw -287579.005081 + Penalty 1777.041677 = -285801.963404 nChanged 31 SP:Iteration 47Q (5126.210707 sec): 3 clusters Score: Raw -287589.975073 + Penalty 1777.041677 = -285812.933396 nChanged 26 SP:Iteration 48Q (5126.334436 sec): 3 clusters Score: Raw -287598.705530 + Penalty 1777.041677 = -285821.663853 nChanged 18 SP:Iteration 49Q (5126.436582 sec): 3 clusters Score: Raw -287604.271912 + Penalty 1777.041677 = -285827.230235 nChanged 16 SP:Iteration 50Q (5126.543623 sec): 3 clusters Score: Raw -287609.298052 + Penalty 1777.041677 = -285832.256374 nChanged 8 SP:Iteration 51Q (5126.641869 sec): 3 clusters Score: Raw -287610.984427 + Penalty 1777.041677 = -285833.942750 nChanged 7 SP:Iteration 52Q (5126.737870 sec): 3 clusters Score: Raw -287613.463401 + Penalty 1777.041677 = -285836.421724 nChanged 6 SP:Iteration 53Q (5126.858289 sec): 3 clusters Score: Raw -287614.803943 + Penalty 1777.041677 = -285837.762266 nChanged 5 SP:Iteration 54Q (5126.977156 sec): 3 clusters Score: Raw -287615.987728 + Penalty 1777.041677 = -285838.946051 nChanged 5 SP:Iteration 55Q (5127.077252 sec): 3 clusters Score: Raw -287616.506473 + Penalty 1777.041677 = -285839.464796 nChanged 2 SP:Iteration 56Q (5127.167470 sec): 3 clusters Score: Raw -287616.791574 + Penalty 1777.041677 = -285839.749897 nChanged 4 SP:Iteration 57Q (5127.278172 sec): 3 clusters Score: Raw -287617.468430 + Penalty 1777.041677 = -285840.426753 nChanged 4 SP:Iteration 58Q (5127.360693 sec): 3 clusters Score: Raw -287618.074112 + Penalty 1777.041677 = -285841.032434 nChanged 3 SP:Iteration 59Q (5127.484866 sec): 3 clusters Score: Raw -287618.716425 + Penalty 1777.041677 = -285841.674748 nChanged 3 SP:Iteration 60F (5127.589526 sec): 3 clusters Score: Raw -287619.390520 + Penalty 1777.041677 = -285842.348843 nChanged 3 SP:Iteration 61Q (5127.677557 sec): 3 clusters Score: Raw -287620.126315 + Penalty 1777.041677 = -285843.084638 nChanged 6 SP:Iteration 62Q (5127.778007 sec): 3 clusters Score: Raw -287620.883232 + Penalty 1777.041677 = -285843.841555 nChanged 5 SP:Iteration 63Q (5127.915160 sec): 3 clusters Score: Raw -287621.649759 + Penalty 1777.041677 = -285844.608082 nChanged 5 SP:Iteration 64Q (5128.015051 sec): 3 clusters Score: Raw -287622.386150 + Penalty 1777.041677 = -285845.344473 nChanged 2 SP:Iteration 65Q (5128.127087 sec): 3 clusters Score: Raw -287622.780027 + Penalty 1777.041677 = -285845.738350 nChanged 1 SP:Iteration 66Q (5128.242247 sec): 3 clusters Score: Raw -287623.016665 + Penalty 1777.041677 = -285845.974988 nChanged 1 SP:Iteration 67Q (5128.363315 sec): 3 clusters Score: Raw -287623.138039 + Penalty 1777.041677 = -285846.096362 nChanged 1 SP:Iteration 68Q (5128.487248 sec): 3 clusters Score: Raw -287623.471757 + Penalty 1777.041677 = -285846.430080 nChanged 1 SP:Iteration 69Q (5128.599910 sec): 3 clusters Score: Raw -287623.515564 + Penalty 1777.041677 = -285846.473886 nChanged 0 SP:Iteration 70F (5128.723599 sec): 3 clusters Score: Raw -287623.515564 + Penalty 1777.041677 = -285846.473886 nChanged 0 Trying to split cluster 15 (920 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5128.773637 sec): 2 clusters Score: Raw -40743.763866 + Penalty 716.559235 = -40027.204631 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5128.911768 sec): 3 clusters Score: Raw -40417.015721 + Penalty 1433.118471 = -38983.897250 nChanged 315 SP:Iteration 1F (5129.008780 sec): 3 clusters Score: Raw -40721.202190 + Penalty 1433.118471 = -39288.083719 nChanged 86 SP:Iteration 2F (5129.140377 sec): 3 clusters Score: Raw -40816.311639 + Penalty 1433.118471 = -39383.193168 nChanged 59 SP:Iteration 3F (5129.255411 sec): 3 clusters Score: Raw -40886.752527 + Penalty 1433.118471 = -39453.634056 nChanged 45 SP:Iteration 4Q (5129.377638 sec): 3 clusters Score: Raw -40954.133592 + Penalty 1433.118471 = -39521.015121 nChanged 33 SP:Iteration 5Q (5129.455885 sec): 3 clusters Score: Raw -41003.156037 + Penalty 1433.118471 = -39570.037567 nChanged 28 SP:Iteration 6Q (5129.592062 sec): 3 clusters Score: Raw -41040.251791 + Penalty 1433.118471 = -39607.133321 nChanged 29 SP:Iteration 7Q (5129.677159 sec): 3 clusters Score: Raw -41089.251924 + Penalty 1433.118471 = -39656.133453 nChanged 28 SP:Iteration 8Q (5129.788602 sec): 3 clusters Score: Raw -41126.156098 + Penalty 1433.118471 = -39693.037627 nChanged 16 SP:Iteration 9Q (5129.868179 sec): 3 clusters Score: Raw -41147.025978 + Penalty 1433.118471 = -39713.907507 nChanged 12 SP:Iteration 10Q (5129.963347 sec): 3 clusters Score: Raw -41159.656362 + Penalty 1433.118471 = -39726.537892 nChanged 9 SP:Iteration 11Q (5130.057626 sec): 3 clusters Score: Raw -41167.958243 + Penalty 1433.118471 = -39734.839772 nChanged 9 SP:Iteration 12Q (5130.187422 sec): 3 clusters Score: Raw -41192.101359 + Penalty 1433.118471 = -39758.982888 nChanged 16 SP:Iteration 13Q (5130.318685 sec): 3 clusters Score: Raw -41215.643768 + Penalty 1433.118471 = -39782.525297 nChanged 7 SP:Iteration 14Q (5130.424406 sec): 3 clusters Score: Raw -41226.365832 + Penalty 1433.118471 = -39793.247361 nChanged 6 SP:Iteration 15Q (5130.524259 sec): 3 clusters Score: Raw -41234.070529 + Penalty 1433.118471 = -39800.952058 nChanged 6 SP:Iteration 16Q (5130.668824 sec): 3 clusters Score: Raw -41248.937992 + Penalty 1433.118471 = -39815.819521 nChanged 4 SP:Iteration 17Q (5130.758021 sec): 3 clusters Score: Raw -41259.661043 + Penalty 1433.118471 = -39826.542572 nChanged 5 SP:Iteration 18Q (5130.889968 sec): 3 clusters Score: Raw -41265.715144 + Penalty 1433.118471 = -39832.596674 nChanged 4 SP:Iteration 19Q (5130.988829 sec): 3 clusters Score: Raw -41275.963755 + Penalty 1433.118471 = -39842.845284 nChanged 3 SP:Iteration 20F (5131.109923 sec): 3 clusters Score: Raw -41281.677507 + Penalty 1433.118471 = -39848.559036 nChanged 2 SP:Iteration 21Q (5131.222823 sec): 3 clusters Score: Raw -41284.036079 + Penalty 1433.118471 = -39850.917609 nChanged 4 SP:Iteration 22Q (5131.327503 sec): 3 clusters Score: Raw -41287.858896 + Penalty 1433.118471 = -39854.740425 nChanged 2 SP:Iteration 23Q (5131.469082 sec): 3 clusters Score: Raw -41289.550622 + Penalty 1433.118471 = -39856.432151 nChanged 3 SP:Iteration 24Q (5131.582241 sec): 3 clusters Score: Raw -41292.953384 + Penalty 1433.118471 = -39859.834913 nChanged 2 SP:Iteration 25Q (5131.682320 sec): 3 clusters Score: Raw -41296.247256 + Penalty 1433.118471 = -39863.128785 nChanged 3 SP:Iteration 26Q (5131.794552 sec): 3 clusters Score: Raw -41298.208200 + Penalty 1433.118471 = -39865.089729 nChanged 2 SP:Iteration 27Q (5131.933797 sec): 3 clusters Score: Raw -41301.220071 + Penalty 1433.118471 = -39868.101600 nChanged 0 SP:Iteration 28F (5132.027498 sec): 3 clusters Score: Raw -41301.220071 + Penalty 1433.118471 = -39868.101600 nChanged 0 Trying to split cluster 16 (1725 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5132.079079 sec): 2 clusters Score: Raw -87842.064478 + Penalty 782.563145 = -87059.501334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5132.189931 sec): 3 clusters Score: Raw -87069.121237 + Penalty 1565.126289 = -85503.994948 nChanged 669 SP:Iteration 1F (5132.323830 sec): 3 clusters Score: Raw -87609.962088 + Penalty 1565.126289 = -86044.835798 nChanged 157 SP:Iteration 2F (5132.434376 sec): 3 clusters Score: Raw -87759.615844 + Penalty 1565.126289 = -86194.489555 nChanged 97 SP:Iteration 3F (5132.527360 sec): 3 clusters Score: Raw -87828.612496 + Penalty 1565.126289 = -86263.486207 nChanged 53 SP:Iteration 4Q (5132.628172 sec): 3 clusters Score: Raw -87864.204248 + Penalty 1565.126289 = -86299.077959 nChanged 44 SP:Iteration 5Q (5132.763127 sec): 3 clusters Score: Raw -87889.209710 + Penalty 1565.126289 = -86324.083421 nChanged 38 SP:Iteration 6Q (5132.843276 sec): 3 clusters Score: Raw -87911.248541 + Penalty 1565.126289 = -86346.122252 nChanged 27 SP:Iteration 7Q (5132.962251 sec): 3 clusters Score: Raw -87926.474204 + Penalty 1565.126289 = -86361.347915 nChanged 29 SP:Iteration 8Q (5133.069740 sec): 3 clusters Score: Raw -87940.272803 + Penalty 1565.126289 = -86375.146514 nChanged 28 SP:Iteration 9Q (5133.184497 sec): 3 clusters Score: Raw -87957.431656 + Penalty 1565.126289 = -86392.305367 nChanged 25 SP:Iteration 10Q (5133.309945 sec): 3 clusters Score: Raw -87969.406003 + Penalty 1565.126289 = -86404.279714 nChanged 23 SP:Iteration 11Q (5133.441001 sec): 3 clusters Score: Raw -87991.404252 + Penalty 1565.126289 = -86426.277963 nChanged 27 SP:Iteration 12Q (5133.542110 sec): 3 clusters Score: Raw -88009.396658 + Penalty 1565.126289 = -86444.270369 nChanged 25 SP:Iteration 13Q (5133.659051 sec): 3 clusters Score: Raw -88026.642985 + Penalty 1565.126289 = -86461.516696 nChanged 28 SP:Iteration 14Q (5133.790531 sec): 3 clusters Score: Raw -88043.012296 + Penalty 1565.126289 = -86477.886007 nChanged 22 SP:Iteration 15Q (5133.920082 sec): 3 clusters Score: Raw -88057.034240 + Penalty 1565.126289 = -86491.907951 nChanged 17 SP:Iteration 16Q (5134.013389 sec): 3 clusters Score: Raw -88068.717887 + Penalty 1565.126289 = -86503.591598 nChanged 14 SP:Iteration 17Q (5134.141735 sec): 3 clusters Score: Raw -88075.925777 + Penalty 1565.126289 = -86510.799488 nChanged 11 SP:Iteration 18Q (5134.248530 sec): 3 clusters Score: Raw -88079.515628 + Penalty 1565.126289 = -86514.389339 nChanged 6 SP:Iteration 19Q (5134.388789 sec): 3 clusters Score: Raw -88081.585946 + Penalty 1565.126289 = -86516.459657 nChanged 8 SP:Iteration 20F (5134.496483 sec): 3 clusters Score: Raw -88086.731364 + Penalty 1565.126289 = -86521.605075 nChanged 7 SP:Iteration 21Q (5134.624437 sec): 3 clusters Score: Raw -88089.794773 + Penalty 1565.126289 = -86524.668484 nChanged 8 SP:Iteration 22Q (5134.723213 sec): 3 clusters Score: Raw -88093.517090 + Penalty 1565.126289 = -86528.390800 nChanged 4 SP:Iteration 23Q (5134.827402 sec): 3 clusters Score: Raw -88094.657647 + Penalty 1565.126289 = -86529.531358 nChanged 3 SP:Iteration 24Q (5134.948442 sec): 3 clusters Score: Raw -88096.018202 + Penalty 1565.126289 = -86530.891913 nChanged 3 SP:Iteration 25Q (5135.077816 sec): 3 clusters Score: Raw -88097.385135 + Penalty 1565.126289 = -86532.258845 nChanged 2 SP:Iteration 26Q (5135.187317 sec): 3 clusters Score: Raw -88098.100561 + Penalty 1565.126289 = -86532.974272 nChanged 2 SP:Iteration 27Q (5135.302138 sec): 3 clusters Score: Raw -88098.861079 + Penalty 1565.126289 = -86533.734790 nChanged 3 SP:Iteration 28Q (5135.436296 sec): 3 clusters Score: Raw -88100.046338 + Penalty 1565.126289 = -86534.920049 nChanged 3 SP:Iteration 29Q (5135.529966 sec): 3 clusters Score: Raw -88101.439821 + Penalty 1565.126289 = -86536.313532 nChanged 3 SP:Iteration 30Q (5135.646347 sec): 3 clusters Score: Raw -88102.408537 + Penalty 1565.126289 = -86537.282248 nChanged 3 SP:Iteration 31Q (5135.776193 sec): 3 clusters Score: Raw -88103.043102 + Penalty 1565.126289 = -86537.916813 nChanged 4 SP:Iteration 32Q (5135.884446 sec): 3 clusters Score: Raw -88103.977018 + Penalty 1565.126289 = -86538.850729 nChanged 2 SP:Iteration 33Q (5135.990176 sec): 3 clusters Score: Raw -88104.616245 + Penalty 1565.126289 = -86539.489956 nChanged 1 SP:Iteration 34Q (5136.096478 sec): 3 clusters Score: Raw -88104.989162 + Penalty 1565.126289 = -86539.862872 nChanged 1 SP:Iteration 35Q (5136.224491 sec): 3 clusters Score: Raw -88105.149704 + Penalty 1565.126289 = -86540.023415 nChanged 0 SP:Iteration 36F (5136.332042 sec): 3 clusters Score: Raw -88105.149704 + Penalty 1565.126289 = -86540.023415 nChanged 0 Trying to split cluster 17 (3999 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5136.402495 sec): 2 clusters Score: Raw -236800.999652 + Penalty 870.848959 = -235930.150693 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5136.509075 sec): 3 clusters Score: Raw -234633.336639 + Penalty 1741.697918 = -232891.638721 nChanged 1581 SP:Iteration 1F (5136.606163 sec): 3 clusters Score: Raw -235560.636924 + Penalty 1741.697918 = -233818.939007 nChanged 309 SP:Iteration 2F (5136.720287 sec): 3 clusters Score: Raw -235719.502038 + Penalty 1741.697918 = -233977.804120 nChanged 216 SP:Iteration 3F (5136.853714 sec): 3 clusters Score: Raw -235837.845583 + Penalty 1741.697918 = -234096.147665 nChanged 187 SP:Iteration 4Q (5136.985797 sec): 3 clusters Score: Raw -235921.890878 + Penalty 1741.697918 = -234180.192960 nChanged 147 SP:Iteration 5Q (5137.104452 sec): 3 clusters Score: Raw -236001.882040 + Penalty 1741.697918 = -234260.184122 nChanged 170 SP:Iteration 6Q (5137.221360 sec): 3 clusters Score: Raw -236102.394085 + Penalty 1741.697918 = -234360.696167 nChanged 151 SP:Iteration 7Q (5137.359178 sec): 3 clusters Score: Raw -236189.359070 + Penalty 1741.697918 = -234447.661152 nChanged 133 SP:Iteration 8Q (5137.459361 sec): 3 clusters Score: Raw -236270.043210 + Penalty 1741.697918 = -234528.345293 nChanged 135 SP:Iteration 9Q (5137.588126 sec): 3 clusters Score: Raw -236357.418391 + Penalty 1741.697918 = -234615.720473 nChanged 140 SP:Iteration 10Q (5137.706680 sec): 3 clusters Score: Raw -236462.082585 + Penalty 1741.697918 = -234720.384667 nChanged 125 SP:Iteration 11Q (5137.808921 sec): 3 clusters Score: Raw -236558.826961 + Penalty 1741.697918 = -234817.129043 nChanged 120 SP:Iteration 12Q (5137.936979 sec): 3 clusters Score: Raw -236644.424313 + Penalty 1741.697918 = -234902.726395 nChanged 77 SP:Iteration 13Q (5138.038956 sec): 3 clusters Score: Raw -236689.987937 + Penalty 1741.697918 = -234948.290019 nChanged 58 SP:Iteration 14Q (5138.163901 sec): 3 clusters Score: Raw -236722.806210 + Penalty 1741.697918 = -234981.108292 nChanged 57 SP:Iteration 15Q (5138.266493 sec): 3 clusters Score: Raw -236763.105542 + Penalty 1741.697918 = -235021.407624 nChanged 49 SP:Iteration 16Q (5138.376384 sec): 3 clusters Score: Raw -236796.685564 + Penalty 1741.697918 = -235054.987646 nChanged 56 SP:Iteration 17Q (5138.490756 sec): 3 clusters Score: Raw -236830.434765 + Penalty 1741.697918 = -235088.736847 nChanged 32 SP:Iteration 18Q (5138.609321 sec): 3 clusters Score: Raw -236853.800780 + Penalty 1741.697918 = -235112.102862 nChanged 31 SP:Iteration 19Q (5138.748446 sec): 3 clusters Score: Raw -236878.353638 + Penalty 1741.697918 = -235136.655720 nChanged 18 SP:Iteration 20F (5138.858863 sec): 3 clusters Score: Raw -236889.253205 + Penalty 1741.697918 = -235147.555287 nChanged 22 SP:Iteration 21Q (5138.968725 sec): 3 clusters Score: Raw -236902.753477 + Penalty 1741.697918 = -235161.055559 nChanged 18 SP:Iteration 22Q (5139.087270 sec): 3 clusters Score: Raw -236915.339682 + Penalty 1741.697918 = -235173.641764 nChanged 11 SP:Iteration 23Q (5139.189292 sec): 3 clusters Score: Raw -236922.083528 + Penalty 1741.697918 = -235180.385610 nChanged 7 SP:Iteration 24Q (5139.299743 sec): 3 clusters Score: Raw -236928.540926 + Penalty 1741.697918 = -235186.843008 nChanged 10 SP:Iteration 25Q (5139.454304 sec): 3 clusters Score: Raw -236936.597103 + Penalty 1741.697918 = -235194.899185 nChanged 12 SP:Iteration 26Q (5139.547049 sec): 3 clusters Score: Raw -236943.655318 + Penalty 1741.697918 = -235201.957400 nChanged 9 SP:Iteration 27Q (5139.665168 sec): 3 clusters Score: Raw -236951.312168 + Penalty 1741.697918 = -235209.614250 nChanged 9 SP:Iteration 28Q (5139.784573 sec): 3 clusters Score: Raw -236957.638120 + Penalty 1741.697918 = -235215.940203 nChanged 8 SP:Iteration 29Q (5139.907434 sec): 3 clusters Score: Raw -236961.420558 + Penalty 1741.697918 = -235219.722640 nChanged 6 SP:Iteration 30Q (5140.005549 sec): 3 clusters Score: Raw -236963.599766 + Penalty 1741.697918 = -235221.901848 nChanged 4 SP:Iteration 31Q (5140.145686 sec): 3 clusters Score: Raw -236966.906520 + Penalty 1741.697918 = -235225.208602 nChanged 3 SP:Iteration 32Q (5140.256124 sec): 3 clusters Score: Raw -236969.814876 + Penalty 1741.697918 = -235228.116958 nChanged 4 SP:Iteration 33Q (5140.394761 sec): 3 clusters Score: Raw -236973.953302 + Penalty 1741.697918 = -235232.255384 nChanged 4 SP:Iteration 34Q (5140.483220 sec): 3 clusters Score: Raw -236976.589659 + Penalty 1741.697918 = -235234.891742 nChanged 2 SP:Iteration 35Q (5140.597639 sec): 3 clusters Score: Raw -236977.305285 + Penalty 1741.697918 = -235235.607367 nChanged 3 SP:Iteration 36Q (5140.718011 sec): 3 clusters Score: Raw -236979.077981 + Penalty 1741.697918 = -235237.380063 nChanged 4 SP:Iteration 37Q (5140.832750 sec): 3 clusters Score: Raw -236981.708927 + Penalty 1741.697918 = -235240.011009 nChanged 1 SP:Iteration 38Q (5140.957733 sec): 3 clusters Score: Raw -236981.813143 + Penalty 1741.697918 = -235240.115226 nChanged 0 SP:Iteration 39F (5141.058241 sec): 3 clusters Score: Raw -236981.813143 + Penalty 1741.697918 = -235240.115226 nChanged 0 Trying to split cluster 18 (433 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5141.118601 sec): 2 clusters Score: Raw -21952.361444 + Penalty 637.427461 = -21314.933982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5141.245451 sec): 3 clusters Score: Raw -21863.954656 + Penalty 1274.854923 = -20589.099733 nChanged 109 SP:Iteration 1F (5141.359330 sec): 3 clusters Score: Raw -22023.233009 + Penalty 1274.854923 = -20748.378086 nChanged 31 SP:Iteration 2F (5141.450041 sec): 3 clusters Score: Raw -22063.526506 + Penalty 1274.854923 = -20788.671583 nChanged 17 SP:Iteration 3Q (5141.571588 sec): 3 clusters Score: Raw -22099.649077 + Penalty 1274.854923 = -20824.794154 nChanged 7 SP:Iteration 4Q (5141.687163 sec): 3 clusters Score: Raw -22112.385022 + Penalty 1274.854923 = -20837.530099 nChanged 6 SP:Iteration 5Q (5141.797512 sec): 3 clusters Score: Raw -22124.719174 + Penalty 1274.854923 = -20849.864251 nChanged 4 SP:Iteration 6Q (5141.913368 sec): 3 clusters Score: Raw -22133.410711 + Penalty 1274.854923 = -20858.555788 nChanged 3 SP:Iteration 7Q (5142.022643 sec): 3 clusters Score: Raw -22137.513894 + Penalty 1274.854923 = -20862.658971 nChanged 1 SP:Iteration 8Q (5142.129414 sec): 3 clusters Score: Raw -22137.838803 + Penalty 1274.854923 = -20862.983880 nChanged 0 SP:Iteration 9F (5142.235921 sec): 3 clusters Score: Raw -22137.838803 + Penalty 1274.854923 = -20862.983880 nChanged 0 Trying to split cluster 19 (1495 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5142.289175 sec): 2 clusters Score: Raw -87968.815987 + Penalty 767.537556 = -87201.278431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5142.431608 sec): 3 clusters Score: Raw -87289.423458 + Penalty 1535.075112 = -85754.348346 nChanged 551 SP:Iteration 1F (5142.535530 sec): 3 clusters Score: Raw -87661.288081 + Penalty 1535.075112 = -86126.212969 nChanged 137 SP:Iteration 2F (5142.622885 sec): 3 clusters Score: Raw -87772.207420 + Penalty 1535.075112 = -86237.132308 nChanged 88 SP:Iteration 3F (5142.749586 sec): 3 clusters Score: Raw -87842.160372 + Penalty 1535.075112 = -86307.085260 nChanged 74 SP:Iteration 4Q (5142.842881 sec): 3 clusters Score: Raw -87907.565784 + Penalty 1535.075112 = -86372.490672 nChanged 55 SP:Iteration 5Q (5142.975880 sec): 3 clusters Score: Raw -87945.444110 + Penalty 1535.075112 = -86410.368998 nChanged 43 SP:Iteration 6Q (5143.084714 sec): 3 clusters Score: Raw -87967.124525 + Penalty 1535.075112 = -86432.049413 nChanged 34 SP:Iteration 7Q (5143.188407 sec): 3 clusters Score: Raw -87984.779658 + Penalty 1535.075112 = -86449.704546 nChanged 30 SP:Iteration 8Q (5143.327059 sec): 3 clusters Score: Raw -88004.275264 + Penalty 1535.075112 = -86469.200152 nChanged 33 SP:Iteration 9Q (5143.442896 sec): 3 clusters Score: Raw -88025.913041 + Penalty 1535.075112 = -86490.837929 nChanged 26 SP:Iteration 10Q (5143.550416 sec): 3 clusters Score: Raw -88037.262029 + Penalty 1535.075112 = -86502.186917 nChanged 21 SP:Iteration 11Q (5143.648717 sec): 3 clusters Score: Raw -88050.696269 + Penalty 1535.075112 = -86515.621157 nChanged 18 SP:Iteration 12Q (5143.790302 sec): 3 clusters Score: Raw -88065.488052 + Penalty 1535.075112 = -86530.412940 nChanged 20 SP:Iteration 13Q (5143.890373 sec): 3 clusters Score: Raw -88079.404283 + Penalty 1535.075112 = -86544.329171 nChanged 16 SP:Iteration 14Q (5144.007497 sec): 3 clusters Score: Raw -88090.293851 + Penalty 1535.075112 = -86555.218739 nChanged 20 SP:Iteration 15Q (5144.146988 sec): 3 clusters Score: Raw -88109.633980 + Penalty 1535.075112 = -86574.558868 nChanged 25 SP:Iteration 16Q (5144.259545 sec): 3 clusters Score: Raw -88132.697590 + Penalty 1535.075112 = -86597.622478 nChanged 29 SP:Iteration 17Q (5144.356144 sec): 3 clusters Score: Raw -88147.308078 + Penalty 1535.075112 = -86612.232966 nChanged 18 SP:Iteration 18Q (5144.434496 sec): 3 clusters Score: Raw -88156.443070 + Penalty 1535.075112 = -86621.367958 nChanged 13 SP:Iteration 19Q (5144.550559 sec): 3 clusters Score: Raw -88165.343276 + Penalty 1535.075112 = -86630.268164 nChanged 14 SP:Iteration 20F (5144.674434 sec): 3 clusters Score: Raw -88176.611820 + Penalty 1535.075112 = -86641.536708 nChanged 13 SP:Iteration 21Q (5144.787448 sec): 3 clusters Score: Raw -88187.286366 + Penalty 1535.075112 = -86652.211254 nChanged 11 SP:Iteration 22Q (5144.917871 sec): 3 clusters Score: Raw -88194.963999 + Penalty 1535.075112 = -86659.888887 nChanged 11 SP:Iteration 23Q (5145.019606 sec): 3 clusters Score: Raw -88199.903477 + Penalty 1535.075112 = -86664.828365 nChanged 8 SP:Iteration 24Q (5145.126538 sec): 3 clusters Score: Raw -88208.519492 + Penalty 1535.075112 = -86673.444380 nChanged 12 SP:Iteration 25Q (5145.241939 sec): 3 clusters Score: Raw -88216.281553 + Penalty 1535.075112 = -86681.206441 nChanged 10 SP:Iteration 26Q (5145.336273 sec): 3 clusters Score: Raw -88223.378881 + Penalty 1535.075112 = -86688.303769 nChanged 8 SP:Iteration 27Q (5145.445112 sec): 3 clusters Score: Raw -88227.511919 + Penalty 1535.075112 = -86692.436807 nChanged 4 SP:Iteration 28Q (5145.550461 sec): 3 clusters Score: Raw -88232.831646 + Penalty 1535.075112 = -86697.756534 nChanged 7 SP:Iteration 29Q (5145.684218 sec): 3 clusters Score: Raw -88236.941813 + Penalty 1535.075112 = -86701.866701 nChanged 7 SP:Iteration 30Q (5145.778066 sec): 3 clusters Score: Raw -88239.816414 + Penalty 1535.075112 = -86704.741302 nChanged 6 SP:Iteration 31Q (5145.904117 sec): 3 clusters Score: Raw -88242.353083 + Penalty 1535.075112 = -86707.277971 nChanged 5 SP:Iteration 32Q (5146.008075 sec): 3 clusters Score: Raw -88244.482851 + Penalty 1535.075112 = -86709.407739 nChanged 4 SP:Iteration 33Q (5146.110518 sec): 3 clusters Score: Raw -88246.811060 + Penalty 1535.075112 = -86711.735948 nChanged 1 SP:Iteration 34Q (5146.216150 sec): 3 clusters Score: Raw -88246.942524 + Penalty 1535.075112 = -86711.867412 nChanged 0 SP:Iteration 35F (5146.340882 sec): 3 clusters Score: Raw -88246.942524 + Penalty 1535.075112 = -86711.867412 nChanged 0 Trying to split cluster 20 (9256 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5146.416976 sec): 2 clusters Score: Raw -561323.665489 + Penalty 958.967863 = -560364.697626 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5146.565671 sec): 3 clusters Score: Raw -555910.888674 + Penalty 1917.935726 = -553992.952947 nChanged 4117 SP:Iteration 1F (5146.672116 sec): 3 clusters Score: Raw -558233.426496 + Penalty 1917.935726 = -556315.490770 nChanged 549 SP:Iteration 2F (5146.795260 sec): 3 clusters Score: Raw -558503.097427 + Penalty 1917.935726 = -556585.161701 nChanged 525 SP:Iteration 3F (5146.921515 sec): 3 clusters Score: Raw -558787.651061 + Penalty 1917.935726 = -556869.715335 nChanged 543 SP:Iteration 4F (5147.029595 sec): 3 clusters Score: Raw -559118.695887 + Penalty 1917.935726 = -557200.760161 nChanged 585 SP:Iteration 5F (5147.153173 sec): 3 clusters Score: Raw -559511.370510 + Penalty 1917.935726 = -557593.434784 nChanged 571 SP:Iteration 6F (5147.297468 sec): 3 clusters Score: Raw -559907.844441 + Penalty 1917.935726 = -557989.908714 nChanged 512 SP:Iteration 7F (5147.398184 sec): 3 clusters Score: Raw -560221.653226 + Penalty 1917.935726 = -558303.717500 nChanged 405 SP:Iteration 8Q (5147.535836 sec): 3 clusters Score: Raw -560451.032579 + Penalty 1917.935726 = -558533.096852 nChanged 317 SP:Iteration 9Q (5147.662700 sec): 3 clusters Score: Raw -560619.417626 + Penalty 1917.935726 = -558701.481900 nChanged 246 SP:Iteration 10Q (5147.780878 sec): 3 clusters Score: Raw -560753.498713 + Penalty 1917.935726 = -558835.562986 nChanged 222 SP:Iteration 11Q (5147.934514 sec): 3 clusters Score: Raw -560867.485044 + Penalty 1917.935726 = -558949.549318 nChanged 190 SP:Iteration 12Q (5148.066875 sec): 3 clusters Score: Raw -560959.814750 + Penalty 1917.935726 = -559041.879024 nChanged 173 SP:Iteration 13Q (5148.187467 sec): 3 clusters Score: Raw -561054.095986 + Penalty 1917.935726 = -559136.160259 nChanged 148 SP:Iteration 14Q (5148.293736 sec): 3 clusters Score: Raw -561128.820471 + Penalty 1917.935726 = -559210.884745 nChanged 117 SP:Iteration 15Q (5148.411928 sec): 3 clusters Score: Raw -561182.819837 + Penalty 1917.935726 = -559264.884110 nChanged 94 SP:Iteration 16Q (5148.548311 sec): 3 clusters Score: Raw -561228.513233 + Penalty 1917.935726 = -559310.577507 nChanged 78 SP:Iteration 17Q (5148.672422 sec): 3 clusters Score: Raw -561262.250370 + Penalty 1917.935726 = -559344.314643 nChanged 68 SP:Iteration 18Q (5148.805997 sec): 3 clusters Score: Raw -561296.551138 + Penalty 1917.935726 = -559378.615412 nChanged 61 SP:Iteration 19Q (5148.936995 sec): 3 clusters Score: Raw -561324.099492 + Penalty 1917.935726 = -559406.163766 nChanged 51 SP:Iteration 20F (5149.052856 sec): 3 clusters Score: Raw -561347.686644 + Penalty 1917.935726 = -559429.750917 nChanged 45 SP:Iteration 21Q (5149.172065 sec): 3 clusters Score: Raw -561364.965510 + Penalty 1917.935726 = -559447.029783 nChanged 29 SP:Iteration 22Q (5149.288805 sec): 3 clusters Score: Raw -561373.841430 + Penalty 1917.935726 = -559455.905704 nChanged 25 SP:Iteration 23Q (5149.452129 sec): 3 clusters Score: Raw -561381.852202 + Penalty 1917.935726 = -559463.916475 nChanged 19 SP:Iteration 24Q (5149.576322 sec): 3 clusters Score: Raw -561388.827166 + Penalty 1917.935726 = -559470.891440 nChanged 10 SP:Iteration 25Q (5149.698844 sec): 3 clusters Score: Raw -561391.377005 + Penalty 1917.935726 = -559473.441278 nChanged 8 SP:Iteration 26Q (5149.825477 sec): 3 clusters Score: Raw -561393.847470 + Penalty 1917.935726 = -559475.911744 nChanged 13 SP:Iteration 27Q (5149.930847 sec): 3 clusters Score: Raw -561398.484353 + Penalty 1917.935726 = -559480.548626 nChanged 13 SP:Iteration 28Q (5150.059108 sec): 3 clusters Score: Raw -561406.887737 + Penalty 1917.935726 = -559488.952011 nChanged 16 SP:Iteration 29Q (5150.200565 sec): 3 clusters Score: Raw -561413.490788 + Penalty 1917.935726 = -559495.555061 nChanged 16 SP:Iteration 30Q (5150.337828 sec): 3 clusters Score: Raw -561423.377793 + Penalty 1917.935726 = -559505.442067 nChanged 18 SP:Iteration 31Q (5150.464352 sec): 3 clusters Score: Raw -561431.940019 + Penalty 1917.935726 = -559514.004292 nChanged 15 SP:Iteration 32Q (5150.577367 sec): 3 clusters Score: Raw -561438.205647 + Penalty 1917.935726 = -559520.269920 nChanged 12 SP:Iteration 33Q (5150.684107 sec): 3 clusters Score: Raw -561443.171761 + Penalty 1917.935726 = -559525.236034 nChanged 7 SP:Iteration 34Q (5150.829416 sec): 3 clusters Score: Raw -561445.257759 + Penalty 1917.935726 = -559527.322032 nChanged 5 SP:Iteration 35Q (5150.940871 sec): 3 clusters Score: Raw -561446.502767 + Penalty 1917.935726 = -559528.567041 nChanged 4 SP:Iteration 36Q (5151.092954 sec): 3 clusters Score: Raw -561447.544077 + Penalty 1917.935726 = -559529.608351 nChanged 2 SP:Iteration 37Q (5151.218611 sec): 3 clusters Score: Raw -561448.462862 + Penalty 1917.935726 = -559530.527135 nChanged 2 SP:Iteration 38Q (5151.341425 sec): 3 clusters Score: Raw -561448.829645 + Penalty 1917.935726 = -559530.893919 nChanged 2 SP:Iteration 39Q (5151.461216 sec): 3 clusters Score: Raw -561449.921132 + Penalty 1917.935726 = -559531.985405 nChanged 3 SP:Iteration 40F (5151.553529 sec): 3 clusters Score: Raw -561451.274325 + Penalty 1917.935726 = -559533.338598 nChanged 5 SP:Iteration 41Q (5151.696605 sec): 3 clusters Score: Raw -561452.700702 + Penalty 1917.935726 = -559534.764976 nChanged 2 SP:Iteration 42Q (5151.811152 sec): 3 clusters Score: Raw -561453.044864 + Penalty 1917.935726 = -559535.109138 nChanged 0 SP:Iteration 43F (5151.930162 sec): 3 clusters Score: Raw -561453.044864 + Penalty 1917.935726 = -559535.109138 nChanged 0 Trying to split cluster 21 (2948 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5152.012830 sec): 2 clusters Score: Raw -179537.271618 + Penalty 838.832637 = -178698.438981 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5152.103858 sec): 3 clusters Score: Raw -178032.597637 + Penalty 1677.665273 = -176354.932364 nChanged 1158 SP:Iteration 1F (5152.233803 sec): 3 clusters Score: Raw -178725.381467 + Penalty 1677.665273 = -177047.716194 nChanged 211 SP:Iteration 2F (5152.351517 sec): 3 clusters Score: Raw -178851.105573 + Penalty 1677.665273 = -177173.440300 nChanged 167 SP:Iteration 3F (5152.470006 sec): 3 clusters Score: Raw -178967.508080 + Penalty 1677.665273 = -177289.842807 nChanged 152 SP:Iteration 4F (5152.553817 sec): 3 clusters Score: Raw -179068.272889 + Penalty 1677.665273 = -177390.607616 nChanged 143 SP:Iteration 5Q (5152.670587 sec): 3 clusters Score: Raw -179167.444385 + Penalty 1677.665273 = -177489.779111 nChanged 126 SP:Iteration 6Q (5152.790099 sec): 3 clusters Score: Raw -179260.369444 + Penalty 1677.665273 = -177582.704171 nChanged 110 SP:Iteration 7Q (5152.895906 sec): 3 clusters Score: Raw -179337.547692 + Penalty 1677.665273 = -177659.882419 nChanged 99 SP:Iteration 8Q (5153.036369 sec): 3 clusters Score: Raw -179422.129317 + Penalty 1677.665273 = -177744.464044 nChanged 93 SP:Iteration 9Q (5153.146567 sec): 3 clusters Score: Raw -179490.996496 + Penalty 1677.665273 = -177813.331223 nChanged 69 SP:Iteration 10Q (5153.234969 sec): 3 clusters Score: Raw -179528.216868 + Penalty 1677.665273 = -177850.551595 nChanged 57 SP:Iteration 11Q (5153.350790 sec): 3 clusters Score: Raw -179557.685129 + Penalty 1677.665273 = -177880.019855 nChanged 52 SP:Iteration 12Q (5153.466789 sec): 3 clusters Score: Raw -179583.214272 + Penalty 1677.665273 = -177905.548999 nChanged 41 SP:Iteration 13Q (5153.585146 sec): 3 clusters Score: Raw -179605.274011 + Penalty 1677.665273 = -177927.608738 nChanged 33 SP:Iteration 14Q (5153.697102 sec): 3 clusters Score: Raw -179619.771301 + Penalty 1677.665273 = -177942.106028 nChanged 34 SP:Iteration 15Q (5153.785505 sec): 3 clusters Score: Raw -179631.289758 + Penalty 1677.665273 = -177953.624485 nChanged 20 SP:Iteration 16Q (5153.869826 sec): 3 clusters Score: Raw -179638.130668 + Penalty 1677.665273 = -177960.465395 nChanged 18 SP:Iteration 17Q (5153.974437 sec): 3 clusters Score: Raw -179646.161490 + Penalty 1677.665273 = -177968.496217 nChanged 15 SP:Iteration 18Q (5154.107356 sec): 3 clusters Score: Raw -179650.802419 + Penalty 1677.665273 = -177973.137146 nChanged 9 SP:Iteration 19Q (5154.200442 sec): 3 clusters Score: Raw -179655.389660 + Penalty 1677.665273 = -177977.724387 nChanged 12 SP:Iteration 20F (5154.322379 sec): 3 clusters Score: Raw -179660.376408 + Penalty 1677.665273 = -177982.711135 nChanged 9 SP:Iteration 21Q (5154.450183 sec): 3 clusters Score: Raw -179663.395332 + Penalty 1677.665273 = -177985.730058 nChanged 9 SP:Iteration 22Q (5154.563714 sec): 3 clusters Score: Raw -179666.568099 + Penalty 1677.665273 = -177988.902826 nChanged 5 SP:Iteration 23Q (5154.664675 sec): 3 clusters Score: Raw -179667.579220 + Penalty 1677.665273 = -177989.913947 nChanged 2 SP:Iteration 24Q (5154.770065 sec): 3 clusters Score: Raw -179667.913017 + Penalty 1677.665273 = -177990.247743 nChanged 0 SP:Iteration 25F (5154.870664 sec): 3 clusters Score: Raw -179667.913017 + Penalty 1677.665273 = -177990.247743 nChanged 0 Trying to split cluster 22 (1054 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5154.928964 sec): 2 clusters Score: Raw -51743.653966 + Penalty 730.836512 = -51012.817454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5155.072501 sec): 3 clusters Score: Raw -51310.821393 + Penalty 1461.673023 = -49849.148370 nChanged 381 SP:Iteration 1F (5155.173840 sec): 3 clusters Score: Raw -51594.935073 + Penalty 1461.673023 = -50133.262050 nChanged 94 SP:Iteration 2F (5155.280480 sec): 3 clusters Score: Raw -51701.837519 + Penalty 1461.673023 = -50240.164496 nChanged 72 SP:Iteration 3F (5155.387052 sec): 3 clusters Score: Raw -51794.047305 + Penalty 1461.673023 = -50332.374282 nChanged 50 SP:Iteration 4Q (5155.485543 sec): 3 clusters Score: Raw -51849.210699 + Penalty 1461.673023 = -50387.537676 nChanged 41 SP:Iteration 5Q (5155.590924 sec): 3 clusters Score: Raw -51888.990810 + Penalty 1461.673023 = -50427.317787 nChanged 34 SP:Iteration 6Q (5155.718946 sec): 3 clusters Score: Raw -51920.033357 + Penalty 1461.673023 = -50458.360334 nChanged 22 SP:Iteration 7Q (5155.813509 sec): 3 clusters Score: Raw -51949.039140 + Penalty 1461.673023 = -50487.366117 nChanged 21 SP:Iteration 8Q (5155.936705 sec): 3 clusters Score: Raw -51968.837838 + Penalty 1461.673023 = -50507.164815 nChanged 13 SP:Iteration 9Q (5156.042301 sec): 3 clusters Score: Raw -51981.089230 + Penalty 1461.673023 = -50519.416207 nChanged 17 SP:Iteration 10Q (5156.153719 sec): 3 clusters Score: Raw -52002.104906 + Penalty 1461.673023 = -50540.431883 nChanged 14 SP:Iteration 11Q (5156.262445 sec): 3 clusters Score: Raw -52019.852812 + Penalty 1461.673023 = -50558.179789 nChanged 13 SP:Iteration 12Q (5156.379866 sec): 3 clusters Score: Raw -52031.117365 + Penalty 1461.673023 = -50569.444342 nChanged 10 SP:Iteration 13Q (5156.505133 sec): 3 clusters Score: Raw -52040.019239 + Penalty 1461.673023 = -50578.346216 nChanged 10 SP:Iteration 14Q (5156.605116 sec): 3 clusters Score: Raw -52043.770393 + Penalty 1461.673023 = -50582.097370 nChanged 9 SP:Iteration 15Q (5156.718522 sec): 3 clusters Score: Raw -52051.300074 + Penalty 1461.673023 = -50589.627051 nChanged 12 SP:Iteration 16Q (5156.834297 sec): 3 clusters Score: Raw -52065.975030 + Penalty 1461.673023 = -50604.302006 nChanged 18 SP:Iteration 17Q (5156.965653 sec): 3 clusters Score: Raw -52080.678250 + Penalty 1461.673023 = -50619.005227 nChanged 9 SP:Iteration 18Q (5157.051479 sec): 3 clusters Score: Raw -52088.025718 + Penalty 1461.673023 = -50626.352695 nChanged 7 SP:Iteration 19Q (5157.180338 sec): 3 clusters Score: Raw -52092.158087 + Penalty 1461.673023 = -50630.485064 nChanged 6 SP:Iteration 20F (5157.281585 sec): 3 clusters Score: Raw -52096.139494 + Penalty 1461.673023 = -50634.466471 nChanged 8 SP:Iteration 21Q (5157.380066 sec): 3 clusters Score: Raw -52101.509966 + Penalty 1461.673023 = -50639.836943 nChanged 10 SP:Iteration 22Q (5157.502363 sec): 3 clusters Score: Raw -52111.213308 + Penalty 1461.673023 = -50649.540285 nChanged 12 SP:Iteration 23Q (5157.609002 sec): 3 clusters Score: Raw -52119.708710 + Penalty 1461.673023 = -50658.035687 nChanged 8 SP:Iteration 24Q (5157.731058 sec): 3 clusters Score: Raw -52126.344793 + Penalty 1461.673023 = -50664.671769 nChanged 8 SP:Iteration 25Q (5157.848948 sec): 3 clusters Score: Raw -52135.012802 + Penalty 1461.673023 = -50673.339779 nChanged 15 SP:Iteration 26Q (5157.946206 sec): 3 clusters Score: Raw -52148.530561 + Penalty 1461.673023 = -50686.857538 nChanged 12 SP:Iteration 27Q (5158.069840 sec): 3 clusters Score: Raw -52162.315947 + Penalty 1461.673023 = -50700.642924 nChanged 13 SP:Iteration 28Q (5158.193962 sec): 3 clusters Score: Raw -52175.502602 + Penalty 1461.673023 = -50713.829579 nChanged 14 SP:Iteration 29Q (5158.288152 sec): 3 clusters Score: Raw -52186.590166 + Penalty 1461.673023 = -50724.917142 nChanged 15 SP:Iteration 30Q (5158.408673 sec): 3 clusters Score: Raw -52201.592046 + Penalty 1461.673023 = -50739.919023 nChanged 19 SP:Iteration 31Q (5158.508829 sec): 3 clusters Score: Raw -52218.827599 + Penalty 1461.673023 = -50757.154576 nChanged 9 SP:Iteration 32Q (5158.641099 sec): 3 clusters Score: Raw -52226.026822 + Penalty 1461.673023 = -50764.353799 nChanged 8 SP:Iteration 33Q (5158.741950 sec): 3 clusters Score: Raw -52230.730457 + Penalty 1461.673023 = -50769.057434 nChanged 3 SP:Iteration 34Q (5158.842703 sec): 3 clusters Score: Raw -52231.535144 + Penalty 1461.673023 = -50769.862121 nChanged 1 SP:Iteration 35Q (5158.933409 sec): 3 clusters Score: Raw -52232.329997 + Penalty 1461.673023 = -50770.656974 nChanged 0 SP:Iteration 36F (5159.046898 sec): 3 clusters Score: Raw -52232.329997 + Penalty 1461.673023 = -50770.656974 nChanged 0 Trying to split cluster 23 (11338 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5159.153821 sec): 2 clusters Score: Raw -685768.332047 + Penalty 980.271095 = -684788.060952 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5159.284676 sec): 3 clusters Score: Raw -679024.403524 + Penalty 1960.542191 = -677063.861333 nChanged 5041 SP:Iteration 1F (5159.408658 sec): 3 clusters Score: Raw -681883.270736 + Penalty 1960.542191 = -679922.728545 nChanged 739 SP:Iteration 2F (5159.538254 sec): 3 clusters Score: Raw -682216.714575 + Penalty 1960.542191 = -680256.172384 nChanged 702 SP:Iteration 3F (5159.681535 sec): 3 clusters Score: Raw -682580.420766 + Penalty 1960.542191 = -680619.878575 nChanged 743 SP:Iteration 4F (5159.788000 sec): 3 clusters Score: Raw -683022.134589 + Penalty 1960.542191 = -681061.592398 nChanged 718 SP:Iteration 5F (5159.921658 sec): 3 clusters Score: Raw -683482.640152 + Penalty 1960.542191 = -681522.097961 nChanged 674 SP:Iteration 6F (5160.062140 sec): 3 clusters Score: Raw -683951.341654 + Penalty 1960.542191 = -681990.799463 nChanged 624 SP:Iteration 7F (5160.209697 sec): 3 clusters Score: Raw -684431.757314 + Penalty 1960.542191 = -682471.215123 nChanged 537 SP:Iteration 8Q (5160.318064 sec): 3 clusters Score: Raw -684837.312282 + Penalty 1960.542191 = -682876.770091 nChanged 399 SP:Iteration 9Q (5160.469681 sec): 3 clusters Score: Raw -685132.227405 + Penalty 1960.542191 = -683171.685214 nChanged 303 SP:Iteration 10Q (5160.587451 sec): 3 clusters Score: Raw -685346.026717 + Penalty 1960.542191 = -683385.484526 nChanged 233 SP:Iteration 11Q (5160.707650 sec): 3 clusters Score: Raw -685515.116871 + Penalty 1960.542191 = -683554.574680 nChanged 177 SP:Iteration 12Q (5160.839597 sec): 3 clusters Score: Raw -685637.715557 + Penalty 1960.542191 = -683677.173366 nChanged 114 SP:Iteration 13Q (5160.944318 sec): 3 clusters Score: Raw -685701.001704 + Penalty 1960.542191 = -683740.459513 nChanged 78 SP:Iteration 14Q (5161.090128 sec): 3 clusters Score: Raw -685740.837065 + Penalty 1960.542191 = -683780.294874 nChanged 50 SP:Iteration 15Q (5161.203823 sec): 3 clusters Score: Raw -685765.117645 + Penalty 1960.542191 = -683804.575454 nChanged 45 SP:Iteration 16Q (5161.328086 sec): 3 clusters Score: Raw -685786.152503 + Penalty 1960.542191 = -683825.610312 nChanged 42 SP:Iteration 17Q (5161.462181 sec): 3 clusters Score: Raw -685808.389055 + Penalty 1960.542191 = -683847.846864 nChanged 36 SP:Iteration 18Q (5161.574743 sec): 3 clusters Score: Raw -685822.926192 + Penalty 1960.542191 = -683862.384001 nChanged 29 SP:Iteration 19Q (5161.739816 sec): 3 clusters Score: Raw -685837.606969 + Penalty 1960.542191 = -683877.064779 nChanged 28 SP:Iteration 20F (5161.856547 sec): 3 clusters Score: Raw -685855.162928 + Penalty 1960.542191 = -683894.620737 nChanged 22 SP:Iteration 21Q (5161.983065 sec): 3 clusters Score: Raw -685865.518988 + Penalty 1960.542191 = -683904.976797 nChanged 14 SP:Iteration 22Q (5162.111710 sec): 3 clusters Score: Raw -685871.698579 + Penalty 1960.542191 = -683911.156388 nChanged 15 SP:Iteration 23Q (5162.239388 sec): 3 clusters Score: Raw -685879.975673 + Penalty 1960.542191 = -683919.433483 nChanged 13 SP:Iteration 24Q (5162.394491 sec): 3 clusters Score: Raw -685888.249859 + Penalty 1960.542191 = -683927.707668 nChanged 19 SP:Iteration 25Q (5162.523910 sec): 3 clusters Score: Raw -685898.000723 + Penalty 1960.542191 = -683937.458532 nChanged 11 SP:Iteration 26Q (5162.636375 sec): 3 clusters Score: Raw -685903.365238 + Penalty 1960.542191 = -683942.823047 nChanged 4 SP:Iteration 27Q (5162.782207 sec): 3 clusters Score: Raw -685904.732468 + Penalty 1960.542191 = -683944.190277 nChanged 4 SP:Iteration 28Q (5162.900980 sec): 3 clusters Score: Raw -685907.185417 + Penalty 1960.542191 = -683946.643226 nChanged 6 SP:Iteration 29Q (5163.049440 sec): 3 clusters Score: Raw -685909.305223 + Penalty 1960.542191 = -683948.763032 nChanged 4 SP:Iteration 30Q (5163.187938 sec): 3 clusters Score: Raw -685910.528552 + Penalty 1960.542191 = -683949.986361 nChanged 4 SP:Iteration 31Q (5163.299514 sec): 3 clusters Score: Raw -685911.715769 + Penalty 1960.542191 = -683951.173578 nChanged 0 SP:Iteration 32F (5163.438111 sec): 3 clusters Score: Raw -685911.715769 + Penalty 1960.542191 = -683951.173578 nChanged 0 Trying to split cluster 24 (2646 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5163.506268 sec): 2 clusters Score: Raw -162413.257694 + Penalty 827.484456 = -161585.773238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5163.651931 sec): 3 clusters Score: Raw -161102.676978 + Penalty 1654.968912 = -159447.708066 nChanged 1042 SP:Iteration 1F (5163.780340 sec): 3 clusters Score: Raw -161731.885844 + Penalty 1654.968912 = -160076.916932 nChanged 213 SP:Iteration 2F (5163.881589 sec): 3 clusters Score: Raw -161881.755755 + Penalty 1654.968912 = -160226.786842 nChanged 164 SP:Iteration 3F (5164.003452 sec): 3 clusters Score: Raw -161992.895969 + Penalty 1654.968912 = -160337.927057 nChanged 133 SP:Iteration 4F (5164.133015 sec): 3 clusters Score: Raw -162067.299968 + Penalty 1654.968912 = -160412.331056 nChanged 110 SP:Iteration 5Q (5164.245160 sec): 3 clusters Score: Raw -162134.112730 + Penalty 1654.968912 = -160479.143817 nChanged 92 SP:Iteration 6Q (5164.364060 sec): 3 clusters Score: Raw -162184.871674 + Penalty 1654.968912 = -160529.902762 nChanged 83 SP:Iteration 7Q (5164.500568 sec): 3 clusters Score: Raw -162230.962558 + Penalty 1654.968912 = -160575.993645 nChanged 75 SP:Iteration 8Q (5164.615891 sec): 3 clusters Score: Raw -162272.010662 + Penalty 1654.968912 = -160617.041750 nChanged 68 SP:Iteration 9Q (5164.738668 sec): 3 clusters Score: Raw -162317.597642 + Penalty 1654.968912 = -160662.628730 nChanged 61 SP:Iteration 10Q (5164.844496 sec): 3 clusters Score: Raw -162352.834261 + Penalty 1654.968912 = -160697.865348 nChanged 69 SP:Iteration 11Q (5164.969361 sec): 3 clusters Score: Raw -162387.237611 + Penalty 1654.968912 = -160732.268698 nChanged 55 SP:Iteration 12Q (5165.097045 sec): 3 clusters Score: Raw -162417.999037 + Penalty 1654.968912 = -160763.030125 nChanged 50 SP:Iteration 13Q (5165.197997 sec): 3 clusters Score: Raw -162437.780764 + Penalty 1654.968912 = -160782.811852 nChanged 39 SP:Iteration 14Q (5165.305830 sec): 3 clusters Score: Raw -162454.429072 + Penalty 1654.968912 = -160799.460160 nChanged 41 SP:Iteration 15Q (5165.453820 sec): 3 clusters Score: Raw -162469.352832 + Penalty 1654.968912 = -160814.383920 nChanged 30 SP:Iteration 16Q (5165.549300 sec): 3 clusters Score: Raw -162482.511708 + Penalty 1654.968912 = -160827.542796 nChanged 41 SP:Iteration 17Q (5165.680405 sec): 3 clusters Score: Raw -162499.991088 + Penalty 1654.968912 = -160845.022175 nChanged 36 SP:Iteration 18Q (5165.787733 sec): 3 clusters Score: Raw -162518.735248 + Penalty 1654.968912 = -160863.766336 nChanged 36 SP:Iteration 19Q (5165.900859 sec): 3 clusters Score: Raw -162534.417578 + Penalty 1654.968912 = -160879.448665 nChanged 25 SP:Iteration 20F (5166.023401 sec): 3 clusters Score: Raw -162544.828899 + Penalty 1654.968912 = -160889.859987 nChanged 22 SP:Iteration 21Q (5166.113561 sec): 3 clusters Score: Raw -162554.071485 + Penalty 1654.968912 = -160899.102572 nChanged 21 SP:Iteration 22Q (5166.239662 sec): 3 clusters Score: Raw -162560.569592 + Penalty 1654.968912 = -160905.600680 nChanged 22 SP:Iteration 23Q (5166.326967 sec): 3 clusters Score: Raw -162567.313713 + Penalty 1654.968912 = -160912.344800 nChanged 11 SP:Iteration 24Q (5166.438004 sec): 3 clusters Score: Raw -162570.113161 + Penalty 1654.968912 = -160915.144249 nChanged 10 SP:Iteration 25Q (5166.562279 sec): 3 clusters Score: Raw -162574.148833 + Penalty 1654.968912 = -160919.179921 nChanged 12 SP:Iteration 26Q (5166.684298 sec): 3 clusters Score: Raw -162577.787099 + Penalty 1654.968912 = -160922.818186 nChanged 11 SP:Iteration 27Q (5166.807171 sec): 3 clusters Score: Raw -162581.253727 + Penalty 1654.968912 = -160926.284815 nChanged 9 SP:Iteration 28Q (5166.934240 sec): 3 clusters Score: Raw -162583.982502 + Penalty 1654.968912 = -160929.013590 nChanged 14 SP:Iteration 29Q (5167.057041 sec): 3 clusters Score: Raw -162590.527436 + Penalty 1654.968912 = -160935.558523 nChanged 11 SP:Iteration 30Q (5167.188157 sec): 3 clusters Score: Raw -162594.468697 + Penalty 1654.968912 = -160939.499785 nChanged 20 SP:Iteration 31Q (5167.276370 sec): 3 clusters Score: Raw -162602.068136 + Penalty 1654.968912 = -160947.099224 nChanged 15 SP:Iteration 32Q (5167.418653 sec): 3 clusters Score: Raw -162610.195126 + Penalty 1654.968912 = -160955.226213 nChanged 23 SP:Iteration 33Q (5167.499642 sec): 3 clusters Score: Raw -162618.203179 + Penalty 1654.968912 = -160963.234267 nChanged 19 SP:Iteration 34Q (5167.633855 sec): 3 clusters Score: Raw -162625.186841 + Penalty 1654.968912 = -160970.217929 nChanged 20 SP:Iteration 35Q (5167.723610 sec): 3 clusters Score: Raw -162632.864424 + Penalty 1654.968912 = -160977.895512 nChanged 27 SP:Iteration 36Q (5167.841394 sec): 3 clusters Score: Raw -162643.775051 + Penalty 1654.968912 = -160988.806138 nChanged 35 SP:Iteration 37Q (5167.958591 sec): 3 clusters Score: Raw -162656.817926 + Penalty 1654.968912 = -161001.849014 nChanged 29 SP:Iteration 38Q (5168.051035 sec): 3 clusters Score: Raw -162666.261276 + Penalty 1654.968912 = -161011.292364 nChanged 15 SP:Iteration 39Q (5168.162848 sec): 3 clusters Score: Raw -162670.523157 + Penalty 1654.968912 = -161015.554244 nChanged 10 SP:Iteration 40F (5168.270258 sec): 3 clusters Score: Raw -162673.216782 + Penalty 1654.968912 = -161018.247870 nChanged 9 SP:Iteration 41Q (5168.394677 sec): 3 clusters Score: Raw -162675.943213 + Penalty 1654.968912 = -161020.974301 nChanged 8 SP:Iteration 42Q (5168.499140 sec): 3 clusters Score: Raw -162677.970515 + Penalty 1654.968912 = -161023.001603 nChanged 4 SP:Iteration 43Q (5168.621771 sec): 3 clusters Score: Raw -162679.664500 + Penalty 1654.968912 = -161024.695587 nChanged 9 SP:Iteration 44Q (5168.706716 sec): 3 clusters Score: Raw -162681.891819 + Penalty 1654.968912 = -161026.922906 nChanged 3 SP:Iteration 45Q (5168.820309 sec): 3 clusters Score: Raw -162683.883183 + Penalty 1654.968912 = -161028.914270 nChanged 2 SP:Iteration 46Q (5168.953728 sec): 3 clusters Score: Raw -162684.351178 + Penalty 1654.968912 = -161029.382266 nChanged 3 SP:Iteration 47Q (5169.014296 sec): 3 clusters Score: Raw -162684.694958 + Penalty 1654.968912 = -161029.726045 nChanged 1 SP:Iteration 48Q (5169.111576 sec): 3 clusters Score: Raw -162684.844356 + Penalty 1654.968912 = -161029.875444 nChanged 2 SP:Iteration 49Q (5169.191963 sec): 3 clusters Score: Raw -162684.939346 + Penalty 1654.968912 = -161029.970433 nChanged 1 SP:Iteration 50Q (5169.315908 sec): 3 clusters Score: Raw -162685.360953 + Penalty 1654.968912 = -161030.392041 nChanged 0 SP:Iteration 51F (5169.411403 sec): 3 clusters Score: Raw -162685.360953 + Penalty 1654.968912 = -161030.392041 nChanged 0 Time taken for this iteration:1018.472815 seconds. 8->25 Clusters: Score -4206766.787331, best is -4207117.855505 Starting from 9 clusters... ------ Clustering full data set of 77963 points ------ SP: Assigned 9 initial classes randomly. Deleting Class 5 (7969 points): Lose 953.994293 but Gain 1182.718912 Iteration 0F (5170.312664 sec): 8 clusters Score: Raw -3863226.079906 + Penalty 8279.032381 = -3854947.047525 nChanged 67647 Iteration 1F (5171.076702 sec): 8 clusters Score: Raw -4060973.339600 + Penalty 8279.032381 = -4052694.307219 nChanged 26186 Iteration 2F (5171.842410 sec): 8 clusters Score: Raw -4123027.412822 + Penalty 8279.032381 = -4114748.380441 nChanged 13377 Iteration 3F (5172.622236 sec): 8 clusters Score: Raw -4151052.522336 + Penalty 8279.032381 = -4142773.489955 nChanged 7711 Iteration 4F (5173.374694 sec): 8 clusters Score: Raw -4162618.299406 + Penalty 8279.032381 = -4154339.267025 nChanged 5134 Iteration 5F (5174.082296 sec): 8 clusters Score: Raw -4169426.174293 + Penalty 8279.032381 = -4161147.141912 nChanged 3708 Iteration 6Q (5174.759476 sec): 8 clusters Score: Raw -4174254.539209 + Penalty 8279.032381 = -4165975.506828 nChanged 2680 Iteration 7Q (5175.403443 sec): 8 clusters Score: Raw -4177514.687072 + Penalty 8279.032381 = -4169235.654691 nChanged 2227 Iteration 8Q (5176.072698 sec): 8 clusters Score: Raw -4179780.332625 + Penalty 8279.032381 = -4171501.300244 nChanged 1769 Iteration 9Q (5176.689971 sec): 8 clusters Score: Raw -4181241.595601 + Penalty 8279.032381 = -4172962.563220 nChanged 1263 Iteration 10Q (5177.344208 sec): 8 clusters Score: Raw -4181730.565169 + Penalty 8279.032381 = -4173451.532788 nChanged 884 Iteration 11Q (5177.988888 sec): 8 clusters Score: Raw -4182005.548553 + Penalty 8279.032381 = -4173726.516172 nChanged 702 Iteration 12Q (5178.634167 sec): 8 clusters Score: Raw -4182203.420921 + Penalty 8279.032381 = -4173924.388540 nChanged 532 Iteration 13Q (5179.294925 sec): 8 clusters Score: Raw -4182354.979428 + Penalty 8279.032381 = -4174075.947047 nChanged 430 Iteration 14Q (5179.970529 sec): 8 clusters Score: Raw -4182458.474247 + Penalty 8279.032381 = -4174179.441866 nChanged 376 Iteration 15Q (5180.656248 sec): 8 clusters Score: Raw -4182552.747853 + Penalty 8279.032381 = -4174273.715472 nChanged 323 Iteration 16Q (5181.277106 sec): 8 clusters Score: Raw -4182621.509480 + Penalty 8279.032381 = -4174342.477099 nChanged 277 Iteration 17Q (5181.888541 sec): 8 clusters Score: Raw -4182669.718369 + Penalty 8279.032381 = -4174390.685988 nChanged 253 Iteration 18Q (5182.515887 sec): 8 clusters Score: Raw -4182717.379261 + Penalty 8279.032381 = -4174438.346880 nChanged 227 Iteration 19Q (5183.165022 sec): 8 clusters Score: Raw -4182745.622791 + Penalty 8279.032381 = -4174466.590410 nChanged 177 Writing temp clu file Because OldScore, -4174438.346880, is greater than current (better) Score,-4174466.590410 Compute initial score before splitting: Score: Raw -4182745.622791 + Penalty 8279.032381 = -4174466.590410 Trying to split cluster 1 (7007 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5183.311641 sec): 2 clusters Score: Raw -366288.928318 + Penalty 929.739817 = -365359.188501 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5183.428683 sec): 3 clusters Score: Raw -362358.746934 + Penalty 1859.479635 = -360499.267299 nChanged 3015 SP:Iteration 1F (5183.545153 sec): 3 clusters Score: Raw -364632.537348 + Penalty 1859.479635 = -362773.057713 nChanged 767 SP:Iteration 2F (5183.658954 sec): 3 clusters Score: Raw -365344.365722 + Penalty 1859.479635 = -363484.886087 nChanged 645 SP:Iteration 3F (5183.796990 sec): 3 clusters Score: Raw -365979.327827 + Penalty 1859.479635 = -364119.848192 nChanged 504 SP:Iteration 4F (5183.893922 sec): 3 clusters Score: Raw -366481.344613 + Penalty 1859.479635 = -364621.864978 nChanged 426 SP:Iteration 5F (5184.027055 sec): 3 clusters Score: Raw -366921.459802 + Penalty 1859.479635 = -365061.980167 nChanged 378 SP:Iteration 6F (5184.127335 sec): 3 clusters Score: Raw -367313.781509 + Penalty 1859.479635 = -365454.301874 nChanged 304 SP:Iteration 7Q (5184.260993 sec): 3 clusters Score: Raw -367661.363970 + Penalty 1859.479635 = -365801.884335 nChanged 230 SP:Iteration 8Q (5184.364182 sec): 3 clusters Score: Raw -367829.529428 + Penalty 1859.479635 = -365970.049793 nChanged 165 SP:Iteration 9Q (5184.507269 sec): 3 clusters Score: Raw -367918.734018 + Penalty 1859.479635 = -366059.254383 nChanged 106 SP:Iteration 10Q (5184.619802 sec): 3 clusters Score: Raw -367963.997588 + Penalty 1859.479635 = -366104.517953 nChanged 76 SP:Iteration 11Q (5184.744314 sec): 3 clusters Score: Raw -367990.248236 + Penalty 1859.479635 = -366130.768601 nChanged 54 SP:Iteration 12Q (5184.859847 sec): 3 clusters Score: Raw -368002.848791 + Penalty 1859.479635 = -366143.369156 nChanged 32 SP:Iteration 13Q (5184.971032 sec): 3 clusters Score: Raw -368012.288512 + Penalty 1859.479635 = -366152.808877 nChanged 24 SP:Iteration 14Q (5185.098003 sec): 3 clusters Score: Raw -368018.296231 + Penalty 1859.479635 = -366158.816596 nChanged 26 SP:Iteration 15Q (5185.239216 sec): 3 clusters Score: Raw -368022.502170 + Penalty 1859.479635 = -366163.022536 nChanged 16 SP:Iteration 16Q (5185.343472 sec): 3 clusters Score: Raw -368025.383849 + Penalty 1859.479635 = -366165.904214 nChanged 14 SP:Iteration 17Q (5185.496579 sec): 3 clusters Score: Raw -368027.822572 + Penalty 1859.479635 = -366168.342937 nChanged 10 SP:Iteration 18Q (5185.594230 sec): 3 clusters Score: Raw -368028.597601 + Penalty 1859.479635 = -366169.117966 nChanged 5 SP:Iteration 19Q (5185.744728 sec): 3 clusters Score: Raw -368028.904442 + Penalty 1859.479635 = -366169.424807 nChanged 1 SP:Iteration 20F (5185.868569 sec): 3 clusters Score: Raw -368028.966985 + Penalty 1859.479635 = -366169.487350 nChanged 0 Score: Raw -4184497.550025 + Penalty 9461.751293 = -4175035.798733 Splitting cluster 1 changes total score from -4174466.590410 to -4175035.798733 So it's getting split into cluster 5. Trying to split cluster 2 (9029 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5186.751257 sec): 2 clusters Score: Raw -504928.348338 + Penalty 956.360674 = -503971.987663 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5186.873882 sec): 3 clusters Score: Raw -499635.163507 + Penalty 1912.721349 = -497722.442158 nChanged 3973 SP:Iteration 1F (5187.002243 sec): 3 clusters Score: Raw -502009.798491 + Penalty 1912.721349 = -500097.077142 nChanged 763 SP:Iteration 2F (5187.129991 sec): 3 clusters Score: Raw -502563.444455 + Penalty 1912.721349 = -500650.723107 nChanged 728 SP:Iteration 3F (5187.258607 sec): 3 clusters Score: Raw -503134.725737 + Penalty 1912.721349 = -501222.004388 nChanged 707 SP:Iteration 4F (5187.386730 sec): 3 clusters Score: Raw -503631.516863 + Penalty 1912.721349 = -501718.795514 nChanged 555 SP:Iteration 5F (5187.519592 sec): 3 clusters Score: Raw -503975.851490 + Penalty 1912.721349 = -502063.130141 nChanged 430 SP:Iteration 6Q (5187.665689 sec): 3 clusters Score: Raw -504193.801108 + Penalty 1912.721349 = -502281.079759 nChanged 281 SP:Iteration 7Q (5187.791447 sec): 3 clusters Score: Raw -504310.311746 + Penalty 1912.721349 = -502397.590397 nChanged 203 SP:Iteration 8Q (5187.925755 sec): 3 clusters Score: Raw -504397.501432 + Penalty 1912.721349 = -502484.780083 nChanged 169 SP:Iteration 9Q (5188.028022 sec): 3 clusters Score: Raw -504477.693001 + Penalty 1912.721349 = -502564.971652 nChanged 146 SP:Iteration 10Q (5188.169490 sec): 3 clusters Score: Raw -504533.067846 + Penalty 1912.721349 = -502620.346497 nChanged 132 SP:Iteration 11Q (5188.302001 sec): 3 clusters Score: Raw -504582.541333 + Penalty 1912.721349 = -502669.819985 nChanged 117 SP:Iteration 12Q (5188.408513 sec): 3 clusters Score: Raw -504619.928982 + Penalty 1912.721349 = -502707.207633 nChanged 97 SP:Iteration 13Q (5188.540813 sec): 3 clusters Score: Raw -504648.885559 + Penalty 1912.721349 = -502736.164211 nChanged 83 SP:Iteration 14Q (5188.673731 sec): 3 clusters Score: Raw -504673.470908 + Penalty 1912.721349 = -502760.749560 nChanged 86 SP:Iteration 15Q (5188.808220 sec): 3 clusters Score: Raw -504693.221999 + Penalty 1912.721349 = -502780.500651 nChanged 57 SP:Iteration 16Q (5188.931724 sec): 3 clusters Score: Raw -504703.534312 + Penalty 1912.721349 = -502790.812964 nChanged 48 SP:Iteration 17Q (5189.062249 sec): 3 clusters Score: Raw -504712.348278 + Penalty 1912.721349 = -502799.626929 nChanged 51 SP:Iteration 18Q (5189.211194 sec): 3 clusters Score: Raw -504721.519512 + Penalty 1912.721349 = -502808.798163 nChanged 43 SP:Iteration 19Q (5189.335024 sec): 3 clusters Score: Raw -504728.656858 + Penalty 1912.721349 = -502815.935509 nChanged 35 SP:Iteration 20F (5189.451796 sec): 3 clusters Score: Raw -504734.581674 + Penalty 1912.721349 = -502821.860326 nChanged 35 SP:Iteration 21Q (5189.543394 sec): 3 clusters Score: Raw -504741.500374 + Penalty 1912.721349 = -502828.779025 nChanged 36 SP:Iteration 22Q (5189.670264 sec): 3 clusters Score: Raw -504751.418749 + Penalty 1912.721349 = -502838.697400 nChanged 41 SP:Iteration 23Q (5189.781740 sec): 3 clusters Score: Raw -504762.107982 + Penalty 1912.721349 = -502849.386633 nChanged 50 SP:Iteration 24Q (5189.924467 sec): 3 clusters Score: Raw -504773.063938 + Penalty 1912.721349 = -502860.342589 nChanged 53 SP:Iteration 25Q (5190.038984 sec): 3 clusters Score: Raw -504785.325303 + Penalty 1912.721349 = -502872.603954 nChanged 54 SP:Iteration 26Q (5190.185119 sec): 3 clusters Score: Raw -504798.205725 + Penalty 1912.721349 = -502885.484376 nChanged 57 SP:Iteration 27Q (5190.285961 sec): 3 clusters Score: Raw -504813.467969 + Penalty 1912.721349 = -502900.746620 nChanged 56 SP:Iteration 28Q (5190.425619 sec): 3 clusters Score: Raw -504825.248547 + Penalty 1912.721349 = -502912.527198 nChanged 43 SP:Iteration 29Q (5190.577345 sec): 3 clusters Score: Raw -504835.615786 + Penalty 1912.721349 = -502922.894437 nChanged 49 SP:Iteration 30Q (5190.703587 sec): 3 clusters Score: Raw -504847.389228 + Penalty 1912.721349 = -502934.667879 nChanged 48 SP:Iteration 31Q (5190.814824 sec): 3 clusters Score: Raw -504856.299926 + Penalty 1912.721349 = -502943.578577 nChanged 40 SP:Iteration 32Q (5190.963664 sec): 3 clusters Score: Raw -504865.366663 + Penalty 1912.721349 = -502952.645314 nChanged 48 SP:Iteration 33Q (5191.067910 sec): 3 clusters Score: Raw -504878.104131 + Penalty 1912.721349 = -502965.382782 nChanged 44 SP:Iteration 34Q (5191.217949 sec): 3 clusters Score: Raw -504889.203959 + Penalty 1912.721349 = -502976.482610 nChanged 41 SP:Iteration 35Q (5191.356906 sec): 3 clusters Score: Raw -504896.211483 + Penalty 1912.721349 = -502983.490135 nChanged 30 SP:Iteration 36Q (5191.457635 sec): 3 clusters Score: Raw -504905.112006 + Penalty 1912.721349 = -502992.390658 nChanged 43 SP:Iteration 37Q (5191.605590 sec): 3 clusters Score: Raw -504915.745891 + Penalty 1912.721349 = -503003.024542 nChanged 32 SP:Iteration 38Q (5191.721304 sec): 3 clusters Score: Raw -504923.043852 + Penalty 1912.721349 = -503010.322504 nChanged 40 SP:Iteration 39Q (5191.835869 sec): 3 clusters Score: Raw -504933.384940 + Penalty 1912.721349 = -503020.663591 nChanged 36 SP:Iteration 40F (5191.992776 sec): 3 clusters Score: Raw -504941.590344 + Penalty 1912.721349 = -503028.868995 nChanged 41 SP:Iteration 41Q (5192.112389 sec): 3 clusters Score: Raw -504952.413802 + Penalty 1912.721349 = -503039.692454 nChanged 41 SP:Iteration 42Q (5192.237698 sec): 3 clusters Score: Raw -504961.964941 + Penalty 1912.721349 = -503049.243592 nChanged 43 SP:Iteration 43Q (5192.365558 sec): 3 clusters Score: Raw -504973.594111 + Penalty 1912.721349 = -503060.872762 nChanged 45 SP:Iteration 44Q (5192.465146 sec): 3 clusters Score: Raw -504987.553563 + Penalty 1912.721349 = -503074.832214 nChanged 35 SP:Iteration 45Q (5192.574890 sec): 3 clusters Score: Raw -504998.150583 + Penalty 1912.721349 = -503085.429235 nChanged 36 SP:Iteration 46Q (5192.688579 sec): 3 clusters Score: Raw -505013.669436 + Penalty 1912.721349 = -503100.948088 nChanged 44 SP:Iteration 47Q (5192.808379 sec): 3 clusters Score: Raw -505031.463265 + Penalty 1912.721349 = -503118.741916 nChanged 46 SP:Iteration 48Q (5192.949454 sec): 3 clusters Score: Raw -505049.565566 + Penalty 1912.721349 = -503136.844217 nChanged 52 SP:Iteration 49Q (5193.087413 sec): 3 clusters Score: Raw -505066.356107 + Penalty 1912.721349 = -503153.634758 nChanged 41 SP:Iteration 50Q (5193.232882 sec): 3 clusters Score: Raw -505080.177431 + Penalty 1912.721349 = -503167.456082 nChanged 42 SP:Iteration 51Q (5193.335349 sec): 3 clusters Score: Raw -505095.694947 + Penalty 1912.721349 = -503182.973598 nChanged 39 SP:Iteration 52Q (5193.481549 sec): 3 clusters Score: Raw -505107.398366 + Penalty 1912.721349 = -503194.677018 nChanged 27 SP:Iteration 53Q (5193.613120 sec): 3 clusters Score: Raw -505117.166128 + Penalty 1912.721349 = -503204.444779 nChanged 27 SP:Iteration 54Q (5193.750877 sec): 3 clusters Score: Raw -505126.803202 + Penalty 1912.721349 = -503214.081853 nChanged 30 SP:Iteration 55Q (5193.849922 sec): 3 clusters Score: Raw -505137.325331 + Penalty 1912.721349 = -503224.603982 nChanged 29 SP:Iteration 56Q (5193.980572 sec): 3 clusters Score: Raw -505146.894822 + Penalty 1912.721349 = -503234.173473 nChanged 27 SP:Iteration 57Q (5194.111598 sec): 3 clusters Score: Raw -505156.307845 + Penalty 1912.721349 = -503243.586496 nChanged 25 SP:Iteration 58Q (5194.243533 sec): 3 clusters Score: Raw -505162.977291 + Penalty 1912.721349 = -503250.255942 nChanged 21 SP:Iteration 59Q (5194.359641 sec): 3 clusters Score: Raw -505170.604094 + Penalty 1912.721349 = -503257.882745 nChanged 20 SP:Iteration 60F (5194.472416 sec): 3 clusters Score: Raw -505178.128984 + Penalty 1912.721349 = -503265.407635 nChanged 18 SP:Iteration 61Q (5194.619221 sec): 3 clusters Score: Raw -505185.413389 + Penalty 1912.721349 = -503272.692040 nChanged 26 SP:Iteration 62Q (5194.736597 sec): 3 clusters Score: Raw -505194.652475 + Penalty 1912.721349 = -503281.931126 nChanged 22 SP:Iteration 63Q (5194.889170 sec): 3 clusters Score: Raw -505200.132249 + Penalty 1912.721349 = -503287.410900 nChanged 15 SP:Iteration 64Q (5194.982627 sec): 3 clusters Score: Raw -505206.735854 + Penalty 1912.721349 = -503294.014505 nChanged 21 SP:Iteration 65Q (5195.106203 sec): 3 clusters Score: Raw -505214.813214 + Penalty 1912.721349 = -503302.091866 nChanged 14 SP:Iteration 66Q (5195.252440 sec): 3 clusters Score: Raw -505221.047829 + Penalty 1912.721349 = -503308.326480 nChanged 17 SP:Iteration 67Q (5195.349693 sec): 3 clusters Score: Raw -505231.217818 + Penalty 1912.721349 = -503318.496469 nChanged 26 SP:Iteration 68Q (5195.466844 sec): 3 clusters Score: Raw -505256.804512 + Penalty 1912.721349 = -503344.083164 nChanged 34 SP:Iteration 69Q (5195.615841 sec): 3 clusters Score: Raw -505289.717980 + Penalty 1912.721349 = -503376.996631 nChanged 38 SP:Iteration 70Q (5195.729925 sec): 3 clusters Score: Raw -505320.263796 + Penalty 1912.721349 = -503407.542448 nChanged 33 SP:Iteration 71Q (5195.830727 sec): 3 clusters Score: Raw -505343.693308 + Penalty 1912.721349 = -503430.971959 nChanged 40 SP:Iteration 72Q (5195.987544 sec): 3 clusters Score: Raw -505380.191451 + Penalty 1912.721349 = -503467.470102 nChanged 44 SP:Iteration 73Q (5196.097447 sec): 3 clusters Score: Raw -505416.120474 + Penalty 1912.721349 = -503503.399125 nChanged 42 SP:Iteration 74Q (5196.234003 sec): 3 clusters Score: Raw -505470.223622 + Penalty 1912.721349 = -503557.502273 nChanged 43 SP:Iteration 75Q (5196.344688 sec): 3 clusters Score: Raw -505542.867826 + Penalty 1912.721349 = -503630.146477 nChanged 39 SP:Iteration 76Q (5196.462019 sec): 3 clusters Score: Raw -505568.716514 + Penalty 1912.721349 = -503655.995166 nChanged 38 SP:Iteration 77Q (5196.589638 sec): 3 clusters Score: Raw -505586.462177 + Penalty 1912.721349 = -503673.740828 nChanged 26 SP:Iteration 78Q (5196.724813 sec): 3 clusters Score: Raw -505599.512285 + Penalty 1912.721349 = -503686.790936 nChanged 22 SP:Iteration 79Q (5196.852908 sec): 3 clusters Score: Raw -505607.717448 + Penalty 1912.721349 = -503694.996099 nChanged 14 SP:Iteration 80F (5196.982869 sec): 3 clusters Score: Raw -505612.684045 + Penalty 1912.721349 = -503699.962696 nChanged 12 SP:Iteration 81Q (5197.111933 sec): 3 clusters Score: Raw -505615.118909 + Penalty 1912.721349 = -503702.397561 nChanged 10 SP:Iteration 82Q (5197.206386 sec): 3 clusters Score: Raw -505617.424539 + Penalty 1912.721349 = -503704.703191 nChanged 5 SP:Iteration 83Q (5197.338756 sec): 3 clusters Score: Raw -505619.406220 + Penalty 1912.721349 = -503706.684871 nChanged 6 SP:Iteration 84Q (5197.450996 sec): 3 clusters Score: Raw -505620.809942 + Penalty 1912.721349 = -503708.088593 nChanged 2 SP:Iteration 85Q (5197.566430 sec): 3 clusters Score: Raw -505621.184479 + Penalty 1912.721349 = -503708.463130 nChanged 1 SP:Iteration 86Q (5197.702615 sec): 3 clusters Score: Raw -505621.454792 + Penalty 1912.721349 = -503708.733443 nChanged 2 SP:Iteration 87Q (5197.822610 sec): 3 clusters Score: Raw -505621.726059 + Penalty 1912.721349 = -503709.004711 nChanged 0 SP:Iteration 88F (5197.947370 sec): 3 clusters Score: Raw -505621.726059 + Penalty 1912.721349 = -503709.004711 nChanged 0 Trying to split cluster 3 (3873 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5198.022610 sec): 2 clusters Score: Raw -164053.873674 + Penalty 867.487391 = -163186.386282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5198.132764 sec): 3 clusters Score: Raw -162137.567755 + Penalty 1734.974783 = -160402.592972 nChanged 1638 SP:Iteration 1F (5198.251887 sec): 3 clusters Score: Raw -164085.277560 + Penalty 1734.974783 = -162350.302778 nChanged 487 SP:Iteration 2F (5198.371191 sec): 3 clusters Score: Raw -164822.059776 + Penalty 1734.974783 = -163087.084993 nChanged 344 SP:Iteration 3F (5198.471584 sec): 3 clusters Score: Raw -165278.363601 + Penalty 1734.974783 = -163543.388818 nChanged 244 SP:Iteration 4F (5198.610274 sec): 3 clusters Score: Raw -165528.437436 + Penalty 1734.974783 = -163793.462654 nChanged 164 SP:Iteration 5Q (5198.699973 sec): 3 clusters Score: Raw -165646.046594 + Penalty 1734.974783 = -163911.071811 nChanged 100 SP:Iteration 6Q (5198.838166 sec): 3 clusters Score: Raw -165706.586384 + Penalty 1734.974783 = -163971.611601 nChanged 67 SP:Iteration 7Q (5198.940329 sec): 3 clusters Score: Raw -165738.343072 + Penalty 1734.974783 = -164003.368290 nChanged 50 SP:Iteration 8Q (5199.043560 sec): 3 clusters Score: Raw -165755.555731 + Penalty 1734.974783 = -164020.580948 nChanged 33 SP:Iteration 9Q (5199.159524 sec): 3 clusters Score: Raw -165766.477713 + Penalty 1734.974783 = -164031.502930 nChanged 28 SP:Iteration 10Q (5199.285036 sec): 3 clusters Score: Raw -165777.092663 + Penalty 1734.974783 = -164042.117881 nChanged 21 SP:Iteration 11Q (5199.383294 sec): 3 clusters Score: Raw -165784.082060 + Penalty 1734.974783 = -164049.107277 nChanged 14 SP:Iteration 12Q (5199.507651 sec): 3 clusters Score: Raw -165788.209667 + Penalty 1734.974783 = -164053.234884 nChanged 18 SP:Iteration 13Q (5199.642235 sec): 3 clusters Score: Raw -165793.640757 + Penalty 1734.974783 = -164058.665974 nChanged 14 SP:Iteration 14Q (5199.750878 sec): 3 clusters Score: Raw -165796.090491 + Penalty 1734.974783 = -164061.115708 nChanged 7 SP:Iteration 15Q (5199.851797 sec): 3 clusters Score: Raw -165798.165523 + Penalty 1734.974783 = -164063.190740 nChanged 3 SP:Iteration 16Q (5199.974301 sec): 3 clusters Score: Raw -165798.538965 + Penalty 1734.974783 = -164063.564182 nChanged 0 SP:Iteration 17F (5200.117706 sec): 3 clusters Score: Raw -165798.538965 + Penalty 1734.974783 = -164063.564182 nChanged 0 Score: Raw -4186242.215317 + Penalty 10644.470204 = -4175597.745112 Splitting cluster 3 changes total score from -4174466.590410 to -4175597.745112 So it's getting split into cluster 9. Trying to split cluster 4 (2043 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5201.038629 sec): 2 clusters Score: Raw -85398.460907 + Penalty 800.328332 = -84598.132575 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5201.142946 sec): 3 clusters Score: Raw -84428.731613 + Penalty 1600.656665 = -82828.074948 nChanged 831 SP:Iteration 1F (5201.239890 sec): 3 clusters Score: Raw -85144.241591 + Penalty 1600.656665 = -83543.584926 nChanged 234 SP:Iteration 2F (5201.348049 sec): 3 clusters Score: Raw -85496.113436 + Penalty 1600.656665 = -83895.456771 nChanged 193 SP:Iteration 3F (5201.476611 sec): 3 clusters Score: Raw -85741.513204 + Penalty 1600.656665 = -84140.856539 nChanged 148 SP:Iteration 4F (5201.588033 sec): 3 clusters Score: Raw -85910.674032 + Penalty 1600.656665 = -84310.017367 nChanged 100 SP:Iteration 5Q (5201.712360 sec): 3 clusters Score: Raw -86033.738242 + Penalty 1600.656665 = -84433.081577 nChanged 83 SP:Iteration 6Q (5201.812443 sec): 3 clusters Score: Raw -86169.082243 + Penalty 1600.656665 = -84568.425578 nChanged 85 SP:Iteration 7Q (5201.902962 sec): 3 clusters Score: Raw -86273.812301 + Penalty 1600.656665 = -84673.155637 nChanged 50 SP:Iteration 8Q (5202.017259 sec): 3 clusters Score: Raw -86321.529914 + Penalty 1600.656665 = -84720.873250 nChanged 37 SP:Iteration 9Q (5202.113257 sec): 3 clusters Score: Raw -86349.786829 + Penalty 1600.656665 = -84749.130164 nChanged 23 SP:Iteration 10Q (5202.238055 sec): 3 clusters Score: Raw -86363.980490 + Penalty 1600.656665 = -84763.323825 nChanged 17 SP:Iteration 11Q (5202.360465 sec): 3 clusters Score: Raw -86371.647095 + Penalty 1600.656665 = -84770.990430 nChanged 15 SP:Iteration 12Q (5202.472468 sec): 3 clusters Score: Raw -86382.158056 + Penalty 1600.656665 = -84781.501391 nChanged 13 SP:Iteration 13Q (5202.587684 sec): 3 clusters Score: Raw -86394.528293 + Penalty 1600.656665 = -84793.871628 nChanged 18 SP:Iteration 14Q (5202.698989 sec): 3 clusters Score: Raw -86406.905678 + Penalty 1600.656665 = -84806.249013 nChanged 18 SP:Iteration 15Q (5202.802339 sec): 3 clusters Score: Raw -86418.083260 + Penalty 1600.656665 = -84817.426595 nChanged 20 SP:Iteration 16Q (5202.901385 sec): 3 clusters Score: Raw -86428.402201 + Penalty 1600.656665 = -84827.745536 nChanged 10 SP:Iteration 17Q (5203.007220 sec): 3 clusters Score: Raw -86433.065496 + Penalty 1600.656665 = -84832.408831 nChanged 6 SP:Iteration 18Q (5203.104405 sec): 3 clusters Score: Raw -86434.963434 + Penalty 1600.656665 = -84834.306769 nChanged 3 SP:Iteration 19Q (5203.210322 sec): 3 clusters Score: Raw -86437.150334 + Penalty 1600.656665 = -84836.493669 nChanged 4 SP:Iteration 20F (5203.304446 sec): 3 clusters Score: Raw -86438.662735 + Penalty 1600.656665 = -84838.006070 nChanged 4 SP:Iteration 21Q (5203.411132 sec): 3 clusters Score: Raw -86440.897808 + Penalty 1600.656665 = -84840.241143 nChanged 4 SP:Iteration 22Q (5203.517390 sec): 3 clusters Score: Raw -86444.442289 + Penalty 1600.656665 = -84843.785624 nChanged 11 SP:Iteration 23Q (5203.636315 sec): 3 clusters Score: Raw -86449.897188 + Penalty 1600.656665 = -84849.240523 nChanged 8 SP:Iteration 24Q (5203.762924 sec): 3 clusters Score: Raw -86454.109308 + Penalty 1600.656665 = -84853.452643 nChanged 5 SP:Iteration 25Q (5203.878386 sec): 3 clusters Score: Raw -86456.880025 + Penalty 1600.656665 = -84856.223360 nChanged 3 SP:Iteration 26Q (5203.983662 sec): 3 clusters Score: Raw -86457.360698 + Penalty 1600.656665 = -84856.704033 nChanged 2 SP:Iteration 27Q (5204.118494 sec): 3 clusters Score: Raw -86458.299690 + Penalty 1600.656665 = -84857.643025 nChanged 1 SP:Iteration 28Q (5204.236862 sec): 3 clusters Score: Raw -86458.830186 + Penalty 1600.656665 = -84858.173521 nChanged 0 SP:Iteration 29F (5204.370908 sec): 3 clusters Score: Raw -86458.830186 + Penalty 1600.656665 = -84858.173521 nChanged 0 Score: Raw -4187302.584596 + Penalty 11827.189116 = -4175475.395480 Splitting cluster 4 changes total score from -4174466.590410 to -4175475.395480 So it's getting split into cluster 10. Trying to split cluster 6 (40686 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5205.609551 sec): 2 clusters Score: Raw -2353636.060472 + Penalty 1114.432130 = -2352521.628343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5205.782314 sec): 3 clusters Score: Raw -2327423.872175 + Penalty 2228.864260 = -2325195.007916 nChanged 19400 SP:Iteration 1F (5205.953344 sec): 3 clusters Score: Raw -2340532.011702 + Penalty 2228.864260 = -2338303.147443 nChanged 3415 SP:Iteration 2F (5206.130348 sec): 3 clusters Score: Raw -2343357.085692 + Penalty 2228.864260 = -2341128.221432 nChanged 3729 SP:Iteration 3F (5206.294949 sec): 3 clusters Score: Raw -2346322.372678 + Penalty 2228.864260 = -2344093.508418 nChanged 3379 SP:Iteration 4F (5206.480474 sec): 3 clusters Score: Raw -2348865.948824 + Penalty 2228.864260 = -2346637.084564 nChanged 2681 SP:Iteration 5F (5206.674372 sec): 3 clusters Score: Raw -2350804.237782 + Penalty 2228.864260 = -2348575.373523 nChanged 2124 SP:Iteration 6F (5206.874453 sec): 3 clusters Score: Raw -2352134.769705 + Penalty 2228.864260 = -2349905.905445 nChanged 1545 SP:Iteration 7Q (5207.060126 sec): 3 clusters Score: Raw -2352956.224378 + Penalty 2228.864260 = -2350727.360118 nChanged 1075 SP:Iteration 8Q (5207.247200 sec): 3 clusters Score: Raw -2353466.241098 + Penalty 2228.864260 = -2351237.376838 nChanged 820 SP:Iteration 9Q (5207.415876 sec): 3 clusters Score: Raw -2353905.301116 + Penalty 2228.864260 = -2351676.436856 nChanged 699 SP:Iteration 10Q (5207.599236 sec): 3 clusters Score: Raw -2354278.497572 + Penalty 2228.864260 = -2352049.633312 nChanged 582 SP:Iteration 11Q (5207.773923 sec): 3 clusters Score: Raw -2354587.870661 + Penalty 2228.864260 = -2352359.006401 nChanged 495 SP:Iteration 12Q (5207.946642 sec): 3 clusters Score: Raw -2354896.048465 + Penalty 2228.864260 = -2352667.184205 nChanged 449 SP:Iteration 13Q (5208.129005 sec): 3 clusters Score: Raw -2355265.679070 + Penalty 2228.864260 = -2353036.814811 nChanged 438 SP:Iteration 14Q (5208.306606 sec): 3 clusters Score: Raw -2355665.016407 + Penalty 2228.864260 = -2353436.152148 nChanged 429 SP:Iteration 15Q (5208.484728 sec): 3 clusters Score: Raw -2355910.070542 + Penalty 2228.864260 = -2353681.206282 nChanged 332 SP:Iteration 16Q (5208.653982 sec): 3 clusters Score: Raw -2356049.184481 + Penalty 2228.864260 = -2353820.320222 nChanged 263 SP:Iteration 17Q (5208.833708 sec): 3 clusters Score: Raw -2356148.058557 + Penalty 2228.864260 = -2353919.194297 nChanged 233 SP:Iteration 18Q (5208.997796 sec): 3 clusters Score: Raw -2356242.650439 + Penalty 2228.864260 = -2354013.786179 nChanged 239 SP:Iteration 19Q (5209.153870 sec): 3 clusters Score: Raw -2356353.576339 + Penalty 2228.864260 = -2354124.712079 nChanged 222 SP:Iteration 20F (5209.333049 sec): 3 clusters Score: Raw -2356470.095678 + Penalty 2228.864260 = -2354241.231419 nChanged 242 SP:Iteration 21Q (5209.508912 sec): 3 clusters Score: Raw -2356596.094038 + Penalty 2228.864260 = -2354367.229779 nChanged 222 SP:Iteration 22Q (5209.693457 sec): 3 clusters Score: Raw -2356739.614737 + Penalty 2228.864260 = -2354510.750477 nChanged 204 SP:Iteration 23Q (5209.851224 sec): 3 clusters Score: Raw -2356905.113431 + Penalty 2228.864260 = -2354676.249171 nChanged 223 SP:Iteration 24Q (5210.005217 sec): 3 clusters Score: Raw -2357105.436342 + Penalty 2228.864260 = -2354876.572082 nChanged 200 SP:Iteration 25Q (5210.162984 sec): 3 clusters Score: Raw -2357214.531638 + Penalty 2228.864260 = -2354985.667378 nChanged 140 SP:Iteration 26Q (5210.342664 sec): 3 clusters Score: Raw -2357252.606762 + Penalty 2228.864260 = -2355023.742502 nChanged 86 SP:Iteration 27Q (5210.499462 sec): 3 clusters Score: Raw -2357271.640005 + Penalty 2228.864260 = -2355042.775746 nChanged 61 SP:Iteration 28Q (5210.684492 sec): 3 clusters Score: Raw -2357282.682645 + Penalty 2228.864260 = -2355053.818385 nChanged 51 SP:Iteration 29Q (5210.863142 sec): 3 clusters Score: Raw -2357290.160797 + Penalty 2228.864260 = -2355061.296537 nChanged 39 SP:Iteration 30Q (5211.009606 sec): 3 clusters Score: Raw -2357294.879450 + Penalty 2228.864260 = -2355066.015191 nChanged 25 SP:Iteration 31Q (5211.190620 sec): 3 clusters Score: Raw -2357296.992744 + Penalty 2228.864260 = -2355068.128484 nChanged 18 SP:Iteration 32Q (5211.381773 sec): 3 clusters Score: Raw -2357297.993981 + Penalty 2228.864260 = -2355069.129721 nChanged 11 SP:Iteration 33Q (5211.538836 sec): 3 clusters Score: Raw -2357298.537335 + Penalty 2228.864260 = -2355069.673075 nChanged 7 SP:Iteration 34Q (5211.686235 sec): 3 clusters Score: Raw -2357298.910617 + Penalty 2228.864260 = -2355070.046358 nChanged 8 SP:Iteration 35Q (5211.861404 sec): 3 clusters Score: Raw -2357299.218047 + Penalty 2228.864260 = -2355070.353787 nChanged 3 SP:Iteration 36Q (5212.031850 sec): 3 clusters Score: Raw -2357299.377852 + Penalty 2228.864260 = -2355070.513592 nChanged 5 SP:Iteration 37Q (5212.186201 sec): 3 clusters Score: Raw -2357299.620590 + Penalty 2228.864260 = -2355070.756330 nChanged 3 SP:Iteration 38Q (5212.353023 sec): 3 clusters Score: Raw -2357299.771856 + Penalty 2228.864260 = -2355070.907596 nChanged 4 SP:Iteration 39Q (5212.520786 sec): 3 clusters Score: Raw -2357299.905630 + Penalty 2228.864260 = -2355071.041370 nChanged 0 SP:Iteration 40F (5212.683055 sec): 3 clusters Score: Raw -2357299.905630 + Penalty 2228.864260 = -2355071.041370 nChanged 0 Score: Raw -4190966.429753 + Penalty 13009.908027 = -4177956.521726 Splitting cluster 6 changes total score from -4174466.590410 to -4177956.521726 So it's getting split into cluster 11. Trying to split cluster 7 (10336 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5213.815732 sec): 2 clusters Score: Raw -585204.872849 + Penalty 970.555764 = -584234.317085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5213.936481 sec): 3 clusters Score: Raw -579130.328426 + Penalty 1941.111527 = -577189.216898 nChanged 4571 SP:Iteration 1F (5214.043105 sec): 3 clusters Score: Raw -581904.582020 + Penalty 1941.111527 = -579963.470493 nChanged 885 SP:Iteration 2F (5214.191642 sec): 3 clusters Score: Raw -582616.840559 + Penalty 1941.111527 = -580675.729032 nChanged 875 SP:Iteration 3F (5214.292874 sec): 3 clusters Score: Raw -583401.527150 + Penalty 1941.111527 = -581460.415622 nChanged 803 SP:Iteration 4F (5214.427478 sec): 3 clusters Score: Raw -584194.202575 + Penalty 1941.111527 = -582253.091048 nChanged 657 SP:Iteration 5F (5214.563147 sec): 3 clusters Score: Raw -584813.098270 + Penalty 1941.111527 = -582871.986743 nChanged 470 SP:Iteration 6Q (5214.694534 sec): 3 clusters Score: Raw -585187.918182 + Penalty 1941.111527 = -583246.806654 nChanged 366 SP:Iteration 7Q (5214.817190 sec): 3 clusters Score: Raw -585411.555227 + Penalty 1941.111527 = -583470.443699 nChanged 257 SP:Iteration 8Q (5214.947158 sec): 3 clusters Score: Raw -585538.410837 + Penalty 1941.111527 = -583597.299309 nChanged 181 SP:Iteration 9Q (5215.066584 sec): 3 clusters Score: Raw -585618.259492 + Penalty 1941.111527 = -583677.147965 nChanged 149 SP:Iteration 10Q (5215.213185 sec): 3 clusters Score: Raw -585688.102796 + Penalty 1941.111527 = -583746.991268 nChanged 148 SP:Iteration 11Q (5215.336864 sec): 3 clusters Score: Raw -585748.921080 + Penalty 1941.111527 = -583807.809553 nChanged 127 SP:Iteration 12Q (5215.465696 sec): 3 clusters Score: Raw -585799.653654 + Penalty 1941.111527 = -583858.542127 nChanged 125 SP:Iteration 13Q (5215.565071 sec): 3 clusters Score: Raw -585847.401600 + Penalty 1941.111527 = -583906.290073 nChanged 114 SP:Iteration 14Q (5215.702190 sec): 3 clusters Score: Raw -585890.442692 + Penalty 1941.111527 = -583949.331164 nChanged 122 SP:Iteration 15Q (5215.817159 sec): 3 clusters Score: Raw -585938.919800 + Penalty 1941.111527 = -583997.808272 nChanged 113 SP:Iteration 16Q (5215.936842 sec): 3 clusters Score: Raw -585986.798357 + Penalty 1941.111527 = -584045.686830 nChanged 92 SP:Iteration 17Q (5216.060675 sec): 3 clusters Score: Raw -586018.853598 + Penalty 1941.111527 = -584077.742071 nChanged 76 SP:Iteration 18Q (5216.184560 sec): 3 clusters Score: Raw -586039.449273 + Penalty 1941.111527 = -584098.337746 nChanged 63 SP:Iteration 19Q (5216.291759 sec): 3 clusters Score: Raw -586054.718916 + Penalty 1941.111527 = -584113.607389 nChanged 58 SP:Iteration 20F (5216.419773 sec): 3 clusters Score: Raw -586074.002177 + Penalty 1941.111527 = -584132.890650 nChanged 60 SP:Iteration 21Q (5216.577042 sec): 3 clusters Score: Raw -586097.020737 + Penalty 1941.111527 = -584155.909210 nChanged 61 SP:Iteration 22Q (5216.675309 sec): 3 clusters Score: Raw -586113.981703 + Penalty 1941.111527 = -584172.870175 nChanged 55 SP:Iteration 23Q (5216.820317 sec): 3 clusters Score: Raw -586126.100398 + Penalty 1941.111527 = -584184.988871 nChanged 43 SP:Iteration 24Q (5216.963930 sec): 3 clusters Score: Raw -586137.892416 + Penalty 1941.111527 = -584196.780888 nChanged 49 SP:Iteration 25Q (5217.064913 sec): 3 clusters Score: Raw -586150.418106 + Penalty 1941.111527 = -584209.306579 nChanged 49 SP:Iteration 26Q (5217.220757 sec): 3 clusters Score: Raw -586162.652400 + Penalty 1941.111527 = -584221.540873 nChanged 49 SP:Iteration 27Q (5217.336316 sec): 3 clusters Score: Raw -586177.660671 + Penalty 1941.111527 = -584236.549144 nChanged 45 SP:Iteration 28Q (5217.457811 sec): 3 clusters Score: Raw -586195.042708 + Penalty 1941.111527 = -584253.931180 nChanged 54 SP:Iteration 29Q (5217.579019 sec): 3 clusters Score: Raw -586209.900444 + Penalty 1941.111527 = -584268.788916 nChanged 62 SP:Iteration 30Q (5217.716415 sec): 3 clusters Score: Raw -586230.438223 + Penalty 1941.111527 = -584289.326695 nChanged 59 SP:Iteration 31Q (5217.845521 sec): 3 clusters Score: Raw -586251.478151 + Penalty 1941.111527 = -584310.366623 nChanged 64 SP:Iteration 32Q (5217.957251 sec): 3 clusters Score: Raw -586272.410453 + Penalty 1941.111527 = -584331.298925 nChanged 61 SP:Iteration 33Q (5218.071601 sec): 3 clusters Score: Raw -586289.520018 + Penalty 1941.111527 = -584348.408490 nChanged 52 SP:Iteration 34Q (5218.174769 sec): 3 clusters Score: Raw -586302.358113 + Penalty 1941.111527 = -584361.246585 nChanged 27 SP:Iteration 35Q (5218.320708 sec): 3 clusters Score: Raw -586311.459588 + Penalty 1941.111527 = -584370.348061 nChanged 28 SP:Iteration 36Q (5218.445413 sec): 3 clusters Score: Raw -586322.810815 + Penalty 1941.111527 = -584381.699288 nChanged 35 SP:Iteration 37Q (5218.558003 sec): 3 clusters Score: Raw -586336.719774 + Penalty 1941.111527 = -584395.608246 nChanged 41 SP:Iteration 38Q (5218.700014 sec): 3 clusters Score: Raw -586351.604367 + Penalty 1941.111527 = -584410.492839 nChanged 35 SP:Iteration 39Q (5218.798429 sec): 3 clusters Score: Raw -586361.861496 + Penalty 1941.111527 = -584420.749969 nChanged 31 SP:Iteration 40F (5218.934575 sec): 3 clusters Score: Raw -586368.660293 + Penalty 1941.111527 = -584427.548766 nChanged 16 SP:Iteration 41Q (5219.055362 sec): 3 clusters Score: Raw -586371.856973 + Penalty 1941.111527 = -584430.745446 nChanged 21 SP:Iteration 42Q (5219.178059 sec): 3 clusters Score: Raw -586377.653009 + Penalty 1941.111527 = -584436.541482 nChanged 17 SP:Iteration 43Q (5219.293100 sec): 3 clusters Score: Raw -586380.535260 + Penalty 1941.111527 = -584439.423733 nChanged 10 SP:Iteration 44Q (5219.397585 sec): 3 clusters Score: Raw -586382.263309 + Penalty 1941.111527 = -584441.151781 nChanged 6 SP:Iteration 45Q (5219.520462 sec): 3 clusters Score: Raw -586383.541898 + Penalty 1941.111527 = -584442.430370 nChanged 4 SP:Iteration 46Q (5219.629340 sec): 3 clusters Score: Raw -586384.466349 + Penalty 1941.111527 = -584443.354821 nChanged 8 SP:Iteration 47Q (5219.762590 sec): 3 clusters Score: Raw -586386.415998 + Penalty 1941.111527 = -584445.304470 nChanged 10 SP:Iteration 48Q (5219.866073 sec): 3 clusters Score: Raw -586388.038606 + Penalty 1941.111527 = -584446.927079 nChanged 6 SP:Iteration 49Q (5220.000244 sec): 3 clusters Score: Raw -586389.387731 + Penalty 1941.111527 = -584448.276204 nChanged 6 SP:Iteration 50Q (5220.145294 sec): 3 clusters Score: Raw -586390.915062 + Penalty 1941.111527 = -584449.803535 nChanged 6 SP:Iteration 51Q (5220.249609 sec): 3 clusters Score: Raw -586391.913411 + Penalty 1941.111527 = -584450.801883 nChanged 6 SP:Iteration 52Q (5220.397838 sec): 3 clusters Score: Raw -586392.969517 + Penalty 1941.111527 = -584451.857989 nChanged 6 SP:Iteration 53Q (5220.503611 sec): 3 clusters Score: Raw -586394.226661 + Penalty 1941.111527 = -584453.115134 nChanged 9 SP:Iteration 54Q (5220.637999 sec): 3 clusters Score: Raw -586396.513653 + Penalty 1941.111527 = -584455.402125 nChanged 10 SP:Iteration 55Q (5220.754020 sec): 3 clusters Score: Raw -586399.869492 + Penalty 1941.111527 = -584458.757964 nChanged 16 SP:Iteration 56Q (5220.878264 sec): 3 clusters Score: Raw -586403.907762 + Penalty 1941.111527 = -584462.796234 nChanged 12 SP:Iteration 57Q (5221.028823 sec): 3 clusters Score: Raw -586408.172621 + Penalty 1941.111527 = -584467.061094 nChanged 13 SP:Iteration 58Q (5221.150343 sec): 3 clusters Score: Raw -586412.121972 + Penalty 1941.111527 = -584471.010445 nChanged 8 SP:Iteration 59Q (5221.256019 sec): 3 clusters Score: Raw -586414.787995 + Penalty 1941.111527 = -584473.676468 nChanged 9 SP:Iteration 60F (5221.389535 sec): 3 clusters Score: Raw -586416.738903 + Penalty 1941.111527 = -584475.627375 nChanged 8 SP:Iteration 61Q (5221.507370 sec): 3 clusters Score: Raw -586418.408710 + Penalty 1941.111527 = -584477.297183 nChanged 8 SP:Iteration 62Q (5221.630228 sec): 3 clusters Score: Raw -586421.235191 + Penalty 1941.111527 = -584480.123664 nChanged 17 SP:Iteration 63Q (5221.757216 sec): 3 clusters Score: Raw -586426.236333 + Penalty 1941.111527 = -584485.124805 nChanged 17 SP:Iteration 64Q (5221.884252 sec): 3 clusters Score: Raw -586432.386715 + Penalty 1941.111527 = -584491.275188 nChanged 20 SP:Iteration 65Q (5221.997911 sec): 3 clusters Score: Raw -586438.281625 + Penalty 1941.111527 = -584497.170097 nChanged 11 SP:Iteration 66Q (5222.121156 sec): 3 clusters Score: Raw -586440.372009 + Penalty 1941.111527 = -584499.260482 nChanged 5 SP:Iteration 67Q (5222.218909 sec): 3 clusters Score: Raw -586441.565386 + Penalty 1941.111527 = -584500.453858 nChanged 6 SP:Iteration 68Q (5222.337250 sec): 3 clusters Score: Raw -586442.378510 + Penalty 1941.111527 = -584501.266983 nChanged 2 SP:Iteration 69Q (5222.449735 sec): 3 clusters Score: Raw -586442.592035 + Penalty 1941.111527 = -584501.480508 nChanged 3 SP:Iteration 70Q (5222.599216 sec): 3 clusters Score: Raw -586443.229761 + Penalty 1941.111527 = -584502.118233 nChanged 4 SP:Iteration 71Q (5222.707947 sec): 3 clusters Score: Raw -586444.013724 + Penalty 1941.111527 = -584502.902196 nChanged 6 SP:Iteration 72Q (5222.840677 sec): 3 clusters Score: Raw -586444.854891 + Penalty 1941.111527 = -584503.743364 nChanged 3 SP:Iteration 73Q (5222.949279 sec): 3 clusters Score: Raw -586445.261063 + Penalty 1941.111527 = -584504.149536 nChanged 5 SP:Iteration 74Q (5223.082400 sec): 3 clusters Score: Raw -586446.162111 + Penalty 1941.111527 = -584505.050584 nChanged 6 SP:Iteration 75Q (5223.205836 sec): 3 clusters Score: Raw -586447.200300 + Penalty 1941.111527 = -584506.088773 nChanged 1 SP:Iteration 76Q (5223.316266 sec): 3 clusters Score: Raw -586447.300540 + Penalty 1941.111527 = -584506.189012 nChanged 2 SP:Iteration 77Q (5223.467543 sec): 3 clusters Score: Raw -586447.568837 + Penalty 1941.111527 = -584506.457309 nChanged 1 SP:Iteration 78Q (5223.572463 sec): 3 clusters Score: Raw -586447.681910 + Penalty 1941.111527 = -584506.570382 nChanged 0 SP:Iteration 79F (5223.692638 sec): 3 clusters Score: Raw -586447.681910 + Penalty 1941.111527 = -584506.570382 nChanged 0 Score: Raw -4192209.238815 + Penalty 14192.626939 = -4178016.611876 Splitting cluster 7 changes total score from -4174466.590410 to -4178016.611876 So it's getting split into cluster 12. Trying to split cluster 8 (4958 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5225.060398 sec): 2 clusters Score: Raw -239902.800476 + Penalty 893.419560 = -239009.380916 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5225.177223 sec): 3 clusters Score: Raw -237155.390139 + Penalty 1786.839120 = -235368.551019 nChanged 2146 SP:Iteration 1F (5225.311787 sec): 3 clusters Score: Raw -238980.914427 + Penalty 1786.839120 = -237194.075307 nChanged 607 SP:Iteration 2F (5225.402097 sec): 3 clusters Score: Raw -239918.393228 + Penalty 1786.839120 = -238131.554109 nChanged 507 SP:Iteration 3F (5225.527918 sec): 3 clusters Score: Raw -240686.351076 + Penalty 1786.839120 = -238899.511956 nChanged 417 SP:Iteration 4F (5225.649200 sec): 3 clusters Score: Raw -241143.104297 + Penalty 1786.839120 = -239356.265177 nChanged 277 SP:Iteration 5F (5225.774729 sec): 3 clusters Score: Raw -241360.969364 + Penalty 1786.839120 = -239574.130244 nChanged 174 SP:Iteration 6Q (5225.880005 sec): 3 clusters Score: Raw -241461.892242 + Penalty 1786.839120 = -239675.053122 nChanged 97 SP:Iteration 7Q (5225.997521 sec): 3 clusters Score: Raw -241510.373353 + Penalty 1786.839120 = -239723.534233 nChanged 70 SP:Iteration 8Q (5226.093686 sec): 3 clusters Score: Raw -241538.450091 + Penalty 1786.839120 = -239751.610971 nChanged 45 SP:Iteration 9Q (5226.231311 sec): 3 clusters Score: Raw -241555.902222 + Penalty 1786.839120 = -239769.063102 nChanged 32 SP:Iteration 10Q (5226.365034 sec): 3 clusters Score: Raw -241563.787963 + Penalty 1786.839120 = -239776.948844 nChanged 18 SP:Iteration 11Q (5226.477818 sec): 3 clusters Score: Raw -241568.892818 + Penalty 1786.839120 = -239782.053698 nChanged 24 SP:Iteration 12Q (5226.566259 sec): 3 clusters Score: Raw -241575.352443 + Penalty 1786.839120 = -239788.513323 nChanged 18 SP:Iteration 13Q (5226.716327 sec): 3 clusters Score: Raw -241578.632049 + Penalty 1786.839120 = -239791.792929 nChanged 15 SP:Iteration 14Q (5226.827299 sec): 3 clusters Score: Raw -241582.330445 + Penalty 1786.839120 = -239795.491325 nChanged 14 SP:Iteration 15Q (5226.935897 sec): 3 clusters Score: Raw -241585.567190 + Penalty 1786.839120 = -239798.728071 nChanged 10 SP:Iteration 16Q (5227.059409 sec): 3 clusters Score: Raw -241587.541875 + Penalty 1786.839120 = -239800.702755 nChanged 7 SP:Iteration 17Q (5227.157850 sec): 3 clusters Score: Raw -241588.520744 + Penalty 1786.839120 = -239801.681624 nChanged 3 SP:Iteration 18Q (5227.287802 sec): 3 clusters Score: Raw -241589.161909 + Penalty 1786.839120 = -239802.322789 nChanged 2 SP:Iteration 19Q (5227.400507 sec): 3 clusters Score: Raw -241589.321675 + Penalty 1786.839120 = -239802.482555 nChanged 1 SP:Iteration 20F (5227.519203 sec): 3 clusters Score: Raw -241589.444994 + Penalty 1786.839120 = -239802.605875 nChanged 0 Score: Raw -4193895.883333 + Penalty 15375.345851 = -4178520.537482 Splitting cluster 8 changes total score from -4174466.590410 to -4178520.537482 So it's getting split into cluster 13. Iteration 20F (5230.106503 sec): 14 clusters Score: Raw -4196695.679820 + Penalty 15375.345851 = -4181320.333970 nChanged 3383 Iteration 21Q (5231.269376 sec): 14 clusters Score: Raw -4198126.875245 + Penalty 15375.345851 = -4182751.529394 nChanged 1404 Iteration 22Q (5232.399920 sec): 14 clusters Score: Raw -4198645.364049 + Penalty 15375.345851 = -4183270.018199 nChanged 955 Iteration 23Q (5233.502153 sec): 14 clusters Score: Raw -4198990.554911 + Penalty 15375.345851 = -4183615.209060 nChanged 820 Iteration 24Q (5234.729264 sec): 14 clusters Score: Raw -4199287.035443 + Penalty 15375.345851 = -4183911.689593 nChanged 721 Iteration 25Q (5235.863639 sec): 14 clusters Score: Raw -4199534.609688 + Penalty 15375.345851 = -4184159.263838 nChanged 610 Iteration 26Q (5237.026244 sec): 14 clusters Score: Raw -4199737.055321 + Penalty 15375.345851 = -4184361.709471 nChanged 608 Iteration 27Q (5238.182075 sec): 14 clusters Score: Raw -4199952.016446 + Penalty 15375.345851 = -4184576.670596 nChanged 608 Iteration 28Q (5239.292976 sec): 14 clusters Score: Raw -4200177.107471 + Penalty 15375.345851 = -4184801.761621 nChanged 570 Iteration 29Q (5240.411888 sec): 14 clusters Score: Raw -4200430.701533 + Penalty 15375.345851 = -4185055.355682 nChanged 556 Iteration 30Q (5241.563032 sec): 14 clusters Score: Raw -4200687.515595 + Penalty 15375.345851 = -4185312.169744 nChanged 539 Iteration 31Q (5242.704565 sec): 14 clusters Score: Raw -4200930.163164 + Penalty 15375.345851 = -4185554.817313 nChanged 526 Iteration 32Q (5243.849709 sec): 14 clusters Score: Raw -4201159.648140 + Penalty 15375.345851 = -4185784.302290 nChanged 499 Iteration 33Q (5244.972036 sec): 14 clusters Score: Raw -4201385.132604 + Penalty 15375.345851 = -4186009.786754 nChanged 508 Iteration 34Q (5246.094502 sec): 14 clusters Score: Raw -4201616.810048 + Penalty 15375.345851 = -4186241.464197 nChanged 493 Iteration 35Q (5247.172264 sec): 14 clusters Score: Raw -4201818.101619 + Penalty 15375.345851 = -4186442.755769 nChanged 448 Iteration 36Q (5248.376595 sec): 14 clusters Score: Raw -4201978.053153 + Penalty 15375.345851 = -4186602.707302 nChanged 400 Iteration 37Q (5249.485942 sec): 14 clusters Score: Raw -4202126.718045 + Penalty 15375.345851 = -4186751.372194 nChanged 361 Iteration 38Q (5250.632264 sec): 14 clusters Score: Raw -4202228.771051 + Penalty 15375.345851 = -4186853.425200 nChanged 324 Iteration 39Q (5251.841028 sec): 14 clusters Score: Raw -4202312.125880 + Penalty 15375.345851 = -4186936.780030 nChanged 312 Iteration 40F (5253.322493 sec): 14 clusters Score: Raw -4202413.189876 + Penalty 15375.345851 = -4187037.844026 nChanged 269 Iteration 41Q (5254.423679 sec): 14 clusters Score: Raw -4202474.103984 + Penalty 15375.345851 = -4187098.758134 nChanged 255 Iteration 42Q (5255.513986 sec): 14 clusters Score: Raw -4202518.895302 + Penalty 15375.345851 = -4187143.549452 nChanged 230 Iteration 43Q (5256.636113 sec): 14 clusters Score: Raw -4202550.117934 + Penalty 15375.345851 = -4187174.772083 nChanged 204 Iteration 44Q (5257.755921 sec): 14 clusters Score: Raw -4202580.092435 + Penalty 15375.345851 = -4187204.746585 nChanged 178 Iteration 45Q (5258.687693 sec): 14 clusters Score: Raw -4202605.760810 + Penalty 15375.345851 = -4187230.414959 nChanged 169 Iteration 46Q (5259.794038 sec): 14 clusters Score: Raw -4202625.707516 + Penalty 15375.345851 = -4187250.361665 nChanged 126 Iteration 47Q (5260.893036 sec): 14 clusters Score: Raw -4202640.102121 + Penalty 15375.345851 = -4187264.756270 nChanged 113 Iteration 48Q (5261.975231 sec): 14 clusters Score: Raw -4202652.291356 + Penalty 15375.345851 = -4187276.945505 nChanged 101 Iteration 49Q (5263.073152 sec): 14 clusters Score: Raw -4202661.155085 + Penalty 15375.345851 = -4187285.809234 nChanged 84 Iteration 50Q (5264.151396 sec): 14 clusters Score: Raw -4202668.664208 + Penalty 15375.345851 = -4187293.318357 nChanged 70 Iteration 51Q (5265.314113 sec): 14 clusters Score: Raw -4202675.523395 + Penalty 15375.345851 = -4187300.177545 nChanged 87 Iteration 52Q (5266.433313 sec): 14 clusters Score: Raw -4202685.977970 + Penalty 15375.345851 = -4187310.632120 nChanged 95 Iteration 53Q (5267.543295 sec): 14 clusters Score: Raw -4202695.674158 + Penalty 15375.345851 = -4187320.328307 nChanged 80 Iteration 54Q (5268.635152 sec): 14 clusters Score: Raw -4202704.387371 + Penalty 15375.345851 = -4187329.041520 nChanged 82 Iteration 55Q (5269.770742 sec): 14 clusters Score: Raw -4202717.091269 + Penalty 15375.345851 = -4187341.745418 nChanged 58 Iteration 56Q (5270.949818 sec): 14 clusters Score: Raw -4202728.123678 + Penalty 15375.345851 = -4187352.777827 nChanged 71 Iteration 57Q (5271.962122 sec): 14 clusters Score: Raw -4202738.502603 + Penalty 15375.345851 = -4187363.156752 nChanged 75 Iteration 58Q (5273.048533 sec): 14 clusters Score: Raw -4202747.156849 + Penalty 15375.345851 = -4187371.810998 nChanged 75 Writing temp clu file Because OldScore, -4187363.156752, is greater than current (better) Score,-4187371.810998 Compute initial score before splitting: Score: Raw -4202747.156849 + Penalty 15375.345851 = -4187371.810998 Trying to split cluster 1 (3195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5273.186772 sec): 2 clusters Score: Raw -183795.062371 + Penalty 847.280949 = -182947.781422 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5273.308442 sec): 3 clusters Score: Raw -182209.848051 + Penalty 1694.561897 = -180515.286154 nChanged 1296 SP:Iteration 1F (5273.426112 sec): 3 clusters Score: Raw -183214.907163 + Penalty 1694.561897 = -181520.345266 nChanged 300 SP:Iteration 2F (5273.554158 sec): 3 clusters Score: Raw -183443.359209 + Penalty 1694.561897 = -181748.797312 nChanged 198 SP:Iteration 3F (5273.658978 sec): 3 clusters Score: Raw -183587.281187 + Penalty 1694.561897 = -181892.719290 nChanged 159 SP:Iteration 4Q (5273.776836 sec): 3 clusters Score: Raw -183684.882474 + Penalty 1694.561897 = -181990.320577 nChanged 125 SP:Iteration 5Q (5273.865073 sec): 3 clusters Score: Raw -183758.298996 + Penalty 1694.561897 = -182063.737099 nChanged 95 SP:Iteration 6Q (5274.006585 sec): 3 clusters Score: Raw -183821.957610 + Penalty 1694.561897 = -182127.395713 nChanged 84 SP:Iteration 7Q (5274.098854 sec): 3 clusters Score: Raw -183874.301989 + Penalty 1694.561897 = -182179.740092 nChanged 85 SP:Iteration 8Q (5274.243075 sec): 3 clusters Score: Raw -183936.737796 + Penalty 1694.561897 = -182242.175899 nChanged 98 SP:Iteration 9Q (5274.358097 sec): 3 clusters Score: Raw -183999.413862 + Penalty 1694.561897 = -182304.851965 nChanged 83 SP:Iteration 10Q (5274.463881 sec): 3 clusters Score: Raw -184053.406431 + Penalty 1694.561897 = -182358.844534 nChanged 76 SP:Iteration 11Q (5274.560585 sec): 3 clusters Score: Raw -184116.870820 + Penalty 1694.561897 = -182422.308923 nChanged 76 SP:Iteration 12Q (5274.695547 sec): 3 clusters Score: Raw -184182.517031 + Penalty 1694.561897 = -182487.955134 nChanged 69 SP:Iteration 13Q (5274.806637 sec): 3 clusters Score: Raw -184236.926024 + Penalty 1694.561897 = -182542.364127 nChanged 63 SP:Iteration 14Q (5274.906225 sec): 3 clusters Score: Raw -184300.995436 + Penalty 1694.561897 = -182606.433539 nChanged 75 SP:Iteration 15Q (5275.025692 sec): 3 clusters Score: Raw -184390.815957 + Penalty 1694.561897 = -182696.254060 nChanged 77 SP:Iteration 16Q (5275.138501 sec): 3 clusters Score: Raw -184484.911327 + Penalty 1694.561897 = -182790.349430 nChanged 70 SP:Iteration 17Q (5275.267120 sec): 3 clusters Score: Raw -184552.924531 + Penalty 1694.561897 = -182858.362634 nChanged 60 SP:Iteration 18Q (5275.367630 sec): 3 clusters Score: Raw -184611.870359 + Penalty 1694.561897 = -182917.308462 nChanged 51 SP:Iteration 19Q (5275.462223 sec): 3 clusters Score: Raw -184646.633280 + Penalty 1694.561897 = -182952.071383 nChanged 30 SP:Iteration 20F (5275.604700 sec): 3 clusters Score: Raw -184663.966991 + Penalty 1694.561897 = -182969.405094 nChanged 24 SP:Iteration 21Q (5275.720517 sec): 3 clusters Score: Raw -184678.790275 + Penalty 1694.561897 = -182984.228378 nChanged 21 SP:Iteration 22Q (5275.853923 sec): 3 clusters Score: Raw -184693.205865 + Penalty 1694.561897 = -182998.643968 nChanged 24 SP:Iteration 23Q (5275.952992 sec): 3 clusters Score: Raw -184709.909814 + Penalty 1694.561897 = -183015.347917 nChanged 19 SP:Iteration 24Q (5276.062018 sec): 3 clusters Score: Raw -184718.906855 + Penalty 1694.561897 = -183024.344958 nChanged 16 SP:Iteration 25Q (5276.201535 sec): 3 clusters Score: Raw -184724.690503 + Penalty 1694.561897 = -183030.128606 nChanged 11 SP:Iteration 26Q (5276.304387 sec): 3 clusters Score: Raw -184728.563767 + Penalty 1694.561897 = -183034.001870 nChanged 9 SP:Iteration 27Q (5276.417310 sec): 3 clusters Score: Raw -184730.178410 + Penalty 1694.561897 = -183035.616513 nChanged 5 SP:Iteration 28Q (5276.551541 sec): 3 clusters Score: Raw -184731.449042 + Penalty 1694.561897 = -183036.887145 nChanged 2 SP:Iteration 29Q (5276.686062 sec): 3 clusters Score: Raw -184731.664218 + Penalty 1694.561897 = -183037.102321 nChanged 1 SP:Iteration 30Q (5276.810306 sec): 3 clusters Score: Raw -184731.796005 + Penalty 1694.561897 = -183037.234108 nChanged 0 SP:Iteration 31F (5276.920082 sec): 3 clusters Score: Raw -184731.796005 + Penalty 1694.561897 = -183037.234108 nChanged 0 Score: Raw -4203691.264117 + Penalty 16558.064762 = -4187133.199354 Splitting cluster 1 changes total score from -4187371.810998 to -4187133.199354 So it's not getting split. Trying to split cluster 2 (8623 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5278.478706 sec): 2 clusters Score: Raw -483827.684305 + Penalty 951.529775 = -482876.154530 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5278.595108 sec): 3 clusters Score: Raw -478864.507635 + Penalty 1903.059549 = -476961.448086 nChanged 3784 SP:Iteration 1F (5278.714846 sec): 3 clusters Score: Raw -481479.821249 + Penalty 1903.059549 = -479576.761700 nChanged 747 SP:Iteration 2F (5278.828044 sec): 3 clusters Score: Raw -482074.693689 + Penalty 1903.059549 = -480171.634139 nChanged 707 SP:Iteration 3F (5278.953917 sec): 3 clusters Score: Raw -482568.490798 + Penalty 1903.059549 = -480665.431249 nChanged 569 SP:Iteration 4F (5279.072586 sec): 3 clusters Score: Raw -482905.185222 + Penalty 1903.059549 = -481002.125672 nChanged 461 SP:Iteration 5F (5279.213458 sec): 3 clusters Score: Raw -483161.388173 + Penalty 1903.059549 = -481258.328624 nChanged 374 SP:Iteration 6Q (5279.321006 sec): 3 clusters Score: Raw -483340.696963 + Penalty 1903.059549 = -481437.637413 nChanged 273 SP:Iteration 7Q (5279.457318 sec): 3 clusters Score: Raw -483475.061830 + Penalty 1903.059549 = -481572.002281 nChanged 217 SP:Iteration 8Q (5279.589467 sec): 3 clusters Score: Raw -483574.498466 + Penalty 1903.059549 = -481671.438917 nChanged 186 SP:Iteration 9Q (5279.703680 sec): 3 clusters Score: Raw -483656.589904 + Penalty 1903.059549 = -481753.530354 nChanged 160 SP:Iteration 10Q (5279.825316 sec): 3 clusters Score: Raw -483723.472417 + Penalty 1903.059549 = -481820.412867 nChanged 125 SP:Iteration 11Q (5279.953101 sec): 3 clusters Score: Raw -483777.391050 + Penalty 1903.059549 = -481874.331501 nChanged 114 SP:Iteration 12Q (5280.101898 sec): 3 clusters Score: Raw -483815.531570 + Penalty 1903.059549 = -481912.472020 nChanged 108 SP:Iteration 13Q (5280.224455 sec): 3 clusters Score: Raw -483853.301903 + Penalty 1903.059549 = -481950.242353 nChanged 91 SP:Iteration 14Q (5280.340550 sec): 3 clusters Score: Raw -483889.118372 + Penalty 1903.059549 = -481986.058822 nChanged 105 SP:Iteration 15Q (5280.475695 sec): 3 clusters Score: Raw -483926.295633 + Penalty 1903.059549 = -482023.236083 nChanged 105 SP:Iteration 16Q (5280.587589 sec): 3 clusters Score: Raw -483972.408723 + Penalty 1903.059549 = -482069.349173 nChanged 109 SP:Iteration 17Q (5280.728953 sec): 3 clusters Score: Raw -484019.085112 + Penalty 1903.059549 = -482116.025562 nChanged 98 SP:Iteration 18Q (5280.847327 sec): 3 clusters Score: Raw -484065.393360 + Penalty 1903.059549 = -482162.333811 nChanged 90 SP:Iteration 19Q (5280.977571 sec): 3 clusters Score: Raw -484107.457404 + Penalty 1903.059549 = -482204.397855 nChanged 93 SP:Iteration 20F (5281.108895 sec): 3 clusters Score: Raw -484162.177192 + Penalty 1903.059549 = -482259.117642 nChanged 86 SP:Iteration 21Q (5281.247301 sec): 3 clusters Score: Raw -484213.721825 + Penalty 1903.059549 = -482310.662275 nChanged 88 SP:Iteration 22Q (5281.360084 sec): 3 clusters Score: Raw -484271.894075 + Penalty 1903.059549 = -482368.834526 nChanged 97 SP:Iteration 23Q (5281.486721 sec): 3 clusters Score: Raw -484334.781703 + Penalty 1903.059549 = -482431.722153 nChanged 114 SP:Iteration 24Q (5281.623215 sec): 3 clusters Score: Raw -484427.081356 + Penalty 1903.059549 = -482524.021807 nChanged 133 SP:Iteration 25Q (5281.744946 sec): 3 clusters Score: Raw -484546.741832 + Penalty 1903.059549 = -482643.682283 nChanged 136 SP:Iteration 26Q (5281.846725 sec): 3 clusters Score: Raw -484704.662339 + Penalty 1903.059549 = -482801.602789 nChanged 168 SP:Iteration 27Q (5282.000065 sec): 3 clusters Score: Raw -484948.410044 + Penalty 1903.059549 = -483045.350495 nChanged 161 SP:Iteration 28Q (5282.118066 sec): 3 clusters Score: Raw -485173.301751 + Penalty 1903.059549 = -483270.242201 nChanged 139 SP:Iteration 29Q (5282.222596 sec): 3 clusters Score: Raw -485338.711583 + Penalty 1903.059549 = -483435.652033 nChanged 105 SP:Iteration 30Q (5282.336923 sec): 3 clusters Score: Raw -485438.062812 + Penalty 1903.059549 = -483535.003262 nChanged 67 SP:Iteration 31Q (5282.459058 sec): 3 clusters Score: Raw -485496.493683 + Penalty 1903.059549 = -483593.434133 nChanged 44 SP:Iteration 32Q (5282.587174 sec): 3 clusters Score: Raw -485527.019480 + Penalty 1903.059549 = -483623.959930 nChanged 36 SP:Iteration 33Q (5282.734424 sec): 3 clusters Score: Raw -485546.540701 + Penalty 1903.059549 = -483643.481151 nChanged 21 SP:Iteration 34Q (5282.837469 sec): 3 clusters Score: Raw -485554.281972 + Penalty 1903.059549 = -483651.222423 nChanged 12 SP:Iteration 35Q (5282.974529 sec): 3 clusters Score: Raw -485561.502351 + Penalty 1903.059549 = -483658.442802 nChanged 11 SP:Iteration 36Q (5283.073425 sec): 3 clusters Score: Raw -485568.388108 + Penalty 1903.059549 = -483665.328558 nChanged 13 SP:Iteration 37Q (5283.190907 sec): 3 clusters Score: Raw -485573.213129 + Penalty 1903.059549 = -483670.153580 nChanged 13 SP:Iteration 38Q (5283.342718 sec): 3 clusters Score: Raw -485576.998782 + Penalty 1903.059549 = -483673.939232 nChanged 11 SP:Iteration 39Q (5283.443398 sec): 3 clusters Score: Raw -485580.305639 + Penalty 1903.059549 = -483677.246090 nChanged 14 SP:Iteration 40F (5283.571244 sec): 3 clusters Score: Raw -485584.959192 + Penalty 1903.059549 = -483681.899643 nChanged 12 SP:Iteration 41Q (5283.702280 sec): 3 clusters Score: Raw -485589.842149 + Penalty 1903.059549 = -483686.782599 nChanged 7 SP:Iteration 42Q (5283.846162 sec): 3 clusters Score: Raw -485591.921928 + Penalty 1903.059549 = -483688.862378 nChanged 9 SP:Iteration 43Q (5283.936606 sec): 3 clusters Score: Raw -485593.632690 + Penalty 1903.059549 = -483690.573141 nChanged 7 SP:Iteration 44Q (5284.084083 sec): 3 clusters Score: Raw -485595.152411 + Penalty 1903.059549 = -483692.092862 nChanged 6 SP:Iteration 45Q (5284.202269 sec): 3 clusters Score: Raw -485597.532789 + Penalty 1903.059549 = -483694.473239 nChanged 6 SP:Iteration 46Q (5284.307287 sec): 3 clusters Score: Raw -485598.555885 + Penalty 1903.059549 = -483695.496336 nChanged 4 SP:Iteration 47Q (5284.426798 sec): 3 clusters Score: Raw -485599.173677 + Penalty 1903.059549 = -483696.114127 nChanged 2 SP:Iteration 48Q (5284.577210 sec): 3 clusters Score: Raw -485599.346223 + Penalty 1903.059549 = -483696.286674 nChanged 2 SP:Iteration 49Q (5284.728613 sec): 3 clusters Score: Raw -485599.859249 + Penalty 1903.059549 = -483696.799699 nChanged 0 SP:Iteration 50F (5284.839308 sec): 3 clusters Score: Raw -485599.859249 + Penalty 1903.059549 = -483696.799699 nChanged 0 Score: Raw -4204526.705426 + Penalty 16558.064762 = -4187968.640664 Splitting cluster 2 changes total score from -4187371.810998 to -4187968.640664 So it's getting split into cluster 14. Trying to split cluster 3 (2399 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5286.344179 sec): 2 clusters Score: Raw -102949.306735 + Penalty 817.194763 = -102132.111973 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5286.451468 sec): 3 clusters Score: Raw -101829.443908 + Penalty 1634.389525 = -100195.054383 nChanged 949 SP:Iteration 1F (5286.575535 sec): 3 clusters Score: Raw -102754.652278 + Penalty 1634.389525 = -101120.262752 nChanged 327 SP:Iteration 2F (5286.683718 sec): 3 clusters Score: Raw -103301.726684 + Penalty 1634.389525 = -101667.337159 nChanged 258 SP:Iteration 3F (5286.767990 sec): 3 clusters Score: Raw -103614.683440 + Penalty 1634.389525 = -101980.293915 nChanged 149 SP:Iteration 4F (5286.949296 sec): 3 clusters Score: Raw -103753.626455 + Penalty 1634.389525 = -102119.236930 nChanged 82 SP:Iteration 5Q (5287.073450 sec): 3 clusters Score: Raw -103820.071935 + Penalty 1634.389525 = -102185.682410 nChanged 53 SP:Iteration 6Q (5287.182728 sec): 3 clusters Score: Raw -103859.553800 + Penalty 1634.389525 = -102225.164275 nChanged 42 SP:Iteration 7Q (5287.263460 sec): 3 clusters Score: Raw -103888.128743 + Penalty 1634.389525 = -102253.739218 nChanged 25 SP:Iteration 8Q (5287.382911 sec): 3 clusters Score: Raw -103903.206152 + Penalty 1634.389525 = -102268.816627 nChanged 18 SP:Iteration 9Q (5287.506744 sec): 3 clusters Score: Raw -103917.964686 + Penalty 1634.389525 = -102283.575161 nChanged 18 SP:Iteration 10Q (5287.623853 sec): 3 clusters Score: Raw -103928.179689 + Penalty 1634.389525 = -102293.790163 nChanged 12 SP:Iteration 11Q (5287.711621 sec): 3 clusters Score: Raw -103942.490568 + Penalty 1634.389525 = -102308.101043 nChanged 8 SP:Iteration 12Q (5287.819962 sec): 3 clusters Score: Raw -103953.885836 + Penalty 1634.389525 = -102319.496311 nChanged 14 SP:Iteration 13Q (5287.948018 sec): 3 clusters Score: Raw -103962.889657 + Penalty 1634.389525 = -102328.500132 nChanged 13 SP:Iteration 14Q (5288.057373 sec): 3 clusters Score: Raw -103969.736760 + Penalty 1634.389525 = -102335.347235 nChanged 8 SP:Iteration 15Q (5288.153362 sec): 3 clusters Score: Raw -103973.767002 + Penalty 1634.389525 = -102339.377477 nChanged 6 SP:Iteration 16Q (5288.271084 sec): 3 clusters Score: Raw -103976.878629 + Penalty 1634.389525 = -102342.489104 nChanged 6 SP:Iteration 17Q (5288.387654 sec): 3 clusters Score: Raw -103978.728905 + Penalty 1634.389525 = -102344.339380 nChanged 7 SP:Iteration 18Q (5288.512387 sec): 3 clusters Score: Raw -103980.239695 + Penalty 1634.389525 = -102345.850170 nChanged 4 SP:Iteration 19Q (5288.598728 sec): 3 clusters Score: Raw -103981.204584 + Penalty 1634.389525 = -102346.815059 nChanged 2 SP:Iteration 20F (5288.733372 sec): 3 clusters Score: Raw -103981.396022 + Penalty 1634.389525 = -102347.006497 nChanged 1 SP:Iteration 21Q (5288.870746 sec): 3 clusters Score: Raw -103981.572396 + Penalty 1634.389525 = -102347.182871 nChanged 2 SP:Iteration 22Q (5288.988532 sec): 3 clusters Score: Raw -103981.896554 + Penalty 1634.389525 = -102347.507029 nChanged 1 SP:Iteration 23Q (5289.077798 sec): 3 clusters Score: Raw -103982.055584 + Penalty 1634.389525 = -102347.666059 nChanged 0 SP:Iteration 24F (5289.196710 sec): 3 clusters Score: Raw -103982.055584 + Penalty 1634.389525 = -102347.666059 nChanged 0 Score: Raw -4205559.454275 + Penalty 17740.783674 = -4187818.670601 Splitting cluster 3 changes total score from -4187371.810998 to -4187818.670601 So it's getting split into cluster 15. Trying to split cluster 4 (1661 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5290.628165 sec): 2 clusters Score: Raw -67611.046698 + Penalty 778.593387 = -66832.453311 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5290.744702 sec): 3 clusters Score: Raw -66882.723899 + Penalty 1557.186773 = -65325.537126 nChanged 602 SP:Iteration 1F (5290.830377 sec): 3 clusters Score: Raw -67428.757108 + Penalty 1557.186773 = -65871.570335 nChanged 203 SP:Iteration 2F (5290.945059 sec): 3 clusters Score: Raw -67798.058629 + Penalty 1557.186773 = -66240.871856 nChanged 166 SP:Iteration 3F (5291.069577 sec): 3 clusters Score: Raw -68066.148846 + Penalty 1557.186773 = -66508.962073 nChanged 96 SP:Iteration 4F (5291.197139 sec): 3 clusters Score: Raw -68188.403297 + Penalty 1557.186773 = -66631.216524 nChanged 74 SP:Iteration 5Q (5291.309842 sec): 3 clusters Score: Raw -68282.354516 + Penalty 1557.186773 = -66725.167743 nChanged 60 SP:Iteration 6Q (5291.401698 sec): 3 clusters Score: Raw -68340.381158 + Penalty 1557.186773 = -66783.194385 nChanged 40 SP:Iteration 7Q (5291.513726 sec): 3 clusters Score: Raw -68373.389829 + Penalty 1557.186773 = -66816.203056 nChanged 34 SP:Iteration 8Q (5291.633056 sec): 3 clusters Score: Raw -68404.265083 + Penalty 1557.186773 = -66847.078310 nChanged 30 SP:Iteration 9Q (5291.740746 sec): 3 clusters Score: Raw -68427.176988 + Penalty 1557.186773 = -66869.990215 nChanged 23 SP:Iteration 10Q (5291.834655 sec): 3 clusters Score: Raw -68441.720409 + Penalty 1557.186773 = -66884.533636 nChanged 20 SP:Iteration 11Q (5291.947914 sec): 3 clusters Score: Raw -68452.813399 + Penalty 1557.186773 = -66895.626626 nChanged 19 SP:Iteration 12Q (5292.059443 sec): 3 clusters Score: Raw -68463.444458 + Penalty 1557.186773 = -66906.257685 nChanged 17 SP:Iteration 13Q (5292.171858 sec): 3 clusters Score: Raw -68471.502137 + Penalty 1557.186773 = -66914.315364 nChanged 14 SP:Iteration 14Q (5292.298255 sec): 3 clusters Score: Raw -68476.472276 + Penalty 1557.186773 = -66919.285503 nChanged 8 SP:Iteration 15Q (5292.383067 sec): 3 clusters Score: Raw -68479.385993 + Penalty 1557.186773 = -66922.199220 nChanged 7 SP:Iteration 16Q (5292.501136 sec): 3 clusters Score: Raw -68481.684082 + Penalty 1557.186773 = -66924.497309 nChanged 7 SP:Iteration 17Q (5292.613981 sec): 3 clusters Score: Raw -68484.549616 + Penalty 1557.186773 = -66927.362843 nChanged 5 SP:Iteration 18Q (5292.743250 sec): 3 clusters Score: Raw -68487.172057 + Penalty 1557.186773 = -66929.985284 nChanged 8 SP:Iteration 19Q (5292.846858 sec): 3 clusters Score: Raw -68490.829442 + Penalty 1557.186773 = -66933.642669 nChanged 6 SP:Iteration 20F (5292.963345 sec): 3 clusters Score: Raw -68492.478339 + Penalty 1557.186773 = -66935.291566 nChanged 4 SP:Iteration 21Q (5293.094065 sec): 3 clusters Score: Raw -68494.440607 + Penalty 1557.186773 = -66937.253834 nChanged 3 SP:Iteration 22Q (5293.228102 sec): 3 clusters Score: Raw -68495.280545 + Penalty 1557.186773 = -66938.093772 nChanged 1 SP:Iteration 23Q (5293.335158 sec): 3 clusters Score: Raw -68495.454408 + Penalty 1557.186773 = -66938.267635 nChanged 1 SP:Iteration 24Q (5293.423038 sec): 3 clusters Score: Raw -68495.624578 + Penalty 1557.186773 = -66938.437805 nChanged 0 SP:Iteration 25F (5293.539520 sec): 3 clusters Score: Raw -68495.624578 + Penalty 1557.186773 = -66938.437805 nChanged 0 Score: Raw -4206444.032155 + Penalty 18923.502585 = -4187520.529570 Splitting cluster 4 changes total score from -4187371.810998 to -4187520.529570 So it's getting split into cluster 16. Trying to split cluster 5 (3311 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5295.281201 sec): 2 clusters Score: Raw -178112.897009 + Penalty 851.025581 = -177261.871427 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5295.378830 sec): 3 clusters Score: Raw -176409.451692 + Penalty 1702.051163 = -174707.400529 nChanged 1339 SP:Iteration 1F (5295.504663 sec): 3 clusters Score: Raw -177268.711173 + Penalty 1702.051163 = -175566.660010 nChanged 301 SP:Iteration 2F (5295.626774 sec): 3 clusters Score: Raw -177524.046658 + Penalty 1702.051163 = -175821.995495 nChanged 241 SP:Iteration 3F (5295.729320 sec): 3 clusters Score: Raw -177733.418601 + Penalty 1702.051163 = -176031.367438 nChanged 168 SP:Iteration 4F (5295.860643 sec): 3 clusters Score: Raw -177861.120600 + Penalty 1702.051163 = -176159.069438 nChanged 143 SP:Iteration 5Q (5295.992331 sec): 3 clusters Score: Raw -177977.312712 + Penalty 1702.051163 = -176275.261549 nChanged 154 SP:Iteration 6Q (5296.104495 sec): 3 clusters Score: Raw -178080.947548 + Penalty 1702.051163 = -176378.896385 nChanged 109 SP:Iteration 7Q (5296.221573 sec): 3 clusters Score: Raw -178160.239342 + Penalty 1702.051163 = -176458.188179 nChanged 105 SP:Iteration 8Q (5296.326130 sec): 3 clusters Score: Raw -178238.159856 + Penalty 1702.051163 = -176536.108693 nChanged 95 SP:Iteration 9Q (5296.438719 sec): 3 clusters Score: Raw -178300.393109 + Penalty 1702.051163 = -176598.341946 nChanged 73 SP:Iteration 10Q (5296.531172 sec): 3 clusters Score: Raw -178350.464119 + Penalty 1702.051163 = -176648.412956 nChanged 72 SP:Iteration 11Q (5296.655857 sec): 3 clusters Score: Raw -178398.481886 + Penalty 1702.051163 = -176696.430723 nChanged 50 SP:Iteration 12Q (5296.747056 sec): 3 clusters Score: Raw -178422.625122 + Penalty 1702.051163 = -176720.573959 nChanged 45 SP:Iteration 13Q (5296.879347 sec): 3 clusters Score: Raw -178440.723307 + Penalty 1702.051163 = -176738.672144 nChanged 37 SP:Iteration 14Q (5297.006192 sec): 3 clusters Score: Raw -178456.119974 + Penalty 1702.051163 = -176754.068811 nChanged 36 SP:Iteration 15Q (5297.084954 sec): 3 clusters Score: Raw -178471.291400 + Penalty 1702.051163 = -176769.240237 nChanged 32 SP:Iteration 16Q (5297.205105 sec): 3 clusters Score: Raw -178484.507821 + Penalty 1702.051163 = -176782.456658 nChanged 29 SP:Iteration 17Q (5297.334291 sec): 3 clusters Score: Raw -178497.034699 + Penalty 1702.051163 = -176794.983536 nChanged 23 SP:Iteration 18Q (5297.446290 sec): 3 clusters Score: Raw -178504.663315 + Penalty 1702.051163 = -176802.612152 nChanged 12 SP:Iteration 19Q (5297.551364 sec): 3 clusters Score: Raw -178508.093582 + Penalty 1702.051163 = -176806.042419 nChanged 8 SP:Iteration 20F (5297.654231 sec): 3 clusters Score: Raw -178510.532163 + Penalty 1702.051163 = -176808.481000 nChanged 7 SP:Iteration 21Q (5297.776116 sec): 3 clusters Score: Raw -178511.881450 + Penalty 1702.051163 = -176809.830287 nChanged 6 SP:Iteration 22Q (5297.887522 sec): 3 clusters Score: Raw -178512.678566 + Penalty 1702.051163 = -176810.627403 nChanged 9 SP:Iteration 23Q (5298.002567 sec): 3 clusters Score: Raw -178514.863767 + Penalty 1702.051163 = -176812.812604 nChanged 9 SP:Iteration 24Q (5298.122696 sec): 3 clusters Score: Raw -178517.386625 + Penalty 1702.051163 = -176815.335462 nChanged 8 SP:Iteration 25Q (5298.249102 sec): 3 clusters Score: Raw -178520.221252 + Penalty 1702.051163 = -176818.170089 nChanged 8 SP:Iteration 26Q (5298.343675 sec): 3 clusters Score: Raw -178522.761307 + Penalty 1702.051163 = -176820.710144 nChanged 6 SP:Iteration 27Q (5298.479072 sec): 3 clusters Score: Raw -178524.294103 + Penalty 1702.051163 = -176822.242940 nChanged 5 SP:Iteration 28Q (5298.593195 sec): 3 clusters Score: Raw -178526.153865 + Penalty 1702.051163 = -176824.102702 nChanged 6 SP:Iteration 29Q (5298.693908 sec): 3 clusters Score: Raw -178527.392440 + Penalty 1702.051163 = -176825.341277 nChanged 4 SP:Iteration 30Q (5298.809059 sec): 3 clusters Score: Raw -178528.197930 + Penalty 1702.051163 = -176826.146768 nChanged 5 SP:Iteration 31Q (5298.918252 sec): 3 clusters Score: Raw -178529.530693 + Penalty 1702.051163 = -176827.479530 nChanged 7 SP:Iteration 32Q (5299.058135 sec): 3 clusters Score: Raw -178532.594057 + Penalty 1702.051163 = -176830.542894 nChanged 7 SP:Iteration 33Q (5299.162429 sec): 3 clusters Score: Raw -178536.513326 + Penalty 1702.051163 = -176834.462163 nChanged 12 SP:Iteration 34Q (5299.277036 sec): 3 clusters Score: Raw -178541.135773 + Penalty 1702.051163 = -176839.084610 nChanged 11 SP:Iteration 35Q (5299.406071 sec): 3 clusters Score: Raw -178545.580138 + Penalty 1702.051163 = -176843.528975 nChanged 10 SP:Iteration 36Q (5299.537483 sec): 3 clusters Score: Raw -178548.393028 + Penalty 1702.051163 = -176846.341865 nChanged 7 SP:Iteration 37Q (5299.643108 sec): 3 clusters Score: Raw -178550.307145 + Penalty 1702.051163 = -176848.255983 nChanged 6 SP:Iteration 38Q (5299.734935 sec): 3 clusters Score: Raw -178551.578944 + Penalty 1702.051163 = -176849.527781 nChanged 1 SP:Iteration 39Q (5299.834183 sec): 3 clusters Score: Raw -178551.786902 + Penalty 1702.051163 = -176849.735739 nChanged 2 SP:Iteration 40F (5299.940133 sec): 3 clusters Score: Raw -178552.379208 + Penalty 1702.051163 = -176850.328046 nChanged 2 SP:Iteration 41Q (5300.080171 sec): 3 clusters Score: Raw -178552.942387 + Penalty 1702.051163 = -176850.891224 nChanged 6 SP:Iteration 42Q (5300.194055 sec): 3 clusters Score: Raw -178554.774658 + Penalty 1702.051163 = -176852.723495 nChanged 7 SP:Iteration 43Q (5300.305489 sec): 3 clusters Score: Raw -178558.028235 + Penalty 1702.051163 = -176855.977072 nChanged 11 SP:Iteration 44Q (5300.404266 sec): 3 clusters Score: Raw -178562.567329 + Penalty 1702.051163 = -176860.516166 nChanged 8 SP:Iteration 45Q (5300.546894 sec): 3 clusters Score: Raw -178564.907260 + Penalty 1702.051163 = -176862.856097 nChanged 8 SP:Iteration 46Q (5300.670264 sec): 3 clusters Score: Raw -178567.190273 + Penalty 1702.051163 = -176865.139110 nChanged 9 SP:Iteration 47Q (5300.772007 sec): 3 clusters Score: Raw -178569.534429 + Penalty 1702.051163 = -176867.483266 nChanged 10 SP:Iteration 48Q (5300.905121 sec): 3 clusters Score: Raw -178572.644562 + Penalty 1702.051163 = -176870.593399 nChanged 12 SP:Iteration 49Q (5301.019208 sec): 3 clusters Score: Raw -178577.885584 + Penalty 1702.051163 = -176875.834421 nChanged 16 SP:Iteration 50Q (5301.153839 sec): 3 clusters Score: Raw -178586.537681 + Penalty 1702.051163 = -176884.486518 nChanged 18 SP:Iteration 51Q (5301.280719 sec): 3 clusters Score: Raw -178593.523768 + Penalty 1702.051163 = -176891.472605 nChanged 15 SP:Iteration 52Q (5301.390452 sec): 3 clusters Score: Raw -178599.532618 + Penalty 1702.051163 = -176897.481456 nChanged 19 SP:Iteration 53Q (5301.485730 sec): 3 clusters Score: Raw -178607.347940 + Penalty 1702.051163 = -176905.296777 nChanged 19 SP:Iteration 54Q (5301.614482 sec): 3 clusters Score: Raw -178616.139546 + Penalty 1702.051163 = -176914.088383 nChanged 24 SP:Iteration 55Q (5301.737013 sec): 3 clusters Score: Raw -178626.543829 + Penalty 1702.051163 = -176924.492666 nChanged 25 SP:Iteration 56Q (5301.847628 sec): 3 clusters Score: Raw -178636.024429 + Penalty 1702.051163 = -176933.973266 nChanged 13 SP:Iteration 57Q (5301.994408 sec): 3 clusters Score: Raw -178641.058645 + Penalty 1702.051163 = -176939.007482 nChanged 13 SP:Iteration 58Q (5302.084938 sec): 3 clusters Score: Raw -178645.023421 + Penalty 1702.051163 = -176942.972258 nChanged 12 SP:Iteration 59Q (5302.213289 sec): 3 clusters Score: Raw -178649.371403 + Penalty 1702.051163 = -176947.320240 nChanged 16 SP:Iteration 60F (5302.320831 sec): 3 clusters Score: Raw -178655.753179 + Penalty 1702.051163 = -176953.702017 nChanged 14 SP:Iteration 61Q (5302.435869 sec): 3 clusters Score: Raw -178661.296182 + Penalty 1702.051163 = -176959.245020 nChanged 21 SP:Iteration 62Q (5302.543889 sec): 3 clusters Score: Raw -178670.639109 + Penalty 1702.051163 = -176968.587946 nChanged 22 SP:Iteration 63Q (5302.672221 sec): 3 clusters Score: Raw -178681.123190 + Penalty 1702.051163 = -176979.072027 nChanged 21 SP:Iteration 64Q (5302.772270 sec): 3 clusters Score: Raw -178691.659553 + Penalty 1702.051163 = -176989.608390 nChanged 28 SP:Iteration 65Q (5302.887995 sec): 3 clusters Score: Raw -178705.896346 + Penalty 1702.051163 = -177003.845183 nChanged 21 SP:Iteration 66Q (5303.010844 sec): 3 clusters Score: Raw -178716.428125 + Penalty 1702.051163 = -177014.376962 nChanged 20 SP:Iteration 67Q (5303.132860 sec): 3 clusters Score: Raw -178727.247419 + Penalty 1702.051163 = -177025.196257 nChanged 19 SP:Iteration 68Q (5303.250450 sec): 3 clusters Score: Raw -178736.367049 + Penalty 1702.051163 = -177034.315886 nChanged 22 SP:Iteration 69Q (5303.367822 sec): 3 clusters Score: Raw -178747.793867 + Penalty 1702.051163 = -177045.742704 nChanged 20 SP:Iteration 70Q (5303.458578 sec): 3 clusters Score: Raw -178755.249563 + Penalty 1702.051163 = -177053.198400 nChanged 17 SP:Iteration 71Q (5303.600913 sec): 3 clusters Score: Raw -178760.404037 + Penalty 1702.051163 = -177058.352874 nChanged 11 SP:Iteration 72Q (5303.696321 sec): 3 clusters Score: Raw -178765.506328 + Penalty 1702.051163 = -177063.455165 nChanged 13 SP:Iteration 73Q (5303.831333 sec): 3 clusters Score: Raw -178770.354708 + Penalty 1702.051163 = -177068.303545 nChanged 12 SP:Iteration 74Q (5303.969234 sec): 3 clusters Score: Raw -178775.080223 + Penalty 1702.051163 = -177073.029060 nChanged 13 SP:Iteration 75Q (5304.082313 sec): 3 clusters Score: Raw -178780.561122 + Penalty 1702.051163 = -177078.509959 nChanged 14 SP:Iteration 76Q (5304.206814 sec): 3 clusters Score: Raw -178787.519163 + Penalty 1702.051163 = -177085.468000 nChanged 14 SP:Iteration 77Q (5304.322005 sec): 3 clusters Score: Raw -178795.460233 + Penalty 1702.051163 = -177093.409070 nChanged 16 SP:Iteration 78Q (5304.418297 sec): 3 clusters Score: Raw -178801.488072 + Penalty 1702.051163 = -177099.436909 nChanged 13 SP:Iteration 79Q (5304.575710 sec): 3 clusters Score: Raw -178807.613430 + Penalty 1702.051163 = -177105.562268 nChanged 14 SP:Iteration 80F (5304.662965 sec): 3 clusters Score: Raw -178813.119561 + Penalty 1702.051163 = -177111.068398 nChanged 13 SP:Iteration 81Q (5304.760428 sec): 3 clusters Score: Raw -178816.896450 + Penalty 1702.051163 = -177114.845287 nChanged 8 SP:Iteration 82Q (5304.879439 sec): 3 clusters Score: Raw -178819.646836 + Penalty 1702.051163 = -177117.595674 nChanged 3 SP:Iteration 83Q (5304.984958 sec): 3 clusters Score: Raw -178820.628873 + Penalty 1702.051163 = -177118.577710 nChanged 2 SP:Iteration 84Q (5305.091951 sec): 3 clusters Score: Raw -178821.140320 + Penalty 1702.051163 = -177119.089157 nChanged 0 SP:Iteration 85F (5305.223600 sec): 3 clusters Score: Raw -178821.140320 + Penalty 1702.051163 = -177119.089157 nChanged 0 Trying to split cluster 6 (5812 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5305.302277 sec): 2 clusters Score: Raw -343015.845775 + Penalty 910.106403 = -342105.739372 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5305.419413 sec): 3 clusters Score: Raw -339734.432754 + Penalty 1820.212805 = -337914.219949 nChanged 2512 SP:Iteration 1F (5305.549270 sec): 3 clusters Score: Raw -341343.925240 + Penalty 1820.212805 = -339523.712435 nChanged 462 SP:Iteration 2F (5305.666220 sec): 3 clusters Score: Raw -341730.924467 + Penalty 1820.212805 = -339910.711662 nChanged 468 SP:Iteration 3F (5305.783640 sec): 3 clusters Score: Raw -342130.295626 + Penalty 1820.212805 = -340310.082821 nChanged 401 SP:Iteration 4F (5305.889432 sec): 3 clusters Score: Raw -342442.819728 + Penalty 1820.212805 = -340622.606922 nChanged 345 SP:Iteration 5F (5306.034445 sec): 3 clusters Score: Raw -342669.600455 + Penalty 1820.212805 = -340849.387650 nChanged 256 SP:Iteration 6Q (5306.139602 sec): 3 clusters Score: Raw -342836.490629 + Penalty 1820.212805 = -341016.277824 nChanged 214 SP:Iteration 7Q (5306.287739 sec): 3 clusters Score: Raw -342978.229877 + Penalty 1820.212805 = -341158.017072 nChanged 210 SP:Iteration 8Q (5306.418138 sec): 3 clusters Score: Raw -343149.804988 + Penalty 1820.212805 = -341329.592183 nChanged 226 SP:Iteration 9Q (5306.541829 sec): 3 clusters Score: Raw -343355.753354 + Penalty 1820.212805 = -341535.540549 nChanged 205 SP:Iteration 10Q (5306.657179 sec): 3 clusters Score: Raw -343579.152922 + Penalty 1820.212805 = -341758.940117 nChanged 209 SP:Iteration 11Q (5306.771784 sec): 3 clusters Score: Raw -343842.446812 + Penalty 1820.212805 = -342022.234007 nChanged 194 SP:Iteration 12Q (5306.899533 sec): 3 clusters Score: Raw -344108.641074 + Penalty 1820.212805 = -342288.428268 nChanged 174 SP:Iteration 13Q (5307.022234 sec): 3 clusters Score: Raw -344320.896948 + Penalty 1820.212805 = -342500.684143 nChanged 123 SP:Iteration 14Q (5307.151653 sec): 3 clusters Score: Raw -344452.855943 + Penalty 1820.212805 = -342632.643138 nChanged 88 SP:Iteration 15Q (5307.264477 sec): 3 clusters Score: Raw -344529.360908 + Penalty 1820.212805 = -342709.148102 nChanged 55 SP:Iteration 16Q (5307.402493 sec): 3 clusters Score: Raw -344558.221719 + Penalty 1820.212805 = -342738.008914 nChanged 25 SP:Iteration 17Q (5307.499392 sec): 3 clusters Score: Raw -344565.573336 + Penalty 1820.212805 = -342745.360531 nChanged 17 SP:Iteration 18Q (5307.619851 sec): 3 clusters Score: Raw -344569.228656 + Penalty 1820.212805 = -342749.015851 nChanged 7 SP:Iteration 19Q (5307.767800 sec): 3 clusters Score: Raw -344570.340649 + Penalty 1820.212805 = -342750.127844 nChanged 5 SP:Iteration 20F (5307.885816 sec): 3 clusters Score: Raw -344571.854142 + Penalty 1820.212805 = -342751.641337 nChanged 4 SP:Iteration 21Q (5307.995474 sec): 3 clusters Score: Raw -344572.670175 + Penalty 1820.212805 = -342752.457369 nChanged 3 SP:Iteration 22Q (5308.108628 sec): 3 clusters Score: Raw -344573.210277 + Penalty 1820.212805 = -342752.997472 nChanged 3 SP:Iteration 23Q (5308.220885 sec): 3 clusters Score: Raw -344573.670243 + Penalty 1820.212805 = -342753.457437 nChanged 5 SP:Iteration 24Q (5308.341510 sec): 3 clusters Score: Raw -344574.178385 + Penalty 1820.212805 = -342753.965579 nChanged 3 SP:Iteration 25Q (5308.453218 sec): 3 clusters Score: Raw -344574.440651 + Penalty 1820.212805 = -342754.227846 nChanged 3 SP:Iteration 26Q (5308.574779 sec): 3 clusters Score: Raw -344574.730001 + Penalty 1820.212805 = -342754.517196 nChanged 0 SP:Iteration 27F (5308.697190 sec): 3 clusters Score: Raw -344574.730001 + Penalty 1820.212805 = -342754.517196 nChanged 0 Score: Raw -4208002.916382 + Penalty 20106.221497 = -4187896.694885 Splitting cluster 6 changes total score from -4187371.810998 to -4187896.694885 So it's getting split into cluster 17. Trying to split cluster 7 (1679 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5310.571666 sec): 2 clusters Score: Raw -95817.943613 + Penalty 779.725134 = -95038.218479 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5310.673087 sec): 3 clusters Score: Raw -95063.573436 + Penalty 1559.450268 = -93504.123168 nChanged 632 SP:Iteration 1F (5310.781524 sec): 3 clusters Score: Raw -95538.858580 + Penalty 1559.450268 = -93979.408312 nChanged 148 SP:Iteration 2F (5310.903931 sec): 3 clusters Score: Raw -95685.539896 + Penalty 1559.450268 = -94126.089628 nChanged 125 SP:Iteration 3F (5311.025416 sec): 3 clusters Score: Raw -95791.253020 + Penalty 1559.450268 = -94231.802752 nChanged 91 SP:Iteration 4F (5311.124965 sec): 3 clusters Score: Raw -95862.101916 + Penalty 1559.450268 = -94302.651648 nChanged 61 SP:Iteration 5Q (5311.270300 sec): 3 clusters Score: Raw -95900.929745 + Penalty 1559.450268 = -94341.479477 nChanged 55 SP:Iteration 6Q (5311.355595 sec): 3 clusters Score: Raw -95934.001331 + Penalty 1559.450268 = -94374.551063 nChanged 38 SP:Iteration 7Q (5311.473963 sec): 3 clusters Score: Raw -95954.250845 + Penalty 1559.450268 = -94394.800577 nChanged 31 SP:Iteration 8Q (5311.600483 sec): 3 clusters Score: Raw -95968.106864 + Penalty 1559.450268 = -94408.656596 nChanged 26 SP:Iteration 9Q (5311.718720 sec): 3 clusters Score: Raw -95980.588960 + Penalty 1559.450268 = -94421.138692 nChanged 22 SP:Iteration 10Q (5311.841931 sec): 3 clusters Score: Raw -95996.777782 + Penalty 1559.450268 = -94437.327514 nChanged 23 SP:Iteration 11Q (5311.961071 sec): 3 clusters Score: Raw -96010.226237 + Penalty 1559.450268 = -94450.775969 nChanged 23 SP:Iteration 12Q (5312.076526 sec): 3 clusters Score: Raw -96021.880192 + Penalty 1559.450268 = -94462.429924 nChanged 16 SP:Iteration 13Q (5312.211073 sec): 3 clusters Score: Raw -96031.852115 + Penalty 1559.450268 = -94472.401847 nChanged 13 SP:Iteration 14Q (5312.315855 sec): 3 clusters Score: Raw -96038.647739 + Penalty 1559.450268 = -94479.197471 nChanged 17 SP:Iteration 15Q (5312.426607 sec): 3 clusters Score: Raw -96051.042751 + Penalty 1559.450268 = -94491.592483 nChanged 20 SP:Iteration 16Q (5312.562131 sec): 3 clusters Score: Raw -96061.626653 + Penalty 1559.450268 = -94502.176385 nChanged 14 SP:Iteration 17Q (5312.681688 sec): 3 clusters Score: Raw -96069.960853 + Penalty 1559.450268 = -94510.510585 nChanged 15 SP:Iteration 18Q (5312.798142 sec): 3 clusters Score: Raw -96077.416245 + Penalty 1559.450268 = -94517.965977 nChanged 6 SP:Iteration 19Q (5312.908149 sec): 3 clusters Score: Raw -96080.985509 + Penalty 1559.450268 = -94521.535241 nChanged 7 SP:Iteration 20F (5313.005465 sec): 3 clusters Score: Raw -96084.649209 + Penalty 1559.450268 = -94525.198941 nChanged 6 SP:Iteration 21Q (5313.145797 sec): 3 clusters Score: Raw -96087.664594 + Penalty 1559.450268 = -94528.214326 nChanged 3 SP:Iteration 22Q (5313.258180 sec): 3 clusters Score: Raw -96090.661032 + Penalty 1559.450268 = -94531.210764 nChanged 7 SP:Iteration 23Q (5313.357435 sec): 3 clusters Score: Raw -96096.893636 + Penalty 1559.450268 = -94537.443368 nChanged 6 SP:Iteration 24Q (5313.493601 sec): 3 clusters Score: Raw -96101.633267 + Penalty 1559.450268 = -94542.182999 nChanged 6 SP:Iteration 25Q (5313.594274 sec): 3 clusters Score: Raw -96107.663485 + Penalty 1559.450268 = -94548.213217 nChanged 5 SP:Iteration 26Q (5313.715771 sec): 3 clusters Score: Raw -96112.280956 + Penalty 1559.450268 = -94552.830688 nChanged 7 SP:Iteration 27Q (5313.824815 sec): 3 clusters Score: Raw -96115.452049 + Penalty 1559.450268 = -94556.001781 nChanged 7 SP:Iteration 28Q (5313.940210 sec): 3 clusters Score: Raw -96118.096371 + Penalty 1559.450268 = -94558.646103 nChanged 4 SP:Iteration 29Q (5314.067455 sec): 3 clusters Score: Raw -96120.182697 + Penalty 1559.450268 = -94560.732429 nChanged 5 SP:Iteration 30Q (5314.217771 sec): 3 clusters Score: Raw -96122.313206 + Penalty 1559.450268 = -94562.862938 nChanged 3 SP:Iteration 31Q (5314.313446 sec): 3 clusters Score: Raw -96123.222378 + Penalty 1559.450268 = -94563.772110 nChanged 1 SP:Iteration 32Q (5314.429178 sec): 3 clusters Score: Raw -96123.485017 + Penalty 1559.450268 = -94564.034749 nChanged 0 SP:Iteration 33F (5314.542926 sec): 3 clusters Score: Raw -96123.485017 + Penalty 1559.450268 = -94564.034749 nChanged 0 Trying to split cluster 8 (1692 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5314.602213 sec): 2 clusters Score: Raw -83534.100944 + Penalty 780.534987 = -82753.565958 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5314.733258 sec): 3 clusters Score: Raw -82806.195711 + Penalty 1561.069973 = -81245.125738 nChanged 623 SP:Iteration 1F (5314.829761 sec): 3 clusters Score: Raw -83283.875257 + Penalty 1561.069973 = -81722.805283 nChanged 151 SP:Iteration 2F (5314.949939 sec): 3 clusters Score: Raw -83454.041056 + Penalty 1561.069973 = -81892.971083 nChanged 138 SP:Iteration 3F (5315.062554 sec): 3 clusters Score: Raw -83609.698728 + Penalty 1561.069973 = -82048.628754 nChanged 114 SP:Iteration 4F (5315.208643 sec): 3 clusters Score: Raw -83729.921211 + Penalty 1561.069973 = -82168.851238 nChanged 72 SP:Iteration 5Q (5315.317491 sec): 3 clusters Score: Raw -83811.121884 + Penalty 1561.069973 = -82250.051911 nChanged 49 SP:Iteration 6Q (5315.439485 sec): 3 clusters Score: Raw -83850.058721 + Penalty 1561.069973 = -82288.988748 nChanged 43 SP:Iteration 7Q (5315.549054 sec): 3 clusters Score: Raw -83882.931215 + Penalty 1561.069973 = -82321.861242 nChanged 27 SP:Iteration 8Q (5315.643394 sec): 3 clusters Score: Raw -83902.439046 + Penalty 1561.069973 = -82341.369073 nChanged 24 SP:Iteration 9Q (5315.743404 sec): 3 clusters Score: Raw -83918.005643 + Penalty 1561.069973 = -82356.935670 nChanged 18 SP:Iteration 10Q (5315.836037 sec): 3 clusters Score: Raw -83931.724211 + Penalty 1561.069973 = -82370.654238 nChanged 19 SP:Iteration 11Q (5315.961783 sec): 3 clusters Score: Raw -83949.466204 + Penalty 1561.069973 = -82388.396231 nChanged 22 SP:Iteration 12Q (5316.081753 sec): 3 clusters Score: Raw -83964.109721 + Penalty 1561.069973 = -82403.039748 nChanged 16 SP:Iteration 13Q (5316.191598 sec): 3 clusters Score: Raw -83974.000737 + Penalty 1561.069973 = -82412.930764 nChanged 8 SP:Iteration 14Q (5316.314851 sec): 3 clusters Score: Raw -83982.151375 + Penalty 1561.069973 = -82421.081402 nChanged 6 SP:Iteration 15Q (5316.432853 sec): 3 clusters Score: Raw -83985.953713 + Penalty 1561.069973 = -82424.883740 nChanged 6 SP:Iteration 16Q (5316.551364 sec): 3 clusters Score: Raw -83989.218027 + Penalty 1561.069973 = -82428.148053 nChanged 3 SP:Iteration 17Q (5316.668716 sec): 3 clusters Score: Raw -83990.746581 + Penalty 1561.069973 = -82429.676607 nChanged 0 SP:Iteration 18F (5316.804370 sec): 3 clusters Score: Raw -83990.746581 + Penalty 1561.069973 = -82429.676607 nChanged 0 Trying to split cluster 9 (4776 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5316.897149 sec): 2 clusters Score: Raw -243212.533882 + Penalty 889.492659 = -242323.041223 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5317.027474 sec): 3 clusters Score: Raw -240558.752210 + Penalty 1778.985318 = -238779.766893 nChanged 2074 SP:Iteration 1F (5317.159368 sec): 3 clusters Score: Raw -242002.658921 + Penalty 1778.985318 = -240223.673603 nChanged 485 SP:Iteration 2F (5317.267236 sec): 3 clusters Score: Raw -242484.634235 + Penalty 1778.985318 = -240705.648917 nChanged 386 SP:Iteration 3F (5317.409314 sec): 3 clusters Score: Raw -242932.137820 + Penalty 1778.985318 = -241153.152502 nChanged 364 SP:Iteration 4F (5317.532869 sec): 3 clusters Score: Raw -243294.317640 + Penalty 1778.985318 = -241515.332323 nChanged 290 SP:Iteration 5F (5317.637688 sec): 3 clusters Score: Raw -243517.327077 + Penalty 1778.985318 = -241738.341759 nChanged 203 SP:Iteration 6Q (5317.767043 sec): 3 clusters Score: Raw -243649.684010 + Penalty 1778.985318 = -241870.698692 nChanged 167 SP:Iteration 7Q (5317.893311 sec): 3 clusters Score: Raw -243740.610968 + Penalty 1778.985318 = -241961.625650 nChanged 130 SP:Iteration 8Q (5317.991589 sec): 3 clusters Score: Raw -243809.357301 + Penalty 1778.985318 = -242030.371983 nChanged 119 SP:Iteration 9Q (5318.107677 sec): 3 clusters Score: Raw -243866.643501 + Penalty 1778.985318 = -242087.658183 nChanged 78 SP:Iteration 10Q (5318.248201 sec): 3 clusters Score: Raw -243902.045631 + Penalty 1778.985318 = -242123.060314 nChanged 67 SP:Iteration 11Q (5318.349016 sec): 3 clusters Score: Raw -243926.442617 + Penalty 1778.985318 = -242147.457299 nChanged 46 SP:Iteration 12Q (5318.481422 sec): 3 clusters Score: Raw -243940.631198 + Penalty 1778.985318 = -242161.645880 nChanged 34 SP:Iteration 13Q (5318.599029 sec): 3 clusters Score: Raw -243946.734085 + Penalty 1778.985318 = -242167.748767 nChanged 23 SP:Iteration 14Q (5318.690660 sec): 3 clusters Score: Raw -243951.357432 + Penalty 1778.985318 = -242172.372114 nChanged 17 SP:Iteration 15Q (5318.822660 sec): 3 clusters Score: Raw -243954.673019 + Penalty 1778.985318 = -242175.687701 nChanged 16 SP:Iteration 16Q (5318.927747 sec): 3 clusters Score: Raw -243957.147723 + Penalty 1778.985318 = -242178.162405 nChanged 9 SP:Iteration 17Q (5319.061162 sec): 3 clusters Score: Raw -243959.132603 + Penalty 1778.985318 = -242180.147286 nChanged 9 SP:Iteration 18Q (5319.182969 sec): 3 clusters Score: Raw -243960.606894 + Penalty 1778.985318 = -242181.621576 nChanged 8 SP:Iteration 19Q (5319.284624 sec): 3 clusters Score: Raw -243961.967623 + Penalty 1778.985318 = -242182.982306 nChanged 8 SP:Iteration 20F (5319.405646 sec): 3 clusters Score: Raw -243963.054388 + Penalty 1778.985318 = -242184.069070 nChanged 10 SP:Iteration 21Q (5319.551229 sec): 3 clusters Score: Raw -243964.664081 + Penalty 1778.985318 = -242185.678764 nChanged 4 SP:Iteration 22Q (5319.654904 sec): 3 clusters Score: Raw -243965.184296 + Penalty 1778.985318 = -242186.198978 nChanged 2 SP:Iteration 23Q (5319.829565 sec): 3 clusters Score: Raw -243965.420481 + Penalty 1778.985318 = -242186.435163 nChanged 2 SP:Iteration 24Q (5319.931060 sec): 3 clusters Score: Raw -243965.629775 + Penalty 1778.985318 = -242186.644458 nChanged 4 SP:Iteration 25Q (5320.064091 sec): 3 clusters Score: Raw -243966.666381 + Penalty 1778.985318 = -242187.681064 nChanged 5 SP:Iteration 26Q (5320.159588 sec): 3 clusters Score: Raw -243967.293346 + Penalty 1778.985318 = -242188.308029 nChanged 3 SP:Iteration 27Q (5320.288877 sec): 3 clusters Score: Raw -243967.730208 + Penalty 1778.985318 = -242188.744890 nChanged 4 SP:Iteration 28Q (5320.390039 sec): 3 clusters Score: Raw -243968.220596 + Penalty 1778.985318 = -242189.235279 nChanged 4 SP:Iteration 29Q (5320.566185 sec): 3 clusters Score: Raw -243968.750143 + Penalty 1778.985318 = -242189.764826 nChanged 2 SP:Iteration 30Q (5320.662781 sec): 3 clusters Score: Raw -243969.064564 + Penalty 1778.985318 = -242190.079246 nChanged 7 SP:Iteration 31Q (5320.778448 sec): 3 clusters Score: Raw -243970.041937 + Penalty 1778.985318 = -242191.056619 nChanged 4 SP:Iteration 32Q (5320.918502 sec): 3 clusters Score: Raw -243970.622220 + Penalty 1778.985318 = -242191.636902 nChanged 3 SP:Iteration 33Q (5321.046767 sec): 3 clusters Score: Raw -243970.882068 + Penalty 1778.985318 = -242191.896751 nChanged 1 SP:Iteration 34Q (5321.157982 sec): 3 clusters Score: Raw -243971.064912 + Penalty 1778.985318 = -242192.079594 nChanged 1 SP:Iteration 35Q (5321.264248 sec): 3 clusters Score: Raw -243971.157099 + Penalty 1778.985318 = -242192.171781 nChanged 1 SP:Iteration 36Q (5321.384823 sec): 3 clusters Score: Raw -243971.787726 + Penalty 1778.985318 = -242192.802408 nChanged 4 SP:Iteration 37Q (5321.487921 sec): 3 clusters Score: Raw -243972.265772 + Penalty 1778.985318 = -242193.280454 nChanged 5 SP:Iteration 38Q (5321.598861 sec): 3 clusters Score: Raw -243973.202694 + Penalty 1778.985318 = -242194.217376 nChanged 6 SP:Iteration 39Q (5321.715244 sec): 3 clusters Score: Raw -243974.211198 + Penalty 1778.985318 = -242195.225880 nChanged 3 SP:Iteration 40F (5321.847008 sec): 3 clusters Score: Raw -243974.530883 + Penalty 1778.985318 = -242195.545566 nChanged 1 SP:Iteration 41Q (5321.936123 sec): 3 clusters Score: Raw -243974.661603 + Penalty 1778.985318 = -242195.676286 nChanged 0 SP:Iteration 42F (5322.081395 sec): 3 clusters Score: Raw -243974.661603 + Penalty 1778.985318 = -242195.676286 nChanged 0 Trying to split cluster 10 (790 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5322.118661 sec): 2 clusters Score: Raw -34948.735498 + Penalty 700.563459 = -34248.172039 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5322.256950 sec): 3 clusters Score: Raw -34712.937918 + Penalty 1401.126919 = -33311.810999 nChanged 254 SP:Iteration 1F (5322.343829 sec): 3 clusters Score: Raw -35012.328459 + Penalty 1401.126919 = -33611.201541 nChanged 75 SP:Iteration 2F (5322.458198 sec): 3 clusters Score: Raw -35119.130906 + Penalty 1401.126919 = -33718.003987 nChanged 37 SP:Iteration 3Q (5322.602608 sec): 3 clusters Score: Raw -35178.580179 + Penalty 1401.126919 = -33777.453261 nChanged 37 SP:Iteration 4Q (5322.710595 sec): 3 clusters Score: Raw -35209.013220 + Penalty 1401.126919 = -33807.886302 nChanged 15 SP:Iteration 5Q (5322.807912 sec): 3 clusters Score: Raw -35226.783661 + Penalty 1401.126919 = -33825.656742 nChanged 10 SP:Iteration 6Q (5322.925038 sec): 3 clusters Score: Raw -35245.826887 + Penalty 1401.126919 = -33844.699968 nChanged 18 SP:Iteration 7Q (5323.029549 sec): 3 clusters Score: Raw -35270.814345 + Penalty 1401.126919 = -33869.687427 nChanged 20 SP:Iteration 8Q (5323.174877 sec): 3 clusters Score: Raw -35286.159677 + Penalty 1401.126919 = -33885.032758 nChanged 18 SP:Iteration 9Q (5323.284017 sec): 3 clusters Score: Raw -35309.316465 + Penalty 1401.126919 = -33908.189547 nChanged 14 SP:Iteration 10Q (5323.400752 sec): 3 clusters Score: Raw -35326.631228 + Penalty 1401.126919 = -33925.504309 nChanged 20 SP:Iteration 11Q (5323.510033 sec): 3 clusters Score: Raw -35347.611021 + Penalty 1401.126919 = -33946.484102 nChanged 19 SP:Iteration 12Q (5323.641712 sec): 3 clusters Score: Raw -35373.202545 + Penalty 1401.126919 = -33972.075627 nChanged 17 SP:Iteration 13Q (5323.756951 sec): 3 clusters Score: Raw -35402.397592 + Penalty 1401.126919 = -34001.270673 nChanged 18 SP:Iteration 14Q (5323.861430 sec): 3 clusters Score: Raw -35420.502560 + Penalty 1401.126919 = -34019.375641 nChanged 11 SP:Iteration 15Q (5323.959905 sec): 3 clusters Score: Raw -35429.106714 + Penalty 1401.126919 = -34027.979796 nChanged 6 SP:Iteration 16Q (5324.072178 sec): 3 clusters Score: Raw -35435.172311 + Penalty 1401.126919 = -34034.045392 nChanged 8 SP:Iteration 17Q (5324.191276 sec): 3 clusters Score: Raw -35441.226149 + Penalty 1401.126919 = -34040.099231 nChanged 4 SP:Iteration 18Q (5324.319919 sec): 3 clusters Score: Raw -35443.459426 + Penalty 1401.126919 = -34042.332508 nChanged 1 SP:Iteration 19Q (5324.423815 sec): 3 clusters Score: Raw -35443.777978 + Penalty 1401.126919 = -34042.651060 nChanged 0 SP:Iteration 20F (5324.526286 sec): 3 clusters Score: Raw -35443.777978 + Penalty 1401.126919 = -34042.651060 nChanged 0 Trying to split cluster 11 (30901 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5324.673922 sec): 2 clusters Score: Raw -1819793.816988 + Penalty 1085.547102 = -1818708.269886 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5324.830383 sec): 3 clusters Score: Raw -1800215.341483 + Penalty 2171.094203 = -1798044.247280 nChanged 14510 SP:Iteration 1F (5324.975982 sec): 3 clusters Score: Raw -1808899.141259 + Penalty 2171.094203 = -1806728.047056 nChanged 1794 SP:Iteration 2F (5325.141234 sec): 3 clusters Score: Raw -1809909.972390 + Penalty 2171.094203 = -1807738.878187 nChanged 2067 SP:Iteration 3F (5325.290352 sec): 3 clusters Score: Raw -1811439.603062 + Penalty 2171.094203 = -1809268.508859 nChanged 2386 SP:Iteration 4F (5325.450565 sec): 3 clusters Score: Raw -1813746.432090 + Penalty 2171.094203 = -1811575.337887 nChanged 2538 SP:Iteration 5F (5325.630820 sec): 3 clusters Score: Raw -1816426.479812 + Penalty 2171.094203 = -1814255.385609 nChanged 2366 SP:Iteration 6F (5325.786723 sec): 3 clusters Score: Raw -1819053.987950 + Penalty 2171.094203 = -1816882.893747 nChanged 2086 SP:Iteration 7F (5325.948554 sec): 3 clusters Score: Raw -1821552.762117 + Penalty 2171.094203 = -1819381.667914 nChanged 1727 SP:Iteration 8F (5326.093227 sec): 3 clusters Score: Raw -1823859.419608 + Penalty 2171.094203 = -1821688.325404 nChanged 1293 SP:Iteration 9Q (5326.257936 sec): 3 clusters Score: Raw -1825330.505783 + Penalty 2171.094203 = -1823159.411580 nChanged 852 SP:Iteration 10Q (5326.401806 sec): 3 clusters Score: Raw -1825954.303385 + Penalty 2171.094203 = -1823783.209182 nChanged 521 SP:Iteration 11Q (5326.542103 sec): 3 clusters Score: Raw -1826204.980073 + Penalty 2171.094203 = -1824033.885870 nChanged 344 SP:Iteration 12Q (5326.707651 sec): 3 clusters Score: Raw -1826315.783301 + Penalty 2171.094203 = -1824144.689098 nChanged 237 SP:Iteration 13Q (5326.854592 sec): 3 clusters Score: Raw -1826369.630473 + Penalty 2171.094203 = -1824198.536270 nChanged 172 SP:Iteration 14Q (5327.021714 sec): 3 clusters Score: Raw -1826400.789159 + Penalty 2171.094203 = -1824229.694955 nChanged 124 SP:Iteration 15Q (5327.166465 sec): 3 clusters Score: Raw -1826420.581608 + Penalty 2171.094203 = -1824249.487405 nChanged 103 SP:Iteration 16Q (5327.335147 sec): 3 clusters Score: Raw -1826438.635026 + Penalty 2171.094203 = -1824267.540822 nChanged 109 SP:Iteration 17Q (5327.496294 sec): 3 clusters Score: Raw -1826454.201786 + Penalty 2171.094203 = -1824283.107583 nChanged 94 SP:Iteration 18Q (5327.646255 sec): 3 clusters Score: Raw -1826466.146881 + Penalty 2171.094203 = -1824295.052678 nChanged 81 SP:Iteration 19Q (5327.796876 sec): 3 clusters Score: Raw -1826476.723552 + Penalty 2171.094203 = -1824305.629349 nChanged 98 SP:Iteration 20F (5328.018105 sec): 3 clusters Score: Raw -1826490.704839 + Penalty 2171.094203 = -1824319.610636 nChanged 103 SP:Iteration 21Q (5328.188138 sec): 3 clusters Score: Raw -1826504.424759 + Penalty 2171.094203 = -1824333.330555 nChanged 94 SP:Iteration 22Q (5328.355031 sec): 3 clusters Score: Raw -1826516.816187 + Penalty 2171.094203 = -1824345.721984 nChanged 109 SP:Iteration 23Q (5328.503268 sec): 3 clusters Score: Raw -1826532.984462 + Penalty 2171.094203 = -1824361.890259 nChanged 111 SP:Iteration 24Q (5328.667175 sec): 3 clusters Score: Raw -1826548.095200 + Penalty 2171.094203 = -1824377.000997 nChanged 114 SP:Iteration 25Q (5328.830628 sec): 3 clusters Score: Raw -1826563.285465 + Penalty 2171.094203 = -1824392.191262 nChanged 107 SP:Iteration 26Q (5328.987430 sec): 3 clusters Score: Raw -1826576.160841 + Penalty 2171.094203 = -1824405.066638 nChanged 94 SP:Iteration 27Q (5329.137794 sec): 3 clusters Score: Raw -1826588.922800 + Penalty 2171.094203 = -1824417.828596 nChanged 107 SP:Iteration 28Q (5329.288901 sec): 3 clusters Score: Raw -1826604.663104 + Penalty 2171.094203 = -1824433.568901 nChanged 113 SP:Iteration 29Q (5329.444133 sec): 3 clusters Score: Raw -1826620.209808 + Penalty 2171.094203 = -1824449.115605 nChanged 97 SP:Iteration 30Q (5329.572965 sec): 3 clusters Score: Raw -1826632.819471 + Penalty 2171.094203 = -1824461.725267 nChanged 94 SP:Iteration 31Q (5329.752710 sec): 3 clusters Score: Raw -1826645.581567 + Penalty 2171.094203 = -1824474.487363 nChanged 99 SP:Iteration 32Q (5329.897707 sec): 3 clusters Score: Raw -1826656.822870 + Penalty 2171.094203 = -1824485.728667 nChanged 90 SP:Iteration 33Q (5330.053837 sec): 3 clusters Score: Raw -1826666.732066 + Penalty 2171.094203 = -1824495.637863 nChanged 86 SP:Iteration 34Q (5330.213735 sec): 3 clusters Score: Raw -1826676.030698 + Penalty 2171.094203 = -1824504.936495 nChanged 70 SP:Iteration 35Q (5330.364721 sec): 3 clusters Score: Raw -1826683.498472 + Penalty 2171.094203 = -1824512.404268 nChanged 59 SP:Iteration 36Q (5330.502586 sec): 3 clusters Score: Raw -1826689.288659 + Penalty 2171.094203 = -1824518.194455 nChanged 57 SP:Iteration 37Q (5330.661058 sec): 3 clusters Score: Raw -1826694.031914 + Penalty 2171.094203 = -1824522.937710 nChanged 59 SP:Iteration 38Q (5330.829790 sec): 3 clusters Score: Raw -1826700.066332 + Penalty 2171.094203 = -1824528.972129 nChanged 63 SP:Iteration 39Q (5330.977529 sec): 3 clusters Score: Raw -1826706.030308 + Penalty 2171.094203 = -1824534.936105 nChanged 69 SP:Iteration 40F (5331.128891 sec): 3 clusters Score: Raw -1826713.081912 + Penalty 2171.094203 = -1824541.987709 nChanged 67 SP:Iteration 41Q (5331.300541 sec): 3 clusters Score: Raw -1826719.776975 + Penalty 2171.094203 = -1824548.682772 nChanged 66 SP:Iteration 42Q (5331.466573 sec): 3 clusters Score: Raw -1826727.277726 + Penalty 2171.094203 = -1824556.183523 nChanged 70 SP:Iteration 43Q (5331.617044 sec): 3 clusters Score: Raw -1826733.954453 + Penalty 2171.094203 = -1824562.860250 nChanged 60 SP:Iteration 44Q (5331.759683 sec): 3 clusters Score: Raw -1826738.706265 + Penalty 2171.094203 = -1824567.612061 nChanged 57 SP:Iteration 45Q (5331.928427 sec): 3 clusters Score: Raw -1826743.775841 + Penalty 2171.094203 = -1824572.681637 nChanged 65 SP:Iteration 46Q (5332.098932 sec): 3 clusters Score: Raw -1826749.912739 + Penalty 2171.094203 = -1824578.818536 nChanged 67 SP:Iteration 47Q (5332.236086 sec): 3 clusters Score: Raw -1826757.048783 + Penalty 2171.094203 = -1824585.954580 nChanged 66 SP:Iteration 48Q (5332.364981 sec): 3 clusters Score: Raw -1826762.822013 + Penalty 2171.094203 = -1824591.727810 nChanged 74 SP:Iteration 49Q (5332.497670 sec): 3 clusters Score: Raw -1826769.725144 + Penalty 2171.094203 = -1824598.630941 nChanged 73 SP:Iteration 50Q (5332.633016 sec): 3 clusters Score: Raw -1826778.483263 + Penalty 2171.094203 = -1824607.389059 nChanged 77 SP:Iteration 51Q (5332.776090 sec): 3 clusters Score: Raw -1826786.869038 + Penalty 2171.094203 = -1824615.774835 nChanged 82 SP:Iteration 52Q (5332.912732 sec): 3 clusters Score: Raw -1826795.385907 + Penalty 2171.094203 = -1824624.291704 nChanged 72 SP:Iteration 53Q (5333.056985 sec): 3 clusters Score: Raw -1826803.769533 + Penalty 2171.094203 = -1824632.675330 nChanged 76 SP:Iteration 54Q (5333.211820 sec): 3 clusters Score: Raw -1826811.604679 + Penalty 2171.094203 = -1824640.510475 nChanged 67 SP:Iteration 55Q (5333.332031 sec): 3 clusters Score: Raw -1826817.504854 + Penalty 2171.094203 = -1824646.410651 nChanged 50 SP:Iteration 56Q (5333.473371 sec): 3 clusters Score: Raw -1826821.339618 + Penalty 2171.094203 = -1824650.245414 nChanged 39 SP:Iteration 57Q (5333.581381 sec): 3 clusters Score: Raw -1826824.875779 + Penalty 2171.094203 = -1824653.781576 nChanged 54 SP:Iteration 58Q (5333.730620 sec): 3 clusters Score: Raw -1826829.547836 + Penalty 2171.094203 = -1824658.453633 nChanged 61 SP:Iteration 59Q (5333.852893 sec): 3 clusters Score: Raw -1826835.765199 + Penalty 2171.094203 = -1824664.670995 nChanged 70 SP:Iteration 60F (5333.998948 sec): 3 clusters Score: Raw -1826843.754443 + Penalty 2171.094203 = -1824672.660240 nChanged 70 SP:Iteration 61Q (5334.153383 sec): 3 clusters Score: Raw -1826851.193653 + Penalty 2171.094203 = -1824680.099449 nChanged 66 SP:Iteration 62Q (5334.336080 sec): 3 clusters Score: Raw -1826857.501237 + Penalty 2171.094203 = -1824686.407034 nChanged 61 SP:Iteration 63Q (5334.472712 sec): 3 clusters Score: Raw -1826863.740162 + Penalty 2171.094203 = -1824692.645959 nChanged 62 SP:Iteration 64Q (5334.638244 sec): 3 clusters Score: Raw -1826869.098551 + Penalty 2171.094203 = -1824698.004348 nChanged 55 SP:Iteration 65Q (5334.823881 sec): 3 clusters Score: Raw -1826873.817040 + Penalty 2171.094203 = -1824702.722837 nChanged 62 SP:Iteration 66Q (5334.990369 sec): 3 clusters Score: Raw -1826879.937381 + Penalty 2171.094203 = -1824708.843178 nChanged 62 SP:Iteration 67Q (5335.157496 sec): 3 clusters Score: Raw -1826885.585016 + Penalty 2171.094203 = -1824714.490813 nChanged 63 SP:Iteration 68Q (5335.320100 sec): 3 clusters Score: Raw -1826890.908423 + Penalty 2171.094203 = -1824719.814220 nChanged 50 SP:Iteration 69Q (5335.463259 sec): 3 clusters Score: Raw -1826895.545299 + Penalty 2171.094203 = -1824724.451096 nChanged 40 SP:Iteration 70Q (5335.623872 sec): 3 clusters Score: Raw -1826898.861545 + Penalty 2171.094203 = -1824727.767342 nChanged 44 SP:Iteration 71Q (5335.763838 sec): 3 clusters Score: Raw -1826901.596429 + Penalty 2171.094203 = -1824730.502226 nChanged 34 SP:Iteration 72Q (5335.912580 sec): 3 clusters Score: Raw -1826903.747526 + Penalty 2171.094203 = -1824732.653323 nChanged 28 SP:Iteration 73Q (5336.076199 sec): 3 clusters Score: Raw -1826905.775792 + Penalty 2171.094203 = -1824734.681589 nChanged 32 SP:Iteration 74Q (5336.222720 sec): 3 clusters Score: Raw -1826908.161722 + Penalty 2171.094203 = -1824737.067519 nChanged 34 SP:Iteration 75Q (5336.370757 sec): 3 clusters Score: Raw -1826910.660025 + Penalty 2171.094203 = -1824739.565822 nChanged 44 SP:Iteration 76Q (5336.545821 sec): 3 clusters Score: Raw -1826913.521231 + Penalty 2171.094203 = -1824742.427028 nChanged 37 SP:Iteration 77Q (5336.704970 sec): 3 clusters Score: Raw -1826916.206672 + Penalty 2171.094203 = -1824745.112469 nChanged 45 SP:Iteration 78Q (5336.879138 sec): 3 clusters Score: Raw -1826920.081007 + Penalty 2171.094203 = -1824748.986804 nChanged 43 SP:Iteration 79Q (5337.028034 sec): 3 clusters Score: Raw -1826923.352539 + Penalty 2171.094203 = -1824752.258336 nChanged 46 SP:Iteration 80F (5337.158176 sec): 3 clusters Score: Raw -1826926.317246 + Penalty 2171.094203 = -1824755.223043 nChanged 38 SP:Iteration 81Q (5337.316994 sec): 3 clusters Score: Raw -1826928.983262 + Penalty 2171.094203 = -1824757.889058 nChanged 39 SP:Iteration 82Q (5337.472466 sec): 3 clusters Score: Raw -1826932.093477 + Penalty 2171.094203 = -1824760.999273 nChanged 41 SP:Iteration 83Q (5337.650030 sec): 3 clusters Score: Raw -1826934.751555 + Penalty 2171.094203 = -1824763.657352 nChanged 33 SP:Iteration 84Q (5337.800576 sec): 3 clusters Score: Raw -1826936.577998 + Penalty 2171.094203 = -1824765.483795 nChanged 35 SP:Iteration 85Q (5337.929917 sec): 3 clusters Score: Raw -1826938.441179 + Penalty 2171.094203 = -1824767.346976 nChanged 33 SP:Iteration 86Q (5338.100646 sec): 3 clusters Score: Raw -1826940.445842 + Penalty 2171.094203 = -1824769.351638 nChanged 36 SP:Iteration 87Q (5338.229606 sec): 3 clusters Score: Raw -1826942.533680 + Penalty 2171.094203 = -1824771.439477 nChanged 36 SP:Iteration 88Q (5338.423542 sec): 3 clusters Score: Raw -1826944.838783 + Penalty 2171.094203 = -1824773.744580 nChanged 34 SP:Iteration 89Q (5338.606135 sec): 3 clusters Score: Raw -1826947.075643 + Penalty 2171.094203 = -1824775.981439 nChanged 35 SP:Iteration 90Q (5338.772459 sec): 3 clusters Score: Raw -1826949.114799 + Penalty 2171.094203 = -1824778.020596 nChanged 28 SP:Iteration 91Q (5338.931135 sec): 3 clusters Score: Raw -1826950.803902 + Penalty 2171.094203 = -1824779.709699 nChanged 31 SP:Iteration 92Q (5339.102751 sec): 3 clusters Score: Raw -1826953.703463 + Penalty 2171.094203 = -1824782.609260 nChanged 42 SP:Iteration 93Q (5339.254815 sec): 3 clusters Score: Raw -1826957.349382 + Penalty 2171.094203 = -1824786.255179 nChanged 49 SP:Iteration 94Q (5339.427963 sec): 3 clusters Score: Raw -1826961.118387 + Penalty 2171.094203 = -1824790.024184 nChanged 36 SP:Iteration 95Q (5339.596674 sec): 3 clusters Score: Raw -1826964.085238 + Penalty 2171.094203 = -1824792.991035 nChanged 42 SP:Iteration 96Q (5339.763598 sec): 3 clusters Score: Raw -1826967.041684 + Penalty 2171.094203 = -1824795.947481 nChanged 35 SP:Iteration 97Q (5339.931534 sec): 3 clusters Score: Raw -1826969.755295 + Penalty 2171.094203 = -1824798.661092 nChanged 33 SP:Iteration 98Q (5340.087181 sec): 3 clusters Score: Raw -1826972.520412 + Penalty 2171.094203 = -1824801.426209 nChanged 33 SP:Iteration 99Q (5340.245018 sec): 3 clusters Score: Raw -1826975.414084 + Penalty 2171.094203 = -1824804.319880 nChanged 40 SP:Iteration 100F (5340.413144 sec): 3 clusters Score: Raw -1826978.419914 + Penalty 2171.094203 = -1824807.325710 nChanged 43 SP:Iteration 101Q (5340.575928 sec): 3 clusters Score: Raw -1826981.635933 + Penalty 2171.094203 = -1824810.541730 nChanged 49 SP:Iteration 102Q (5340.741316 sec): 3 clusters Score: Raw -1826985.165594 + Penalty 2171.094203 = -1824814.071390 nChanged 31 SP:Iteration 103Q (5340.899187 sec): 3 clusters Score: Raw -1826987.058933 + Penalty 2171.094203 = -1824815.964730 nChanged 30 SP:Iteration 104Q (5341.054746 sec): 3 clusters Score: Raw -1826988.807352 + Penalty 2171.094203 = -1824817.713149 nChanged 28 SP:Iteration 105Q (5341.213706 sec): 3 clusters Score: Raw -1826990.577590 + Penalty 2171.094203 = -1824819.483387 nChanged 26 SP:Iteration 106Q (5341.367836 sec): 3 clusters Score: Raw -1826991.948292 + Penalty 2171.094203 = -1824820.854089 nChanged 27 SP:Iteration 107Q (5341.539695 sec): 3 clusters Score: Raw -1826993.348431 + Penalty 2171.094203 = -1824822.254228 nChanged 29 SP:Iteration 108Q (5341.698108 sec): 3 clusters Score: Raw -1826995.041623 + Penalty 2171.094203 = -1824823.947420 nChanged 29 SP:Iteration 109Q (5341.867277 sec): 3 clusters Score: Raw -1826996.591658 + Penalty 2171.094203 = -1824825.497454 nChanged 16 SP:Iteration 110Q (5342.060128 sec): 3 clusters Score: Raw -1826997.198406 + Penalty 2171.094203 = -1824826.104203 nChanged 16 SP:Iteration 111Q (5342.222100 sec): 3 clusters Score: Raw -1826998.091043 + Penalty 2171.094203 = -1824826.996840 nChanged 22 SP:Iteration 112Q (5342.391121 sec): 3 clusters Score: Raw -1826999.407276 + Penalty 2171.094203 = -1824828.313073 nChanged 21 SP:Iteration 113Q (5342.541801 sec): 3 clusters Score: Raw -1827000.656777 + Penalty 2171.094203 = -1824829.562574 nChanged 18 SP:Iteration 114Q (5342.704121 sec): 3 clusters Score: Raw -1827001.691697 + Penalty 2171.094203 = -1824830.597494 nChanged 16 SP:Iteration 115Q (5342.852305 sec): 3 clusters Score: Raw -1827002.368725 + Penalty 2171.094203 = -1824831.274522 nChanged 22 SP:Iteration 116Q (5342.993560 sec): 3 clusters Score: Raw -1827003.503700 + Penalty 2171.094203 = -1824832.409497 nChanged 16 SP:Iteration 117Q (5343.180813 sec): 3 clusters Score: Raw -1827004.343776 + Penalty 2171.094203 = -1824833.249573 nChanged 16 SP:Iteration 118Q (5343.338886 sec): 3 clusters Score: Raw -1827005.186991 + Penalty 2171.094203 = -1824834.092787 nChanged 15 SP:Iteration 119Q (5343.488671 sec): 3 clusters Score: Raw -1827005.699151 + Penalty 2171.094203 = -1824834.604948 nChanged 7 SP:Iteration 120F (5343.643999 sec): 3 clusters Score: Raw -1827005.920223 + Penalty 2171.094203 = -1824834.826020 nChanged 5 SP:Iteration 121Q (5343.803674 sec): 3 clusters Score: Raw -1827006.045354 + Penalty 2171.094203 = -1824834.951151 nChanged 4 SP:Iteration 122Q (5343.963742 sec): 3 clusters Score: Raw -1827006.188629 + Penalty 2171.094203 = -1824835.094426 nChanged 5 SP:Iteration 123Q (5344.120835 sec): 3 clusters Score: Raw -1827006.302355 + Penalty 2171.094203 = -1824835.208151 nChanged 4 SP:Iteration 124Q (5344.284618 sec): 3 clusters Score: Raw -1827006.454517 + Penalty 2171.094203 = -1824835.360314 nChanged 5 SP:Iteration 125Q (5344.417353 sec): 3 clusters Score: Raw -1827006.595627 + Penalty 2171.094203 = -1824835.501424 nChanged 5 SP:Iteration 126Q (5344.606991 sec): 3 clusters Score: Raw -1827006.723256 + Penalty 2171.094203 = -1824835.629053 nChanged 2 SP:Iteration 127Q (5344.755180 sec): 3 clusters Score: Raw -1827006.763566 + Penalty 2171.094203 = -1824835.669363 nChanged 0 SP:Iteration 128F (5344.911598 sec): 3 clusters Score: Raw -1827006.763566 + Penalty 2171.094203 = -1824835.669363 nChanged 0 Score: Raw -4215215.862960 + Penalty 21288.940409 = -4193926.922552 Splitting cluster 11 changes total score from -4187371.810998 to -4193926.922552 So it's getting split into cluster 18. Trying to split cluster 12 (9584 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5346.866329 sec): 2 clusters Score: Raw -550315.614904 + Penalty 962.624284 = -549352.990621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5346.998606 sec): 3 clusters Score: Raw -544630.298691 + Penalty 1925.248567 = -542705.050123 nChanged 4361 SP:Iteration 1F (5347.125082 sec): 3 clusters Score: Raw -547364.954737 + Penalty 1925.248567 = -545439.706170 nChanged 760 SP:Iteration 2F (5347.248848 sec): 3 clusters Score: Raw -547841.074071 + Penalty 1925.248567 = -545915.825504 nChanged 682 SP:Iteration 3F (5347.384034 sec): 3 clusters Score: Raw -548324.974261 + Penalty 1925.248567 = -546399.725694 nChanged 694 SP:Iteration 4F (5347.515218 sec): 3 clusters Score: Raw -548869.054912 + Penalty 1925.248567 = -546943.806345 nChanged 582 SP:Iteration 5F (5347.675192 sec): 3 clusters Score: Raw -549333.292016 + Penalty 1925.248567 = -547408.043449 nChanged 516 SP:Iteration 6F (5347.804685 sec): 3 clusters Score: Raw -549693.347193 + Penalty 1925.248567 = -547768.098626 nChanged 403 SP:Iteration 7Q (5347.926275 sec): 3 clusters Score: Raw -549971.954484 + Penalty 1925.248567 = -548046.705917 nChanged 303 SP:Iteration 8Q (5348.047483 sec): 3 clusters Score: Raw -550178.638076 + Penalty 1925.248567 = -548253.389508 nChanged 257 SP:Iteration 9Q (5348.178184 sec): 3 clusters Score: Raw -550324.960879 + Penalty 1925.248567 = -548399.712312 nChanged 205 SP:Iteration 10Q (5348.306279 sec): 3 clusters Score: Raw -550431.037939 + Penalty 1925.248567 = -548505.789372 nChanged 160 SP:Iteration 11Q (5348.436694 sec): 3 clusters Score: Raw -550487.378701 + Penalty 1925.248567 = -548562.130134 nChanged 118 SP:Iteration 12Q (5348.558233 sec): 3 clusters Score: Raw -550522.017070 + Penalty 1925.248567 = -548596.768502 nChanged 87 SP:Iteration 13Q (5348.665032 sec): 3 clusters Score: Raw -550545.497501 + Penalty 1925.248567 = -548620.248934 nChanged 58 SP:Iteration 14Q (5348.813871 sec): 3 clusters Score: Raw -550559.008220 + Penalty 1925.248567 = -548633.759653 nChanged 60 SP:Iteration 15Q (5348.932435 sec): 3 clusters Score: Raw -550572.566537 + Penalty 1925.248567 = -548647.317969 nChanged 48 SP:Iteration 16Q (5349.051586 sec): 3 clusters Score: Raw -550581.662224 + Penalty 1925.248567 = -548656.413657 nChanged 40 SP:Iteration 17Q (5349.191632 sec): 3 clusters Score: Raw -550589.787335 + Penalty 1925.248567 = -548664.538767 nChanged 43 SP:Iteration 18Q (5349.306758 sec): 3 clusters Score: Raw -550596.093699 + Penalty 1925.248567 = -548670.845132 nChanged 24 SP:Iteration 19Q (5349.428125 sec): 3 clusters Score: Raw -550599.226936 + Penalty 1925.248567 = -548673.978368 nChanged 22 SP:Iteration 20F (5349.562880 sec): 3 clusters Score: Raw -550602.515691 + Penalty 1925.248567 = -548677.267124 nChanged 18 SP:Iteration 21Q (5349.681102 sec): 3 clusters Score: Raw -550604.228044 + Penalty 1925.248567 = -548678.979477 nChanged 14 SP:Iteration 22Q (5349.783846 sec): 3 clusters Score: Raw -550605.494059 + Penalty 1925.248567 = -548680.245492 nChanged 12 SP:Iteration 23Q (5349.934840 sec): 3 clusters Score: Raw -550606.722317 + Penalty 1925.248567 = -548681.473749 nChanged 7 SP:Iteration 24Q (5350.071061 sec): 3 clusters Score: Raw -550607.195903 + Penalty 1925.248567 = -548681.947336 nChanged 3 SP:Iteration 25Q (5350.203035 sec): 3 clusters Score: Raw -550607.308929 + Penalty 1925.248567 = -548682.060362 nChanged 1 SP:Iteration 26Q (5350.322572 sec): 3 clusters Score: Raw -550607.428604 + Penalty 1925.248567 = -548682.180036 nChanged 2 SP:Iteration 27Q (5350.460905 sec): 3 clusters Score: Raw -550607.591613 + Penalty 1925.248567 = -548682.343045 nChanged 1 SP:Iteration 28Q (5350.589019 sec): 3 clusters Score: Raw -550607.640121 + Penalty 1925.248567 = -548682.391554 nChanged 0 SP:Iteration 29F (5350.692194 sec): 3 clusters Score: Raw -550607.640121 + Penalty 1925.248567 = -548682.391554 nChanged 0 Trying to split cluster 13 (3512 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5350.786260 sec): 2 clusters Score: Raw -174979.659087 + Penalty 857.213800 = -174122.445287 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5350.901833 sec): 3 clusters Score: Raw -173143.556837 + Penalty 1714.427600 = -171429.129236 nChanged 1483 SP:Iteration 1F (5351.024758 sec): 3 clusters Score: Raw -174156.166108 + Penalty 1714.427600 = -172441.738507 nChanged 356 SP:Iteration 2F (5351.123661 sec): 3 clusters Score: Raw -174530.606611 + Penalty 1714.427600 = -172816.179010 nChanged 281 SP:Iteration 3F (5351.245107 sec): 3 clusters Score: Raw -174815.685061 + Penalty 1714.427600 = -173101.257460 nChanged 219 SP:Iteration 4F (5351.363336 sec): 3 clusters Score: Raw -175020.865075 + Penalty 1714.427600 = -173306.437474 nChanged 204 SP:Iteration 5F (5351.492154 sec): 3 clusters Score: Raw -175189.657897 + Penalty 1714.427600 = -173475.230296 nChanged 160 SP:Iteration 6Q (5351.602607 sec): 3 clusters Score: Raw -175304.176927 + Penalty 1714.427600 = -173589.749326 nChanged 129 SP:Iteration 7Q (5351.684680 sec): 3 clusters Score: Raw -175388.359364 + Penalty 1714.427600 = -173673.931763 nChanged 103 SP:Iteration 8Q (5351.793465 sec): 3 clusters Score: Raw -175481.382658 + Penalty 1714.427600 = -173766.955057 nChanged 105 SP:Iteration 9Q (5351.936533 sec): 3 clusters Score: Raw -175554.568148 + Penalty 1714.427600 = -173840.140547 nChanged 72 SP:Iteration 10Q (5352.032697 sec): 3 clusters Score: Raw -175593.931113 + Penalty 1714.427600 = -173879.503513 nChanged 68 SP:Iteration 11Q (5352.153517 sec): 3 clusters Score: Raw -175633.109645 + Penalty 1714.427600 = -173918.682044 nChanged 57 SP:Iteration 12Q (5352.257290 sec): 3 clusters Score: Raw -175661.716987 + Penalty 1714.427600 = -173947.289387 nChanged 48 SP:Iteration 13Q (5352.347639 sec): 3 clusters Score: Raw -175678.928685 + Penalty 1714.427600 = -173964.501084 nChanged 30 SP:Iteration 14Q (5352.468129 sec): 3 clusters Score: Raw -175689.785134 + Penalty 1714.427600 = -173975.357534 nChanged 24 SP:Iteration 15Q (5352.584330 sec): 3 clusters Score: Raw -175697.317223 + Penalty 1714.427600 = -173982.889622 nChanged 19 SP:Iteration 16Q (5352.699905 sec): 3 clusters Score: Raw -175702.765391 + Penalty 1714.427600 = -173988.337791 nChanged 22 SP:Iteration 17Q (5352.801439 sec): 3 clusters Score: Raw -175710.772947 + Penalty 1714.427600 = -173996.345347 nChanged 17 SP:Iteration 18Q (5352.906402 sec): 3 clusters Score: Raw -175718.877195 + Penalty 1714.427600 = -174004.449594 nChanged 18 SP:Iteration 19Q (5353.013229 sec): 3 clusters Score: Raw -175732.177781 + Penalty 1714.427600 = -174017.750181 nChanged 27 SP:Iteration 20F (5353.146173 sec): 3 clusters Score: Raw -175750.729251 + Penalty 1714.427600 = -174036.301651 nChanged 30 SP:Iteration 21Q (5353.251848 sec): 3 clusters Score: Raw -175773.783352 + Penalty 1714.427600 = -174059.355752 nChanged 25 SP:Iteration 22Q (5353.357731 sec): 3 clusters Score: Raw -175782.777271 + Penalty 1714.427600 = -174068.349671 nChanged 13 SP:Iteration 23Q (5353.458347 sec): 3 clusters Score: Raw -175787.105308 + Penalty 1714.427600 = -174072.677708 nChanged 10 SP:Iteration 24Q (5353.605512 sec): 3 clusters Score: Raw -175789.259006 + Penalty 1714.427600 = -174074.831405 nChanged 2 SP:Iteration 25Q (5353.703894 sec): 3 clusters Score: Raw -175789.489750 + Penalty 1714.427600 = -174075.062149 nChanged 2 SP:Iteration 26Q (5353.839970 sec): 3 clusters Score: Raw -175789.949011 + Penalty 1714.427600 = -174075.521410 nChanged 2 SP:Iteration 27Q (5353.948840 sec): 3 clusters Score: Raw -175790.447223 + Penalty 1714.427600 = -174076.019623 nChanged 2 SP:Iteration 28Q (5354.056699 sec): 3 clusters Score: Raw -175790.657204 + Penalty 1714.427600 = -174076.229603 nChanged 0 SP:Iteration 29F (5354.160491 sec): 3 clusters Score: Raw -175790.657204 + Penalty 1714.427600 = -174076.229603 nChanged 0 Iteration 59Q (5355.892417 sec): 19 clusters Score: Raw -4217109.732596 + Penalty 21288.940409 = -4195820.792187 nChanged 2577 Iteration 60F (5357.748973 sec): 19 clusters Score: Raw -4218420.894876 + Penalty 21288.940409 = -4197131.954467 nChanged 1696 Iteration 61Q (5359.228220 sec): 19 clusters Score: Raw -4218929.682501 + Penalty 21288.940409 = -4197640.742092 nChanged 839 Iteration 62Q (5360.717213 sec): 19 clusters Score: Raw -4219190.517352 + Penalty 21288.940409 = -4197901.576944 nChanged 582 Iteration 63Q (5362.215826 sec): 19 clusters Score: Raw -4219352.548571 + Penalty 21288.940409 = -4198063.608162 nChanged 444 Iteration 64Q (5363.718859 sec): 19 clusters Score: Raw -4219459.410882 + Penalty 21288.940409 = -4198170.470474 nChanged 342 Iteration 65Q (5365.205140 sec): 19 clusters Score: Raw -4219538.010734 + Penalty 21288.940409 = -4198249.070325 nChanged 294 Iteration 66Q (5366.632628 sec): 19 clusters Score: Raw -4219608.916330 + Penalty 21288.940409 = -4198319.975921 nChanged 255 Iteration 67Q (5368.216453 sec): 19 clusters Score: Raw -4219663.704195 + Penalty 21288.940409 = -4198374.763787 nChanged 210 Iteration 68Q (5369.687540 sec): 19 clusters Score: Raw -4219705.455531 + Penalty 21288.940409 = -4198416.515123 nChanged 166 Iteration 69Q (5371.172632 sec): 19 clusters Score: Raw -4219740.777600 + Penalty 21288.940409 = -4198451.837191 nChanged 128 Iteration 70Q (5372.661036 sec): 19 clusters Score: Raw -4219768.604267 + Penalty 21288.940409 = -4198479.663859 nChanged 147 Iteration 71Q (5374.124607 sec): 19 clusters Score: Raw -4219795.685326 + Penalty 21288.940409 = -4198506.744917 nChanged 129 Iteration 72Q (5375.593375 sec): 19 clusters Score: Raw -4219818.624951 + Penalty 21288.940409 = -4198529.684542 nChanged 99 Iteration 73Q (5377.114383 sec): 19 clusters Score: Raw -4219837.616996 + Penalty 21288.940409 = -4198548.676588 nChanged 95 Iteration 74Q (5378.554320 sec): 19 clusters Score: Raw -4219852.567661 + Penalty 21288.940409 = -4198563.627252 nChanged 87 Iteration 75Q (5380.060570 sec): 19 clusters Score: Raw -4219866.439198 + Penalty 21288.940409 = -4198577.498790 nChanged 96 Iteration 76Q (5381.531405 sec): 19 clusters Score: Raw -4219883.169240 + Penalty 21288.940409 = -4198594.228832 nChanged 92 Iteration 77Q (5382.982344 sec): 19 clusters Score: Raw -4219901.188022 + Penalty 21288.940409 = -4198612.247613 nChanged 96 Iteration 78Q (5384.409455 sec): 19 clusters Score: Raw -4219918.868807 + Penalty 21288.940409 = -4198629.928399 nChanged 96 Iteration 79Q (5385.948756 sec): 19 clusters Score: Raw -4219936.887759 + Penalty 21288.940409 = -4198647.947351 nChanged 104 Iteration 80F (5387.829498 sec): 19 clusters Score: Raw -4219979.662173 + Penalty 21288.940409 = -4198690.721764 nChanged 84 Iteration 81Q (5389.325762 sec): 19 clusters Score: Raw -4220001.914742 + Penalty 21288.940409 = -4198712.974334 nChanged 95 Iteration 82Q (5390.717239 sec): 19 clusters Score: Raw -4220021.075148 + Penalty 21288.940409 = -4198732.134739 nChanged 93 Iteration 83Q (5392.125209 sec): 19 clusters Score: Raw -4220038.261885 + Penalty 21288.940409 = -4198749.321476 nChanged 88 Iteration 84Q (5393.604087 sec): 19 clusters Score: Raw -4220056.423331 + Penalty 21288.940409 = -4198767.482922 nChanged 84 Iteration 85Q (5395.094072 sec): 19 clusters Score: Raw -4220073.950011 + Penalty 21288.940409 = -4198785.009603 nChanged 69 Iteration 86Q (5396.536650 sec): 19 clusters Score: Raw -4220092.553628 + Penalty 21288.940409 = -4198803.613220 nChanged 73 Iteration 87Q (5398.081501 sec): 19 clusters Score: Raw -4220107.693468 + Penalty 21288.940409 = -4198818.753059 nChanged 66 Iteration 88Q (5399.628276 sec): 19 clusters Score: Raw -4220117.938185 + Penalty 21288.940409 = -4198828.997776 nChanged 65 Iteration 89Q (5401.203788 sec): 19 clusters Score: Raw -4220126.563499 + Penalty 21288.940409 = -4198837.623090 nChanged 44 Iteration 90Q (5402.702271 sec): 19 clusters Score: Raw -4220133.911371 + Penalty 21288.940409 = -4198844.970963 nChanged 35 Iteration 91Q (5404.199034 sec): 19 clusters Score: Raw -4220138.146805 + Penalty 21288.940409 = -4198849.206396 nChanged 38 Iteration 92Q (5405.685867 sec): 19 clusters Score: Raw -4220143.025884 + Penalty 21288.940409 = -4198854.085476 nChanged 44 Iteration 93Q (5407.156715 sec): 19 clusters Score: Raw -4220147.373128 + Penalty 21288.940409 = -4198858.432719 nChanged 37 Iteration 94Q (5408.695431 sec): 19 clusters Score: Raw -4220150.312635 + Penalty 21288.940409 = -4198861.372227 nChanged 26 Iteration 95Q (5410.309705 sec): 19 clusters Score: Raw -4220152.559088 + Penalty 21288.940409 = -4198863.618679 nChanged 18 Iteration 96Q (5411.793612 sec): 19 clusters Score: Raw -4220153.690124 + Penalty 21288.940409 = -4198864.749716 nChanged 12 Iteration 97Q (5413.261395 sec): 19 clusters Score: Raw -4220154.371223 + Penalty 21288.940409 = -4198865.430814 nChanged 5 Iteration 98Q (5414.776345 sec): 19 clusters Score: Raw -4220154.489198 + Penalty 21288.940409 = -4198865.548790 nChanged 2 Writing temp clu file Because OldScore, -4198865.430814, is greater than current (better) Score,-4198865.548790 Compute initial score before splitting: Score: Raw -4220154.489198 + Penalty 21288.940409 = -4198865.548790 Trying to split cluster 1 (2842 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5414.915332 sec): 2 clusters Score: Raw -164859.934157 + Penalty 834.987647 = -164024.946509 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5415.041879 sec): 3 clusters Score: Raw -163404.601004 + Penalty 1669.975295 = -161734.625710 nChanged 1179 SP:Iteration 1F (5415.131793 sec): 3 clusters Score: Raw -164118.227465 + Penalty 1669.975295 = -162448.252170 nChanged 274 SP:Iteration 2F (5415.256684 sec): 3 clusters Score: Raw -164325.573262 + Penalty 1669.975295 = -162655.597967 nChanged 210 SP:Iteration 3F (5415.354257 sec): 3 clusters Score: Raw -164482.254558 + Penalty 1669.975295 = -162812.279263 nChanged 182 SP:Iteration 4F (5415.496631 sec): 3 clusters Score: Raw -164650.533988 + Penalty 1669.975295 = -162980.558693 nChanged 162 SP:Iteration 5F (5415.605757 sec): 3 clusters Score: Raw -164781.466725 + Penalty 1669.975295 = -163111.491430 nChanged 138 SP:Iteration 6Q (5415.726467 sec): 3 clusters Score: Raw -164883.771648 + Penalty 1669.975295 = -163213.796354 nChanged 118 SP:Iteration 7Q (5415.835906 sec): 3 clusters Score: Raw -164959.278877 + Penalty 1669.975295 = -163289.303583 nChanged 92 SP:Iteration 8Q (5415.943014 sec): 3 clusters Score: Raw -165020.220544 + Penalty 1669.975295 = -163350.245249 nChanged 69 SP:Iteration 9Q (5416.072402 sec): 3 clusters Score: Raw -165052.369311 + Penalty 1669.975295 = -163382.394017 nChanged 52 SP:Iteration 10Q (5416.172730 sec): 3 clusters Score: Raw -165066.687983 + Penalty 1669.975295 = -163396.712688 nChanged 30 SP:Iteration 11Q (5416.289271 sec): 3 clusters Score: Raw -165078.065706 + Penalty 1669.975295 = -163408.090411 nChanged 26 SP:Iteration 12Q (5416.416983 sec): 3 clusters Score: Raw -165089.898611 + Penalty 1669.975295 = -163419.923316 nChanged 23 SP:Iteration 13Q (5416.548466 sec): 3 clusters Score: Raw -165100.112574 + Penalty 1669.975295 = -163430.137279 nChanged 21 SP:Iteration 14Q (5416.624574 sec): 3 clusters Score: Raw -165110.160947 + Penalty 1669.975295 = -163440.185652 nChanged 18 SP:Iteration 15Q (5416.747841 sec): 3 clusters Score: Raw -165117.752621 + Penalty 1669.975295 = -163447.777326 nChanged 20 SP:Iteration 16Q (5416.861065 sec): 3 clusters Score: Raw -165123.403668 + Penalty 1669.975295 = -163453.428373 nChanged 21 SP:Iteration 17Q (5416.959498 sec): 3 clusters Score: Raw -165130.576460 + Penalty 1669.975295 = -163460.601166 nChanged 14 SP:Iteration 18Q (5417.083663 sec): 3 clusters Score: Raw -165136.431382 + Penalty 1669.975295 = -163466.456087 nChanged 11 SP:Iteration 19Q (5417.191369 sec): 3 clusters Score: Raw -165140.398348 + Penalty 1669.975295 = -163470.423053 nChanged 9 SP:Iteration 20F (5417.314324 sec): 3 clusters Score: Raw -165142.500354 + Penalty 1669.975295 = -163472.525060 nChanged 7 SP:Iteration 21Q (5417.433696 sec): 3 clusters Score: Raw -165143.566744 + Penalty 1669.975295 = -163473.591450 nChanged 3 SP:Iteration 22Q (5417.548703 sec): 3 clusters Score: Raw -165144.000018 + Penalty 1669.975295 = -163474.024723 nChanged 3 SP:Iteration 23Q (5417.656482 sec): 3 clusters Score: Raw -165144.349479 + Penalty 1669.975295 = -163474.374184 nChanged 1 SP:Iteration 24Q (5417.761555 sec): 3 clusters Score: Raw -165144.651354 + Penalty 1669.975295 = -163474.676060 nChanged 1 SP:Iteration 25Q (5417.834573 sec): 3 clusters Score: Raw -165144.920509 + Penalty 1669.975295 = -163474.945214 nChanged 1 SP:Iteration 26Q (5417.940909 sec): 3 clusters Score: Raw -165145.536771 + Penalty 1669.975295 = -163475.561477 nChanged 2 SP:Iteration 27Q (5418.065931 sec): 3 clusters Score: Raw -165146.628875 + Penalty 1669.975295 = -163476.653580 nChanged 3 SP:Iteration 28Q (5418.161042 sec): 3 clusters Score: Raw -165147.652066 + Penalty 1669.975295 = -163477.676771 nChanged 2 SP:Iteration 29Q (5418.249684 sec): 3 clusters Score: Raw -165148.237549 + Penalty 1669.975295 = -163478.262254 nChanged 1 SP:Iteration 30Q (5418.355683 sec): 3 clusters Score: Raw -165148.422292 + Penalty 1669.975295 = -163478.446997 nChanged 0 SP:Iteration 31F (5418.460996 sec): 3 clusters Score: Raw -165148.422292 + Penalty 1669.975295 = -163478.446997 nChanged 0 Trying to split cluster 2 (7064 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5418.545679 sec): 2 clusters Score: Raw -398631.886424 + Penalty 930.590508 = -397701.295916 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5418.675402 sec): 3 clusters Score: Raw -394651.079709 + Penalty 1861.181016 = -392789.898693 nChanged 3088 SP:Iteration 1F (5418.793360 sec): 3 clusters Score: Raw -396558.008699 + Penalty 1861.181016 = -394696.827684 nChanged 551 SP:Iteration 2F (5418.904009 sec): 3 clusters Score: Raw -396955.366627 + Penalty 1861.181016 = -395094.185611 nChanged 462 SP:Iteration 3F (5419.015849 sec): 3 clusters Score: Raw -397252.198111 + Penalty 1861.181016 = -395391.017095 nChanged 419 SP:Iteration 4F (5419.124801 sec): 3 clusters Score: Raw -397489.252832 + Penalty 1861.181016 = -395628.071816 nChanged 342 SP:Iteration 5Q (5419.263231 sec): 3 clusters Score: Raw -397655.639562 + Penalty 1861.181016 = -395794.458546 nChanged 289 SP:Iteration 6Q (5419.356527 sec): 3 clusters Score: Raw -397782.768460 + Penalty 1861.181016 = -395921.587444 nChanged 252 SP:Iteration 7Q (5419.492059 sec): 3 clusters Score: Raw -397880.995253 + Penalty 1861.181016 = -396019.814237 nChanged 204 SP:Iteration 8Q (5419.614994 sec): 3 clusters Score: Raw -397954.660134 + Penalty 1861.181016 = -396093.479119 nChanged 190 SP:Iteration 9Q (5419.747919 sec): 3 clusters Score: Raw -398028.563420 + Penalty 1861.181016 = -396167.382404 nChanged 179 SP:Iteration 10Q (5419.896999 sec): 3 clusters Score: Raw -398099.482055 + Penalty 1861.181016 = -396238.301039 nChanged 169 SP:Iteration 11Q (5420.015186 sec): 3 clusters Score: Raw -398162.282595 + Penalty 1861.181016 = -396301.101579 nChanged 148 SP:Iteration 12Q (5420.144024 sec): 3 clusters Score: Raw -398205.589079 + Penalty 1861.181016 = -396344.408063 nChanged 120 SP:Iteration 13Q (5420.266613 sec): 3 clusters Score: Raw -398239.153957 + Penalty 1861.181016 = -396377.972941 nChanged 108 SP:Iteration 14Q (5420.378178 sec): 3 clusters Score: Raw -398270.260221 + Penalty 1861.181016 = -396409.079205 nChanged 92 SP:Iteration 15Q (5420.501574 sec): 3 clusters Score: Raw -398293.152626 + Penalty 1861.181016 = -396431.971610 nChanged 86 SP:Iteration 16Q (5420.643384 sec): 3 clusters Score: Raw -398313.734331 + Penalty 1861.181016 = -396452.553315 nChanged 77 SP:Iteration 17Q (5420.737212 sec): 3 clusters Score: Raw -398332.468915 + Penalty 1861.181016 = -396471.287899 nChanged 73 SP:Iteration 18Q (5420.877194 sec): 3 clusters Score: Raw -398347.822902 + Penalty 1861.181016 = -396486.641886 nChanged 65 SP:Iteration 19Q (5421.009255 sec): 3 clusters Score: Raw -398368.028378 + Penalty 1861.181016 = -396506.847363 nChanged 60 SP:Iteration 20F (5421.127608 sec): 3 clusters Score: Raw -398381.880012 + Penalty 1861.181016 = -396520.698996 nChanged 59 SP:Iteration 21Q (5421.228209 sec): 3 clusters Score: Raw -398395.084477 + Penalty 1861.181016 = -396533.903461 nChanged 36 SP:Iteration 22Q (5421.365582 sec): 3 clusters Score: Raw -398401.133459 + Penalty 1861.181016 = -396539.952443 nChanged 26 SP:Iteration 23Q (5421.501330 sec): 3 clusters Score: Raw -398405.358639 + Penalty 1861.181016 = -396544.177624 nChanged 22 SP:Iteration 24Q (5421.621094 sec): 3 clusters Score: Raw -398407.741398 + Penalty 1861.181016 = -396546.560382 nChanged 19 SP:Iteration 25Q (5421.751874 sec): 3 clusters Score: Raw -398410.186175 + Penalty 1861.181016 = -396549.005159 nChanged 16 SP:Iteration 26Q (5421.853064 sec): 3 clusters Score: Raw -398411.712958 + Penalty 1861.181016 = -396550.531942 nChanged 14 SP:Iteration 27Q (5421.983959 sec): 3 clusters Score: Raw -398413.279047 + Penalty 1861.181016 = -396552.098032 nChanged 11 SP:Iteration 28Q (5422.100851 sec): 3 clusters Score: Raw -398414.500142 + Penalty 1861.181016 = -396553.319126 nChanged 11 SP:Iteration 29Q (5422.265233 sec): 3 clusters Score: Raw -398415.404580 + Penalty 1861.181016 = -396554.223564 nChanged 9 SP:Iteration 30Q (5422.401309 sec): 3 clusters Score: Raw -398416.279694 + Penalty 1861.181016 = -396555.098678 nChanged 10 SP:Iteration 31Q (5422.518368 sec): 3 clusters Score: Raw -398417.500976 + Penalty 1861.181016 = -396556.319960 nChanged 10 SP:Iteration 32Q (5422.683548 sec): 3 clusters Score: Raw -398418.341182 + Penalty 1861.181016 = -396557.160166 nChanged 13 SP:Iteration 33Q (5422.778407 sec): 3 clusters Score: Raw -398419.850140 + Penalty 1861.181016 = -396558.669124 nChanged 11 SP:Iteration 34Q (5422.917142 sec): 3 clusters Score: Raw -398421.222589 + Penalty 1861.181016 = -396560.041573 nChanged 11 SP:Iteration 35Q (5423.064438 sec): 3 clusters Score: Raw -398423.385074 + Penalty 1861.181016 = -396562.204058 nChanged 13 SP:Iteration 36Q (5423.187992 sec): 3 clusters Score: Raw -398425.681428 + Penalty 1861.181016 = -396564.500412 nChanged 15 SP:Iteration 37Q (5423.313481 sec): 3 clusters Score: Raw -398426.968434 + Penalty 1861.181016 = -396565.787419 nChanged 8 SP:Iteration 38Q (5423.435689 sec): 3 clusters Score: Raw -398427.865855 + Penalty 1861.181016 = -396566.684839 nChanged 6 SP:Iteration 39Q (5423.560207 sec): 3 clusters Score: Raw -398428.804794 + Penalty 1861.181016 = -396567.623778 nChanged 9 SP:Iteration 40F (5423.692225 sec): 3 clusters Score: Raw -398429.912838 + Penalty 1861.181016 = -396568.731822 nChanged 9 SP:Iteration 41Q (5423.804517 sec): 3 clusters Score: Raw -398430.728649 + Penalty 1861.181016 = -396569.547633 nChanged 9 SP:Iteration 42Q (5423.932683 sec): 3 clusters Score: Raw -398431.243168 + Penalty 1861.181016 = -396570.062152 nChanged 6 SP:Iteration 43Q (5424.031318 sec): 3 clusters Score: Raw -398431.779002 + Penalty 1861.181016 = -396570.597986 nChanged 2 SP:Iteration 44Q (5424.162571 sec): 3 clusters Score: Raw -398432.031454 + Penalty 1861.181016 = -396570.850438 nChanged 3 SP:Iteration 45Q (5424.291948 sec): 3 clusters Score: Raw -398432.370120 + Penalty 1861.181016 = -396571.189104 nChanged 2 SP:Iteration 46Q (5424.409169 sec): 3 clusters Score: Raw -398432.548673 + Penalty 1861.181016 = -396571.367657 nChanged 1 SP:Iteration 47Q (5424.525380 sec): 3 clusters Score: Raw -398432.756079 + Penalty 1861.181016 = -396571.575063 nChanged 3 SP:Iteration 48Q (5424.649104 sec): 3 clusters Score: Raw -398433.057522 + Penalty 1861.181016 = -396571.876506 nChanged 5 SP:Iteration 49Q (5424.788271 sec): 3 clusters Score: Raw -398433.796480 + Penalty 1861.181016 = -396572.615464 nChanged 4 SP:Iteration 50Q (5424.902686 sec): 3 clusters Score: Raw -398434.048872 + Penalty 1861.181016 = -396572.867857 nChanged 1 SP:Iteration 51Q (5425.041848 sec): 3 clusters Score: Raw -398434.091056 + Penalty 1861.181016 = -396572.910040 nChanged 1 SP:Iteration 52Q (5425.151679 sec): 3 clusters Score: Raw -398434.158873 + Penalty 1861.181016 = -396572.977857 nChanged 1 SP:Iteration 53Q (5425.284710 sec): 3 clusters Score: Raw -398434.276315 + Penalty 1861.181016 = -396573.095299 nChanged 1 SP:Iteration 54Q (5425.413559 sec): 3 clusters Score: Raw -398434.379398 + Penalty 1861.181016 = -396573.198382 nChanged 1 SP:Iteration 55Q (5425.534864 sec): 3 clusters Score: Raw -398434.538606 + Penalty 1861.181016 = -396573.357590 nChanged 2 SP:Iteration 56Q (5425.673680 sec): 3 clusters Score: Raw -398434.920153 + Penalty 1861.181016 = -396573.739137 nChanged 3 SP:Iteration 57Q (5425.783206 sec): 3 clusters Score: Raw -398435.096049 + Penalty 1861.181016 = -396573.915033 nChanged 3 SP:Iteration 58Q (5425.937823 sec): 3 clusters Score: Raw -398435.354332 + Penalty 1861.181016 = -396574.173316 nChanged 7 SP:Iteration 59Q (5426.046352 sec): 3 clusters Score: Raw -398436.328711 + Penalty 1861.181016 = -396575.147695 nChanged 5 SP:Iteration 60F (5426.169149 sec): 3 clusters Score: Raw -398436.782723 + Penalty 1861.181016 = -396575.601707 nChanged 3 SP:Iteration 61Q (5426.291973 sec): 3 clusters Score: Raw -398437.223320 + Penalty 1861.181016 = -396576.042304 nChanged 3 SP:Iteration 62Q (5426.411103 sec): 3 clusters Score: Raw -398437.845300 + Penalty 1861.181016 = -396576.664285 nChanged 4 SP:Iteration 63Q (5426.533324 sec): 3 clusters Score: Raw -398438.330332 + Penalty 1861.181016 = -396577.149316 nChanged 6 SP:Iteration 64Q (5426.669056 sec): 3 clusters Score: Raw -398439.063087 + Penalty 1861.181016 = -396577.882072 nChanged 8 SP:Iteration 65Q (5426.783133 sec): 3 clusters Score: Raw -398439.944538 + Penalty 1861.181016 = -396578.763522 nChanged 7 SP:Iteration 66Q (5426.900698 sec): 3 clusters Score: Raw -398440.522489 + Penalty 1861.181016 = -396579.341473 nChanged 4 SP:Iteration 67Q (5427.005414 sec): 3 clusters Score: Raw -398440.869825 + Penalty 1861.181016 = -396579.688809 nChanged 2 SP:Iteration 68Q (5427.125163 sec): 3 clusters Score: Raw -398440.969416 + Penalty 1861.181016 = -396579.788401 nChanged 1 SP:Iteration 69Q (5427.234330 sec): 3 clusters Score: Raw -398441.008051 + Penalty 1861.181016 = -396579.827035 nChanged 0 SP:Iteration 70F (5427.373041 sec): 3 clusters Score: Raw -398441.008051 + Penalty 1861.181016 = -396579.827035 nChanged 0 Trying to split cluster 3 (859 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5427.430641 sec): 2 clusters Score: Raw -36550.355480 + Penalty 709.355737 = -35840.999744 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5427.527202 sec): 3 clusters Score: Raw -36272.053549 + Penalty 1418.711474 = -34853.342076 nChanged 286 SP:Iteration 1F (5427.643719 sec): 3 clusters Score: Raw -36567.500288 + Penalty 1418.711474 = -35148.788814 nChanged 86 SP:Iteration 2F (5427.738418 sec): 3 clusters Score: Raw -36672.399881 + Penalty 1418.711474 = -35253.688408 nChanged 52 SP:Iteration 3F (5427.853592 sec): 3 clusters Score: Raw -36744.514584 + Penalty 1418.711474 = -35325.803110 nChanged 27 SP:Iteration 4Q (5427.979467 sec): 3 clusters Score: Raw -36787.266267 + Penalty 1418.711474 = -35368.554793 nChanged 26 SP:Iteration 5Q (5428.074698 sec): 3 clusters Score: Raw -36811.363111 + Penalty 1418.711474 = -35392.651637 nChanged 9 SP:Iteration 6Q (5428.181187 sec): 3 clusters Score: Raw -36822.532517 + Penalty 1418.711474 = -35403.821043 nChanged 14 SP:Iteration 7Q (5428.293132 sec): 3 clusters Score: Raw -36847.757808 + Penalty 1418.711474 = -35429.046334 nChanged 15 SP:Iteration 8Q (5428.392244 sec): 3 clusters Score: Raw -36874.578348 + Penalty 1418.711474 = -35455.866874 nChanged 15 SP:Iteration 9Q (5428.483099 sec): 3 clusters Score: Raw -36890.371735 + Penalty 1418.711474 = -35471.660261 nChanged 18 SP:Iteration 10Q (5428.578975 sec): 3 clusters Score: Raw -36904.876736 + Penalty 1418.711474 = -35486.165262 nChanged 8 SP:Iteration 11Q (5428.678973 sec): 3 clusters Score: Raw -36909.931831 + Penalty 1418.711474 = -35491.220358 nChanged 5 SP:Iteration 12Q (5428.768064 sec): 3 clusters Score: Raw -36912.923163 + Penalty 1418.711474 = -35494.211690 nChanged 2 SP:Iteration 13Q (5428.890016 sec): 3 clusters Score: Raw -36914.478359 + Penalty 1418.711474 = -35495.766885 nChanged 2 SP:Iteration 14Q (5428.986485 sec): 3 clusters Score: Raw -36916.420406 + Penalty 1418.711474 = -35497.708932 nChanged 4 SP:Iteration 15Q (5429.089882 sec): 3 clusters Score: Raw -36921.267154 + Penalty 1418.711474 = -35502.555681 nChanged 2 SP:Iteration 16Q (5429.212151 sec): 3 clusters Score: Raw -36923.897669 + Penalty 1418.711474 = -35505.186195 nChanged 2 SP:Iteration 17Q (5429.323844 sec): 3 clusters Score: Raw -36925.281400 + Penalty 1418.711474 = -35506.569926 nChanged 0 SP:Iteration 18F (5429.419230 sec): 3 clusters Score: Raw -36925.281400 + Penalty 1418.711474 = -35506.569926 nChanged 0 Trying to split cluster 4 (676 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5429.504251 sec): 2 clusters Score: Raw -25809.495346 + Penalty 684.200273 = -25125.295073 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5429.620967 sec): 3 clusters Score: Raw -25666.330998 + Penalty 1368.400546 = -24297.930452 nChanged 204 SP:Iteration 1F (5429.708410 sec): 3 clusters Score: Raw -25875.687855 + Penalty 1368.400546 = -24507.287309 nChanged 56 SP:Iteration 2F (5429.826428 sec): 3 clusters Score: Raw -25952.507804 + Penalty 1368.400546 = -24584.107258 nChanged 34 SP:Iteration 3F (5429.945356 sec): 3 clusters Score: Raw -25999.331685 + Penalty 1368.400546 = -24630.931139 nChanged 25 SP:Iteration 4Q (5430.051310 sec): 3 clusters Score: Raw -26031.177846 + Penalty 1368.400546 = -24662.777300 nChanged 13 SP:Iteration 5Q (5430.171978 sec): 3 clusters Score: Raw -26046.978371 + Penalty 1368.400546 = -24678.577825 nChanged 9 SP:Iteration 6Q (5430.254355 sec): 3 clusters Score: Raw -26057.561424 + Penalty 1368.400546 = -24689.160878 nChanged 3 SP:Iteration 7Q (5430.395463 sec): 3 clusters Score: Raw -26059.369833 + Penalty 1368.400546 = -24690.969287 nChanged 5 SP:Iteration 8Q (5430.499755 sec): 3 clusters Score: Raw -26063.177903 + Penalty 1368.400546 = -24694.777357 nChanged 2 SP:Iteration 9Q (5430.594519 sec): 3 clusters Score: Raw -26065.615865 + Penalty 1368.400546 = -24697.215319 nChanged 3 SP:Iteration 10Q (5430.716707 sec): 3 clusters Score: Raw -26068.392076 + Penalty 1368.400546 = -24699.991530 nChanged 1 SP:Iteration 11Q (5430.810926 sec): 3 clusters Score: Raw -26068.750515 + Penalty 1368.400546 = -24700.349969 nChanged 0 SP:Iteration 12F (5430.912054 sec): 3 clusters Score: Raw -26068.750515 + Penalty 1368.400546 = -24700.349969 nChanged 0 Trying to split cluster 5 (3358 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5430.983829 sec): 2 clusters Score: Raw -181290.746499 + Penalty 852.505588 = -180438.240912 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5431.104472 sec): 3 clusters Score: Raw -179562.261887 + Penalty 1705.011176 = -177857.250711 nChanged 1339 SP:Iteration 1F (5431.222710 sec): 3 clusters Score: Raw -180427.890017 + Penalty 1705.011176 = -178722.878841 nChanged 297 SP:Iteration 2F (5431.324217 sec): 3 clusters Score: Raw -180648.984478 + Penalty 1705.011176 = -178943.973303 nChanged 237 SP:Iteration 3F (5431.456505 sec): 3 clusters Score: Raw -180808.652412 + Penalty 1705.011176 = -179103.641236 nChanged 166 SP:Iteration 4Q (5431.550244 sec): 3 clusters Score: Raw -180902.169390 + Penalty 1705.011176 = -179197.158214 nChanged 141 SP:Iteration 5Q (5431.649264 sec): 3 clusters Score: Raw -181010.059266 + Penalty 1705.011176 = -179305.048090 nChanged 145 SP:Iteration 6Q (5431.793970 sec): 3 clusters Score: Raw -181112.537081 + Penalty 1705.011176 = -179407.525905 nChanged 116 SP:Iteration 7Q (5431.884003 sec): 3 clusters Score: Raw -181184.318650 + Penalty 1705.011176 = -179479.307474 nChanged 91 SP:Iteration 8Q (5432.013709 sec): 3 clusters Score: Raw -181238.811171 + Penalty 1705.011176 = -179533.799995 nChanged 86 SP:Iteration 9Q (5432.138802 sec): 3 clusters Score: Raw -181289.131258 + Penalty 1705.011176 = -179584.120082 nChanged 91 SP:Iteration 10Q (5432.238243 sec): 3 clusters Score: Raw -181335.237620 + Penalty 1705.011176 = -179630.226444 nChanged 81 SP:Iteration 11Q (5432.358605 sec): 3 clusters Score: Raw -181384.327759 + Penalty 1705.011176 = -179679.316583 nChanged 63 SP:Iteration 12Q (5432.499661 sec): 3 clusters Score: Raw -181414.672960 + Penalty 1705.011176 = -179709.661784 nChanged 53 SP:Iteration 13Q (5432.612640 sec): 3 clusters Score: Raw -181433.773075 + Penalty 1705.011176 = -179728.761899 nChanged 35 SP:Iteration 14Q (5432.736889 sec): 3 clusters Score: Raw -181448.552724 + Penalty 1705.011176 = -179743.541548 nChanged 39 SP:Iteration 15Q (5432.858176 sec): 3 clusters Score: Raw -181462.718044 + Penalty 1705.011176 = -179757.706868 nChanged 18 SP:Iteration 16Q (5433.003721 sec): 3 clusters Score: Raw -181467.621790 + Penalty 1705.011176 = -179762.610614 nChanged 8 SP:Iteration 17Q (5433.124973 sec): 3 clusters Score: Raw -181470.145295 + Penalty 1705.011176 = -179765.134119 nChanged 7 SP:Iteration 18Q (5433.240816 sec): 3 clusters Score: Raw -181472.018481 + Penalty 1705.011176 = -179767.007306 nChanged 6 SP:Iteration 19Q (5433.342496 sec): 3 clusters Score: Raw -181473.255491 + Penalty 1705.011176 = -179768.244315 nChanged 4 SP:Iteration 20F (5433.478781 sec): 3 clusters Score: Raw -181474.617409 + Penalty 1705.011176 = -179769.606234 nChanged 5 SP:Iteration 21Q (5433.580841 sec): 3 clusters Score: Raw -181476.411158 + Penalty 1705.011176 = -179771.399982 nChanged 8 SP:Iteration 22Q (5433.703918 sec): 3 clusters Score: Raw -181478.456970 + Penalty 1705.011176 = -179773.445794 nChanged 7 SP:Iteration 23Q (5433.818116 sec): 3 clusters Score: Raw -181480.172260 + Penalty 1705.011176 = -179775.161084 nChanged 5 SP:Iteration 24Q (5433.944797 sec): 3 clusters Score: Raw -181481.070058 + Penalty 1705.011176 = -179776.058883 nChanged 3 SP:Iteration 25Q (5434.062226 sec): 3 clusters Score: Raw -181481.635624 + Penalty 1705.011176 = -179776.624448 nChanged 1 SP:Iteration 26Q (5434.183194 sec): 3 clusters Score: Raw -181481.684943 + Penalty 1705.011176 = -179776.673767 nChanged 0 SP:Iteration 27F (5434.295058 sec): 3 clusters Score: Raw -181481.684943 + Penalty 1705.011176 = -179776.673767 nChanged 0 Trying to split cluster 6 (3257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5434.388093 sec): 2 clusters Score: Raw -192157.084298 + Penalty 849.298990 = -191307.785309 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5434.493918 sec): 3 clusters Score: Raw -190529.481409 + Penalty 1698.597979 = -188830.883430 nChanged 1277 SP:Iteration 1F (5434.629684 sec): 3 clusters Score: Raw -191257.174366 + Penalty 1698.597979 = -189558.576387 nChanged 251 SP:Iteration 2F (5434.767786 sec): 3 clusters Score: Raw -191410.668574 + Penalty 1698.597979 = -189712.070595 nChanged 210 SP:Iteration 3F (5434.887130 sec): 3 clusters Score: Raw -191544.847806 + Penalty 1698.597979 = -189846.249827 nChanged 186 SP:Iteration 4F (5435.013560 sec): 3 clusters Score: Raw -191649.021002 + Penalty 1698.597979 = -189950.423022 nChanged 144 SP:Iteration 5Q (5435.134196 sec): 3 clusters Score: Raw -191734.794946 + Penalty 1698.597979 = -190036.196967 nChanged 117 SP:Iteration 6Q (5435.249908 sec): 3 clusters Score: Raw -191790.975233 + Penalty 1698.597979 = -190092.377254 nChanged 92 SP:Iteration 7Q (5435.358182 sec): 3 clusters Score: Raw -191837.223565 + Penalty 1698.597979 = -190138.625585 nChanged 86 SP:Iteration 8Q (5435.493988 sec): 3 clusters Score: Raw -191875.708883 + Penalty 1698.597979 = -190177.110904 nChanged 80 SP:Iteration 9Q (5435.593786 sec): 3 clusters Score: Raw -191915.675649 + Penalty 1698.597979 = -190217.077670 nChanged 74 SP:Iteration 10Q (5435.701462 sec): 3 clusters Score: Raw -191952.644561 + Penalty 1698.597979 = -190254.046582 nChanged 67 SP:Iteration 11Q (5435.833503 sec): 3 clusters Score: Raw -191990.925459 + Penalty 1698.597979 = -190292.327480 nChanged 56 SP:Iteration 12Q (5435.963753 sec): 3 clusters Score: Raw -192018.720431 + Penalty 1698.597979 = -190320.122452 nChanged 54 SP:Iteration 13Q (5436.089522 sec): 3 clusters Score: Raw -192049.173109 + Penalty 1698.597979 = -190350.575130 nChanged 57 SP:Iteration 14Q (5436.214093 sec): 3 clusters Score: Raw -192082.580578 + Penalty 1698.597979 = -190383.982599 nChanged 50 SP:Iteration 15Q (5436.327001 sec): 3 clusters Score: Raw -192113.974208 + Penalty 1698.597979 = -190415.376229 nChanged 44 SP:Iteration 16Q (5436.477580 sec): 3 clusters Score: Raw -192139.212899 + Penalty 1698.597979 = -190440.614920 nChanged 33 SP:Iteration 17Q (5436.588624 sec): 3 clusters Score: Raw -192163.772761 + Penalty 1698.597979 = -190465.174782 nChanged 29 SP:Iteration 18Q (5436.695054 sec): 3 clusters Score: Raw -192180.369050 + Penalty 1698.597979 = -190481.771071 nChanged 24 SP:Iteration 19Q (5436.823038 sec): 3 clusters Score: Raw -192192.606483 + Penalty 1698.597979 = -190494.008504 nChanged 20 SP:Iteration 20F (5436.937068 sec): 3 clusters Score: Raw -192205.792245 + Penalty 1698.597979 = -190507.194266 nChanged 23 SP:Iteration 21Q (5437.063784 sec): 3 clusters Score: Raw -192218.349858 + Penalty 1698.597979 = -190519.751879 nChanged 19 SP:Iteration 22Q (5437.168133 sec): 3 clusters Score: Raw -192228.958940 + Penalty 1698.597979 = -190530.360961 nChanged 16 SP:Iteration 23Q (5437.301482 sec): 3 clusters Score: Raw -192237.048038 + Penalty 1698.597979 = -190538.450059 nChanged 15 SP:Iteration 24Q (5437.409024 sec): 3 clusters Score: Raw -192244.910002 + Penalty 1698.597979 = -190546.312023 nChanged 10 SP:Iteration 25Q (5437.511872 sec): 3 clusters Score: Raw -192250.382771 + Penalty 1698.597979 = -190551.784792 nChanged 9 SP:Iteration 26Q (5437.617924 sec): 3 clusters Score: Raw -192254.789042 + Penalty 1698.597979 = -190556.191063 nChanged 9 SP:Iteration 27Q (5437.728455 sec): 3 clusters Score: Raw -192258.634253 + Penalty 1698.597979 = -190560.036274 nChanged 9 SP:Iteration 28Q (5437.851477 sec): 3 clusters Score: Raw -192262.441989 + Penalty 1698.597979 = -190563.844010 nChanged 8 SP:Iteration 29Q (5437.986500 sec): 3 clusters Score: Raw -192265.302372 + Penalty 1698.597979 = -190566.704393 nChanged 9 SP:Iteration 30Q (5438.092919 sec): 3 clusters Score: Raw -192268.363015 + Penalty 1698.597979 = -190569.765036 nChanged 8 SP:Iteration 31Q (5438.188578 sec): 3 clusters Score: Raw -192271.240927 + Penalty 1698.597979 = -190572.642948 nChanged 5 SP:Iteration 32Q (5438.310053 sec): 3 clusters Score: Raw -192274.370365 + Penalty 1698.597979 = -190575.772385 nChanged 6 SP:Iteration 33Q (5438.416152 sec): 3 clusters Score: Raw -192278.128615 + Penalty 1698.597979 = -190579.530636 nChanged 10 SP:Iteration 34Q (5438.550224 sec): 3 clusters Score: Raw -192280.855486 + Penalty 1698.597979 = -190582.257507 nChanged 6 SP:Iteration 35Q (5438.675924 sec): 3 clusters Score: Raw -192284.103009 + Penalty 1698.597979 = -190585.505030 nChanged 7 SP:Iteration 36Q (5438.763781 sec): 3 clusters Score: Raw -192288.263901 + Penalty 1698.597979 = -190589.665922 nChanged 10 SP:Iteration 37Q (5438.876857 sec): 3 clusters Score: Raw -192292.894286 + Penalty 1698.597979 = -190594.296307 nChanged 8 SP:Iteration 38Q (5438.964051 sec): 3 clusters Score: Raw -192296.554553 + Penalty 1698.597979 = -190597.956574 nChanged 8 SP:Iteration 39Q (5439.083634 sec): 3 clusters Score: Raw -192299.410528 + Penalty 1698.597979 = -190600.812549 nChanged 2 SP:Iteration 40F (5439.212730 sec): 3 clusters Score: Raw -192300.023117 + Penalty 1698.597979 = -190601.425138 nChanged 1 SP:Iteration 41Q (5439.316387 sec): 3 clusters Score: Raw -192300.130806 + Penalty 1698.597979 = -190601.532827 nChanged 1 SP:Iteration 42Q (5439.437133 sec): 3 clusters Score: Raw -192300.639575 + Penalty 1698.597979 = -190602.041596 nChanged 4 SP:Iteration 43Q (5439.554902 sec): 3 clusters Score: Raw -192302.721266 + Penalty 1698.597979 = -190604.123287 nChanged 7 SP:Iteration 44Q (5439.698271 sec): 3 clusters Score: Raw -192307.366229 + Penalty 1698.597979 = -190608.768250 nChanged 7 SP:Iteration 45Q (5439.796337 sec): 3 clusters Score: Raw -192310.673884 + Penalty 1698.597979 = -190612.075905 nChanged 6 SP:Iteration 46Q (5439.927671 sec): 3 clusters Score: Raw -192313.072352 + Penalty 1698.597979 = -190614.474373 nChanged 2 SP:Iteration 47Q (5440.026062 sec): 3 clusters Score: Raw -192313.363324 + Penalty 1698.597979 = -190614.765345 nChanged 1 SP:Iteration 48Q (5440.170974 sec): 3 clusters Score: Raw -192313.650118 + Penalty 1698.597979 = -190615.052139 nChanged 0 SP:Iteration 49F (5440.283719 sec): 3 clusters Score: Raw -192313.650118 + Penalty 1698.597979 = -190615.052139 nChanged 0 Trying to split cluster 7 (1671 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5440.322056 sec): 2 clusters Score: Raw -95062.955853 + Penalty 779.223641 = -94283.732212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5440.439278 sec): 3 clusters Score: Raw -94331.772422 + Penalty 1558.447281 = -92773.325141 nChanged 607 SP:Iteration 1F (5440.535836 sec): 3 clusters Score: Raw -94743.089144 + Penalty 1558.447281 = -93184.641863 nChanged 131 SP:Iteration 2F (5440.664475 sec): 3 clusters Score: Raw -94870.477691 + Penalty 1558.447281 = -93312.030410 nChanged 116 SP:Iteration 3F (5440.760129 sec): 3 clusters Score: Raw -94983.513926 + Penalty 1558.447281 = -93425.066645 nChanged 97 SP:Iteration 4F (5440.897695 sec): 3 clusters Score: Raw -95073.990525 + Penalty 1558.447281 = -93515.543244 nChanged 82 SP:Iteration 5Q (5441.003551 sec): 3 clusters Score: Raw -95137.001668 + Penalty 1558.447281 = -93578.554387 nChanged 71 SP:Iteration 6Q (5441.085552 sec): 3 clusters Score: Raw -95182.090287 + Penalty 1558.447281 = -93623.643006 nChanged 47 SP:Iteration 7Q (5441.210128 sec): 3 clusters Score: Raw -95212.019374 + Penalty 1558.447281 = -93653.572093 nChanged 35 SP:Iteration 8Q (5441.284056 sec): 3 clusters Score: Raw -95231.843386 + Penalty 1558.447281 = -93673.396105 nChanged 23 SP:Iteration 9Q (5441.408695 sec): 3 clusters Score: Raw -95245.071971 + Penalty 1558.447281 = -93686.624690 nChanged 25 SP:Iteration 10Q (5441.509901 sec): 3 clusters Score: Raw -95270.651701 + Penalty 1558.447281 = -93712.204420 nChanged 32 SP:Iteration 11Q (5441.631370 sec): 3 clusters Score: Raw -95291.243213 + Penalty 1558.447281 = -93732.795932 nChanged 23 SP:Iteration 12Q (5441.748652 sec): 3 clusters Score: Raw -95302.974635 + Penalty 1558.447281 = -93744.527354 nChanged 18 SP:Iteration 13Q (5441.832056 sec): 3 clusters Score: Raw -95312.862078 + Penalty 1558.447281 = -93754.414797 nChanged 29 SP:Iteration 14Q (5441.982596 sec): 3 clusters Score: Raw -95329.460343 + Penalty 1558.447281 = -93771.013062 nChanged 18 SP:Iteration 15Q (5442.114140 sec): 3 clusters Score: Raw -95339.444655 + Penalty 1558.447281 = -93780.997374 nChanged 13 SP:Iteration 16Q (5442.232552 sec): 3 clusters Score: Raw -95345.611794 + Penalty 1558.447281 = -93787.164513 nChanged 15 SP:Iteration 17Q (5442.344163 sec): 3 clusters Score: Raw -95353.969603 + Penalty 1558.447281 = -93795.522322 nChanged 6 SP:Iteration 18Q (5442.460257 sec): 3 clusters Score: Raw -95356.591793 + Penalty 1558.447281 = -93798.144512 nChanged 8 SP:Iteration 19Q (5442.591186 sec): 3 clusters Score: Raw -95360.156889 + Penalty 1558.447281 = -93801.709608 nChanged 5 SP:Iteration 20F (5442.696123 sec): 3 clusters Score: Raw -95362.007224 + Penalty 1558.447281 = -93803.559943 nChanged 2 SP:Iteration 21Q (5442.827478 sec): 3 clusters Score: Raw -95362.661368 + Penalty 1558.447281 = -93804.214087 nChanged 2 SP:Iteration 22Q (5442.920138 sec): 3 clusters Score: Raw -95363.937415 + Penalty 1558.447281 = -93805.490134 nChanged 3 SP:Iteration 23Q (5443.041583 sec): 3 clusters Score: Raw -95365.471640 + Penalty 1558.447281 = -93807.024359 nChanged 2 SP:Iteration 24Q (5443.168732 sec): 3 clusters Score: Raw -95366.983170 + Penalty 1558.447281 = -93808.535889 nChanged 4 SP:Iteration 25Q (5443.291524 sec): 3 clusters Score: Raw -95369.158156 + Penalty 1558.447281 = -93810.710875 nChanged 4 SP:Iteration 26Q (5443.398534 sec): 3 clusters Score: Raw -95370.162780 + Penalty 1558.447281 = -93811.715499 nChanged 1 SP:Iteration 27Q (5443.528021 sec): 3 clusters Score: Raw -95370.371406 + Penalty 1558.447281 = -93811.924125 nChanged 0 SP:Iteration 28F (5443.626692 sec): 3 clusters Score: Raw -95370.371406 + Penalty 1558.447281 = -93811.924125 nChanged 0 Trying to split cluster 8 (1685 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5443.670288 sec): 2 clusters Score: Raw -83621.140027 + Penalty 780.099688 = -82841.040338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5443.814608 sec): 3 clusters Score: Raw -82902.931852 + Penalty 1560.199377 = -81342.732475 nChanged 645 SP:Iteration 1F (5443.918308 sec): 3 clusters Score: Raw -83340.874263 + Penalty 1560.199377 = -81780.674886 nChanged 137 SP:Iteration 2F (5444.017303 sec): 3 clusters Score: Raw -83440.834379 + Penalty 1560.199377 = -81880.635003 nChanged 97 SP:Iteration 3F (5444.151174 sec): 3 clusters Score: Raw -83505.836645 + Penalty 1560.199377 = -81945.637268 nChanged 69 SP:Iteration 4Q (5444.266450 sec): 3 clusters Score: Raw -83545.634062 + Penalty 1560.199377 = -81985.434685 nChanged 57 SP:Iteration 5Q (5444.379812 sec): 3 clusters Score: Raw -83579.232628 + Penalty 1560.199377 = -82019.033251 nChanged 40 SP:Iteration 6Q (5444.471940 sec): 3 clusters Score: Raw -83612.058089 + Penalty 1560.199377 = -82051.858712 nChanged 46 SP:Iteration 7Q (5444.613235 sec): 3 clusters Score: Raw -83642.201563 + Penalty 1560.199377 = -82082.002186 nChanged 44 SP:Iteration 8Q (5444.740509 sec): 3 clusters Score: Raw -83678.013245 + Penalty 1560.199377 = -82117.813868 nChanged 47 SP:Iteration 9Q (5444.873575 sec): 3 clusters Score: Raw -83707.045877 + Penalty 1560.199377 = -82146.846500 nChanged 30 SP:Iteration 10Q (5444.964720 sec): 3 clusters Score: Raw -83732.105541 + Penalty 1560.199377 = -82171.906164 nChanged 30 SP:Iteration 11Q (5445.092995 sec): 3 clusters Score: Raw -83750.135046 + Penalty 1560.199377 = -82189.935669 nChanged 19 SP:Iteration 12Q (5445.185873 sec): 3 clusters Score: Raw -83760.117354 + Penalty 1560.199377 = -82199.917977 nChanged 9 SP:Iteration 13Q (5445.292419 sec): 3 clusters Score: Raw -83762.916899 + Penalty 1560.199377 = -82202.717522 nChanged 6 SP:Iteration 14Q (5445.403352 sec): 3 clusters Score: Raw -83765.222482 + Penalty 1560.199377 = -82205.023105 nChanged 7 SP:Iteration 15Q (5445.525149 sec): 3 clusters Score: Raw -83767.827297 + Penalty 1560.199377 = -82207.627920 nChanged 6 SP:Iteration 16Q (5445.616088 sec): 3 clusters Score: Raw -83770.484765 + Penalty 1560.199377 = -82210.285388 nChanged 7 SP:Iteration 17Q (5445.720971 sec): 3 clusters Score: Raw -83772.243429 + Penalty 1560.199377 = -82212.044052 nChanged 5 SP:Iteration 18Q (5445.829694 sec): 3 clusters Score: Raw -83773.875552 + Penalty 1560.199377 = -82213.676175 nChanged 4 SP:Iteration 19Q (5445.942961 sec): 3 clusters Score: Raw -83775.286545 + Penalty 1560.199377 = -82215.087168 nChanged 6 SP:Iteration 20F (5446.047891 sec): 3 clusters Score: Raw -83778.299513 + Penalty 1560.199377 = -82218.100136 nChanged 12 SP:Iteration 21Q (5446.158725 sec): 3 clusters Score: Raw -83784.552806 + Penalty 1560.199377 = -82224.353429 nChanged 16 SP:Iteration 22Q (5446.279327 sec): 3 clusters Score: Raw -83798.384788 + Penalty 1560.199377 = -82238.185411 nChanged 18 SP:Iteration 23Q (5446.398846 sec): 3 clusters Score: Raw -83812.037779 + Penalty 1560.199377 = -82251.838402 nChanged 17 SP:Iteration 24Q (5446.500648 sec): 3 clusters Score: Raw -83821.696035 + Penalty 1560.199377 = -82261.496658 nChanged 11 SP:Iteration 25Q (5446.623376 sec): 3 clusters Score: Raw -83827.060249 + Penalty 1560.199377 = -82266.860872 nChanged 8 SP:Iteration 26Q (5446.751206 sec): 3 clusters Score: Raw -83830.322262 + Penalty 1560.199377 = -82270.122885 nChanged 9 SP:Iteration 27Q (5446.835567 sec): 3 clusters Score: Raw -83835.356710 + Penalty 1560.199377 = -82275.157333 nChanged 9 SP:Iteration 28Q (5446.964600 sec): 3 clusters Score: Raw -83840.862794 + Penalty 1560.199377 = -82280.663417 nChanged 11 SP:Iteration 29Q (5447.051057 sec): 3 clusters Score: Raw -83847.363575 + Penalty 1560.199377 = -82287.164199 nChanged 8 SP:Iteration 30Q (5447.161212 sec): 3 clusters Score: Raw -83849.936533 + Penalty 1560.199377 = -82289.737156 nChanged 4 SP:Iteration 31Q (5447.286845 sec): 3 clusters Score: Raw -83852.539493 + Penalty 1560.199377 = -82292.340116 nChanged 5 SP:Iteration 32Q (5447.410984 sec): 3 clusters Score: Raw -83855.157937 + Penalty 1560.199377 = -82294.958560 nChanged 5 SP:Iteration 33Q (5447.506239 sec): 3 clusters Score: Raw -83856.894619 + Penalty 1560.199377 = -82296.695242 nChanged 7 SP:Iteration 34Q (5447.624097 sec): 3 clusters Score: Raw -83859.170863 + Penalty 1560.199377 = -82298.971486 nChanged 4 SP:Iteration 35Q (5447.747369 sec): 3 clusters Score: Raw -83860.359933 + Penalty 1560.199377 = -82300.160556 nChanged 5 SP:Iteration 36Q (5447.840730 sec): 3 clusters Score: Raw -83862.280489 + Penalty 1560.199377 = -82302.081112 nChanged 5 SP:Iteration 37Q (5447.978124 sec): 3 clusters Score: Raw -83863.225400 + Penalty 1560.199377 = -82303.026023 nChanged 2 SP:Iteration 38Q (5448.058989 sec): 3 clusters Score: Raw -83863.949293 + Penalty 1560.199377 = -82303.749916 nChanged 3 SP:Iteration 39Q (5448.174103 sec): 3 clusters Score: Raw -83864.804043 + Penalty 1560.199377 = -82304.604666 nChanged 3 SP:Iteration 40F (5448.267157 sec): 3 clusters Score: Raw -83865.407716 + Penalty 1560.199377 = -82305.208339 nChanged 2 SP:Iteration 41Q (5448.385482 sec): 3 clusters Score: Raw -83866.359087 + Penalty 1560.199377 = -82306.159710 nChanged 5 SP:Iteration 42Q (5448.493385 sec): 3 clusters Score: Raw -83868.439750 + Penalty 1560.199377 = -82308.240373 nChanged 2 SP:Iteration 43Q (5448.583387 sec): 3 clusters Score: Raw -83870.704683 + Penalty 1560.199377 = -82310.505306 nChanged 2 SP:Iteration 44Q (5448.703627 sec): 3 clusters Score: Raw -83871.645223 + Penalty 1560.199377 = -82311.445846 nChanged 1 SP:Iteration 45Q (5448.807434 sec): 3 clusters Score: Raw -83872.273992 + Penalty 1560.199377 = -82312.074615 nChanged 1 SP:Iteration 46Q (5448.913697 sec): 3 clusters Score: Raw -83872.465267 + Penalty 1560.199377 = -82312.265890 nChanged 1 SP:Iteration 47Q (5449.021380 sec): 3 clusters Score: Raw -83872.606645 + Penalty 1560.199377 = -82312.407268 nChanged 0 SP:Iteration 48F (5449.142234 sec): 3 clusters Score: Raw -83872.606645 + Penalty 1560.199377 = -82312.407268 nChanged 0 Trying to split cluster 9 (4216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5449.224636 sec): 2 clusters Score: Raw -216035.890510 + Penalty 876.397419 = -215159.493091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5449.319748 sec): 3 clusters Score: Raw -213751.566597 + Penalty 1752.794839 = -211998.771758 nChanged 1754 SP:Iteration 1F (5449.456860 sec): 3 clusters Score: Raw -214794.281263 + Penalty 1752.794839 = -213041.486424 nChanged 343 SP:Iteration 2F (5449.566482 sec): 3 clusters Score: Raw -215029.111677 + Penalty 1752.794839 = -213276.316838 nChanged 277 SP:Iteration 3F (5449.677892 sec): 3 clusters Score: Raw -215197.709846 + Penalty 1752.794839 = -213444.915007 nChanged 223 SP:Iteration 4F (5449.811911 sec): 3 clusters Score: Raw -215372.302706 + Penalty 1752.794839 = -213619.507867 nChanged 248 SP:Iteration 5F (5449.899367 sec): 3 clusters Score: Raw -215587.881814 + Penalty 1752.794839 = -213835.086975 nChanged 234 SP:Iteration 6F (5450.016573 sec): 3 clusters Score: Raw -215813.702591 + Penalty 1752.794839 = -214060.907752 nChanged 227 SP:Iteration 7F (5450.137602 sec): 3 clusters Score: Raw -216018.537834 + Penalty 1752.794839 = -214265.742995 nChanged 223 SP:Iteration 8F (5450.263739 sec): 3 clusters Score: Raw -216207.184442 + Penalty 1752.794839 = -214454.389603 nChanged 166 SP:Iteration 9Q (5450.365907 sec): 3 clusters Score: Raw -216341.256248 + Penalty 1752.794839 = -214588.461409 nChanged 124 SP:Iteration 10Q (5450.487831 sec): 3 clusters Score: Raw -216427.272013 + Penalty 1752.794839 = -214674.477174 nChanged 103 SP:Iteration 11Q (5450.620549 sec): 3 clusters Score: Raw -216501.510181 + Penalty 1752.794839 = -214748.715342 nChanged 84 SP:Iteration 12Q (5450.742695 sec): 3 clusters Score: Raw -216550.352241 + Penalty 1752.794839 = -214797.557402 nChanged 67 SP:Iteration 13Q (5450.830415 sec): 3 clusters Score: Raw -216594.117436 + Penalty 1752.794839 = -214841.322597 nChanged 72 SP:Iteration 14Q (5450.973214 sec): 3 clusters Score: Raw -216634.237608 + Penalty 1752.794839 = -214881.442769 nChanged 54 SP:Iteration 15Q (5451.067389 sec): 3 clusters Score: Raw -216662.582040 + Penalty 1752.794839 = -214909.787201 nChanged 45 SP:Iteration 16Q (5451.189279 sec): 3 clusters Score: Raw -216678.909245 + Penalty 1752.794839 = -214926.114406 nChanged 33 SP:Iteration 17Q (5451.304266 sec): 3 clusters Score: Raw -216691.046398 + Penalty 1752.794839 = -214938.251559 nChanged 28 SP:Iteration 18Q (5451.431505 sec): 3 clusters Score: Raw -216700.254008 + Penalty 1752.794839 = -214947.459169 nChanged 14 SP:Iteration 19Q (5451.552914 sec): 3 clusters Score: Raw -216703.895900 + Penalty 1752.794839 = -214951.101061 nChanged 6 SP:Iteration 20F (5451.680063 sec): 3 clusters Score: Raw -216705.520294 + Penalty 1752.794839 = -214952.725455 nChanged 9 SP:Iteration 21Q (5451.782752 sec): 3 clusters Score: Raw -216707.594220 + Penalty 1752.794839 = -214954.799381 nChanged 7 SP:Iteration 22Q (5451.914192 sec): 3 clusters Score: Raw -216709.549381 + Penalty 1752.794839 = -214956.754543 nChanged 4 SP:Iteration 23Q (5452.037678 sec): 3 clusters Score: Raw -216711.850888 + Penalty 1752.794839 = -214959.056049 nChanged 5 SP:Iteration 24Q (5452.116662 sec): 3 clusters Score: Raw -216714.926210 + Penalty 1752.794839 = -214962.131371 nChanged 8 SP:Iteration 25Q (5452.252982 sec): 3 clusters Score: Raw -216716.499246 + Penalty 1752.794839 = -214963.704407 nChanged 8 SP:Iteration 26Q (5452.369322 sec): 3 clusters Score: Raw -216717.902664 + Penalty 1752.794839 = -214965.107825 nChanged 2 SP:Iteration 27Q (5452.470885 sec): 3 clusters Score: Raw -216718.284207 + Penalty 1752.794839 = -214965.489368 nChanged 4 SP:Iteration 28Q (5452.609508 sec): 3 clusters Score: Raw -216718.718154 + Penalty 1752.794839 = -214965.923315 nChanged 2 SP:Iteration 29Q (5452.711705 sec): 3 clusters Score: Raw -216718.946815 + Penalty 1752.794839 = -214966.151976 nChanged 1 SP:Iteration 30Q (5452.817522 sec): 3 clusters Score: Raw -216719.003840 + Penalty 1752.794839 = -214966.209001 nChanged 0 SP:Iteration 31F (5452.917172 sec): 3 clusters Score: Raw -216719.003840 + Penalty 1752.794839 = -214966.209001 nChanged 0 Trying to split cluster 10 (984 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5452.988190 sec): 2 clusters Score: Raw -44345.377072 + Penalty 723.620719 = -43621.756353 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5453.064552 sec): 3 clusters Score: Raw -44007.152616 + Penalty 1447.241438 = -42559.911178 nChanged 346 SP:Iteration 1F (5453.160713 sec): 3 clusters Score: Raw -44418.182040 + Penalty 1447.241438 = -42970.940602 nChanged 108 SP:Iteration 2F (5453.283034 sec): 3 clusters Score: Raw -44599.687665 + Penalty 1447.241438 = -43152.446227 nChanged 57 SP:Iteration 3F (5453.392898 sec): 3 clusters Score: Raw -44724.590815 + Penalty 1447.241438 = -43277.349377 nChanged 54 SP:Iteration 4F (5453.514373 sec): 3 clusters Score: Raw -44808.966316 + Penalty 1447.241438 = -43361.724877 nChanged 31 SP:Iteration 5Q (5453.633462 sec): 3 clusters Score: Raw -44850.519146 + Penalty 1447.241438 = -43403.277708 nChanged 25 SP:Iteration 6Q (5453.724164 sec): 3 clusters Score: Raw -44894.651660 + Penalty 1447.241438 = -43447.410222 nChanged 25 SP:Iteration 7Q (5453.839663 sec): 3 clusters Score: Raw -44936.145375 + Penalty 1447.241438 = -43488.903937 nChanged 19 SP:Iteration 8Q (5453.949881 sec): 3 clusters Score: Raw -44960.466470 + Penalty 1447.241438 = -43513.225032 nChanged 15 SP:Iteration 9Q (5454.095759 sec): 3 clusters Score: Raw -44974.504083 + Penalty 1447.241438 = -43527.262644 nChanged 11 SP:Iteration 10Q (5454.198306 sec): 3 clusters Score: Raw -44983.334382 + Penalty 1447.241438 = -43536.092944 nChanged 12 SP:Iteration 11Q (5454.321000 sec): 3 clusters Score: Raw -44994.267517 + Penalty 1447.241438 = -43547.026079 nChanged 10 SP:Iteration 12Q (5454.433750 sec): 3 clusters Score: Raw -45002.373819 + Penalty 1447.241438 = -43555.132380 nChanged 11 SP:Iteration 13Q (5454.519274 sec): 3 clusters Score: Raw -45011.431448 + Penalty 1447.241438 = -43564.190010 nChanged 7 SP:Iteration 14Q (5454.634346 sec): 3 clusters Score: Raw -45017.869233 + Penalty 1447.241438 = -43570.627795 nChanged 6 SP:Iteration 15Q (5454.750075 sec): 3 clusters Score: Raw -45025.964425 + Penalty 1447.241438 = -43578.722987 nChanged 4 SP:Iteration 16Q (5454.850076 sec): 3 clusters Score: Raw -45029.581115 + Penalty 1447.241438 = -43582.339677 nChanged 3 SP:Iteration 17Q (5454.967613 sec): 3 clusters Score: Raw -45031.709432 + Penalty 1447.241438 = -43584.467994 nChanged 1 SP:Iteration 18Q (5455.074402 sec): 3 clusters Score: Raw -45031.818890 + Penalty 1447.241438 = -43584.577451 nChanged 0 SP:Iteration 19F (5455.185503 sec): 3 clusters Score: Raw -45031.818890 + Penalty 1447.241438 = -43584.577451 nChanged 0 Trying to split cluster 11 (12527 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5455.299802 sec): 2 clusters Score: Raw -751306.772496 + Penalty 990.742367 = -750316.030129 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5455.418011 sec): 3 clusters Score: Raw -743774.183812 + Penalty 1981.484735 = -741792.699077 nChanged 5712 SP:Iteration 1F (5455.548879 sec): 3 clusters Score: Raw -747022.880159 + Penalty 1981.484735 = -745041.395425 nChanged 856 SP:Iteration 2F (5455.680688 sec): 3 clusters Score: Raw -747465.598881 + Penalty 1981.484735 = -745484.114146 nChanged 818 SP:Iteration 3F (5455.823866 sec): 3 clusters Score: Raw -747918.195104 + Penalty 1981.484735 = -745936.710369 nChanged 753 SP:Iteration 4F (5455.960696 sec): 3 clusters Score: Raw -748317.539728 + Penalty 1981.484735 = -746336.054994 nChanged 657 SP:Iteration 5F (5456.059095 sec): 3 clusters Score: Raw -748694.993136 + Penalty 1981.484735 = -746713.508402 nChanged 635 SP:Iteration 6F (5456.187802 sec): 3 clusters Score: Raw -749080.192376 + Penalty 1981.484735 = -747098.707641 nChanged 603 SP:Iteration 7Q (5456.335456 sec): 3 clusters Score: Raw -749443.437702 + Penalty 1981.484735 = -747461.952967 nChanged 551 SP:Iteration 8Q (5456.437464 sec): 3 clusters Score: Raw -749745.065064 + Penalty 1981.484735 = -747763.580329 nChanged 478 SP:Iteration 9Q (5456.592656 sec): 3 clusters Score: Raw -749985.512952 + Penalty 1981.484735 = -748004.028217 nChanged 409 SP:Iteration 10Q (5456.712684 sec): 3 clusters Score: Raw -750183.417974 + Penalty 1981.484735 = -748201.933239 nChanged 360 SP:Iteration 11Q (5456.846904 sec): 3 clusters Score: Raw -750386.976513 + Penalty 1981.484735 = -748405.491778 nChanged 337 SP:Iteration 12Q (5457.004971 sec): 3 clusters Score: Raw -750557.893212 + Penalty 1981.484735 = -748576.408477 nChanged 303 SP:Iteration 13Q (5457.142624 sec): 3 clusters Score: Raw -750702.011621 + Penalty 1981.484735 = -748720.526886 nChanged 262 SP:Iteration 14Q (5457.262293 sec): 3 clusters Score: Raw -750838.811834 + Penalty 1981.484735 = -748857.327099 nChanged 273 SP:Iteration 15Q (5457.409007 sec): 3 clusters Score: Raw -750980.288638 + Penalty 1981.484735 = -748998.803903 nChanged 245 SP:Iteration 16Q (5457.538627 sec): 3 clusters Score: Raw -751110.424779 + Penalty 1981.484735 = -749128.940044 nChanged 259 SP:Iteration 17Q (5457.658010 sec): 3 clusters Score: Raw -751269.929930 + Penalty 1981.484735 = -749288.445196 nChanged 255 SP:Iteration 18Q (5457.779580 sec): 3 clusters Score: Raw -751440.120781 + Penalty 1981.484735 = -749458.636046 nChanged 248 SP:Iteration 19Q (5457.940176 sec): 3 clusters Score: Raw -751626.544866 + Penalty 1981.484735 = -749645.060131 nChanged 225 SP:Iteration 20F (5458.084623 sec): 3 clusters Score: Raw -751800.033004 + Penalty 1981.484735 = -749818.548269 nChanged 220 SP:Iteration 21Q (5458.220352 sec): 3 clusters Score: Raw -751990.156195 + Penalty 1981.484735 = -750008.671460 nChanged 200 SP:Iteration 22Q (5458.345895 sec): 3 clusters Score: Raw -752135.284544 + Penalty 1981.484735 = -750153.799810 nChanged 150 SP:Iteration 23Q (5458.481224 sec): 3 clusters Score: Raw -752230.013119 + Penalty 1981.484735 = -750248.528384 nChanged 127 SP:Iteration 24Q (5458.590620 sec): 3 clusters Score: Raw -752292.793173 + Penalty 1981.484735 = -750311.308438 nChanged 82 SP:Iteration 25Q (5458.689514 sec): 3 clusters Score: Raw -752319.126246 + Penalty 1981.484735 = -750337.641512 nChanged 43 SP:Iteration 26Q (5458.804693 sec): 3 clusters Score: Raw -752328.057996 + Penalty 1981.484735 = -750346.573261 nChanged 25 SP:Iteration 27Q (5458.947366 sec): 3 clusters Score: Raw -752331.676335 + Penalty 1981.484735 = -750350.191600 nChanged 23 SP:Iteration 28Q (5459.060600 sec): 3 clusters Score: Raw -752334.759615 + Penalty 1981.484735 = -750353.274880 nChanged 16 SP:Iteration 29Q (5459.194996 sec): 3 clusters Score: Raw -752336.184008 + Penalty 1981.484735 = -750354.699274 nChanged 6 SP:Iteration 30Q (5459.324522 sec): 3 clusters Score: Raw -752336.752374 + Penalty 1981.484735 = -750355.267640 nChanged 5 SP:Iteration 31Q (5459.446484 sec): 3 clusters Score: Raw -752337.361446 + Penalty 1981.484735 = -750355.876711 nChanged 7 SP:Iteration 32Q (5459.552707 sec): 3 clusters Score: Raw -752338.061670 + Penalty 1981.484735 = -750356.576935 nChanged 6 SP:Iteration 33Q (5459.672334 sec): 3 clusters Score: Raw -752338.572194 + Penalty 1981.484735 = -750357.087459 nChanged 7 SP:Iteration 34Q (5459.793397 sec): 3 clusters Score: Raw -752339.830086 + Penalty 1981.484735 = -750358.345352 nChanged 10 SP:Iteration 35Q (5459.915504 sec): 3 clusters Score: Raw -752341.312414 + Penalty 1981.484735 = -750359.827679 nChanged 11 SP:Iteration 36Q (5460.039414 sec): 3 clusters Score: Raw -752342.620607 + Penalty 1981.484735 = -750361.135872 nChanged 9 SP:Iteration 37Q (5460.170163 sec): 3 clusters Score: Raw -752343.869477 + Penalty 1981.484735 = -750362.384742 nChanged 6 SP:Iteration 38Q (5460.289527 sec): 3 clusters Score: Raw -752344.541332 + Penalty 1981.484735 = -750363.056597 nChanged 4 SP:Iteration 39Q (5460.430882 sec): 3 clusters Score: Raw -752344.808791 + Penalty 1981.484735 = -750363.324056 nChanged 4 SP:Iteration 40F (5460.533812 sec): 3 clusters Score: Raw -752345.408121 + Penalty 1981.484735 = -750363.923387 nChanged 4 SP:Iteration 41Q (5460.667450 sec): 3 clusters Score: Raw -752346.156797 + Penalty 1981.484735 = -750364.672062 nChanged 4 SP:Iteration 42Q (5460.801844 sec): 3 clusters Score: Raw -752346.797610 + Penalty 1981.484735 = -750365.312875 nChanged 3 SP:Iteration 43Q (5460.947206 sec): 3 clusters Score: Raw -752347.077756 + Penalty 1981.484735 = -750365.593022 nChanged 1 SP:Iteration 44Q (5461.043908 sec): 3 clusters Score: Raw -752347.128551 + Penalty 1981.484735 = -750365.643816 nChanged 0 SP:Iteration 45F (5461.191445 sec): 3 clusters Score: Raw -752347.128551 + Penalty 1981.484735 = -750365.643816 nChanged 0 Score: Raw -4221194.878254 + Penalty 22471.659320 = -4198723.218933 Splitting cluster 11 changes total score from -4198865.548790 to -4198723.218933 So it's not getting split. Trying to split cluster 12 (8651 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5463.109387 sec): 2 clusters Score: Raw -497694.831294 + Penalty 951.870171 = -496742.961123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5463.218363 sec): 3 clusters Score: Raw -492691.274192 + Penalty 1903.740342 = -490787.533850 nChanged 3791 SP:Iteration 1F (5463.376757 sec): 3 clusters Score: Raw -495063.616416 + Penalty 1903.740342 = -493159.876074 nChanged 731 SP:Iteration 2F (5463.475154 sec): 3 clusters Score: Raw -495572.458102 + Penalty 1903.740342 = -493668.717760 nChanged 648 SP:Iteration 3F (5463.625804 sec): 3 clusters Score: Raw -496025.492486 + Penalty 1903.740342 = -494121.752144 nChanged 549 SP:Iteration 4F (5463.736318 sec): 3 clusters Score: Raw -496388.265923 + Penalty 1903.740342 = -494484.525581 nChanged 419 SP:Iteration 5Q (5463.850089 sec): 3 clusters Score: Raw -496662.127174 + Penalty 1903.740342 = -494758.386832 nChanged 389 SP:Iteration 6Q (5463.983023 sec): 3 clusters Score: Raw -496931.169176 + Penalty 1903.740342 = -495027.428834 nChanged 327 SP:Iteration 7Q (5464.094677 sec): 3 clusters Score: Raw -497184.464635 + Penalty 1903.740342 = -495280.724293 nChanged 320 SP:Iteration 8Q (5464.219151 sec): 3 clusters Score: Raw -497422.074049 + Penalty 1903.740342 = -495518.333707 nChanged 294 SP:Iteration 9Q (5464.344454 sec): 3 clusters Score: Raw -497646.627895 + Penalty 1903.740342 = -495742.887553 nChanged 264 SP:Iteration 10Q (5464.488215 sec): 3 clusters Score: Raw -497835.687441 + Penalty 1903.740342 = -495931.947099 nChanged 225 SP:Iteration 11Q (5464.583193 sec): 3 clusters Score: Raw -497941.795643 + Penalty 1903.740342 = -496038.055301 nChanged 158 SP:Iteration 12Q (5464.704184 sec): 3 clusters Score: Raw -498006.478360 + Penalty 1903.740342 = -496102.738018 nChanged 135 SP:Iteration 13Q (5464.825198 sec): 3 clusters Score: Raw -498061.968566 + Penalty 1903.740342 = -496158.228224 nChanged 112 SP:Iteration 14Q (5464.955592 sec): 3 clusters Score: Raw -498096.492722 + Penalty 1903.740342 = -496192.752380 nChanged 68 SP:Iteration 15Q (5465.084397 sec): 3 clusters Score: Raw -498116.140922 + Penalty 1903.740342 = -496212.400580 nChanged 59 SP:Iteration 16Q (5465.205747 sec): 3 clusters Score: Raw -498129.143694 + Penalty 1903.740342 = -496225.403352 nChanged 55 SP:Iteration 17Q (5465.350401 sec): 3 clusters Score: Raw -498141.596127 + Penalty 1903.740342 = -496237.855785 nChanged 49 SP:Iteration 18Q (5465.500842 sec): 3 clusters Score: Raw -498152.345436 + Penalty 1903.740342 = -496248.605094 nChanged 48 SP:Iteration 19Q (5465.629561 sec): 3 clusters Score: Raw -498164.924197 + Penalty 1903.740342 = -496261.183855 nChanged 58 SP:Iteration 20F (5465.728343 sec): 3 clusters Score: Raw -498181.526564 + Penalty 1903.740342 = -496277.786222 nChanged 57 SP:Iteration 21Q (5465.873371 sec): 3 clusters Score: Raw -498197.185989 + Penalty 1903.740342 = -496293.445647 nChanged 62 SP:Iteration 22Q (5465.986398 sec): 3 clusters Score: Raw -498210.116279 + Penalty 1903.740342 = -496306.375937 nChanged 46 SP:Iteration 23Q (5466.113571 sec): 3 clusters Score: Raw -498219.277920 + Penalty 1903.740342 = -496315.537578 nChanged 35 SP:Iteration 24Q (5466.257534 sec): 3 clusters Score: Raw -498225.929009 + Penalty 1903.740342 = -496322.188667 nChanged 25 SP:Iteration 25Q (5466.385253 sec): 3 clusters Score: Raw -498229.659815 + Penalty 1903.740342 = -496325.919473 nChanged 14 SP:Iteration 26Q (5466.493212 sec): 3 clusters Score: Raw -498231.315631 + Penalty 1903.740342 = -496327.575289 nChanged 9 SP:Iteration 27Q (5466.642981 sec): 3 clusters Score: Raw -498232.200564 + Penalty 1903.740342 = -496328.460222 nChanged 4 SP:Iteration 28Q (5466.745398 sec): 3 clusters Score: Raw -498232.584137 + Penalty 1903.740342 = -496328.843795 nChanged 6 SP:Iteration 29Q (5466.860578 sec): 3 clusters Score: Raw -498233.032559 + Penalty 1903.740342 = -496329.292217 nChanged 9 SP:Iteration 30Q (5466.996749 sec): 3 clusters Score: Raw -498233.588002 + Penalty 1903.740342 = -496329.847660 nChanged 7 SP:Iteration 31Q (5467.127091 sec): 3 clusters Score: Raw -498234.219683 + Penalty 1903.740342 = -496330.479341 nChanged 7 SP:Iteration 32Q (5467.240861 sec): 3 clusters Score: Raw -498235.017546 + Penalty 1903.740342 = -496331.277204 nChanged 5 SP:Iteration 33Q (5467.355742 sec): 3 clusters Score: Raw -498235.402139 + Penalty 1903.740342 = -496331.661797 nChanged 4 SP:Iteration 34Q (5467.485303 sec): 3 clusters Score: Raw -498235.582424 + Penalty 1903.740342 = -496331.842082 nChanged 3 SP:Iteration 35Q (5467.605417 sec): 3 clusters Score: Raw -498235.760927 + Penalty 1903.740342 = -496332.020585 nChanged 4 SP:Iteration 36Q (5467.722081 sec): 3 clusters Score: Raw -498236.161677 + Penalty 1903.740342 = -496332.421335 nChanged 3 SP:Iteration 37Q (5467.817937 sec): 3 clusters Score: Raw -498236.349893 + Penalty 1903.740342 = -496332.609551 nChanged 3 SP:Iteration 38Q (5467.960626 sec): 3 clusters Score: Raw -498236.557011 + Penalty 1903.740342 = -496332.816669 nChanged 1 SP:Iteration 39Q (5468.080756 sec): 3 clusters Score: Raw -498236.749376 + Penalty 1903.740342 = -496333.009034 nChanged 5 SP:Iteration 40F (5468.188294 sec): 3 clusters Score: Raw -498237.536983 + Penalty 1903.740342 = -496333.796641 nChanged 5 SP:Iteration 41Q (5468.309952 sec): 3 clusters Score: Raw -498238.303040 + Penalty 1903.740342 = -496334.562698 nChanged 4 SP:Iteration 42Q (5468.447019 sec): 3 clusters Score: Raw -498238.860463 + Penalty 1903.740342 = -496335.120121 nChanged 4 SP:Iteration 43Q (5468.569504 sec): 3 clusters Score: Raw -498239.383953 + Penalty 1903.740342 = -496335.643611 nChanged 4 SP:Iteration 44Q (5468.690381 sec): 3 clusters Score: Raw -498239.787382 + Penalty 1903.740342 = -496336.047040 nChanged 3 SP:Iteration 45Q (5468.819108 sec): 3 clusters Score: Raw -498240.144224 + Penalty 1903.740342 = -496336.403882 nChanged 3 SP:Iteration 46Q (5468.916341 sec): 3 clusters Score: Raw -498240.452679 + Penalty 1903.740342 = -496336.712337 nChanged 3 SP:Iteration 47Q (5469.064706 sec): 3 clusters Score: Raw -498240.972560 + Penalty 1903.740342 = -496337.232218 nChanged 4 SP:Iteration 48Q (5469.192033 sec): 3 clusters Score: Raw -498241.239348 + Penalty 1903.740342 = -496337.499006 nChanged 6 SP:Iteration 49Q (5469.324468 sec): 3 clusters Score: Raw -498241.646174 + Penalty 1903.740342 = -496337.905832 nChanged 6 SP:Iteration 50Q (5469.445561 sec): 3 clusters Score: Raw -498242.187146 + Penalty 1903.740342 = -496338.446804 nChanged 3 SP:Iteration 51Q (5469.536983 sec): 3 clusters Score: Raw -498242.447808 + Penalty 1903.740342 = -496338.707466 nChanged 2 SP:Iteration 52Q (5469.653677 sec): 3 clusters Score: Raw -498242.554153 + Penalty 1903.740342 = -496338.813811 nChanged 0 SP:Iteration 53F (5469.775655 sec): 3 clusters Score: Raw -498242.554153 + Penalty 1903.740342 = -496338.813811 nChanged 0 Trying to split cluster 13 (3314 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5469.862085 sec): 2 clusters Score: Raw -166078.017362 + Penalty 851.120676 = -165226.896686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5469.973002 sec): 3 clusters Score: Raw -164334.079719 + Penalty 1702.241352 = -162631.838367 nChanged 1387 SP:Iteration 1F (5470.068854 sec): 3 clusters Score: Raw -165329.911300 + Penalty 1702.241352 = -163627.669948 nChanged 293 SP:Iteration 2F (5470.198026 sec): 3 clusters Score: Raw -165640.418187 + Penalty 1702.241352 = -163938.176835 nChanged 273 SP:Iteration 3F (5470.317522 sec): 3 clusters Score: Raw -165922.724405 + Penalty 1702.241352 = -164220.483053 nChanged 227 SP:Iteration 4F (5470.431823 sec): 3 clusters Score: Raw -166119.314255 + Penalty 1702.241352 = -164417.072904 nChanged 183 SP:Iteration 5F (5470.537732 sec): 3 clusters Score: Raw -166258.936546 + Penalty 1702.241352 = -164556.695194 nChanged 137 SP:Iteration 6Q (5470.655682 sec): 3 clusters Score: Raw -166348.640987 + Penalty 1702.241352 = -164646.399635 nChanged 101 SP:Iteration 7Q (5470.788152 sec): 3 clusters Score: Raw -166425.874358 + Penalty 1702.241352 = -164723.633007 nChanged 88 SP:Iteration 8Q (5470.907944 sec): 3 clusters Score: Raw -166505.619827 + Penalty 1702.241352 = -164803.378475 nChanged 93 SP:Iteration 9Q (5471.038356 sec): 3 clusters Score: Raw -166576.542542 + Penalty 1702.241352 = -164874.301191 nChanged 71 SP:Iteration 10Q (5471.151890 sec): 3 clusters Score: Raw -166618.096150 + Penalty 1702.241352 = -164915.854798 nChanged 54 SP:Iteration 11Q (5471.266806 sec): 3 clusters Score: Raw -166645.213622 + Penalty 1702.241352 = -164942.972270 nChanged 39 SP:Iteration 12Q (5471.367119 sec): 3 clusters Score: Raw -166669.624004 + Penalty 1702.241352 = -164967.382653 nChanged 35 SP:Iteration 13Q (5471.508747 sec): 3 clusters Score: Raw -166700.375128 + Penalty 1702.241352 = -164998.133776 nChanged 36 SP:Iteration 14Q (5471.633004 sec): 3 clusters Score: Raw -166715.519015 + Penalty 1702.241352 = -165013.277664 nChanged 27 SP:Iteration 15Q (5471.744992 sec): 3 clusters Score: Raw -166726.375353 + Penalty 1702.241352 = -165024.134001 nChanged 24 SP:Iteration 16Q (5471.848657 sec): 3 clusters Score: Raw -166733.515265 + Penalty 1702.241352 = -165031.273913 nChanged 11 SP:Iteration 17Q (5471.977021 sec): 3 clusters Score: Raw -166736.401261 + Penalty 1702.241352 = -165034.159909 nChanged 9 SP:Iteration 18Q (5472.098411 sec): 3 clusters Score: Raw -166741.625928 + Penalty 1702.241352 = -165039.384577 nChanged 8 SP:Iteration 19Q (5472.188859 sec): 3 clusters Score: Raw -166743.188997 + Penalty 1702.241352 = -165040.947645 nChanged 8 SP:Iteration 20F (5472.325048 sec): 3 clusters Score: Raw -166744.510875 + Penalty 1702.241352 = -165042.269523 nChanged 8 SP:Iteration 21Q (5472.402392 sec): 3 clusters Score: Raw -166747.156248 + Penalty 1702.241352 = -165044.914896 nChanged 5 SP:Iteration 22Q (5472.513855 sec): 3 clusters Score: Raw -166749.658271 + Penalty 1702.241352 = -165047.416919 nChanged 6 SP:Iteration 23Q (5472.624243 sec): 3 clusters Score: Raw -166751.522659 + Penalty 1702.241352 = -165049.281307 nChanged 5 SP:Iteration 24Q (5472.728028 sec): 3 clusters Score: Raw -166752.396262 + Penalty 1702.241352 = -165050.154910 nChanged 1 SP:Iteration 25Q (5472.852249 sec): 3 clusters Score: Raw -166752.498850 + Penalty 1702.241352 = -165050.257498 nChanged 0 SP:Iteration 26F (5472.977797 sec): 3 clusters Score: Raw -166752.498850 + Penalty 1702.241352 = -165050.257498 nChanged 0 Trying to split cluster 14 (1501 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5473.051455 sec): 2 clusters Score: Raw -88147.528596 + Penalty 767.958117 = -87379.570479 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5473.163759 sec): 3 clusters Score: Raw -87497.994893 + Penalty 1535.916235 = -85962.078659 nChanged 567 SP:Iteration 1F (5473.256474 sec): 3 clusters Score: Raw -87893.282707 + Penalty 1535.916235 = -86357.366473 nChanged 125 SP:Iteration 2F (5473.400810 sec): 3 clusters Score: Raw -87988.164740 + Penalty 1535.916235 = -86452.248505 nChanged 76 SP:Iteration 3F (5473.472700 sec): 3 clusters Score: Raw -88036.275738 + Penalty 1535.916235 = -86500.359503 nChanged 57 SP:Iteration 4Q (5473.555322 sec): 3 clusters Score: Raw -88069.356530 + Penalty 1535.916235 = -86533.440295 nChanged 43 SP:Iteration 5Q (5473.646808 sec): 3 clusters Score: Raw -88091.755059 + Penalty 1535.916235 = -86555.838825 nChanged 27 SP:Iteration 6Q (5473.750636 sec): 3 clusters Score: Raw -88106.495636 + Penalty 1535.916235 = -86570.579401 nChanged 20 SP:Iteration 7Q (5473.869329 sec): 3 clusters Score: Raw -88113.377915 + Penalty 1535.916235 = -86577.461681 nChanged 14 SP:Iteration 8Q (5473.968745 sec): 3 clusters Score: Raw -88118.822640 + Penalty 1535.916235 = -86582.906406 nChanged 14 SP:Iteration 9Q (5474.092037 sec): 3 clusters Score: Raw -88122.080545 + Penalty 1535.916235 = -86586.164310 nChanged 5 SP:Iteration 10Q (5474.172186 sec): 3 clusters Score: Raw -88123.823431 + Penalty 1535.916235 = -86587.907196 nChanged 2 SP:Iteration 11Q (5474.288452 sec): 3 clusters Score: Raw -88124.112050 + Penalty 1535.916235 = -86588.195815 nChanged 4 SP:Iteration 12Q (5474.390692 sec): 3 clusters Score: Raw -88125.039330 + Penalty 1535.916235 = -86589.123095 nChanged 2 SP:Iteration 13Q (5474.491940 sec): 3 clusters Score: Raw -88125.578475 + Penalty 1535.916235 = -86589.662240 nChanged 3 SP:Iteration 14Q (5474.570413 sec): 3 clusters Score: Raw -88126.997389 + Penalty 1535.916235 = -86591.081155 nChanged 6 SP:Iteration 15Q (5474.687316 sec): 3 clusters Score: Raw -88129.740330 + Penalty 1535.916235 = -86593.824096 nChanged 9 SP:Iteration 16Q (5474.789790 sec): 3 clusters Score: Raw -88132.971530 + Penalty 1535.916235 = -86597.055295 nChanged 6 SP:Iteration 17Q (5474.900193 sec): 3 clusters Score: Raw -88135.292501 + Penalty 1535.916235 = -86599.376267 nChanged 7 SP:Iteration 18Q (5475.029641 sec): 3 clusters Score: Raw -88138.964225 + Penalty 1535.916235 = -86603.047991 nChanged 10 SP:Iteration 19Q (5475.131071 sec): 3 clusters Score: Raw -88145.339497 + Penalty 1535.916235 = -86609.423262 nChanged 17 SP:Iteration 20F (5475.241332 sec): 3 clusters Score: Raw -88155.522683 + Penalty 1535.916235 = -86619.606449 nChanged 16 SP:Iteration 21Q (5475.346412 sec): 3 clusters Score: Raw -88167.774216 + Penalty 1535.916235 = -86631.857982 nChanged 17 SP:Iteration 22Q (5475.446170 sec): 3 clusters Score: Raw -88177.460591 + Penalty 1535.916235 = -86641.544356 nChanged 21 SP:Iteration 23Q (5475.529161 sec): 3 clusters Score: Raw -88189.045269 + Penalty 1535.916235 = -86653.129034 nChanged 15 SP:Iteration 24Q (5475.643670 sec): 3 clusters Score: Raw -88199.812120 + Penalty 1535.916235 = -86663.895885 nChanged 18 SP:Iteration 25Q (5475.746648 sec): 3 clusters Score: Raw -88213.862546 + Penalty 1535.916235 = -86677.946311 nChanged 27 SP:Iteration 26Q (5475.871972 sec): 3 clusters Score: Raw -88233.235904 + Penalty 1535.916235 = -86697.319670 nChanged 23 SP:Iteration 27Q (5475.992039 sec): 3 clusters Score: Raw -88247.528117 + Penalty 1535.916235 = -86711.611882 nChanged 18 SP:Iteration 28Q (5476.104698 sec): 3 clusters Score: Raw -88257.792953 + Penalty 1535.916235 = -86721.876719 nChanged 16 SP:Iteration 29Q (5476.209970 sec): 3 clusters Score: Raw -88266.661080 + Penalty 1535.916235 = -86730.744845 nChanged 12 SP:Iteration 30Q (5476.328555 sec): 3 clusters Score: Raw -88277.135245 + Penalty 1535.916235 = -86741.219010 nChanged 21 SP:Iteration 31Q (5476.423528 sec): 3 clusters Score: Raw -88288.864352 + Penalty 1535.916235 = -86752.948118 nChanged 14 SP:Iteration 32Q (5476.548791 sec): 3 clusters Score: Raw -88296.069179 + Penalty 1535.916235 = -86760.152945 nChanged 12 SP:Iteration 33Q (5476.661064 sec): 3 clusters Score: Raw -88303.011478 + Penalty 1535.916235 = -86767.095243 nChanged 8 SP:Iteration 34Q (5476.788236 sec): 3 clusters Score: Raw -88306.735515 + Penalty 1535.916235 = -86770.819280 nChanged 6 SP:Iteration 35Q (5476.898754 sec): 3 clusters Score: Raw -88309.274557 + Penalty 1535.916235 = -86773.358322 nChanged 3 SP:Iteration 36Q (5477.038964 sec): 3 clusters Score: Raw -88310.361704 + Penalty 1535.916235 = -86774.445469 nChanged 0 SP:Iteration 37F (5477.161549 sec): 3 clusters Score: Raw -88310.361704 + Penalty 1535.916235 = -86774.445469 nChanged 0 Trying to split cluster 15 (1770 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5477.219964 sec): 2 clusters Score: Raw -82658.566114 + Penalty 785.267157 = -81873.298957 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5477.338296 sec): 3 clusters Score: Raw -81886.919391 + Penalty 1570.534313 = -80316.385077 nChanged 673 SP:Iteration 1F (5477.450689 sec): 3 clusters Score: Raw -82659.261949 + Penalty 1570.534313 = -81088.727636 nChanged 232 SP:Iteration 2F (5477.571291 sec): 3 clusters Score: Raw -83062.434865 + Penalty 1570.534313 = -81491.900551 nChanged 154 SP:Iteration 3F (5477.678537 sec): 3 clusters Score: Raw -83309.854461 + Penalty 1570.534313 = -81739.320148 nChanged 95 SP:Iteration 4F (5477.804631 sec): 3 clusters Score: Raw -83452.929392 + Penalty 1570.534313 = -81882.395079 nChanged 81 SP:Iteration 5Q (5477.922831 sec): 3 clusters Score: Raw -83532.210199 + Penalty 1570.534313 = -81961.675885 nChanged 60 SP:Iteration 6Q (5478.047414 sec): 3 clusters Score: Raw -83578.350368 + Penalty 1570.534313 = -82007.816054 nChanged 41 SP:Iteration 7Q (5478.199412 sec): 3 clusters Score: Raw -83601.743982 + Penalty 1570.534313 = -82031.209668 nChanged 19 SP:Iteration 8Q (5478.317351 sec): 3 clusters Score: Raw -83611.671221 + Penalty 1570.534313 = -82041.136908 nChanged 16 SP:Iteration 9Q (5478.423651 sec): 3 clusters Score: Raw -83621.417236 + Penalty 1570.534313 = -82050.882923 nChanged 18 SP:Iteration 10Q (5478.516937 sec): 3 clusters Score: Raw -83630.947728 + Penalty 1570.534313 = -82060.413415 nChanged 13 SP:Iteration 11Q (5478.619781 sec): 3 clusters Score: Raw -83636.228074 + Penalty 1570.534313 = -82065.693760 nChanged 12 SP:Iteration 12Q (5478.732627 sec): 3 clusters Score: Raw -83640.281238 + Penalty 1570.534313 = -82069.746925 nChanged 9 SP:Iteration 13Q (5478.851047 sec): 3 clusters Score: Raw -83642.872831 + Penalty 1570.534313 = -82072.338517 nChanged 12 SP:Iteration 14Q (5478.947564 sec): 3 clusters Score: Raw -83646.912564 + Penalty 1570.534313 = -82076.378251 nChanged 8 SP:Iteration 15Q (5479.071537 sec): 3 clusters Score: Raw -83649.736077 + Penalty 1570.534313 = -82079.201764 nChanged 8 SP:Iteration 16Q (5479.174280 sec): 3 clusters Score: Raw -83652.929585 + Penalty 1570.534313 = -82082.395271 nChanged 11 SP:Iteration 17Q (5479.297059 sec): 3 clusters Score: Raw -83657.839891 + Penalty 1570.534313 = -82087.305578 nChanged 8 SP:Iteration 18Q (5479.384141 sec): 3 clusters Score: Raw -83661.439412 + Penalty 1570.534313 = -82090.905099 nChanged 6 SP:Iteration 19Q (5479.512878 sec): 3 clusters Score: Raw -83663.767274 + Penalty 1570.534313 = -82093.232961 nChanged 3 SP:Iteration 20F (5479.598347 sec): 3 clusters Score: Raw -83664.156463 + Penalty 1570.534313 = -82093.622150 nChanged 0 Score: Raw -4221160.112549 + Penalty 22471.659320 = -4198688.453229 Splitting cluster 15 changes total score from -4198865.548790 to -4198688.453229 So it's not getting split. Trying to split cluster 16 (1345 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5481.684096 sec): 2 clusters Score: Raw -59113.082364 + Penalty 756.435676 = -58356.646689 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5481.796131 sec): 3 clusters Score: Raw -58535.602358 + Penalty 1512.871351 = -57022.731007 nChanged 458 SP:Iteration 1F (5481.906536 sec): 3 clusters Score: Raw -58849.204577 + Penalty 1512.871351 = -57336.333226 nChanged 122 SP:Iteration 2F (5482.016516 sec): 3 clusters Score: Raw -58991.229816 + Penalty 1512.871351 = -57478.358464 nChanged 96 SP:Iteration 3F (5482.121901 sec): 3 clusters Score: Raw -59115.587827 + Penalty 1512.871351 = -57602.716476 nChanged 75 SP:Iteration 4F (5482.229799 sec): 3 clusters Score: Raw -59197.366134 + Penalty 1512.871351 = -57684.494783 nChanged 58 SP:Iteration 5Q (5482.336938 sec): 3 clusters Score: Raw -59278.146578 + Penalty 1512.871351 = -57765.275226 nChanged 47 SP:Iteration 6Q (5482.446865 sec): 3 clusters Score: Raw -59344.476611 + Penalty 1512.871351 = -57831.605260 nChanged 53 SP:Iteration 7Q (5482.528440 sec): 3 clusters Score: Raw -59404.741498 + Penalty 1512.871351 = -57891.870146 nChanged 33 SP:Iteration 8Q (5482.622261 sec): 3 clusters Score: Raw -59438.266963 + Penalty 1512.871351 = -57925.395612 nChanged 23 SP:Iteration 9Q (5482.726450 sec): 3 clusters Score: Raw -59464.672462 + Penalty 1512.871351 = -57951.801111 nChanged 24 SP:Iteration 10Q (5482.855485 sec): 3 clusters Score: Raw -59484.142398 + Penalty 1512.871351 = -57971.271046 nChanged 19 SP:Iteration 11Q (5482.966012 sec): 3 clusters Score: Raw -59500.158662 + Penalty 1512.871351 = -57987.287311 nChanged 17 SP:Iteration 12Q (5483.117413 sec): 3 clusters Score: Raw -59513.190278 + Penalty 1512.871351 = -58000.318927 nChanged 13 SP:Iteration 13Q (5483.214280 sec): 3 clusters Score: Raw -59520.982014 + Penalty 1512.871351 = -58008.110662 nChanged 8 SP:Iteration 14Q (5483.334853 sec): 3 clusters Score: Raw -59525.643478 + Penalty 1512.871351 = -58012.772127 nChanged 6 SP:Iteration 15Q (5483.475850 sec): 3 clusters Score: Raw -59529.531758 + Penalty 1512.871351 = -58016.660406 nChanged 8 SP:Iteration 16Q (5483.583872 sec): 3 clusters Score: Raw -59533.745722 + Penalty 1512.871351 = -58020.874371 nChanged 5 SP:Iteration 17Q (5483.697679 sec): 3 clusters Score: Raw -59536.328497 + Penalty 1512.871351 = -58023.457146 nChanged 5 SP:Iteration 18Q (5483.788988 sec): 3 clusters Score: Raw -59538.489107 + Penalty 1512.871351 = -58025.617756 nChanged 5 SP:Iteration 19Q (5483.904776 sec): 3 clusters Score: Raw -59540.951004 + Penalty 1512.871351 = -58028.079653 nChanged 1 SP:Iteration 20F (5484.031814 sec): 3 clusters Score: Raw -59541.222147 + Penalty 1512.871351 = -58028.350796 nChanged 0 Trying to split cluster 17 (2910 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5484.106392 sec): 2 clusters Score: Raw -177881.300702 + Penalty 837.470378 = -177043.830324 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5484.232448 sec): 3 clusters Score: Raw -176346.883547 + Penalty 1674.940756 = -174671.942792 nChanged 1207 SP:Iteration 1F (5484.343889 sec): 3 clusters Score: Raw -177040.146026 + Penalty 1674.940756 = -175365.205271 nChanged 205 SP:Iteration 2F (5484.491490 sec): 3 clusters Score: Raw -177173.554105 + Penalty 1674.940756 = -175498.613349 nChanged 152 SP:Iteration 3F (5484.614446 sec): 3 clusters Score: Raw -177276.931141 + Penalty 1674.940756 = -175601.990385 nChanged 145 SP:Iteration 4Q (5484.700464 sec): 3 clusters Score: Raw -177396.131904 + Penalty 1674.940756 = -175721.191148 nChanged 142 SP:Iteration 5Q (5484.823578 sec): 3 clusters Score: Raw -177517.869998 + Penalty 1674.940756 = -175842.929242 nChanged 157 SP:Iteration 6F (5484.942152 sec): 3 clusters Score: Raw -177626.770258 + Penalty 1674.940756 = -175951.829502 nChanged 132 SP:Iteration 7Q (5485.048257 sec): 3 clusters Score: Raw -177717.242821 + Penalty 1674.940756 = -176042.302065 nChanged 113 SP:Iteration 8Q (5485.177289 sec): 3 clusters Score: Raw -177801.730293 + Penalty 1674.940756 = -176126.789538 nChanged 109 SP:Iteration 9Q (5485.274053 sec): 3 clusters Score: Raw -177873.852895 + Penalty 1674.940756 = -176198.912140 nChanged 87 SP:Iteration 10Q (5485.412074 sec): 3 clusters Score: Raw -177928.788753 + Penalty 1674.940756 = -176253.847998 nChanged 73 SP:Iteration 11Q (5485.540468 sec): 3 clusters Score: Raw -177972.976585 + Penalty 1674.940756 = -176298.035830 nChanged 61 SP:Iteration 12Q (5485.646729 sec): 3 clusters Score: Raw -178009.606233 + Penalty 1674.940756 = -176334.665477 nChanged 51 SP:Iteration 13Q (5485.746566 sec): 3 clusters Score: Raw -178036.464781 + Penalty 1674.940756 = -176361.524025 nChanged 50 SP:Iteration 14Q (5485.853418 sec): 3 clusters Score: Raw -178057.935960 + Penalty 1674.940756 = -176382.995204 nChanged 34 SP:Iteration 15Q (5485.990274 sec): 3 clusters Score: Raw -178068.644734 + Penalty 1674.940756 = -176393.703978 nChanged 20 SP:Iteration 16Q (5486.106809 sec): 3 clusters Score: Raw -178075.457156 + Penalty 1674.940756 = -176400.516400 nChanged 21 SP:Iteration 17Q (5486.224204 sec): 3 clusters Score: Raw -178081.319407 + Penalty 1674.940756 = -176406.378651 nChanged 12 SP:Iteration 18Q (5486.324082 sec): 3 clusters Score: Raw -178083.718663 + Penalty 1674.940756 = -176408.777907 nChanged 4 SP:Iteration 19Q (5486.442042 sec): 3 clusters Score: Raw -178084.475680 + Penalty 1674.940756 = -176409.534924 nChanged 2 SP:Iteration 20F (5486.545060 sec): 3 clusters Score: Raw -178084.784960 + Penalty 1674.940756 = -176409.844204 nChanged 1 SP:Iteration 21Q (5486.681721 sec): 3 clusters Score: Raw -178084.907086 + Penalty 1674.940756 = -176409.966330 nChanged 1 SP:Iteration 22Q (5486.777157 sec): 3 clusters Score: Raw -178084.997241 + Penalty 1674.940756 = -176410.056486 nChanged 1 SP:Iteration 23Q (5486.900015 sec): 3 clusters Score: Raw -178085.129354 + Penalty 1674.940756 = -176410.188598 nChanged 2 SP:Iteration 24Q (5487.004883 sec): 3 clusters Score: Raw -178085.698121 + Penalty 1674.940756 = -176410.757365 nChanged 2 SP:Iteration 25Q (5487.128333 sec): 3 clusters Score: Raw -178086.031854 + Penalty 1674.940756 = -176411.091099 nChanged 1 SP:Iteration 26Q (5487.256197 sec): 3 clusters Score: Raw -178086.057929 + Penalty 1674.940756 = -176411.117174 nChanged 0 SP:Iteration 27F (5487.373345 sec): 3 clusters Score: Raw -178086.057929 + Penalty 1674.940756 = -176411.117174 nChanged 0 Trying to split cluster 18 (19310 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5487.476871 sec): 2 clusters Score: Raw -1149918.428558 + Penalty 1036.179729 = -1148882.248828 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5487.612322 sec): 3 clusters Score: Raw -1137971.301037 + Penalty 2072.359459 = -1135898.941579 nChanged 8914 SP:Iteration 1F (5487.746219 sec): 3 clusters Score: Raw -1143259.432141 + Penalty 2072.359459 = -1141187.072682 nChanged 1225 SP:Iteration 2F (5487.884371 sec): 3 clusters Score: Raw -1143884.032233 + Penalty 2072.359459 = -1141811.672774 nChanged 1249 SP:Iteration 3F (5487.990926 sec): 3 clusters Score: Raw -1144570.077836 + Penalty 2072.359459 = -1142497.718377 nChanged 1268 SP:Iteration 4F (5488.128039 sec): 3 clusters Score: Raw -1145364.992478 + Penalty 2072.359459 = -1143292.633020 nChanged 1271 SP:Iteration 5F (5488.267338 sec): 3 clusters Score: Raw -1146201.588096 + Penalty 2072.359459 = -1144129.228637 nChanged 1128 SP:Iteration 6F (5488.403563 sec): 3 clusters Score: Raw -1146891.975154 + Penalty 2072.359459 = -1144819.615695 nChanged 918 SP:Iteration 7Q (5488.564941 sec): 3 clusters Score: Raw -1147450.663375 + Penalty 2072.359459 = -1145378.303917 nChanged 741 SP:Iteration 8Q (5488.714211 sec): 3 clusters Score: Raw -1147882.269403 + Penalty 2072.359459 = -1145809.909944 nChanged 582 SP:Iteration 9Q (5488.882618 sec): 3 clusters Score: Raw -1148221.497812 + Penalty 2072.359459 = -1146149.138353 nChanged 495 SP:Iteration 10Q (5489.027181 sec): 3 clusters Score: Raw -1148502.941806 + Penalty 2072.359459 = -1146430.582347 nChanged 415 SP:Iteration 11Q (5489.172904 sec): 3 clusters Score: Raw -1148737.770431 + Penalty 2072.359459 = -1146665.410973 nChanged 362 SP:Iteration 12Q (5489.293111 sec): 3 clusters Score: Raw -1148915.551636 + Penalty 2072.359459 = -1146843.192177 nChanged 311 SP:Iteration 13Q (5489.464354 sec): 3 clusters Score: Raw -1149058.812562 + Penalty 2072.359459 = -1146986.453103 nChanged 275 SP:Iteration 14Q (5489.572405 sec): 3 clusters Score: Raw -1149181.549448 + Penalty 2072.359459 = -1147109.189989 nChanged 245 SP:Iteration 15Q (5489.741668 sec): 3 clusters Score: Raw -1149301.486160 + Penalty 2072.359459 = -1147229.126701 nChanged 241 SP:Iteration 16Q (5489.864848 sec): 3 clusters Score: Raw -1149414.324581 + Penalty 2072.359459 = -1147341.965122 nChanged 198 SP:Iteration 17Q (5489.989155 sec): 3 clusters Score: Raw -1149504.415828 + Penalty 2072.359459 = -1147432.056369 nChanged 188 SP:Iteration 18Q (5490.149709 sec): 3 clusters Score: Raw -1149589.374117 + Penalty 2072.359459 = -1147517.014659 nChanged 171 SP:Iteration 19Q (5490.281062 sec): 3 clusters Score: Raw -1149689.733700 + Penalty 2072.359459 = -1147617.374241 nChanged 170 SP:Iteration 20F (5490.390264 sec): 3 clusters Score: Raw -1149832.813367 + Penalty 2072.359459 = -1147760.453909 nChanged 157 SP:Iteration 21Q (5490.519815 sec): 3 clusters Score: Raw -1149977.531231 + Penalty 2072.359459 = -1147905.171772 nChanged 145 SP:Iteration 22Q (5490.681769 sec): 3 clusters Score: Raw -1150152.629102 + Penalty 2072.359459 = -1148080.269643 nChanged 135 SP:Iteration 23Q (5490.814726 sec): 3 clusters Score: Raw -1150373.573535 + Penalty 2072.359459 = -1148301.214077 nChanged 136 SP:Iteration 24Q (5490.940498 sec): 3 clusters Score: Raw -1150549.579438 + Penalty 2072.359459 = -1148477.219980 nChanged 106 SP:Iteration 25Q (5491.086392 sec): 3 clusters Score: Raw -1150622.311478 + Penalty 2072.359459 = -1148549.952019 nChanged 95 SP:Iteration 26Q (5491.222883 sec): 3 clusters Score: Raw -1150675.968338 + Penalty 2072.359459 = -1148603.608879 nChanged 86 SP:Iteration 27Q (5491.360333 sec): 3 clusters Score: Raw -1150722.092976 + Penalty 2072.359459 = -1148649.733517 nChanged 96 SP:Iteration 28Q (5491.494468 sec): 3 clusters Score: Raw -1150787.527683 + Penalty 2072.359459 = -1148715.168224 nChanged 95 SP:Iteration 29Q (5491.594757 sec): 3 clusters Score: Raw -1150849.956489 + Penalty 2072.359459 = -1148777.597031 nChanged 107 SP:Iteration 30Q (5491.743089 sec): 3 clusters Score: Raw -1150920.263818 + Penalty 2072.359459 = -1148847.904359 nChanged 120 SP:Iteration 31Q (5491.857282 sec): 3 clusters Score: Raw -1151020.332446 + Penalty 2072.359459 = -1148947.972987 nChanged 138 SP:Iteration 32Q (5492.020726 sec): 3 clusters Score: Raw -1151175.691354 + Penalty 2072.359459 = -1149103.331895 nChanged 163 SP:Iteration 33Q (5492.131032 sec): 3 clusters Score: Raw -1151385.198620 + Penalty 2072.359459 = -1149312.839161 nChanged 168 SP:Iteration 34Q (5492.266490 sec): 3 clusters Score: Raw -1151641.308857 + Penalty 2072.359459 = -1149568.949398 nChanged 161 SP:Iteration 35Q (5492.396165 sec): 3 clusters Score: Raw -1151912.021172 + Penalty 2072.359459 = -1149839.661713 nChanged 142 SP:Iteration 36Q (5492.530941 sec): 3 clusters Score: Raw -1152055.696988 + Penalty 2072.359459 = -1149983.337529 nChanged 68 SP:Iteration 37Q (5492.658845 sec): 3 clusters Score: Raw -1152089.119601 + Penalty 2072.359459 = -1150016.760142 nChanged 37 SP:Iteration 38Q (5492.793648 sec): 3 clusters Score: Raw -1152100.778683 + Penalty 2072.359459 = -1150028.419224 nChanged 15 SP:Iteration 39Q (5492.946108 sec): 3 clusters Score: Raw -1152105.377758 + Penalty 2072.359459 = -1150033.018299 nChanged 12 SP:Iteration 40F (5493.090935 sec): 3 clusters Score: Raw -1152445.169052 + Penalty 2072.359459 = -1150372.809594 nChanged 234 SP:Iteration 41Q (5493.222295 sec): 3 clusters Score: Raw -1152740.194927 + Penalty 2072.359459 = -1150667.835468 nChanged 91 SP:Iteration 42Q (5493.351475 sec): 3 clusters Score: Raw -1152786.671539 + Penalty 2072.359459 = -1150714.312080 nChanged 38 SP:Iteration 43Q (5493.464788 sec): 3 clusters Score: Raw -1152799.919172 + Penalty 2072.359459 = -1150727.559713 nChanged 23 SP:Iteration 44Q (5493.619387 sec): 3 clusters Score: Raw -1152808.325801 + Penalty 2072.359459 = -1150735.966342 nChanged 15 SP:Iteration 45Q (5493.722967 sec): 3 clusters Score: Raw -1152811.617178 + Penalty 2072.359459 = -1150739.257719 nChanged 5 SP:Iteration 46Q (5493.866756 sec): 3 clusters Score: Raw -1152812.345049 + Penalty 2072.359459 = -1150739.985590 nChanged 3 SP:Iteration 47Q (5494.006834 sec): 3 clusters Score: Raw -1152812.881092 + Penalty 2072.359459 = -1150740.521633 nChanged 1 SP:Iteration 48Q (5494.143159 sec): 3 clusters Score: Raw -1152813.002841 + Penalty 2072.359459 = -1150740.643382 nChanged 1 SP:Iteration 49Q (5494.249164 sec): 3 clusters Score: Raw -1152813.237313 + Penalty 2072.359459 = -1150740.877854 nChanged 0 SP:Iteration 50F (5494.385295 sec): 3 clusters Score: Raw -1152813.237313 + Penalty 2072.359459 = -1150740.877854 nChanged 0 Score: Raw -4223049.330954 + Penalty 22471.659320 = -4200577.671634 Splitting cluster 18 changes total score from -4198865.548790 to -4200577.671634 So it's getting split into cluster 19. Iteration 99Q (5497.966406 sec): 20 clusters Score: Raw -4223539.673998 + Penalty 22471.659320 = -4201068.014678 nChanged 594 Iteration 100F (5499.868297 sec): 20 clusters Score: Raw -4223919.990896 + Penalty 22471.659320 = -4201448.331576 nChanged 476 Iteration 101Q (5501.461646 sec): 20 clusters Score: Raw -4224090.428550 + Penalty 22471.659320 = -4201618.769230 nChanged 276 Iteration 102Q (5502.993423 sec): 20 clusters Score: Raw -4224165.255783 + Penalty 22471.659320 = -4201693.596463 nChanged 195 Iteration 103Q (5504.454446 sec): 20 clusters Score: Raw -4224206.049293 + Penalty 22471.659320 = -4201734.389973 nChanged 159 Iteration 104Q (5506.106795 sec): 20 clusters Score: Raw -4224234.181297 + Penalty 22471.659320 = -4201762.521977 nChanged 137 Iteration 105Q (5507.765717 sec): 20 clusters Score: Raw -4224254.286917 + Penalty 22471.659320 = -4201782.627597 nChanged 106 Iteration 106Q (5509.481332 sec): 20 clusters Score: Raw -4224266.638315 + Penalty 22471.659320 = -4201794.978995 nChanged 87 Iteration 107Q (5511.127553 sec): 20 clusters Score: Raw -4224278.873087 + Penalty 22471.659320 = -4201807.213767 nChanged 82 Iteration 108Q (5512.723792 sec): 20 clusters Score: Raw -4224287.887603 + Penalty 22471.659320 = -4201816.228283 nChanged 73 Iteration 109Q (5514.265036 sec): 20 clusters Score: Raw -4224295.532852 + Penalty 22471.659320 = -4201823.873532 nChanged 62 Iteration 110Q (5515.740308 sec): 20 clusters Score: Raw -4224302.818791 + Penalty 22471.659320 = -4201831.159471 nChanged 54 Iteration 111Q (5517.159421 sec): 20 clusters Score: Raw -4224311.810923 + Penalty 22471.659320 = -4201840.151603 nChanged 50 Iteration 112Q (5518.662791 sec): 20 clusters Score: Raw -4224321.113641 + Penalty 22471.659320 = -4201849.454321 nChanged 63 Iteration 113Q (5520.187398 sec): 20 clusters Score: Raw -4224330.984532 + Penalty 22471.659320 = -4201859.325212 nChanged 74 Iteration 114Q (5521.695057 sec): 20 clusters Score: Raw -4224343.636498 + Penalty 22471.659320 = -4201871.977178 nChanged 78 Iteration 115Q (5523.231517 sec): 20 clusters Score: Raw -4224356.984207 + Penalty 22471.659320 = -4201885.324887 nChanged 69 Iteration 116Q (5524.853754 sec): 20 clusters Score: Raw -4224367.893003 + Penalty 22471.659320 = -4201896.233683 nChanged 62 Iteration 117Q (5526.497483 sec): 20 clusters Score: Raw -4224375.465361 + Penalty 22471.659320 = -4201903.806041 nChanged 54 Iteration 118Q (5528.150318 sec): 20 clusters Score: Raw -4224384.360391 + Penalty 22471.659320 = -4201912.701071 nChanged 43 Iteration 119Q (5529.721771 sec): 20 clusters Score: Raw -4224389.579648 + Penalty 22471.659320 = -4201917.920328 nChanged 32 Iteration 120F (5531.704586 sec): 20 clusters Score: Raw -4224397.038791 + Penalty 22471.659320 = -4201925.379471 nChanged 24 Iteration 121Q (5533.358369 sec): 20 clusters Score: Raw -4224399.979640 + Penalty 22471.659320 = -4201928.320320 nChanged 20 Iteration 122Q (5534.967484 sec): 20 clusters Score: Raw -4224402.551553 + Penalty 22471.659320 = -4201930.892233 nChanged 20 Iteration 123Q (5536.524634 sec): 20 clusters Score: Raw -4224404.605460 + Penalty 22471.659320 = -4201932.946140 nChanged 18 Iteration 124Q (5538.178372 sec): 20 clusters Score: Raw -4224405.721513 + Penalty 22471.659320 = -4201934.062193 nChanged 14 Iteration 125Q (5539.839146 sec): 20 clusters Score: Raw -4224407.231617 + Penalty 22471.659320 = -4201935.572297 nChanged 14 Iteration 126Q (5541.380698 sec): 20 clusters Score: Raw -4224409.505312 + Penalty 22471.659320 = -4201937.845992 nChanged 22 Iteration 127Q (5543.004240 sec): 20 clusters Score: Raw -4224411.785357 + Penalty 22471.659320 = -4201940.126036 nChanged 29 Iteration 128Q (5544.572884 sec): 20 clusters Score: Raw -4224414.095726 + Penalty 22471.659320 = -4201942.436406 nChanged 30 Iteration 129Q (5546.132211 sec): 20 clusters Score: Raw -4224416.770745 + Penalty 22471.659320 = -4201945.111425 nChanged 31 Iteration 130Q (5547.752683 sec): 20 clusters Score: Raw -4224418.959256 + Penalty 22471.659320 = -4201947.299936 nChanged 34 Iteration 131Q (5549.318808 sec): 20 clusters Score: Raw -4224421.317339 + Penalty 22471.659320 = -4201949.658019 nChanged 29 Iteration 132Q (5550.970447 sec): 20 clusters Score: Raw -4224423.149586 + Penalty 22471.659320 = -4201951.490266 nChanged 18 Iteration 133Q (5552.534390 sec): 20 clusters Score: Raw -4224424.026976 + Penalty 22471.659320 = -4201952.367656 nChanged 17 Iteration 134Q (5554.137831 sec): 20 clusters Score: Raw -4224425.863090 + Penalty 22471.659320 = -4201954.203770 nChanged 18 Iteration 135Q (5555.651362 sec): 20 clusters Score: Raw -4224428.180012 + Penalty 22471.659320 = -4201956.520692 nChanged 13 Iteration 136Q (5557.245514 sec): 20 clusters Score: Raw -4224429.761688 + Penalty 22471.659320 = -4201958.102368 nChanged 14 Iteration 137Q (5558.793866 sec): 20 clusters Score: Raw -4224431.225412 + Penalty 22471.659320 = -4201959.566092 nChanged 6 Iteration 138Q (5560.501009 sec): 20 clusters Score: Raw -4224431.593257 + Penalty 22471.659320 = -4201959.933937 nChanged 4 Writing temp clu file Because OldScore, -4201959.566092, is greater than current (better) Score,-4201959.933937 Compute initial score before splitting: Score: Raw -4224431.593257 + Penalty 22471.659320 = -4201959.933937 Trying to split cluster 1 (2801 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5560.636780 sec): 2 clusters Score: Raw -162542.460784 + Penalty 833.461836 = -161708.998948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5560.754341 sec): 3 clusters Score: Raw -161203.002062 + Penalty 1666.923673 = -159536.078389 nChanged 1098 SP:Iteration 1F (5560.875034 sec): 3 clusters Score: Raw -161958.145339 + Penalty 1666.923673 = -160291.221666 nChanged 261 SP:Iteration 2F (5560.992962 sec): 3 clusters Score: Raw -162165.696249 + Penalty 1666.923673 = -160498.772577 nChanged 209 SP:Iteration 3F (5561.099405 sec): 3 clusters Score: Raw -162316.338546 + Penalty 1666.923673 = -160649.414873 nChanged 162 SP:Iteration 4F (5561.185442 sec): 3 clusters Score: Raw -162433.339374 + Penalty 1666.923673 = -160766.415701 nChanged 123 SP:Iteration 5Q (5561.314550 sec): 3 clusters Score: Raw -162526.975576 + Penalty 1666.923673 = -160860.051903 nChanged 119 SP:Iteration 6Q (5561.400832 sec): 3 clusters Score: Raw -162618.502990 + Penalty 1666.923673 = -160951.579317 nChanged 108 SP:Iteration 7Q (5561.513744 sec): 3 clusters Score: Raw -162706.367487 + Penalty 1666.923673 = -161039.443815 nChanged 78 SP:Iteration 8Q (5561.630552 sec): 3 clusters Score: Raw -162762.416929 + Penalty 1666.923673 = -161095.493256 nChanged 58 SP:Iteration 9Q (5561.755826 sec): 3 clusters Score: Raw -162801.383631 + Penalty 1666.923673 = -161134.459958 nChanged 49 SP:Iteration 10Q (5561.863913 sec): 3 clusters Score: Raw -162837.664424 + Penalty 1666.923673 = -161170.740751 nChanged 31 SP:Iteration 11Q (5562.003000 sec): 3 clusters Score: Raw -162863.006724 + Penalty 1666.923673 = -161196.083051 nChanged 33 SP:Iteration 12Q (5562.136553 sec): 3 clusters Score: Raw -162885.992582 + Penalty 1666.923673 = -161219.068909 nChanged 16 SP:Iteration 13Q (5562.250680 sec): 3 clusters Score: Raw -162896.891462 + Penalty 1666.923673 = -161229.967789 nChanged 8 SP:Iteration 14Q (5562.341886 sec): 3 clusters Score: Raw -162902.779231 + Penalty 1666.923673 = -161235.855558 nChanged 7 SP:Iteration 15Q (5562.490175 sec): 3 clusters Score: Raw -162907.665550 + Penalty 1666.923673 = -161240.741877 nChanged 9 SP:Iteration 16Q (5562.593850 sec): 3 clusters Score: Raw -162910.917988 + Penalty 1666.923673 = -161243.994316 nChanged 2 SP:Iteration 17Q (5562.707869 sec): 3 clusters Score: Raw -162911.705809 + Penalty 1666.923673 = -161244.782137 nChanged 0 SP:Iteration 18F (5562.821632 sec): 3 clusters Score: Raw -162911.705809 + Penalty 1666.923673 = -161244.782137 nChanged 0 Trying to split cluster 2 (7072 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5562.917254 sec): 2 clusters Score: Raw -399124.189032 + Penalty 930.709353 = -398193.479679 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5563.039897 sec): 3 clusters Score: Raw -395069.312009 + Penalty 1861.418707 = -393207.893302 nChanged 3043 SP:Iteration 1F (5563.148396 sec): 3 clusters Score: Raw -396887.303071 + Penalty 1861.418707 = -395025.884365 nChanged 600 SP:Iteration 2F (5563.249886 sec): 3 clusters Score: Raw -397278.105719 + Penalty 1861.418707 = -395416.687012 nChanged 565 SP:Iteration 3F (5563.392154 sec): 3 clusters Score: Raw -397660.195851 + Penalty 1861.418707 = -395798.777144 nChanged 477 SP:Iteration 4F (5563.491354 sec): 3 clusters Score: Raw -397993.965638 + Penalty 1861.418707 = -396132.546931 nChanged 405 SP:Iteration 5F (5563.608577 sec): 3 clusters Score: Raw -398246.763472 + Penalty 1861.418707 = -396385.344765 nChanged 314 SP:Iteration 6Q (5563.725453 sec): 3 clusters Score: Raw -398427.398487 + Penalty 1861.418707 = -396565.979780 nChanged 257 SP:Iteration 7Q (5563.856089 sec): 3 clusters Score: Raw -398547.372320 + Penalty 1861.418707 = -396685.953613 nChanged 194 SP:Iteration 8Q (5563.983155 sec): 3 clusters Score: Raw -398626.981335 + Penalty 1861.418707 = -396765.562628 nChanged 154 SP:Iteration 9Q (5564.100125 sec): 3 clusters Score: Raw -398690.064686 + Penalty 1861.418707 = -396828.645979 nChanged 121 SP:Iteration 10Q (5564.241869 sec): 3 clusters Score: Raw -398736.145171 + Penalty 1861.418707 = -396874.726464 nChanged 99 SP:Iteration 11Q (5564.372035 sec): 3 clusters Score: Raw -398770.934144 + Penalty 1861.418707 = -396909.515438 nChanged 91 SP:Iteration 12Q (5564.490117 sec): 3 clusters Score: Raw -398807.049660 + Penalty 1861.418707 = -396945.630953 nChanged 91 SP:Iteration 13Q (5564.623316 sec): 3 clusters Score: Raw -398842.201744 + Penalty 1861.418707 = -396980.783037 nChanged 90 SP:Iteration 14Q (5564.755576 sec): 3 clusters Score: Raw -398875.434439 + Penalty 1861.418707 = -397014.015732 nChanged 85 SP:Iteration 15Q (5564.852424 sec): 3 clusters Score: Raw -398906.933524 + Penalty 1861.418707 = -397045.514817 nChanged 74 SP:Iteration 16Q (5565.002942 sec): 3 clusters Score: Raw -398939.132729 + Penalty 1861.418707 = -397077.714022 nChanged 75 SP:Iteration 17Q (5565.100840 sec): 3 clusters Score: Raw -398970.936928 + Penalty 1861.418707 = -397109.518221 nChanged 70 SP:Iteration 18Q (5565.245816 sec): 3 clusters Score: Raw -398998.609204 + Penalty 1861.418707 = -397137.190497 nChanged 59 SP:Iteration 19Q (5565.338388 sec): 3 clusters Score: Raw -399023.178341 + Penalty 1861.418707 = -397161.759634 nChanged 55 SP:Iteration 20F (5565.460348 sec): 3 clusters Score: Raw -399045.639264 + Penalty 1861.418707 = -397184.220557 nChanged 43 SP:Iteration 21Q (5565.613403 sec): 3 clusters Score: Raw -399063.320542 + Penalty 1861.418707 = -397201.901836 nChanged 36 SP:Iteration 22Q (5565.729306 sec): 3 clusters Score: Raw -399081.352706 + Penalty 1861.418707 = -397219.933999 nChanged 40 SP:Iteration 23Q (5565.863665 sec): 3 clusters Score: Raw -399099.334179 + Penalty 1861.418707 = -397237.915472 nChanged 36 SP:Iteration 24Q (5565.971873 sec): 3 clusters Score: Raw -399115.619935 + Penalty 1861.418707 = -397254.201228 nChanged 33 SP:Iteration 25Q (5566.115980 sec): 3 clusters Score: Raw -399130.337088 + Penalty 1861.418707 = -397268.918381 nChanged 34 SP:Iteration 26Q (5566.218371 sec): 3 clusters Score: Raw -399147.863153 + Penalty 1861.418707 = -397286.444446 nChanged 32 SP:Iteration 27Q (5566.334568 sec): 3 clusters Score: Raw -399164.265213 + Penalty 1861.418707 = -397302.846506 nChanged 33 SP:Iteration 28Q (5566.482278 sec): 3 clusters Score: Raw -399186.501020 + Penalty 1861.418707 = -397325.082313 nChanged 38 SP:Iteration 29Q (5566.609236 sec): 3 clusters Score: Raw -399204.112618 + Penalty 1861.418707 = -397342.693911 nChanged 28 SP:Iteration 30Q (5566.737720 sec): 3 clusters Score: Raw -399219.550697 + Penalty 1861.418707 = -397358.131990 nChanged 26 SP:Iteration 31Q (5566.869136 sec): 3 clusters Score: Raw -399234.248910 + Penalty 1861.418707 = -397372.830203 nChanged 31 SP:Iteration 32Q (5566.990813 sec): 3 clusters Score: Raw -399254.956855 + Penalty 1861.418707 = -397393.538148 nChanged 28 SP:Iteration 33Q (5567.131189 sec): 3 clusters Score: Raw -399266.274280 + Penalty 1861.418707 = -397404.855573 nChanged 21 SP:Iteration 34Q (5567.221560 sec): 3 clusters Score: Raw -399273.866232 + Penalty 1861.418707 = -397412.447525 nChanged 22 SP:Iteration 35Q (5567.360832 sec): 3 clusters Score: Raw -399280.973490 + Penalty 1861.418707 = -397419.554783 nChanged 13 SP:Iteration 36Q (5567.472670 sec): 3 clusters Score: Raw -399285.990238 + Penalty 1861.418707 = -397424.571531 nChanged 13 SP:Iteration 37Q (5567.592972 sec): 3 clusters Score: Raw -399294.726339 + Penalty 1861.418707 = -397433.307632 nChanged 16 SP:Iteration 38Q (5567.708357 sec): 3 clusters Score: Raw -399300.168942 + Penalty 1861.418707 = -397438.750235 nChanged 9 SP:Iteration 39Q (5567.805567 sec): 3 clusters Score: Raw -399302.644882 + Penalty 1861.418707 = -397441.226175 nChanged 9 SP:Iteration 40F (5567.944217 sec): 3 clusters Score: Raw -399304.321381 + Penalty 1861.418707 = -397442.902674 nChanged 8 SP:Iteration 41Q (5568.060499 sec): 3 clusters Score: Raw -399307.992054 + Penalty 1861.418707 = -397446.573348 nChanged 13 SP:Iteration 42Q (5568.185860 sec): 3 clusters Score: Raw -399315.443285 + Penalty 1861.418707 = -397454.024579 nChanged 13 SP:Iteration 43Q (5568.312161 sec): 3 clusters Score: Raw -399323.104624 + Penalty 1861.418707 = -397461.685917 nChanged 13 SP:Iteration 44Q (5568.442903 sec): 3 clusters Score: Raw -399327.276502 + Penalty 1861.418707 = -397465.857796 nChanged 7 SP:Iteration 45Q (5568.547714 sec): 3 clusters Score: Raw -399330.149109 + Penalty 1861.418707 = -397468.730402 nChanged 5 SP:Iteration 46Q (5568.672340 sec): 3 clusters Score: Raw -399331.661499 + Penalty 1861.418707 = -397470.242792 nChanged 3 SP:Iteration 47Q (5568.804408 sec): 3 clusters Score: Raw -399333.046142 + Penalty 1861.418707 = -397471.627435 nChanged 2 SP:Iteration 48Q (5568.935642 sec): 3 clusters Score: Raw -399333.484134 + Penalty 1861.418707 = -397472.065428 nChanged 1 SP:Iteration 49Q (5569.064312 sec): 3 clusters Score: Raw -399333.665182 + Penalty 1861.418707 = -397472.246475 nChanged 1 SP:Iteration 50Q (5569.183465 sec): 3 clusters Score: Raw -399333.981983 + Penalty 1861.418707 = -397472.563276 nChanged 0 SP:Iteration 51F (5569.311598 sec): 3 clusters Score: Raw -399333.981983 + Penalty 1861.418707 = -397472.563276 nChanged 0 Trying to split cluster 3 (864 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5569.380175 sec): 2 clusters Score: Raw -36793.767149 + Penalty 709.965141 = -36083.802008 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5569.483136 sec): 3 clusters Score: Raw -36500.837004 + Penalty 1419.930281 = -35080.906722 nChanged 277 SP:Iteration 1F (5569.621013 sec): 3 clusters Score: Raw -36754.330475 + Penalty 1419.930281 = -35334.400194 nChanged 79 SP:Iteration 2F (5569.709716 sec): 3 clusters Score: Raw -36846.761277 + Penalty 1419.930281 = -35426.830995 nChanged 50 SP:Iteration 3F (5569.834257 sec): 3 clusters Score: Raw -36921.299966 + Penalty 1419.930281 = -35501.369685 nChanged 44 SP:Iteration 4F (5569.935614 sec): 3 clusters Score: Raw -36987.582868 + Penalty 1419.930281 = -35567.652587 nChanged 40 SP:Iteration 5Q (5570.029529 sec): 3 clusters Score: Raw -37053.853263 + Penalty 1419.930281 = -35633.922981 nChanged 30 SP:Iteration 6Q (5570.159428 sec): 3 clusters Score: Raw -37088.842430 + Penalty 1419.930281 = -35668.912149 nChanged 23 SP:Iteration 7Q (5570.270138 sec): 3 clusters Score: Raw -37120.240195 + Penalty 1419.930281 = -35700.309914 nChanged 21 SP:Iteration 8Q (5570.390781 sec): 3 clusters Score: Raw -37141.154432 + Penalty 1419.930281 = -35721.224151 nChanged 16 SP:Iteration 9Q (5570.494253 sec): 3 clusters Score: Raw -37160.648016 + Penalty 1419.930281 = -35740.717735 nChanged 13 SP:Iteration 10Q (5570.601639 sec): 3 clusters Score: Raw -37168.006525 + Penalty 1419.930281 = -35748.076244 nChanged 7 SP:Iteration 11Q (5570.710005 sec): 3 clusters Score: Raw -37172.842930 + Penalty 1419.930281 = -35752.912649 nChanged 3 SP:Iteration 12Q (5570.817491 sec): 3 clusters Score: Raw -37174.804551 + Penalty 1419.930281 = -35754.874270 nChanged 2 SP:Iteration 13Q (5570.918549 sec): 3 clusters Score: Raw -37177.120930 + Penalty 1419.930281 = -35757.190649 nChanged 2 SP:Iteration 14Q (5571.025603 sec): 3 clusters Score: Raw -37177.939123 + Penalty 1419.930281 = -35758.008842 nChanged 1 SP:Iteration 15Q (5571.139513 sec): 3 clusters Score: Raw -37179.259683 + Penalty 1419.930281 = -35759.329402 nChanged 1 SP:Iteration 16Q (5571.228944 sec): 3 clusters Score: Raw -37179.689589 + Penalty 1419.930281 = -35759.759307 nChanged 0 SP:Iteration 17F (5571.340906 sec): 3 clusters Score: Raw -37179.689589 + Penalty 1419.930281 = -35759.759307 nChanged 0 Trying to split cluster 4 (706 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5571.398670 sec): 2 clusters Score: Raw -26739.163812 + Penalty 688.759600 = -26050.404212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5571.511932 sec): 3 clusters Score: Raw -26529.218472 + Penalty 1377.519200 = -25151.699272 nChanged 231 SP:Iteration 1F (5571.626955 sec): 3 clusters Score: Raw -26750.849542 + Penalty 1377.519200 = -25373.330343 nChanged 67 SP:Iteration 2F (5571.748186 sec): 3 clusters Score: Raw -26842.983507 + Penalty 1377.519200 = -25465.464307 nChanged 41 SP:Iteration 3F (5571.859697 sec): 3 clusters Score: Raw -26881.085734 + Penalty 1377.519200 = -25503.566534 nChanged 17 SP:Iteration 4Q (5571.983725 sec): 3 clusters Score: Raw -26896.089537 + Penalty 1377.519200 = -25518.570337 nChanged 14 SP:Iteration 5Q (5572.088533 sec): 3 clusters Score: Raw -26917.112806 + Penalty 1377.519200 = -25539.593606 nChanged 19 SP:Iteration 6Q (5572.223675 sec): 3 clusters Score: Raw -26948.457209 + Penalty 1377.519200 = -25570.938009 nChanged 17 SP:Iteration 7Q (5572.324639 sec): 3 clusters Score: Raw -26971.537435 + Penalty 1377.519200 = -25594.018235 nChanged 20 SP:Iteration 8Q (5572.445302 sec): 3 clusters Score: Raw -26999.392500 + Penalty 1377.519200 = -25621.873301 nChanged 15 SP:Iteration 9Q (5572.556057 sec): 3 clusters Score: Raw -27020.405606 + Penalty 1377.519200 = -25642.886406 nChanged 13 SP:Iteration 10Q (5572.672471 sec): 3 clusters Score: Raw -27032.001284 + Penalty 1377.519200 = -25654.482084 nChanged 8 SP:Iteration 11Q (5572.777610 sec): 3 clusters Score: Raw -27046.004431 + Penalty 1377.519200 = -25668.485231 nChanged 9 SP:Iteration 12Q (5572.879238 sec): 3 clusters Score: Raw -27052.957986 + Penalty 1377.519200 = -25675.438786 nChanged 4 SP:Iteration 13Q (5573.002098 sec): 3 clusters Score: Raw -27057.757865 + Penalty 1377.519200 = -25680.238665 nChanged 2 SP:Iteration 14Q (5573.102772 sec): 3 clusters Score: Raw -27060.270467 + Penalty 1377.519200 = -25682.751267 nChanged 1 SP:Iteration 15Q (5573.216998 sec): 3 clusters Score: Raw -27060.494683 + Penalty 1377.519200 = -25682.975483 nChanged 1 SP:Iteration 16Q (5573.358787 sec): 3 clusters Score: Raw -27060.863711 + Penalty 1377.519200 = -25683.344511 nChanged 1 SP:Iteration 17Q (5573.469580 sec): 3 clusters Score: Raw -27062.144874 + Penalty 1377.519200 = -25684.625674 nChanged 2 SP:Iteration 18Q (5573.585008 sec): 3 clusters Score: Raw -27067.478828 + Penalty 1377.519200 = -25689.959629 nChanged 4 SP:Iteration 19Q (5573.711341 sec): 3 clusters Score: Raw -27072.121105 + Penalty 1377.519200 = -25694.601905 nChanged 4 SP:Iteration 20F (5573.827171 sec): 3 clusters Score: Raw -27081.331057 + Penalty 1377.519200 = -25703.811858 nChanged 4 SP:Iteration 21Q (5573.942133 sec): 3 clusters Score: Raw -27087.773754 + Penalty 1377.519200 = -25710.254554 nChanged 6 SP:Iteration 22Q (5574.061064 sec): 3 clusters Score: Raw -27093.065396 + Penalty 1377.519200 = -25715.546196 nChanged 3 SP:Iteration 23Q (5574.178745 sec): 3 clusters Score: Raw -27095.885280 + Penalty 1377.519200 = -25718.366080 nChanged 1 SP:Iteration 24Q (5574.287937 sec): 3 clusters Score: Raw -27096.174040 + Penalty 1377.519200 = -25718.654840 nChanged 0 SP:Iteration 25F (5574.400933 sec): 3 clusters Score: Raw -27096.174040 + Penalty 1377.519200 = -25718.654840 nChanged 0 Trying to split cluster 5 (3421 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5574.479740 sec): 2 clusters Score: Raw -185063.549487 + Penalty 854.457259 = -184209.092227 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5574.597975 sec): 3 clusters Score: Raw -183271.298910 + Penalty 1708.914519 = -181562.384391 nChanged 1382 SP:Iteration 1F (5574.689346 sec): 3 clusters Score: Raw -184056.377874 + Penalty 1708.914519 = -182347.463355 nChanged 265 SP:Iteration 2F (5574.825811 sec): 3 clusters Score: Raw -184226.817731 + Penalty 1708.914519 = -182517.903212 nChanged 207 SP:Iteration 3F (5574.938198 sec): 3 clusters Score: Raw -184370.055142 + Penalty 1708.914519 = -182661.140624 nChanged 201 SP:Iteration 4F (5575.068786 sec): 3 clusters Score: Raw -184523.247670 + Penalty 1708.914519 = -182814.333151 nChanged 173 SP:Iteration 5F (5575.199318 sec): 3 clusters Score: Raw -184654.845238 + Penalty 1708.914519 = -182945.930719 nChanged 163 SP:Iteration 6Q (5575.323916 sec): 3 clusters Score: Raw -184778.691178 + Penalty 1708.914519 = -183069.776659 nChanged 140 SP:Iteration 7Q (5575.441845 sec): 3 clusters Score: Raw -184881.723911 + Penalty 1708.914519 = -183172.809392 nChanged 138 SP:Iteration 8Q (5575.548242 sec): 3 clusters Score: Raw -184972.089827 + Penalty 1708.914519 = -183263.175308 nChanged 109 SP:Iteration 9Q (5575.646146 sec): 3 clusters Score: Raw -185043.701268 + Penalty 1708.914519 = -183334.786749 nChanged 90 SP:Iteration 10Q (5575.771663 sec): 3 clusters Score: Raw -185094.549432 + Penalty 1708.914519 = -183385.634913 nChanged 72 SP:Iteration 11Q (5575.868864 sec): 3 clusters Score: Raw -185136.329072 + Penalty 1708.914519 = -183427.414553 nChanged 70 SP:Iteration 12Q (5575.988108 sec): 3 clusters Score: Raw -185165.704860 + Penalty 1708.914519 = -183456.790341 nChanged 54 SP:Iteration 13Q (5576.103637 sec): 3 clusters Score: Raw -185189.621991 + Penalty 1708.914519 = -183480.707472 nChanged 33 SP:Iteration 14Q (5576.241504 sec): 3 clusters Score: Raw -185205.837260 + Penalty 1708.914519 = -183496.922742 nChanged 44 SP:Iteration 15Q (5576.346399 sec): 3 clusters Score: Raw -185222.428648 + Penalty 1708.914519 = -183513.514129 nChanged 30 SP:Iteration 16Q (5576.449111 sec): 3 clusters Score: Raw -185234.637121 + Penalty 1708.914519 = -183525.722602 nChanged 27 SP:Iteration 17Q (5576.564117 sec): 3 clusters Score: Raw -185245.027218 + Penalty 1708.914519 = -183536.112699 nChanged 17 SP:Iteration 18Q (5576.716194 sec): 3 clusters Score: Raw -185249.898799 + Penalty 1708.914519 = -183540.984280 nChanged 10 SP:Iteration 19Q (5576.832082 sec): 3 clusters Score: Raw -185254.500860 + Penalty 1708.914519 = -183545.586341 nChanged 17 SP:Iteration 20F (5576.930030 sec): 3 clusters Score: Raw -185260.220702 + Penalty 1708.914519 = -183551.306183 nChanged 15 SP:Iteration 21Q (5577.040502 sec): 3 clusters Score: Raw -185267.350810 + Penalty 1708.914519 = -183558.436291 nChanged 22 SP:Iteration 22Q (5577.123575 sec): 3 clusters Score: Raw -185276.051351 + Penalty 1708.914519 = -183567.136832 nChanged 14 SP:Iteration 23Q (5577.233330 sec): 3 clusters Score: Raw -185280.944249 + Penalty 1708.914519 = -183572.029731 nChanged 17 SP:Iteration 24Q (5577.367654 sec): 3 clusters Score: Raw -185285.420968 + Penalty 1708.914519 = -183576.506449 nChanged 15 SP:Iteration 25Q (5577.493060 sec): 3 clusters Score: Raw -185291.308384 + Penalty 1708.914519 = -183582.393865 nChanged 19 SP:Iteration 26Q (5577.591809 sec): 3 clusters Score: Raw -185299.320734 + Penalty 1708.914519 = -183590.406215 nChanged 17 SP:Iteration 27Q (5577.720775 sec): 3 clusters Score: Raw -185306.229452 + Penalty 1708.914519 = -183597.314933 nChanged 18 SP:Iteration 28Q (5577.855463 sec): 3 clusters Score: Raw -185311.458865 + Penalty 1708.914519 = -183602.544346 nChanged 12 SP:Iteration 29Q (5577.961265 sec): 3 clusters Score: Raw -185314.212294 + Penalty 1708.914519 = -183605.297776 nChanged 12 SP:Iteration 30Q (5578.113582 sec): 3 clusters Score: Raw -185316.266854 + Penalty 1708.914519 = -183607.352336 nChanged 8 SP:Iteration 31Q (5578.236871 sec): 3 clusters Score: Raw -185317.679142 + Penalty 1708.914519 = -183608.764623 nChanged 3 SP:Iteration 32Q (5578.365715 sec): 3 clusters Score: Raw -185318.646212 + Penalty 1708.914519 = -183609.731693 nChanged 2 SP:Iteration 33Q (5578.466438 sec): 3 clusters Score: Raw -185319.313541 + Penalty 1708.914519 = -183610.399022 nChanged 2 SP:Iteration 34Q (5578.597197 sec): 3 clusters Score: Raw -185319.907915 + Penalty 1708.914519 = -183610.993396 nChanged 1 SP:Iteration 35Q (5578.722356 sec): 3 clusters Score: Raw -185319.981213 + Penalty 1708.914519 = -183611.066695 nChanged 2 SP:Iteration 36Q (5578.833166 sec): 3 clusters Score: Raw -185321.067707 + Penalty 1708.914519 = -183612.153188 nChanged 6 SP:Iteration 37Q (5578.948883 sec): 3 clusters Score: Raw -185324.726021 + Penalty 1708.914519 = -183615.811503 nChanged 8 SP:Iteration 38Q (5579.049425 sec): 3 clusters Score: Raw -185327.200741 + Penalty 1708.914519 = -183618.286222 nChanged 10 SP:Iteration 39Q (5579.196212 sec): 3 clusters Score: Raw -185330.237563 + Penalty 1708.914519 = -183621.323044 nChanged 10 SP:Iteration 40F (5579.293991 sec): 3 clusters Score: Raw -185332.969747 + Penalty 1708.914519 = -183624.055228 nChanged 2 SP:Iteration 41Q (5579.422323 sec): 3 clusters Score: Raw -185333.478784 + Penalty 1708.914519 = -183624.564265 nChanged 2 SP:Iteration 42Q (5579.527964 sec): 3 clusters Score: Raw -185333.711083 + Penalty 1708.914519 = -183624.796564 nChanged 1 SP:Iteration 43Q (5579.633554 sec): 3 clusters Score: Raw -185333.845799 + Penalty 1708.914519 = -183624.931280 nChanged 2 SP:Iteration 44Q (5579.759700 sec): 3 clusters Score: Raw -185334.057032 + Penalty 1708.914519 = -183625.142513 nChanged 2 SP:Iteration 45Q (5579.909438 sec): 3 clusters Score: Raw -185334.743907 + Penalty 1708.914519 = -183625.829389 nChanged 1 SP:Iteration 46Q (5580.016719 sec): 3 clusters Score: Raw -185334.842649 + Penalty 1708.914519 = -183625.928130 nChanged 0 SP:Iteration 47F (5580.104058 sec): 3 clusters Score: Raw -185334.842649 + Penalty 1708.914519 = -183625.928130 nChanged 0 Trying to split cluster 6 (3167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5580.184931 sec): 2 clusters Score: Raw -186983.079856 + Penalty 846.356705 = -186136.723152 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5580.305623 sec): 3 clusters Score: Raw -185354.880305 + Penalty 1692.713410 = -183662.166895 nChanged 1262 SP:Iteration 1F (5580.407689 sec): 3 clusters Score: Raw -186086.491037 + Penalty 1692.713410 = -184393.777627 nChanged 249 SP:Iteration 2F (5580.536056 sec): 3 clusters Score: Raw -186264.806116 + Penalty 1692.713410 = -184572.092706 nChanged 206 SP:Iteration 3F (5580.655462 sec): 3 clusters Score: Raw -186391.068114 + Penalty 1692.713410 = -184698.354704 nChanged 148 SP:Iteration 4Q (5580.772421 sec): 3 clusters Score: Raw -186472.692823 + Penalty 1692.713410 = -184779.979413 nChanged 116 SP:Iteration 5Q (5580.902049 sec): 3 clusters Score: Raw -186541.551946 + Penalty 1692.713410 = -184848.838536 nChanged 111 SP:Iteration 6Q (5581.011779 sec): 3 clusters Score: Raw -186612.537920 + Penalty 1692.713410 = -184919.824510 nChanged 114 SP:Iteration 7Q (5581.138790 sec): 3 clusters Score: Raw -186690.403892 + Penalty 1692.713410 = -184997.690482 nChanged 123 SP:Iteration 8Q (5581.241839 sec): 3 clusters Score: Raw -186766.624098 + Penalty 1692.713410 = -185073.910688 nChanged 109 SP:Iteration 9Q (5581.350327 sec): 3 clusters Score: Raw -186832.131854 + Penalty 1692.713410 = -185139.418444 nChanged 107 SP:Iteration 10Q (5581.497082 sec): 3 clusters Score: Raw -186898.993575 + Penalty 1692.713410 = -185206.280166 nChanged 87 SP:Iteration 11Q (5581.621780 sec): 3 clusters Score: Raw -186953.083692 + Penalty 1692.713410 = -185260.370283 nChanged 77 SP:Iteration 12Q (5581.749323 sec): 3 clusters Score: Raw -186987.932570 + Penalty 1692.713410 = -185295.219160 nChanged 65 SP:Iteration 13Q (5581.862006 sec): 3 clusters Score: Raw -187020.417936 + Penalty 1692.713410 = -185327.704526 nChanged 48 SP:Iteration 14Q (5582.001719 sec): 3 clusters Score: Raw -187043.400191 + Penalty 1692.713410 = -185350.686781 nChanged 43 SP:Iteration 15Q (5582.132137 sec): 3 clusters Score: Raw -187060.274054 + Penalty 1692.713410 = -185367.560644 nChanged 37 SP:Iteration 16Q (5582.228035 sec): 3 clusters Score: Raw -187075.119598 + Penalty 1692.713410 = -185382.406188 nChanged 38 SP:Iteration 17Q (5582.336590 sec): 3 clusters Score: Raw -187088.380548 + Penalty 1692.713410 = -185395.667138 nChanged 28 SP:Iteration 18Q (5582.456765 sec): 3 clusters Score: Raw -187098.963210 + Penalty 1692.713410 = -185406.249800 nChanged 33 SP:Iteration 19Q (5582.540081 sec): 3 clusters Score: Raw -187114.503998 + Penalty 1692.713410 = -185421.790588 nChanged 29 SP:Iteration 20F (5582.655184 sec): 3 clusters Score: Raw -187131.245884 + Penalty 1692.713410 = -185438.532474 nChanged 40 SP:Iteration 21Q (5582.741808 sec): 3 clusters Score: Raw -187149.716648 + Penalty 1692.713410 = -185457.003238 nChanged 33 SP:Iteration 22Q (5582.844223 sec): 3 clusters Score: Raw -187168.333690 + Penalty 1692.713410 = -185475.620280 nChanged 39 SP:Iteration 23Q (5582.948834 sec): 3 clusters Score: Raw -187189.808677 + Penalty 1692.713410 = -185497.095267 nChanged 26 SP:Iteration 24Q (5583.053095 sec): 3 clusters Score: Raw -187204.836845 + Penalty 1692.713410 = -185512.123435 nChanged 27 SP:Iteration 25Q (5583.156205 sec): 3 clusters Score: Raw -187227.496333 + Penalty 1692.713410 = -185534.782923 nChanged 42 SP:Iteration 26Q (5583.259046 sec): 3 clusters Score: Raw -187263.982900 + Penalty 1692.713410 = -185571.269491 nChanged 46 SP:Iteration 27Q (5583.349532 sec): 3 clusters Score: Raw -187290.997187 + Penalty 1692.713410 = -185598.283777 nChanged 45 SP:Iteration 28Q (5583.453498 sec): 3 clusters Score: Raw -187312.604703 + Penalty 1692.713410 = -185619.891293 nChanged 35 SP:Iteration 29Q (5583.560916 sec): 3 clusters Score: Raw -187333.671749 + Penalty 1692.713410 = -185640.958339 nChanged 36 SP:Iteration 30Q (5583.672990 sec): 3 clusters Score: Raw -187364.777088 + Penalty 1692.713410 = -185672.063678 nChanged 38 SP:Iteration 31Q (5583.776884 sec): 3 clusters Score: Raw -187392.727400 + Penalty 1692.713410 = -185700.013990 nChanged 31 SP:Iteration 32Q (5583.880269 sec): 3 clusters Score: Raw -187412.085560 + Penalty 1692.713410 = -185719.372151 nChanged 28 SP:Iteration 33Q (5583.974184 sec): 3 clusters Score: Raw -187424.502790 + Penalty 1692.713410 = -185731.789380 nChanged 22 SP:Iteration 34Q (5584.092579 sec): 3 clusters Score: Raw -187431.778904 + Penalty 1692.713410 = -185739.065494 nChanged 12 SP:Iteration 35Q (5584.175167 sec): 3 clusters Score: Raw -187435.288302 + Penalty 1692.713410 = -185742.574892 nChanged 6 SP:Iteration 36Q (5584.261518 sec): 3 clusters Score: Raw -187436.493141 + Penalty 1692.713410 = -185743.779732 nChanged 4 SP:Iteration 37Q (5584.383148 sec): 3 clusters Score: Raw -187437.374095 + Penalty 1692.713410 = -185744.660686 nChanged 1 SP:Iteration 38Q (5584.488442 sec): 3 clusters Score: Raw -187437.443953 + Penalty 1692.713410 = -185744.730543 nChanged 1 SP:Iteration 39Q (5584.615961 sec): 3 clusters Score: Raw -187437.966847 + Penalty 1692.713410 = -185745.253438 nChanged 3 SP:Iteration 40F (5584.715917 sec): 3 clusters Score: Raw -187438.803955 + Penalty 1692.713410 = -185746.090545 nChanged 1 SP:Iteration 41Q (5584.831280 sec): 3 clusters Score: Raw -187439.116567 + Penalty 1692.713410 = -185746.403158 nChanged 0 SP:Iteration 42F (5584.923037 sec): 3 clusters Score: Raw -187439.116567 + Penalty 1692.713410 = -185746.403158 nChanged 0 Trying to split cluster 7 (1664 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5584.987408 sec): 2 clusters Score: Raw -94538.517894 + Penalty 778.782860 = -93759.735033 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5585.103111 sec): 3 clusters Score: Raw -93755.408658 + Penalty 1557.565720 = -92197.842938 nChanged 618 SP:Iteration 1F (5585.194522 sec): 3 clusters Score: Raw -94134.772471 + Penalty 1557.565720 = -92577.206751 nChanged 133 SP:Iteration 2F (5585.316773 sec): 3 clusters Score: Raw -94240.621295 + Penalty 1557.565720 = -92683.055575 nChanged 105 SP:Iteration 3F (5585.453124 sec): 3 clusters Score: Raw -94320.780626 + Penalty 1557.565720 = -92763.214906 nChanged 79 SP:Iteration 4Q (5585.574054 sec): 3 clusters Score: Raw -94389.127348 + Penalty 1557.565720 = -92831.561627 nChanged 71 SP:Iteration 5Q (5585.651360 sec): 3 clusters Score: Raw -94444.766623 + Penalty 1557.565720 = -92887.200902 nChanged 66 SP:Iteration 6Q (5585.777978 sec): 3 clusters Score: Raw -94487.908142 + Penalty 1557.565720 = -92930.342422 nChanged 47 SP:Iteration 7Q (5585.869150 sec): 3 clusters Score: Raw -94506.052517 + Penalty 1557.565720 = -92948.486797 nChanged 26 SP:Iteration 8Q (5585.978939 sec): 3 clusters Score: Raw -94522.169727 + Penalty 1557.565720 = -92964.604007 nChanged 25 SP:Iteration 9Q (5586.096550 sec): 3 clusters Score: Raw -94538.090647 + Penalty 1557.565720 = -92980.524926 nChanged 25 SP:Iteration 10Q (5586.223829 sec): 3 clusters Score: Raw -94551.368612 + Penalty 1557.565720 = -92993.802891 nChanged 34 SP:Iteration 11Q (5586.332156 sec): 3 clusters Score: Raw -94568.826645 + Penalty 1557.565720 = -93011.260924 nChanged 28 SP:Iteration 12Q (5586.421015 sec): 3 clusters Score: Raw -94584.594897 + Penalty 1557.565720 = -93027.029176 nChanged 23 SP:Iteration 13Q (5586.518882 sec): 3 clusters Score: Raw -94599.009029 + Penalty 1557.565720 = -93041.443308 nChanged 28 SP:Iteration 14Q (5586.644903 sec): 3 clusters Score: Raw -94617.844188 + Penalty 1557.565720 = -93060.278467 nChanged 34 SP:Iteration 15Q (5586.771709 sec): 3 clusters Score: Raw -94642.918032 + Penalty 1557.565720 = -93085.352311 nChanged 41 SP:Iteration 16Q (5586.880129 sec): 3 clusters Score: Raw -94672.780433 + Penalty 1557.565720 = -93115.214713 nChanged 44 SP:Iteration 17Q (5586.986936 sec): 3 clusters Score: Raw -94703.432602 + Penalty 1557.565720 = -93145.866882 nChanged 38 SP:Iteration 18Q (5587.089994 sec): 3 clusters Score: Raw -94739.606560 + Penalty 1557.565720 = -93182.040840 nChanged 34 SP:Iteration 19Q (5587.207367 sec): 3 clusters Score: Raw -94768.015681 + Penalty 1557.565720 = -93210.449961 nChanged 28 SP:Iteration 20F (5587.283434 sec): 3 clusters Score: Raw -94784.660785 + Penalty 1557.565720 = -93227.095064 nChanged 20 SP:Iteration 21Q (5587.394032 sec): 3 clusters Score: Raw -94794.553187 + Penalty 1557.565720 = -93236.987466 nChanged 11 SP:Iteration 22Q (5587.490700 sec): 3 clusters Score: Raw -94799.340788 + Penalty 1557.565720 = -93241.775067 nChanged 10 SP:Iteration 23Q (5587.616434 sec): 3 clusters Score: Raw -94805.061019 + Penalty 1557.565720 = -93247.495298 nChanged 7 SP:Iteration 24Q (5587.758238 sec): 3 clusters Score: Raw -94810.089771 + Penalty 1557.565720 = -93252.524050 nChanged 9 SP:Iteration 25Q (5587.858424 sec): 3 clusters Score: Raw -94815.054630 + Penalty 1557.565720 = -93257.488910 nChanged 13 SP:Iteration 26Q (5587.960671 sec): 3 clusters Score: Raw -94825.702044 + Penalty 1557.565720 = -93268.136324 nChanged 12 SP:Iteration 27Q (5588.072934 sec): 3 clusters Score: Raw -94833.608413 + Penalty 1557.565720 = -93276.042693 nChanged 13 SP:Iteration 28Q (5588.199295 sec): 3 clusters Score: Raw -94842.051644 + Penalty 1557.565720 = -93284.485923 nChanged 15 SP:Iteration 29Q (5588.314826 sec): 3 clusters Score: Raw -94852.478980 + Penalty 1557.565720 = -93294.913260 nChanged 18 SP:Iteration 30Q (5588.440965 sec): 3 clusters Score: Raw -94866.411893 + Penalty 1557.565720 = -93308.846172 nChanged 20 SP:Iteration 31Q (5588.551564 sec): 3 clusters Score: Raw -94879.682862 + Penalty 1557.565720 = -93322.117142 nChanged 12 SP:Iteration 32Q (5588.671798 sec): 3 clusters Score: Raw -94889.051594 + Penalty 1557.565720 = -93331.485874 nChanged 15 SP:Iteration 33Q (5588.762159 sec): 3 clusters Score: Raw -94895.888129 + Penalty 1557.565720 = -93338.322409 nChanged 12 SP:Iteration 34Q (5588.885188 sec): 3 clusters Score: Raw -94908.896686 + Penalty 1557.565720 = -93351.330966 nChanged 15 SP:Iteration 35Q (5588.997060 sec): 3 clusters Score: Raw -94930.034523 + Penalty 1557.565720 = -93372.468802 nChanged 19 SP:Iteration 36Q (5589.120838 sec): 3 clusters Score: Raw -94943.475291 + Penalty 1557.565720 = -93385.909571 nChanged 17 SP:Iteration 37Q (5589.226208 sec): 3 clusters Score: Raw -94955.860792 + Penalty 1557.565720 = -93398.295072 nChanged 16 SP:Iteration 38Q (5589.320259 sec): 3 clusters Score: Raw -94969.960335 + Penalty 1557.565720 = -93412.394615 nChanged 15 SP:Iteration 39Q (5589.418326 sec): 3 clusters Score: Raw -94981.340099 + Penalty 1557.565720 = -93423.774378 nChanged 12 SP:Iteration 40F (5589.517034 sec): 3 clusters Score: Raw -94988.624994 + Penalty 1557.565720 = -93431.059274 nChanged 12 SP:Iteration 41Q (5589.630004 sec): 3 clusters Score: Raw -94998.049092 + Penalty 1557.565720 = -93440.483372 nChanged 11 SP:Iteration 42Q (5589.744444 sec): 3 clusters Score: Raw -95002.675401 + Penalty 1557.565720 = -93445.109680 nChanged 5 SP:Iteration 43Q (5589.862902 sec): 3 clusters Score: Raw -95004.052899 + Penalty 1557.565720 = -93446.487179 nChanged 0 SP:Iteration 44F (5589.986358 sec): 3 clusters Score: Raw -95004.052899 + Penalty 1557.565720 = -93446.487179 nChanged 0 Trying to split cluster 8 (1732 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5590.047380 sec): 2 clusters Score: Raw -85937.231638 + Penalty 782.988369 = -85154.243269 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5590.162408 sec): 3 clusters Score: Raw -85209.781853 + Penalty 1565.976739 = -83643.805114 nChanged 633 SP:Iteration 1F (5590.263675 sec): 3 clusters Score: Raw -85607.488316 + Penalty 1565.976739 = -84041.511577 nChanged 142 SP:Iteration 2F (5590.395318 sec): 3 clusters Score: Raw -85726.602190 + Penalty 1565.976739 = -84160.625451 nChanged 96 SP:Iteration 3F (5590.524467 sec): 3 clusters Score: Raw -85805.407773 + Penalty 1565.976739 = -84239.431034 nChanged 86 SP:Iteration 4Q (5590.618157 sec): 3 clusters Score: Raw -85880.411835 + Penalty 1565.976739 = -84314.435096 nChanged 83 SP:Iteration 5Q (5590.752863 sec): 3 clusters Score: Raw -85963.567156 + Penalty 1565.976739 = -84397.590418 nChanged 72 SP:Iteration 6Q (5590.872954 sec): 3 clusters Score: Raw -86039.007098 + Penalty 1565.976739 = -84473.030359 nChanged 73 SP:Iteration 7Q (5590.999377 sec): 3 clusters Score: Raw -86098.312472 + Penalty 1565.976739 = -84532.335733 nChanged 54 SP:Iteration 8Q (5591.109971 sec): 3 clusters Score: Raw -86139.967738 + Penalty 1565.976739 = -84573.991000 nChanged 41 SP:Iteration 9Q (5591.234461 sec): 3 clusters Score: Raw -86164.850037 + Penalty 1565.976739 = -84598.873299 nChanged 31 SP:Iteration 10Q (5591.352632 sec): 3 clusters Score: Raw -86184.887211 + Penalty 1565.976739 = -84618.910472 nChanged 27 SP:Iteration 11Q (5591.454367 sec): 3 clusters Score: Raw -86197.701157 + Penalty 1565.976739 = -84631.724418 nChanged 18 SP:Iteration 12Q (5591.556267 sec): 3 clusters Score: Raw -86209.088474 + Penalty 1565.976739 = -84643.111735 nChanged 22 SP:Iteration 13Q (5591.681146 sec): 3 clusters Score: Raw -86221.974124 + Penalty 1565.976739 = -84655.997385 nChanged 27 SP:Iteration 14Q (5591.802566 sec): 3 clusters Score: Raw -86238.300196 + Penalty 1565.976739 = -84672.323457 nChanged 16 SP:Iteration 15Q (5591.915641 sec): 3 clusters Score: Raw -86248.845697 + Penalty 1565.976739 = -84682.868958 nChanged 16 SP:Iteration 16Q (5592.009015 sec): 3 clusters Score: Raw -86260.419123 + Penalty 1565.976739 = -84694.442385 nChanged 17 SP:Iteration 17Q (5592.132305 sec): 3 clusters Score: Raw -86272.556999 + Penalty 1565.976739 = -84706.580260 nChanged 14 SP:Iteration 18Q (5592.255199 sec): 3 clusters Score: Raw -86284.821867 + Penalty 1565.976739 = -84718.845129 nChanged 24 SP:Iteration 19Q (5592.339284 sec): 3 clusters Score: Raw -86299.055758 + Penalty 1565.976739 = -84733.079019 nChanged 25 SP:Iteration 20F (5592.445090 sec): 3 clusters Score: Raw -86315.411506 + Penalty 1565.976739 = -84749.434767 nChanged 19 SP:Iteration 21Q (5592.577652 sec): 3 clusters Score: Raw -86324.473822 + Penalty 1565.976739 = -84758.497083 nChanged 14 SP:Iteration 22Q (5592.664735 sec): 3 clusters Score: Raw -86334.625233 + Penalty 1565.976739 = -84768.648494 nChanged 12 SP:Iteration 23Q (5592.782256 sec): 3 clusters Score: Raw -86342.256560 + Penalty 1565.976739 = -84776.279822 nChanged 10 SP:Iteration 24Q (5592.892012 sec): 3 clusters Score: Raw -86347.126928 + Penalty 1565.976739 = -84781.150190 nChanged 6 SP:Iteration 25Q (5592.993598 sec): 3 clusters Score: Raw -86349.139859 + Penalty 1565.976739 = -84783.163120 nChanged 2 SP:Iteration 26Q (5593.156466 sec): 3 clusters Score: Raw -86350.329621 + Penalty 1565.976739 = -84784.352882 nChanged 3 SP:Iteration 27Q (5593.261215 sec): 3 clusters Score: Raw -86352.027302 + Penalty 1565.976739 = -84786.050563 nChanged 4 SP:Iteration 28Q (5593.359358 sec): 3 clusters Score: Raw -86354.441625 + Penalty 1565.976739 = -84788.464886 nChanged 3 SP:Iteration 29Q (5593.461237 sec): 3 clusters Score: Raw -86356.839768 + Penalty 1565.976739 = -84790.863030 nChanged 5 SP:Iteration 30Q (5593.604521 sec): 3 clusters Score: Raw -86359.887528 + Penalty 1565.976739 = -84793.910790 nChanged 6 SP:Iteration 31Q (5593.732170 sec): 3 clusters Score: Raw -86362.707498 + Penalty 1565.976739 = -84796.730760 nChanged 2 SP:Iteration 32Q (5593.847440 sec): 3 clusters Score: Raw -86363.579744 + Penalty 1565.976739 = -84797.603006 nChanged 3 SP:Iteration 33Q (5593.961781 sec): 3 clusters Score: Raw -86364.642049 + Penalty 1565.976739 = -84798.665311 nChanged 3 SP:Iteration 34Q (5594.050188 sec): 3 clusters Score: Raw -86365.546791 + Penalty 1565.976739 = -84799.570052 nChanged 2 SP:Iteration 35Q (5594.181452 sec): 3 clusters Score: Raw -86368.548832 + Penalty 1565.976739 = -84802.572093 nChanged 4 SP:Iteration 36Q (5594.297322 sec): 3 clusters Score: Raw -86369.768525 + Penalty 1565.976739 = -84803.791787 nChanged 2 SP:Iteration 37Q (5594.403434 sec): 3 clusters Score: Raw -86371.547334 + Penalty 1565.976739 = -84805.570596 nChanged 2 SP:Iteration 38Q (5594.525361 sec): 3 clusters Score: Raw -86372.975120 + Penalty 1565.976739 = -84806.998382 nChanged 2 SP:Iteration 39Q (5594.656565 sec): 3 clusters Score: Raw -86373.890190 + Penalty 1565.976739 = -84807.913451 nChanged 2 SP:Iteration 40F (5594.752780 sec): 3 clusters Score: Raw -86375.297022 + Penalty 1565.976739 = -84809.320283 nChanged 5 SP:Iteration 41Q (5594.880847 sec): 3 clusters Score: Raw -86378.248217 + Penalty 1565.976739 = -84812.271478 nChanged 3 SP:Iteration 42Q (5594.995759 sec): 3 clusters Score: Raw -86379.640835 + Penalty 1565.976739 = -84813.664096 nChanged 4 SP:Iteration 43Q (5595.108898 sec): 3 clusters Score: Raw -86381.847019 + Penalty 1565.976739 = -84815.870280 nChanged 4 SP:Iteration 44Q (5595.226958 sec): 3 clusters Score: Raw -86384.107124 + Penalty 1565.976739 = -84818.130385 nChanged 2 SP:Iteration 45Q (5595.356287 sec): 3 clusters Score: Raw -86385.050225 + Penalty 1565.976739 = -84819.073486 nChanged 4 SP:Iteration 46Q (5595.475073 sec): 3 clusters Score: Raw -86387.126019 + Penalty 1565.976739 = -84821.149281 nChanged 1 SP:Iteration 47Q (5595.561987 sec): 3 clusters Score: Raw -86387.527379 + Penalty 1565.976739 = -84821.550640 nChanged 1 SP:Iteration 48Q (5595.695543 sec): 3 clusters Score: Raw -86387.856273 + Penalty 1565.976739 = -84821.879535 nChanged 0 SP:Iteration 49F (5595.783675 sec): 3 clusters Score: Raw -86387.856273 + Penalty 1565.976739 = -84821.879535 nChanged 0 Trying to split cluster 9 (4032 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5595.875633 sec): 2 clusters Score: Raw -206516.570848 + Penalty 871.711870 = -205644.858978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5595.997917 sec): 3 clusters Score: Raw -204345.765564 + Penalty 1743.423740 = -202602.341824 nChanged 1677 SP:Iteration 1F (5596.109122 sec): 3 clusters Score: Raw -205383.597865 + Penalty 1743.423740 = -203640.174125 nChanged 324 SP:Iteration 2F (5596.208235 sec): 3 clusters Score: Raw -205625.797853 + Penalty 1743.423740 = -203882.374113 nChanged 274 SP:Iteration 3F (5596.336120 sec): 3 clusters Score: Raw -205850.413757 + Penalty 1743.423740 = -204106.990017 nChanged 252 SP:Iteration 4F (5596.446047 sec): 3 clusters Score: Raw -206008.801344 + Penalty 1743.423740 = -204265.377604 nChanged 173 SP:Iteration 5Q (5596.531558 sec): 3 clusters Score: Raw -206109.835587 + Penalty 1743.423740 = -204366.411847 nChanged 155 SP:Iteration 6Q (5596.640324 sec): 3 clusters Score: Raw -206186.500163 + Penalty 1743.423740 = -204443.076423 nChanged 107 SP:Iteration 7Q (5596.740662 sec): 3 clusters Score: Raw -206234.730631 + Penalty 1743.423740 = -204491.306891 nChanged 95 SP:Iteration 8Q (5596.867999 sec): 3 clusters Score: Raw -206270.732466 + Penalty 1743.423740 = -204527.308726 nChanged 84 SP:Iteration 9Q (5596.956833 sec): 3 clusters Score: Raw -206301.426858 + Penalty 1743.423740 = -204558.003118 nChanged 57 SP:Iteration 10Q (5597.055228 sec): 3 clusters Score: Raw -206317.193537 + Penalty 1743.423740 = -204573.769797 nChanged 47 SP:Iteration 11Q (5597.157016 sec): 3 clusters Score: Raw -206327.034363 + Penalty 1743.423740 = -204583.610622 nChanged 36 SP:Iteration 12Q (5597.276932 sec): 3 clusters Score: Raw -206335.268613 + Penalty 1743.423740 = -204591.844873 nChanged 35 SP:Iteration 13Q (5597.376017 sec): 3 clusters Score: Raw -206343.561399 + Penalty 1743.423740 = -204600.137659 nChanged 27 SP:Iteration 14Q (5597.462135 sec): 3 clusters Score: Raw -206348.718220 + Penalty 1743.423740 = -204605.294480 nChanged 26 SP:Iteration 15Q (5597.566267 sec): 3 clusters Score: Raw -206357.549965 + Penalty 1743.423740 = -204614.126225 nChanged 37 SP:Iteration 16Q (5597.665024 sec): 3 clusters Score: Raw -206368.057692 + Penalty 1743.423740 = -204624.633952 nChanged 32 SP:Iteration 17Q (5597.771944 sec): 3 clusters Score: Raw -206376.554744 + Penalty 1743.423740 = -204633.131004 nChanged 22 SP:Iteration 18Q (5597.880143 sec): 3 clusters Score: Raw -206381.161530 + Penalty 1743.423740 = -204637.737790 nChanged 19 SP:Iteration 19Q (5597.979527 sec): 3 clusters Score: Raw -206385.795431 + Penalty 1743.423740 = -204642.371691 nChanged 26 SP:Iteration 20F (5598.089444 sec): 3 clusters Score: Raw -206392.021263 + Penalty 1743.423740 = -204648.597523 nChanged 20 SP:Iteration 21Q (5598.196032 sec): 3 clusters Score: Raw -206396.016010 + Penalty 1743.423740 = -204652.592270 nChanged 21 SP:Iteration 22Q (5598.282238 sec): 3 clusters Score: Raw -206400.259400 + Penalty 1743.423740 = -204656.835660 nChanged 19 SP:Iteration 23Q (5598.387657 sec): 3 clusters Score: Raw -206404.164914 + Penalty 1743.423740 = -204660.741174 nChanged 16 SP:Iteration 24Q (5598.474496 sec): 3 clusters Score: Raw -206407.482117 + Penalty 1743.423740 = -204664.058377 nChanged 12 SP:Iteration 25Q (5598.601220 sec): 3 clusters Score: Raw -206409.119083 + Penalty 1743.423740 = -204665.695343 nChanged 6 SP:Iteration 26Q (5598.684970 sec): 3 clusters Score: Raw -206410.052021 + Penalty 1743.423740 = -204666.628281 nChanged 11 SP:Iteration 27Q (5598.791740 sec): 3 clusters Score: Raw -206412.062033 + Penalty 1743.423740 = -204668.638293 nChanged 16 SP:Iteration 28Q (5598.899075 sec): 3 clusters Score: Raw -206417.332407 + Penalty 1743.423740 = -204673.908667 nChanged 25 SP:Iteration 29Q (5599.011143 sec): 3 clusters Score: Raw -206422.993494 + Penalty 1743.423740 = -204679.569754 nChanged 23 SP:Iteration 30Q (5599.120319 sec): 3 clusters Score: Raw -206428.672657 + Penalty 1743.423740 = -204685.248917 nChanged 24 SP:Iteration 31Q (5599.216733 sec): 3 clusters Score: Raw -206434.497227 + Penalty 1743.423740 = -204691.073487 nChanged 26 SP:Iteration 32Q (5599.316369 sec): 3 clusters Score: Raw -206441.949915 + Penalty 1743.423740 = -204698.526175 nChanged 30 SP:Iteration 33Q (5599.433094 sec): 3 clusters Score: Raw -206449.674798 + Penalty 1743.423740 = -204706.251058 nChanged 22 SP:Iteration 34Q (5599.557766 sec): 3 clusters Score: Raw -206459.179490 + Penalty 1743.423740 = -204715.755750 nChanged 29 SP:Iteration 35Q (5599.645298 sec): 3 clusters Score: Raw -206468.590918 + Penalty 1743.423740 = -204725.167178 nChanged 24 SP:Iteration 36Q (5599.740662 sec): 3 clusters Score: Raw -206475.974518 + Penalty 1743.423740 = -204732.550778 nChanged 27 SP:Iteration 37Q (5599.833698 sec): 3 clusters Score: Raw -206489.316888 + Penalty 1743.423740 = -204745.893148 nChanged 41 SP:Iteration 38Q (5599.967354 sec): 3 clusters Score: Raw -206510.091158 + Penalty 1743.423740 = -204766.667417 nChanged 45 SP:Iteration 39Q (5600.073180 sec): 3 clusters Score: Raw -206530.883848 + Penalty 1743.423740 = -204787.460108 nChanged 39 SP:Iteration 40F (5600.167091 sec): 3 clusters Score: Raw -206547.728170 + Penalty 1743.423740 = -204804.304430 nChanged 46 SP:Iteration 41Q (5600.265097 sec): 3 clusters Score: Raw -206567.875921 + Penalty 1743.423740 = -204824.452181 nChanged 44 SP:Iteration 42Q (5600.371472 sec): 3 clusters Score: Raw -206584.351881 + Penalty 1743.423740 = -204840.928141 nChanged 39 SP:Iteration 43Q (5600.481914 sec): 3 clusters Score: Raw -206617.810458 + Penalty 1743.423740 = -204874.386718 nChanged 47 SP:Iteration 44Q (5600.588136 sec): 3 clusters Score: Raw -206655.225950 + Penalty 1743.423740 = -204911.802209 nChanged 68 SP:Iteration 45Q (5600.680621 sec): 3 clusters Score: Raw -206692.668494 + Penalty 1743.423740 = -204949.244753 nChanged 64 SP:Iteration 46Q (5600.790044 sec): 3 clusters Score: Raw -206724.337216 + Penalty 1743.423740 = -204980.913476 nChanged 52 SP:Iteration 47Q (5600.873301 sec): 3 clusters Score: Raw -206747.355799 + Penalty 1743.423740 = -205003.932059 nChanged 48 SP:Iteration 48Q (5600.969722 sec): 3 clusters Score: Raw -206768.547579 + Penalty 1743.423740 = -205025.123839 nChanged 52 SP:Iteration 49Q (5601.084637 sec): 3 clusters Score: Raw -206787.692632 + Penalty 1743.423740 = -205044.268891 nChanged 37 SP:Iteration 50Q (5601.190660 sec): 3 clusters Score: Raw -206799.436439 + Penalty 1743.423740 = -205056.012699 nChanged 31 SP:Iteration 51Q (5601.291324 sec): 3 clusters Score: Raw -206811.324572 + Penalty 1743.423740 = -205067.900832 nChanged 33 SP:Iteration 52Q (5601.389650 sec): 3 clusters Score: Raw -206823.502410 + Penalty 1743.423740 = -205080.078670 nChanged 40 SP:Iteration 53Q (5601.482546 sec): 3 clusters Score: Raw -206835.132749 + Penalty 1743.423740 = -205091.709009 nChanged 24 SP:Iteration 54Q (5601.594243 sec): 3 clusters Score: Raw -206841.934966 + Penalty 1743.423740 = -205098.511226 nChanged 23 SP:Iteration 55Q (5601.695097 sec): 3 clusters Score: Raw -206847.904376 + Penalty 1743.423740 = -205104.480636 nChanged 16 SP:Iteration 56Q (5601.808370 sec): 3 clusters Score: Raw -206853.087142 + Penalty 1743.423740 = -205109.663402 nChanged 11 SP:Iteration 57Q (5601.904154 sec): 3 clusters Score: Raw -206854.774287 + Penalty 1743.423740 = -205111.350547 nChanged 12 SP:Iteration 58Q (5602.014146 sec): 3 clusters Score: Raw -206858.439933 + Penalty 1743.423740 = -205115.016193 nChanged 12 SP:Iteration 59Q (5602.105480 sec): 3 clusters Score: Raw -206861.029799 + Penalty 1743.423740 = -205117.606059 nChanged 9 SP:Iteration 60F (5602.200920 sec): 3 clusters Score: Raw -206862.538766 + Penalty 1743.423740 = -205119.115026 nChanged 8 SP:Iteration 61Q (5602.297710 sec): 3 clusters Score: Raw -206863.890294 + Penalty 1743.423740 = -205120.466554 nChanged 7 SP:Iteration 62Q (5602.411260 sec): 3 clusters Score: Raw -206864.994096 + Penalty 1743.423740 = -205121.570356 nChanged 7 SP:Iteration 63Q (5602.498923 sec): 3 clusters Score: Raw -206866.361061 + Penalty 1743.423740 = -205122.937321 nChanged 4 SP:Iteration 64Q (5602.628440 sec): 3 clusters Score: Raw -206867.087567 + Penalty 1743.423740 = -205123.663827 nChanged 5 SP:Iteration 65Q (5602.711063 sec): 3 clusters Score: Raw -206868.481071 + Penalty 1743.423740 = -205125.057331 nChanged 5 SP:Iteration 66Q (5602.828140 sec): 3 clusters Score: Raw -206869.943043 + Penalty 1743.423740 = -205126.519303 nChanged 7 SP:Iteration 67Q (5602.914357 sec): 3 clusters Score: Raw -206871.288823 + Penalty 1743.423740 = -205127.865083 nChanged 6 SP:Iteration 68Q (5603.028270 sec): 3 clusters Score: Raw -206872.229587 + Penalty 1743.423740 = -205128.805847 nChanged 4 SP:Iteration 69Q (5603.143101 sec): 3 clusters Score: Raw -206872.727098 + Penalty 1743.423740 = -205129.303358 nChanged 3 SP:Iteration 70Q (5603.222398 sec): 3 clusters Score: Raw -206873.424974 + Penalty 1743.423740 = -205130.001234 nChanged 2 SP:Iteration 71Q (5603.353193 sec): 3 clusters Score: Raw -206873.589629 + Penalty 1743.423740 = -205130.165889 nChanged 1 SP:Iteration 72Q (5603.430305 sec): 3 clusters Score: Raw -206873.721389 + Penalty 1743.423740 = -205130.297649 nChanged 1 SP:Iteration 73Q (5603.540320 sec): 3 clusters Score: Raw -206874.015571 + Penalty 1743.423740 = -205130.591831 nChanged 2 SP:Iteration 74Q (5603.636924 sec): 3 clusters Score: Raw -206874.208382 + Penalty 1743.423740 = -205130.784641 nChanged 0 SP:Iteration 75F (5603.744337 sec): 3 clusters Score: Raw -206874.208382 + Penalty 1743.423740 = -205130.784641 nChanged 0 Trying to split cluster 10 (981 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5603.777039 sec): 2 clusters Score: Raw -44494.257058 + Penalty 723.300108 = -43770.956950 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5603.877950 sec): 3 clusters Score: Raw -44159.911500 + Penalty 1446.600217 = -42713.311284 nChanged 327 SP:Iteration 1F (5603.965225 sec): 3 clusters Score: Raw -44596.931324 + Penalty 1446.600217 = -43150.331107 nChanged 106 SP:Iteration 2F (5604.082841 sec): 3 clusters Score: Raw -44809.021250 + Penalty 1446.600217 = -43362.421033 nChanged 85 SP:Iteration 3F (5604.149842 sec): 3 clusters Score: Raw -44901.519641 + Penalty 1446.600217 = -43454.919425 nChanged 35 SP:Iteration 4Q (5604.259096 sec): 3 clusters Score: Raw -44940.649870 + Penalty 1446.600217 = -43494.049654 nChanged 32 SP:Iteration 5Q (5604.356483 sec): 3 clusters Score: Raw -44987.247554 + Penalty 1446.600217 = -43540.647337 nChanged 26 SP:Iteration 6Q (5604.457256 sec): 3 clusters Score: Raw -45021.198743 + Penalty 1446.600217 = -43574.598526 nChanged 18 SP:Iteration 7Q (5604.555967 sec): 3 clusters Score: Raw -45043.498596 + Penalty 1446.600217 = -43596.898380 nChanged 11 SP:Iteration 8Q (5604.644868 sec): 3 clusters Score: Raw -45056.262391 + Penalty 1446.600217 = -43609.662175 nChanged 3 SP:Iteration 9Q (5604.749528 sec): 3 clusters Score: Raw -45058.066056 + Penalty 1446.600217 = -43611.465840 nChanged 1 SP:Iteration 10Q (5604.841703 sec): 3 clusters Score: Raw -45058.281704 + Penalty 1446.600217 = -43611.681487 nChanged 0 SP:Iteration 11F (5604.936019 sec): 3 clusters Score: Raw -45058.281704 + Penalty 1446.600217 = -43611.681487 nChanged 0 Trying to split cluster 11 (11880 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5605.019954 sec): 2 clusters Score: Raw -713133.124911 + Penalty 985.174217 = -712147.950693 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5605.123306 sec): 3 clusters Score: Raw -706052.550886 + Penalty 1970.348435 = -704082.202451 nChanged 5375 SP:Iteration 1F (5605.253184 sec): 3 clusters Score: Raw -709224.878544 + Penalty 1970.348435 = -707254.530109 nChanged 750 SP:Iteration 2F (5605.357676 sec): 3 clusters Score: Raw -709592.273816 + Penalty 1970.348435 = -707621.925382 nChanged 710 SP:Iteration 3F (5605.464304 sec): 3 clusters Score: Raw -710014.217799 + Penalty 1970.348435 = -708043.869364 nChanged 761 SP:Iteration 4F (5605.577511 sec): 3 clusters Score: Raw -710497.089141 + Penalty 1970.348435 = -708526.740706 nChanged 710 SP:Iteration 5F (5605.712099 sec): 3 clusters Score: Raw -711003.814648 + Penalty 1970.348435 = -709033.466214 nChanged 660 SP:Iteration 6F (5605.815255 sec): 3 clusters Score: Raw -711455.950804 + Penalty 1970.348435 = -709485.602370 nChanged 538 SP:Iteration 7Q (5605.935261 sec): 3 clusters Score: Raw -711806.590565 + Penalty 1970.348435 = -709836.242130 nChanged 437 SP:Iteration 8Q (5606.046614 sec): 3 clusters Score: Raw -712077.190830 + Penalty 1970.348435 = -710106.842395 nChanged 343 SP:Iteration 9Q (5606.159099 sec): 3 clusters Score: Raw -712264.967830 + Penalty 1970.348435 = -710294.619395 nChanged 268 SP:Iteration 10Q (5606.267294 sec): 3 clusters Score: Raw -712395.557799 + Penalty 1970.348435 = -710425.209364 nChanged 224 SP:Iteration 11Q (5606.386525 sec): 3 clusters Score: Raw -712498.028297 + Penalty 1970.348435 = -710527.679863 nChanged 191 SP:Iteration 12Q (5606.483069 sec): 3 clusters Score: Raw -712587.638984 + Penalty 1970.348435 = -710617.290550 nChanged 161 SP:Iteration 13Q (5606.614590 sec): 3 clusters Score: Raw -712654.144474 + Penalty 1970.348435 = -710683.796040 nChanged 136 SP:Iteration 14Q (5606.726686 sec): 3 clusters Score: Raw -712704.873337 + Penalty 1970.348435 = -710734.524903 nChanged 115 SP:Iteration 15Q (5606.827058 sec): 3 clusters Score: Raw -712748.974740 + Penalty 1970.348435 = -710778.626306 nChanged 117 SP:Iteration 16Q (5606.946892 sec): 3 clusters Score: Raw -712798.777614 + Penalty 1970.348435 = -710828.429180 nChanged 113 SP:Iteration 17Q (5607.047442 sec): 3 clusters Score: Raw -712841.637818 + Penalty 1970.348435 = -710871.289383 nChanged 99 SP:Iteration 18Q (5607.163081 sec): 3 clusters Score: Raw -712876.842991 + Penalty 1970.348435 = -710906.494556 nChanged 105 SP:Iteration 19Q (5607.258738 sec): 3 clusters Score: Raw -712922.495060 + Penalty 1970.348435 = -710952.146625 nChanged 87 SP:Iteration 20F (5607.378631 sec): 3 clusters Score: Raw -712954.027544 + Penalty 1970.348435 = -710983.679109 nChanged 66 SP:Iteration 21Q (5607.500748 sec): 3 clusters Score: Raw -712978.328457 + Penalty 1970.348435 = -711007.980023 nChanged 70 SP:Iteration 22Q (5607.591745 sec): 3 clusters Score: Raw -713006.586983 + Penalty 1970.348435 = -711036.238548 nChanged 64 SP:Iteration 23Q (5607.720899 sec): 3 clusters Score: Raw -713032.219926 + Penalty 1970.348435 = -711061.871491 nChanged 63 SP:Iteration 24Q (5607.830811 sec): 3 clusters Score: Raw -713058.832257 + Penalty 1970.348435 = -711088.483823 nChanged 52 SP:Iteration 25Q (5607.944417 sec): 3 clusters Score: Raw -713082.108024 + Penalty 1970.348435 = -711111.759590 nChanged 51 SP:Iteration 26Q (5608.040027 sec): 3 clusters Score: Raw -713106.798398 + Penalty 1970.348435 = -711136.449964 nChanged 40 SP:Iteration 27Q (5608.158665 sec): 3 clusters Score: Raw -713127.515534 + Penalty 1970.348435 = -711157.167099 nChanged 49 SP:Iteration 28Q (5608.273203 sec): 3 clusters Score: Raw -713151.355155 + Penalty 1970.348435 = -711181.006721 nChanged 40 SP:Iteration 29Q (5608.357793 sec): 3 clusters Score: Raw -713169.414286 + Penalty 1970.348435 = -711199.065851 nChanged 37 SP:Iteration 30Q (5608.476838 sec): 3 clusters Score: Raw -713186.259152 + Penalty 1970.348435 = -711215.910717 nChanged 32 SP:Iteration 31Q (5608.591800 sec): 3 clusters Score: Raw -713200.898548 + Penalty 1970.348435 = -711230.550113 nChanged 36 SP:Iteration 32Q (5608.705836 sec): 3 clusters Score: Raw -713219.137757 + Penalty 1970.348435 = -711248.789322 nChanged 32 SP:Iteration 33Q (5608.812316 sec): 3 clusters Score: Raw -713234.411384 + Penalty 1970.348435 = -711264.062950 nChanged 20 SP:Iteration 34Q (5608.917932 sec): 3 clusters Score: Raw -713243.433370 + Penalty 1970.348435 = -711273.084935 nChanged 24 SP:Iteration 35Q (5609.038776 sec): 3 clusters Score: Raw -713251.970411 + Penalty 1970.348435 = -711281.621977 nChanged 21 SP:Iteration 36Q (5609.135266 sec): 3 clusters Score: Raw -713260.622591 + Penalty 1970.348435 = -711290.274157 nChanged 17 SP:Iteration 37Q (5609.253139 sec): 3 clusters Score: Raw -713266.582369 + Penalty 1970.348435 = -711296.233935 nChanged 19 SP:Iteration 38Q (5609.365426 sec): 3 clusters Score: Raw -713272.677954 + Penalty 1970.348435 = -711302.329519 nChanged 11 SP:Iteration 39Q (5609.480863 sec): 3 clusters Score: Raw -713275.025794 + Penalty 1970.348435 = -711304.677360 nChanged 7 SP:Iteration 40F (5609.602329 sec): 3 clusters Score: Raw -713276.468709 + Penalty 1970.348435 = -711306.120274 nChanged 5 SP:Iteration 41Q (5609.701378 sec): 3 clusters Score: Raw -713277.339160 + Penalty 1970.348435 = -711306.990725 nChanged 4 SP:Iteration 42Q (5609.790090 sec): 3 clusters Score: Raw -713278.151389 + Penalty 1970.348435 = -711307.802954 nChanged 3 SP:Iteration 43Q (5609.919838 sec): 3 clusters Score: Raw -713279.038763 + Penalty 1970.348435 = -711308.690329 nChanged 2 SP:Iteration 44Q (5610.035829 sec): 3 clusters Score: Raw -713279.501552 + Penalty 1970.348435 = -711309.153117 nChanged 1 SP:Iteration 45Q (5610.123863 sec): 3 clusters Score: Raw -713280.120558 + Penalty 1970.348435 = -711309.772123 nChanged 2 SP:Iteration 46Q (5610.234682 sec): 3 clusters Score: Raw -713280.329414 + Penalty 1970.348435 = -711309.980980 nChanged 4 SP:Iteration 47Q (5610.350831 sec): 3 clusters Score: Raw -713281.366854 + Penalty 1970.348435 = -711311.018419 nChanged 2 SP:Iteration 48Q (5610.455913 sec): 3 clusters Score: Raw -713281.999948 + Penalty 1970.348435 = -711311.651513 nChanged 0 SP:Iteration 49F (5610.574645 sec): 3 clusters Score: Raw -713281.999948 + Penalty 1970.348435 = -711311.651513 nChanged 0 Trying to split cluster 12 (8399 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5610.644354 sec): 2 clusters Score: Raw -484315.708441 + Penalty 948.766133 = -483366.942308 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5610.771688 sec): 3 clusters Score: Raw -479387.020899 + Penalty 1897.532265 = -477489.488633 nChanged 3694 SP:Iteration 1F (5610.880442 sec): 3 clusters Score: Raw -481491.325709 + Penalty 1897.532265 = -479593.793444 nChanged 492 SP:Iteration 2F (5610.991767 sec): 3 clusters Score: Raw -481699.627295 + Penalty 1897.532265 = -479802.095029 nChanged 422 SP:Iteration 3F (5611.108204 sec): 3 clusters Score: Raw -481901.164865 + Penalty 1897.532265 = -480003.632600 nChanged 401 SP:Iteration 4Q (5611.204791 sec): 3 clusters Score: Raw -482122.329584 + Penalty 1897.532265 = -480224.797319 nChanged 437 SP:Iteration 5F (5611.325356 sec): 3 clusters Score: Raw -482400.828133 + Penalty 1897.532265 = -480503.295868 nChanged 448 SP:Iteration 6F (5611.433060 sec): 3 clusters Score: Raw -482717.841917 + Penalty 1897.532265 = -480820.309652 nChanged 472 SP:Iteration 7F (5611.540415 sec): 3 clusters Score: Raw -483062.129388 + Penalty 1897.532265 = -481164.597123 nChanged 460 SP:Iteration 8F (5611.646211 sec): 3 clusters Score: Raw -483418.324987 + Penalty 1897.532265 = -481520.792722 nChanged 444 SP:Iteration 9F (5611.764326 sec): 3 clusters Score: Raw -483732.722514 + Penalty 1897.532265 = -481835.190249 nChanged 358 SP:Iteration 10Q (5611.862034 sec): 3 clusters Score: Raw -483934.031115 + Penalty 1897.532265 = -482036.498850 nChanged 259 SP:Iteration 11Q (5611.981907 sec): 3 clusters Score: Raw -484039.526864 + Penalty 1897.532265 = -482141.994598 nChanged 168 SP:Iteration 12Q (5612.090563 sec): 3 clusters Score: Raw -484097.697061 + Penalty 1897.532265 = -482200.164796 nChanged 144 SP:Iteration 13Q (5612.193189 sec): 3 clusters Score: Raw -484137.919279 + Penalty 1897.532265 = -482240.387013 nChanged 122 SP:Iteration 14Q (5612.307897 sec): 3 clusters Score: Raw -484174.189564 + Penalty 1897.532265 = -482276.657299 nChanged 97 SP:Iteration 15Q (5612.421383 sec): 3 clusters Score: Raw -484201.513220 + Penalty 1897.532265 = -482303.980954 nChanged 88 SP:Iteration 16Q (5612.539392 sec): 3 clusters Score: Raw -484222.245961 + Penalty 1897.532265 = -482324.713696 nChanged 69 SP:Iteration 17Q (5612.655575 sec): 3 clusters Score: Raw -484237.520997 + Penalty 1897.532265 = -482339.988731 nChanged 65 SP:Iteration 18Q (5612.741142 sec): 3 clusters Score: Raw -484254.593927 + Penalty 1897.532265 = -482357.061662 nChanged 75 SP:Iteration 19Q (5612.861583 sec): 3 clusters Score: Raw -484270.188242 + Penalty 1897.532265 = -482372.655977 nChanged 52 SP:Iteration 20F (5612.964344 sec): 3 clusters Score: Raw -484278.876709 + Penalty 1897.532265 = -482381.344443 nChanged 41 SP:Iteration 21Q (5613.067083 sec): 3 clusters Score: Raw -484285.059838 + Penalty 1897.532265 = -482387.527573 nChanged 48 SP:Iteration 22Q (5613.172984 sec): 3 clusters Score: Raw -484292.665343 + Penalty 1897.532265 = -482395.133077 nChanged 41 SP:Iteration 23Q (5613.274466 sec): 3 clusters Score: Raw -484299.178304 + Penalty 1897.532265 = -482401.646038 nChanged 45 SP:Iteration 24Q (5613.391312 sec): 3 clusters Score: Raw -484307.089142 + Penalty 1897.532265 = -482409.556876 nChanged 37 SP:Iteration 25Q (5613.487620 sec): 3 clusters Score: Raw -484313.098904 + Penalty 1897.532265 = -482415.566639 nChanged 42 SP:Iteration 26Q (5613.618930 sec): 3 clusters Score: Raw -484319.900354 + Penalty 1897.532265 = -482422.368089 nChanged 39 SP:Iteration 27Q (5613.722087 sec): 3 clusters Score: Raw -484327.009679 + Penalty 1897.532265 = -482429.477414 nChanged 37 SP:Iteration 28Q (5613.848475 sec): 3 clusters Score: Raw -484333.031974 + Penalty 1897.532265 = -482435.499709 nChanged 38 SP:Iteration 29Q (5613.951105 sec): 3 clusters Score: Raw -484339.401131 + Penalty 1897.532265 = -482441.868866 nChanged 36 SP:Iteration 30Q (5614.080188 sec): 3 clusters Score: Raw -484345.979505 + Penalty 1897.532265 = -482448.447240 nChanged 31 SP:Iteration 31Q (5614.179984 sec): 3 clusters Score: Raw -484351.449788 + Penalty 1897.532265 = -482453.917523 nChanged 24 SP:Iteration 32Q (5614.286283 sec): 3 clusters Score: Raw -484356.219018 + Penalty 1897.532265 = -482458.686753 nChanged 33 SP:Iteration 33Q (5614.383726 sec): 3 clusters Score: Raw -484363.487879 + Penalty 1897.532265 = -482465.955613 nChanged 30 SP:Iteration 34Q (5614.484742 sec): 3 clusters Score: Raw -484369.730196 + Penalty 1897.532265 = -482472.197931 nChanged 42 SP:Iteration 35Q (5614.617428 sec): 3 clusters Score: Raw -484378.386449 + Penalty 1897.532265 = -482480.854184 nChanged 41 SP:Iteration 36Q (5614.709226 sec): 3 clusters Score: Raw -484387.005114 + Penalty 1897.532265 = -482489.472848 nChanged 40 SP:Iteration 37Q (5614.847959 sec): 3 clusters Score: Raw -484394.909743 + Penalty 1897.532265 = -482497.377477 nChanged 44 SP:Iteration 38Q (5614.945513 sec): 3 clusters Score: Raw -484407.334978 + Penalty 1897.532265 = -482509.802713 nChanged 44 SP:Iteration 39Q (5615.068018 sec): 3 clusters Score: Raw -484419.410728 + Penalty 1897.532265 = -482521.878462 nChanged 47 SP:Iteration 40F (5615.163937 sec): 3 clusters Score: Raw -484434.195559 + Penalty 1897.532265 = -482536.663293 nChanged 46 SP:Iteration 41Q (5615.273240 sec): 3 clusters Score: Raw -484448.377286 + Penalty 1897.532265 = -482550.845021 nChanged 47 SP:Iteration 42Q (5615.371422 sec): 3 clusters Score: Raw -484461.144925 + Penalty 1897.532265 = -482563.612660 nChanged 57 SP:Iteration 43Q (5615.483592 sec): 3 clusters Score: Raw -484476.069888 + Penalty 1897.532265 = -482578.537623 nChanged 46 SP:Iteration 44Q (5615.572337 sec): 3 clusters Score: Raw -484488.538337 + Penalty 1897.532265 = -482591.006072 nChanged 42 SP:Iteration 45Q (5615.675227 sec): 3 clusters Score: Raw -484497.690064 + Penalty 1897.532265 = -482600.157798 nChanged 40 SP:Iteration 46Q (5615.797387 sec): 3 clusters Score: Raw -484507.031809 + Penalty 1897.532265 = -482609.499544 nChanged 34 SP:Iteration 47Q (5615.881070 sec): 3 clusters Score: Raw -484513.734156 + Penalty 1897.532265 = -482616.201890 nChanged 30 SP:Iteration 48Q (5615.986888 sec): 3 clusters Score: Raw -484519.676209 + Penalty 1897.532265 = -482622.143944 nChanged 36 SP:Iteration 49Q (5616.108169 sec): 3 clusters Score: Raw -484527.648180 + Penalty 1897.532265 = -482630.115915 nChanged 30 SP:Iteration 50Q (5616.215477 sec): 3 clusters Score: Raw -484534.335329 + Penalty 1897.532265 = -482636.803064 nChanged 29 SP:Iteration 51Q (5616.301358 sec): 3 clusters Score: Raw -484541.322286 + Penalty 1897.532265 = -482643.790021 nChanged 33 SP:Iteration 52Q (5616.408136 sec): 3 clusters Score: Raw -484548.804543 + Penalty 1897.532265 = -482651.272278 nChanged 28 SP:Iteration 53Q (5616.503752 sec): 3 clusters Score: Raw -484553.757869 + Penalty 1897.532265 = -482656.225603 nChanged 12 SP:Iteration 54Q (5616.599366 sec): 3 clusters Score: Raw -484555.491802 + Penalty 1897.532265 = -482657.959537 nChanged 11 SP:Iteration 55Q (5616.715673 sec): 3 clusters Score: Raw -484556.650439 + Penalty 1897.532265 = -482659.118173 nChanged 8 SP:Iteration 56Q (5616.807185 sec): 3 clusters Score: Raw -484557.700284 + Penalty 1897.532265 = -482660.168018 nChanged 9 SP:Iteration 57Q (5616.919330 sec): 3 clusters Score: Raw -484558.686959 + Penalty 1897.532265 = -482661.154693 nChanged 5 SP:Iteration 58Q (5617.023294 sec): 3 clusters Score: Raw -484559.287342 + Penalty 1897.532265 = -482661.755076 nChanged 5 SP:Iteration 59Q (5617.144418 sec): 3 clusters Score: Raw -484559.906697 + Penalty 1897.532265 = -482662.374431 nChanged 6 SP:Iteration 60F (5617.247056 sec): 3 clusters Score: Raw -484561.525921 + Penalty 1897.532265 = -482663.993656 nChanged 12 SP:Iteration 61Q (5617.356954 sec): 3 clusters Score: Raw -484564.177126 + Penalty 1897.532265 = -482666.644861 nChanged 16 SP:Iteration 62Q (5617.463322 sec): 3 clusters Score: Raw -484566.409478 + Penalty 1897.532265 = -482668.877212 nChanged 10 SP:Iteration 63Q (5617.564208 sec): 3 clusters Score: Raw -484567.751106 + Penalty 1897.532265 = -482670.218840 nChanged 12 SP:Iteration 64Q (5617.661663 sec): 3 clusters Score: Raw -484569.215257 + Penalty 1897.532265 = -482671.682991 nChanged 8 SP:Iteration 65Q (5617.757430 sec): 3 clusters Score: Raw -484570.423794 + Penalty 1897.532265 = -482672.891528 nChanged 7 SP:Iteration 66Q (5617.873701 sec): 3 clusters Score: Raw -484571.575962 + Penalty 1897.532265 = -482674.043697 nChanged 7 SP:Iteration 67Q (5617.959417 sec): 3 clusters Score: Raw -484572.660897 + Penalty 1897.532265 = -482675.128632 nChanged 6 SP:Iteration 68Q (5618.070369 sec): 3 clusters Score: Raw -484573.871655 + Penalty 1897.532265 = -482676.339389 nChanged 5 SP:Iteration 69Q (5618.158960 sec): 3 clusters Score: Raw -484574.360142 + Penalty 1897.532265 = -482676.827877 nChanged 2 SP:Iteration 70Q (5618.262639 sec): 3 clusters Score: Raw -484574.655884 + Penalty 1897.532265 = -482677.123619 nChanged 3 SP:Iteration 71Q (5618.341402 sec): 3 clusters Score: Raw -484575.008998 + Penalty 1897.532265 = -482677.476733 nChanged 3 SP:Iteration 72Q (5618.460489 sec): 3 clusters Score: Raw -484575.490016 + Penalty 1897.532265 = -482677.957750 nChanged 4 SP:Iteration 73Q (5618.544475 sec): 3 clusters Score: Raw -484575.911732 + Penalty 1897.532265 = -482678.379466 nChanged 0 SP:Iteration 74F (5618.661623 sec): 3 clusters Score: Raw -484575.911732 + Penalty 1897.532265 = -482678.379466 nChanged 0 Trying to split cluster 13 (3302 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5618.720329 sec): 2 clusters Score: Raw -165655.817439 + Penalty 850.739781 = -164805.077658 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5618.799484 sec): 3 clusters Score: Raw -163976.908019 + Penalty 1701.479561 = -162275.428458 nChanged 1355 SP:Iteration 1F (5618.866500 sec): 3 clusters Score: Raw -164914.039380 + Penalty 1701.479561 = -163212.559819 nChanged 297 SP:Iteration 2F (5618.974484 sec): 3 clusters Score: Raw -165106.785141 + Penalty 1701.479561 = -163405.305580 nChanged 198 SP:Iteration 3F (5619.059919 sec): 3 clusters Score: Raw -165240.450785 + Penalty 1701.479561 = -163538.971224 nChanged 162 SP:Iteration 4Q (5619.159800 sec): 3 clusters Score: Raw -165353.173936 + Penalty 1701.479561 = -163651.694375 nChanged 139 SP:Iteration 5Q (5619.265955 sec): 3 clusters Score: Raw -165445.413778 + Penalty 1701.479561 = -163743.934217 nChanged 137 SP:Iteration 6Q (5619.343114 sec): 3 clusters Score: Raw -165525.251540 + Penalty 1701.479561 = -163823.771978 nChanged 114 SP:Iteration 7Q (5619.446383 sec): 3 clusters Score: Raw -165597.286167 + Penalty 1701.479561 = -163895.806606 nChanged 100 SP:Iteration 8Q (5619.532231 sec): 3 clusters Score: Raw -165655.156341 + Penalty 1701.479561 = -163953.676780 nChanged 92 SP:Iteration 9Q (5619.627372 sec): 3 clusters Score: Raw -165705.943767 + Penalty 1701.479561 = -164004.464206 nChanged 83 SP:Iteration 10Q (5619.711948 sec): 3 clusters Score: Raw -165755.608376 + Penalty 1701.479561 = -164054.128815 nChanged 71 SP:Iteration 11Q (5619.786261 sec): 3 clusters Score: Raw -165793.140703 + Penalty 1701.479561 = -164091.661142 nChanged 67 SP:Iteration 12Q (5619.871491 sec): 3 clusters Score: Raw -165826.903636 + Penalty 1701.479561 = -164125.424075 nChanged 69 SP:Iteration 13Q (5619.960452 sec): 3 clusters Score: Raw -165866.957017 + Penalty 1701.479561 = -164165.477456 nChanged 57 SP:Iteration 14Q (5620.050775 sec): 3 clusters Score: Raw -165899.589573 + Penalty 1701.479561 = -164198.110012 nChanged 61 SP:Iteration 15Q (5620.135563 sec): 3 clusters Score: Raw -165944.014197 + Penalty 1701.479561 = -164242.534636 nChanged 78 SP:Iteration 16Q (5620.230168 sec): 3 clusters Score: Raw -166012.683346 + Penalty 1701.479561 = -164311.203785 nChanged 84 SP:Iteration 17Q (5620.337618 sec): 3 clusters Score: Raw -166082.219429 + Penalty 1701.479561 = -164380.739868 nChanged 80 SP:Iteration 18Q (5620.432233 sec): 3 clusters Score: Raw -166133.330954 + Penalty 1701.479561 = -164431.851392 nChanged 65 SP:Iteration 19Q (5620.519313 sec): 3 clusters Score: Raw -166175.331773 + Penalty 1701.479561 = -164473.852212 nChanged 61 SP:Iteration 20F (5620.609315 sec): 3 clusters Score: Raw -166205.525521 + Penalty 1701.479561 = -164504.045960 nChanged 41 SP:Iteration 21Q (5620.704678 sec): 3 clusters Score: Raw -166219.834829 + Penalty 1701.479561 = -164518.355268 nChanged 26 SP:Iteration 22Q (5620.815006 sec): 3 clusters Score: Raw -166228.637892 + Penalty 1701.479561 = -164527.158331 nChanged 19 SP:Iteration 23Q (5620.905450 sec): 3 clusters Score: Raw -166234.444471 + Penalty 1701.479561 = -164532.964910 nChanged 11 SP:Iteration 24Q (5621.025894 sec): 3 clusters Score: Raw -166237.264786 + Penalty 1701.479561 = -164535.785225 nChanged 11 SP:Iteration 25Q (5621.128413 sec): 3 clusters Score: Raw -166242.383794 + Penalty 1701.479561 = -164540.904233 nChanged 15 SP:Iteration 26Q (5621.218168 sec): 3 clusters Score: Raw -166246.653834 + Penalty 1701.479561 = -164545.174273 nChanged 12 SP:Iteration 27Q (5621.310320 sec): 3 clusters Score: Raw -166249.005058 + Penalty 1701.479561 = -164547.525497 nChanged 11 SP:Iteration 28Q (5621.407227 sec): 3 clusters Score: Raw -166251.279256 + Penalty 1701.479561 = -164549.799695 nChanged 7 SP:Iteration 29Q (5621.532755 sec): 3 clusters Score: Raw -166253.214861 + Penalty 1701.479561 = -164551.735300 nChanged 6 SP:Iteration 30Q (5621.608728 sec): 3 clusters Score: Raw -166254.064567 + Penalty 1701.479561 = -164552.585005 nChanged 4 SP:Iteration 31Q (5621.701799 sec): 3 clusters Score: Raw -166254.899574 + Penalty 1701.479561 = -164553.420013 nChanged 5 SP:Iteration 32Q (5621.812464 sec): 3 clusters Score: Raw -166255.831806 + Penalty 1701.479561 = -164554.352245 nChanged 2 SP:Iteration 33Q (5621.896996 sec): 3 clusters Score: Raw -166256.176692 + Penalty 1701.479561 = -164554.697131 nChanged 1 SP:Iteration 34Q (5621.977808 sec): 3 clusters Score: Raw -166256.542002 + Penalty 1701.479561 = -164555.062440 nChanged 4 SP:Iteration 35Q (5622.085796 sec): 3 clusters Score: Raw -166257.708240 + Penalty 1701.479561 = -164556.228679 nChanged 5 SP:Iteration 36Q (5622.183737 sec): 3 clusters Score: Raw -166258.661965 + Penalty 1701.479561 = -164557.182404 nChanged 3 SP:Iteration 37Q (5622.279149 sec): 3 clusters Score: Raw -166259.015337 + Penalty 1701.479561 = -164557.535776 nChanged 1 SP:Iteration 38Q (5622.354798 sec): 3 clusters Score: Raw -166259.129685 + Penalty 1701.479561 = -164557.650124 nChanged 0 SP:Iteration 39F (5622.447911 sec): 3 clusters Score: Raw -166259.129685 + Penalty 1701.479561 = -164557.650124 nChanged 0 Trying to split cluster 14 (1499 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5622.499852 sec): 2 clusters Score: Raw -88043.049741 + Penalty 767.818117 = -87275.231623 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5622.585443 sec): 3 clusters Score: Raw -87371.050458 + Penalty 1535.636235 = -85835.414224 nChanged 534 SP:Iteration 1F (5622.682794 sec): 3 clusters Score: Raw -87761.350891 + Penalty 1535.636235 = -86225.714657 nChanged 139 SP:Iteration 2F (5622.770372 sec): 3 clusters Score: Raw -87844.027666 + Penalty 1535.636235 = -86308.391431 nChanged 75 SP:Iteration 3F (5622.863253 sec): 3 clusters Score: Raw -87894.189532 + Penalty 1535.636235 = -86358.553298 nChanged 41 SP:Iteration 4Q (5622.961340 sec): 3 clusters Score: Raw -87921.824737 + Penalty 1535.636235 = -86386.188502 nChanged 37 SP:Iteration 5Q (5623.041971 sec): 3 clusters Score: Raw -87948.469121 + Penalty 1535.636235 = -86412.832886 nChanged 33 SP:Iteration 6Q (5623.136118 sec): 3 clusters Score: Raw -87972.808171 + Penalty 1535.636235 = -86437.171936 nChanged 33 SP:Iteration 7Q (5623.238910 sec): 3 clusters Score: Raw -87991.751728 + Penalty 1535.636235 = -86456.115494 nChanged 22 SP:Iteration 8Q (5623.327494 sec): 3 clusters Score: Raw -88000.971216 + Penalty 1535.636235 = -86465.334981 nChanged 25 SP:Iteration 9Q (5623.401140 sec): 3 clusters Score: Raw -88013.668264 + Penalty 1535.636235 = -86478.032029 nChanged 12 SP:Iteration 10Q (5623.477134 sec): 3 clusters Score: Raw -88021.225812 + Penalty 1535.636235 = -86485.589578 nChanged 12 SP:Iteration 11Q (5623.589013 sec): 3 clusters Score: Raw -88027.682258 + Penalty 1535.636235 = -86492.046023 nChanged 14 SP:Iteration 12Q (5623.677528 sec): 3 clusters Score: Raw -88036.392459 + Penalty 1535.636235 = -86500.756224 nChanged 12 SP:Iteration 13Q (5623.774752 sec): 3 clusters Score: Raw -88042.560578 + Penalty 1535.636235 = -86506.924343 nChanged 17 SP:Iteration 14Q (5623.850296 sec): 3 clusters Score: Raw -88050.359710 + Penalty 1535.636235 = -86514.723475 nChanged 24 SP:Iteration 15Q (5623.949435 sec): 3 clusters Score: Raw -88064.242795 + Penalty 1535.636235 = -86528.606560 nChanged 29 SP:Iteration 16Q (5624.035994 sec): 3 clusters Score: Raw -88082.450012 + Penalty 1535.636235 = -86546.813777 nChanged 21 SP:Iteration 17Q (5624.128583 sec): 3 clusters Score: Raw -88096.213965 + Penalty 1535.636235 = -86560.577730 nChanged 16 SP:Iteration 18Q (5624.224537 sec): 3 clusters Score: Raw -88111.947241 + Penalty 1535.636235 = -86576.311007 nChanged 23 SP:Iteration 19Q (5624.322000 sec): 3 clusters Score: Raw -88126.330481 + Penalty 1535.636235 = -86590.694246 nChanged 24 SP:Iteration 20F (5624.407141 sec): 3 clusters Score: Raw -88136.660799 + Penalty 1535.636235 = -86601.024564 nChanged 14 SP:Iteration 21Q (5624.496166 sec): 3 clusters Score: Raw -88142.230230 + Penalty 1535.636235 = -86606.593996 nChanged 15 SP:Iteration 22Q (5624.586143 sec): 3 clusters Score: Raw -88152.211871 + Penalty 1535.636235 = -86616.575636 nChanged 16 SP:Iteration 23Q (5624.678284 sec): 3 clusters Score: Raw -88160.302764 + Penalty 1535.636235 = -86624.666529 nChanged 13 SP:Iteration 24Q (5624.773538 sec): 3 clusters Score: Raw -88169.208841 + Penalty 1535.636235 = -86633.572606 nChanged 10 SP:Iteration 25Q (5624.864813 sec): 3 clusters Score: Raw -88174.023596 + Penalty 1535.636235 = -86638.387362 nChanged 7 SP:Iteration 26Q (5624.939444 sec): 3 clusters Score: Raw -88178.197703 + Penalty 1535.636235 = -86642.561469 nChanged 9 SP:Iteration 27Q (5625.025099 sec): 3 clusters Score: Raw -88183.297658 + Penalty 1535.636235 = -86647.661423 nChanged 10 SP:Iteration 28Q (5625.116339 sec): 3 clusters Score: Raw -88186.958671 + Penalty 1535.636235 = -86651.322436 nChanged 11 SP:Iteration 29Q (5625.225138 sec): 3 clusters Score: Raw -88193.594365 + Penalty 1535.636235 = -86657.958130 nChanged 13 SP:Iteration 30Q (5625.318610 sec): 3 clusters Score: Raw -88198.445463 + Penalty 1535.636235 = -86662.809229 nChanged 8 SP:Iteration 31Q (5625.405553 sec): 3 clusters Score: Raw -88200.337535 + Penalty 1535.636235 = -86664.701300 nChanged 7 SP:Iteration 32Q (5625.500699 sec): 3 clusters Score: Raw -88203.526468 + Penalty 1535.636235 = -86667.890234 nChanged 2 SP:Iteration 33Q (5625.586205 sec): 3 clusters Score: Raw -88204.003755 + Penalty 1535.636235 = -86668.367520 nChanged 2 SP:Iteration 34Q (5625.662770 sec): 3 clusters Score: Raw -88204.288303 + Penalty 1535.636235 = -86668.652069 nChanged 3 SP:Iteration 35Q (5625.737380 sec): 3 clusters Score: Raw -88205.142310 + Penalty 1535.636235 = -86669.506075 nChanged 1 SP:Iteration 36Q (5625.808630 sec): 3 clusters Score: Raw -88205.241988 + Penalty 1535.636235 = -86669.605753 nChanged 2 SP:Iteration 37Q (5625.896095 sec): 3 clusters Score: Raw -88206.993146 + Penalty 1535.636235 = -86671.356911 nChanged 2 SP:Iteration 38Q (5626.000855 sec): 3 clusters Score: Raw -88207.836337 + Penalty 1535.636235 = -86672.200103 nChanged 1 SP:Iteration 39Q (5626.067760 sec): 3 clusters Score: Raw -88208.001573 + Penalty 1535.636235 = -86672.365338 nChanged 2 SP:Iteration 40F (5626.168205 sec): 3 clusters Score: Raw -88208.345715 + Penalty 1535.636235 = -86672.709480 nChanged 3 SP:Iteration 41Q (5626.267493 sec): 3 clusters Score: Raw -88209.377314 + Penalty 1535.636235 = -86673.741080 nChanged 4 SP:Iteration 42Q (5626.346857 sec): 3 clusters Score: Raw -88213.005576 + Penalty 1535.636235 = -86677.369342 nChanged 4 SP:Iteration 43Q (5626.447602 sec): 3 clusters Score: Raw -88214.704747 + Penalty 1535.636235 = -86679.068513 nChanged 9 SP:Iteration 44Q (5626.543802 sec): 3 clusters Score: Raw -88220.042624 + Penalty 1535.636235 = -86684.406389 nChanged 4 SP:Iteration 45Q (5626.638731 sec): 3 clusters Score: Raw -88222.605127 + Penalty 1535.636235 = -86686.968892 nChanged 5 SP:Iteration 46Q (5626.727369 sec): 3 clusters Score: Raw -88225.066824 + Penalty 1535.636235 = -86689.430589 nChanged 6 SP:Iteration 47Q (5626.804019 sec): 3 clusters Score: Raw -88227.455025 + Penalty 1535.636235 = -86691.818791 nChanged 4 SP:Iteration 48Q (5626.890862 sec): 3 clusters Score: Raw -88229.253398 + Penalty 1535.636235 = -86693.617163 nChanged 4 SP:Iteration 49Q (5626.980030 sec): 3 clusters Score: Raw -88231.355327 + Penalty 1535.636235 = -86695.719093 nChanged 6 SP:Iteration 50Q (5627.058522 sec): 3 clusters Score: Raw -88233.738062 + Penalty 1535.636235 = -86698.101828 nChanged 8 SP:Iteration 51Q (5627.149970 sec): 3 clusters Score: Raw -88236.494540 + Penalty 1535.636235 = -86700.858306 nChanged 3 SP:Iteration 52Q (5627.254593 sec): 3 clusters Score: Raw -88237.549775 + Penalty 1535.636235 = -86701.913540 nChanged 1 SP:Iteration 53Q (5627.328496 sec): 3 clusters Score: Raw -88237.987285 + Penalty 1535.636235 = -86702.351050 nChanged 0 SP:Iteration 54F (5627.421873 sec): 3 clusters Score: Raw -88237.987285 + Penalty 1535.636235 = -86702.351050 nChanged 0 Trying to split cluster 15 (1759 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5627.462269 sec): 2 clusters Score: Raw -82398.079628 + Penalty 784.612578 = -81613.467050 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5627.532958 sec): 3 clusters Score: Raw -81649.869625 + Penalty 1569.225156 = -80080.644469 nChanged 659 SP:Iteration 1F (5627.620940 sec): 3 clusters Score: Raw -82196.033659 + Penalty 1569.225156 = -80626.808503 nChanged 170 SP:Iteration 2F (5627.714232 sec): 3 clusters Score: Raw -82409.539884 + Penalty 1569.225156 = -80840.314727 nChanged 126 SP:Iteration 3F (5627.814570 sec): 3 clusters Score: Raw -82581.414787 + Penalty 1569.225156 = -81012.189631 nChanged 106 SP:Iteration 4F (5627.892496 sec): 3 clusters Score: Raw -82769.650646 + Penalty 1569.225156 = -81200.425490 nChanged 106 SP:Iteration 5F (5627.974899 sec): 3 clusters Score: Raw -83024.748162 + Penalty 1569.225156 = -81455.523005 nChanged 113 SP:Iteration 6F (5628.064694 sec): 3 clusters Score: Raw -83232.266717 + Penalty 1569.225156 = -81663.041560 nChanged 89 SP:Iteration 7F (5628.148249 sec): 3 clusters Score: Raw -83365.711613 + Penalty 1569.225156 = -81796.486456 nChanged 72 SP:Iteration 8Q (5628.231424 sec): 3 clusters Score: Raw -83442.595472 + Penalty 1569.225156 = -81873.370315 nChanged 58 SP:Iteration 9Q (5628.314285 sec): 3 clusters Score: Raw -83503.452706 + Penalty 1569.225156 = -81934.227550 nChanged 38 SP:Iteration 10Q (5628.414805 sec): 3 clusters Score: Raw -83540.219992 + Penalty 1569.225156 = -81970.994836 nChanged 29 SP:Iteration 11Q (5628.485581 sec): 3 clusters Score: Raw -83559.772091 + Penalty 1569.225156 = -81990.546935 nChanged 15 SP:Iteration 12Q (5628.568911 sec): 3 clusters Score: Raw -83570.367534 + Penalty 1569.225156 = -82001.142378 nChanged 15 SP:Iteration 13Q (5628.673299 sec): 3 clusters Score: Raw -83579.668383 + Penalty 1569.225156 = -82010.443227 nChanged 10 SP:Iteration 14Q (5628.746513 sec): 3 clusters Score: Raw -83589.802244 + Penalty 1569.225156 = -82020.577087 nChanged 11 SP:Iteration 15Q (5628.826863 sec): 3 clusters Score: Raw -83595.840981 + Penalty 1569.225156 = -82026.615824 nChanged 5 SP:Iteration 16Q (5628.920588 sec): 3 clusters Score: Raw -83598.793525 + Penalty 1569.225156 = -82029.568369 nChanged 4 SP:Iteration 17Q (5629.003451 sec): 3 clusters Score: Raw -83600.806972 + Penalty 1569.225156 = -82031.581816 nChanged 4 SP:Iteration 18Q (5629.097889 sec): 3 clusters Score: Raw -83603.257528 + Penalty 1569.225156 = -82034.032372 nChanged 4 SP:Iteration 19Q (5629.183310 sec): 3 clusters Score: Raw -83605.351233 + Penalty 1569.225156 = -82036.126077 nChanged 6 SP:Iteration 20F (5629.274068 sec): 3 clusters Score: Raw -83607.903462 + Penalty 1569.225156 = -82038.678306 nChanged 5 SP:Iteration 21Q (5629.347774 sec): 3 clusters Score: Raw -83611.524042 + Penalty 1569.225156 = -82042.298886 nChanged 5 SP:Iteration 22Q (5629.436334 sec): 3 clusters Score: Raw -83614.636770 + Penalty 1569.225156 = -82045.411613 nChanged 3 SP:Iteration 23Q (5629.531378 sec): 3 clusters Score: Raw -83615.929156 + Penalty 1569.225156 = -82046.703999 nChanged 2 SP:Iteration 24Q (5629.596710 sec): 3 clusters Score: Raw -83616.116650 + Penalty 1569.225156 = -82046.891494 nChanged 1 SP:Iteration 25Q (5629.685287 sec): 3 clusters Score: Raw -83616.751903 + Penalty 1569.225156 = -82047.526746 nChanged 1 SP:Iteration 26Q (5629.764272 sec): 3 clusters Score: Raw -83616.968033 + Penalty 1569.225156 = -82047.742877 nChanged 0 SP:Iteration 27F (5629.846723 sec): 3 clusters Score: Raw -83616.968033 + Penalty 1569.225156 = -82047.742877 nChanged 0 Score: Raw -4225650.788487 + Penalty 23654.378232 = -4201996.410255 Splitting cluster 15 changes total score from -4201959.933937 to -4201996.410255 So it's getting split into cluster 20. Trying to split cluster 16 (1368 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5631.662805 sec): 2 clusters Score: Raw -60323.537932 + Penalty 758.216035 = -59565.321897 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5631.734408 sec): 3 clusters Score: Raw -59731.501433 + Penalty 1516.432071 = -58215.069362 nChanged 473 SP:Iteration 1F (5631.816401 sec): 3 clusters Score: Raw -60098.533206 + Penalty 1516.432071 = -58582.101136 nChanged 130 SP:Iteration 2F (5631.919661 sec): 3 clusters Score: Raw -60230.798432 + Penalty 1516.432071 = -58714.366361 nChanged 85 SP:Iteration 3F (5631.992627 sec): 3 clusters Score: Raw -60315.432247 + Penalty 1516.432071 = -58799.000176 nChanged 60 SP:Iteration 4Q (5632.081809 sec): 3 clusters Score: Raw -60374.888437 + Penalty 1516.432071 = -58858.456367 nChanged 61 SP:Iteration 5Q (5632.154984 sec): 3 clusters Score: Raw -60432.076003 + Penalty 1516.432071 = -58915.643932 nChanged 47 SP:Iteration 6Q (5632.252049 sec): 3 clusters Score: Raw -60482.205269 + Penalty 1516.432071 = -58965.773198 nChanged 38 SP:Iteration 7Q (5632.343228 sec): 3 clusters Score: Raw -60541.909011 + Penalty 1516.432071 = -59025.476940 nChanged 36 SP:Iteration 8Q (5632.423163 sec): 3 clusters Score: Raw -60570.017486 + Penalty 1516.432071 = -59053.585415 nChanged 27 SP:Iteration 9Q (5632.511279 sec): 3 clusters Score: Raw -60591.474653 + Penalty 1516.432071 = -59075.042582 nChanged 20 SP:Iteration 10Q (5632.595222 sec): 3 clusters Score: Raw -60605.679651 + Penalty 1516.432071 = -59089.247580 nChanged 20 SP:Iteration 11Q (5632.663300 sec): 3 clusters Score: Raw -60619.884189 + Penalty 1516.432071 = -59103.452118 nChanged 19 SP:Iteration 12Q (5632.758343 sec): 3 clusters Score: Raw -60634.622662 + Penalty 1516.432071 = -59118.190592 nChanged 17 SP:Iteration 13Q (5632.857072 sec): 3 clusters Score: Raw -60654.023051 + Penalty 1516.432071 = -59137.590981 nChanged 24 SP:Iteration 14Q (5632.940139 sec): 3 clusters Score: Raw -60678.577018 + Penalty 1516.432071 = -59162.144948 nChanged 17 SP:Iteration 15Q (5633.015777 sec): 3 clusters Score: Raw -60691.046984 + Penalty 1516.432071 = -59174.614914 nChanged 13 SP:Iteration 16Q (5633.135501 sec): 3 clusters Score: Raw -60704.450487 + Penalty 1516.432071 = -59188.018416 nChanged 13 SP:Iteration 17Q (5633.207980 sec): 3 clusters Score: Raw -60710.613041 + Penalty 1516.432071 = -59194.180970 nChanged 5 SP:Iteration 18Q (5633.308433 sec): 3 clusters Score: Raw -60712.884905 + Penalty 1516.432071 = -59196.452835 nChanged 4 SP:Iteration 19Q (5633.399271 sec): 3 clusters Score: Raw -60714.431458 + Penalty 1516.432071 = -59197.999387 nChanged 3 SP:Iteration 20F (5633.490391 sec): 3 clusters Score: Raw -60715.511279 + Penalty 1516.432071 = -59199.079209 nChanged 3 SP:Iteration 21Q (5633.574701 sec): 3 clusters Score: Raw -60716.875011 + Penalty 1516.432071 = -59200.442940 nChanged 4 SP:Iteration 22Q (5633.657914 sec): 3 clusters Score: Raw -60717.972538 + Penalty 1516.432071 = -59201.540467 nChanged 2 SP:Iteration 23Q (5633.750610 sec): 3 clusters Score: Raw -60718.541614 + Penalty 1516.432071 = -59202.109543 nChanged 1 SP:Iteration 24Q (5633.843943 sec): 3 clusters Score: Raw -60718.901557 + Penalty 1516.432071 = -59202.469486 nChanged 1 SP:Iteration 25Q (5633.939531 sec): 3 clusters Score: Raw -60718.946952 + Penalty 1516.432071 = -59202.514881 nChanged 0 SP:Iteration 26F (5634.018148 sec): 3 clusters Score: Raw -60718.946952 + Penalty 1516.432071 = -59202.514881 nChanged 0 Trying to split cluster 17 (3031 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5634.080188 sec): 2 clusters Score: Raw -184933.548564 + Penalty 841.748027 = -184091.800537 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5634.167424 sec): 3 clusters Score: Raw -183376.767278 + Penalty 1683.496054 = -181693.271223 nChanged 1218 SP:Iteration 1F (5634.260332 sec): 3 clusters Score: Raw -184109.893235 + Penalty 1683.496054 = -182426.397181 nChanged 244 SP:Iteration 2F (5634.329622 sec): 3 clusters Score: Raw -184252.902616 + Penalty 1683.496054 = -182569.406562 nChanged 184 SP:Iteration 3F (5634.416063 sec): 3 clusters Score: Raw -184361.691279 + Penalty 1683.496054 = -182678.195225 nChanged 130 SP:Iteration 4Q (5634.519837 sec): 3 clusters Score: Raw -184445.373687 + Penalty 1683.496054 = -182761.877633 nChanged 132 SP:Iteration 5Q (5634.591560 sec): 3 clusters Score: Raw -184537.948930 + Penalty 1683.496054 = -182854.452876 nChanged 108 SP:Iteration 6Q (5634.683431 sec): 3 clusters Score: Raw -184600.918046 + Penalty 1683.496054 = -182917.421991 nChanged 111 SP:Iteration 7Q (5634.775622 sec): 3 clusters Score: Raw -184672.657279 + Penalty 1683.496054 = -182989.161225 nChanged 86 SP:Iteration 8Q (5634.880093 sec): 3 clusters Score: Raw -184725.742762 + Penalty 1683.496054 = -183042.246707 nChanged 78 SP:Iteration 9Q (5634.985034 sec): 3 clusters Score: Raw -184779.696523 + Penalty 1683.496054 = -183096.200469 nChanged 85 SP:Iteration 10Q (5635.050095 sec): 3 clusters Score: Raw -184830.297168 + Penalty 1683.496054 = -183146.801114 nChanged 67 SP:Iteration 11Q (5635.154890 sec): 3 clusters Score: Raw -184879.475126 + Penalty 1683.496054 = -183195.979072 nChanged 70 SP:Iteration 12Q (5635.246540 sec): 3 clusters Score: Raw -184938.467588 + Penalty 1683.496054 = -183254.971534 nChanged 67 SP:Iteration 13Q (5635.325541 sec): 3 clusters Score: Raw -184983.236976 + Penalty 1683.496054 = -183299.740921 nChanged 64 SP:Iteration 14Q (5635.415654 sec): 3 clusters Score: Raw -185023.290823 + Penalty 1683.496054 = -183339.794769 nChanged 49 SP:Iteration 15Q (5635.490928 sec): 3 clusters Score: Raw -185052.393148 + Penalty 1683.496054 = -183368.897094 nChanged 51 SP:Iteration 16Q (5635.587312 sec): 3 clusters Score: Raw -185086.782290 + Penalty 1683.496054 = -183403.286235 nChanged 53 SP:Iteration 17Q (5635.696975 sec): 3 clusters Score: Raw -185113.031679 + Penalty 1683.496054 = -183429.535625 nChanged 41 SP:Iteration 18Q (5635.778609 sec): 3 clusters Score: Raw -185128.209069 + Penalty 1683.496054 = -183444.713015 nChanged 23 SP:Iteration 19Q (5635.854575 sec): 3 clusters Score: Raw -185136.581016 + Penalty 1683.496054 = -183453.084962 nChanged 21 SP:Iteration 20F (5635.940370 sec): 3 clusters Score: Raw -185145.145702 + Penalty 1683.496054 = -183461.649648 nChanged 17 SP:Iteration 21Q (5636.003496 sec): 3 clusters Score: Raw -185149.775080 + Penalty 1683.496054 = -183466.279025 nChanged 10 SP:Iteration 22Q (5636.103647 sec): 3 clusters Score: Raw -185153.282017 + Penalty 1683.496054 = -183469.785963 nChanged 8 SP:Iteration 23Q (5636.175577 sec): 3 clusters Score: Raw -185155.402506 + Penalty 1683.496054 = -183471.906452 nChanged 7 SP:Iteration 24Q (5636.259925 sec): 3 clusters Score: Raw -185157.282968 + Penalty 1683.496054 = -183473.786914 nChanged 7 SP:Iteration 25Q (5636.353370 sec): 3 clusters Score: Raw -185158.219025 + Penalty 1683.496054 = -183474.722971 nChanged 2 SP:Iteration 26Q (5636.435941 sec): 3 clusters Score: Raw -185158.719517 + Penalty 1683.496054 = -183475.223463 nChanged 2 SP:Iteration 27Q (5636.516104 sec): 3 clusters Score: Raw -185159.213209 + Penalty 1683.496054 = -183475.717155 nChanged 3 SP:Iteration 28Q (5636.618356 sec): 3 clusters Score: Raw -185160.061357 + Penalty 1683.496054 = -183476.565303 nChanged 4 SP:Iteration 29Q (5636.708151 sec): 3 clusters Score: Raw -185160.708704 + Penalty 1683.496054 = -183477.212650 nChanged 2 SP:Iteration 30Q (5636.775170 sec): 3 clusters Score: Raw -185160.905720 + Penalty 1683.496054 = -183477.409666 nChanged 1 SP:Iteration 31Q (5636.892091 sec): 3 clusters Score: Raw -185161.026089 + Penalty 1683.496054 = -183477.530035 nChanged 0 SP:Iteration 32F (5636.970791 sec): 3 clusters Score: Raw -185161.026089 + Penalty 1683.496054 = -183477.530035 nChanged 0 Trying to split cluster 18 (2655 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5637.025039 sec): 2 clusters Score: Raw -162630.663972 + Penalty 827.840993 = -161802.822979 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5637.085948 sec): 3 clusters Score: Raw -161290.327268 + Penalty 1655.681986 = -159634.645282 nChanged 1065 SP:Iteration 1F (5637.180719 sec): 3 clusters Score: Raw -161982.760421 + Penalty 1655.681986 = -160327.078435 nChanged 221 SP:Iteration 2F (5637.266354 sec): 3 clusters Score: Raw -162142.612015 + Penalty 1655.681986 = -160486.930029 nChanged 151 SP:Iteration 3F (5637.351890 sec): 3 clusters Score: Raw -162238.916126 + Penalty 1655.681986 = -160583.234140 nChanged 120 SP:Iteration 4Q (5637.437903 sec): 3 clusters Score: Raw -162310.000348 + Penalty 1655.681986 = -160654.318362 nChanged 98 SP:Iteration 5Q (5637.536898 sec): 3 clusters Score: Raw -162358.728960 + Penalty 1655.681986 = -160703.046974 nChanged 81 SP:Iteration 6Q (5637.623214 sec): 3 clusters Score: Raw -162404.242212 + Penalty 1655.681986 = -160748.560226 nChanged 95 SP:Iteration 7Q (5637.710332 sec): 3 clusters Score: Raw -162460.103560 + Penalty 1655.681986 = -160804.421574 nChanged 92 SP:Iteration 8Q (5637.789009 sec): 3 clusters Score: Raw -162514.083231 + Penalty 1655.681986 = -160858.401245 nChanged 72 SP:Iteration 9Q (5637.901264 sec): 3 clusters Score: Raw -162549.446547 + Penalty 1655.681986 = -160893.764561 nChanged 58 SP:Iteration 10Q (5637.970828 sec): 3 clusters Score: Raw -162575.286719 + Penalty 1655.681986 = -160919.604733 nChanged 50 SP:Iteration 11Q (5638.080663 sec): 3 clusters Score: Raw -162601.360917 + Penalty 1655.681986 = -160945.678931 nChanged 48 SP:Iteration 12Q (5638.161938 sec): 3 clusters Score: Raw -162623.374204 + Penalty 1655.681986 = -160967.692218 nChanged 38 SP:Iteration 13Q (5638.230915 sec): 3 clusters Score: Raw -162636.835074 + Penalty 1655.681986 = -160981.153087 nChanged 27 SP:Iteration 14Q (5638.319977 sec): 3 clusters Score: Raw -162644.968586 + Penalty 1655.681986 = -160989.286600 nChanged 21 SP:Iteration 15Q (5638.393958 sec): 3 clusters Score: Raw -162652.174584 + Penalty 1655.681986 = -160996.492598 nChanged 15 SP:Iteration 16Q (5638.475275 sec): 3 clusters Score: Raw -162655.419229 + Penalty 1655.681986 = -160999.737242 nChanged 11 SP:Iteration 17Q (5638.565923 sec): 3 clusters Score: Raw -162657.501495 + Penalty 1655.681986 = -161001.819509 nChanged 4 SP:Iteration 18Q (5638.673960 sec): 3 clusters Score: Raw -162658.034793 + Penalty 1655.681986 = -161002.352807 nChanged 3 SP:Iteration 19Q (5638.752626 sec): 3 clusters Score: Raw -162658.858400 + Penalty 1655.681986 = -161003.176414 nChanged 2 SP:Iteration 20F (5638.828921 sec): 3 clusters Score: Raw -162659.567519 + Penalty 1655.681986 = -161003.885533 nChanged 4 SP:Iteration 21Q (5638.903418 sec): 3 clusters Score: Raw -162660.709934 + Penalty 1655.681986 = -161005.027948 nChanged 6 SP:Iteration 22Q (5639.009248 sec): 3 clusters Score: Raw -162662.890291 + Penalty 1655.681986 = -161007.208304 nChanged 7 SP:Iteration 23Q (5639.083714 sec): 3 clusters Score: Raw -162664.774273 + Penalty 1655.681986 = -161009.092287 nChanged 7 SP:Iteration 24Q (5639.163396 sec): 3 clusters Score: Raw -162666.914416 + Penalty 1655.681986 = -161011.232430 nChanged 6 SP:Iteration 25Q (5639.250853 sec): 3 clusters Score: Raw -162668.327738 + Penalty 1655.681986 = -161012.645752 nChanged 10 SP:Iteration 26Q (5639.336092 sec): 3 clusters Score: Raw -162670.587207 + Penalty 1655.681986 = -161014.905221 nChanged 10 SP:Iteration 27Q (5639.457145 sec): 3 clusters Score: Raw -162673.450014 + Penalty 1655.681986 = -161017.768028 nChanged 17 SP:Iteration 28Q (5639.538055 sec): 3 clusters Score: Raw -162679.720784 + Penalty 1655.681986 = -161024.038798 nChanged 9 SP:Iteration 29Q (5639.608615 sec): 3 clusters Score: Raw -162682.702631 + Penalty 1655.681986 = -161027.020645 nChanged 13 SP:Iteration 30Q (5639.719349 sec): 3 clusters Score: Raw -162689.033835 + Penalty 1655.681986 = -161033.351849 nChanged 12 SP:Iteration 31Q (5639.805249 sec): 3 clusters Score: Raw -162692.847841 + Penalty 1655.681986 = -161037.165855 nChanged 14 SP:Iteration 32Q (5639.874726 sec): 3 clusters Score: Raw -162698.231446 + Penalty 1655.681986 = -161042.549460 nChanged 12 SP:Iteration 33Q (5639.965310 sec): 3 clusters Score: Raw -162702.660934 + Penalty 1655.681986 = -161046.978948 nChanged 16 SP:Iteration 34Q (5640.054899 sec): 3 clusters Score: Raw -162710.198956 + Penalty 1655.681986 = -161054.516970 nChanged 12 SP:Iteration 35Q (5640.152305 sec): 3 clusters Score: Raw -162714.546307 + Penalty 1655.681986 = -161058.864321 nChanged 8 SP:Iteration 36Q (5640.236520 sec): 3 clusters Score: Raw -162718.459627 + Penalty 1655.681986 = -161062.777641 nChanged 13 SP:Iteration 37Q (5640.320165 sec): 3 clusters Score: Raw -162722.630946 + Penalty 1655.681986 = -161066.948960 nChanged 7 SP:Iteration 38Q (5640.395859 sec): 3 clusters Score: Raw -162724.720687 + Penalty 1655.681986 = -161069.038701 nChanged 4 SP:Iteration 39Q (5640.507193 sec): 3 clusters Score: Raw -162725.555756 + Penalty 1655.681986 = -161069.873770 nChanged 4 SP:Iteration 40F (5640.571365 sec): 3 clusters Score: Raw -162726.967157 + Penalty 1655.681986 = -161071.285171 nChanged 7 SP:Iteration 41Q (5640.669098 sec): 3 clusters Score: Raw -162728.863928 + Penalty 1655.681986 = -161073.181942 nChanged 6 SP:Iteration 42Q (5640.754546 sec): 3 clusters Score: Raw -162730.195861 + Penalty 1655.681986 = -161074.513875 nChanged 3 SP:Iteration 43Q (5640.841092 sec): 3 clusters Score: Raw -162730.748581 + Penalty 1655.681986 = -161075.066595 nChanged 3 SP:Iteration 44Q (5640.912614 sec): 3 clusters Score: Raw -162731.498984 + Penalty 1655.681986 = -161075.816998 nChanged 4 SP:Iteration 45Q (5641.000555 sec): 3 clusters Score: Raw -162732.593289 + Penalty 1655.681986 = -161076.911303 nChanged 3 SP:Iteration 46Q (5641.104878 sec): 3 clusters Score: Raw -162734.967740 + Penalty 1655.681986 = -161079.285754 nChanged 4 SP:Iteration 47Q (5641.197250 sec): 3 clusters Score: Raw -162737.112911 + Penalty 1655.681986 = -161081.430925 nChanged 3 SP:Iteration 48Q (5641.294026 sec): 3 clusters Score: Raw -162738.828535 + Penalty 1655.681986 = -161083.146549 nChanged 3 SP:Iteration 49Q (5641.372153 sec): 3 clusters Score: Raw -162739.993055 + Penalty 1655.681986 = -161084.311069 nChanged 1 SP:Iteration 50Q (5641.474698 sec): 3 clusters Score: Raw -162740.201269 + Penalty 1655.681986 = -161084.519283 nChanged 2 SP:Iteration 51Q (5641.563749 sec): 3 clusters Score: Raw -162741.332820 + Penalty 1655.681986 = -161085.650834 nChanged 4 SP:Iteration 52Q (5641.655292 sec): 3 clusters Score: Raw -162742.072647 + Penalty 1655.681986 = -161086.390661 nChanged 1 SP:Iteration 53Q (5641.747820 sec): 3 clusters Score: Raw -162742.291571 + Penalty 1655.681986 = -161086.609585 nChanged 0 SP:Iteration 54F (5641.816770 sec): 3 clusters Score: Raw -162742.291571 + Penalty 1655.681986 = -161086.609585 nChanged 0 Trying to split cluster 19 (17607 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5641.921513 sec): 2 clusters Score: Raw -1052647.635282 + Penalty 1026.485442 = -1051621.149840 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5642.017773 sec): 3 clusters Score: Raw -1041838.648535 + Penalty 2052.970884 = -1039785.677651 nChanged 8105 SP:Iteration 1F (5642.136361 sec): 3 clusters Score: Raw -1046444.965020 + Penalty 2052.970884 = -1044391.994136 nChanged 1029 SP:Iteration 2F (5642.225853 sec): 3 clusters Score: Raw -1046866.633157 + Penalty 2052.970884 = -1044813.662273 nChanged 965 SP:Iteration 3F (5642.331934 sec): 3 clusters Score: Raw -1047295.853627 + Penalty 2052.970884 = -1045242.882743 nChanged 975 SP:Iteration 4F (5642.422920 sec): 3 clusters Score: Raw -1047838.220097 + Penalty 2052.970884 = -1045785.249212 nChanged 1050 SP:Iteration 5F (5642.541305 sec): 3 clusters Score: Raw -1048521.753420 + Penalty 2052.970884 = -1046468.782536 nChanged 1065 SP:Iteration 6F (5642.641837 sec): 3 clusters Score: Raw -1049322.355151 + Penalty 2052.970884 = -1047269.384267 nChanged 1040 SP:Iteration 7F (5642.750170 sec): 3 clusters Score: Raw -1050161.829517 + Penalty 2052.970884 = -1048108.858632 nChanged 965 SP:Iteration 8F (5642.839733 sec): 3 clusters Score: Raw -1051139.512710 + Penalty 2052.970884 = -1049086.541825 nChanged 884 SP:Iteration 9F (5642.954829 sec): 3 clusters Score: Raw -1052088.554867 + Penalty 2052.970884 = -1050035.583983 nChanged 694 SP:Iteration 10Q (5643.061785 sec): 3 clusters Score: Raw -1052892.610786 + Penalty 2052.970884 = -1050839.639902 nChanged 590 SP:Iteration 11Q (5643.159770 sec): 3 clusters Score: Raw -1053526.826627 + Penalty 2052.970884 = -1051473.855743 nChanged 487 SP:Iteration 12Q (5643.262955 sec): 3 clusters Score: Raw -1053957.448286 + Penalty 2052.970884 = -1051904.477401 nChanged 337 SP:Iteration 13Q (5643.378215 sec): 3 clusters Score: Raw -1054208.249999 + Penalty 2052.970884 = -1052155.279115 nChanged 279 SP:Iteration 14Q (5643.475538 sec): 3 clusters Score: Raw -1054371.961796 + Penalty 2052.970884 = -1052318.990911 nChanged 195 SP:Iteration 15Q (5643.570433 sec): 3 clusters Score: Raw -1054467.041491 + Penalty 2052.970884 = -1052414.070607 nChanged 147 SP:Iteration 16Q (5643.683591 sec): 3 clusters Score: Raw -1054529.066617 + Penalty 2052.970884 = -1052476.095733 nChanged 119 SP:Iteration 17Q (5643.781086 sec): 3 clusters Score: Raw -1054572.834390 + Penalty 2052.970884 = -1052519.863505 nChanged 93 SP:Iteration 18Q (5643.908334 sec): 3 clusters Score: Raw -1054601.776262 + Penalty 2052.970884 = -1052548.805378 nChanged 75 SP:Iteration 19Q (5643.995010 sec): 3 clusters Score: Raw -1054620.883298 + Penalty 2052.970884 = -1052567.912414 nChanged 73 SP:Iteration 20F (5644.106034 sec): 3 clusters Score: Raw -1054637.202410 + Penalty 2052.970884 = -1052584.231525 nChanged 56 SP:Iteration 21Q (5644.201610 sec): 3 clusters Score: Raw -1054647.185730 + Penalty 2052.970884 = -1052594.214846 nChanged 40 SP:Iteration 22Q (5644.309870 sec): 3 clusters Score: Raw -1054653.443896 + Penalty 2052.970884 = -1052600.473012 nChanged 42 SP:Iteration 23Q (5644.411067 sec): 3 clusters Score: Raw -1054660.816933 + Penalty 2052.970884 = -1052607.846048 nChanged 38 SP:Iteration 24Q (5644.500793 sec): 3 clusters Score: Raw -1054667.581017 + Penalty 2052.970884 = -1052614.610133 nChanged 36 SP:Iteration 25Q (5644.615463 sec): 3 clusters Score: Raw -1054673.409105 + Penalty 2052.970884 = -1052620.438221 nChanged 38 SP:Iteration 26Q (5644.743987 sec): 3 clusters Score: Raw -1054678.758105 + Penalty 2052.970884 = -1052625.787220 nChanged 26 SP:Iteration 27Q (5644.852844 sec): 3 clusters Score: Raw -1054681.932982 + Penalty 2052.970884 = -1052628.962098 nChanged 29 SP:Iteration 28Q (5644.970896 sec): 3 clusters Score: Raw -1054685.320363 + Penalty 2052.970884 = -1052632.349479 nChanged 18 SP:Iteration 29Q (5645.072590 sec): 3 clusters Score: Raw -1054687.232471 + Penalty 2052.970884 = -1052634.261587 nChanged 13 SP:Iteration 30Q (5645.152382 sec): 3 clusters Score: Raw -1054688.170006 + Penalty 2052.970884 = -1052635.199121 nChanged 10 SP:Iteration 31Q (5645.265128 sec): 3 clusters Score: Raw -1054689.142385 + Penalty 2052.970884 = -1052636.171500 nChanged 12 SP:Iteration 32Q (5645.371248 sec): 3 clusters Score: Raw -1054690.239827 + Penalty 2052.970884 = -1052637.268943 nChanged 11 SP:Iteration 33Q (5645.461018 sec): 3 clusters Score: Raw -1054691.290207 + Penalty 2052.970884 = -1052638.319323 nChanged 11 SP:Iteration 34Q (5645.573778 sec): 3 clusters Score: Raw -1054692.245738 + Penalty 2052.970884 = -1052639.274854 nChanged 14 SP:Iteration 35Q (5645.682943 sec): 3 clusters Score: Raw -1054693.504352 + Penalty 2052.970884 = -1052640.533468 nChanged 14 SP:Iteration 36Q (5645.796138 sec): 3 clusters Score: Raw -1054694.760727 + Penalty 2052.970884 = -1052641.789843 nChanged 9 SP:Iteration 37Q (5645.874002 sec): 3 clusters Score: Raw -1054695.427005 + Penalty 2052.970884 = -1052642.456121 nChanged 4 SP:Iteration 38Q (5645.985778 sec): 3 clusters Score: Raw -1054695.694791 + Penalty 2052.970884 = -1052642.723907 nChanged 5 SP:Iteration 39Q (5646.083955 sec): 3 clusters Score: Raw -1054695.971735 + Penalty 2052.970884 = -1052643.000850 nChanged 5 SP:Iteration 40F (5646.202693 sec): 3 clusters Score: Raw -1054696.252592 + Penalty 2052.970884 = -1052643.281708 nChanged 5 SP:Iteration 41Q (5646.335045 sec): 3 clusters Score: Raw -1054696.499292 + Penalty 2052.970884 = -1052643.528407 nChanged 1 SP:Iteration 42Q (5646.454711 sec): 3 clusters Score: Raw -1054696.574438 + Penalty 2052.970884 = -1052643.603554 nChanged 1 SP:Iteration 43Q (5646.547356 sec): 3 clusters Score: Raw -1054696.592934 + Penalty 2052.970884 = -1052643.622050 nChanged 1 SP:Iteration 44Q (5646.652636 sec): 3 clusters Score: Raw -1054696.625522 + Penalty 2052.970884 = -1052643.654638 nChanged 1 SP:Iteration 45Q (5646.750010 sec): 3 clusters Score: Raw -1054696.645951 + Penalty 2052.970884 = -1052643.675067 nChanged 0 SP:Iteration 46F (5646.858655 sec): 3 clusters Score: Raw -1054696.645951 + Penalty 2052.970884 = -1052643.675067 nChanged 0 Score: Raw -4227699.799156 + Penalty 24837.097143 = -4202862.702013 Splitting cluster 19 changes total score from -4201959.933937 to -4202862.702013 So it's getting split into cluster 21. Iteration 139Q (5650.164322 sec): 22 clusters Score: Raw -4228394.923327 + Penalty 24837.097143 = -4203557.826184 nChanged 1019 Iteration 140F (5652.028088 sec): 22 clusters Score: Raw -4228896.662167 + Penalty 24837.097143 = -4204059.565024 nChanged 696 Iteration 141Q (5653.459224 sec): 22 clusters Score: Raw -4229065.899848 + Penalty 24837.097143 = -4204228.802704 nChanged 362 Iteration 142Q (5654.937282 sec): 22 clusters Score: Raw -4229141.256101 + Penalty 24837.097143 = -4204304.158957 nChanged 246 Iteration 143Q (5656.335722 sec): 22 clusters Score: Raw -4229187.380164 + Penalty 24837.097143 = -4204350.283021 nChanged 165 Iteration 144Q (5657.820623 sec): 22 clusters Score: Raw -4229217.355190 + Penalty 24837.097143 = -4204380.258047 nChanged 142 Iteration 145Q (5659.234510 sec): 22 clusters Score: Raw -4229239.940875 + Penalty 24837.097143 = -4204402.843731 nChanged 127 Iteration 146Q (5660.691965 sec): 22 clusters Score: Raw -4229259.772592 + Penalty 24837.097143 = -4204422.675449 nChanged 100 Iteration 147Q (5662.101599 sec): 22 clusters Score: Raw -4229270.952389 + Penalty 24837.097143 = -4204433.855246 nChanged 87 Iteration 148Q (5663.520281 sec): 22 clusters Score: Raw -4229282.319109 + Penalty 24837.097143 = -4204445.221966 nChanged 75 Iteration 149Q (5664.967747 sec): 22 clusters Score: Raw -4229290.577470 + Penalty 24837.097143 = -4204453.480327 nChanged 71 Iteration 150Q (5666.389056 sec): 22 clusters Score: Raw -4229297.265467 + Penalty 24837.097143 = -4204460.168324 nChanged 68 Iteration 151Q (5667.806162 sec): 22 clusters Score: Raw -4229303.889036 + Penalty 24837.097143 = -4204466.791893 nChanged 68 Iteration 152Q (5669.255486 sec): 22 clusters Score: Raw -4229310.144524 + Penalty 24837.097143 = -4204473.047381 nChanged 62 Iteration 153Q (5670.661306 sec): 22 clusters Score: Raw -4229315.426874 + Penalty 24837.097143 = -4204478.329731 nChanged 49 Iteration 154Q (5672.103050 sec): 22 clusters Score: Raw -4229320.020381 + Penalty 24837.097143 = -4204482.923237 nChanged 47 Iteration 155Q (5673.566613 sec): 22 clusters Score: Raw -4229324.712746 + Penalty 24837.097143 = -4204487.615602 nChanged 39 Iteration 156Q (5675.020043 sec): 22 clusters Score: Raw -4229328.749393 + Penalty 24837.097143 = -4204491.652250 nChanged 38 Iteration 157Q (5676.477321 sec): 22 clusters Score: Raw -4229332.367398 + Penalty 24837.097143 = -4204495.270255 nChanged 26 Iteration 158Q (5677.925430 sec): 22 clusters Score: Raw -4229334.229838 + Penalty 24837.097143 = -4204497.132695 nChanged 24 Iteration 159Q (5679.355753 sec): 22 clusters Score: Raw -4229335.884859 + Penalty 24837.097143 = -4204498.787715 nChanged 28 Iteration 160F (5681.247939 sec): 22 clusters Score: Raw -4229337.742247 + Penalty 24837.097143 = -4204500.645104 nChanged 30 Iteration 161Q (5682.642983 sec): 22 clusters Score: Raw -4229340.267913 + Penalty 24837.097143 = -4204503.170770 nChanged 32 Iteration 162Q (5684.042082 sec): 22 clusters Score: Raw -4229344.446048 + Penalty 24837.097143 = -4204507.348905 nChanged 42 Iteration 163Q (5685.442709 sec): 22 clusters Score: Raw -4229348.463628 + Penalty 24837.097143 = -4204511.366485 nChanged 50 Iteration 164Q (5686.923506 sec): 22 clusters Score: Raw -4229352.570654 + Penalty 24837.097143 = -4204515.473510 nChanged 39 Iteration 165Q (5688.471498 sec): 22 clusters Score: Raw -4229356.740357 + Penalty 24837.097143 = -4204519.643214 nChanged 38 Iteration 166Q (5689.877527 sec): 22 clusters Score: Raw -4229360.356603 + Penalty 24837.097143 = -4204523.259460 nChanged 41 Iteration 167Q (5691.298330 sec): 22 clusters Score: Raw -4229364.243989 + Penalty 24837.097143 = -4204527.146845 nChanged 29 Iteration 168Q (5692.830626 sec): 22 clusters Score: Raw -4229366.580802 + Penalty 24837.097143 = -4204529.483658 nChanged 20 Iteration 169Q (5694.205787 sec): 22 clusters Score: Raw -4229368.273232 + Penalty 24837.097143 = -4204531.176088 nChanged 20 Iteration 170Q (5695.663383 sec): 22 clusters Score: Raw -4229369.828586 + Penalty 24837.097143 = -4204532.731442 nChanged 14 Iteration 171Q (5697.159019 sec): 22 clusters Score: Raw -4229371.340149 + Penalty 24837.097143 = -4204534.243006 nChanged 16 Iteration 172Q (5698.586435 sec): 22 clusters Score: Raw -4229373.949741 + Penalty 24837.097143 = -4204536.852598 nChanged 24 Iteration 173Q (5700.033646 sec): 22 clusters Score: Raw -4229377.133716 + Penalty 24837.097143 = -4204540.036572 nChanged 22 Iteration 174Q (5701.517822 sec): 22 clusters Score: Raw -4229379.410463 + Penalty 24837.097143 = -4204542.313319 nChanged 17 Iteration 175Q (5702.924612 sec): 22 clusters Score: Raw -4229381.034471 + Penalty 24837.097143 = -4204543.937328 nChanged 12 Iteration 176Q (5704.368359 sec): 22 clusters Score: Raw -4229382.251216 + Penalty 24837.097143 = -4204545.154072 nChanged 8 Iteration 177Q (5705.874878 sec): 22 clusters Score: Raw -4229383.396626 + Penalty 24837.097143 = -4204546.299483 nChanged 11 Iteration 178Q (5707.364086 sec): 22 clusters Score: Raw -4229385.262348 + Penalty 24837.097143 = -4204548.165205 nChanged 5 Writing temp clu file Because OldScore, -4204546.299483, is greater than current (better) Score,-4204548.165205 Compute initial score before splitting: Score: Raw -4229385.262348 + Penalty 24837.097143 = -4204548.165205 Trying to split cluster 1 (2738 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5707.489954 sec): 2 clusters Score: Raw -160190.987947 + Penalty 831.073216 = -159359.914732 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5707.596029 sec): 3 clusters Score: Raw -158800.939579 + Penalty 1662.146431 = -157138.793148 nChanged 1071 SP:Iteration 1F (5707.694391 sec): 3 clusters Score: Raw -159485.440878 + Penalty 1662.146431 = -157823.294447 nChanged 245 SP:Iteration 2F (5707.766077 sec): 3 clusters Score: Raw -159711.434397 + Penalty 1662.146431 = -158049.287966 nChanged 199 SP:Iteration 3F (5707.851842 sec): 3 clusters Score: Raw -159917.717670 + Penalty 1662.146431 = -158255.571239 nChanged 158 SP:Iteration 4F (5707.946165 sec): 3 clusters Score: Raw -160058.355839 + Penalty 1662.146431 = -158396.209408 nChanged 106 SP:Iteration 5Q (5708.019148 sec): 3 clusters Score: Raw -160117.535384 + Penalty 1662.146431 = -158455.388953 nChanged 68 SP:Iteration 6Q (5708.105633 sec): 3 clusters Score: Raw -160147.981362 + Penalty 1662.146431 = -158485.834931 nChanged 53 SP:Iteration 7Q (5708.207090 sec): 3 clusters Score: Raw -160176.010376 + Penalty 1662.146431 = -158513.863944 nChanged 38 SP:Iteration 8Q (5708.275814 sec): 3 clusters Score: Raw -160194.263701 + Penalty 1662.146431 = -158532.117270 nChanged 34 SP:Iteration 9Q (5708.367282 sec): 3 clusters Score: Raw -160209.553877 + Penalty 1662.146431 = -158547.407446 nChanged 28 SP:Iteration 10Q (5708.460160 sec): 3 clusters Score: Raw -160221.898551 + Penalty 1662.146431 = -158559.752120 nChanged 19 SP:Iteration 11Q (5708.536362 sec): 3 clusters Score: Raw -160229.288329 + Penalty 1662.146431 = -158567.141898 nChanged 19 SP:Iteration 12Q (5708.624558 sec): 3 clusters Score: Raw -160237.088634 + Penalty 1662.146431 = -158574.942203 nChanged 22 SP:Iteration 13Q (5708.733468 sec): 3 clusters Score: Raw -160244.787571 + Penalty 1662.146431 = -158582.641140 nChanged 15 SP:Iteration 14Q (5708.815807 sec): 3 clusters Score: Raw -160251.363797 + Penalty 1662.146431 = -158589.217366 nChanged 16 SP:Iteration 15Q (5708.926164 sec): 3 clusters Score: Raw -160258.269247 + Penalty 1662.146431 = -158596.122816 nChanged 16 SP:Iteration 16Q (5709.016392 sec): 3 clusters Score: Raw -160264.558697 + Penalty 1662.146431 = -158602.412265 nChanged 15 SP:Iteration 17Q (5709.104167 sec): 3 clusters Score: Raw -160270.905827 + Penalty 1662.146431 = -158608.759396 nChanged 15 SP:Iteration 18Q (5709.183749 sec): 3 clusters Score: Raw -160277.695718 + Penalty 1662.146431 = -158615.549287 nChanged 13 SP:Iteration 19Q (5709.258239 sec): 3 clusters Score: Raw -160282.630260 + Penalty 1662.146431 = -158620.483829 nChanged 14 SP:Iteration 20F (5709.346605 sec): 3 clusters Score: Raw -160289.783322 + Penalty 1662.146431 = -158627.636891 nChanged 16 SP:Iteration 21Q (5709.431206 sec): 3 clusters Score: Raw -160298.613271 + Penalty 1662.146431 = -158636.466840 nChanged 17 SP:Iteration 22Q (5709.505500 sec): 3 clusters Score: Raw -160309.696291 + Penalty 1662.146431 = -158647.549860 nChanged 18 SP:Iteration 23Q (5709.591106 sec): 3 clusters Score: Raw -160317.528851 + Penalty 1662.146431 = -158655.382419 nChanged 18 SP:Iteration 24Q (5709.694979 sec): 3 clusters Score: Raw -160323.720511 + Penalty 1662.146431 = -158661.574080 nChanged 15 SP:Iteration 25Q (5709.779518 sec): 3 clusters Score: Raw -160328.799299 + Penalty 1662.146431 = -158666.652867 nChanged 9 SP:Iteration 26Q (5709.880020 sec): 3 clusters Score: Raw -160333.366756 + Penalty 1662.146431 = -158671.220325 nChanged 10 SP:Iteration 27Q (5709.960245 sec): 3 clusters Score: Raw -160336.804873 + Penalty 1662.146431 = -158674.658442 nChanged 9 SP:Iteration 28Q (5710.084571 sec): 3 clusters Score: Raw -160340.057643 + Penalty 1662.146431 = -158677.911211 nChanged 7 SP:Iteration 29Q (5710.161895 sec): 3 clusters Score: Raw -160342.479449 + Penalty 1662.146431 = -158680.333018 nChanged 4 SP:Iteration 30Q (5710.247714 sec): 3 clusters Score: Raw -160343.699400 + Penalty 1662.146431 = -158681.552969 nChanged 4 SP:Iteration 31Q (5710.339403 sec): 3 clusters Score: Raw -160344.670479 + Penalty 1662.146431 = -158682.524048 nChanged 4 SP:Iteration 32Q (5710.454611 sec): 3 clusters Score: Raw -160346.213431 + Penalty 1662.146431 = -158684.067000 nChanged 5 SP:Iteration 33Q (5710.539426 sec): 3 clusters Score: Raw -160348.597033 + Penalty 1662.146431 = -158686.450602 nChanged 7 SP:Iteration 34Q (5710.642831 sec): 3 clusters Score: Raw -160353.051123 + Penalty 1662.146431 = -158690.904691 nChanged 9 SP:Iteration 35Q (5710.711256 sec): 3 clusters Score: Raw -160357.742227 + Penalty 1662.146431 = -158695.595796 nChanged 7 SP:Iteration 36Q (5710.817551 sec): 3 clusters Score: Raw -160360.719803 + Penalty 1662.146431 = -158698.573372 nChanged 5 SP:Iteration 37Q (5710.917076 sec): 3 clusters Score: Raw -160362.609274 + Penalty 1662.146431 = -158700.462843 nChanged 5 SP:Iteration 38Q (5711.001480 sec): 3 clusters Score: Raw -160364.507855 + Penalty 1662.146431 = -158702.361424 nChanged 2 SP:Iteration 39Q (5711.104374 sec): 3 clusters Score: Raw -160365.204063 + Penalty 1662.146431 = -158703.057632 nChanged 3 SP:Iteration 40F (5711.198845 sec): 3 clusters Score: Raw -160366.263126 + Penalty 1662.146431 = -158704.116695 nChanged 3 SP:Iteration 41Q (5711.291478 sec): 3 clusters Score: Raw -160367.021131 + Penalty 1662.146431 = -158704.874700 nChanged 1 SP:Iteration 42Q (5711.391364 sec): 3 clusters Score: Raw -160367.340185 + Penalty 1662.146431 = -158705.193753 nChanged 2 SP:Iteration 43Q (5711.508084 sec): 3 clusters Score: Raw -160367.931970 + Penalty 1662.146431 = -158705.785539 nChanged 3 SP:Iteration 44Q (5711.612627 sec): 3 clusters Score: Raw -160368.879239 + Penalty 1662.146431 = -158706.732808 nChanged 4 SP:Iteration 45Q (5711.684631 sec): 3 clusters Score: Raw -160370.038351 + Penalty 1662.146431 = -158707.891920 nChanged 4 SP:Iteration 46Q (5711.778018 sec): 3 clusters Score: Raw -160372.614457 + Penalty 1662.146431 = -158710.468026 nChanged 7 SP:Iteration 47Q (5711.872016 sec): 3 clusters Score: Raw -160376.372905 + Penalty 1662.146431 = -158714.226474 nChanged 10 SP:Iteration 48Q (5711.984842 sec): 3 clusters Score: Raw -160382.888362 + Penalty 1662.146431 = -158720.741931 nChanged 16 SP:Iteration 49Q (5712.064739 sec): 3 clusters Score: Raw -160391.180103 + Penalty 1662.146431 = -158729.033672 nChanged 10 SP:Iteration 50Q (5712.164289 sec): 3 clusters Score: Raw -160398.267488 + Penalty 1662.146431 = -158736.121057 nChanged 12 SP:Iteration 51Q (5712.253918 sec): 3 clusters Score: Raw -160404.890503 + Penalty 1662.146431 = -158742.744072 nChanged 11 SP:Iteration 52Q (5712.340525 sec): 3 clusters Score: Raw -160414.353754 + Penalty 1662.146431 = -158752.207322 nChanged 12 SP:Iteration 53Q (5712.414973 sec): 3 clusters Score: Raw -160420.706634 + Penalty 1662.146431 = -158758.560203 nChanged 9 SP:Iteration 54Q (5712.519468 sec): 3 clusters Score: Raw -160426.217797 + Penalty 1662.146431 = -158764.071366 nChanged 11 SP:Iteration 55Q (5712.598451 sec): 3 clusters Score: Raw -160431.929346 + Penalty 1662.146431 = -158769.782915 nChanged 13 SP:Iteration 56Q (5712.672995 sec): 3 clusters Score: Raw -160437.634534 + Penalty 1662.146431 = -158775.488103 nChanged 11 SP:Iteration 57Q (5712.781771 sec): 3 clusters Score: Raw -160443.328072 + Penalty 1662.146431 = -158781.181641 nChanged 9 SP:Iteration 58Q (5712.872908 sec): 3 clusters Score: Raw -160447.871318 + Penalty 1662.146431 = -158785.724886 nChanged 8 SP:Iteration 59Q (5712.947450 sec): 3 clusters Score: Raw -160453.450405 + Penalty 1662.146431 = -158791.303973 nChanged 13 SP:Iteration 60F (5713.042747 sec): 3 clusters Score: Raw -160463.866677 + Penalty 1662.146431 = -158801.720246 nChanged 9 SP:Iteration 61Q (5713.144381 sec): 3 clusters Score: Raw -160467.980462 + Penalty 1662.146431 = -158805.834031 nChanged 3 SP:Iteration 62Q (5713.240044 sec): 3 clusters Score: Raw -160468.780085 + Penalty 1662.146431 = -158806.633654 nChanged 2 SP:Iteration 63Q (5713.322802 sec): 3 clusters Score: Raw -160469.500061 + Penalty 1662.146431 = -158807.353630 nChanged 2 SP:Iteration 64Q (5713.416390 sec): 3 clusters Score: Raw -160470.746140 + Penalty 1662.146431 = -158808.599709 nChanged 1 SP:Iteration 65Q (5713.524736 sec): 3 clusters Score: Raw -160470.991589 + Penalty 1662.146431 = -158808.845158 nChanged 0 SP:Iteration 66F (5713.596246 sec): 3 clusters Score: Raw -160470.991589 + Penalty 1662.146431 = -158808.845158 nChanged 0 Trying to split cluster 2 (7089 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5713.676256 sec): 2 clusters Score: Raw -400030.644410 + Penalty 930.961454 = -399099.682956 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5713.779440 sec): 3 clusters Score: Raw -395893.938095 + Penalty 1861.922909 = -394032.015186 nChanged 3175 SP:Iteration 1F (5713.883290 sec): 3 clusters Score: Raw -397923.111134 + Penalty 1861.922909 = -396061.188225 nChanged 621 SP:Iteration 2F (5713.964359 sec): 3 clusters Score: Raw -398400.999918 + Penalty 1861.922909 = -396539.077009 nChanged 555 SP:Iteration 3F (5714.088399 sec): 3 clusters Score: Raw -398793.997977 + Penalty 1861.922909 = -396932.075068 nChanged 461 SP:Iteration 4F (5714.181648 sec): 3 clusters Score: Raw -399062.062267 + Penalty 1861.922909 = -397200.139358 nChanged 362 SP:Iteration 5F (5714.275418 sec): 3 clusters Score: Raw -399272.337406 + Penalty 1861.922909 = -397410.414497 nChanged 310 SP:Iteration 6Q (5714.399426 sec): 3 clusters Score: Raw -399443.838515 + Penalty 1861.922909 = -397581.915606 nChanged 253 SP:Iteration 7Q (5714.506675 sec): 3 clusters Score: Raw -399563.397877 + Penalty 1861.922909 = -397701.474968 nChanged 188 SP:Iteration 8Q (5714.586849 sec): 3 clusters Score: Raw -399651.851111 + Penalty 1861.922909 = -397789.928202 nChanged 148 SP:Iteration 9Q (5714.702068 sec): 3 clusters Score: Raw -399721.441110 + Penalty 1861.922909 = -397859.518201 nChanged 138 SP:Iteration 10Q (5714.782868 sec): 3 clusters Score: Raw -399777.202834 + Penalty 1861.922909 = -397915.279925 nChanged 108 SP:Iteration 11Q (5714.888724 sec): 3 clusters Score: Raw -399810.810573 + Penalty 1861.922909 = -397948.887664 nChanged 71 SP:Iteration 12Q (5714.983101 sec): 3 clusters Score: Raw -399829.847549 + Penalty 1861.922909 = -397967.924641 nChanged 71 SP:Iteration 13Q (5715.060744 sec): 3 clusters Score: Raw -399852.503888 + Penalty 1861.922909 = -397990.580979 nChanged 74 SP:Iteration 14Q (5715.162757 sec): 3 clusters Score: Raw -399883.150552 + Penalty 1861.922909 = -398021.227643 nChanged 74 SP:Iteration 15Q (5715.280471 sec): 3 clusters Score: Raw -399914.964219 + Penalty 1861.922909 = -398053.041310 nChanged 78 SP:Iteration 16Q (5715.375805 sec): 3 clusters Score: Raw -399952.578337 + Penalty 1861.922909 = -398090.655428 nChanged 62 SP:Iteration 17Q (5715.476284 sec): 3 clusters Score: Raw -399977.217398 + Penalty 1861.922909 = -398115.294489 nChanged 56 SP:Iteration 18Q (5715.576781 sec): 3 clusters Score: Raw -399999.704384 + Penalty 1861.922909 = -398137.781475 nChanged 46 SP:Iteration 19Q (5715.672124 sec): 3 clusters Score: Raw -400021.677876 + Penalty 1861.922909 = -398159.754967 nChanged 52 SP:Iteration 20F (5715.765526 sec): 3 clusters Score: Raw -400046.113830 + Penalty 1861.922909 = -398184.190921 nChanged 54 SP:Iteration 21Q (5715.854848 sec): 3 clusters Score: Raw -400066.930598 + Penalty 1861.922909 = -398205.007690 nChanged 54 SP:Iteration 22Q (5715.975393 sec): 3 clusters Score: Raw -400092.328242 + Penalty 1861.922909 = -398230.405334 nChanged 51 SP:Iteration 23Q (5716.051982 sec): 3 clusters Score: Raw -400113.052215 + Penalty 1861.922909 = -398251.129307 nChanged 36 SP:Iteration 24Q (5716.146809 sec): 3 clusters Score: Raw -400127.500599 + Penalty 1861.922909 = -398265.577690 nChanged 33 SP:Iteration 25Q (5716.265229 sec): 3 clusters Score: Raw -400139.871439 + Penalty 1861.922909 = -398277.948531 nChanged 35 SP:Iteration 26Q (5716.366261 sec): 3 clusters Score: Raw -400151.416640 + Penalty 1861.922909 = -398289.493732 nChanged 30 SP:Iteration 27Q (5716.478485 sec): 3 clusters Score: Raw -400162.009234 + Penalty 1861.922909 = -398300.086325 nChanged 24 SP:Iteration 28Q (5716.599321 sec): 3 clusters Score: Raw -400170.956413 + Penalty 1861.922909 = -398309.033504 nChanged 26 SP:Iteration 29Q (5716.687685 sec): 3 clusters Score: Raw -400183.819534 + Penalty 1861.922909 = -398321.896625 nChanged 21 SP:Iteration 30Q (5716.775138 sec): 3 clusters Score: Raw -400190.568396 + Penalty 1861.922909 = -398328.645487 nChanged 21 SP:Iteration 31Q (5716.896485 sec): 3 clusters Score: Raw -400201.832830 + Penalty 1861.922909 = -398339.909921 nChanged 34 SP:Iteration 32Q (5716.995050 sec): 3 clusters Score: Raw -400223.220470 + Penalty 1861.922909 = -398361.297562 nChanged 44 SP:Iteration 33Q (5717.081130 sec): 3 clusters Score: Raw -400244.374209 + Penalty 1861.922909 = -398382.451300 nChanged 30 SP:Iteration 34Q (5717.179057 sec): 3 clusters Score: Raw -400261.042442 + Penalty 1861.922909 = -398399.119533 nChanged 30 SP:Iteration 35Q (5717.285509 sec): 3 clusters Score: Raw -400274.115320 + Penalty 1861.922909 = -398412.192411 nChanged 23 SP:Iteration 36Q (5717.384613 sec): 3 clusters Score: Raw -400283.854291 + Penalty 1861.922909 = -398421.931382 nChanged 24 SP:Iteration 37Q (5717.485287 sec): 3 clusters Score: Raw -400295.977548 + Penalty 1861.922909 = -398434.054639 nChanged 34 SP:Iteration 38Q (5717.572446 sec): 3 clusters Score: Raw -400312.278833 + Penalty 1861.922909 = -398450.355925 nChanged 31 SP:Iteration 39Q (5717.669961 sec): 3 clusters Score: Raw -400327.626862 + Penalty 1861.922909 = -398465.703954 nChanged 25 SP:Iteration 40F (5717.774210 sec): 3 clusters Score: Raw -400340.081502 + Penalty 1861.922909 = -398478.158593 nChanged 27 SP:Iteration 41Q (5717.856197 sec): 3 clusters Score: Raw -400348.217324 + Penalty 1861.922909 = -398486.294415 nChanged 9 SP:Iteration 42Q (5717.953977 sec): 3 clusters Score: Raw -400351.213256 + Penalty 1861.922909 = -398489.290347 nChanged 12 SP:Iteration 43Q (5718.061633 sec): 3 clusters Score: Raw -400354.102354 + Penalty 1861.922909 = -398492.179446 nChanged 9 SP:Iteration 44Q (5718.138128 sec): 3 clusters Score: Raw -400356.871587 + Penalty 1861.922909 = -398494.948678 nChanged 6 SP:Iteration 45Q (5718.243109 sec): 3 clusters Score: Raw -400358.739375 + Penalty 1861.922909 = -398496.816467 nChanged 7 SP:Iteration 46Q (5718.336007 sec): 3 clusters Score: Raw -400360.651688 + Penalty 1861.922909 = -398498.728779 nChanged 3 SP:Iteration 47Q (5718.425885 sec): 3 clusters Score: Raw -400361.745115 + Penalty 1861.922909 = -398499.822207 nChanged 5 SP:Iteration 48Q (5718.525730 sec): 3 clusters Score: Raw -400362.709542 + Penalty 1861.922909 = -398500.786634 nChanged 4 SP:Iteration 49Q (5718.608505 sec): 3 clusters Score: Raw -400363.384291 + Penalty 1861.922909 = -398501.461382 nChanged 2 SP:Iteration 50Q (5718.712480 sec): 3 clusters Score: Raw -400363.947970 + Penalty 1861.922909 = -398502.025062 nChanged 4 SP:Iteration 51Q (5718.817909 sec): 3 clusters Score: Raw -400365.174547 + Penalty 1861.922909 = -398503.251639 nChanged 4 SP:Iteration 52Q (5718.925112 sec): 3 clusters Score: Raw -400366.058740 + Penalty 1861.922909 = -398504.135831 nChanged 3 SP:Iteration 53Q (5719.017250 sec): 3 clusters Score: Raw -400366.556278 + Penalty 1861.922909 = -398504.633369 nChanged 0 SP:Iteration 54F (5719.132847 sec): 3 clusters Score: Raw -400366.556278 + Penalty 1861.922909 = -398504.633369 nChanged 0 Trying to split cluster 3 (910 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5719.160307 sec): 2 clusters Score: Raw -38662.980157 + Penalty 715.411683 = -37947.568474 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5719.264828 sec): 3 clusters Score: Raw -38338.401467 + Penalty 1430.823366 = -36907.578101 nChanged 299 SP:Iteration 1F (5719.346474 sec): 3 clusters Score: Raw -38632.384002 + Penalty 1430.823366 = -37201.560636 nChanged 83 SP:Iteration 2F (5719.449629 sec): 3 clusters Score: Raw -38730.621546 + Penalty 1430.823366 = -37299.798180 nChanged 60 SP:Iteration 3F (5719.539940 sec): 3 clusters Score: Raw -38826.718432 + Penalty 1430.823366 = -37395.895066 nChanged 43 SP:Iteration 4Q (5719.609404 sec): 3 clusters Score: Raw -38872.745674 + Penalty 1430.823366 = -37441.922308 nChanged 26 SP:Iteration 5Q (5719.720563 sec): 3 clusters Score: Raw -38893.594050 + Penalty 1430.823366 = -37462.770684 nChanged 13 SP:Iteration 6Q (5719.802699 sec): 3 clusters Score: Raw -38906.824681 + Penalty 1430.823366 = -37476.001315 nChanged 14 SP:Iteration 7Q (5719.912476 sec): 3 clusters Score: Raw -38924.294508 + Penalty 1430.823366 = -37493.471142 nChanged 10 SP:Iteration 8Q (5719.995313 sec): 3 clusters Score: Raw -38930.974813 + Penalty 1430.823366 = -37500.151447 nChanged 6 SP:Iteration 9Q (5720.076757 sec): 3 clusters Score: Raw -38936.163071 + Penalty 1430.823366 = -37505.339705 nChanged 1 SP:Iteration 10Q (5720.179234 sec): 3 clusters Score: Raw -38936.393047 + Penalty 1430.823366 = -37505.569681 nChanged 2 SP:Iteration 11Q (5720.275261 sec): 3 clusters Score: Raw -38937.433718 + Penalty 1430.823366 = -37506.610352 nChanged 2 SP:Iteration 12Q (5720.357568 sec): 3 clusters Score: Raw -38938.576404 + Penalty 1430.823366 = -37507.753038 nChanged 3 SP:Iteration 13Q (5720.445931 sec): 3 clusters Score: Raw -38940.265852 + Penalty 1430.823366 = -37509.442486 nChanged 1 SP:Iteration 14Q (5720.539836 sec): 3 clusters Score: Raw -38941.084134 + Penalty 1430.823366 = -37510.260768 nChanged 2 SP:Iteration 15Q (5720.623152 sec): 3 clusters Score: Raw -38941.925051 + Penalty 1430.823366 = -37511.101685 nChanged 0 SP:Iteration 16F (5720.690176 sec): 3 clusters Score: Raw -38941.925051 + Penalty 1430.823366 = -37511.101685 nChanged 0 Trying to split cluster 4 (689 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5720.755636 sec): 2 clusters Score: Raw -25991.740701 + Penalty 686.200333 = -25305.540367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5720.822676 sec): 3 clusters Score: Raw -25775.193066 + Penalty 1372.400667 = -24402.792399 nChanged 215 SP:Iteration 1F (5720.909787 sec): 3 clusters Score: Raw -25995.568259 + Penalty 1372.400667 = -24623.167592 nChanged 67 SP:Iteration 2F (5721.009040 sec): 3 clusters Score: Raw -26074.740900 + Penalty 1372.400667 = -24702.340233 nChanged 36 SP:Iteration 3F (5721.104765 sec): 3 clusters Score: Raw -26111.441495 + Penalty 1372.400667 = -24739.040828 nChanged 24 SP:Iteration 4Q (5721.207562 sec): 3 clusters Score: Raw -26137.431493 + Penalty 1372.400667 = -24765.030827 nChanged 16 SP:Iteration 5Q (5721.311060 sec): 3 clusters Score: Raw -26156.499632 + Penalty 1372.400667 = -24784.098965 nChanged 11 SP:Iteration 6Q (5721.395301 sec): 3 clusters Score: Raw -26179.586160 + Penalty 1372.400667 = -24807.185493 nChanged 16 SP:Iteration 7Q (5721.474213 sec): 3 clusters Score: Raw -26197.274129 + Penalty 1372.400667 = -24824.873462 nChanged 6 SP:Iteration 8Q (5721.585751 sec): 3 clusters Score: Raw -26201.260546 + Penalty 1372.400667 = -24828.859879 nChanged 0 SP:Iteration 9F (5721.680583 sec): 3 clusters Score: Raw -26201.260546 + Penalty 1372.400667 = -24828.859879 nChanged 0 Trying to split cluster 5 (3158 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5721.724006 sec): 2 clusters Score: Raw -171421.703140 + Penalty 846.057890 = -170575.645250 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5721.819173 sec): 3 clusters Score: Raw -169808.870627 + Penalty 1692.115781 = -168116.754846 nChanged 1267 SP:Iteration 1F (5721.916543 sec): 3 clusters Score: Raw -170592.024329 + Penalty 1692.115781 = -168899.908548 nChanged 277 SP:Iteration 2F (5721.999998 sec): 3 clusters Score: Raw -170773.381116 + Penalty 1692.115781 = -169081.265335 nChanged 181 SP:Iteration 3F (5722.074843 sec): 3 clusters Score: Raw -170891.419426 + Penalty 1692.115781 = -169199.303646 nChanged 151 SP:Iteration 4Q (5722.176488 sec): 3 clusters Score: Raw -170989.498014 + Penalty 1692.115781 = -169297.382233 nChanged 135 SP:Iteration 5Q (5722.268227 sec): 3 clusters Score: Raw -171078.310174 + Penalty 1692.115781 = -169386.194393 nChanged 120 SP:Iteration 6Q (5722.371252 sec): 3 clusters Score: Raw -171140.966466 + Penalty 1692.115781 = -169448.850685 nChanged 95 SP:Iteration 7Q (5722.451105 sec): 3 clusters Score: Raw -171198.235573 + Penalty 1692.115781 = -169506.119792 nChanged 76 SP:Iteration 8Q (5722.567525 sec): 3 clusters Score: Raw -171252.988403 + Penalty 1692.115781 = -169560.872622 nChanged 70 SP:Iteration 9Q (5722.682290 sec): 3 clusters Score: Raw -171301.319132 + Penalty 1692.115781 = -169609.203351 nChanged 71 SP:Iteration 10Q (5722.766950 sec): 3 clusters Score: Raw -171364.581168 + Penalty 1692.115781 = -169672.465387 nChanged 88 SP:Iteration 11Q (5722.861287 sec): 3 clusters Score: Raw -171435.044535 + Penalty 1692.115781 = -169742.928754 nChanged 97 SP:Iteration 12Q (5722.957081 sec): 3 clusters Score: Raw -171519.968255 + Penalty 1692.115781 = -169827.852474 nChanged 82 SP:Iteration 13Q (5723.042724 sec): 3 clusters Score: Raw -171591.593878 + Penalty 1692.115781 = -169899.478097 nChanged 68 SP:Iteration 14Q (5723.131459 sec): 3 clusters Score: Raw -171648.181710 + Penalty 1692.115781 = -169956.065929 nChanged 81 SP:Iteration 15Q (5723.254285 sec): 3 clusters Score: Raw -171719.700300 + Penalty 1692.115781 = -170027.584519 nChanged 91 SP:Iteration 16Q (5723.324725 sec): 3 clusters Score: Raw -171798.549578 + Penalty 1692.115781 = -170106.433797 nChanged 83 SP:Iteration 17Q (5723.422821 sec): 3 clusters Score: Raw -171874.660813 + Penalty 1692.115781 = -170182.545032 nChanged 71 SP:Iteration 18Q (5723.505035 sec): 3 clusters Score: Raw -171923.995137 + Penalty 1692.115781 = -170231.879356 nChanged 50 SP:Iteration 19Q (5723.586827 sec): 3 clusters Score: Raw -171960.680584 + Penalty 1692.115781 = -170268.564803 nChanged 53 SP:Iteration 20F (5723.685489 sec): 3 clusters Score: Raw -171998.683474 + Penalty 1692.115781 = -170306.567693 nChanged 52 SP:Iteration 21Q (5723.755529 sec): 3 clusters Score: Raw -172033.947498 + Penalty 1692.115781 = -170341.831717 nChanged 28 SP:Iteration 22Q (5723.851818 sec): 3 clusters Score: Raw -172054.016423 + Penalty 1692.115781 = -170361.900642 nChanged 30 SP:Iteration 23Q (5723.965682 sec): 3 clusters Score: Raw -172074.240898 + Penalty 1692.115781 = -170382.125117 nChanged 25 SP:Iteration 24Q (5724.043678 sec): 3 clusters Score: Raw -172090.888549 + Penalty 1692.115781 = -170398.772768 nChanged 23 SP:Iteration 25Q (5724.127267 sec): 3 clusters Score: Raw -172108.272037 + Penalty 1692.115781 = -170416.156256 nChanged 15 SP:Iteration 26Q (5724.220558 sec): 3 clusters Score: Raw -172118.649476 + Penalty 1692.115781 = -170426.533695 nChanged 16 SP:Iteration 27Q (5724.320279 sec): 3 clusters Score: Raw -172127.446907 + Penalty 1692.115781 = -170435.331126 nChanged 13 SP:Iteration 28Q (5724.425172 sec): 3 clusters Score: Raw -172133.506900 + Penalty 1692.115781 = -170441.391119 nChanged 14 SP:Iteration 29Q (5724.516923 sec): 3 clusters Score: Raw -172140.562698 + Penalty 1692.115781 = -170448.446917 nChanged 13 SP:Iteration 30Q (5724.599176 sec): 3 clusters Score: Raw -172148.106219 + Penalty 1692.115781 = -170455.990438 nChanged 6 SP:Iteration 31Q (5724.691665 sec): 3 clusters Score: Raw -172153.183138 + Penalty 1692.115781 = -170461.067357 nChanged 7 SP:Iteration 32Q (5724.761792 sec): 3 clusters Score: Raw -172156.964571 + Penalty 1692.115781 = -170464.848790 nChanged 11 SP:Iteration 33Q (5724.877814 sec): 3 clusters Score: Raw -172163.492561 + Penalty 1692.115781 = -170471.376780 nChanged 7 SP:Iteration 34Q (5724.949570 sec): 3 clusters Score: Raw -172166.635102 + Penalty 1692.115781 = -170474.519321 nChanged 3 SP:Iteration 35Q (5725.052524 sec): 3 clusters Score: Raw -172168.375941 + Penalty 1692.115781 = -170476.260160 nChanged 4 SP:Iteration 36Q (5725.114119 sec): 3 clusters Score: Raw -172170.507139 + Penalty 1692.115781 = -170478.391358 nChanged 3 SP:Iteration 37Q (5725.209587 sec): 3 clusters Score: Raw -172171.419567 + Penalty 1692.115781 = -170479.303786 nChanged 1 SP:Iteration 38Q (5725.302481 sec): 3 clusters Score: Raw -172171.615281 + Penalty 1692.115781 = -170479.499500 nChanged 1 SP:Iteration 39Q (5725.397557 sec): 3 clusters Score: Raw -172171.863238 + Penalty 1692.115781 = -170479.747457 nChanged 1 SP:Iteration 40F (5725.516849 sec): 3 clusters Score: Raw -172172.223368 + Penalty 1692.115781 = -170480.107587 nChanged 1 SP:Iteration 41Q (5725.606999 sec): 3 clusters Score: Raw -172172.329716 + Penalty 1692.115781 = -170480.213935 nChanged 0 SP:Iteration 42F (5725.683863 sec): 3 clusters Score: Raw -172172.329716 + Penalty 1692.115781 = -170480.213935 nChanged 0 Trying to split cluster 6 (3145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5725.745807 sec): 2 clusters Score: Raw -185723.743376 + Penalty 845.624763 = -184878.118613 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5725.841895 sec): 3 clusters Score: Raw -184086.623666 + Penalty 1691.249526 = -182395.374140 nChanged 1287 SP:Iteration 1F (5725.937078 sec): 3 clusters Score: Raw -184861.857764 + Penalty 1691.249526 = -183170.608239 nChanged 285 SP:Iteration 2F (5726.020792 sec): 3 clusters Score: Raw -185064.265285 + Penalty 1691.249526 = -183373.015759 nChanged 220 SP:Iteration 3F (5726.122127 sec): 3 clusters Score: Raw -185224.573495 + Penalty 1691.249526 = -183533.323969 nChanged 181 SP:Iteration 4F (5726.217888 sec): 3 clusters Score: Raw -185367.742115 + Penalty 1691.249526 = -183676.492590 nChanged 157 SP:Iteration 5Q (5726.318805 sec): 3 clusters Score: Raw -185473.692298 + Penalty 1691.249526 = -183782.442772 nChanged 128 SP:Iteration 6Q (5726.393750 sec): 3 clusters Score: Raw -185547.428656 + Penalty 1691.249526 = -183856.179130 nChanged 102 SP:Iteration 7Q (5726.488758 sec): 3 clusters Score: Raw -185602.341670 + Penalty 1691.249526 = -183911.092144 nChanged 83 SP:Iteration 8Q (5726.587011 sec): 3 clusters Score: Raw -185638.122022 + Penalty 1691.249526 = -183946.872497 nChanged 56 SP:Iteration 9Q (5726.675272 sec): 3 clusters Score: Raw -185664.145602 + Penalty 1691.249526 = -183972.896077 nChanged 52 SP:Iteration 10Q (5726.770074 sec): 3 clusters Score: Raw -185687.013219 + Penalty 1691.249526 = -183995.763694 nChanged 52 SP:Iteration 11Q (5726.866856 sec): 3 clusters Score: Raw -185709.947585 + Penalty 1691.249526 = -184018.698060 nChanged 48 SP:Iteration 12Q (5726.952361 sec): 3 clusters Score: Raw -185731.695451 + Penalty 1691.249526 = -184040.445925 nChanged 38 SP:Iteration 13Q (5727.074789 sec): 3 clusters Score: Raw -185749.418233 + Penalty 1691.249526 = -184058.168707 nChanged 36 SP:Iteration 14Q (5727.153819 sec): 3 clusters Score: Raw -185762.461264 + Penalty 1691.249526 = -184071.211738 nChanged 20 SP:Iteration 15Q (5727.277759 sec): 3 clusters Score: Raw -185770.666678 + Penalty 1691.249526 = -184079.417153 nChanged 19 SP:Iteration 16Q (5727.373935 sec): 3 clusters Score: Raw -185777.442130 + Penalty 1691.249526 = -184086.192604 nChanged 17 SP:Iteration 17Q (5727.478710 sec): 3 clusters Score: Raw -185784.210577 + Penalty 1691.249526 = -184092.961052 nChanged 19 SP:Iteration 18Q (5727.555169 sec): 3 clusters Score: Raw -185791.966329 + Penalty 1691.249526 = -184100.716804 nChanged 16 SP:Iteration 19Q (5727.669212 sec): 3 clusters Score: Raw -185797.454846 + Penalty 1691.249526 = -184106.205320 nChanged 14 SP:Iteration 20F (5727.753553 sec): 3 clusters Score: Raw -185802.225219 + Penalty 1691.249526 = -184110.975694 nChanged 11 SP:Iteration 21Q (5727.842529 sec): 3 clusters Score: Raw -185806.539308 + Penalty 1691.249526 = -184115.289782 nChanged 12 SP:Iteration 22Q (5727.945460 sec): 3 clusters Score: Raw -185812.565465 + Penalty 1691.249526 = -184121.315939 nChanged 14 SP:Iteration 23Q (5728.050782 sec): 3 clusters Score: Raw -185818.002924 + Penalty 1691.249526 = -184126.753398 nChanged 14 SP:Iteration 24Q (5728.147594 sec): 3 clusters Score: Raw -185824.347535 + Penalty 1691.249526 = -184133.098010 nChanged 18 SP:Iteration 25Q (5728.236180 sec): 3 clusters Score: Raw -185831.558365 + Penalty 1691.249526 = -184140.308839 nChanged 23 SP:Iteration 26Q (5728.307234 sec): 3 clusters Score: Raw -185840.335767 + Penalty 1691.249526 = -184149.086241 nChanged 20 SP:Iteration 27Q (5728.389663 sec): 3 clusters Score: Raw -185845.936729 + Penalty 1691.249526 = -184154.687203 nChanged 13 SP:Iteration 28Q (5728.478603 sec): 3 clusters Score: Raw -185849.480881 + Penalty 1691.249526 = -184158.231355 nChanged 15 SP:Iteration 29Q (5728.562451 sec): 3 clusters Score: Raw -185855.003416 + Penalty 1691.249526 = -184163.753891 nChanged 12 SP:Iteration 30Q (5728.648635 sec): 3 clusters Score: Raw -185862.134132 + Penalty 1691.249526 = -184170.884607 nChanged 23 SP:Iteration 31Q (5728.745819 sec): 3 clusters Score: Raw -185871.763499 + Penalty 1691.249526 = -184180.513974 nChanged 16 SP:Iteration 32Q (5728.821841 sec): 3 clusters Score: Raw -185878.157969 + Penalty 1691.249526 = -184186.908444 nChanged 18 SP:Iteration 33Q (5728.927130 sec): 3 clusters Score: Raw -185885.911867 + Penalty 1691.249526 = -184194.662341 nChanged 12 SP:Iteration 34Q (5729.000635 sec): 3 clusters Score: Raw -185892.160307 + Penalty 1691.249526 = -184200.910781 nChanged 10 SP:Iteration 35Q (5729.094648 sec): 3 clusters Score: Raw -185896.191386 + Penalty 1691.249526 = -184204.941861 nChanged 7 SP:Iteration 36Q (5729.200559 sec): 3 clusters Score: Raw -185898.422405 + Penalty 1691.249526 = -184207.172879 nChanged 4 SP:Iteration 37Q (5729.301853 sec): 3 clusters Score: Raw -185899.754607 + Penalty 1691.249526 = -184208.505081 nChanged 3 SP:Iteration 38Q (5729.387827 sec): 3 clusters Score: Raw -185900.261329 + Penalty 1691.249526 = -184209.011803 nChanged 1 SP:Iteration 39Q (5729.480293 sec): 3 clusters Score: Raw -185900.338250 + Penalty 1691.249526 = -184209.088725 nChanged 0 SP:Iteration 40F (5729.570645 sec): 3 clusters Score: Raw -185900.338250 + Penalty 1691.249526 = -184209.088725 nChanged 0 Trying to split cluster 7 (1670 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5729.614935 sec): 2 clusters Score: Raw -94731.421222 + Penalty 779.160785 = -93952.260437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5729.690921 sec): 3 clusters Score: Raw -93962.276690 + Penalty 1558.321570 = -92403.955120 nChanged 617 SP:Iteration 1F (5729.787200 sec): 3 clusters Score: Raw -94372.402377 + Penalty 1558.321570 = -92814.080807 nChanged 149 SP:Iteration 2F (5729.877887 sec): 3 clusters Score: Raw -94473.114368 + Penalty 1558.321570 = -92914.792798 nChanged 84 SP:Iteration 3F (5729.976829 sec): 3 clusters Score: Raw -94524.432192 + Penalty 1558.321570 = -92966.110622 nChanged 69 SP:Iteration 4Q (5730.068475 sec): 3 clusters Score: Raw -94586.964374 + Penalty 1558.321570 = -93028.642804 nChanged 67 SP:Iteration 5Q (5730.164283 sec): 3 clusters Score: Raw -94653.751970 + Penalty 1558.321570 = -93095.430399 nChanged 67 SP:Iteration 6Q (5730.246621 sec): 3 clusters Score: Raw -94705.427771 + Penalty 1558.321570 = -93147.106201 nChanged 62 SP:Iteration 7Q (5730.357266 sec): 3 clusters Score: Raw -94745.792337 + Penalty 1558.321570 = -93187.470767 nChanged 50 SP:Iteration 8Q (5730.425401 sec): 3 clusters Score: Raw -94786.546800 + Penalty 1558.321570 = -93228.225230 nChanged 53 SP:Iteration 9Q (5730.507047 sec): 3 clusters Score: Raw -94822.319747 + Penalty 1558.321570 = -93263.998177 nChanged 45 SP:Iteration 10Q (5730.597236 sec): 3 clusters Score: Raw -94845.872745 + Penalty 1558.321570 = -93287.551175 nChanged 33 SP:Iteration 11Q (5730.691017 sec): 3 clusters Score: Raw -94862.873807 + Penalty 1558.321570 = -93304.552237 nChanged 30 SP:Iteration 12Q (5730.754144 sec): 3 clusters Score: Raw -94880.741064 + Penalty 1558.321570 = -93322.419494 nChanged 24 SP:Iteration 13Q (5730.850589 sec): 3 clusters Score: Raw -94895.848953 + Penalty 1558.321570 = -93337.527383 nChanged 28 SP:Iteration 14Q (5730.923292 sec): 3 clusters Score: Raw -94913.137092 + Penalty 1558.321570 = -93354.815521 nChanged 19 SP:Iteration 15Q (5731.005751 sec): 3 clusters Score: Raw -94926.258399 + Penalty 1558.321570 = -93367.936829 nChanged 15 SP:Iteration 16Q (5731.092499 sec): 3 clusters Score: Raw -94937.117628 + Penalty 1558.321570 = -93378.796058 nChanged 11 SP:Iteration 17Q (5731.183245 sec): 3 clusters Score: Raw -94944.123815 + Penalty 1558.321570 = -93385.802245 nChanged 10 SP:Iteration 18Q (5731.268334 sec): 3 clusters Score: Raw -94948.353827 + Penalty 1558.321570 = -93390.032257 nChanged 9 SP:Iteration 19Q (5731.362400 sec): 3 clusters Score: Raw -94952.433003 + Penalty 1558.321570 = -93394.111433 nChanged 6 SP:Iteration 20F (5731.439850 sec): 3 clusters Score: Raw -94958.069875 + Penalty 1558.321570 = -93399.748305 nChanged 6 SP:Iteration 21Q (5731.526547 sec): 3 clusters Score: Raw -94962.598301 + Penalty 1558.321570 = -93404.276731 nChanged 11 SP:Iteration 22Q (5731.623325 sec): 3 clusters Score: Raw -94968.550659 + Penalty 1558.321570 = -93410.229089 nChanged 7 SP:Iteration 23Q (5731.711573 sec): 3 clusters Score: Raw -94973.796275 + Penalty 1558.321570 = -93415.474704 nChanged 16 SP:Iteration 24Q (5731.783875 sec): 3 clusters Score: Raw -94982.275786 + Penalty 1558.321570 = -93423.954216 nChanged 9 SP:Iteration 25Q (5731.885351 sec): 3 clusters Score: Raw -94987.598567 + Penalty 1558.321570 = -93429.276997 nChanged 10 SP:Iteration 26Q (5731.974946 sec): 3 clusters Score: Raw -94992.186264 + Penalty 1558.321570 = -93433.864693 nChanged 10 SP:Iteration 27Q (5732.085703 sec): 3 clusters Score: Raw -94997.259268 + Penalty 1558.321570 = -93438.937697 nChanged 6 SP:Iteration 28Q (5732.167803 sec): 3 clusters Score: Raw -95000.864457 + Penalty 1558.321570 = -93442.542886 nChanged 5 SP:Iteration 29Q (5732.249228 sec): 3 clusters Score: Raw -95003.366794 + Penalty 1558.321570 = -93445.045224 nChanged 3 SP:Iteration 30Q (5732.328928 sec): 3 clusters Score: Raw -95004.278443 + Penalty 1558.321570 = -93445.956872 nChanged 1 SP:Iteration 31Q (5732.420583 sec): 3 clusters Score: Raw -95004.715986 + Penalty 1558.321570 = -93446.394416 nChanged 1 SP:Iteration 32Q (5732.528338 sec): 3 clusters Score: Raw -95005.395794 + Penalty 1558.321570 = -93447.074223 nChanged 1 SP:Iteration 33Q (5732.604727 sec): 3 clusters Score: Raw -95006.176185 + Penalty 1558.321570 = -93447.854615 nChanged 0 SP:Iteration 34F (5732.706524 sec): 3 clusters Score: Raw -95006.176185 + Penalty 1558.321570 = -93447.854615 nChanged 0 Trying to split cluster 8 (1758 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5732.749701 sec): 2 clusters Score: Raw -87324.455644 + Penalty 784.552868 = -86539.902776 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5732.851330 sec): 3 clusters Score: Raw -86564.831162 + Penalty 1569.105736 = -84995.725426 nChanged 651 SP:Iteration 1F (5732.942544 sec): 3 clusters Score: Raw -87016.717779 + Penalty 1569.105736 = -85447.612043 nChanged 144 SP:Iteration 2F (5733.033222 sec): 3 clusters Score: Raw -87130.363550 + Penalty 1569.105736 = -85561.257814 nChanged 95 SP:Iteration 3F (5733.131778 sec): 3 clusters Score: Raw -87219.157960 + Penalty 1569.105736 = -85650.052224 nChanged 85 SP:Iteration 4Q (5733.220172 sec): 3 clusters Score: Raw -87289.326555 + Penalty 1569.105736 = -85720.220818 nChanged 67 SP:Iteration 5Q (5733.304731 sec): 3 clusters Score: Raw -87342.293610 + Penalty 1569.105736 = -85773.187873 nChanged 64 SP:Iteration 6Q (5733.390242 sec): 3 clusters Score: Raw -87387.015282 + Penalty 1569.105736 = -85817.909545 nChanged 38 SP:Iteration 7Q (5733.490963 sec): 3 clusters Score: Raw -87410.989893 + Penalty 1569.105736 = -85841.884156 nChanged 30 SP:Iteration 8Q (5733.573836 sec): 3 clusters Score: Raw -87432.268099 + Penalty 1569.105736 = -85863.162363 nChanged 23 SP:Iteration 9Q (5733.675394 sec): 3 clusters Score: Raw -87443.519963 + Penalty 1569.105736 = -85874.414227 nChanged 21 SP:Iteration 10Q (5733.753900 sec): 3 clusters Score: Raw -87456.138627 + Penalty 1569.105736 = -85887.032891 nChanged 29 SP:Iteration 11Q (5733.846353 sec): 3 clusters Score: Raw -87472.468028 + Penalty 1569.105736 = -85903.362291 nChanged 19 SP:Iteration 12Q (5733.926489 sec): 3 clusters Score: Raw -87484.550957 + Penalty 1569.105736 = -85915.445220 nChanged 20 SP:Iteration 13Q (5734.011247 sec): 3 clusters Score: Raw -87494.588345 + Penalty 1569.105736 = -85925.482609 nChanged 12 SP:Iteration 14Q (5734.102542 sec): 3 clusters Score: Raw -87498.824124 + Penalty 1569.105736 = -85929.718387 nChanged 7 SP:Iteration 15Q (5734.183131 sec): 3 clusters Score: Raw -87501.344567 + Penalty 1569.105736 = -85932.238831 nChanged 6 SP:Iteration 16Q (5734.290142 sec): 3 clusters Score: Raw -87502.854660 + Penalty 1569.105736 = -85933.748924 nChanged 2 SP:Iteration 17Q (5734.366563 sec): 3 clusters Score: Raw -87504.752231 + Penalty 1569.105736 = -85935.646495 nChanged 5 SP:Iteration 18Q (5734.442836 sec): 3 clusters Score: Raw -87507.855688 + Penalty 1569.105736 = -85938.749951 nChanged 2 SP:Iteration 19Q (5734.531034 sec): 3 clusters Score: Raw -87508.962581 + Penalty 1569.105736 = -85939.856844 nChanged 3 SP:Iteration 20F (5734.621377 sec): 3 clusters Score: Raw -87510.590012 + Penalty 1569.105736 = -85941.484276 nChanged 2 SP:Iteration 21Q (5734.722010 sec): 3 clusters Score: Raw -87511.048800 + Penalty 1569.105736 = -85941.943064 nChanged 2 SP:Iteration 22Q (5734.798886 sec): 3 clusters Score: Raw -87511.700117 + Penalty 1569.105736 = -85942.594381 nChanged 2 SP:Iteration 23Q (5734.885315 sec): 3 clusters Score: Raw -87512.681561 + Penalty 1569.105736 = -85943.575824 nChanged 2 SP:Iteration 24Q (5734.983185 sec): 3 clusters Score: Raw -87515.108827 + Penalty 1569.105736 = -85946.003091 nChanged 3 SP:Iteration 25Q (5735.063271 sec): 3 clusters Score: Raw -87516.130073 + Penalty 1569.105736 = -85947.024336 nChanged 2 SP:Iteration 26Q (5735.167275 sec): 3 clusters Score: Raw -87516.675291 + Penalty 1569.105736 = -85947.569555 nChanged 1 SP:Iteration 27Q (5735.268121 sec): 3 clusters Score: Raw -87516.840932 + Penalty 1569.105736 = -85947.735196 nChanged 0 SP:Iteration 28F (5735.356079 sec): 3 clusters Score: Raw -87516.840932 + Penalty 1569.105736 = -85947.735196 nChanged 0 Trying to split cluster 9 (3970 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5735.410477 sec): 2 clusters Score: Raw -203565.079849 + Penalty 870.084744 = -202694.995104 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5735.504869 sec): 3 clusters Score: Raw -201524.030839 + Penalty 1740.169488 = -199783.861350 nChanged 1642 SP:Iteration 1F (5735.592240 sec): 3 clusters Score: Raw -202709.774104 + Penalty 1740.169488 = -200969.604615 nChanged 344 SP:Iteration 2F (5735.674144 sec): 3 clusters Score: Raw -202982.128744 + Penalty 1740.169488 = -201241.959256 nChanged 259 SP:Iteration 3F (5735.793461 sec): 3 clusters Score: Raw -203177.019816 + Penalty 1740.169488 = -201436.850328 nChanged 210 SP:Iteration 4F (5735.892125 sec): 3 clusters Score: Raw -203310.794979 + Penalty 1740.169488 = -201570.625491 nChanged 152 SP:Iteration 5Q (5735.968912 sec): 3 clusters Score: Raw -203388.917217 + Penalty 1740.169488 = -201648.747728 nChanged 113 SP:Iteration 6Q (5736.072970 sec): 3 clusters Score: Raw -203441.795621 + Penalty 1740.169488 = -201701.626132 nChanged 91 SP:Iteration 7Q (5736.186603 sec): 3 clusters Score: Raw -203479.348366 + Penalty 1740.169488 = -201739.178877 nChanged 70 SP:Iteration 8Q (5736.268594 sec): 3 clusters Score: Raw -203507.317885 + Penalty 1740.169488 = -201767.148397 nChanged 60 SP:Iteration 9Q (5736.358142 sec): 3 clusters Score: Raw -203529.006975 + Penalty 1740.169488 = -201788.837487 nChanged 50 SP:Iteration 10Q (5736.464030 sec): 3 clusters Score: Raw -203544.993563 + Penalty 1740.169488 = -201804.824074 nChanged 46 SP:Iteration 11Q (5736.563739 sec): 3 clusters Score: Raw -203558.001199 + Penalty 1740.169488 = -201817.831710 nChanged 43 SP:Iteration 12Q (5736.650553 sec): 3 clusters Score: Raw -203573.953210 + Penalty 1740.169488 = -201833.783721 nChanged 38 SP:Iteration 13Q (5736.745768 sec): 3 clusters Score: Raw -203586.725199 + Penalty 1740.169488 = -201846.555710 nChanged 36 SP:Iteration 14Q (5736.819637 sec): 3 clusters Score: Raw -203599.543269 + Penalty 1740.169488 = -201859.373781 nChanged 32 SP:Iteration 15Q (5736.905341 sec): 3 clusters Score: Raw -203609.899783 + Penalty 1740.169488 = -201869.730295 nChanged 29 SP:Iteration 16Q (5737.007771 sec): 3 clusters Score: Raw -203618.009767 + Penalty 1740.169488 = -201877.840278 nChanged 20 SP:Iteration 17Q (5737.082374 sec): 3 clusters Score: Raw -203624.262070 + Penalty 1740.169488 = -201884.092581 nChanged 21 SP:Iteration 18Q (5737.191569 sec): 3 clusters Score: Raw -203631.633840 + Penalty 1740.169488 = -201891.464352 nChanged 24 SP:Iteration 19Q (5737.279835 sec): 3 clusters Score: Raw -203643.939594 + Penalty 1740.169488 = -201903.770106 nChanged 36 SP:Iteration 20F (5737.397066 sec): 3 clusters Score: Raw -203657.757720 + Penalty 1740.169488 = -201917.588231 nChanged 28 SP:Iteration 21Q (5737.472821 sec): 3 clusters Score: Raw -203665.505762 + Penalty 1740.169488 = -201925.336273 nChanged 23 SP:Iteration 22Q (5737.586586 sec): 3 clusters Score: Raw -203672.850700 + Penalty 1740.169488 = -201932.681211 nChanged 24 SP:Iteration 23Q (5737.661236 sec): 3 clusters Score: Raw -203680.995429 + Penalty 1740.169488 = -201940.825941 nChanged 27 SP:Iteration 24Q (5737.764019 sec): 3 clusters Score: Raw -203693.270171 + Penalty 1740.169488 = -201953.100682 nChanged 35 SP:Iteration 25Q (5737.845486 sec): 3 clusters Score: Raw -203710.726534 + Penalty 1740.169488 = -201970.557045 nChanged 35 SP:Iteration 26Q (5737.932896 sec): 3 clusters Score: Raw -203727.628742 + Penalty 1740.169488 = -201987.459254 nChanged 34 SP:Iteration 27Q (5738.049278 sec): 3 clusters Score: Raw -203741.963749 + Penalty 1740.169488 = -202001.794261 nChanged 37 SP:Iteration 28Q (5738.153571 sec): 3 clusters Score: Raw -203757.098530 + Penalty 1740.169488 = -202016.929042 nChanged 34 SP:Iteration 29Q (5738.254575 sec): 3 clusters Score: Raw -203770.915731 + Penalty 1740.169488 = -202030.746242 nChanged 21 SP:Iteration 30Q (5738.329060 sec): 3 clusters Score: Raw -203778.109173 + Penalty 1740.169488 = -202037.939685 nChanged 17 SP:Iteration 31Q (5738.432514 sec): 3 clusters Score: Raw -203783.689197 + Penalty 1740.169488 = -202043.519709 nChanged 13 SP:Iteration 32Q (5738.529904 sec): 3 clusters Score: Raw -203788.296800 + Penalty 1740.169488 = -202048.127312 nChanged 15 SP:Iteration 33Q (5738.632608 sec): 3 clusters Score: Raw -203791.922476 + Penalty 1740.169488 = -202051.752987 nChanged 13 SP:Iteration 34Q (5738.729319 sec): 3 clusters Score: Raw -203794.969127 + Penalty 1740.169488 = -202054.799639 nChanged 12 SP:Iteration 35Q (5738.821917 sec): 3 clusters Score: Raw -203797.191543 + Penalty 1740.169488 = -202057.022055 nChanged 8 SP:Iteration 36Q (5738.932881 sec): 3 clusters Score: Raw -203798.799690 + Penalty 1740.169488 = -202058.630201 nChanged 6 SP:Iteration 37Q (5739.005082 sec): 3 clusters Score: Raw -203799.531764 + Penalty 1740.169488 = -202059.362275 nChanged 3 SP:Iteration 38Q (5739.099840 sec): 3 clusters Score: Raw -203800.141703 + Penalty 1740.169488 = -202059.972214 nChanged 3 SP:Iteration 39Q (5739.192829 sec): 3 clusters Score: Raw -203801.004089 + Penalty 1740.169488 = -202060.834600 nChanged 5 SP:Iteration 40F (5739.259323 sec): 3 clusters Score: Raw -203802.231862 + Penalty 1740.169488 = -202062.062374 nChanged 5 SP:Iteration 41Q (5739.357379 sec): 3 clusters Score: Raw -203803.518065 + Penalty 1740.169488 = -202063.348576 nChanged 4 SP:Iteration 42Q (5739.445962 sec): 3 clusters Score: Raw -203804.132349 + Penalty 1740.169488 = -202063.962861 nChanged 3 SP:Iteration 43Q (5739.551848 sec): 3 clusters Score: Raw -203804.823730 + Penalty 1740.169488 = -202064.654241 nChanged 3 SP:Iteration 44Q (5739.640044 sec): 3 clusters Score: Raw -203805.447587 + Penalty 1740.169488 = -202065.278098 nChanged 2 SP:Iteration 45Q (5739.709974 sec): 3 clusters Score: Raw -203805.871728 + Penalty 1740.169488 = -202065.702240 nChanged 2 SP:Iteration 46Q (5739.817918 sec): 3 clusters Score: Raw -203806.414774 + Penalty 1740.169488 = -202066.245286 nChanged 3 SP:Iteration 47Q (5739.916561 sec): 3 clusters Score: Raw -203807.198825 + Penalty 1740.169488 = -202067.029336 nChanged 2 SP:Iteration 48Q (5739.992610 sec): 3 clusters Score: Raw -203807.308855 + Penalty 1740.169488 = -202067.139366 nChanged 1 SP:Iteration 49Q (5740.106283 sec): 3 clusters Score: Raw -203807.471265 + Penalty 1740.169488 = -202067.301777 nChanged 0 SP:Iteration 50F (5740.176985 sec): 3 clusters Score: Raw -203807.471265 + Penalty 1740.169488 = -202067.301777 nChanged 0 Trying to split cluster 10 (988 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5740.227036 sec): 2 clusters Score: Raw -44819.491363 + Penalty 724.046683 = -44095.444680 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5740.317922 sec): 3 clusters Score: Raw -44474.749349 + Penalty 1448.093367 = -43026.655983 nChanged 333 SP:Iteration 1F (5740.399048 sec): 3 clusters Score: Raw -44890.236739 + Penalty 1448.093367 = -43442.143373 nChanged 113 SP:Iteration 2F (5740.470955 sec): 3 clusters Score: Raw -45074.211393 + Penalty 1448.093367 = -43626.118027 nChanged 84 SP:Iteration 3F (5740.555303 sec): 3 clusters Score: Raw -45218.704394 + Penalty 1448.093367 = -43770.611028 nChanged 64 SP:Iteration 4F (5740.663969 sec): 3 clusters Score: Raw -45336.989763 + Penalty 1448.093367 = -43888.896397 nChanged 37 SP:Iteration 5Q (5740.743497 sec): 3 clusters Score: Raw -45416.477733 + Penalty 1448.093367 = -43968.384366 nChanged 32 SP:Iteration 6Q (5740.828576 sec): 3 clusters Score: Raw -45472.502476 + Penalty 1448.093367 = -44024.409109 nChanged 19 SP:Iteration 7Q (5740.896460 sec): 3 clusters Score: Raw -45499.226514 + Penalty 1448.093367 = -44051.133147 nChanged 13 SP:Iteration 8Q (5740.994970 sec): 3 clusters Score: Raw -45529.156280 + Penalty 1448.093367 = -44081.062913 nChanged 9 SP:Iteration 9Q (5741.086473 sec): 3 clusters Score: Raw -45546.000524 + Penalty 1448.093367 = -44097.907157 nChanged 5 SP:Iteration 10Q (5741.176849 sec): 3 clusters Score: Raw -45552.722311 + Penalty 1448.093367 = -44104.628945 nChanged 7 SP:Iteration 11Q (5741.252172 sec): 3 clusters Score: Raw -45561.479175 + Penalty 1448.093367 = -44113.385808 nChanged 7 SP:Iteration 12Q (5741.333045 sec): 3 clusters Score: Raw -45569.029253 + Penalty 1448.093367 = -44120.935886 nChanged 4 SP:Iteration 13Q (5741.420595 sec): 3 clusters Score: Raw -45573.102805 + Penalty 1448.093367 = -44125.009439 nChanged 4 SP:Iteration 14Q (5741.498807 sec): 3 clusters Score: Raw -45576.909083 + Penalty 1448.093367 = -44128.815716 nChanged 3 SP:Iteration 15Q (5741.576921 sec): 3 clusters Score: Raw -45580.512813 + Penalty 1448.093367 = -44132.419447 nChanged 2 SP:Iteration 16Q (5741.665874 sec): 3 clusters Score: Raw -45583.155424 + Penalty 1448.093367 = -44135.062058 nChanged 1 SP:Iteration 17Q (5741.774110 sec): 3 clusters Score: Raw -45584.040633 + Penalty 1448.093367 = -44135.947267 nChanged 1 SP:Iteration 18Q (5741.834539 sec): 3 clusters Score: Raw -45585.038607 + Penalty 1448.093367 = -44136.945241 nChanged 1 SP:Iteration 19Q (5741.932369 sec): 3 clusters Score: Raw -45585.502257 + Penalty 1448.093367 = -44137.408891 nChanged 2 SP:Iteration 20F (5742.011247 sec): 3 clusters Score: Raw -45587.175368 + Penalty 1448.093367 = -44139.082002 nChanged 3 SP:Iteration 21Q (5742.095982 sec): 3 clusters Score: Raw -45590.516725 + Penalty 1448.093367 = -44142.423359 nChanged 2 SP:Iteration 22Q (5742.166593 sec): 3 clusters Score: Raw -45591.896578 + Penalty 1448.093367 = -44143.803211 nChanged 2 SP:Iteration 23Q (5742.266496 sec): 3 clusters Score: Raw -45592.916602 + Penalty 1448.093367 = -44144.823236 nChanged 1 SP:Iteration 24Q (5742.347800 sec): 3 clusters Score: Raw -45593.456903 + Penalty 1448.093367 = -44145.363536 nChanged 0 SP:Iteration 25F (5742.418120 sec): 3 clusters Score: Raw -45593.456903 + Penalty 1448.093367 = -44145.363536 nChanged 0 Score: Raw -4230159.667951 + Penalty 26019.816055 = -4204139.851896 Splitting cluster 10 changes total score from -4204548.165205 to -4204139.851896 So it's not getting split. Trying to split cluster 11 (11366 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5744.365517 sec): 2 clusters Score: Raw -683427.177153 + Penalty 980.530081 = -682446.647072 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5744.470938 sec): 3 clusters Score: Raw -676645.824474 + Penalty 1961.060162 = -674684.764312 nChanged 5124 SP:Iteration 1F (5744.568217 sec): 3 clusters Score: Raw -679556.609780 + Penalty 1961.060162 = -677595.549618 nChanged 737 SP:Iteration 2F (5744.654066 sec): 3 clusters Score: Raw -679920.242157 + Penalty 1961.060162 = -677959.181995 nChanged 699 SP:Iteration 3F (5744.758690 sec): 3 clusters Score: Raw -680264.804127 + Penalty 1961.060162 = -678303.743966 nChanged 627 SP:Iteration 4F (5744.862046 sec): 3 clusters Score: Raw -680578.971768 + Penalty 1961.060162 = -678617.911607 nChanged 588 SP:Iteration 5F (5744.950463 sec): 3 clusters Score: Raw -680892.480384 + Penalty 1961.060162 = -678931.420222 nChanged 533 SP:Iteration 6Q (5745.055060 sec): 3 clusters Score: Raw -681224.740849 + Penalty 1961.060162 = -679263.680688 nChanged 513 SP:Iteration 7Q (5745.175604 sec): 3 clusters Score: Raw -681587.752089 + Penalty 1961.060162 = -679626.691927 nChanged 489 SP:Iteration 8Q (5745.270411 sec): 3 clusters Score: Raw -681927.254302 + Penalty 1961.060162 = -679966.194141 nChanged 388 SP:Iteration 9Q (5745.394870 sec): 3 clusters Score: Raw -682187.023340 + Penalty 1961.060162 = -680225.963178 nChanged 339 SP:Iteration 10Q (5745.494142 sec): 3 clusters Score: Raw -682384.761682 + Penalty 1961.060162 = -680423.701521 nChanged 277 SP:Iteration 11Q (5745.590362 sec): 3 clusters Score: Raw -682540.735649 + Penalty 1961.060162 = -680579.675488 nChanged 255 SP:Iteration 12Q (5745.690824 sec): 3 clusters Score: Raw -682683.278004 + Penalty 1961.060162 = -680722.217842 nChanged 205 SP:Iteration 13Q (5745.796371 sec): 3 clusters Score: Raw -682794.153518 + Penalty 1961.060162 = -680833.093357 nChanged 181 SP:Iteration 14Q (5745.871299 sec): 3 clusters Score: Raw -682892.989949 + Penalty 1961.060162 = -680931.929787 nChanged 165 SP:Iteration 15Q (5745.975444 sec): 3 clusters Score: Raw -682987.652445 + Penalty 1961.060162 = -681026.592283 nChanged 154 SP:Iteration 16Q (5746.074044 sec): 3 clusters Score: Raw -683077.398175 + Penalty 1961.060162 = -681116.338013 nChanged 144 SP:Iteration 17Q (5746.168499 sec): 3 clusters Score: Raw -683165.326186 + Penalty 1961.060162 = -681204.266024 nChanged 131 SP:Iteration 18Q (5746.268949 sec): 3 clusters Score: Raw -683236.247503 + Penalty 1961.060162 = -681275.187341 nChanged 106 SP:Iteration 19Q (5746.366838 sec): 3 clusters Score: Raw -683294.552702 + Penalty 1961.060162 = -681333.492541 nChanged 90 SP:Iteration 20F (5746.479121 sec): 3 clusters Score: Raw -683345.919797 + Penalty 1961.060162 = -681384.859635 nChanged 78 SP:Iteration 21Q (5746.602472 sec): 3 clusters Score: Raw -683386.253671 + Penalty 1961.060162 = -681425.193509 nChanged 67 SP:Iteration 22Q (5746.702605 sec): 3 clusters Score: Raw -683422.546198 + Penalty 1961.060162 = -681461.486036 nChanged 53 SP:Iteration 23Q (5746.789600 sec): 3 clusters Score: Raw -683451.766798 + Penalty 1961.060162 = -681490.706637 nChanged 39 SP:Iteration 24Q (5746.901482 sec): 3 clusters Score: Raw -683470.735173 + Penalty 1961.060162 = -681509.675011 nChanged 34 SP:Iteration 25Q (5746.988467 sec): 3 clusters Score: Raw -683482.160517 + Penalty 1961.060162 = -681521.100356 nChanged 24 SP:Iteration 26Q (5747.092680 sec): 3 clusters Score: Raw -683493.812890 + Penalty 1961.060162 = -681532.752729 nChanged 19 SP:Iteration 27Q (5747.186035 sec): 3 clusters Score: Raw -683503.448016 + Penalty 1961.060162 = -681542.387855 nChanged 17 SP:Iteration 28Q (5747.299303 sec): 3 clusters Score: Raw -683508.971457 + Penalty 1961.060162 = -681547.911295 nChanged 10 SP:Iteration 29Q (5747.404400 sec): 3 clusters Score: Raw -683515.636223 + Penalty 1961.060162 = -681554.576061 nChanged 14 SP:Iteration 30Q (5747.503942 sec): 3 clusters Score: Raw -683522.153494 + Penalty 1961.060162 = -681561.093332 nChanged 12 SP:Iteration 31Q (5747.612824 sec): 3 clusters Score: Raw -683526.636025 + Penalty 1961.060162 = -681565.575864 nChanged 7 SP:Iteration 32Q (5747.719979 sec): 3 clusters Score: Raw -683528.159020 + Penalty 1961.060162 = -681567.098858 nChanged 2 SP:Iteration 33Q (5747.804117 sec): 3 clusters Score: Raw -683528.752661 + Penalty 1961.060162 = -681567.692500 nChanged 2 SP:Iteration 34Q (5747.914634 sec): 3 clusters Score: Raw -683529.405937 + Penalty 1961.060162 = -681568.345775 nChanged 2 SP:Iteration 35Q (5748.016411 sec): 3 clusters Score: Raw -683529.840871 + Penalty 1961.060162 = -681568.780709 nChanged 4 SP:Iteration 36Q (5748.116210 sec): 3 clusters Score: Raw -683530.956680 + Penalty 1961.060162 = -681569.896519 nChanged 3 SP:Iteration 37Q (5748.219626 sec): 3 clusters Score: Raw -683531.655226 + Penalty 1961.060162 = -681570.595065 nChanged 1 SP:Iteration 38Q (5748.310266 sec): 3 clusters Score: Raw -683531.938935 + Penalty 1961.060162 = -681570.878773 nChanged 1 SP:Iteration 39Q (5748.431855 sec): 3 clusters Score: Raw -683532.210504 + Penalty 1961.060162 = -681571.150343 nChanged 1 SP:Iteration 40F (5748.531937 sec): 3 clusters Score: Raw -683532.371881 + Penalty 1961.060162 = -681571.311720 nChanged 0 Trying to split cluster 12 (8199 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5748.599635 sec): 2 clusters Score: Raw -473393.316934 + Penalty 946.235585 = -472447.081349 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5748.695417 sec): 3 clusters Score: Raw -468589.548485 + Penalty 1892.471170 = -466697.077315 nChanged 3612 SP:Iteration 1F (5748.787916 sec): 3 clusters Score: Raw -470641.165475 + Penalty 1892.471170 = -468748.694305 nChanged 691 SP:Iteration 2F (5748.887054 sec): 3 clusters Score: Raw -471210.960761 + Penalty 1892.471170 = -469318.489592 nChanged 709 SP:Iteration 3F (5748.995093 sec): 3 clusters Score: Raw -471798.903297 + Penalty 1892.471170 = -469906.432127 nChanged 641 SP:Iteration 4F (5749.084366 sec): 3 clusters Score: Raw -472371.815406 + Penalty 1892.471170 = -470479.344236 nChanged 597 SP:Iteration 5F (5749.179343 sec): 3 clusters Score: Raw -472864.859666 + Penalty 1892.471170 = -470972.388496 nChanged 442 SP:Iteration 6F (5749.281958 sec): 3 clusters Score: Raw -473149.122108 + Penalty 1892.471170 = -471256.650938 nChanged 319 SP:Iteration 7Q (5749.361065 sec): 3 clusters Score: Raw -473299.022463 + Penalty 1892.471170 = -471406.551294 nChanged 196 SP:Iteration 8Q (5749.452810 sec): 3 clusters Score: Raw -473366.641512 + Penalty 1892.471170 = -471474.170342 nChanged 141 SP:Iteration 9Q (5749.566526 sec): 3 clusters Score: Raw -473404.952328 + Penalty 1892.471170 = -471512.481159 nChanged 109 SP:Iteration 10Q (5749.671498 sec): 3 clusters Score: Raw -473430.618252 + Penalty 1892.471170 = -471538.147082 nChanged 79 SP:Iteration 11Q (5749.754652 sec): 3 clusters Score: Raw -473448.527975 + Penalty 1892.471170 = -471556.056805 nChanged 82 SP:Iteration 12Q (5749.863277 sec): 3 clusters Score: Raw -473468.874684 + Penalty 1892.471170 = -471576.403515 nChanged 67 SP:Iteration 13Q (5749.968064 sec): 3 clusters Score: Raw -473483.277702 + Penalty 1892.471170 = -471590.806532 nChanged 65 SP:Iteration 14Q (5750.060044 sec): 3 clusters Score: Raw -473496.327655 + Penalty 1892.471170 = -471603.856485 nChanged 65 SP:Iteration 15Q (5750.143966 sec): 3 clusters Score: Raw -473511.801501 + Penalty 1892.471170 = -471619.330331 nChanged 59 SP:Iteration 16Q (5750.260970 sec): 3 clusters Score: Raw -473523.267036 + Penalty 1892.471170 = -471630.795866 nChanged 45 SP:Iteration 17Q (5750.351987 sec): 3 clusters Score: Raw -473529.512935 + Penalty 1892.471170 = -471637.041765 nChanged 33 SP:Iteration 18Q (5750.455193 sec): 3 clusters Score: Raw -473533.325768 + Penalty 1892.471170 = -471640.854599 nChanged 33 SP:Iteration 19Q (5750.537778 sec): 3 clusters Score: Raw -473537.722760 + Penalty 1892.471170 = -471645.251591 nChanged 31 SP:Iteration 20F (5750.641238 sec): 3 clusters Score: Raw -473542.674956 + Penalty 1892.471170 = -471650.203786 nChanged 36 SP:Iteration 21Q (5750.724505 sec): 3 clusters Score: Raw -473547.858482 + Penalty 1892.471170 = -471655.387312 nChanged 29 SP:Iteration 22Q (5750.822133 sec): 3 clusters Score: Raw -473551.393156 + Penalty 1892.471170 = -471658.921986 nChanged 28 SP:Iteration 23Q (5750.913914 sec): 3 clusters Score: Raw -473555.121261 + Penalty 1892.471170 = -471662.650091 nChanged 28 SP:Iteration 24Q (5751.002608 sec): 3 clusters Score: Raw -473558.059714 + Penalty 1892.471170 = -471665.588545 nChanged 27 SP:Iteration 25Q (5751.101567 sec): 3 clusters Score: Raw -473560.559797 + Penalty 1892.471170 = -471668.088627 nChanged 20 SP:Iteration 26Q (5751.198958 sec): 3 clusters Score: Raw -473562.522540 + Penalty 1892.471170 = -471670.051370 nChanged 21 SP:Iteration 27Q (5751.298449 sec): 3 clusters Score: Raw -473564.794916 + Penalty 1892.471170 = -471672.323747 nChanged 13 SP:Iteration 28Q (5751.389135 sec): 3 clusters Score: Raw -473566.102841 + Penalty 1892.471170 = -471673.631672 nChanged 16 SP:Iteration 29Q (5751.499984 sec): 3 clusters Score: Raw -473567.750423 + Penalty 1892.471170 = -471675.279253 nChanged 14 SP:Iteration 30Q (5751.572639 sec): 3 clusters Score: Raw -473569.167161 + Penalty 1892.471170 = -471676.695991 nChanged 24 SP:Iteration 31Q (5751.663920 sec): 3 clusters Score: Raw -473572.330499 + Penalty 1892.471170 = -471679.859330 nChanged 35 SP:Iteration 32Q (5751.761459 sec): 3 clusters Score: Raw -473577.527215 + Penalty 1892.471170 = -471685.056046 nChanged 25 SP:Iteration 33Q (5751.850409 sec): 3 clusters Score: Raw -473580.614205 + Penalty 1892.471170 = -471688.143035 nChanged 21 SP:Iteration 34Q (5751.948778 sec): 3 clusters Score: Raw -473582.864827 + Penalty 1892.471170 = -471690.393657 nChanged 27 SP:Iteration 35Q (5752.046585 sec): 3 clusters Score: Raw -473586.372228 + Penalty 1892.471170 = -471693.901058 nChanged 25 SP:Iteration 36Q (5752.126862 sec): 3 clusters Score: Raw -473589.300061 + Penalty 1892.471170 = -471696.828891 nChanged 20 SP:Iteration 37Q (5752.237241 sec): 3 clusters Score: Raw -473591.548642 + Penalty 1892.471170 = -471699.077472 nChanged 15 SP:Iteration 38Q (5752.332238 sec): 3 clusters Score: Raw -473592.939093 + Penalty 1892.471170 = -471700.467923 nChanged 7 SP:Iteration 39Q (5752.430639 sec): 3 clusters Score: Raw -473593.553563 + Penalty 1892.471170 = -471701.082393 nChanged 4 SP:Iteration 40F (5752.514925 sec): 3 clusters Score: Raw -473593.857073 + Penalty 1892.471170 = -471701.385904 nChanged 4 SP:Iteration 41Q (5752.604346 sec): 3 clusters Score: Raw -473594.053630 + Penalty 1892.471170 = -471701.582460 nChanged 4 SP:Iteration 42Q (5752.706518 sec): 3 clusters Score: Raw -473594.341322 + Penalty 1892.471170 = -471701.870152 nChanged 3 SP:Iteration 43Q (5752.795130 sec): 3 clusters Score: Raw -473594.558290 + Penalty 1892.471170 = -471702.087121 nChanged 7 SP:Iteration 44Q (5752.890411 sec): 3 clusters Score: Raw -473595.021839 + Penalty 1892.471170 = -471702.550669 nChanged 5 SP:Iteration 45Q (5752.990618 sec): 3 clusters Score: Raw -473595.536331 + Penalty 1892.471170 = -471703.065161 nChanged 8 SP:Iteration 46Q (5753.078299 sec): 3 clusters Score: Raw -473596.421636 + Penalty 1892.471170 = -471703.950466 nChanged 12 SP:Iteration 47Q (5753.207192 sec): 3 clusters Score: Raw -473597.375154 + Penalty 1892.471170 = -471704.903984 nChanged 7 SP:Iteration 48Q (5753.290366 sec): 3 clusters Score: Raw -473597.768353 + Penalty 1892.471170 = -471705.297183 nChanged 9 SP:Iteration 49Q (5753.403101 sec): 3 clusters Score: Raw -473598.353005 + Penalty 1892.471170 = -471705.881835 nChanged 6 SP:Iteration 50Q (5753.495520 sec): 3 clusters Score: Raw -473598.805664 + Penalty 1892.471170 = -471706.334495 nChanged 4 SP:Iteration 51Q (5753.586695 sec): 3 clusters Score: Raw -473599.320342 + Penalty 1892.471170 = -471706.849172 nChanged 6 SP:Iteration 52Q (5753.679173 sec): 3 clusters Score: Raw -473599.925309 + Penalty 1892.471170 = -471707.454139 nChanged 6 SP:Iteration 53Q (5753.778621 sec): 3 clusters Score: Raw -473600.475372 + Penalty 1892.471170 = -471708.004202 nChanged 6 SP:Iteration 54Q (5753.874866 sec): 3 clusters Score: Raw -473601.095093 + Penalty 1892.471170 = -471708.623923 nChanged 6 SP:Iteration 55Q (5753.969303 sec): 3 clusters Score: Raw -473601.673325 + Penalty 1892.471170 = -471709.202155 nChanged 5 SP:Iteration 56Q (5754.041241 sec): 3 clusters Score: Raw -473601.823992 + Penalty 1892.471170 = -471709.352823 nChanged 4 SP:Iteration 57Q (5754.141132 sec): 3 clusters Score: Raw -473602.181856 + Penalty 1892.471170 = -471709.710686 nChanged 2 SP:Iteration 58Q (5754.245492 sec): 3 clusters Score: Raw -473602.251850 + Penalty 1892.471170 = -471709.780680 nChanged 2 SP:Iteration 59Q (5754.322143 sec): 3 clusters Score: Raw -473602.305275 + Penalty 1892.471170 = -471709.834105 nChanged 2 SP:Iteration 60F (5754.429946 sec): 3 clusters Score: Raw -473602.346146 + Penalty 1892.471170 = -471709.874977 nChanged 1 SP:Iteration 61Q (5754.514475 sec): 3 clusters Score: Raw -473602.364911 + Penalty 1892.471170 = -471709.893742 nChanged 0 SP:Iteration 62F (5754.593454 sec): 3 clusters Score: Raw -473602.364911 + Penalty 1892.471170 = -471709.893742 nChanged 0 Trying to split cluster 13 (3404 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5754.645608 sec): 2 clusters Score: Raw -171332.343512 + Penalty 853.934181 = -170478.409330 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5754.749150 sec): 3 clusters Score: Raw -169601.647063 + Penalty 1707.868363 = -167893.778700 nChanged 1387 SP:Iteration 1F (5754.861291 sec): 3 clusters Score: Raw -170615.922124 + Penalty 1707.868363 = -168908.053762 nChanged 310 SP:Iteration 2F (5754.943808 sec): 3 clusters Score: Raw -170865.616260 + Penalty 1707.868363 = -169157.747898 nChanged 254 SP:Iteration 3F (5755.030959 sec): 3 clusters Score: Raw -171082.118001 + Penalty 1707.868363 = -169374.249638 nChanged 192 SP:Iteration 4F (5755.143522 sec): 3 clusters Score: Raw -171251.068638 + Penalty 1707.868363 = -169543.200275 nChanged 179 SP:Iteration 5F (5755.226921 sec): 3 clusters Score: Raw -171411.590825 + Penalty 1707.868363 = -169703.722462 nChanged 154 SP:Iteration 6Q (5755.332448 sec): 3 clusters Score: Raw -171548.438048 + Penalty 1707.868363 = -169840.569685 nChanged 108 SP:Iteration 7Q (5755.414513 sec): 3 clusters Score: Raw -171632.202285 + Penalty 1707.868363 = -169924.333922 nChanged 64 SP:Iteration 8Q (5755.509510 sec): 3 clusters Score: Raw -171682.453407 + Penalty 1707.868363 = -169974.585044 nChanged 63 SP:Iteration 9Q (5755.596592 sec): 3 clusters Score: Raw -171730.964499 + Penalty 1707.868363 = -170023.096136 nChanged 55 SP:Iteration 10Q (5755.675374 sec): 3 clusters Score: Raw -171764.637976 + Penalty 1707.868363 = -170056.769613 nChanged 37 SP:Iteration 11Q (5755.760071 sec): 3 clusters Score: Raw -171780.229244 + Penalty 1707.868363 = -170072.360881 nChanged 28 SP:Iteration 12Q (5755.842639 sec): 3 clusters Score: Raw -171793.331300 + Penalty 1707.868363 = -170085.462937 nChanged 28 SP:Iteration 13Q (5755.948755 sec): 3 clusters Score: Raw -171805.207001 + Penalty 1707.868363 = -170097.338638 nChanged 24 SP:Iteration 14Q (5756.021516 sec): 3 clusters Score: Raw -171820.367226 + Penalty 1707.868363 = -170112.498863 nChanged 21 SP:Iteration 15Q (5756.129984 sec): 3 clusters Score: Raw -171829.233846 + Penalty 1707.868363 = -170121.365483 nChanged 21 SP:Iteration 16Q (5756.216217 sec): 3 clusters Score: Raw -171839.589365 + Penalty 1707.868363 = -170131.721002 nChanged 19 SP:Iteration 17Q (5756.289486 sec): 3 clusters Score: Raw -171849.012517 + Penalty 1707.868363 = -170141.144154 nChanged 22 SP:Iteration 18Q (5756.374691 sec): 3 clusters Score: Raw -171861.962252 + Penalty 1707.868363 = -170154.093889 nChanged 13 SP:Iteration 19Q (5756.464926 sec): 3 clusters Score: Raw -171867.298482 + Penalty 1707.868363 = -170159.430119 nChanged 11 SP:Iteration 20F (5756.562991 sec): 3 clusters Score: Raw -171871.554515 + Penalty 1707.868363 = -170163.686152 nChanged 13 SP:Iteration 21Q (5756.637824 sec): 3 clusters Score: Raw -171875.794602 + Penalty 1707.868363 = -170167.926239 nChanged 12 SP:Iteration 22Q (5756.730143 sec): 3 clusters Score: Raw -171879.297773 + Penalty 1707.868363 = -170171.429410 nChanged 9 SP:Iteration 23Q (5756.827159 sec): 3 clusters Score: Raw -171882.054720 + Penalty 1707.868363 = -170174.186358 nChanged 9 SP:Iteration 24Q (5756.921736 sec): 3 clusters Score: Raw -171883.864390 + Penalty 1707.868363 = -170175.996027 nChanged 7 SP:Iteration 25Q (5757.014883 sec): 3 clusters Score: Raw -171885.581616 + Penalty 1707.868363 = -170177.713253 nChanged 11 SP:Iteration 26Q (5757.107271 sec): 3 clusters Score: Raw -171890.744852 + Penalty 1707.868363 = -170182.876489 nChanged 14 SP:Iteration 27Q (5757.205594 sec): 3 clusters Score: Raw -171897.058531 + Penalty 1707.868363 = -170189.190168 nChanged 16 SP:Iteration 28Q (5757.285874 sec): 3 clusters Score: Raw -171902.207589 + Penalty 1707.868363 = -170194.339226 nChanged 12 SP:Iteration 29Q (5757.351461 sec): 3 clusters Score: Raw -171905.653177 + Penalty 1707.868363 = -170197.784814 nChanged 6 SP:Iteration 30Q (5757.462281 sec): 3 clusters Score: Raw -171907.325142 + Penalty 1707.868363 = -170199.456779 nChanged 8 SP:Iteration 31Q (5757.544492 sec): 3 clusters Score: Raw -171909.317200 + Penalty 1707.868363 = -170201.448838 nChanged 9 SP:Iteration 32Q (5757.660819 sec): 3 clusters Score: Raw -171912.236625 + Penalty 1707.868363 = -170204.368262 nChanged 7 SP:Iteration 33Q (5757.757914 sec): 3 clusters Score: Raw -171914.756976 + Penalty 1707.868363 = -170206.888613 nChanged 7 SP:Iteration 34Q (5757.844542 sec): 3 clusters Score: Raw -171916.583318 + Penalty 1707.868363 = -170208.714955 nChanged 5 SP:Iteration 35Q (5757.926489 sec): 3 clusters Score: Raw -171917.818323 + Penalty 1707.868363 = -170209.949960 nChanged 4 SP:Iteration 36Q (5758.004909 sec): 3 clusters Score: Raw -171919.104050 + Penalty 1707.868363 = -170211.235687 nChanged 7 SP:Iteration 37Q (5758.084875 sec): 3 clusters Score: Raw -171921.171733 + Penalty 1707.868363 = -170213.303370 nChanged 7 SP:Iteration 38Q (5758.188244 sec): 3 clusters Score: Raw -171923.231402 + Penalty 1707.868363 = -170215.363039 nChanged 4 SP:Iteration 39Q (5758.269279 sec): 3 clusters Score: Raw -171924.554663 + Penalty 1707.868363 = -170216.686301 nChanged 3 SP:Iteration 40F (5758.360092 sec): 3 clusters Score: Raw -171925.565476 + Penalty 1707.868363 = -170217.697113 nChanged 6 SP:Iteration 41Q (5758.443490 sec): 3 clusters Score: Raw -171926.845217 + Penalty 1707.868363 = -170218.976854 nChanged 2 SP:Iteration 42Q (5758.531016 sec): 3 clusters Score: Raw -171927.510631 + Penalty 1707.868363 = -170219.642268 nChanged 4 SP:Iteration 43Q (5758.629474 sec): 3 clusters Score: Raw -171928.835532 + Penalty 1707.868363 = -170220.967169 nChanged 4 SP:Iteration 44Q (5758.702562 sec): 3 clusters Score: Raw -171929.927858 + Penalty 1707.868363 = -170222.059495 nChanged 7 SP:Iteration 45Q (5758.796942 sec): 3 clusters Score: Raw -171931.510848 + Penalty 1707.868363 = -170223.642485 nChanged 7 SP:Iteration 46Q (5758.884819 sec): 3 clusters Score: Raw -171932.638086 + Penalty 1707.868363 = -170224.769723 nChanged 2 SP:Iteration 47Q (5758.967106 sec): 3 clusters Score: Raw -171932.926712 + Penalty 1707.868363 = -170225.058349 nChanged 2 SP:Iteration 48Q (5759.051755 sec): 3 clusters Score: Raw -171933.260512 + Penalty 1707.868363 = -170225.392150 nChanged 1 SP:Iteration 49Q (5759.138717 sec): 3 clusters Score: Raw -171933.796609 + Penalty 1707.868363 = -170225.928246 nChanged 1 SP:Iteration 50Q (5759.216051 sec): 3 clusters Score: Raw -171934.351685 + Penalty 1707.868363 = -170226.483322 nChanged 1 SP:Iteration 51Q (5759.316381 sec): 3 clusters Score: Raw -171934.751775 + Penalty 1707.868363 = -170226.883412 nChanged 0 SP:Iteration 52F (5759.401076 sec): 3 clusters Score: Raw -171934.751775 + Penalty 1707.868363 = -170226.883412 nChanged 0 Trying to split cluster 14 (1500 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5759.453848 sec): 2 clusters Score: Raw -88090.999255 + Penalty 767.888141 = -87323.111115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5759.526625 sec): 3 clusters Score: Raw -87465.309810 + Penalty 1535.776281 = -85929.533528 nChanged 581 SP:Iteration 1F (5759.639118 sec): 3 clusters Score: Raw -87861.646481 + Penalty 1535.776281 = -86325.870200 nChanged 129 SP:Iteration 2F (5759.712280 sec): 3 clusters Score: Raw -87966.282503 + Penalty 1535.776281 = -86430.506222 nChanged 95 SP:Iteration 3F (5759.802129 sec): 3 clusters Score: Raw -88039.832698 + Penalty 1535.776281 = -86504.056417 nChanged 78 SP:Iteration 4F (5759.895435 sec): 3 clusters Score: Raw -88092.126545 + Penalty 1535.776281 = -86556.350264 nChanged 54 SP:Iteration 5Q (5759.990991 sec): 3 clusters Score: Raw -88121.281060 + Penalty 1535.776281 = -86585.504779 nChanged 40 SP:Iteration 6Q (5760.074457 sec): 3 clusters Score: Raw -88150.208316 + Penalty 1535.776281 = -86614.432035 nChanged 41 SP:Iteration 7Q (5760.168952 sec): 3 clusters Score: Raw -88183.138486 + Penalty 1535.776281 = -86647.362205 nChanged 33 SP:Iteration 8Q (5760.255740 sec): 3 clusters Score: Raw -88204.217010 + Penalty 1535.776281 = -86668.440729 nChanged 32 SP:Iteration 9Q (5760.357720 sec): 3 clusters Score: Raw -88224.831266 + Penalty 1535.776281 = -86689.054984 nChanged 18 SP:Iteration 10Q (5760.452443 sec): 3 clusters Score: Raw -88234.626014 + Penalty 1535.776281 = -86698.849733 nChanged 15 SP:Iteration 11Q (5760.544329 sec): 3 clusters Score: Raw -88243.095329 + Penalty 1535.776281 = -86707.319048 nChanged 15 SP:Iteration 12Q (5760.617036 sec): 3 clusters Score: Raw -88253.629315 + Penalty 1535.776281 = -86717.853034 nChanged 13 SP:Iteration 13Q (5760.701668 sec): 3 clusters Score: Raw -88261.172255 + Penalty 1535.776281 = -86725.395973 nChanged 11 SP:Iteration 14Q (5760.790648 sec): 3 clusters Score: Raw -88268.312628 + Penalty 1535.776281 = -86732.536347 nChanged 10 SP:Iteration 15Q (5760.898234 sec): 3 clusters Score: Raw -88274.436224 + Penalty 1535.776281 = -86738.659943 nChanged 11 SP:Iteration 16Q (5760.962406 sec): 3 clusters Score: Raw -88280.305310 + Penalty 1535.776281 = -86744.529029 nChanged 11 SP:Iteration 17Q (5761.050839 sec): 3 clusters Score: Raw -88286.730842 + Penalty 1535.776281 = -86750.954561 nChanged 12 SP:Iteration 18Q (5761.163590 sec): 3 clusters Score: Raw -88295.358208 + Penalty 1535.776281 = -86759.581927 nChanged 9 SP:Iteration 19Q (5761.253921 sec): 3 clusters Score: Raw -88302.112897 + Penalty 1535.776281 = -86766.336616 nChanged 10 SP:Iteration 20F (5761.342675 sec): 3 clusters Score: Raw -88307.641069 + Penalty 1535.776281 = -86771.864787 nChanged 9 SP:Iteration 21Q (5761.435177 sec): 3 clusters Score: Raw -88313.824565 + Penalty 1535.776281 = -86778.048283 nChanged 11 SP:Iteration 22Q (5761.515847 sec): 3 clusters Score: Raw -88321.358380 + Penalty 1535.776281 = -86785.582099 nChanged 8 SP:Iteration 23Q (5761.607432 sec): 3 clusters Score: Raw -88328.929458 + Penalty 1535.776281 = -86793.153176 nChanged 11 SP:Iteration 24Q (5761.686979 sec): 3 clusters Score: Raw -88336.926676 + Penalty 1535.776281 = -86801.150395 nChanged 9 SP:Iteration 25Q (5761.765023 sec): 3 clusters Score: Raw -88341.552176 + Penalty 1535.776281 = -86805.775895 nChanged 8 SP:Iteration 26Q (5761.835691 sec): 3 clusters Score: Raw -88347.283715 + Penalty 1535.776281 = -86811.507434 nChanged 5 SP:Iteration 27Q (5761.924235 sec): 3 clusters Score: Raw -88349.567414 + Penalty 1535.776281 = -86813.791133 nChanged 3 SP:Iteration 28Q (5762.013389 sec): 3 clusters Score: Raw -88352.005886 + Penalty 1535.776281 = -86816.229605 nChanged 4 SP:Iteration 29Q (5762.126351 sec): 3 clusters Score: Raw -88354.463289 + Penalty 1535.776281 = -86818.687008 nChanged 0 SP:Iteration 30F (5762.197420 sec): 3 clusters Score: Raw -88354.463289 + Penalty 1535.776281 = -86818.687008 nChanged 0 Trying to split cluster 15 (1268 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5762.239328 sec): 2 clusters Score: Raw -62233.719398 + Penalty 750.245594 = -61483.473804 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5762.317904 sec): 3 clusters Score: Raw -61724.100307 + Penalty 1500.491188 = -60223.609119 nChanged 453 SP:Iteration 1F (5762.395149 sec): 3 clusters Score: Raw -62098.161464 + Penalty 1500.491188 = -60597.670276 nChanged 116 SP:Iteration 2F (5762.482341 sec): 3 clusters Score: Raw -62222.078553 + Penalty 1500.491188 = -60721.587365 nChanged 85 SP:Iteration 3F (5762.581366 sec): 3 clusters Score: Raw -62337.472291 + Penalty 1500.491188 = -60836.981103 nChanged 64 SP:Iteration 4F (5762.643623 sec): 3 clusters Score: Raw -62408.382872 + Penalty 1500.491188 = -60907.891684 nChanged 47 SP:Iteration 5Q (5762.734149 sec): 3 clusters Score: Raw -62456.402572 + Penalty 1500.491188 = -60955.911384 nChanged 41 SP:Iteration 6Q (5762.813104 sec): 3 clusters Score: Raw -62493.668743 + Penalty 1500.491188 = -60993.177554 nChanged 29 SP:Iteration 7Q (5762.915639 sec): 3 clusters Score: Raw -62519.870917 + Penalty 1500.491188 = -61019.379728 nChanged 19 SP:Iteration 8Q (5762.992529 sec): 3 clusters Score: Raw -62530.744989 + Penalty 1500.491188 = -61030.253801 nChanged 15 SP:Iteration 9Q (5763.075562 sec): 3 clusters Score: Raw -62537.028772 + Penalty 1500.491188 = -61036.537583 nChanged 7 SP:Iteration 10Q (5763.157610 sec): 3 clusters Score: Raw -62540.273431 + Penalty 1500.491188 = -61039.782243 nChanged 4 SP:Iteration 11Q (5763.243569 sec): 3 clusters Score: Raw -62541.707946 + Penalty 1500.491188 = -61041.216757 nChanged 2 SP:Iteration 12Q (5763.324175 sec): 3 clusters Score: Raw -62542.384735 + Penalty 1500.491188 = -61041.893547 nChanged 1 SP:Iteration 13Q (5763.404332 sec): 3 clusters Score: Raw -62542.861424 + Penalty 1500.491188 = -61042.370235 nChanged 1 SP:Iteration 14Q (5763.494568 sec): 3 clusters Score: Raw -62543.084433 + Penalty 1500.491188 = -61042.593245 nChanged 1 SP:Iteration 15Q (5763.579839 sec): 3 clusters Score: Raw -62543.345863 + Penalty 1500.491188 = -61042.854675 nChanged 1 SP:Iteration 16Q (5763.674955 sec): 3 clusters Score: Raw -62543.817575 + Penalty 1500.491188 = -61043.326387 nChanged 3 SP:Iteration 17Q (5763.743180 sec): 3 clusters Score: Raw -62545.146595 + Penalty 1500.491188 = -61044.655406 nChanged 3 SP:Iteration 18Q (5763.797237 sec): 3 clusters Score: Raw -62546.833754 + Penalty 1500.491188 = -61046.342565 nChanged 6 SP:Iteration 19Q (5763.867728 sec): 3 clusters Score: Raw -62548.886999 + Penalty 1500.491188 = -61048.395811 nChanged 4 SP:Iteration 20F (5763.955688 sec): 3 clusters Score: Raw -62551.122963 + Penalty 1500.491188 = -61050.631775 nChanged 3 SP:Iteration 21Q (5764.037942 sec): 3 clusters Score: Raw -62553.064886 + Penalty 1500.491188 = -61052.573698 nChanged 1 SP:Iteration 22Q (5764.116036 sec): 3 clusters Score: Raw -62553.357672 + Penalty 1500.491188 = -61052.866484 nChanged 1 SP:Iteration 23Q (5764.196713 sec): 3 clusters Score: Raw -62553.448226 + Penalty 1500.491188 = -61052.957037 nChanged 1 SP:Iteration 24Q (5764.290797 sec): 3 clusters Score: Raw -62553.667489 + Penalty 1500.491188 = -61053.176300 nChanged 0 SP:Iteration 25F (5764.384234 sec): 3 clusters Score: Raw -62553.667489 + Penalty 1500.491188 = -61053.176300 nChanged 0 Trying to split cluster 16 (1381 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5764.439202 sec): 2 clusters Score: Raw -60826.739866 + Penalty 759.209131 = -60067.530735 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5764.521908 sec): 3 clusters Score: Raw -60237.235375 + Penalty 1518.418262 = -58718.817113 nChanged 502 SP:Iteration 1F (5764.609996 sec): 3 clusters Score: Raw -60625.141840 + Penalty 1518.418262 = -59106.723577 nChanged 115 SP:Iteration 2F (5764.706134 sec): 3 clusters Score: Raw -60732.210526 + Penalty 1518.418262 = -59213.792264 nChanged 97 SP:Iteration 3F (5764.795939 sec): 3 clusters Score: Raw -60811.930794 + Penalty 1518.418262 = -59293.512532 nChanged 66 SP:Iteration 4Q (5764.896853 sec): 3 clusters Score: Raw -60860.506974 + Penalty 1518.418262 = -59342.088712 nChanged 48 SP:Iteration 5Q (5764.984420 sec): 3 clusters Score: Raw -60889.174471 + Penalty 1518.418262 = -59370.756209 nChanged 29 SP:Iteration 6Q (5765.087914 sec): 3 clusters Score: Raw -60910.372359 + Penalty 1518.418262 = -59391.954096 nChanged 29 SP:Iteration 7Q (5765.193550 sec): 3 clusters Score: Raw -60925.146389 + Penalty 1518.418262 = -59406.728126 nChanged 16 SP:Iteration 8Q (5765.266424 sec): 3 clusters Score: Raw -60937.612960 + Penalty 1518.418262 = -59419.194697 nChanged 24 SP:Iteration 9Q (5765.374688 sec): 3 clusters Score: Raw -60962.924521 + Penalty 1518.418262 = -59444.506259 nChanged 23 SP:Iteration 10Q (5765.470144 sec): 3 clusters Score: Raw -60978.655172 + Penalty 1518.418262 = -59460.236910 nChanged 28 SP:Iteration 11Q (5765.553945 sec): 3 clusters Score: Raw -60999.138951 + Penalty 1518.418262 = -59480.720689 nChanged 17 SP:Iteration 12Q (5765.637121 sec): 3 clusters Score: Raw -61010.355142 + Penalty 1518.418262 = -59491.936880 nChanged 15 SP:Iteration 13Q (5765.716652 sec): 3 clusters Score: Raw -61021.130517 + Penalty 1518.418262 = -59502.712255 nChanged 19 SP:Iteration 14Q (5765.811372 sec): 3 clusters Score: Raw -61035.017795 + Penalty 1518.418262 = -59516.599532 nChanged 14 SP:Iteration 15Q (5765.901136 sec): 3 clusters Score: Raw -61046.436544 + Penalty 1518.418262 = -59528.018281 nChanged 17 SP:Iteration 16Q (5765.982673 sec): 3 clusters Score: Raw -61058.243309 + Penalty 1518.418262 = -59539.825047 nChanged 16 SP:Iteration 17Q (5766.052803 sec): 3 clusters Score: Raw -61067.470022 + Penalty 1518.418262 = -59549.051760 nChanged 16 SP:Iteration 18Q (5766.136406 sec): 3 clusters Score: Raw -61078.938265 + Penalty 1518.418262 = -59560.520003 nChanged 14 SP:Iteration 19Q (5766.223941 sec): 3 clusters Score: Raw -61087.817639 + Penalty 1518.418262 = -59569.399377 nChanged 9 SP:Iteration 20F (5766.305182 sec): 3 clusters Score: Raw -61094.136727 + Penalty 1518.418262 = -59575.718465 nChanged 11 SP:Iteration 21Q (5766.393079 sec): 3 clusters Score: Raw -61102.219679 + Penalty 1518.418262 = -59583.801417 nChanged 15 SP:Iteration 22Q (5766.480306 sec): 3 clusters Score: Raw -61111.280948 + Penalty 1518.418262 = -59592.862686 nChanged 6 SP:Iteration 23Q (5766.570075 sec): 3 clusters Score: Raw -61114.458434 + Penalty 1518.418262 = -59596.040172 nChanged 3 SP:Iteration 24Q (5766.663478 sec): 3 clusters Score: Raw -61116.117274 + Penalty 1518.418262 = -59597.699011 nChanged 1 SP:Iteration 25Q (5766.731249 sec): 3 clusters Score: Raw -61116.442871 + Penalty 1518.418262 = -59598.024608 nChanged 2 SP:Iteration 26Q (5766.827323 sec): 3 clusters Score: Raw -61117.119678 + Penalty 1518.418262 = -59598.701416 nChanged 0 SP:Iteration 27F (5766.908595 sec): 3 clusters Score: Raw -61117.119678 + Penalty 1518.418262 = -59598.701416 nChanged 0 Trying to split cluster 17 (3113 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5766.953588 sec): 2 clusters Score: Raw -189748.190627 + Penalty 844.550928 = -188903.639699 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5767.056260 sec): 3 clusters Score: Raw -188205.652887 + Penalty 1689.101856 = -186516.551031 nChanged 1224 SP:Iteration 1F (5767.121007 sec): 3 clusters Score: Raw -188872.738687 + Penalty 1689.101856 = -187183.636831 nChanged 187 SP:Iteration 2F (5767.205839 sec): 3 clusters Score: Raw -188971.109792 + Penalty 1689.101856 = -187282.007936 nChanged 154 SP:Iteration 3Q (5767.310839 sec): 3 clusters Score: Raw -189056.134125 + Penalty 1689.101856 = -187367.032269 nChanged 127 SP:Iteration 4Q (5767.386250 sec): 3 clusters Score: Raw -189124.934048 + Penalty 1689.101856 = -187435.832193 nChanged 114 SP:Iteration 5Q (5767.481972 sec): 3 clusters Score: Raw -189186.868457 + Penalty 1689.101856 = -187497.766602 nChanged 97 SP:Iteration 6Q (5767.584452 sec): 3 clusters Score: Raw -189238.803171 + Penalty 1689.101856 = -187549.701315 nChanged 92 SP:Iteration 7Q (5767.677738 sec): 3 clusters Score: Raw -189287.104669 + Penalty 1689.101856 = -187598.002813 nChanged 100 SP:Iteration 8Q (5767.753880 sec): 3 clusters Score: Raw -189347.888550 + Penalty 1689.101856 = -187658.786694 nChanged 90 SP:Iteration 9Q (5767.855796 sec): 3 clusters Score: Raw -189404.651402 + Penalty 1689.101856 = -187715.549546 nChanged 102 SP:Iteration 10Q (5767.918878 sec): 3 clusters Score: Raw -189474.224234 + Penalty 1689.101856 = -187785.122378 nChanged 101 SP:Iteration 11Q (5768.009700 sec): 3 clusters Score: Raw -189533.363062 + Penalty 1689.101856 = -187844.261206 nChanged 90 SP:Iteration 12Q (5768.097391 sec): 3 clusters Score: Raw -189597.803746 + Penalty 1689.101856 = -187908.701890 nChanged 89 SP:Iteration 13Q (5768.192829 sec): 3 clusters Score: Raw -189669.447683 + Penalty 1689.101856 = -187980.345827 nChanged 76 SP:Iteration 14Q (5768.276560 sec): 3 clusters Score: Raw -189726.278543 + Penalty 1689.101856 = -188037.176687 nChanged 87 SP:Iteration 15Q (5768.363366 sec): 3 clusters Score: Raw -189787.667696 + Penalty 1689.101856 = -188098.565840 nChanged 78 SP:Iteration 16Q (5768.453230 sec): 3 clusters Score: Raw -189842.000845 + Penalty 1689.101856 = -188152.898989 nChanged 56 SP:Iteration 17Q (5768.546940 sec): 3 clusters Score: Raw -189884.126123 + Penalty 1689.101856 = -188195.024267 nChanged 61 SP:Iteration 18Q (5768.650639 sec): 3 clusters Score: Raw -189924.297608 + Penalty 1689.101856 = -188235.195752 nChanged 49 SP:Iteration 19Q (5768.730658 sec): 3 clusters Score: Raw -189958.140757 + Penalty 1689.101856 = -188269.038901 nChanged 52 SP:Iteration 20F (5768.814555 sec): 3 clusters Score: Raw -189998.273138 + Penalty 1689.101856 = -188309.171282 nChanged 48 SP:Iteration 21Q (5768.916270 sec): 3 clusters Score: Raw -190034.836320 + Penalty 1689.101856 = -188345.734464 nChanged 40 SP:Iteration 22Q (5768.989088 sec): 3 clusters Score: Raw -190066.043082 + Penalty 1689.101856 = -188376.941226 nChanged 48 SP:Iteration 23Q (5769.082850 sec): 3 clusters Score: Raw -190104.215077 + Penalty 1689.101856 = -188415.113221 nChanged 48 SP:Iteration 24Q (5769.161978 sec): 3 clusters Score: Raw -190132.263484 + Penalty 1689.101856 = -188443.161628 nChanged 35 SP:Iteration 25Q (5769.236464 sec): 3 clusters Score: Raw -190150.116186 + Penalty 1689.101856 = -188461.014330 nChanged 29 SP:Iteration 26Q (5769.352510 sec): 3 clusters Score: Raw -190168.895369 + Penalty 1689.101856 = -188479.793513 nChanged 28 SP:Iteration 27Q (5769.423276 sec): 3 clusters Score: Raw -190186.065245 + Penalty 1689.101856 = -188496.963389 nChanged 24 SP:Iteration 28Q (5769.521336 sec): 3 clusters Score: Raw -190194.368680 + Penalty 1689.101856 = -188505.266824 nChanged 13 SP:Iteration 29Q (5769.581222 sec): 3 clusters Score: Raw -190197.203873 + Penalty 1689.101856 = -188508.102017 nChanged 10 SP:Iteration 30Q (5769.653954 sec): 3 clusters Score: Raw -190199.602957 + Penalty 1689.101856 = -188510.501102 nChanged 12 SP:Iteration 31Q (5769.735494 sec): 3 clusters Score: Raw -190202.548148 + Penalty 1689.101856 = -188513.446292 nChanged 10 SP:Iteration 32Q (5769.818386 sec): 3 clusters Score: Raw -190206.243468 + Penalty 1689.101856 = -188517.141612 nChanged 15 SP:Iteration 33Q (5769.907127 sec): 3 clusters Score: Raw -190211.234369 + Penalty 1689.101856 = -188522.132513 nChanged 14 SP:Iteration 34Q (5769.997235 sec): 3 clusters Score: Raw -190215.289316 + Penalty 1689.101856 = -188526.187460 nChanged 9 SP:Iteration 35Q (5770.089529 sec): 3 clusters Score: Raw -190217.108786 + Penalty 1689.101856 = -188528.006931 nChanged 8 SP:Iteration 36Q (5770.175624 sec): 3 clusters Score: Raw -190219.439714 + Penalty 1689.101856 = -188530.337858 nChanged 6 SP:Iteration 37Q (5770.255386 sec): 3 clusters Score: Raw -190221.593694 + Penalty 1689.101856 = -188532.491838 nChanged 4 SP:Iteration 38Q (5770.328777 sec): 3 clusters Score: Raw -190222.498576 + Penalty 1689.101856 = -188533.396721 nChanged 4 SP:Iteration 39Q (5770.418442 sec): 3 clusters Score: Raw -190223.439736 + Penalty 1689.101856 = -188534.337880 nChanged 7 SP:Iteration 40F (5770.495351 sec): 3 clusters Score: Raw -190225.271932 + Penalty 1689.101856 = -188536.170076 nChanged 5 SP:Iteration 41Q (5770.572325 sec): 3 clusters Score: Raw -190226.207910 + Penalty 1689.101856 = -188537.106055 nChanged 2 SP:Iteration 42Q (5770.663426 sec): 3 clusters Score: Raw -190227.036287 + Penalty 1689.101856 = -188537.934432 nChanged 3 SP:Iteration 43Q (5770.751872 sec): 3 clusters Score: Raw -190228.018055 + Penalty 1689.101856 = -188538.916199 nChanged 3 SP:Iteration 44Q (5770.850044 sec): 3 clusters Score: Raw -190228.792930 + Penalty 1689.101856 = -188539.691074 nChanged 4 SP:Iteration 45Q (5770.953209 sec): 3 clusters Score: Raw -190230.272392 + Penalty 1689.101856 = -188541.170536 nChanged 3 SP:Iteration 46Q (5771.033299 sec): 3 clusters Score: Raw -190230.837632 + Penalty 1689.101856 = -188541.735776 nChanged 2 SP:Iteration 47Q (5771.131175 sec): 3 clusters Score: Raw -190231.469137 + Penalty 1689.101856 = -188542.367281 nChanged 3 SP:Iteration 48Q (5771.202344 sec): 3 clusters Score: Raw -190232.234748 + Penalty 1689.101856 = -188543.132892 nChanged 4 SP:Iteration 49Q (5771.286494 sec): 3 clusters Score: Raw -190233.473279 + Penalty 1689.101856 = -188544.371424 nChanged 4 SP:Iteration 50Q (5771.376716 sec): 3 clusters Score: Raw -190234.107765 + Penalty 1689.101856 = -188545.005909 nChanged 2 SP:Iteration 51Q (5771.475492 sec): 3 clusters Score: Raw -190234.426479 + Penalty 1689.101856 = -188545.324623 nChanged 1 SP:Iteration 52Q (5771.546785 sec): 3 clusters Score: Raw -190234.839725 + Penalty 1689.101856 = -188545.737869 nChanged 5 SP:Iteration 53Q (5771.643963 sec): 3 clusters Score: Raw -190235.556270 + Penalty 1689.101856 = -188546.454414 nChanged 3 SP:Iteration 54Q (5771.728886 sec): 3 clusters Score: Raw -190236.200714 + Penalty 1689.101856 = -188547.098858 nChanged 3 SP:Iteration 55Q (5771.804623 sec): 3 clusters Score: Raw -190236.750435 + Penalty 1689.101856 = -188547.648579 nChanged 4 SP:Iteration 56Q (5771.904462 sec): 3 clusters Score: Raw -190237.934949 + Penalty 1689.101856 = -188548.833093 nChanged 6 SP:Iteration 57Q (5771.977125 sec): 3 clusters Score: Raw -190239.578682 + Penalty 1689.101856 = -188550.476826 nChanged 9 SP:Iteration 58Q (5772.058336 sec): 3 clusters Score: Raw -190242.505920 + Penalty 1689.101856 = -188553.404064 nChanged 12 SP:Iteration 59Q (5772.151856 sec): 3 clusters Score: Raw -190247.281415 + Penalty 1689.101856 = -188558.179559 nChanged 14 SP:Iteration 60F (5772.239019 sec): 3 clusters Score: Raw -190251.781282 + Penalty 1689.101856 = -188562.679426 nChanged 13 SP:Iteration 61Q (5772.323226 sec): 3 clusters Score: Raw -190256.112833 + Penalty 1689.101856 = -188567.010977 nChanged 14 SP:Iteration 62Q (5772.416484 sec): 3 clusters Score: Raw -190260.158991 + Penalty 1689.101856 = -188571.057135 nChanged 11 SP:Iteration 63Q (5772.513039 sec): 3 clusters Score: Raw -190263.203901 + Penalty 1689.101856 = -188574.102045 nChanged 9 SP:Iteration 64Q (5772.605486 sec): 3 clusters Score: Raw -190265.283522 + Penalty 1689.101856 = -188576.181667 nChanged 11 SP:Iteration 65Q (5772.671682 sec): 3 clusters Score: Raw -190269.105269 + Penalty 1689.101856 = -188580.003413 nChanged 14 SP:Iteration 66Q (5772.785225 sec): 3 clusters Score: Raw -190275.276152 + Penalty 1689.101856 = -188586.174297 nChanged 19 SP:Iteration 67Q (5772.868694 sec): 3 clusters Score: Raw -190281.535719 + Penalty 1689.101856 = -188592.433863 nChanged 20 SP:Iteration 68Q (5772.948049 sec): 3 clusters Score: Raw -190290.302315 + Penalty 1689.101856 = -188601.200459 nChanged 28 SP:Iteration 69Q (5773.011559 sec): 3 clusters Score: Raw -190304.017630 + Penalty 1689.101856 = -188614.915774 nChanged 19 SP:Iteration 70Q (5773.103803 sec): 3 clusters Score: Raw -190311.340434 + Penalty 1689.101856 = -188622.238578 nChanged 18 SP:Iteration 71Q (5773.199823 sec): 3 clusters Score: Raw -190318.833484 + Penalty 1689.101856 = -188629.731628 nChanged 13 SP:Iteration 72Q (5773.299239 sec): 3 clusters Score: Raw -190322.324300 + Penalty 1689.101856 = -188633.222444 nChanged 7 SP:Iteration 73Q (5773.393180 sec): 3 clusters Score: Raw -190325.149354 + Penalty 1689.101856 = -188636.047499 nChanged 6 SP:Iteration 74Q (5773.483685 sec): 3 clusters Score: Raw -190327.520321 + Penalty 1689.101856 = -188638.418465 nChanged 3 SP:Iteration 75Q (5773.554177 sec): 3 clusters Score: Raw -190328.710570 + Penalty 1689.101856 = -188639.608714 nChanged 3 SP:Iteration 76Q (5773.661647 sec): 3 clusters Score: Raw -190329.254838 + Penalty 1689.101856 = -188640.152982 nChanged 0 SP:Iteration 77F (5773.750221 sec): 3 clusters Score: Raw -190329.254838 + Penalty 1689.101856 = -188640.152982 nChanged 0 Trying to split cluster 18 (2810 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5773.799957 sec): 2 clusters Score: Raw -171651.126843 + Penalty 833.798675 = -170817.328168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5773.880344 sec): 3 clusters Score: Raw -170216.220003 + Penalty 1667.597350 = -168548.622653 nChanged 1124 SP:Iteration 1F (5773.953115 sec): 3 clusters Score: Raw -170898.092591 + Penalty 1667.597350 = -169230.495241 nChanged 245 SP:Iteration 2F (5774.059113 sec): 3 clusters Score: Raw -171046.344745 + Penalty 1667.597350 = -169378.747395 nChanged 178 SP:Iteration 3F (5774.124096 sec): 3 clusters Score: Raw -171157.612052 + Penalty 1667.597350 = -169490.014702 nChanged 158 SP:Iteration 4F (5774.204561 sec): 3 clusters Score: Raw -171259.483132 + Penalty 1667.597350 = -169591.885782 nChanged 134 SP:Iteration 5Q (5774.306246 sec): 3 clusters Score: Raw -171339.449035 + Penalty 1667.597350 = -169671.851685 nChanged 118 SP:Iteration 6Q (5774.390314 sec): 3 clusters Score: Raw -171411.991672 + Penalty 1667.597350 = -169744.394322 nChanged 119 SP:Iteration 7Q (5774.472879 sec): 3 clusters Score: Raw -171485.184651 + Penalty 1667.597350 = -169817.587301 nChanged 100 SP:Iteration 8Q (5774.566609 sec): 3 clusters Score: Raw -171548.161513 + Penalty 1667.597350 = -169880.564163 nChanged 89 SP:Iteration 9Q (5774.657813 sec): 3 clusters Score: Raw -171600.348993 + Penalty 1667.597350 = -169932.751643 nChanged 83 SP:Iteration 10Q (5774.749548 sec): 3 clusters Score: Raw -171644.537337 + Penalty 1667.597350 = -169976.939987 nChanged 64 SP:Iteration 11Q (5774.841580 sec): 3 clusters Score: Raw -171679.618005 + Penalty 1667.597350 = -170012.020655 nChanged 52 SP:Iteration 12Q (5774.930220 sec): 3 clusters Score: Raw -171708.487471 + Penalty 1667.597350 = -170040.890121 nChanged 42 SP:Iteration 13Q (5775.016734 sec): 3 clusters Score: Raw -171729.090822 + Penalty 1667.597350 = -170061.493472 nChanged 39 SP:Iteration 14Q (5775.100941 sec): 3 clusters Score: Raw -171746.146433 + Penalty 1667.597350 = -170078.549083 nChanged 35 SP:Iteration 15Q (5775.193709 sec): 3 clusters Score: Raw -171760.169439 + Penalty 1667.597350 = -170092.572089 nChanged 36 SP:Iteration 16Q (5775.276074 sec): 3 clusters Score: Raw -171777.130590 + Penalty 1667.597350 = -170109.533240 nChanged 26 SP:Iteration 17Q (5775.362317 sec): 3 clusters Score: Raw -171790.703602 + Penalty 1667.597350 = -170123.106252 nChanged 25 SP:Iteration 18Q (5775.429050 sec): 3 clusters Score: Raw -171802.575394 + Penalty 1667.597350 = -170134.978044 nChanged 13 SP:Iteration 19Q (5775.517593 sec): 3 clusters Score: Raw -171810.562860 + Penalty 1667.597350 = -170142.965509 nChanged 18 SP:Iteration 20F (5775.615043 sec): 3 clusters Score: Raw -171821.337261 + Penalty 1667.597350 = -170153.739910 nChanged 23 SP:Iteration 21Q (5775.712914 sec): 3 clusters Score: Raw -171832.906738 + Penalty 1667.597350 = -170165.309388 nChanged 10 SP:Iteration 22Q (5775.776612 sec): 3 clusters Score: Raw -171838.035726 + Penalty 1667.597350 = -170170.438376 nChanged 7 SP:Iteration 23Q (5775.870908 sec): 3 clusters Score: Raw -171840.685673 + Penalty 1667.597350 = -170173.088323 nChanged 4 SP:Iteration 24Q (5775.962000 sec): 3 clusters Score: Raw -171842.137727 + Penalty 1667.597350 = -170174.540377 nChanged 5 SP:Iteration 25Q (5776.060592 sec): 3 clusters Score: Raw -171845.406760 + Penalty 1667.597350 = -170177.809410 nChanged 5 SP:Iteration 26Q (5776.123916 sec): 3 clusters Score: Raw -171847.523838 + Penalty 1667.597350 = -170179.926488 nChanged 4 SP:Iteration 27Q (5776.230829 sec): 3 clusters Score: Raw -171849.029469 + Penalty 1667.597350 = -170181.432119 nChanged 1 SP:Iteration 28Q (5776.310131 sec): 3 clusters Score: Raw -171849.440036 + Penalty 1667.597350 = -170181.842686 nChanged 2 SP:Iteration 29Q (5776.401148 sec): 3 clusters Score: Raw -171849.981231 + Penalty 1667.597350 = -170182.383881 nChanged 1 SP:Iteration 30Q (5776.487842 sec): 3 clusters Score: Raw -171850.129650 + Penalty 1667.597350 = -170182.532300 nChanged 0 SP:Iteration 31F (5776.564011 sec): 3 clusters Score: Raw -171850.129650 + Penalty 1667.597350 = -170182.532300 nChanged 0 Trying to split cluster 19 (4974 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5776.615713 sec): 2 clusters Score: Raw -301493.089557 + Penalty 893.757861 = -300599.331697 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5776.712389 sec): 3 clusters Score: Raw -298785.786696 + Penalty 1787.515721 = -296998.270975 nChanged 2081 SP:Iteration 1F (5776.813971 sec): 3 clusters Score: Raw -300018.535588 + Penalty 1787.515721 = -298231.019867 nChanged 373 SP:Iteration 2F (5776.919976 sec): 3 clusters Score: Raw -300221.394287 + Penalty 1787.515721 = -298433.878565 nChanged 268 SP:Iteration 3F (5777.001849 sec): 3 clusters Score: Raw -300351.195869 + Penalty 1787.515721 = -298563.680148 nChanged 226 SP:Iteration 4Q (5777.102271 sec): 3 clusters Score: Raw -300461.857401 + Penalty 1787.515721 = -298674.341680 nChanged 209 SP:Iteration 5Q (5777.177741 sec): 3 clusters Score: Raw -300566.006263 + Penalty 1787.515721 = -298778.490542 nChanged 190 SP:Iteration 6Q (5777.275589 sec): 3 clusters Score: Raw -300664.051428 + Penalty 1787.515721 = -298876.535707 nChanged 194 SP:Iteration 7Q (5777.380456 sec): 3 clusters Score: Raw -300755.801024 + Penalty 1787.515721 = -298968.285303 nChanged 171 SP:Iteration 8Q (5777.456554 sec): 3 clusters Score: Raw -300829.181703 + Penalty 1787.515721 = -299041.665982 nChanged 151 SP:Iteration 9Q (5777.548247 sec): 3 clusters Score: Raw -300896.113673 + Penalty 1787.515721 = -299108.597952 nChanged 141 SP:Iteration 10Q (5777.641873 sec): 3 clusters Score: Raw -300953.562613 + Penalty 1787.515721 = -299166.046892 nChanged 120 SP:Iteration 11Q (5777.724671 sec): 3 clusters Score: Raw -300996.172239 + Penalty 1787.515721 = -299208.656518 nChanged 113 SP:Iteration 12Q (5777.805554 sec): 3 clusters Score: Raw -301033.874061 + Penalty 1787.515721 = -299246.358340 nChanged 82 SP:Iteration 13Q (5777.909672 sec): 3 clusters Score: Raw -301059.238412 + Penalty 1787.515721 = -299271.722691 nChanged 73 SP:Iteration 14Q (5777.992425 sec): 3 clusters Score: Raw -301083.678955 + Penalty 1787.515721 = -299296.163234 nChanged 81 SP:Iteration 15Q (5778.100955 sec): 3 clusters Score: Raw -301117.938812 + Penalty 1787.515721 = -299330.423091 nChanged 100 SP:Iteration 16Q (5778.174424 sec): 3 clusters Score: Raw -301161.697926 + Penalty 1787.515721 = -299374.182204 nChanged 94 SP:Iteration 17Q (5778.264859 sec): 3 clusters Score: Raw -301209.974291 + Penalty 1787.515721 = -299422.458570 nChanged 87 SP:Iteration 18Q (5778.345144 sec): 3 clusters Score: Raw -301255.674976 + Penalty 1787.515721 = -299468.159255 nChanged 94 SP:Iteration 19Q (5778.433708 sec): 3 clusters Score: Raw -301311.897650 + Penalty 1787.515721 = -299524.381928 nChanged 92 SP:Iteration 20F (5778.527658 sec): 3 clusters Score: Raw -301364.820758 + Penalty 1787.515721 = -299577.305037 nChanged 69 SP:Iteration 21Q (5778.610219 sec): 3 clusters Score: Raw -301403.846726 + Penalty 1787.515721 = -299616.331005 nChanged 61 SP:Iteration 22Q (5778.698932 sec): 3 clusters Score: Raw -301444.520593 + Penalty 1787.515721 = -299657.004872 nChanged 50 SP:Iteration 23Q (5778.788196 sec): 3 clusters Score: Raw -301476.775773 + Penalty 1787.515721 = -299689.260052 nChanged 29 SP:Iteration 24Q (5778.882661 sec): 3 clusters Score: Raw -301493.408023 + Penalty 1787.515721 = -299705.892302 nChanged 29 SP:Iteration 25Q (5778.964772 sec): 3 clusters Score: Raw -301507.893487 + Penalty 1787.515721 = -299720.377766 nChanged 22 SP:Iteration 26Q (5779.070897 sec): 3 clusters Score: Raw -301522.527598 + Penalty 1787.515721 = -299735.011877 nChanged 21 SP:Iteration 27Q (5779.150914 sec): 3 clusters Score: Raw -301533.800117 + Penalty 1787.515721 = -299746.284396 nChanged 14 SP:Iteration 28Q (5779.226411 sec): 3 clusters Score: Raw -301542.180647 + Penalty 1787.515721 = -299754.664926 nChanged 14 SP:Iteration 29Q (5779.323703 sec): 3 clusters Score: Raw -301549.604057 + Penalty 1787.515721 = -299762.088336 nChanged 11 SP:Iteration 30Q (5779.430738 sec): 3 clusters Score: Raw -301560.363265 + Penalty 1787.515721 = -299772.847544 nChanged 15 SP:Iteration 31Q (5779.498657 sec): 3 clusters Score: Raw -301571.558045 + Penalty 1787.515721 = -299784.042324 nChanged 15 SP:Iteration 32Q (5779.597263 sec): 3 clusters Score: Raw -301576.334568 + Penalty 1787.515721 = -299788.818846 nChanged 9 SP:Iteration 33Q (5779.690414 sec): 3 clusters Score: Raw -301579.980383 + Penalty 1787.515721 = -299792.464662 nChanged 6 SP:Iteration 34Q (5779.778535 sec): 3 clusters Score: Raw -301583.777371 + Penalty 1787.515721 = -299796.261650 nChanged 7 SP:Iteration 35Q (5779.868875 sec): 3 clusters Score: Raw -301588.941228 + Penalty 1787.515721 = -299801.425507 nChanged 4 SP:Iteration 36Q (5779.955131 sec): 3 clusters Score: Raw -301593.071151 + Penalty 1787.515721 = -299805.555429 nChanged 6 SP:Iteration 37Q (5780.038193 sec): 3 clusters Score: Raw -301596.323173 + Penalty 1787.515721 = -299808.807452 nChanged 6 SP:Iteration 38Q (5780.151936 sec): 3 clusters Score: Raw -301601.073034 + Penalty 1787.515721 = -299813.557313 nChanged 10 SP:Iteration 39Q (5780.231768 sec): 3 clusters Score: Raw -301606.105208 + Penalty 1787.515721 = -299818.589487 nChanged 7 SP:Iteration 40F (5780.321309 sec): 3 clusters Score: Raw -301611.117533 + Penalty 1787.515721 = -299823.601812 nChanged 7 SP:Iteration 41Q (5780.408302 sec): 3 clusters Score: Raw -301616.517447 + Penalty 1787.515721 = -299829.001726 nChanged 9 SP:Iteration 42Q (5780.500799 sec): 3 clusters Score: Raw -301621.941411 + Penalty 1787.515721 = -299834.425690 nChanged 5 SP:Iteration 43Q (5780.596387 sec): 3 clusters Score: Raw -301625.024628 + Penalty 1787.515721 = -299837.508906 nChanged 5 SP:Iteration 44Q (5780.683233 sec): 3 clusters Score: Raw -301627.806689 + Penalty 1787.515721 = -299840.290968 nChanged 5 SP:Iteration 45Q (5780.773541 sec): 3 clusters Score: Raw -301629.348112 + Penalty 1787.515721 = -299841.832390 nChanged 4 SP:Iteration 46Q (5780.856190 sec): 3 clusters Score: Raw -301630.828361 + Penalty 1787.515721 = -299843.312639 nChanged 2 SP:Iteration 47Q (5780.939912 sec): 3 clusters Score: Raw -301631.510435 + Penalty 1787.515721 = -299843.994714 nChanged 1 SP:Iteration 48Q (5781.037621 sec): 3 clusters Score: Raw -301631.733863 + Penalty 1787.515721 = -299844.218142 nChanged 0 SP:Iteration 49F (5781.128874 sec): 3 clusters Score: Raw -301631.733863 + Penalty 1787.515721 = -299844.218142 nChanged 0 Trying to split cluster 20 (731 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5781.173190 sec): 2 clusters Score: Raw -35708.020782 + Penalty 692.413413 = -35015.607368 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5781.261761 sec): 3 clusters Score: Raw -35472.322039 + Penalty 1384.826827 = -34087.495212 nChanged 219 SP:Iteration 1F (5781.346303 sec): 3 clusters Score: Raw -35728.129179 + Penalty 1384.826827 = -34343.302353 nChanged 69 SP:Iteration 2F (5781.427202 sec): 3 clusters Score: Raw -35819.673004 + Penalty 1384.826827 = -34434.846177 nChanged 45 SP:Iteration 3F (5781.513456 sec): 3 clusters Score: Raw -35876.274865 + Penalty 1384.826827 = -34491.448038 nChanged 32 SP:Iteration 4Q (5781.611819 sec): 3 clusters Score: Raw -35907.585886 + Penalty 1384.826827 = -34522.759059 nChanged 13 SP:Iteration 5Q (5781.685278 sec): 3 clusters Score: Raw -35915.654395 + Penalty 1384.826827 = -34530.827568 nChanged 7 SP:Iteration 6Q (5781.773919 sec): 3 clusters Score: Raw -35925.221474 + Penalty 1384.826827 = -34540.394648 nChanged 4 SP:Iteration 7Q (5781.868966 sec): 3 clusters Score: Raw -35928.895397 + Penalty 1384.826827 = -34544.068571 nChanged 4 SP:Iteration 8Q (5781.934338 sec): 3 clusters Score: Raw -35934.133451 + Penalty 1384.826827 = -34549.306624 nChanged 4 SP:Iteration 9Q (5782.031008 sec): 3 clusters Score: Raw -35937.734534 + Penalty 1384.826827 = -34552.907707 nChanged 4 SP:Iteration 10Q (5782.114899 sec): 3 clusters Score: Raw -35941.801517 + Penalty 1384.826827 = -34556.974690 nChanged 2 SP:Iteration 11Q (5782.202084 sec): 3 clusters Score: Raw -35944.760541 + Penalty 1384.826827 = -34559.933715 nChanged 5 SP:Iteration 12Q (5782.267166 sec): 3 clusters Score: Raw -35949.169751 + Penalty 1384.826827 = -34564.342924 nChanged 3 SP:Iteration 13Q (5782.362661 sec): 3 clusters Score: Raw -35952.339517 + Penalty 1384.826827 = -34567.512690 nChanged 3 SP:Iteration 14Q (5782.446168 sec): 3 clusters Score: Raw -35956.214446 + Penalty 1384.826827 = -34571.387619 nChanged 3 SP:Iteration 15Q (5782.534322 sec): 3 clusters Score: Raw -35963.245324 + Penalty 1384.826827 = -34578.418497 nChanged 5 SP:Iteration 16Q (5782.603601 sec): 3 clusters Score: Raw -35968.614837 + Penalty 1384.826827 = -34583.788010 nChanged 2 SP:Iteration 17Q (5782.681880 sec): 3 clusters Score: Raw -35970.070748 + Penalty 1384.826827 = -34585.243921 nChanged 1 SP:Iteration 18Q (5782.772958 sec): 3 clusters Score: Raw -35970.408291 + Penalty 1384.826827 = -34585.581464 nChanged 0 SP:Iteration 19F (5782.839346 sec): 3 clusters Score: Raw -35970.408291 + Penalty 1384.826827 = -34585.581464 nChanged 0 Trying to split cluster 21 (13079 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5782.912201 sec): 2 clusters Score: Raw -789648.087549 + Penalty 995.270133 = -788652.817416 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5783.028687 sec): 3 clusters Score: Raw -781756.895880 + Penalty 1990.540266 = -779766.355614 nChanged 5954 SP:Iteration 1F (5783.130393 sec): 3 clusters Score: Raw -785108.539094 + Penalty 1990.540266 = -783117.998828 nChanged 705 SP:Iteration 2F (5783.223667 sec): 3 clusters Score: Raw -785399.294996 + Penalty 1990.540266 = -783408.754730 nChanged 636 SP:Iteration 3Q (5783.299070 sec): 3 clusters Score: Raw -785670.720526 + Penalty 1990.540266 = -783680.180260 nChanged 661 SP:Iteration 4F (5783.409850 sec): 3 clusters Score: Raw -785981.798685 + Penalty 1990.540266 = -783991.258420 nChanged 658 SP:Iteration 5F (5783.529432 sec): 3 clusters Score: Raw -786316.352277 + Penalty 1990.540266 = -784325.812012 nChanged 664 SP:Iteration 6F (5783.634153 sec): 3 clusters Score: Raw -786657.082800 + Penalty 1990.540266 = -784666.542534 nChanged 638 SP:Iteration 7Q (5783.734125 sec): 3 clusters Score: Raw -787057.429460 + Penalty 1990.540266 = -785066.889194 nChanged 669 SP:Iteration 8F (5783.835053 sec): 3 clusters Score: Raw -787540.302956 + Penalty 1990.540266 = -785549.762691 nChanged 625 SP:Iteration 9Q (5783.930604 sec): 3 clusters Score: Raw -787986.240186 + Penalty 1990.540266 = -785995.699920 nChanged 494 SP:Iteration 10Q (5784.050719 sec): 3 clusters Score: Raw -788336.596607 + Penalty 1990.540266 = -786346.056342 nChanged 398 SP:Iteration 11Q (5784.160955 sec): 3 clusters Score: Raw -788594.383320 + Penalty 1990.540266 = -786603.843054 nChanged 328 SP:Iteration 12Q (5784.258905 sec): 3 clusters Score: Raw -788783.005989 + Penalty 1990.540266 = -786792.465724 nChanged 249 SP:Iteration 13Q (5784.342154 sec): 3 clusters Score: Raw -788922.478023 + Penalty 1990.540266 = -786931.937757 nChanged 188 SP:Iteration 14Q (5784.440887 sec): 3 clusters Score: Raw -789047.645676 + Penalty 1990.540266 = -787057.105411 nChanged 195 SP:Iteration 15Q (5784.562925 sec): 3 clusters Score: Raw -789158.421872 + Penalty 1990.540266 = -787167.881607 nChanged 153 SP:Iteration 16Q (5784.656918 sec): 3 clusters Score: Raw -789242.306529 + Penalty 1990.540266 = -787251.766264 nChanged 127 SP:Iteration 17Q (5784.773719 sec): 3 clusters Score: Raw -789301.569968 + Penalty 1990.540266 = -787311.029702 nChanged 118 SP:Iteration 18Q (5784.872912 sec): 3 clusters Score: Raw -789358.107106 + Penalty 1990.540266 = -787367.566840 nChanged 106 SP:Iteration 19Q (5784.982745 sec): 3 clusters Score: Raw -789404.571220 + Penalty 1990.540266 = -787414.030955 nChanged 78 SP:Iteration 20F (5785.061325 sec): 3 clusters Score: Raw -789436.723813 + Penalty 1990.540266 = -787446.183548 nChanged 71 SP:Iteration 21Q (5785.170914 sec): 3 clusters Score: Raw -789466.802305 + Penalty 1990.540266 = -787476.262039 nChanged 77 SP:Iteration 22Q (5785.278831 sec): 3 clusters Score: Raw -789501.343209 + Penalty 1990.540266 = -787510.802944 nChanged 83 SP:Iteration 23Q (5785.370758 sec): 3 clusters Score: Raw -789537.835261 + Penalty 1990.540266 = -787547.294995 nChanged 76 SP:Iteration 24Q (5785.482519 sec): 3 clusters Score: Raw -789570.716280 + Penalty 1990.540266 = -787580.176014 nChanged 67 SP:Iteration 25Q (5785.558918 sec): 3 clusters Score: Raw -789598.015278 + Penalty 1990.540266 = -787607.475013 nChanged 61 SP:Iteration 26Q (5785.649467 sec): 3 clusters Score: Raw -789622.222954 + Penalty 1990.540266 = -787631.682689 nChanged 56 SP:Iteration 27Q (5785.763224 sec): 3 clusters Score: Raw -789647.273966 + Penalty 1990.540266 = -787656.733700 nChanged 61 SP:Iteration 28Q (5785.840138 sec): 3 clusters Score: Raw -789674.530397 + Penalty 1990.540266 = -787683.990131 nChanged 53 SP:Iteration 29Q (5785.962825 sec): 3 clusters Score: Raw -789696.598403 + Penalty 1990.540266 = -787706.058137 nChanged 48 SP:Iteration 30Q (5786.044680 sec): 3 clusters Score: Raw -789717.204173 + Penalty 1990.540266 = -787726.663907 nChanged 55 SP:Iteration 31Q (5786.160882 sec): 3 clusters Score: Raw -789743.940914 + Penalty 1990.540266 = -787753.400648 nChanged 50 SP:Iteration 32Q (5786.274851 sec): 3 clusters Score: Raw -789771.189963 + Penalty 1990.540266 = -787780.649697 nChanged 48 SP:Iteration 33Q (5786.392929 sec): 3 clusters Score: Raw -789793.344905 + Penalty 1990.540266 = -787802.804639 nChanged 38 SP:Iteration 34Q (5786.486047 sec): 3 clusters Score: Raw -789810.200575 + Penalty 1990.540266 = -787819.660310 nChanged 31 SP:Iteration 35Q (5786.567978 sec): 3 clusters Score: Raw -789824.496680 + Penalty 1990.540266 = -787833.956414 nChanged 28 SP:Iteration 36Q (5786.682717 sec): 3 clusters Score: Raw -789835.686948 + Penalty 1990.540266 = -787845.146682 nChanged 18 SP:Iteration 37Q (5786.764045 sec): 3 clusters Score: Raw -789842.877085 + Penalty 1990.540266 = -787852.336819 nChanged 19 SP:Iteration 38Q (5786.875818 sec): 3 clusters Score: Raw -789850.970641 + Penalty 1990.540266 = -787860.430375 nChanged 12 SP:Iteration 39Q (5786.957726 sec): 3 clusters Score: Raw -789855.751732 + Penalty 1990.540266 = -787865.211466 nChanged 14 SP:Iteration 40F (5787.056924 sec): 3 clusters Score: Raw -789863.028136 + Penalty 1990.540266 = -787872.487870 nChanged 12 SP:Iteration 41Q (5787.144789 sec): 3 clusters Score: Raw -789869.200861 + Penalty 1990.540266 = -787878.660595 nChanged 15 SP:Iteration 42Q (5787.254955 sec): 3 clusters Score: Raw -789877.031336 + Penalty 1990.540266 = -787886.491071 nChanged 11 SP:Iteration 43Q (5787.366008 sec): 3 clusters Score: Raw -789881.928544 + Penalty 1990.540266 = -787891.388279 nChanged 7 SP:Iteration 44Q (5787.453121 sec): 3 clusters Score: Raw -789884.554039 + Penalty 1990.540266 = -787894.013773 nChanged 6 SP:Iteration 45Q (5787.555379 sec): 3 clusters Score: Raw -789886.394496 + Penalty 1990.540266 = -787895.854230 nChanged 2 SP:Iteration 46Q (5787.650104 sec): 3 clusters Score: Raw -789887.061615 + Penalty 1990.540266 = -787896.521350 nChanged 2 SP:Iteration 47Q (5787.756450 sec): 3 clusters Score: Raw -789887.585841 + Penalty 1990.540266 = -787897.045575 nChanged 0 SP:Iteration 48F (5787.855824 sec): 3 clusters Score: Raw -789887.585841 + Penalty 1990.540266 = -787897.045575 nChanged 0 Iteration 179Q (5789.334375 sec): 22 clusters Score: Raw -4229385.728572 + Penalty 24837.097143 = -4204548.631428 nChanged 4 Iteration 180F (5791.199113 sec): 22 clusters Score: Raw -4229386.496606 + Penalty 24837.097143 = -4204549.399462 nChanged 4 Iteration 181Q (5792.604873 sec): 22 clusters Score: Raw -4229387.127001 + Penalty 24837.097143 = -4204550.029857 nChanged 2 Iteration 182Q (5794.005729 sec): 22 clusters Score: Raw -4229387.362806 + Penalty 24837.097143 = -4204550.265663 nChanged 3 Iteration 183Q (5795.392870 sec): 22 clusters Score: Raw -4229387.491893 + Penalty 24837.097143 = -4204550.394749 nChanged 2 Iteration 184Q (5796.914995 sec): 22 clusters Score: Raw -4229387.568975 + Penalty 24837.097143 = -4204550.471832 nChanged 2 Iteration 185Q (5798.358114 sec): 22 clusters Score: Raw -4229387.671423 + Penalty 24837.097143 = -4204550.574280 nChanged 0 Iteration 186F (5800.191184 sec): 22 clusters Score: Raw -4229387.671423 + Penalty 24837.097143 = -4204550.574280 nChanged 0 Compute initial score before splitting: Score: Raw -4229387.671423 + Penalty 24837.097143 = -4204550.574280 Trying to split cluster 1 (2738 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5800.300346 sec): 2 clusters Score: Raw -160190.987947 + Penalty 831.073216 = -159359.914732 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5800.377363 sec): 3 clusters Score: Raw -158815.539022 + Penalty 1662.146431 = -157153.392591 nChanged 1086 SP:Iteration 1F (5800.464807 sec): 3 clusters Score: Raw -159480.185337 + Penalty 1662.146431 = -157818.038906 nChanged 228 SP:Iteration 2F (5800.556333 sec): 3 clusters Score: Raw -159614.561012 + Penalty 1662.146431 = -157952.414580 nChanged 140 SP:Iteration 3F (5800.631861 sec): 3 clusters Score: Raw -159687.491078 + Penalty 1662.146431 = -158025.344647 nChanged 107 SP:Iteration 4Q (5800.728296 sec): 3 clusters Score: Raw -159748.608498 + Penalty 1662.146431 = -158086.462067 nChanged 97 SP:Iteration 5Q (5800.795792 sec): 3 clusters Score: Raw -159805.828712 + Penalty 1662.146431 = -158143.682281 nChanged 80 SP:Iteration 6Q (5800.890432 sec): 3 clusters Score: Raw -159846.622587 + Penalty 1662.146431 = -158184.476156 nChanged 66 SP:Iteration 7Q (5800.980984 sec): 3 clusters Score: Raw -159873.891737 + Penalty 1662.146431 = -158211.745306 nChanged 53 SP:Iteration 8Q (5801.051002 sec): 3 clusters Score: Raw -159891.198299 + Penalty 1662.146431 = -158229.051868 nChanged 45 SP:Iteration 9Q (5801.138395 sec): 3 clusters Score: Raw -159912.748146 + Penalty 1662.146431 = -158250.601715 nChanged 48 SP:Iteration 10Q (5801.236139 sec): 3 clusters Score: Raw -159933.313495 + Penalty 1662.146431 = -158271.167064 nChanged 43 SP:Iteration 11Q (5801.320669 sec): 3 clusters Score: Raw -159953.850741 + Penalty 1662.146431 = -158291.704310 nChanged 45 SP:Iteration 12Q (5801.419473 sec): 3 clusters Score: Raw -159972.816031 + Penalty 1662.146431 = -158310.669600 nChanged 39 SP:Iteration 13Q (5801.492118 sec): 3 clusters Score: Raw -159993.713208 + Penalty 1662.146431 = -158331.566777 nChanged 42 SP:Iteration 14Q (5801.559013 sec): 3 clusters Score: Raw -160013.241498 + Penalty 1662.146431 = -158351.095067 nChanged 37 SP:Iteration 15Q (5801.640030 sec): 3 clusters Score: Raw -160025.239643 + Penalty 1662.146431 = -158363.093212 nChanged 23 SP:Iteration 16Q (5801.740003 sec): 3 clusters Score: Raw -160035.822335 + Penalty 1662.146431 = -158373.675904 nChanged 27 SP:Iteration 17Q (5801.849686 sec): 3 clusters Score: Raw -160048.189320 + Penalty 1662.146431 = -158386.042889 nChanged 30 SP:Iteration 18Q (5801.935587 sec): 3 clusters Score: Raw -160057.212456 + Penalty 1662.146431 = -158395.066025 nChanged 31 SP:Iteration 19Q (5802.024453 sec): 3 clusters Score: Raw -160070.338323 + Penalty 1662.146431 = -158408.191891 nChanged 24 SP:Iteration 20F (5802.119061 sec): 3 clusters Score: Raw -160078.067091 + Penalty 1662.146431 = -158415.920660 nChanged 25 SP:Iteration 21Q (5802.207234 sec): 3 clusters Score: Raw -160085.045304 + Penalty 1662.146431 = -158422.898873 nChanged 19 SP:Iteration 22Q (5802.283156 sec): 3 clusters Score: Raw -160091.235522 + Penalty 1662.146431 = -158429.089091 nChanged 22 SP:Iteration 23Q (5802.377799 sec): 3 clusters Score: Raw -160100.523712 + Penalty 1662.146431 = -158438.377280 nChanged 28 SP:Iteration 24Q (5802.446880 sec): 3 clusters Score: Raw -160114.810545 + Penalty 1662.146431 = -158452.664114 nChanged 30 SP:Iteration 25Q (5802.551301 sec): 3 clusters Score: Raw -160128.768873 + Penalty 1662.146431 = -158466.622441 nChanged 30 SP:Iteration 26Q (5802.639556 sec): 3 clusters Score: Raw -160142.774489 + Penalty 1662.146431 = -158480.628057 nChanged 33 SP:Iteration 27Q (5802.712099 sec): 3 clusters Score: Raw -160158.056380 + Penalty 1662.146431 = -158495.909949 nChanged 33 SP:Iteration 28Q (5802.805124 sec): 3 clusters Score: Raw -160171.606223 + Penalty 1662.146431 = -158509.459792 nChanged 28 SP:Iteration 29Q (5802.882122 sec): 3 clusters Score: Raw -160183.255111 + Penalty 1662.146431 = -158521.108680 nChanged 26 SP:Iteration 30Q (5802.961459 sec): 3 clusters Score: Raw -160194.093237 + Penalty 1662.146431 = -158531.946806 nChanged 28 SP:Iteration 31Q (5803.039280 sec): 3 clusters Score: Raw -160203.645032 + Penalty 1662.146431 = -158541.498601 nChanged 23 SP:Iteration 32Q (5803.134272 sec): 3 clusters Score: Raw -160216.770307 + Penalty 1662.146431 = -158554.623876 nChanged 41 SP:Iteration 33Q (5803.239237 sec): 3 clusters Score: Raw -160233.439313 + Penalty 1662.146431 = -158571.292882 nChanged 35 SP:Iteration 34Q (5803.318187 sec): 3 clusters Score: Raw -160251.733621 + Penalty 1662.146431 = -158589.587190 nChanged 41 SP:Iteration 35Q (5803.415886 sec): 3 clusters Score: Raw -160276.856904 + Penalty 1662.146431 = -158614.710473 nChanged 41 SP:Iteration 36Q (5803.486386 sec): 3 clusters Score: Raw -160305.465878 + Penalty 1662.146431 = -158643.319447 nChanged 39 SP:Iteration 37Q (5803.579977 sec): 3 clusters Score: Raw -160336.049189 + Penalty 1662.146431 = -158673.902758 nChanged 47 SP:Iteration 38Q (5803.659471 sec): 3 clusters Score: Raw -160373.472912 + Penalty 1662.146431 = -158711.326480 nChanged 55 SP:Iteration 39Q (5803.740890 sec): 3 clusters Score: Raw -160418.358691 + Penalty 1662.146431 = -158756.212259 nChanged 65 SP:Iteration 40F (5803.820020 sec): 3 clusters Score: Raw -160482.921241 + Penalty 1662.146431 = -158820.774810 nChanged 57 SP:Iteration 41Q (5803.932620 sec): 3 clusters Score: Raw -160526.168096 + Penalty 1662.146431 = -158864.021664 nChanged 45 SP:Iteration 42Q (5804.013911 sec): 3 clusters Score: Raw -160552.888801 + Penalty 1662.146431 = -158890.742370 nChanged 40 SP:Iteration 43Q (5804.095738 sec): 3 clusters Score: Raw -160574.758170 + Penalty 1662.146431 = -158912.611739 nChanged 30 SP:Iteration 44Q (5804.167499 sec): 3 clusters Score: Raw -160593.206571 + Penalty 1662.146431 = -158931.060140 nChanged 28 SP:Iteration 45Q (5804.274985 sec): 3 clusters Score: Raw -160606.201359 + Penalty 1662.146431 = -158944.054927 nChanged 21 SP:Iteration 46Q (5804.360900 sec): 3 clusters Score: Raw -160615.930544 + Penalty 1662.146431 = -158953.784113 nChanged 22 SP:Iteration 47Q (5804.452947 sec): 3 clusters Score: Raw -160630.258556 + Penalty 1662.146431 = -158968.112125 nChanged 29 SP:Iteration 48Q (5804.566125 sec): 3 clusters Score: Raw -160645.762860 + Penalty 1662.146431 = -158983.616428 nChanged 26 SP:Iteration 49Q (5804.650783 sec): 3 clusters Score: Raw -160660.578432 + Penalty 1662.146431 = -158998.432001 nChanged 25 SP:Iteration 50Q (5804.753258 sec): 3 clusters Score: Raw -160683.107648 + Penalty 1662.146431 = -159020.961217 nChanged 33 SP:Iteration 51Q (5804.844936 sec): 3 clusters Score: Raw -160708.837173 + Penalty 1662.146431 = -159046.690742 nChanged 23 SP:Iteration 52Q (5804.908481 sec): 3 clusters Score: Raw -160721.536326 + Penalty 1662.146431 = -159059.389894 nChanged 19 SP:Iteration 53Q (5804.999897 sec): 3 clusters Score: Raw -160731.138581 + Penalty 1662.146431 = -159068.992150 nChanged 7 SP:Iteration 54Q (5805.084821 sec): 3 clusters Score: Raw -160734.100640 + Penalty 1662.146431 = -159071.954209 nChanged 5 SP:Iteration 55Q (5805.184312 sec): 3 clusters Score: Raw -160735.414738 + Penalty 1662.146431 = -159073.268307 nChanged 4 SP:Iteration 56Q (5805.271494 sec): 3 clusters Score: Raw -160737.221362 + Penalty 1662.146431 = -159075.074931 nChanged 3 SP:Iteration 57Q (5805.362658 sec): 3 clusters Score: Raw -160737.958485 + Penalty 1662.146431 = -159075.812054 nChanged 5 SP:Iteration 58Q (5805.442203 sec): 3 clusters Score: Raw -160739.289628 + Penalty 1662.146431 = -159077.143197 nChanged 6 SP:Iteration 59Q (5805.521495 sec): 3 clusters Score: Raw -160740.978346 + Penalty 1662.146431 = -159078.831915 nChanged 4 SP:Iteration 60F (5805.607405 sec): 3 clusters Score: Raw -160745.712090 + Penalty 1662.146431 = -159083.565659 nChanged 8 SP:Iteration 61Q (5805.681428 sec): 3 clusters Score: Raw -160748.157496 + Penalty 1662.146431 = -159086.011065 nChanged 3 SP:Iteration 62Q (5805.769151 sec): 3 clusters Score: Raw -160748.765178 + Penalty 1662.146431 = -159086.618747 nChanged 2 SP:Iteration 63Q (5805.858603 sec): 3 clusters Score: Raw -160749.448874 + Penalty 1662.146431 = -159087.302443 nChanged 2 SP:Iteration 64Q (5805.942707 sec): 3 clusters Score: Raw -160750.361697 + Penalty 1662.146431 = -159088.215265 nChanged 1 SP:Iteration 65Q (5806.040432 sec): 3 clusters Score: Raw -160750.434458 + Penalty 1662.146431 = -159088.288027 nChanged 0 SP:Iteration 66F (5806.111014 sec): 3 clusters Score: Raw -160750.434458 + Penalty 1662.146431 = -159088.288027 nChanged 0 Trying to split cluster 2 (7090 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5806.167033 sec): 2 clusters Score: Raw -400071.151759 + Penalty 930.976265 = -399140.175494 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5806.261191 sec): 3 clusters Score: Raw -395993.718672 + Penalty 1861.952530 = -394131.766142 nChanged 3145 SP:Iteration 1F (5806.333991 sec): 3 clusters Score: Raw -398202.753227 + Penalty 1861.952530 = -396340.800697 nChanged 573 SP:Iteration 2F (5806.421691 sec): 3 clusters Score: Raw -398635.701243 + Penalty 1861.952530 = -396773.748713 nChanged 479 SP:Iteration 3F (5806.511806 sec): 3 clusters Score: Raw -398979.267372 + Penalty 1861.952530 = -397117.314842 nChanged 394 SP:Iteration 4F (5806.599087 sec): 3 clusters Score: Raw -399236.288150 + Penalty 1861.952530 = -397374.335620 nChanged 302 SP:Iteration 5Q (5806.687029 sec): 3 clusters Score: Raw -399424.790185 + Penalty 1861.952530 = -397562.837655 nChanged 234 SP:Iteration 6Q (5806.792702 sec): 3 clusters Score: Raw -399582.672680 + Penalty 1861.952530 = -397720.720150 nChanged 203 SP:Iteration 7Q (5806.880260 sec): 3 clusters Score: Raw -399726.985251 + Penalty 1861.952530 = -397865.032721 nChanged 160 SP:Iteration 8Q (5806.973501 sec): 3 clusters Score: Raw -399838.401803 + Penalty 1861.952530 = -397976.449273 nChanged 157 SP:Iteration 9Q (5807.054526 sec): 3 clusters Score: Raw -399923.617094 + Penalty 1861.952530 = -398061.664564 nChanged 111 SP:Iteration 10Q (5807.137449 sec): 3 clusters Score: Raw -399982.700255 + Penalty 1861.952530 = -398120.747725 nChanged 89 SP:Iteration 11Q (5807.219868 sec): 3 clusters Score: Raw -400018.252191 + Penalty 1861.952530 = -398156.299661 nChanged 74 SP:Iteration 12Q (5807.311107 sec): 3 clusters Score: Raw -400048.158166 + Penalty 1861.952530 = -398186.205636 nChanged 69 SP:Iteration 13Q (5807.407472 sec): 3 clusters Score: Raw -400075.221633 + Penalty 1861.952530 = -398213.269103 nChanged 60 SP:Iteration 14Q (5807.496248 sec): 3 clusters Score: Raw -400100.001551 + Penalty 1861.952530 = -398238.049021 nChanged 62 SP:Iteration 15Q (5807.584816 sec): 3 clusters Score: Raw -400128.246433 + Penalty 1861.952530 = -398266.293903 nChanged 52 SP:Iteration 16Q (5807.684796 sec): 3 clusters Score: Raw -400158.095479 + Penalty 1861.952530 = -398296.142949 nChanged 58 SP:Iteration 17Q (5807.771124 sec): 3 clusters Score: Raw -400185.196955 + Penalty 1861.952530 = -398323.244425 nChanged 54 SP:Iteration 18Q (5807.851256 sec): 3 clusters Score: Raw -400227.800591 + Penalty 1861.952530 = -398365.848061 nChanged 60 SP:Iteration 19Q (5807.933581 sec): 3 clusters Score: Raw -400256.136726 + Penalty 1861.952530 = -398394.184196 nChanged 47 SP:Iteration 20F (5808.017705 sec): 3 clusters Score: Raw -400276.233881 + Penalty 1861.952530 = -398414.281351 nChanged 46 SP:Iteration 21Q (5808.127503 sec): 3 clusters Score: Raw -400296.773411 + Penalty 1861.952530 = -398434.820881 nChanged 46 SP:Iteration 22Q (5808.201792 sec): 3 clusters Score: Raw -400315.758594 + Penalty 1861.952530 = -398453.806064 nChanged 38 SP:Iteration 23Q (5808.305572 sec): 3 clusters Score: Raw -400330.567670 + Penalty 1861.952530 = -398468.615140 nChanged 35 SP:Iteration 24Q (5808.399031 sec): 3 clusters Score: Raw -400343.671621 + Penalty 1861.952530 = -398481.719091 nChanged 28 SP:Iteration 25Q (5808.500293 sec): 3 clusters Score: Raw -400352.094356 + Penalty 1861.952530 = -398490.141826 nChanged 25 SP:Iteration 26Q (5808.570692 sec): 3 clusters Score: Raw -400359.153597 + Penalty 1861.952530 = -398497.201067 nChanged 16 SP:Iteration 27Q (5808.655724 sec): 3 clusters Score: Raw -400363.047666 + Penalty 1861.952530 = -398501.095136 nChanged 13 SP:Iteration 28Q (5808.760419 sec): 3 clusters Score: Raw -400367.147040 + Penalty 1861.952530 = -398505.194510 nChanged 13 SP:Iteration 29Q (5808.845059 sec): 3 clusters Score: Raw -400370.117714 + Penalty 1861.952530 = -398508.165184 nChanged 13 SP:Iteration 30Q (5808.937874 sec): 3 clusters Score: Raw -400372.680161 + Penalty 1861.952530 = -398510.727631 nChanged 15 SP:Iteration 31Q (5809.025693 sec): 3 clusters Score: Raw -400377.405621 + Penalty 1861.952530 = -398515.453091 nChanged 17 SP:Iteration 32Q (5809.113556 sec): 3 clusters Score: Raw -400383.450858 + Penalty 1861.952530 = -398521.498328 nChanged 17 SP:Iteration 33Q (5809.190157 sec): 3 clusters Score: Raw -400388.686108 + Penalty 1861.952530 = -398526.733578 nChanged 15 SP:Iteration 34Q (5809.295275 sec): 3 clusters Score: Raw -400392.638973 + Penalty 1861.952530 = -398530.686443 nChanged 14 SP:Iteration 35Q (5809.385615 sec): 3 clusters Score: Raw -400394.580892 + Penalty 1861.952530 = -398532.628362 nChanged 7 SP:Iteration 36Q (5809.465065 sec): 3 clusters Score: Raw -400396.184064 + Penalty 1861.952530 = -398534.231534 nChanged 13 SP:Iteration 37Q (5809.562100 sec): 3 clusters Score: Raw -400399.424593 + Penalty 1861.952530 = -398537.472063 nChanged 13 SP:Iteration 38Q (5809.634689 sec): 3 clusters Score: Raw -400401.460643 + Penalty 1861.952530 = -398539.508113 nChanged 6 SP:Iteration 39Q (5809.728587 sec): 3 clusters Score: Raw -400402.213631 + Penalty 1861.952530 = -398540.261101 nChanged 4 SP:Iteration 40F (5809.836602 sec): 3 clusters Score: Raw -400402.839797 + Penalty 1861.952530 = -398540.887267 nChanged 4 SP:Iteration 41Q (5809.925965 sec): 3 clusters Score: Raw -400403.272141 + Penalty 1861.952530 = -398541.319611 nChanged 4 SP:Iteration 42Q (5810.015231 sec): 3 clusters Score: Raw -400403.608878 + Penalty 1861.952530 = -398541.656348 nChanged 4 SP:Iteration 43Q (5810.101007 sec): 3 clusters Score: Raw -400404.120683 + Penalty 1861.952530 = -398542.168153 nChanged 3 SP:Iteration 44Q (5810.195691 sec): 3 clusters Score: Raw -400404.553955 + Penalty 1861.952530 = -398542.601425 nChanged 4 SP:Iteration 45Q (5810.267302 sec): 3 clusters Score: Raw -400405.084873 + Penalty 1861.952530 = -398543.132342 nChanged 2 SP:Iteration 46Q (5810.355489 sec): 3 clusters Score: Raw -400405.258116 + Penalty 1861.952530 = -398543.305586 nChanged 0 SP:Iteration 47F (5810.459538 sec): 3 clusters Score: Raw -400405.258116 + Penalty 1861.952530 = -398543.305586 nChanged 0 Trying to split cluster 3 (911 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5810.500269 sec): 2 clusters Score: Raw -38703.483921 + Penalty 715.527004 = -37987.956916 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5810.577143 sec): 3 clusters Score: Raw -38383.372715 + Penalty 1431.054008 = -36952.318707 nChanged 307 SP:Iteration 1F (5810.663945 sec): 3 clusters Score: Raw -38644.651299 + Penalty 1431.054008 = -37213.597290 nChanged 89 SP:Iteration 2F (5810.749159 sec): 3 clusters Score: Raw -38738.952011 + Penalty 1431.054008 = -37307.898003 nChanged 61 SP:Iteration 3F (5810.847458 sec): 3 clusters Score: Raw -38817.192830 + Penalty 1431.054008 = -37386.138822 nChanged 37 SP:Iteration 4Q (5810.924114 sec): 3 clusters Score: Raw -38869.581162 + Penalty 1431.054008 = -37438.527154 nChanged 39 SP:Iteration 5Q (5811.004389 sec): 3 clusters Score: Raw -38933.390419 + Penalty 1431.054008 = -37502.336411 nChanged 35 SP:Iteration 6Q (5811.084754 sec): 3 clusters Score: Raw -38993.909460 + Penalty 1431.054008 = -37562.855452 nChanged 27 SP:Iteration 7Q (5811.169610 sec): 3 clusters Score: Raw -39044.657147 + Penalty 1431.054008 = -37613.603138 nChanged 23 SP:Iteration 8Q (5811.269718 sec): 3 clusters Score: Raw -39067.135384 + Penalty 1431.054008 = -37636.081376 nChanged 11 SP:Iteration 9Q (5811.346651 sec): 3 clusters Score: Raw -39075.590385 + Penalty 1431.054008 = -37644.536377 nChanged 5 SP:Iteration 10Q (5811.414100 sec): 3 clusters Score: Raw -39080.467427 + Penalty 1431.054008 = -37649.413419 nChanged 4 SP:Iteration 11Q (5811.495095 sec): 3 clusters Score: Raw -39086.519799 + Penalty 1431.054008 = -37655.465791 nChanged 1 SP:Iteration 12Q (5811.571947 sec): 3 clusters Score: Raw -39086.930001 + Penalty 1431.054008 = -37655.875993 nChanged 2 SP:Iteration 13Q (5811.656408 sec): 3 clusters Score: Raw -39088.193515 + Penalty 1431.054008 = -37657.139506 nChanged 2 SP:Iteration 14Q (5811.750836 sec): 3 clusters Score: Raw -39090.500072 + Penalty 1431.054008 = -37659.446064 nChanged 4 SP:Iteration 15Q (5811.817302 sec): 3 clusters Score: Raw -39093.803202 + Penalty 1431.054008 = -37662.749193 nChanged 1 SP:Iteration 16Q (5811.909378 sec): 3 clusters Score: Raw -39094.270471 + Penalty 1431.054008 = -37663.216462 nChanged 1 SP:Iteration 17Q (5811.984166 sec): 3 clusters Score: Raw -39094.692429 + Penalty 1431.054008 = -37663.638420 nChanged 1 SP:Iteration 18Q (5812.084366 sec): 3 clusters Score: Raw -39095.102960 + Penalty 1431.054008 = -37664.048952 nChanged 0 SP:Iteration 19F (5812.184255 sec): 3 clusters Score: Raw -39095.102960 + Penalty 1431.054008 = -37664.048952 nChanged 0 Trying to split cluster 4 (689 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5812.235921 sec): 2 clusters Score: Raw -25991.740701 + Penalty 686.200333 = -25305.540367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5812.317349 sec): 3 clusters Score: Raw -25789.874200 + Penalty 1372.400667 = -24417.473533 nChanged 224 SP:Iteration 1F (5812.374906 sec): 3 clusters Score: Raw -26044.894033 + Penalty 1372.400667 = -24672.493366 nChanged 50 SP:Iteration 2F (5812.477563 sec): 3 clusters Score: Raw -26114.721736 + Penalty 1372.400667 = -24742.321069 nChanged 34 SP:Iteration 3Q (5812.562291 sec): 3 clusters Score: Raw -26162.909882 + Penalty 1372.400667 = -24790.509215 nChanged 19 SP:Iteration 4Q (5812.630546 sec): 3 clusters Score: Raw -26197.298099 + Penalty 1372.400667 = -24824.897432 nChanged 15 SP:Iteration 5Q (5812.715917 sec): 3 clusters Score: Raw -26241.689352 + Penalty 1372.400667 = -24869.288685 nChanged 15 SP:Iteration 6Q (5812.812759 sec): 3 clusters Score: Raw -26260.860670 + Penalty 1372.400667 = -24888.460003 nChanged 9 SP:Iteration 7Q (5812.880853 sec): 3 clusters Score: Raw -26270.432257 + Penalty 1372.400667 = -24898.031590 nChanged 8 SP:Iteration 8Q (5812.959157 sec): 3 clusters Score: Raw -26280.153214 + Penalty 1372.400667 = -24907.752547 nChanged 9 SP:Iteration 9Q (5813.043298 sec): 3 clusters Score: Raw -26290.120284 + Penalty 1372.400667 = -24917.719617 nChanged 11 SP:Iteration 10Q (5813.119826 sec): 3 clusters Score: Raw -26300.102124 + Penalty 1372.400667 = -24927.701457 nChanged 5 SP:Iteration 11Q (5813.214714 sec): 3 clusters Score: Raw -26307.745627 + Penalty 1372.400667 = -24935.344960 nChanged 6 SP:Iteration 12Q (5813.305588 sec): 3 clusters Score: Raw -26310.776519 + Penalty 1372.400667 = -24938.375852 nChanged 2 SP:Iteration 13Q (5813.376188 sec): 3 clusters Score: Raw -26312.378517 + Penalty 1372.400667 = -24939.977850 nChanged 3 SP:Iteration 14Q (5813.467996 sec): 3 clusters Score: Raw -26315.708913 + Penalty 1372.400667 = -24943.308246 nChanged 5 SP:Iteration 15Q (5813.542321 sec): 3 clusters Score: Raw -26321.545107 + Penalty 1372.400667 = -24949.144440 nChanged 1 SP:Iteration 16Q (5813.636869 sec): 3 clusters Score: Raw -26321.993119 + Penalty 1372.400667 = -24949.592453 nChanged 1 SP:Iteration 17Q (5813.721725 sec): 3 clusters Score: Raw -26322.354761 + Penalty 1372.400667 = -24949.954094 nChanged 0 SP:Iteration 18F (5813.800894 sec): 3 clusters Score: Raw -26322.354761 + Penalty 1372.400667 = -24949.954094 nChanged 0 Trying to split cluster 5 (3158 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5813.850651 sec): 2 clusters Score: Raw -171421.703140 + Penalty 846.057890 = -170575.645250 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5813.955569 sec): 3 clusters Score: Raw -169804.797952 + Penalty 1692.115781 = -168112.682171 nChanged 1300 SP:Iteration 1F (5814.042542 sec): 3 clusters Score: Raw -170601.078440 + Penalty 1692.115781 = -168908.962659 nChanged 242 SP:Iteration 2F (5814.132879 sec): 3 clusters Score: Raw -170742.146571 + Penalty 1692.115781 = -169050.030791 nChanged 188 SP:Iteration 3F (5814.221616 sec): 3 clusters Score: Raw -170875.432221 + Penalty 1692.115781 = -169183.316440 nChanged 163 SP:Iteration 4F (5814.290737 sec): 3 clusters Score: Raw -170997.962827 + Penalty 1692.115781 = -169305.847046 nChanged 140 SP:Iteration 5Q (5814.375221 sec): 3 clusters Score: Raw -171092.870375 + Penalty 1692.115781 = -169400.754594 nChanged 104 SP:Iteration 6Q (5814.464015 sec): 3 clusters Score: Raw -171150.917117 + Penalty 1692.115781 = -169458.801336 nChanged 90 SP:Iteration 7Q (5814.557043 sec): 3 clusters Score: Raw -171195.486636 + Penalty 1692.115781 = -169503.370856 nChanged 67 SP:Iteration 8Q (5814.648701 sec): 3 clusters Score: Raw -171231.173868 + Penalty 1692.115781 = -169539.058087 nChanged 51 SP:Iteration 9Q (5814.708515 sec): 3 clusters Score: Raw -171249.247003 + Penalty 1692.115781 = -169557.131222 nChanged 34 SP:Iteration 10Q (5814.801054 sec): 3 clusters Score: Raw -171259.838105 + Penalty 1692.115781 = -169567.722324 nChanged 27 SP:Iteration 11Q (5814.883327 sec): 3 clusters Score: Raw -171267.818944 + Penalty 1692.115781 = -169575.703163 nChanged 23 SP:Iteration 12Q (5814.981869 sec): 3 clusters Score: Raw -171274.884578 + Penalty 1692.115781 = -169582.768797 nChanged 23 SP:Iteration 13Q (5815.074222 sec): 3 clusters Score: Raw -171280.001748 + Penalty 1692.115781 = -169587.885967 nChanged 14 SP:Iteration 14Q (5815.163075 sec): 3 clusters Score: Raw -171283.836635 + Penalty 1692.115781 = -169591.720855 nChanged 15 SP:Iteration 15Q (5815.231835 sec): 3 clusters Score: Raw -171288.628839 + Penalty 1692.115781 = -169596.513059 nChanged 19 SP:Iteration 16Q (5815.305342 sec): 3 clusters Score: Raw -171294.269934 + Penalty 1692.115781 = -169602.154153 nChanged 22 SP:Iteration 17Q (5815.403179 sec): 3 clusters Score: Raw -171303.065506 + Penalty 1692.115781 = -169610.949725 nChanged 27 SP:Iteration 18Q (5815.497091 sec): 3 clusters Score: Raw -171316.431281 + Penalty 1692.115781 = -169624.315500 nChanged 34 SP:Iteration 19Q (5815.592913 sec): 3 clusters Score: Raw -171328.841603 + Penalty 1692.115781 = -169636.725822 nChanged 34 SP:Iteration 20F (5815.671729 sec): 3 clusters Score: Raw -171340.574364 + Penalty 1692.115781 = -169648.458583 nChanged 38 SP:Iteration 21Q (5815.760956 sec): 3 clusters Score: Raw -171352.994804 + Penalty 1692.115781 = -169660.879023 nChanged 40 SP:Iteration 22Q (5815.834668 sec): 3 clusters Score: Raw -171368.222270 + Penalty 1692.115781 = -169676.106489 nChanged 40 SP:Iteration 23Q (5815.921643 sec): 3 clusters Score: Raw -171383.125233 + Penalty 1692.115781 = -169691.009452 nChanged 39 SP:Iteration 24Q (5815.991773 sec): 3 clusters Score: Raw -171403.157676 + Penalty 1692.115781 = -169711.041895 nChanged 40 SP:Iteration 25Q (5816.089102 sec): 3 clusters Score: Raw -171426.963165 + Penalty 1692.115781 = -169734.847384 nChanged 40 SP:Iteration 26Q (5816.174978 sec): 3 clusters Score: Raw -171447.997451 + Penalty 1692.115781 = -169755.881670 nChanged 41 SP:Iteration 27Q (5816.261182 sec): 3 clusters Score: Raw -171465.799564 + Penalty 1692.115781 = -169773.683783 nChanged 36 SP:Iteration 28Q (5816.335736 sec): 3 clusters Score: Raw -171479.826806 + Penalty 1692.115781 = -169787.711025 nChanged 26 SP:Iteration 29Q (5816.418830 sec): 3 clusters Score: Raw -171488.611566 + Penalty 1692.115781 = -169796.495785 nChanged 22 SP:Iteration 30Q (5816.500371 sec): 3 clusters Score: Raw -171497.126226 + Penalty 1692.115781 = -169805.010445 nChanged 23 SP:Iteration 31Q (5816.607496 sec): 3 clusters Score: Raw -171507.249702 + Penalty 1692.115781 = -169815.133921 nChanged 15 SP:Iteration 32Q (5816.669428 sec): 3 clusters Score: Raw -171511.777526 + Penalty 1692.115781 = -169819.661745 nChanged 8 SP:Iteration 33Q (5816.755505 sec): 3 clusters Score: Raw -171514.563810 + Penalty 1692.115781 = -169822.448029 nChanged 10 SP:Iteration 34Q (5816.844428 sec): 3 clusters Score: Raw -171517.562669 + Penalty 1692.115781 = -169825.446888 nChanged 9 SP:Iteration 35Q (5816.926244 sec): 3 clusters Score: Raw -171520.267195 + Penalty 1692.115781 = -169828.151414 nChanged 9 SP:Iteration 36Q (5817.017399 sec): 3 clusters Score: Raw -171523.223833 + Penalty 1692.115781 = -169831.108052 nChanged 9 SP:Iteration 37Q (5817.106925 sec): 3 clusters Score: Raw -171525.787073 + Penalty 1692.115781 = -169833.671292 nChanged 6 SP:Iteration 38Q (5817.200092 sec): 3 clusters Score: Raw -171526.563710 + Penalty 1692.115781 = -169834.447929 nChanged 3 SP:Iteration 39Q (5817.268270 sec): 3 clusters Score: Raw -171527.115244 + Penalty 1692.115781 = -169834.999463 nChanged 2 SP:Iteration 40F (5817.372447 sec): 3 clusters Score: Raw -171528.009382 + Penalty 1692.115781 = -169835.893601 nChanged 4 SP:Iteration 41Q (5817.449525 sec): 3 clusters Score: Raw -171528.669051 + Penalty 1692.115781 = -169836.553270 nChanged 2 SP:Iteration 42Q (5817.521242 sec): 3 clusters Score: Raw -171529.268172 + Penalty 1692.115781 = -169837.152391 nChanged 2 SP:Iteration 43Q (5817.609480 sec): 3 clusters Score: Raw -171530.158411 + Penalty 1692.115781 = -169838.042630 nChanged 2 SP:Iteration 44Q (5817.715207 sec): 3 clusters Score: Raw -171530.505269 + Penalty 1692.115781 = -169838.389488 nChanged 3 SP:Iteration 45Q (5817.821872 sec): 3 clusters Score: Raw -171530.900937 + Penalty 1692.115781 = -169838.785156 nChanged 3 SP:Iteration 46Q (5817.906616 sec): 3 clusters Score: Raw -171531.491127 + Penalty 1692.115781 = -169839.375346 nChanged 3 SP:Iteration 47Q (5817.994211 sec): 3 clusters Score: Raw -171531.765876 + Penalty 1692.115781 = -169839.650095 nChanged 2 SP:Iteration 48Q (5818.077658 sec): 3 clusters Score: Raw -171532.162897 + Penalty 1692.115781 = -169840.047116 nChanged 2 SP:Iteration 49Q (5818.173678 sec): 3 clusters Score: Raw -171532.463993 + Penalty 1692.115781 = -169840.348212 nChanged 2 SP:Iteration 50Q (5818.249664 sec): 3 clusters Score: Raw -171533.116109 + Penalty 1692.115781 = -169841.000328 nChanged 3 SP:Iteration 51Q (5818.349495 sec): 3 clusters Score: Raw -171534.110427 + Penalty 1692.115781 = -169841.994646 nChanged 1 SP:Iteration 52Q (5818.441503 sec): 3 clusters Score: Raw -171534.191410 + Penalty 1692.115781 = -169842.075629 nChanged 0 SP:Iteration 53F (5818.504798 sec): 3 clusters Score: Raw -171534.191410 + Penalty 1692.115781 = -169842.075629 nChanged 0 Trying to split cluster 6 (3145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5818.574167 sec): 2 clusters Score: Raw -185723.743376 + Penalty 845.624763 = -184878.118613 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5818.645966 sec): 3 clusters Score: Raw -184067.778522 + Penalty 1691.249526 = -182376.528997 nChanged 1254 SP:Iteration 1F (5818.719439 sec): 3 clusters Score: Raw -184864.147883 + Penalty 1691.249526 = -183172.898358 nChanged 248 SP:Iteration 2F (5818.815302 sec): 3 clusters Score: Raw -185019.752419 + Penalty 1691.249526 = -183328.502893 nChanged 200 SP:Iteration 3F (5818.876772 sec): 3 clusters Score: Raw -185147.413703 + Penalty 1691.249526 = -183456.164178 nChanged 164 SP:Iteration 4F (5818.968799 sec): 3 clusters Score: Raw -185258.250283 + Penalty 1691.249526 = -183567.000757 nChanged 141 SP:Iteration 5Q (5819.035283 sec): 3 clusters Score: Raw -185350.084745 + Penalty 1691.249526 = -183658.835220 nChanged 126 SP:Iteration 6Q (5819.139468 sec): 3 clusters Score: Raw -185427.064792 + Penalty 1691.249526 = -183735.815266 nChanged 104 SP:Iteration 7Q (5819.224597 sec): 3 clusters Score: Raw -185481.811985 + Penalty 1691.249526 = -183790.562459 nChanged 72 SP:Iteration 8Q (5819.306139 sec): 3 clusters Score: Raw -185517.520779 + Penalty 1691.249526 = -183826.271254 nChanged 52 SP:Iteration 9Q (5819.397514 sec): 3 clusters Score: Raw -185545.458030 + Penalty 1691.249526 = -183854.208505 nChanged 56 SP:Iteration 10Q (5819.502733 sec): 3 clusters Score: Raw -185580.009452 + Penalty 1691.249526 = -183888.759926 nChanged 68 SP:Iteration 11Q (5819.577753 sec): 3 clusters Score: Raw -185611.897035 + Penalty 1691.249526 = -183920.647510 nChanged 52 SP:Iteration 12Q (5819.660983 sec): 3 clusters Score: Raw -185645.296083 + Penalty 1691.249526 = -183954.046558 nChanged 50 SP:Iteration 13Q (5819.743423 sec): 3 clusters Score: Raw -185683.392116 + Penalty 1691.249526 = -183992.142590 nChanged 48 SP:Iteration 14Q (5819.850129 sec): 3 clusters Score: Raw -185718.504427 + Penalty 1691.249526 = -184027.254901 nChanged 49 SP:Iteration 15Q (5819.917895 sec): 3 clusters Score: Raw -185755.780165 + Penalty 1691.249526 = -184064.530640 nChanged 54 SP:Iteration 16Q (5820.004990 sec): 3 clusters Score: Raw -185787.269049 + Penalty 1691.249526 = -184096.019524 nChanged 31 SP:Iteration 17Q (5820.096927 sec): 3 clusters Score: Raw -185808.995977 + Penalty 1691.249526 = -184117.746451 nChanged 33 SP:Iteration 18Q (5820.186407 sec): 3 clusters Score: Raw -185825.773983 + Penalty 1691.249526 = -184134.524458 nChanged 21 SP:Iteration 19Q (5820.264008 sec): 3 clusters Score: Raw -185839.239339 + Penalty 1691.249526 = -184147.989813 nChanged 20 SP:Iteration 20F (5820.353829 sec): 3 clusters Score: Raw -185847.561441 + Penalty 1691.249526 = -184156.311915 nChanged 18 SP:Iteration 21Q (5820.441457 sec): 3 clusters Score: Raw -185854.017556 + Penalty 1691.249526 = -184162.768031 nChanged 12 SP:Iteration 22Q (5820.514176 sec): 3 clusters Score: Raw -185861.507634 + Penalty 1691.249526 = -184170.258108 nChanged 9 SP:Iteration 23Q (5820.603872 sec): 3 clusters Score: Raw -185866.067651 + Penalty 1691.249526 = -184174.818125 nChanged 7 SP:Iteration 24Q (5820.693682 sec): 3 clusters Score: Raw -185870.693916 + Penalty 1691.249526 = -184179.444390 nChanged 11 SP:Iteration 25Q (5820.790075 sec): 3 clusters Score: Raw -185877.264651 + Penalty 1691.249526 = -184186.015125 nChanged 8 SP:Iteration 26Q (5820.859278 sec): 3 clusters Score: Raw -185880.969877 + Penalty 1691.249526 = -184189.720352 nChanged 12 SP:Iteration 27Q (5820.953433 sec): 3 clusters Score: Raw -185886.807804 + Penalty 1691.249526 = -184195.558279 nChanged 7 SP:Iteration 28Q (5821.042931 sec): 3 clusters Score: Raw -185888.813585 + Penalty 1691.249526 = -184197.564059 nChanged 7 SP:Iteration 29Q (5821.128261 sec): 3 clusters Score: Raw -185891.288940 + Penalty 1691.249526 = -184200.039414 nChanged 10 SP:Iteration 30Q (5821.192628 sec): 3 clusters Score: Raw -185897.668669 + Penalty 1691.249526 = -184206.419144 nChanged 9 SP:Iteration 31Q (5821.281573 sec): 3 clusters Score: Raw -185904.051534 + Penalty 1691.249526 = -184212.802008 nChanged 13 SP:Iteration 32Q (5821.352187 sec): 3 clusters Score: Raw -185913.029559 + Penalty 1691.249526 = -184221.780034 nChanged 9 SP:Iteration 33Q (5821.437015 sec): 3 clusters Score: Raw -185916.690729 + Penalty 1691.249526 = -184225.441204 nChanged 4 SP:Iteration 34Q (5821.511971 sec): 3 clusters Score: Raw -185917.928413 + Penalty 1691.249526 = -184226.678887 nChanged 7 SP:Iteration 35Q (5821.616821 sec): 3 clusters Score: Raw -185922.829414 + Penalty 1691.249526 = -184231.579889 nChanged 10 SP:Iteration 36Q (5821.706016 sec): 3 clusters Score: Raw -185926.794811 + Penalty 1691.249526 = -184235.545286 nChanged 4 SP:Iteration 37Q (5821.775876 sec): 3 clusters Score: Raw -185928.314805 + Penalty 1691.249526 = -184237.065279 nChanged 1 SP:Iteration 38Q (5821.856060 sec): 3 clusters Score: Raw -185928.687938 + Penalty 1691.249526 = -184237.438413 nChanged 3 SP:Iteration 39Q (5821.941777 sec): 3 clusters Score: Raw -185929.495136 + Penalty 1691.249526 = -184238.245610 nChanged 5 SP:Iteration 40F (5822.041927 sec): 3 clusters Score: Raw -185930.958450 + Penalty 1691.249526 = -184239.708924 nChanged 5 SP:Iteration 41Q (5822.136776 sec): 3 clusters Score: Raw -185932.756711 + Penalty 1691.249526 = -184241.507185 nChanged 3 SP:Iteration 42Q (5822.205391 sec): 3 clusters Score: Raw -185933.445259 + Penalty 1691.249526 = -184242.195734 nChanged 4 SP:Iteration 43Q (5822.281836 sec): 3 clusters Score: Raw -185934.799511 + Penalty 1691.249526 = -184243.549986 nChanged 2 SP:Iteration 44Q (5822.368514 sec): 3 clusters Score: Raw -185935.317606 + Penalty 1691.249526 = -184244.068081 nChanged 2 SP:Iteration 45Q (5822.450642 sec): 3 clusters Score: Raw -185935.921790 + Penalty 1691.249526 = -184244.672264 nChanged 1 SP:Iteration 46Q (5822.539494 sec): 3 clusters Score: Raw -185936.150574 + Penalty 1691.249526 = -184244.901049 nChanged 0 SP:Iteration 47F (5822.631972 sec): 3 clusters Score: Raw -185936.150574 + Penalty 1691.249526 = -184244.901049 nChanged 0 Trying to split cluster 7 (1671 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5822.674862 sec): 2 clusters Score: Raw -94787.463012 + Penalty 779.223641 = -94008.239372 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5822.745812 sec): 3 clusters Score: Raw -94051.068096 + Penalty 1558.447281 = -92492.620815 nChanged 606 SP:Iteration 1F (5822.839271 sec): 3 clusters Score: Raw -94475.631158 + Penalty 1558.447281 = -92917.183877 nChanged 145 SP:Iteration 2F (5822.936585 sec): 3 clusters Score: Raw -94593.203942 + Penalty 1558.447281 = -93034.756661 nChanged 85 SP:Iteration 3F (5823.004816 sec): 3 clusters Score: Raw -94671.056318 + Penalty 1558.447281 = -93112.609037 nChanged 72 SP:Iteration 4Q (5823.089735 sec): 3 clusters Score: Raw -94737.875105 + Penalty 1558.447281 = -93179.427824 nChanged 57 SP:Iteration 5Q (5823.202729 sec): 3 clusters Score: Raw -94790.743483 + Penalty 1558.447281 = -93232.296202 nChanged 44 SP:Iteration 6Q (5823.285057 sec): 3 clusters Score: Raw -94831.679395 + Penalty 1558.447281 = -93273.232114 nChanged 47 SP:Iteration 7Q (5823.371143 sec): 3 clusters Score: Raw -94868.967751 + Penalty 1558.447281 = -93310.520470 nChanged 38 SP:Iteration 8Q (5823.463713 sec): 3 clusters Score: Raw -94900.092080 + Penalty 1558.447281 = -93341.644799 nChanged 38 SP:Iteration 9Q (5823.529721 sec): 3 clusters Score: Raw -94936.044655 + Penalty 1558.447281 = -93377.597374 nChanged 29 SP:Iteration 10Q (5823.617866 sec): 3 clusters Score: Raw -94962.960597 + Penalty 1558.447281 = -93404.513316 nChanged 32 SP:Iteration 11Q (5823.699300 sec): 3 clusters Score: Raw -94984.489307 + Penalty 1558.447281 = -93426.042026 nChanged 29 SP:Iteration 12Q (5823.792768 sec): 3 clusters Score: Raw -95001.704337 + Penalty 1558.447281 = -93443.257056 nChanged 26 SP:Iteration 13Q (5823.894645 sec): 3 clusters Score: Raw -95017.578806 + Penalty 1558.447281 = -93459.131525 nChanged 26 SP:Iteration 14Q (5823.983503 sec): 3 clusters Score: Raw -95034.209172 + Penalty 1558.447281 = -93475.761891 nChanged 27 SP:Iteration 15Q (5824.066433 sec): 3 clusters Score: Raw -95056.579915 + Penalty 1558.447281 = -93498.132634 nChanged 33 SP:Iteration 16Q (5824.172414 sec): 3 clusters Score: Raw -95083.586197 + Penalty 1558.447281 = -93525.138916 nChanged 40 SP:Iteration 17Q (5824.262520 sec): 3 clusters Score: Raw -95123.898218 + Penalty 1558.447281 = -93565.450937 nChanged 45 SP:Iteration 18Q (5824.343797 sec): 3 clusters Score: Raw -95182.791028 + Penalty 1558.447281 = -93624.343747 nChanged 45 SP:Iteration 19Q (5824.417868 sec): 3 clusters Score: Raw -95219.579648 + Penalty 1558.447281 = -93661.132367 nChanged 29 SP:Iteration 20F (5824.525631 sec): 3 clusters Score: Raw -95249.076903 + Penalty 1558.447281 = -93690.629622 nChanged 28 SP:Iteration 21Q (5824.603545 sec): 3 clusters Score: Raw -95274.069486 + Penalty 1558.447281 = -93715.622205 nChanged 17 SP:Iteration 22Q (5824.681417 sec): 3 clusters Score: Raw -95285.221861 + Penalty 1558.447281 = -93726.774580 nChanged 15 SP:Iteration 23Q (5824.748138 sec): 3 clusters Score: Raw -95295.130643 + Penalty 1558.447281 = -93736.683362 nChanged 10 SP:Iteration 24Q (5824.819123 sec): 3 clusters Score: Raw -95300.370553 + Penalty 1558.447281 = -93741.923272 nChanged 9 SP:Iteration 25Q (5824.909384 sec): 3 clusters Score: Raw -95305.081955 + Penalty 1558.447281 = -93746.634674 nChanged 3 SP:Iteration 26Q (5825.011441 sec): 3 clusters Score: Raw -95309.833611 + Penalty 1558.447281 = -93751.386330 nChanged 3 SP:Iteration 27Q (5825.082479 sec): 3 clusters Score: Raw -95313.401740 + Penalty 1558.447281 = -93754.954459 nChanged 5 SP:Iteration 28Q (5825.151933 sec): 3 clusters Score: Raw -95315.847097 + Penalty 1558.447281 = -93757.399816 nChanged 6 SP:Iteration 29Q (5825.265937 sec): 3 clusters Score: Raw -95318.384837 + Penalty 1558.447281 = -93759.937556 nChanged 5 SP:Iteration 30Q (5825.345453 sec): 3 clusters Score: Raw -95320.724190 + Penalty 1558.447281 = -93762.276909 nChanged 4 SP:Iteration 31Q (5825.418260 sec): 3 clusters Score: Raw -95322.536478 + Penalty 1558.447281 = -93764.089197 nChanged 3 SP:Iteration 32Q (5825.512042 sec): 3 clusters Score: Raw -95323.591892 + Penalty 1558.447281 = -93765.144611 nChanged 2 SP:Iteration 33Q (5825.601193 sec): 3 clusters Score: Raw -95324.254300 + Penalty 1558.447281 = -93765.807019 nChanged 2 SP:Iteration 34Q (5825.694737 sec): 3 clusters Score: Raw -95324.672348 + Penalty 1558.447281 = -93766.225067 nChanged 1 SP:Iteration 35Q (5825.770230 sec): 3 clusters Score: Raw -95325.102009 + Penalty 1558.447281 = -93766.654728 nChanged 0 SP:Iteration 36F (5825.867901 sec): 3 clusters Score: Raw -95325.102009 + Penalty 1558.447281 = -93766.654728 nChanged 0 Trying to split cluster 8 (1758 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5825.911807 sec): 2 clusters Score: Raw -87324.455644 + Penalty 784.552868 = -86539.902776 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5825.988782 sec): 3 clusters Score: Raw -86519.278950 + Penalty 1569.105736 = -84950.173213 nChanged 655 SP:Iteration 1F (5826.077842 sec): 3 clusters Score: Raw -86988.658372 + Penalty 1569.105736 = -85419.552635 nChanged 172 SP:Iteration 2F (5826.162554 sec): 3 clusters Score: Raw -87149.267290 + Penalty 1569.105736 = -85580.161554 nChanged 138 SP:Iteration 3F (5826.257550 sec): 3 clusters Score: Raw -87269.341124 + Penalty 1569.105736 = -85700.235388 nChanged 95 SP:Iteration 4F (5826.331874 sec): 3 clusters Score: Raw -87355.974360 + Penalty 1569.105736 = -85786.868623 nChanged 72 SP:Iteration 5Q (5826.425724 sec): 3 clusters Score: Raw -87407.595580 + Penalty 1569.105736 = -85838.489843 nChanged 45 SP:Iteration 6Q (5826.503066 sec): 3 clusters Score: Raw -87439.036947 + Penalty 1569.105736 = -85869.931210 nChanged 38 SP:Iteration 7Q (5826.589222 sec): 3 clusters Score: Raw -87460.954830 + Penalty 1569.105736 = -85891.849093 nChanged 28 SP:Iteration 8Q (5826.696277 sec): 3 clusters Score: Raw -87477.210701 + Penalty 1569.105736 = -85908.104965 nChanged 22 SP:Iteration 9Q (5826.764156 sec): 3 clusters Score: Raw -87487.818908 + Penalty 1569.105736 = -85918.713172 nChanged 16 SP:Iteration 10Q (5826.846071 sec): 3 clusters Score: Raw -87496.604591 + Penalty 1569.105736 = -85927.498854 nChanged 12 SP:Iteration 11Q (5826.931082 sec): 3 clusters Score: Raw -87503.129739 + Penalty 1569.105736 = -85934.024002 nChanged 10 SP:Iteration 12Q (5827.031025 sec): 3 clusters Score: Raw -87509.903750 + Penalty 1569.105736 = -85940.798014 nChanged 13 SP:Iteration 13Q (5827.094187 sec): 3 clusters Score: Raw -87516.739760 + Penalty 1569.105736 = -85947.634024 nChanged 14 SP:Iteration 14Q (5827.168283 sec): 3 clusters Score: Raw -87522.664518 + Penalty 1569.105736 = -85953.558782 nChanged 12 SP:Iteration 15Q (5827.275000 sec): 3 clusters Score: Raw -87529.346042 + Penalty 1569.105736 = -85960.240305 nChanged 9 SP:Iteration 16Q (5827.370394 sec): 3 clusters Score: Raw -87533.640664 + Penalty 1569.105736 = -85964.534928 nChanged 15 SP:Iteration 17Q (5827.467728 sec): 3 clusters Score: Raw -87540.638865 + Penalty 1569.105736 = -85971.533129 nChanged 9 SP:Iteration 18Q (5827.565309 sec): 3 clusters Score: Raw -87544.013490 + Penalty 1569.105736 = -85974.907754 nChanged 8 SP:Iteration 19Q (5827.653250 sec): 3 clusters Score: Raw -87547.034417 + Penalty 1569.105736 = -85977.928681 nChanged 4 SP:Iteration 20F (5827.714428 sec): 3 clusters Score: Raw -87548.105714 + Penalty 1569.105736 = -85978.999977 nChanged 3 SP:Iteration 21Q (5827.799581 sec): 3 clusters Score: Raw -87548.785617 + Penalty 1569.105736 = -85979.679881 nChanged 1 SP:Iteration 22Q (5827.893175 sec): 3 clusters Score: Raw -87549.029161 + Penalty 1569.105736 = -85979.923424 nChanged 1 SP:Iteration 23Q (5827.956688 sec): 3 clusters Score: Raw -87549.492418 + Penalty 1569.105736 = -85980.386682 nChanged 1 SP:Iteration 24Q (5828.057727 sec): 3 clusters Score: Raw -87550.082155 + Penalty 1569.105736 = -85980.976418 nChanged 1 SP:Iteration 25Q (5828.132868 sec): 3 clusters Score: Raw -87550.426508 + Penalty 1569.105736 = -85981.320771 nChanged 2 SP:Iteration 26Q (5828.216804 sec): 3 clusters Score: Raw -87550.813921 + Penalty 1569.105736 = -85981.708185 nChanged 3 SP:Iteration 27Q (5828.289160 sec): 3 clusters Score: Raw -87552.006631 + Penalty 1569.105736 = -85982.900894 nChanged 3 SP:Iteration 28Q (5828.407224 sec): 3 clusters Score: Raw -87552.725175 + Penalty 1569.105736 = -85983.619439 nChanged 1 SP:Iteration 29Q (5828.483522 sec): 3 clusters Score: Raw -87552.984964 + Penalty 1569.105736 = -85983.879228 nChanged 1 SP:Iteration 30Q (5828.589492 sec): 3 clusters Score: Raw -87553.069311 + Penalty 1569.105736 = -85983.963575 nChanged 0 SP:Iteration 31F (5828.646404 sec): 3 clusters Score: Raw -87553.069311 + Penalty 1569.105736 = -85983.963575 nChanged 0 Trying to split cluster 9 (3976 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5828.722810 sec): 2 clusters Score: Raw -203877.445342 + Penalty 870.243315 = -203007.202027 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5828.771455 sec): 3 clusters Score: Raw -201719.471248 + Penalty 1740.486629 = -199978.984618 nChanged 1654 SP:Iteration 1F (5828.868551 sec): 3 clusters Score: Raw -202673.928646 + Penalty 1740.486629 = -200933.442017 nChanged 314 SP:Iteration 2F (5828.959454 sec): 3 clusters Score: Raw -202876.676553 + Penalty 1740.486629 = -201136.189924 nChanged 264 SP:Iteration 3F (5829.047340 sec): 3 clusters Score: Raw -203051.242376 + Penalty 1740.486629 = -201310.755747 nChanged 232 SP:Iteration 4F (5829.128664 sec): 3 clusters Score: Raw -203204.740143 + Penalty 1740.486629 = -201464.253513 nChanged 192 SP:Iteration 5Q (5829.212144 sec): 3 clusters Score: Raw -203336.910972 + Penalty 1740.486629 = -201596.424343 nChanged 184 SP:Iteration 6Q (5829.301400 sec): 3 clusters Score: Raw -203493.617980 + Penalty 1740.486629 = -201753.131351 nChanged 189 SP:Iteration 7Q (5829.365938 sec): 3 clusters Score: Raw -203694.423361 + Penalty 1740.486629 = -201953.936731 nChanged 194 SP:Iteration 8Q (5829.464454 sec): 3 clusters Score: Raw -203872.865475 + Penalty 1740.486629 = -202132.378846 nChanged 171 SP:Iteration 9Q (5829.553212 sec): 3 clusters Score: Raw -204015.530909 + Penalty 1740.486629 = -202275.044279 nChanged 166 SP:Iteration 10Q (5829.646587 sec): 3 clusters Score: Raw -204119.422207 + Penalty 1740.486629 = -202378.935577 nChanged 152 SP:Iteration 11Q (5829.735966 sec): 3 clusters Score: Raw -204195.741670 + Penalty 1740.486629 = -202455.255041 nChanged 90 SP:Iteration 12Q (5829.829307 sec): 3 clusters Score: Raw -204240.009342 + Penalty 1740.486629 = -202499.522713 nChanged 78 SP:Iteration 13Q (5829.903601 sec): 3 clusters Score: Raw -204270.580278 + Penalty 1740.486629 = -202530.093649 nChanged 57 SP:Iteration 14Q (5829.985319 sec): 3 clusters Score: Raw -204294.482180 + Penalty 1740.486629 = -202553.995551 nChanged 54 SP:Iteration 15Q (5830.084196 sec): 3 clusters Score: Raw -204312.370297 + Penalty 1740.486629 = -202571.883668 nChanged 33 SP:Iteration 16Q (5830.189222 sec): 3 clusters Score: Raw -204323.572145 + Penalty 1740.486629 = -202583.085516 nChanged 35 SP:Iteration 17Q (5830.285617 sec): 3 clusters Score: Raw -204335.033682 + Penalty 1740.486629 = -202594.547053 nChanged 23 SP:Iteration 18Q (5830.384420 sec): 3 clusters Score: Raw -204342.595841 + Penalty 1740.486629 = -202602.109211 nChanged 24 SP:Iteration 19Q (5830.481183 sec): 3 clusters Score: Raw -204349.364512 + Penalty 1740.486629 = -202608.877883 nChanged 23 SP:Iteration 20F (5830.574382 sec): 3 clusters Score: Raw -204353.852157 + Penalty 1740.486629 = -202613.365528 nChanged 15 SP:Iteration 21Q (5830.678389 sec): 3 clusters Score: Raw -204356.238032 + Penalty 1740.486629 = -202615.751402 nChanged 8 SP:Iteration 22Q (5830.766943 sec): 3 clusters Score: Raw -204360.252359 + Penalty 1740.486629 = -202619.765730 nChanged 9 SP:Iteration 23Q (5830.847753 sec): 3 clusters Score: Raw -204363.345788 + Penalty 1740.486629 = -202622.859159 nChanged 10 SP:Iteration 24Q (5830.942989 sec): 3 clusters Score: Raw -204365.103237 + Penalty 1740.486629 = -202624.616608 nChanged 7 SP:Iteration 25Q (5831.033205 sec): 3 clusters Score: Raw -204366.730117 + Penalty 1740.486629 = -202626.243488 nChanged 6 SP:Iteration 26Q (5831.144588 sec): 3 clusters Score: Raw -204368.289529 + Penalty 1740.486629 = -202627.802900 nChanged 5 SP:Iteration 27Q (5831.240210 sec): 3 clusters Score: Raw -204369.298106 + Penalty 1740.486629 = -202628.811477 nChanged 5 SP:Iteration 28Q (5831.320611 sec): 3 clusters Score: Raw -204370.576118 + Penalty 1740.486629 = -202630.089489 nChanged 6 SP:Iteration 29Q (5831.404916 sec): 3 clusters Score: Raw -204372.066995 + Penalty 1740.486629 = -202631.580365 nChanged 4 SP:Iteration 30Q (5831.492731 sec): 3 clusters Score: Raw -204372.688631 + Penalty 1740.486629 = -202632.202001 nChanged 3 SP:Iteration 31Q (5831.579242 sec): 3 clusters Score: Raw -204373.335758 + Penalty 1740.486629 = -202632.849129 nChanged 2 SP:Iteration 32Q (5831.687265 sec): 3 clusters Score: Raw -204373.666579 + Penalty 1740.486629 = -202633.179949 nChanged 2 SP:Iteration 33Q (5831.785933 sec): 3 clusters Score: Raw -204373.946160 + Penalty 1740.486629 = -202633.459530 nChanged 0 SP:Iteration 34F (5831.861104 sec): 3 clusters Score: Raw -204373.946160 + Penalty 1740.486629 = -202633.459530 nChanged 0 Trying to split cluster 10 (988 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5831.911374 sec): 2 clusters Score: Raw -44819.491363 + Penalty 724.046683 = -44095.444680 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5831.990488 sec): 3 clusters Score: Raw -44439.110792 + Penalty 1448.093367 = -42991.017426 nChanged 369 SP:Iteration 1F (5832.094149 sec): 3 clusters Score: Raw -44799.729425 + Penalty 1448.093367 = -43351.636058 nChanged 110 SP:Iteration 2F (5832.182633 sec): 3 clusters Score: Raw -44973.508592 + Penalty 1448.093367 = -43525.415226 nChanged 85 SP:Iteration 3F (5832.268364 sec): 3 clusters Score: Raw -45109.644014 + Penalty 1448.093367 = -43661.550648 nChanged 54 SP:Iteration 4F (5832.332113 sec): 3 clusters Score: Raw -45228.660771 + Penalty 1448.093367 = -43780.567405 nChanged 51 SP:Iteration 5F (5832.437291 sec): 3 clusters Score: Raw -45325.917769 + Penalty 1448.093367 = -43877.824403 nChanged 38 SP:Iteration 6Q (5832.522158 sec): 3 clusters Score: Raw -45373.960543 + Penalty 1448.093367 = -43925.867177 nChanged 20 SP:Iteration 7Q (5832.584750 sec): 3 clusters Score: Raw -45401.376781 + Penalty 1448.093367 = -43953.283414 nChanged 13 SP:Iteration 8Q (5832.682258 sec): 3 clusters Score: Raw -45417.072604 + Penalty 1448.093367 = -43968.979237 nChanged 17 SP:Iteration 9Q (5832.750436 sec): 3 clusters Score: Raw -45432.411648 + Penalty 1448.093367 = -43984.318282 nChanged 9 SP:Iteration 10Q (5832.838091 sec): 3 clusters Score: Raw -45439.683017 + Penalty 1448.093367 = -43991.589651 nChanged 8 SP:Iteration 11Q (5832.936074 sec): 3 clusters Score: Raw -45446.137799 + Penalty 1448.093367 = -43998.044433 nChanged 8 SP:Iteration 12Q (5833.012004 sec): 3 clusters Score: Raw -45454.287251 + Penalty 1448.093367 = -44006.193884 nChanged 6 SP:Iteration 13Q (5833.119111 sec): 3 clusters Score: Raw -45460.905682 + Penalty 1448.093367 = -44012.812315 nChanged 8 SP:Iteration 14Q (5833.198409 sec): 3 clusters Score: Raw -45469.316682 + Penalty 1448.093367 = -44021.223315 nChanged 3 SP:Iteration 15Q (5833.267310 sec): 3 clusters Score: Raw -45473.341817 + Penalty 1448.093367 = -44025.248450 nChanged 5 SP:Iteration 16Q (5833.364350 sec): 3 clusters Score: Raw -45479.988034 + Penalty 1448.093367 = -44031.894668 nChanged 5 SP:Iteration 17Q (5833.453180 sec): 3 clusters Score: Raw -45484.941895 + Penalty 1448.093367 = -44036.848529 nChanged 7 SP:Iteration 18Q (5833.548065 sec): 3 clusters Score: Raw -45491.028915 + Penalty 1448.093367 = -44042.935548 nChanged 2 SP:Iteration 19Q (5833.628061 sec): 3 clusters Score: Raw -45493.309769 + Penalty 1448.093367 = -44045.216403 nChanged 2 SP:Iteration 20F (5833.712965 sec): 3 clusters Score: Raw -45499.720470 + Penalty 1448.093367 = -44051.627103 nChanged 4 SP:Iteration 21Q (5833.833821 sec): 3 clusters Score: Raw -45505.329237 + Penalty 1448.093367 = -44057.235871 nChanged 3 SP:Iteration 22Q (5833.916149 sec): 3 clusters Score: Raw -45507.751974 + Penalty 1448.093367 = -44059.658607 nChanged 5 SP:Iteration 23Q (5833.981873 sec): 3 clusters Score: Raw -45514.393782 + Penalty 1448.093367 = -44066.300415 nChanged 5 SP:Iteration 24Q (5834.078486 sec): 3 clusters Score: Raw -45524.894824 + Penalty 1448.093367 = -44076.801458 nChanged 7 SP:Iteration 25Q (5834.165091 sec): 3 clusters Score: Raw -45534.627594 + Penalty 1448.093367 = -44086.534228 nChanged 7 SP:Iteration 26Q (5834.240159 sec): 3 clusters Score: Raw -45549.816237 + Penalty 1448.093367 = -44101.722870 nChanged 4 SP:Iteration 27Q (5834.322245 sec): 3 clusters Score: Raw -45553.581006 + Penalty 1448.093367 = -44105.487640 nChanged 2 SP:Iteration 28Q (5834.400229 sec): 3 clusters Score: Raw -45556.123291 + Penalty 1448.093367 = -44108.029925 nChanged 3 SP:Iteration 29Q (5834.474965 sec): 3 clusters Score: Raw -45557.774253 + Penalty 1448.093367 = -44109.680887 nChanged 2 SP:Iteration 30Q (5834.559486 sec): 3 clusters Score: Raw -45559.040456 + Penalty 1448.093367 = -44110.947090 nChanged 1 SP:Iteration 31Q (5834.656399 sec): 3 clusters Score: Raw -45559.676148 + Penalty 1448.093367 = -44111.582782 nChanged 0 SP:Iteration 32F (5834.730066 sec): 3 clusters Score: Raw -45559.676148 + Penalty 1448.093367 = -44111.582782 nChanged 0 Score: Raw -4230127.856208 + Penalty 26019.816055 = -4204108.040153 Splitting cluster 10 changes total score from -4204550.574280 to -4204108.040153 So it's not getting split. Trying to split cluster 11 (11361 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5836.891058 sec): 2 clusters Score: Raw -683153.144944 + Penalty 980.483880 = -682172.661064 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5837.007698 sec): 3 clusters Score: Raw -676399.768704 + Penalty 1960.967760 = -674438.800944 nChanged 5131 SP:Iteration 1F (5837.111071 sec): 3 clusters Score: Raw -679278.210026 + Penalty 1960.967760 = -677317.242265 nChanged 671 SP:Iteration 2F (5837.229645 sec): 3 clusters Score: Raw -679614.713487 + Penalty 1960.967760 = -677653.745726 nChanged 694 SP:Iteration 3F (5837.320775 sec): 3 clusters Score: Raw -679991.379221 + Penalty 1960.967760 = -678030.411460 nChanged 704 SP:Iteration 4F (5837.416896 sec): 3 clusters Score: Raw -680381.568324 + Penalty 1960.967760 = -678420.600564 nChanged 663 SP:Iteration 5F (5837.511349 sec): 3 clusters Score: Raw -680728.443781 + Penalty 1960.967760 = -678767.476021 nChanged 574 SP:Iteration 6F (5837.620298 sec): 3 clusters Score: Raw -681041.787088 + Penalty 1960.967760 = -679080.819328 nChanged 532 SP:Iteration 7Q (5837.727376 sec): 3 clusters Score: Raw -681312.146141 + Penalty 1960.967760 = -679351.178380 nChanged 479 SP:Iteration 8Q (5837.828127 sec): 3 clusters Score: Raw -681546.270461 + Penalty 1960.967760 = -679585.302701 nChanged 421 SP:Iteration 9Q (5837.939418 sec): 3 clusters Score: Raw -681743.468744 + Penalty 1960.967760 = -679782.500984 nChanged 343 SP:Iteration 10Q (5838.038482 sec): 3 clusters Score: Raw -681879.646531 + Penalty 1960.967760 = -679918.678770 nChanged 292 SP:Iteration 11Q (5838.132115 sec): 3 clusters Score: Raw -681987.676062 + Penalty 1960.967760 = -680026.708302 nChanged 241 SP:Iteration 12Q (5838.234987 sec): 3 clusters Score: Raw -682090.104142 + Penalty 1960.967760 = -680129.136381 nChanged 220 SP:Iteration 13Q (5838.336584 sec): 3 clusters Score: Raw -682180.163125 + Penalty 1960.967760 = -680219.195365 nChanged 184 SP:Iteration 14Q (5838.441654 sec): 3 clusters Score: Raw -682252.448110 + Penalty 1960.967760 = -680291.480349 nChanged 153 SP:Iteration 15Q (5838.528950 sec): 3 clusters Score: Raw -682302.517964 + Penalty 1960.967760 = -680341.550204 nChanged 117 SP:Iteration 16Q (5838.631524 sec): 3 clusters Score: Raw -682332.057670 + Penalty 1960.967760 = -680371.089910 nChanged 99 SP:Iteration 17Q (5838.738036 sec): 3 clusters Score: Raw -682357.661972 + Penalty 1960.967760 = -680396.694212 nChanged 88 SP:Iteration 18Q (5838.830828 sec): 3 clusters Score: Raw -682378.241709 + Penalty 1960.967760 = -680417.273949 nChanged 80 SP:Iteration 19Q (5838.933122 sec): 3 clusters Score: Raw -682397.914337 + Penalty 1960.967760 = -680436.946577 nChanged 90 SP:Iteration 20F (5839.043531 sec): 3 clusters Score: Raw -682420.499323 + Penalty 1960.967760 = -680459.531562 nChanged 78 SP:Iteration 21Q (5839.141100 sec): 3 clusters Score: Raw -682438.667421 + Penalty 1960.967760 = -680477.699660 nChanged 70 SP:Iteration 22Q (5839.257845 sec): 3 clusters Score: Raw -682454.382798 + Penalty 1960.967760 = -680493.415037 nChanged 68 SP:Iteration 23Q (5839.355396 sec): 3 clusters Score: Raw -682468.194970 + Penalty 1960.967760 = -680507.227209 nChanged 58 SP:Iteration 24Q (5839.458281 sec): 3 clusters Score: Raw -682479.408262 + Penalty 1960.967760 = -680518.440502 nChanged 60 SP:Iteration 25Q (5839.535795 sec): 3 clusters Score: Raw -682493.182858 + Penalty 1960.967760 = -680532.215097 nChanged 68 SP:Iteration 26Q (5839.643858 sec): 3 clusters Score: Raw -682506.043354 + Penalty 1960.967760 = -680545.075594 nChanged 69 SP:Iteration 27Q (5839.750149 sec): 3 clusters Score: Raw -682519.367884 + Penalty 1960.967760 = -680558.400123 nChanged 73 SP:Iteration 28Q (5839.875919 sec): 3 clusters Score: Raw -682532.573363 + Penalty 1960.967760 = -680571.605602 nChanged 63 SP:Iteration 29Q (5839.960567 sec): 3 clusters Score: Raw -682544.605861 + Penalty 1960.967760 = -680583.638101 nChanged 58 SP:Iteration 30Q (5840.059920 sec): 3 clusters Score: Raw -682554.849524 + Penalty 1960.967760 = -680593.881763 nChanged 67 SP:Iteration 31Q (5840.149598 sec): 3 clusters Score: Raw -682565.970279 + Penalty 1960.967760 = -680605.002519 nChanged 75 SP:Iteration 32Q (5840.244431 sec): 3 clusters Score: Raw -682579.383042 + Penalty 1960.967760 = -680618.415282 nChanged 69 SP:Iteration 33Q (5840.354426 sec): 3 clusters Score: Raw -682594.246180 + Penalty 1960.967760 = -680633.278420 nChanged 75 SP:Iteration 34Q (5840.454309 sec): 3 clusters Score: Raw -682609.165597 + Penalty 1960.967760 = -680648.197836 nChanged 69 SP:Iteration 35Q (5840.558496 sec): 3 clusters Score: Raw -682624.715231 + Penalty 1960.967760 = -680663.747471 nChanged 65 SP:Iteration 36Q (5840.651929 sec): 3 clusters Score: Raw -682638.502778 + Penalty 1960.967760 = -680677.535018 nChanged 71 SP:Iteration 37Q (5840.752574 sec): 3 clusters Score: Raw -682655.653676 + Penalty 1960.967760 = -680694.685916 nChanged 75 SP:Iteration 38Q (5840.880430 sec): 3 clusters Score: Raw -682673.231760 + Penalty 1960.967760 = -680712.264000 nChanged 68 SP:Iteration 39Q (5840.967490 sec): 3 clusters Score: Raw -682688.438833 + Penalty 1960.967760 = -680727.471072 nChanged 69 SP:Iteration 40F (5841.066072 sec): 3 clusters Score: Raw -682705.926256 + Penalty 1960.967760 = -680744.958495 nChanged 71 SP:Iteration 41Q (5841.165654 sec): 3 clusters Score: Raw -682721.932172 + Penalty 1960.967760 = -680760.964411 nChanged 67 SP:Iteration 42Q (5841.265138 sec): 3 clusters Score: Raw -682734.367277 + Penalty 1960.967760 = -680773.399516 nChanged 62 SP:Iteration 43Q (5841.392704 sec): 3 clusters Score: Raw -682745.370226 + Penalty 1960.967760 = -680784.402465 nChanged 51 SP:Iteration 44Q (5841.490455 sec): 3 clusters Score: Raw -682753.096659 + Penalty 1960.967760 = -680792.128899 nChanged 44 SP:Iteration 45Q (5841.580660 sec): 3 clusters Score: Raw -682759.800203 + Penalty 1960.967760 = -680798.832443 nChanged 44 SP:Iteration 46Q (5841.686375 sec): 3 clusters Score: Raw -682766.774762 + Penalty 1960.967760 = -680805.807001 nChanged 44 SP:Iteration 47Q (5841.777942 sec): 3 clusters Score: Raw -682775.057237 + Penalty 1960.967760 = -680814.089477 nChanged 49 SP:Iteration 48Q (5841.893167 sec): 3 clusters Score: Raw -682786.197094 + Penalty 1960.967760 = -680825.229333 nChanged 57 SP:Iteration 49Q (5842.015047 sec): 3 clusters Score: Raw -682796.956755 + Penalty 1960.967760 = -680835.988995 nChanged 40 SP:Iteration 50Q (5842.114886 sec): 3 clusters Score: Raw -682804.512449 + Penalty 1960.967760 = -680843.544689 nChanged 34 SP:Iteration 51Q (5842.211143 sec): 3 clusters Score: Raw -682810.194773 + Penalty 1960.967760 = -680849.227012 nChanged 33 SP:Iteration 52Q (5842.311876 sec): 3 clusters Score: Raw -682817.464656 + Penalty 1960.967760 = -680856.496896 nChanged 37 SP:Iteration 53Q (5842.409980 sec): 3 clusters Score: Raw -682827.358312 + Penalty 1960.967760 = -680866.390552 nChanged 45 SP:Iteration 54Q (5842.514798 sec): 3 clusters Score: Raw -682841.624915 + Penalty 1960.967760 = -680880.657155 nChanged 62 SP:Iteration 55Q (5842.624518 sec): 3 clusters Score: Raw -682865.043051 + Penalty 1960.967760 = -680904.075290 nChanged 75 SP:Iteration 56Q (5842.727110 sec): 3 clusters Score: Raw -682893.727190 + Penalty 1960.967760 = -680932.759430 nChanged 81 SP:Iteration 57Q (5842.829520 sec): 3 clusters Score: Raw -682923.987510 + Penalty 1960.967760 = -680963.019750 nChanged 75 SP:Iteration 58Q (5842.919789 sec): 3 clusters Score: Raw -682956.085783 + Penalty 1960.967760 = -680995.118022 nChanged 84 SP:Iteration 59Q (5843.024362 sec): 3 clusters Score: Raw -682997.963011 + Penalty 1960.967760 = -681036.995251 nChanged 98 SP:Iteration 60F (5843.130697 sec): 3 clusters Score: Raw -683046.828692 + Penalty 1960.967760 = -681085.860932 nChanged 102 SP:Iteration 61Q (5843.210601 sec): 3 clusters Score: Raw -683100.338974 + Penalty 1960.967760 = -681139.371214 nChanged 101 SP:Iteration 62Q (5843.319438 sec): 3 clusters Score: Raw -683155.472409 + Penalty 1960.967760 = -681194.504649 nChanged 112 SP:Iteration 63Q (5843.437796 sec): 3 clusters Score: Raw -683233.722898 + Penalty 1960.967760 = -681272.755137 nChanged 125 SP:Iteration 64Q (5843.539256 sec): 3 clusters Score: Raw -683320.996304 + Penalty 1960.967760 = -681360.028544 nChanged 113 SP:Iteration 65Q (5843.622354 sec): 3 clusters Score: Raw -683397.833758 + Penalty 1960.967760 = -681436.865998 nChanged 88 SP:Iteration 66Q (5843.721616 sec): 3 clusters Score: Raw -683453.195721 + Penalty 1960.967760 = -681492.227961 nChanged 77 SP:Iteration 67Q (5843.823463 sec): 3 clusters Score: Raw -683497.454850 + Penalty 1960.967760 = -681536.487089 nChanged 66 SP:Iteration 68Q (5843.934634 sec): 3 clusters Score: Raw -683525.227042 + Penalty 1960.967760 = -681564.259281 nChanged 34 SP:Iteration 69Q (5844.057025 sec): 3 clusters Score: Raw -683533.454620 + Penalty 1960.967760 = -681572.486859 nChanged 19 SP:Iteration 70Q (5844.153082 sec): 3 clusters Score: Raw -683536.876207 + Penalty 1960.967760 = -681575.908446 nChanged 16 SP:Iteration 71Q (5844.273557 sec): 3 clusters Score: Raw -683541.008809 + Penalty 1960.967760 = -681580.041049 nChanged 11 SP:Iteration 72Q (5844.366563 sec): 3 clusters Score: Raw -683542.619163 + Penalty 1960.967760 = -681581.651402 nChanged 7 SP:Iteration 73Q (5844.466959 sec): 3 clusters Score: Raw -683543.291562 + Penalty 1960.967760 = -681582.323801 nChanged 3 SP:Iteration 74Q (5844.557573 sec): 3 clusters Score: Raw -683543.481377 + Penalty 1960.967760 = -681582.513616 nChanged 2 SP:Iteration 75Q (5844.655645 sec): 3 clusters Score: Raw -683543.623704 + Penalty 1960.967760 = -681582.655943 nChanged 2 SP:Iteration 76Q (5844.760452 sec): 3 clusters Score: Raw -683544.158980 + Penalty 1960.967760 = -681583.191220 nChanged 3 SP:Iteration 77Q (5844.876785 sec): 3 clusters Score: Raw -683544.599105 + Penalty 1960.967760 = -681583.631344 nChanged 4 SP:Iteration 78Q (5844.968473 sec): 3 clusters Score: Raw -683545.152397 + Penalty 1960.967760 = -681584.184636 nChanged 3 SP:Iteration 79Q (5845.091533 sec): 3 clusters Score: Raw -683545.505077 + Penalty 1960.967760 = -681584.537317 nChanged 1 SP:Iteration 80F (5845.204430 sec): 3 clusters Score: Raw -683545.652720 + Penalty 1960.967760 = -681584.684960 nChanged 2 SP:Iteration 81Q (5845.313895 sec): 3 clusters Score: Raw -683545.861575 + Penalty 1960.967760 = -681584.893814 nChanged 0 SP:Iteration 82F (5845.416010 sec): 3 clusters Score: Raw -683545.861575 + Penalty 1960.967760 = -681584.893814 nChanged 0 Trying to split cluster 12 (8192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5845.489100 sec): 2 clusters Score: Raw -473005.282467 + Penalty 946.145901 = -472059.136566 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5845.589635 sec): 3 clusters Score: Raw -468267.406372 + Penalty 1892.291803 = -466375.114569 nChanged 3676 SP:Iteration 1F (5845.672403 sec): 3 clusters Score: Raw -470505.839482 + Penalty 1892.291803 = -468613.547680 nChanged 654 SP:Iteration 2F (5845.771360 sec): 3 clusters Score: Raw -470976.153554 + Penalty 1892.291803 = -469083.861751 nChanged 615 SP:Iteration 3F (5845.874043 sec): 3 clusters Score: Raw -471470.526259 + Penalty 1892.291803 = -469578.234456 nChanged 582 SP:Iteration 4F (5845.962662 sec): 3 clusters Score: Raw -471918.429528 + Penalty 1892.291803 = -470026.137725 nChanged 504 SP:Iteration 5F (5846.073504 sec): 3 clusters Score: Raw -472262.799936 + Penalty 1892.291803 = -470370.508133 nChanged 412 SP:Iteration 6F (5846.162252 sec): 3 clusters Score: Raw -472501.271119 + Penalty 1892.291803 = -470608.979316 nChanged 297 SP:Iteration 7Q (5846.256263 sec): 3 clusters Score: Raw -472661.575721 + Penalty 1892.291803 = -470769.283918 nChanged 262 SP:Iteration 8Q (5846.377996 sec): 3 clusters Score: Raw -472786.260410 + Penalty 1892.291803 = -470893.968607 nChanged 205 SP:Iteration 9Q (5846.470499 sec): 3 clusters Score: Raw -472878.076142 + Penalty 1892.291803 = -470985.784339 nChanged 165 SP:Iteration 10Q (5846.546848 sec): 3 clusters Score: Raw -472934.877828 + Penalty 1892.291803 = -471042.586025 nChanged 114 SP:Iteration 11Q (5846.653963 sec): 3 clusters Score: Raw -472968.729206 + Penalty 1892.291803 = -471076.437403 nChanged 81 SP:Iteration 12Q (5846.755446 sec): 3 clusters Score: Raw -472988.354189 + Penalty 1892.291803 = -471096.062386 nChanged 73 SP:Iteration 13Q (5846.862355 sec): 3 clusters Score: Raw -473002.752673 + Penalty 1892.291803 = -471110.460870 nChanged 71 SP:Iteration 14Q (5846.974742 sec): 3 clusters Score: Raw -473016.448200 + Penalty 1892.291803 = -471124.156397 nChanged 61 SP:Iteration 15Q (5847.066221 sec): 3 clusters Score: Raw -473027.917319 + Penalty 1892.291803 = -471135.625517 nChanged 51 SP:Iteration 16Q (5847.180403 sec): 3 clusters Score: Raw -473035.215093 + Penalty 1892.291803 = -471142.923290 nChanged 42 SP:Iteration 17Q (5847.283225 sec): 3 clusters Score: Raw -473039.454078 + Penalty 1892.291803 = -471147.162275 nChanged 26 SP:Iteration 18Q (5847.369465 sec): 3 clusters Score: Raw -473043.199782 + Penalty 1892.291803 = -471150.907979 nChanged 28 SP:Iteration 19Q (5847.476044 sec): 3 clusters Score: Raw -473046.621927 + Penalty 1892.291803 = -471154.330124 nChanged 36 SP:Iteration 20F (5847.570225 sec): 3 clusters Score: Raw -473051.656887 + Penalty 1892.291803 = -471159.365084 nChanged 33 SP:Iteration 21Q (5847.714836 sec): 3 clusters Score: Raw -473055.513193 + Penalty 1892.291803 = -471163.221390 nChanged 24 SP:Iteration 22Q (5847.837480 sec): 3 clusters Score: Raw -473059.146605 + Penalty 1892.291803 = -471166.854802 nChanged 24 SP:Iteration 23Q (5847.934764 sec): 3 clusters Score: Raw -473062.354534 + Penalty 1892.291803 = -471170.062731 nChanged 23 SP:Iteration 24Q (5848.063622 sec): 3 clusters Score: Raw -473064.995742 + Penalty 1892.291803 = -471172.703939 nChanged 20 SP:Iteration 25Q (5848.161936 sec): 3 clusters Score: Raw -473066.782551 + Penalty 1892.291803 = -471174.490748 nChanged 18 SP:Iteration 26Q (5848.290802 sec): 3 clusters Score: Raw -473068.518077 + Penalty 1892.291803 = -471176.226274 nChanged 14 SP:Iteration 27Q (5848.411648 sec): 3 clusters Score: Raw -473069.693776 + Penalty 1892.291803 = -471177.401973 nChanged 12 SP:Iteration 28Q (5848.559681 sec): 3 clusters Score: Raw -473070.921392 + Penalty 1892.291803 = -471178.629589 nChanged 11 SP:Iteration 29Q (5848.688280 sec): 3 clusters Score: Raw -473071.947413 + Penalty 1892.291803 = -471179.655610 nChanged 13 SP:Iteration 30Q (5848.783135 sec): 3 clusters Score: Raw -473074.051531 + Penalty 1892.291803 = -471181.759728 nChanged 15 SP:Iteration 31Q (5848.926838 sec): 3 clusters Score: Raw -473075.548077 + Penalty 1892.291803 = -471183.256274 nChanged 14 SP:Iteration 32Q (5849.053798 sec): 3 clusters Score: Raw -473077.037205 + Penalty 1892.291803 = -471184.745402 nChanged 14 SP:Iteration 33Q (5849.158095 sec): 3 clusters Score: Raw -473078.455310 + Penalty 1892.291803 = -471186.163507 nChanged 11 SP:Iteration 34Q (5849.274954 sec): 3 clusters Score: Raw -473079.454166 + Penalty 1892.291803 = -471187.162363 nChanged 7 SP:Iteration 35Q (5849.408413 sec): 3 clusters Score: Raw -473079.948222 + Penalty 1892.291803 = -471187.656419 nChanged 3 SP:Iteration 36Q (5849.510037 sec): 3 clusters Score: Raw -473080.083508 + Penalty 1892.291803 = -471187.791705 nChanged 4 SP:Iteration 37Q (5849.636146 sec): 3 clusters Score: Raw -473080.321713 + Penalty 1892.291803 = -471188.029910 nChanged 6 SP:Iteration 38Q (5849.771114 sec): 3 clusters Score: Raw -473080.702297 + Penalty 1892.291803 = -471188.410494 nChanged 11 SP:Iteration 39Q (5849.893961 sec): 3 clusters Score: Raw -473081.944542 + Penalty 1892.291803 = -471189.652739 nChanged 15 SP:Iteration 40F (5850.013333 sec): 3 clusters Score: Raw -473083.565535 + Penalty 1892.291803 = -471191.273733 nChanged 17 SP:Iteration 41Q (5850.161788 sec): 3 clusters Score: Raw -473085.421848 + Penalty 1892.291803 = -471193.130045 nChanged 10 SP:Iteration 42Q (5850.277163 sec): 3 clusters Score: Raw -473086.024839 + Penalty 1892.291803 = -471193.733036 nChanged 4 SP:Iteration 43Q (5850.389944 sec): 3 clusters Score: Raw -473086.380841 + Penalty 1892.291803 = -471194.089039 nChanged 5 SP:Iteration 44Q (5850.551962 sec): 3 clusters Score: Raw -473086.773537 + Penalty 1892.291803 = -471194.481734 nChanged 3 SP:Iteration 45Q (5850.653750 sec): 3 clusters Score: Raw -473087.060653 + Penalty 1892.291803 = -471194.768850 nChanged 4 SP:Iteration 46Q (5850.804174 sec): 3 clusters Score: Raw -473087.439717 + Penalty 1892.291803 = -471195.147914 nChanged 4 SP:Iteration 47Q (5850.918320 sec): 3 clusters Score: Raw -473087.745899 + Penalty 1892.291803 = -471195.454096 nChanged 3 SP:Iteration 48Q (5851.033996 sec): 3 clusters Score: Raw -473088.016657 + Penalty 1892.291803 = -471195.724854 nChanged 3 SP:Iteration 49Q (5851.146353 sec): 3 clusters Score: Raw -473088.286641 + Penalty 1892.291803 = -471195.994838 nChanged 1 SP:Iteration 50Q (5851.283276 sec): 3 clusters Score: Raw -473088.355379 + Penalty 1892.291803 = -471196.063576 nChanged 0 SP:Iteration 51F (5851.390920 sec): 3 clusters Score: Raw -473088.355379 + Penalty 1892.291803 = -471196.063576 nChanged 0 Trying to split cluster 13 (3404 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5851.465767 sec): 2 clusters Score: Raw -171332.343512 + Penalty 853.934181 = -170478.409330 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5851.577715 sec): 3 clusters Score: Raw -169596.308806 + Penalty 1707.868363 = -167888.440443 nChanged 1425 SP:Iteration 1F (5851.692608 sec): 3 clusters Score: Raw -170485.307416 + Penalty 1707.868363 = -168777.439053 nChanged 316 SP:Iteration 2F (5851.783671 sec): 3 clusters Score: Raw -170746.407992 + Penalty 1707.868363 = -169038.539629 nChanged 228 SP:Iteration 3F (5851.895377 sec): 3 clusters Score: Raw -170938.505750 + Penalty 1707.868363 = -169230.637387 nChanged 192 SP:Iteration 4F (5852.015959 sec): 3 clusters Score: Raw -171136.677047 + Penalty 1707.868363 = -169428.808685 nChanged 207 SP:Iteration 5F (5852.139208 sec): 3 clusters Score: Raw -171378.529714 + Penalty 1707.868363 = -169670.661351 nChanged 185 SP:Iteration 6F (5852.248604 sec): 3 clusters Score: Raw -171563.645695 + Penalty 1707.868363 = -169855.777332 nChanged 145 SP:Iteration 7Q (5852.360716 sec): 3 clusters Score: Raw -171705.036343 + Penalty 1707.868363 = -169997.167980 nChanged 111 SP:Iteration 8Q (5852.467320 sec): 3 clusters Score: Raw -171792.760980 + Penalty 1707.868363 = -170084.892618 nChanged 83 SP:Iteration 9Q (5852.584125 sec): 3 clusters Score: Raw -171844.408093 + Penalty 1707.868363 = -170136.539730 nChanged 64 SP:Iteration 10Q (5852.723585 sec): 3 clusters Score: Raw -171883.898868 + Penalty 1707.868363 = -170176.030505 nChanged 56 SP:Iteration 11Q (5852.828852 sec): 3 clusters Score: Raw -171914.243913 + Penalty 1707.868363 = -170206.375550 nChanged 37 SP:Iteration 12Q (5852.953283 sec): 3 clusters Score: Raw -171935.361267 + Penalty 1707.868363 = -170227.492904 nChanged 30 SP:Iteration 13Q (5853.046145 sec): 3 clusters Score: Raw -171950.696363 + Penalty 1707.868363 = -170242.828000 nChanged 36 SP:Iteration 14Q (5853.164024 sec): 3 clusters Score: Raw -171967.929916 + Penalty 1707.868363 = -170260.061553 nChanged 31 SP:Iteration 15Q (5853.302753 sec): 3 clusters Score: Raw -171978.821940 + Penalty 1707.868363 = -170270.953577 nChanged 19 SP:Iteration 16Q (5853.397577 sec): 3 clusters Score: Raw -171984.364922 + Penalty 1707.868363 = -170276.496559 nChanged 15 SP:Iteration 17Q (5853.522009 sec): 3 clusters Score: Raw -171989.412005 + Penalty 1707.868363 = -170281.543642 nChanged 9 SP:Iteration 18Q (5853.647553 sec): 3 clusters Score: Raw -171992.625158 + Penalty 1707.868363 = -170284.756795 nChanged 8 SP:Iteration 19Q (5853.735414 sec): 3 clusters Score: Raw -171994.370386 + Penalty 1707.868363 = -170286.502023 nChanged 7 SP:Iteration 20F (5853.861763 sec): 3 clusters Score: Raw -171997.495340 + Penalty 1707.868363 = -170289.626977 nChanged 10 SP:Iteration 21Q (5853.988202 sec): 3 clusters Score: Raw -172000.910432 + Penalty 1707.868363 = -170293.042069 nChanged 10 SP:Iteration 22Q (5854.106616 sec): 3 clusters Score: Raw -172003.614121 + Penalty 1707.868363 = -170295.745758 nChanged 6 SP:Iteration 23Q (5854.198650 sec): 3 clusters Score: Raw -172004.739186 + Penalty 1707.868363 = -170296.870824 nChanged 4 SP:Iteration 24Q (5854.296186 sec): 3 clusters Score: Raw -172005.376672 + Penalty 1707.868363 = -170297.508309 nChanged 3 SP:Iteration 25Q (5854.428248 sec): 3 clusters Score: Raw -172005.883373 + Penalty 1707.868363 = -170298.015010 nChanged 1 SP:Iteration 26Q (5854.524757 sec): 3 clusters Score: Raw -172006.078061 + Penalty 1707.868363 = -170298.209699 nChanged 3 SP:Iteration 27Q (5854.635350 sec): 3 clusters Score: Raw -172006.477383 + Penalty 1707.868363 = -170298.609020 nChanged 1 SP:Iteration 28Q (5854.763803 sec): 3 clusters Score: Raw -172006.677823 + Penalty 1707.868363 = -170298.809460 nChanged 2 SP:Iteration 29Q (5854.854360 sec): 3 clusters Score: Raw -172007.179052 + Penalty 1707.868363 = -170299.310689 nChanged 2 SP:Iteration 30Q (5854.966979 sec): 3 clusters Score: Raw -172007.514935 + Penalty 1707.868363 = -170299.646572 nChanged 1 SP:Iteration 31Q (5855.074908 sec): 3 clusters Score: Raw -172007.664785 + Penalty 1707.868363 = -170299.796422 nChanged 1 SP:Iteration 32Q (5855.182534 sec): 3 clusters Score: Raw -172007.781602 + Penalty 1707.868363 = -170299.913239 nChanged 3 SP:Iteration 33Q (5855.298543 sec): 3 clusters Score: Raw -172008.262063 + Penalty 1707.868363 = -170300.393700 nChanged 3 SP:Iteration 34Q (5855.434207 sec): 3 clusters Score: Raw -172008.870518 + Penalty 1707.868363 = -170301.002155 nChanged 4 SP:Iteration 35Q (5855.522325 sec): 3 clusters Score: Raw -172009.833498 + Penalty 1707.868363 = -170301.965135 nChanged 3 SP:Iteration 36Q (5855.616279 sec): 3 clusters Score: Raw -172010.709147 + Penalty 1707.868363 = -170302.840784 nChanged 5 SP:Iteration 37Q (5855.752512 sec): 3 clusters Score: Raw -172011.895028 + Penalty 1707.868363 = -170304.026665 nChanged 3 SP:Iteration 38Q (5855.855627 sec): 3 clusters Score: Raw -172012.404997 + Penalty 1707.868363 = -170304.536634 nChanged 5 SP:Iteration 39Q (5855.998047 sec): 3 clusters Score: Raw -172013.183817 + Penalty 1707.868363 = -170305.315454 nChanged 0 SP:Iteration 40F (5856.107945 sec): 3 clusters Score: Raw -172013.183817 + Penalty 1707.868363 = -170305.315454 nChanged 0 Trying to split cluster 14 (1500 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5856.149286 sec): 2 clusters Score: Raw -88090.999255 + Penalty 767.888141 = -87323.111115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5856.291024 sec): 3 clusters Score: Raw -87431.514707 + Penalty 1535.776281 = -85895.738425 nChanged 537 SP:Iteration 1F (5856.385207 sec): 3 clusters Score: Raw -87765.945991 + Penalty 1535.776281 = -86230.169709 nChanged 114 SP:Iteration 2F (5856.504519 sec): 3 clusters Score: Raw -87843.445895 + Penalty 1535.776281 = -86307.669614 nChanged 69 SP:Iteration 3Q (5856.622698 sec): 3 clusters Score: Raw -87880.237612 + Penalty 1535.776281 = -86344.461331 nChanged 48 SP:Iteration 4Q (5856.730143 sec): 3 clusters Score: Raw -87905.427425 + Penalty 1535.776281 = -86369.651143 nChanged 36 SP:Iteration 5Q (5856.809542 sec): 3 clusters Score: Raw -87935.129075 + Penalty 1535.776281 = -86399.352794 nChanged 35 SP:Iteration 6Q (5856.913145 sec): 3 clusters Score: Raw -87959.554768 + Penalty 1535.776281 = -86423.778487 nChanged 33 SP:Iteration 7Q (5857.039892 sec): 3 clusters Score: Raw -87974.692701 + Penalty 1535.776281 = -86438.916419 nChanged 27 SP:Iteration 8Q (5857.123776 sec): 3 clusters Score: Raw -87993.797273 + Penalty 1535.776281 = -86458.020991 nChanged 28 SP:Iteration 9Q (5857.234947 sec): 3 clusters Score: Raw -88006.530659 + Penalty 1535.776281 = -86470.754378 nChanged 17 SP:Iteration 10Q (5857.340910 sec): 3 clusters Score: Raw -88013.808499 + Penalty 1535.776281 = -86478.032218 nChanged 13 SP:Iteration 11Q (5857.452865 sec): 3 clusters Score: Raw -88021.861043 + Penalty 1535.776281 = -86486.084761 nChanged 11 SP:Iteration 12Q (5857.554681 sec): 3 clusters Score: Raw -88026.323102 + Penalty 1535.776281 = -86490.546821 nChanged 10 SP:Iteration 13Q (5857.694651 sec): 3 clusters Score: Raw -88031.166722 + Penalty 1535.776281 = -86495.390441 nChanged 10 SP:Iteration 14Q (5857.790910 sec): 3 clusters Score: Raw -88035.093596 + Penalty 1535.776281 = -86499.317315 nChanged 6 SP:Iteration 15Q (5857.894288 sec): 3 clusters Score: Raw -88036.897346 + Penalty 1535.776281 = -86501.121065 nChanged 10 SP:Iteration 16Q (5857.984040 sec): 3 clusters Score: Raw -88039.791480 + Penalty 1535.776281 = -86504.015198 nChanged 7 SP:Iteration 17Q (5858.067872 sec): 3 clusters Score: Raw -88042.098859 + Penalty 1535.776281 = -86506.322577 nChanged 4 SP:Iteration 18Q (5858.160211 sec): 3 clusters Score: Raw -88043.714022 + Penalty 1535.776281 = -86507.937741 nChanged 6 SP:Iteration 19Q (5858.279067 sec): 3 clusters Score: Raw -88046.037247 + Penalty 1535.776281 = -86510.260966 nChanged 7 SP:Iteration 20F (5858.372855 sec): 3 clusters Score: Raw -88048.330053 + Penalty 1535.776281 = -86512.553772 nChanged 4 SP:Iteration 21Q (5858.453742 sec): 3 clusters Score: Raw -88049.782944 + Penalty 1535.776281 = -86514.006663 nChanged 5 SP:Iteration 22Q (5858.554769 sec): 3 clusters Score: Raw -88051.529300 + Penalty 1535.776281 = -86515.753019 nChanged 5 SP:Iteration 23Q (5858.647568 sec): 3 clusters Score: Raw -88053.417780 + Penalty 1535.776281 = -86517.641499 nChanged 8 SP:Iteration 24Q (5858.753732 sec): 3 clusters Score: Raw -88056.730366 + Penalty 1535.776281 = -86520.954085 nChanged 8 SP:Iteration 25Q (5858.847996 sec): 3 clusters Score: Raw -88061.040894 + Penalty 1535.776281 = -86525.264613 nChanged 5 SP:Iteration 26Q (5858.966741 sec): 3 clusters Score: Raw -88062.837201 + Penalty 1535.776281 = -86527.060919 nChanged 6 SP:Iteration 27Q (5859.060985 sec): 3 clusters Score: Raw -88065.530307 + Penalty 1535.776281 = -86529.754026 nChanged 10 SP:Iteration 28Q (5859.149940 sec): 3 clusters Score: Raw -88072.302120 + Penalty 1535.776281 = -86536.525839 nChanged 9 SP:Iteration 29Q (5859.252533 sec): 3 clusters Score: Raw -88076.699305 + Penalty 1535.776281 = -86540.923024 nChanged 11 SP:Iteration 30Q (5859.355422 sec): 3 clusters Score: Raw -88080.851603 + Penalty 1535.776281 = -86545.075321 nChanged 8 SP:Iteration 31Q (5859.435450 sec): 3 clusters Score: Raw -88084.748833 + Penalty 1535.776281 = -86548.972552 nChanged 6 SP:Iteration 32Q (5859.542050 sec): 3 clusters Score: Raw -88089.901324 + Penalty 1535.776281 = -86554.125043 nChanged 13 SP:Iteration 33Q (5859.641501 sec): 3 clusters Score: Raw -88096.800862 + Penalty 1535.776281 = -86561.024581 nChanged 20 SP:Iteration 34Q (5859.715534 sec): 3 clusters Score: Raw -88109.899706 + Penalty 1535.776281 = -86574.123425 nChanged 23 SP:Iteration 35Q (5859.807421 sec): 3 clusters Score: Raw -88125.837109 + Penalty 1535.776281 = -86590.060828 nChanged 28 SP:Iteration 36Q (5859.923314 sec): 3 clusters Score: Raw -88145.421440 + Penalty 1535.776281 = -86609.645159 nChanged 27 SP:Iteration 37Q (5860.016115 sec): 3 clusters Score: Raw -88165.475877 + Penalty 1535.776281 = -86629.699596 nChanged 32 SP:Iteration 38Q (5860.131159 sec): 3 clusters Score: Raw -88185.695330 + Penalty 1535.776281 = -86649.919049 nChanged 24 SP:Iteration 39Q (5860.223307 sec): 3 clusters Score: Raw -88200.580965 + Penalty 1535.776281 = -86664.804683 nChanged 13 SP:Iteration 40F (5860.294378 sec): 3 clusters Score: Raw -88212.204683 + Penalty 1535.776281 = -86676.428401 nChanged 21 SP:Iteration 41Q (5860.383487 sec): 3 clusters Score: Raw -88227.748701 + Penalty 1535.776281 = -86691.972420 nChanged 18 SP:Iteration 42Q (5860.491484 sec): 3 clusters Score: Raw -88239.827116 + Penalty 1535.776281 = -86704.050835 nChanged 20 SP:Iteration 43Q (5860.555010 sec): 3 clusters Score: Raw -88253.376372 + Penalty 1535.776281 = -86717.600091 nChanged 17 SP:Iteration 44Q (5860.630203 sec): 3 clusters Score: Raw -88261.998621 + Penalty 1535.776281 = -86726.222339 nChanged 10 SP:Iteration 45Q (5860.727511 sec): 3 clusters Score: Raw -88266.466234 + Penalty 1535.776281 = -86730.689953 nChanged 10 SP:Iteration 46Q (5860.845791 sec): 3 clusters Score: Raw -88272.908839 + Penalty 1535.776281 = -86737.132558 nChanged 10 SP:Iteration 47Q (5860.930914 sec): 3 clusters Score: Raw -88281.135534 + Penalty 1535.776281 = -86745.359253 nChanged 10 SP:Iteration 48Q (5861.007898 sec): 3 clusters Score: Raw -88291.153942 + Penalty 1535.776281 = -86755.377661 nChanged 16 SP:Iteration 49Q (5861.090709 sec): 3 clusters Score: Raw -88298.352527 + Penalty 1535.776281 = -86762.576245 nChanged 10 SP:Iteration 50Q (5861.187703 sec): 3 clusters Score: Raw -88304.897293 + Penalty 1535.776281 = -86769.121012 nChanged 7 SP:Iteration 51Q (5861.264617 sec): 3 clusters Score: Raw -88308.391815 + Penalty 1535.776281 = -86772.615534 nChanged 4 SP:Iteration 52Q (5861.375658 sec): 3 clusters Score: Raw -88310.310040 + Penalty 1535.776281 = -86774.533759 nChanged 7 SP:Iteration 53Q (5861.454146 sec): 3 clusters Score: Raw -88314.546513 + Penalty 1535.776281 = -86778.770231 nChanged 6 SP:Iteration 54Q (5861.538246 sec): 3 clusters Score: Raw -88316.711177 + Penalty 1535.776281 = -86780.934896 nChanged 4 SP:Iteration 55Q (5861.652125 sec): 3 clusters Score: Raw -88318.864939 + Penalty 1535.776281 = -86783.088658 nChanged 2 SP:Iteration 56Q (5861.742721 sec): 3 clusters Score: Raw -88320.696723 + Penalty 1535.776281 = -86784.920442 nChanged 5 SP:Iteration 57Q (5861.830159 sec): 3 clusters Score: Raw -88325.908868 + Penalty 1535.776281 = -86790.132586 nChanged 5 SP:Iteration 58Q (5861.930731 sec): 3 clusters Score: Raw -88328.805166 + Penalty 1535.776281 = -86793.028885 nChanged 3 SP:Iteration 59Q (5862.049199 sec): 3 clusters Score: Raw -88329.386892 + Penalty 1535.776281 = -86793.610610 nChanged 0 SP:Iteration 60F (5862.114770 sec): 3 clusters Score: Raw -88329.386892 + Penalty 1535.776281 = -86793.610610 nChanged 0 Trying to split cluster 15 (1268 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5862.181553 sec): 2 clusters Score: Raw -62233.719398 + Penalty 750.245594 = -61483.473804 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5862.263022 sec): 3 clusters Score: Raw -61740.610754 + Penalty 1500.491188 = -60240.119566 nChanged 448 SP:Iteration 1F (5862.337986 sec): 3 clusters Score: Raw -62193.106133 + Penalty 1500.491188 = -60692.614945 nChanged 141 SP:Iteration 2F (5862.430958 sec): 3 clusters Score: Raw -62377.652678 + Penalty 1500.491188 = -60877.161489 nChanged 100 SP:Iteration 3F (5862.512713 sec): 3 clusters Score: Raw -62490.941515 + Penalty 1500.491188 = -60990.450327 nChanged 45 SP:Iteration 4Q (5862.604330 sec): 3 clusters Score: Raw -62530.616383 + Penalty 1500.491188 = -61030.125194 nChanged 25 SP:Iteration 5Q (5862.704444 sec): 3 clusters Score: Raw -62563.808215 + Penalty 1500.491188 = -61063.317027 nChanged 29 SP:Iteration 6Q (5862.799634 sec): 3 clusters Score: Raw -62588.250547 + Penalty 1500.491188 = -61087.759358 nChanged 19 SP:Iteration 7Q (5862.865705 sec): 3 clusters Score: Raw -62601.946469 + Penalty 1500.491188 = -61101.455281 nChanged 18 SP:Iteration 8Q (5862.953387 sec): 3 clusters Score: Raw -62613.087353 + Penalty 1500.491188 = -61112.596165 nChanged 13 SP:Iteration 9Q (5863.028178 sec): 3 clusters Score: Raw -62619.310796 + Penalty 1500.491188 = -61118.819607 nChanged 7 SP:Iteration 10Q (5863.104938 sec): 3 clusters Score: Raw -62621.832131 + Penalty 1500.491188 = -61121.340943 nChanged 4 SP:Iteration 11Q (5863.206415 sec): 3 clusters Score: Raw -62623.007132 + Penalty 1500.491188 = -61122.515943 nChanged 3 SP:Iteration 12Q (5863.280193 sec): 3 clusters Score: Raw -62625.417582 + Penalty 1500.491188 = -61124.926394 nChanged 2 SP:Iteration 13Q (5863.373897 sec): 3 clusters Score: Raw -62626.307727 + Penalty 1500.491188 = -61125.816539 nChanged 3 SP:Iteration 14Q (5863.466861 sec): 3 clusters Score: Raw -62627.636762 + Penalty 1500.491188 = -61127.145573 nChanged 1 SP:Iteration 15Q (5863.543291 sec): 3 clusters Score: Raw -62628.182386 + Penalty 1500.491188 = -61127.691198 nChanged 0 SP:Iteration 16F (5863.639630 sec): 3 clusters Score: Raw -62628.182386 + Penalty 1500.491188 = -61127.691198 nChanged 0 Trying to split cluster 16 (1380 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5863.683535 sec): 2 clusters Score: Raw -60787.550915 + Penalty 759.133072 = -60028.417843 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5863.767364 sec): 3 clusters Score: Raw -60212.739226 + Penalty 1518.266143 = -58694.473082 nChanged 491 SP:Iteration 1F (5863.856588 sec): 3 clusters Score: Raw -60526.146886 + Penalty 1518.266143 = -59007.880742 nChanged 103 SP:Iteration 2F (5863.943657 sec): 3 clusters Score: Raw -60623.550919 + Penalty 1518.266143 = -59105.284776 nChanged 91 SP:Iteration 3F (5864.014220 sec): 3 clusters Score: Raw -60694.814959 + Penalty 1518.266143 = -59176.548816 nChanged 67 SP:Iteration 4Q (5864.118075 sec): 3 clusters Score: Raw -60753.678492 + Penalty 1518.266143 = -59235.412349 nChanged 63 SP:Iteration 5Q (5864.183526 sec): 3 clusters Score: Raw -60808.871577 + Penalty 1518.266143 = -59290.605434 nChanged 47 SP:Iteration 6Q (5864.289629 sec): 3 clusters Score: Raw -60847.005767 + Penalty 1518.266143 = -59328.739624 nChanged 39 SP:Iteration 7Q (5864.377134 sec): 3 clusters Score: Raw -60877.100929 + Penalty 1518.266143 = -59358.834785 nChanged 37 SP:Iteration 8Q (5864.464451 sec): 3 clusters Score: Raw -60904.277593 + Penalty 1518.266143 = -59386.011449 nChanged 23 SP:Iteration 9Q (5864.545261 sec): 3 clusters Score: Raw -60917.635732 + Penalty 1518.266143 = -59399.369588 nChanged 17 SP:Iteration 10Q (5864.635687 sec): 3 clusters Score: Raw -60928.776401 + Penalty 1518.266143 = -59410.510258 nChanged 18 SP:Iteration 11Q (5864.712870 sec): 3 clusters Score: Raw -60941.092415 + Penalty 1518.266143 = -59422.826272 nChanged 17 SP:Iteration 12Q (5864.782773 sec): 3 clusters Score: Raw -60951.422485 + Penalty 1518.266143 = -59433.156341 nChanged 19 SP:Iteration 13Q (5864.861546 sec): 3 clusters Score: Raw -60963.906869 + Penalty 1518.266143 = -59445.640725 nChanged 14 SP:Iteration 14Q (5864.938998 sec): 3 clusters Score: Raw -60975.127614 + Penalty 1518.266143 = -59456.861470 nChanged 16 SP:Iteration 15Q (5865.020887 sec): 3 clusters Score: Raw -60988.070648 + Penalty 1518.266143 = -59469.804504 nChanged 12 SP:Iteration 16Q (5865.111251 sec): 3 clusters Score: Raw -61001.213724 + Penalty 1518.266143 = -59482.947581 nChanged 13 SP:Iteration 17Q (5865.195069 sec): 3 clusters Score: Raw -61011.668635 + Penalty 1518.266143 = -59493.402492 nChanged 9 SP:Iteration 18Q (5865.299418 sec): 3 clusters Score: Raw -61016.771180 + Penalty 1518.266143 = -59498.505037 nChanged 7 SP:Iteration 19Q (5865.369619 sec): 3 clusters Score: Raw -61021.388803 + Penalty 1518.266143 = -59503.122659 nChanged 9 SP:Iteration 20F (5865.452908 sec): 3 clusters Score: Raw -61027.591100 + Penalty 1518.266143 = -59509.324957 nChanged 11 SP:Iteration 21Q (5865.529340 sec): 3 clusters Score: Raw -61033.073858 + Penalty 1518.266143 = -59514.807714 nChanged 8 SP:Iteration 22Q (5865.589898 sec): 3 clusters Score: Raw -61037.924681 + Penalty 1518.266143 = -59519.658537 nChanged 6 SP:Iteration 23Q (5865.690524 sec): 3 clusters Score: Raw -61040.921427 + Penalty 1518.266143 = -59522.655284 nChanged 4 SP:Iteration 24Q (5865.773564 sec): 3 clusters Score: Raw -61042.620121 + Penalty 1518.266143 = -59524.353977 nChanged 3 SP:Iteration 25Q (5865.853879 sec): 3 clusters Score: Raw -61044.037963 + Penalty 1518.266143 = -59525.771819 nChanged 3 SP:Iteration 26Q (5865.940861 sec): 3 clusters Score: Raw -61045.666415 + Penalty 1518.266143 = -59527.400272 nChanged 2 SP:Iteration 27Q (5866.019581 sec): 3 clusters Score: Raw -61046.601611 + Penalty 1518.266143 = -59528.335467 nChanged 2 SP:Iteration 28Q (5866.105403 sec): 3 clusters Score: Raw -61047.456901 + Penalty 1518.266143 = -59529.190758 nChanged 2 SP:Iteration 29Q (5866.199683 sec): 3 clusters Score: Raw -61048.387055 + Penalty 1518.266143 = -59530.120911 nChanged 1 SP:Iteration 30Q (5866.276267 sec): 3 clusters Score: Raw -61049.081539 + Penalty 1518.266143 = -59530.815396 nChanged 0 SP:Iteration 31F (5866.385708 sec): 3 clusters Score: Raw -61049.081539 + Penalty 1518.266143 = -59530.815396 nChanged 0 Trying to split cluster 17 (3114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5866.434942 sec): 2 clusters Score: Raw -189802.550425 + Penalty 844.584652 = -188957.965773 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5866.517505 sec): 3 clusters Score: Raw -188241.548114 + Penalty 1689.169304 = -186552.378810 nChanged 1257 SP:Iteration 1F (5866.588262 sec): 3 clusters Score: Raw -188981.199352 + Penalty 1689.169304 = -187292.030048 nChanged 245 SP:Iteration 2F (5866.693198 sec): 3 clusters Score: Raw -189129.147099 + Penalty 1689.169304 = -187439.977795 nChanged 162 SP:Iteration 3F (5866.781806 sec): 3 clusters Score: Raw -189213.911468 + Penalty 1689.169304 = -187524.742164 nChanged 127 SP:Iteration 4Q (5866.867998 sec): 3 clusters Score: Raw -189287.985237 + Penalty 1689.169304 = -187598.815933 nChanged 120 SP:Iteration 5Q (5866.959541 sec): 3 clusters Score: Raw -189361.784011 + Penalty 1689.169304 = -187672.614707 nChanged 123 SP:Iteration 6Q (5867.033403 sec): 3 clusters Score: Raw -189430.100501 + Penalty 1689.169304 = -187740.931197 nChanged 90 SP:Iteration 7Q (5867.119677 sec): 3 clusters Score: Raw -189481.962084 + Penalty 1689.169304 = -187792.792780 nChanged 91 SP:Iteration 8Q (5867.213304 sec): 3 clusters Score: Raw -189528.932226 + Penalty 1689.169304 = -187839.762922 nChanged 87 SP:Iteration 9Q (5867.306989 sec): 3 clusters Score: Raw -189574.191300 + Penalty 1689.169304 = -187885.021996 nChanged 75 SP:Iteration 10Q (5867.387411 sec): 3 clusters Score: Raw -189600.140301 + Penalty 1689.169304 = -187910.970997 nChanged 53 SP:Iteration 11Q (5867.495621 sec): 3 clusters Score: Raw -189619.548295 + Penalty 1689.169304 = -187930.378991 nChanged 47 SP:Iteration 12Q (5867.578817 sec): 3 clusters Score: Raw -189642.239581 + Penalty 1689.169304 = -187953.070277 nChanged 49 SP:Iteration 13Q (5867.666645 sec): 3 clusters Score: Raw -189662.628753 + Penalty 1689.169304 = -187973.459449 nChanged 47 SP:Iteration 14Q (5867.752772 sec): 3 clusters Score: Raw -189685.316514 + Penalty 1689.169304 = -187996.147210 nChanged 54 SP:Iteration 15Q (5867.845855 sec): 3 clusters Score: Raw -189704.440335 + Penalty 1689.169304 = -188015.271031 nChanged 41 SP:Iteration 16Q (5867.935916 sec): 3 clusters Score: Raw -189721.334521 + Penalty 1689.169304 = -188032.165217 nChanged 37 SP:Iteration 17Q (5868.006756 sec): 3 clusters Score: Raw -189736.141132 + Penalty 1689.169304 = -188046.971828 nChanged 30 SP:Iteration 18Q (5868.072999 sec): 3 clusters Score: Raw -189749.276518 + Penalty 1689.169304 = -188060.107214 nChanged 38 SP:Iteration 19Q (5868.174508 sec): 3 clusters Score: Raw -189763.018856 + Penalty 1689.169304 = -188073.849552 nChanged 28 SP:Iteration 20F (5868.253789 sec): 3 clusters Score: Raw -189773.444207 + Penalty 1689.169304 = -188084.274903 nChanged 36 SP:Iteration 21Q (5868.331969 sec): 3 clusters Score: Raw -189786.938315 + Penalty 1689.169304 = -188097.769011 nChanged 31 SP:Iteration 22Q (5868.426684 sec): 3 clusters Score: Raw -189800.231686 + Penalty 1689.169304 = -188111.062382 nChanged 37 SP:Iteration 23Q (5868.506977 sec): 3 clusters Score: Raw -189816.146162 + Penalty 1689.169304 = -188126.976858 nChanged 39 SP:Iteration 24Q (5868.605070 sec): 3 clusters Score: Raw -189836.945112 + Penalty 1689.169304 = -188147.775808 nChanged 38 SP:Iteration 25Q (5868.704559 sec): 3 clusters Score: Raw -189857.762524 + Penalty 1689.169304 = -188168.593220 nChanged 53 SP:Iteration 26Q (5868.779211 sec): 3 clusters Score: Raw -189884.288401 + Penalty 1689.169304 = -188195.119097 nChanged 45 SP:Iteration 27Q (5868.870144 sec): 3 clusters Score: Raw -189906.938216 + Penalty 1689.169304 = -188217.768912 nChanged 47 SP:Iteration 28Q (5868.964317 sec): 3 clusters Score: Raw -189925.868414 + Penalty 1689.169304 = -188236.699110 nChanged 36 SP:Iteration 29Q (5869.037049 sec): 3 clusters Score: Raw -189941.014332 + Penalty 1689.169304 = -188251.845028 nChanged 43 SP:Iteration 30Q (5869.123147 sec): 3 clusters Score: Raw -189961.554175 + Penalty 1689.169304 = -188272.384871 nChanged 37 SP:Iteration 31Q (5869.229358 sec): 3 clusters Score: Raw -189976.715051 + Penalty 1689.169304 = -188287.545747 nChanged 26 SP:Iteration 32Q (5869.331100 sec): 3 clusters Score: Raw -189985.538905 + Penalty 1689.169304 = -188296.369601 nChanged 23 SP:Iteration 33Q (5869.415737 sec): 3 clusters Score: Raw -189991.629149 + Penalty 1689.169304 = -188302.459845 nChanged 10 SP:Iteration 34Q (5869.511936 sec): 3 clusters Score: Raw -189994.789420 + Penalty 1689.169304 = -188305.620116 nChanged 13 SP:Iteration 35Q (5869.590480 sec): 3 clusters Score: Raw -189997.943322 + Penalty 1689.169304 = -188308.774018 nChanged 11 SP:Iteration 36Q (5869.659526 sec): 3 clusters Score: Raw -190000.677545 + Penalty 1689.169304 = -188311.508241 nChanged 4 SP:Iteration 37Q (5869.730332 sec): 3 clusters Score: Raw -190001.704075 + Penalty 1689.169304 = -188312.534771 nChanged 7 SP:Iteration 38Q (5869.826260 sec): 3 clusters Score: Raw -190004.144062 + Penalty 1689.169304 = -188314.974758 nChanged 7 SP:Iteration 39Q (5869.912466 sec): 3 clusters Score: Raw -190005.958240 + Penalty 1689.169304 = -188316.788936 nChanged 3 SP:Iteration 40F (5869.999896 sec): 3 clusters Score: Raw -190007.064344 + Penalty 1689.169304 = -188317.895040 nChanged 6 SP:Iteration 41Q (5870.071076 sec): 3 clusters Score: Raw -190008.452620 + Penalty 1689.169304 = -188319.283316 nChanged 4 SP:Iteration 42Q (5870.158932 sec): 3 clusters Score: Raw -190009.981423 + Penalty 1689.169304 = -188320.812119 nChanged 7 SP:Iteration 43Q (5870.245072 sec): 3 clusters Score: Raw -190011.392192 + Penalty 1689.169304 = -188322.222888 nChanged 7 SP:Iteration 44Q (5870.330522 sec): 3 clusters Score: Raw -190014.218507 + Penalty 1689.169304 = -188325.049203 nChanged 14 SP:Iteration 45Q (5870.413074 sec): 3 clusters Score: Raw -190019.273235 + Penalty 1689.169304 = -188330.103931 nChanged 11 SP:Iteration 46Q (5870.498784 sec): 3 clusters Score: Raw -190022.953974 + Penalty 1689.169304 = -188333.784670 nChanged 7 SP:Iteration 47Q (5870.600946 sec): 3 clusters Score: Raw -190025.617463 + Penalty 1689.169304 = -188336.448159 nChanged 5 SP:Iteration 48Q (5870.690056 sec): 3 clusters Score: Raw -190026.389289 + Penalty 1689.169304 = -188337.219985 nChanged 3 SP:Iteration 49Q (5870.777550 sec): 3 clusters Score: Raw -190026.759340 + Penalty 1689.169304 = -188337.590036 nChanged 1 SP:Iteration 50Q (5870.867981 sec): 3 clusters Score: Raw -190026.899035 + Penalty 1689.169304 = -188337.729731 nChanged 0 SP:Iteration 51F (5870.963955 sec): 3 clusters Score: Raw -190026.899035 + Penalty 1689.169304 = -188337.729731 nChanged 0 Trying to split cluster 18 (2810 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5871.012566 sec): 2 clusters Score: Raw -171651.126843 + Penalty 833.798675 = -170817.328168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5871.093037 sec): 3 clusters Score: Raw -170222.897451 + Penalty 1667.597350 = -168555.300101 nChanged 1108 SP:Iteration 1F (5871.173720 sec): 3 clusters Score: Raw -170922.408142 + Penalty 1667.597350 = -169254.810792 nChanged 258 SP:Iteration 2F (5871.266811 sec): 3 clusters Score: Raw -171166.815034 + Penalty 1667.597350 = -169499.217684 nChanged 226 SP:Iteration 3F (5871.360391 sec): 3 clusters Score: Raw -171394.683559 + Penalty 1667.597350 = -169727.086209 nChanged 195 SP:Iteration 4F (5871.446442 sec): 3 clusters Score: Raw -171584.274615 + Penalty 1667.597350 = -169916.677265 nChanged 161 SP:Iteration 5F (5871.531664 sec): 3 clusters Score: Raw -171726.202132 + Penalty 1667.597350 = -170058.604782 nChanged 134 SP:Iteration 6Q (5871.622645 sec): 3 clusters Score: Raw -171828.965375 + Penalty 1667.597350 = -170161.368025 nChanged 95 SP:Iteration 7Q (5871.698850 sec): 3 clusters Score: Raw -171877.593814 + Penalty 1667.597350 = -170209.996464 nChanged 61 SP:Iteration 8Q (5871.777791 sec): 3 clusters Score: Raw -171907.735419 + Penalty 1667.597350 = -170240.138069 nChanged 43 SP:Iteration 9Q (5871.862479 sec): 3 clusters Score: Raw -171926.166639 + Penalty 1667.597350 = -170258.569289 nChanged 30 SP:Iteration 10Q (5871.947691 sec): 3 clusters Score: Raw -171938.978179 + Penalty 1667.597350 = -170271.380828 nChanged 19 SP:Iteration 11Q (5872.032871 sec): 3 clusters Score: Raw -171945.602392 + Penalty 1667.597350 = -170278.005042 nChanged 13 SP:Iteration 12Q (5872.112393 sec): 3 clusters Score: Raw -171950.483492 + Penalty 1667.597350 = -170282.886142 nChanged 14 SP:Iteration 13Q (5872.198316 sec): 3 clusters Score: Raw -171954.658696 + Penalty 1667.597350 = -170287.061346 nChanged 10 SP:Iteration 14Q (5872.279591 sec): 3 clusters Score: Raw -171958.808189 + Penalty 1667.597350 = -170291.210839 nChanged 10 SP:Iteration 15Q (5872.364932 sec): 3 clusters Score: Raw -171960.418438 + Penalty 1667.597350 = -170292.821088 nChanged 2 SP:Iteration 16Q (5872.441957 sec): 3 clusters Score: Raw -171960.581263 + Penalty 1667.597350 = -170292.983912 nChanged 3 SP:Iteration 17Q (5872.543542 sec): 3 clusters Score: Raw -171960.989153 + Penalty 1667.597350 = -170293.391803 nChanged 4 SP:Iteration 18Q (5872.635933 sec): 3 clusters Score: Raw -171961.775919 + Penalty 1667.597350 = -170294.178569 nChanged 1 SP:Iteration 19Q (5872.715966 sec): 3 clusters Score: Raw -171961.948419 + Penalty 1667.597350 = -170294.351069 nChanged 2 SP:Iteration 20F (5872.802254 sec): 3 clusters Score: Raw -171962.244149 + Penalty 1667.597350 = -170294.646799 nChanged 2 SP:Iteration 21Q (5872.888946 sec): 3 clusters Score: Raw -171962.753791 + Penalty 1667.597350 = -170295.156441 nChanged 1 SP:Iteration 22Q (5872.974647 sec): 3 clusters Score: Raw -171963.031251 + Penalty 1667.597350 = -170295.433900 nChanged 1 SP:Iteration 23Q (5873.061240 sec): 3 clusters Score: Raw -171963.330489 + Penalty 1667.597350 = -170295.733139 nChanged 4 SP:Iteration 24Q (5873.149802 sec): 3 clusters Score: Raw -171964.423011 + Penalty 1667.597350 = -170296.825661 nChanged 2 SP:Iteration 25Q (5873.226340 sec): 3 clusters Score: Raw -171965.069200 + Penalty 1667.597350 = -170297.471850 nChanged 2 SP:Iteration 26Q (5873.321132 sec): 3 clusters Score: Raw -171965.340007 + Penalty 1667.597350 = -170297.742657 nChanged 3 SP:Iteration 27Q (5873.399578 sec): 3 clusters Score: Raw -171966.297596 + Penalty 1667.597350 = -170298.700246 nChanged 2 SP:Iteration 28Q (5873.475803 sec): 3 clusters Score: Raw -171966.736795 + Penalty 1667.597350 = -170299.139445 nChanged 2 SP:Iteration 29Q (5873.573462 sec): 3 clusters Score: Raw -171967.372314 + Penalty 1667.597350 = -170299.774964 nChanged 2 SP:Iteration 30Q (5873.648577 sec): 3 clusters Score: Raw -171967.742559 + Penalty 1667.597350 = -170300.145209 nChanged 1 SP:Iteration 31Q (5873.742107 sec): 3 clusters Score: Raw -171967.883027 + Penalty 1667.597350 = -170300.285677 nChanged 0 SP:Iteration 32F (5873.839126 sec): 3 clusters Score: Raw -171967.883027 + Penalty 1667.597350 = -170300.285677 nChanged 0 Trying to split cluster 19 (4974 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5873.872649 sec): 2 clusters Score: Raw -301493.089557 + Penalty 893.757861 = -300599.331697 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5873.962111 sec): 3 clusters Score: Raw -298807.432873 + Penalty 1787.515721 = -297019.917152 nChanged 2055 SP:Iteration 1F (5874.045671 sec): 3 clusters Score: Raw -299951.808363 + Penalty 1787.515721 = -298164.292642 nChanged 358 SP:Iteration 2F (5874.142532 sec): 3 clusters Score: Raw -300164.708108 + Penalty 1787.515721 = -298377.192387 nChanged 301 SP:Iteration 3F (5874.218069 sec): 3 clusters Score: Raw -300350.842564 + Penalty 1787.515721 = -298563.326842 nChanged 280 SP:Iteration 4F (5874.303914 sec): 3 clusters Score: Raw -300522.357170 + Penalty 1787.515721 = -298734.841448 nChanged 281 SP:Iteration 5F (5874.407163 sec): 3 clusters Score: Raw -300692.372812 + Penalty 1787.515721 = -298904.857091 nChanged 252 SP:Iteration 6F (5874.475898 sec): 3 clusters Score: Raw -300848.624299 + Penalty 1787.515721 = -299061.108578 nChanged 230 SP:Iteration 7Q (5874.557872 sec): 3 clusters Score: Raw -300993.754508 + Penalty 1787.515721 = -299206.238787 nChanged 213 SP:Iteration 8Q (5874.658520 sec): 3 clusters Score: Raw -301147.369765 + Penalty 1787.515721 = -299359.854044 nChanged 176 SP:Iteration 9Q (5874.762394 sec): 3 clusters Score: Raw -301274.715173 + Penalty 1787.515721 = -299487.199452 nChanged 117 SP:Iteration 10Q (5874.850177 sec): 3 clusters Score: Raw -301353.310930 + Penalty 1787.515721 = -299565.795209 nChanged 90 SP:Iteration 11Q (5874.920627 sec): 3 clusters Score: Raw -301411.526612 + Penalty 1787.515721 = -299624.010891 nChanged 60 SP:Iteration 12Q (5874.999780 sec): 3 clusters Score: Raw -301451.340822 + Penalty 1787.515721 = -299663.825101 nChanged 46 SP:Iteration 13Q (5875.091346 sec): 3 clusters Score: Raw -301478.922273 + Penalty 1787.515721 = -299691.406551 nChanged 33 SP:Iteration 14Q (5875.183915 sec): 3 clusters Score: Raw -301501.229893 + Penalty 1787.515721 = -299713.714172 nChanged 26 SP:Iteration 15Q (5875.277745 sec): 3 clusters Score: Raw -301514.403192 + Penalty 1787.515721 = -299726.887471 nChanged 15 SP:Iteration 16Q (5875.373122 sec): 3 clusters Score: Raw -301522.376261 + Penalty 1787.515721 = -299734.860540 nChanged 12 SP:Iteration 17Q (5875.474419 sec): 3 clusters Score: Raw -301529.992539 + Penalty 1787.515721 = -299742.476818 nChanged 5 SP:Iteration 18Q (5875.557183 sec): 3 clusters Score: Raw -301533.497503 + Penalty 1787.515721 = -299745.981782 nChanged 4 SP:Iteration 19Q (5875.636714 sec): 3 clusters Score: Raw -301537.270615 + Penalty 1787.515721 = -299749.754893 nChanged 4 SP:Iteration 20F (5875.714430 sec): 3 clusters Score: Raw -301540.572140 + Penalty 1787.515721 = -299753.056419 nChanged 3 SP:Iteration 21Q (5875.800655 sec): 3 clusters Score: Raw -301542.109480 + Penalty 1787.515721 = -299754.593759 nChanged 4 SP:Iteration 22Q (5875.883915 sec): 3 clusters Score: Raw -301543.996854 + Penalty 1787.515721 = -299756.481132 nChanged 2 SP:Iteration 23Q (5875.992286 sec): 3 clusters Score: Raw -301544.882236 + Penalty 1787.515721 = -299757.366515 nChanged 1 SP:Iteration 24Q (5876.078667 sec): 3 clusters Score: Raw -301545.131466 + Penalty 1787.515721 = -299757.615745 nChanged 1 SP:Iteration 25Q (5876.149597 sec): 3 clusters Score: Raw -301545.671426 + Penalty 1787.515721 = -299758.155705 nChanged 0 SP:Iteration 26F (5876.249492 sec): 3 clusters Score: Raw -301545.671426 + Penalty 1787.515721 = -299758.155705 nChanged 0 Trying to split cluster 20 (729 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5876.303054 sec): 2 clusters Score: Raw -35621.745207 + Penalty 692.125742 = -34929.619465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5876.365574 sec): 3 clusters Score: Raw -35377.194724 + Penalty 1384.251484 = -33992.943240 nChanged 224 SP:Iteration 1F (5876.452655 sec): 3 clusters Score: Raw -35574.686357 + Penalty 1384.251484 = -34190.434873 nChanged 57 SP:Iteration 2F (5876.528492 sec): 3 clusters Score: Raw -35641.169076 + Penalty 1384.251484 = -34256.917593 nChanged 36 SP:Iteration 3Q (5876.631204 sec): 3 clusters Score: Raw -35686.254796 + Penalty 1384.251484 = -34302.003312 nChanged 23 SP:Iteration 4Q (5876.716789 sec): 3 clusters Score: Raw -35716.847865 + Penalty 1384.251484 = -34332.596381 nChanged 20 SP:Iteration 5Q (5876.799270 sec): 3 clusters Score: Raw -35733.229391 + Penalty 1384.251484 = -34348.977907 nChanged 17 SP:Iteration 6Q (5876.865687 sec): 3 clusters Score: Raw -35752.348234 + Penalty 1384.251484 = -34368.096750 nChanged 17 SP:Iteration 7Q (5876.976585 sec): 3 clusters Score: Raw -35770.659367 + Penalty 1384.251484 = -34386.407883 nChanged 9 SP:Iteration 8Q (5877.045754 sec): 3 clusters Score: Raw -35786.146328 + Penalty 1384.251484 = -34401.894844 nChanged 6 SP:Iteration 9Q (5877.141274 sec): 3 clusters Score: Raw -35794.352029 + Penalty 1384.251484 = -34410.100545 nChanged 6 SP:Iteration 10Q (5877.211234 sec): 3 clusters Score: Raw -35797.775567 + Penalty 1384.251484 = -34413.524083 nChanged 4 SP:Iteration 11Q (5877.303813 sec): 3 clusters Score: Raw -35803.850424 + Penalty 1384.251484 = -34419.598940 nChanged 6 SP:Iteration 12Q (5877.377124 sec): 3 clusters Score: Raw -35817.483304 + Penalty 1384.251484 = -34433.231820 nChanged 2 SP:Iteration 13Q (5877.464934 sec): 3 clusters Score: Raw -35818.758029 + Penalty 1384.251484 = -34434.506546 nChanged 3 SP:Iteration 14Q (5877.534594 sec): 3 clusters Score: Raw -35822.089726 + Penalty 1384.251484 = -34437.838242 nChanged 4 SP:Iteration 15Q (5877.631154 sec): 3 clusters Score: Raw -35827.260927 + Penalty 1384.251484 = -34443.009443 nChanged 4 SP:Iteration 16Q (5877.721833 sec): 3 clusters Score: Raw -35830.485862 + Penalty 1384.251484 = -34446.234378 nChanged 1 SP:Iteration 17Q (5877.806438 sec): 3 clusters Score: Raw -35832.070517 + Penalty 1384.251484 = -34447.819034 nChanged 3 SP:Iteration 18Q (5877.874062 sec): 3 clusters Score: Raw -35835.829949 + Penalty 1384.251484 = -34451.578465 nChanged 4 SP:Iteration 19Q (5877.946985 sec): 3 clusters Score: Raw -35841.529396 + Penalty 1384.251484 = -34457.277912 nChanged 7 SP:Iteration 20F (5878.048756 sec): 3 clusters Score: Raw -35846.948730 + Penalty 1384.251484 = -34462.697246 nChanged 3 SP:Iteration 21Q (5878.139482 sec): 3 clusters Score: Raw -35848.089597 + Penalty 1384.251484 = -34463.838113 nChanged 3 SP:Iteration 22Q (5878.203366 sec): 3 clusters Score: Raw -35850.891159 + Penalty 1384.251484 = -34466.639675 nChanged 4 SP:Iteration 23Q (5878.281310 sec): 3 clusters Score: Raw -35855.960938 + Penalty 1384.251484 = -34471.709454 nChanged 2 SP:Iteration 24Q (5878.359598 sec): 3 clusters Score: Raw -35860.276637 + Penalty 1384.251484 = -34476.025153 nChanged 2 SP:Iteration 25Q (5878.437440 sec): 3 clusters Score: Raw -35863.565031 + Penalty 1384.251484 = -34479.313548 nChanged 2 SP:Iteration 26Q (5878.531331 sec): 3 clusters Score: Raw -35864.604940 + Penalty 1384.251484 = -34480.353456 nChanged 0 SP:Iteration 27F (5878.598236 sec): 3 clusters Score: Raw -35864.604940 + Penalty 1384.251484 = -34480.353456 nChanged 0 Trying to split cluster 21 (13084 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5878.689692 sec): 2 clusters Score: Raw -789935.732875 + Penalty 995.310266 = -788940.422609 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5878.786589 sec): 3 clusters Score: Raw -782135.907801 + Penalty 1990.620532 = -780145.287270 nChanged 5856 SP:Iteration 1F (5878.875084 sec): 3 clusters Score: Raw -785368.403437 + Penalty 1990.620532 = -783377.782905 nChanged 850 SP:Iteration 2F (5878.974524 sec): 3 clusters Score: Raw -785859.220301 + Penalty 1990.620532 = -783868.599770 nChanged 954 SP:Iteration 3F (5879.064976 sec): 3 clusters Score: Raw -786556.622872 + Penalty 1990.620532 = -784566.002340 nChanged 1047 SP:Iteration 4F (5879.168268 sec): 3 clusters Score: Raw -787468.925532 + Penalty 1990.620532 = -785478.305000 nChanged 990 SP:Iteration 5F (5879.263358 sec): 3 clusters Score: Raw -788420.061399 + Penalty 1990.620532 = -786429.440868 nChanged 730 SP:Iteration 6F (5879.364563 sec): 3 clusters Score: Raw -789162.206117 + Penalty 1990.620532 = -787171.585585 nChanged 477 SP:Iteration 7Q (5879.463055 sec): 3 clusters Score: Raw -789648.714387 + Penalty 1990.620532 = -787658.093856 nChanged 242 SP:Iteration 8Q (5879.567063 sec): 3 clusters Score: Raw -789876.357687 + Penalty 1990.620532 = -787885.737156 nChanged 137 SP:Iteration 9Q (5879.652687 sec): 3 clusters Score: Raw -789993.812232 + Penalty 1990.620532 = -788003.191701 nChanged 78 SP:Iteration 10Q (5879.747770 sec): 3 clusters Score: Raw -790051.103487 + Penalty 1990.620532 = -788060.482955 nChanged 54 SP:Iteration 11Q (5879.853252 sec): 3 clusters Score: Raw -790102.180078 + Penalty 1990.620532 = -788111.559546 nChanged 33 SP:Iteration 12Q (5879.952196 sec): 3 clusters Score: Raw -790128.058805 + Penalty 1990.620532 = -788137.438274 nChanged 26 SP:Iteration 13Q (5880.039769 sec): 3 clusters Score: Raw -790142.775296 + Penalty 1990.620532 = -788152.154764 nChanged 16 SP:Iteration 14Q (5880.144577 sec): 3 clusters Score: Raw -790153.029838 + Penalty 1990.620532 = -788162.409306 nChanged 13 SP:Iteration 15Q (5880.234497 sec): 3 clusters Score: Raw -790162.706863 + Penalty 1990.620532 = -788172.086331 nChanged 12 SP:Iteration 16Q (5880.331964 sec): 3 clusters Score: Raw -790169.949024 + Penalty 1990.620532 = -788179.328492 nChanged 7 SP:Iteration 17Q (5880.441407 sec): 3 clusters Score: Raw -790175.285881 + Penalty 1990.620532 = -788184.665350 nChanged 6 SP:Iteration 18Q (5880.527737 sec): 3 clusters Score: Raw -790178.663334 + Penalty 1990.620532 = -788188.042803 nChanged 8 SP:Iteration 19Q (5880.625211 sec): 3 clusters Score: Raw -790182.747902 + Penalty 1990.620532 = -788192.127370 nChanged 3 SP:Iteration 20F (5880.727007 sec): 3 clusters Score: Raw -790183.704941 + Penalty 1990.620532 = -788193.084410 nChanged 1 SP:Iteration 21Q (5880.831114 sec): 3 clusters Score: Raw -790184.150783 + Penalty 1990.620532 = -788193.530251 nChanged 1 SP:Iteration 22Q (5880.944180 sec): 3 clusters Score: Raw -790184.302153 + Penalty 1990.620532 = -788193.681622 nChanged 1 SP:Iteration 23Q (5881.022902 sec): 3 clusters Score: Raw -790184.441942 + Penalty 1990.620532 = -788193.821410 nChanged 0 SP:Iteration 24F (5881.135967 sec): 3 clusters Score: Raw -790184.441942 + Penalty 1990.620532 = -788193.821410 nChanged 0 Time taken for this iteration:711.724899 seconds. 9->22 Clusters: Score -4204550.574280, best is -4207117.855505 Starting from 10 clusters... ------ Clustering full data set of 77963 points ------ SP: Assigned 10 initial classes randomly. Deleting Class 7 (6274 points): Lose 682.592570 but Gain 1182.718912 Iteration 0F (5881.941354 sec): 9 clusters Score: Raw -3855500.282750 + Penalty 9461.751293 = -3846038.531458 nChanged 68656 Iteration 1F (5882.649494 sec): 9 clusters Score: Raw -4045765.685880 + Penalty 9461.751293 = -4036303.934587 nChanged 30210 Iteration 2F (5883.338938 sec): 9 clusters Score: Raw -4122496.075845 + Penalty 9461.751293 = -4113034.324552 nChanged 17914 Iteration 3F (5884.059973 sec): 9 clusters Score: Raw -4146481.185920 + Penalty 9461.751293 = -4137019.434628 nChanged 9958 Iteration 4F (5884.794921 sec): 9 clusters Score: Raw -4156551.316747 + Penalty 9461.751293 = -4147089.565454 nChanged 6160 Iteration 5F (5885.515232 sec): 9 clusters Score: Raw -4162405.380860 + Penalty 9461.751293 = -4152943.629567 nChanged 4421 Iteration 6F (5886.235240 sec): 9 clusters Score: Raw -4166701.417523 + Penalty 9461.751293 = -4157239.666230 nChanged 3594 Iteration 7Q (5886.880758 sec): 9 clusters Score: Raw -4170820.348099 + Penalty 9461.751293 = -4161358.596806 nChanged 3056 Iteration 8Q (5887.509337 sec): 9 clusters Score: Raw -4174931.432568 + Penalty 9461.751293 = -4165469.681275 nChanged 2597 Iteration 9Q (5888.135787 sec): 9 clusters Score: Raw -4178020.543420 + Penalty 9461.751293 = -4168558.792127 nChanged 2148 Iteration 10Q (5888.728529 sec): 9 clusters Score: Raw -4180187.123549 + Penalty 9461.751293 = -4170725.372257 nChanged 1822 Iteration 11Q (5889.333882 sec): 9 clusters Score: Raw -4181846.250771 + Penalty 9461.751293 = -4172384.499479 nChanged 1560 Iteration 12Q (5889.948317 sec): 9 clusters Score: Raw -4182661.738724 + Penalty 9461.751293 = -4173199.987432 nChanged 1111 Iteration 13Q (5890.554324 sec): 9 clusters Score: Raw -4183173.202223 + Penalty 9461.751293 = -4173711.450930 nChanged 908 Iteration 14Q (5891.172171 sec): 9 clusters Score: Raw -4183628.963034 + Penalty 9461.751293 = -4174167.211741 nChanged 833 Iteration 15Q (5891.787560 sec): 9 clusters Score: Raw -4184149.030062 + Penalty 9461.751293 = -4174687.278769 nChanged 771 Iteration 16Q (5892.389424 sec): 9 clusters Score: Raw -4184694.675974 + Penalty 9461.751293 = -4175232.924681 nChanged 720 Iteration 17Q (5892.994002 sec): 9 clusters Score: Raw -4185292.542071 + Penalty 9461.751293 = -4175830.790778 nChanged 648 Iteration 18Q (5893.621030 sec): 9 clusters Score: Raw -4185784.674269 + Penalty 9461.751293 = -4176322.922977 nChanged 588 Iteration 19Q (5894.196596 sec): 9 clusters Score: Raw -4186060.619258 + Penalty 9461.751293 = -4176598.867966 nChanged 495 Writing temp clu file Because OldScore, -4176322.922977, is greater than current (better) Score,-4176598.867966 Compute initial score before splitting: Score: Raw -4186060.619258 + Penalty 9461.751293 = -4176598.867966 Trying to split cluster 1 (5175 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5894.324627 sec): 2 clusters Score: Raw -244482.283460 + Penalty 897.917435 = -243584.366025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5894.414457 sec): 3 clusters Score: Raw -241746.937339 + Penalty 1795.834870 = -239951.102469 nChanged 2173 SP:Iteration 1F (5894.506680 sec): 3 clusters Score: Raw -244061.465614 + Penalty 1795.834870 = -242265.630744 nChanged 654 SP:Iteration 2F (5894.600457 sec): 3 clusters Score: Raw -245510.564687 + Penalty 1795.834870 = -243714.729817 nChanged 580 SP:Iteration 3F (5894.682277 sec): 3 clusters Score: Raw -246476.805754 + Penalty 1795.834870 = -244680.970884 nChanged 369 SP:Iteration 4F (5894.761465 sec): 3 clusters Score: Raw -246811.667529 + Penalty 1795.834870 = -245015.832659 nChanged 218 SP:Iteration 5Q (5894.843078 sec): 3 clusters Score: Raw -246981.658182 + Penalty 1795.834870 = -245185.823312 nChanged 127 SP:Iteration 6Q (5894.935136 sec): 3 clusters Score: Raw -247072.974125 + Penalty 1795.834870 = -245277.139255 nChanged 93 SP:Iteration 7Q (5895.024041 sec): 3 clusters Score: Raw -247119.169396 + Penalty 1795.834870 = -245323.334526 nChanged 63 SP:Iteration 8Q (5895.131206 sec): 3 clusters Score: Raw -247146.323871 + Penalty 1795.834870 = -245350.489001 nChanged 59 SP:Iteration 9Q (5895.229672 sec): 3 clusters Score: Raw -247167.175155 + Penalty 1795.834870 = -245371.340285 nChanged 39 SP:Iteration 10Q (5895.316755 sec): 3 clusters Score: Raw -247177.249619 + Penalty 1795.834870 = -245381.414749 nChanged 27 SP:Iteration 11Q (5895.400059 sec): 3 clusters Score: Raw -247185.872914 + Penalty 1795.834870 = -245390.038044 nChanged 32 SP:Iteration 12Q (5895.492555 sec): 3 clusters Score: Raw -247194.648801 + Penalty 1795.834870 = -245398.813931 nChanged 30 SP:Iteration 13Q (5895.589058 sec): 3 clusters Score: Raw -247203.449884 + Penalty 1795.834870 = -245407.615015 nChanged 44 SP:Iteration 14Q (5895.681380 sec): 3 clusters Score: Raw -247218.185098 + Penalty 1795.834870 = -245422.350228 nChanged 36 SP:Iteration 15Q (5895.770098 sec): 3 clusters Score: Raw -247230.635058 + Penalty 1795.834870 = -245434.800188 nChanged 34 SP:Iteration 16Q (5895.838775 sec): 3 clusters Score: Raw -247238.391571 + Penalty 1795.834870 = -245442.556701 nChanged 18 SP:Iteration 17Q (5895.941286 sec): 3 clusters Score: Raw -247242.446033 + Penalty 1795.834870 = -245446.611163 nChanged 18 SP:Iteration 18Q (5896.041339 sec): 3 clusters Score: Raw -247246.512340 + Penalty 1795.834870 = -245450.677471 nChanged 23 SP:Iteration 19Q (5896.105895 sec): 3 clusters Score: Raw -247251.413258 + Penalty 1795.834870 = -245455.578388 nChanged 19 SP:Iteration 20F (5896.211766 sec): 3 clusters Score: Raw -247255.914620 + Penalty 1795.834870 = -245460.079750 nChanged 18 SP:Iteration 21Q (5896.289499 sec): 3 clusters Score: Raw -247259.556564 + Penalty 1795.834870 = -245463.721694 nChanged 16 SP:Iteration 22Q (5896.369258 sec): 3 clusters Score: Raw -247262.856254 + Penalty 1795.834870 = -245467.021384 nChanged 17 SP:Iteration 23Q (5896.473495 sec): 3 clusters Score: Raw -247267.342793 + Penalty 1795.834870 = -245471.507923 nChanged 16 SP:Iteration 24Q (5896.549721 sec): 3 clusters Score: Raw -247271.905701 + Penalty 1795.834870 = -245476.070831 nChanged 17 SP:Iteration 25Q (5896.656102 sec): 3 clusters Score: Raw -247276.783445 + Penalty 1795.834870 = -245480.948575 nChanged 17 SP:Iteration 26Q (5896.751037 sec): 3 clusters Score: Raw -247281.144662 + Penalty 1795.834870 = -245485.309792 nChanged 13 SP:Iteration 27Q (5896.846955 sec): 3 clusters Score: Raw -247285.249081 + Penalty 1795.834870 = -245489.414211 nChanged 12 SP:Iteration 28Q (5896.928307 sec): 3 clusters Score: Raw -247287.641659 + Penalty 1795.834870 = -245491.806789 nChanged 6 SP:Iteration 29Q (5897.015031 sec): 3 clusters Score: Raw -247288.464930 + Penalty 1795.834870 = -245492.630060 nChanged 5 SP:Iteration 30Q (5897.100297 sec): 3 clusters Score: Raw -247289.105502 + Penalty 1795.834870 = -245493.270632 nChanged 4 SP:Iteration 31Q (5897.201198 sec): 3 clusters Score: Raw -247289.891177 + Penalty 1795.834870 = -245494.056307 nChanged 5 SP:Iteration 32Q (5897.281360 sec): 3 clusters Score: Raw -247290.608606 + Penalty 1795.834870 = -245494.773737 nChanged 3 SP:Iteration 33Q (5897.365936 sec): 3 clusters Score: Raw -247290.887413 + Penalty 1795.834870 = -245495.052543 nChanged 5 SP:Iteration 34Q (5897.446683 sec): 3 clusters Score: Raw -247291.358486 + Penalty 1795.834870 = -245495.523617 nChanged 2 SP:Iteration 35Q (5897.529776 sec): 3 clusters Score: Raw -247291.612629 + Penalty 1795.834870 = -245495.777759 nChanged 2 SP:Iteration 36Q (5897.630220 sec): 3 clusters Score: Raw -247291.938983 + Penalty 1795.834870 = -245496.104113 nChanged 2 SP:Iteration 37Q (5897.710120 sec): 3 clusters Score: Raw -247292.203842 + Penalty 1795.834870 = -245496.368972 nChanged 1 SP:Iteration 38Q (5897.801186 sec): 3 clusters Score: Raw -247292.366682 + Penalty 1795.834870 = -245496.531812 nChanged 3 SP:Iteration 39Q (5897.883057 sec): 3 clusters Score: Raw -247292.680522 + Penalty 1795.834870 = -245496.845653 nChanged 0 SP:Iteration 40F (5897.986158 sec): 3 clusters Score: Raw -247292.680522 + Penalty 1795.834870 = -245496.845653 nChanged 0 Score: Raw -4189018.351320 + Penalty 10644.470204 = -4178373.881115 Splitting cluster 1 changes total score from -4176598.867966 to -4178373.881115 So it's getting split into cluster 7. Trying to split cluster 2 (5112 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5898.856456 sec): 2 clusters Score: Raw -283357.679918 + Penalty 896.631330 = -282461.048589 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5898.949019 sec): 3 clusters Score: Raw -280541.273982 + Penalty 1793.262659 = -278748.011323 nChanged 2200 SP:Iteration 1F (5899.019629 sec): 3 clusters Score: Raw -281937.468949 + Penalty 1793.262659 = -280144.206290 nChanged 536 SP:Iteration 2F (5899.105075 sec): 3 clusters Score: Raw -282404.454917 + Penalty 1793.262659 = -280611.192258 nChanged 423 SP:Iteration 3F (5899.198088 sec): 3 clusters Score: Raw -282794.142236 + Penalty 1793.262659 = -281000.879576 nChanged 327 SP:Iteration 4F (5899.296101 sec): 3 clusters Score: Raw -283072.739299 + Penalty 1793.262659 = -281279.476640 nChanged 267 SP:Iteration 5F (5899.374531 sec): 3 clusters Score: Raw -283267.686661 + Penalty 1793.262659 = -281474.424002 nChanged 226 SP:Iteration 6Q (5899.467376 sec): 3 clusters Score: Raw -283456.406859 + Penalty 1793.262659 = -281663.144200 nChanged 208 SP:Iteration 7Q (5899.542939 sec): 3 clusters Score: Raw -283639.036900 + Penalty 1793.262659 = -281845.774241 nChanged 201 SP:Iteration 8Q (5899.644423 sec): 3 clusters Score: Raw -283769.663139 + Penalty 1793.262659 = -281976.400480 nChanged 172 SP:Iteration 9Q (5899.727412 sec): 3 clusters Score: Raw -283869.970523 + Penalty 1793.262659 = -282076.707863 nChanged 150 SP:Iteration 10Q (5899.808585 sec): 3 clusters Score: Raw -283954.551128 + Penalty 1793.262659 = -282161.288469 nChanged 130 SP:Iteration 11Q (5899.919307 sec): 3 clusters Score: Raw -284028.967256 + Penalty 1793.262659 = -282235.704597 nChanged 122 SP:Iteration 12Q (5899.995915 sec): 3 clusters Score: Raw -284093.962975 + Penalty 1793.262659 = -282300.700316 nChanged 87 SP:Iteration 13Q (5900.069931 sec): 3 clusters Score: Raw -284137.890374 + Penalty 1793.262659 = -282344.627714 nChanged 95 SP:Iteration 14Q (5900.154736 sec): 3 clusters Score: Raw -284183.383594 + Penalty 1793.262659 = -282390.120935 nChanged 81 SP:Iteration 15Q (5900.260992 sec): 3 clusters Score: Raw -284221.533559 + Penalty 1793.262659 = -282428.270900 nChanged 67 SP:Iteration 16Q (5900.340830 sec): 3 clusters Score: Raw -284251.779456 + Penalty 1793.262659 = -282458.516797 nChanged 60 SP:Iteration 17Q (5900.431544 sec): 3 clusters Score: Raw -284276.288501 + Penalty 1793.262659 = -282483.025842 nChanged 50 SP:Iteration 18Q (5900.539993 sec): 3 clusters Score: Raw -284288.977494 + Penalty 1793.262659 = -282495.714835 nChanged 28 SP:Iteration 19Q (5900.638038 sec): 3 clusters Score: Raw -284297.579718 + Penalty 1793.262659 = -282504.317059 nChanged 21 SP:Iteration 20F (5900.745369 sec): 3 clusters Score: Raw -284301.744630 + Penalty 1793.262659 = -282508.481971 nChanged 14 SP:Iteration 21Q (5900.834356 sec): 3 clusters Score: Raw -284304.212735 + Penalty 1793.262659 = -282510.950076 nChanged 8 SP:Iteration 22Q (5900.911590 sec): 3 clusters Score: Raw -284305.423629 + Penalty 1793.262659 = -282512.160970 nChanged 5 SP:Iteration 23Q (5901.004686 sec): 3 clusters Score: Raw -284306.303553 + Penalty 1793.262659 = -282513.040894 nChanged 7 SP:Iteration 24Q (5901.097749 sec): 3 clusters Score: Raw -284307.108484 + Penalty 1793.262659 = -282513.845825 nChanged 3 SP:Iteration 25Q (5901.188627 sec): 3 clusters Score: Raw -284307.385562 + Penalty 1793.262659 = -282514.122903 nChanged 2 SP:Iteration 26Q (5901.265356 sec): 3 clusters Score: Raw -284307.886443 + Penalty 1793.262659 = -282514.623784 nChanged 2 SP:Iteration 27Q (5901.353693 sec): 3 clusters Score: Raw -284308.557214 + Penalty 1793.262659 = -282515.294555 nChanged 2 SP:Iteration 28Q (5901.457917 sec): 3 clusters Score: Raw -284309.047917 + Penalty 1793.262659 = -282515.785258 nChanged 1 SP:Iteration 29Q (5901.546752 sec): 3 clusters Score: Raw -284309.185854 + Penalty 1793.262659 = -282515.923195 nChanged 1 SP:Iteration 30Q (5901.648558 sec): 3 clusters Score: Raw -284309.336927 + Penalty 1793.262659 = -282516.074268 nChanged 1 SP:Iteration 31Q (5901.726485 sec): 3 clusters Score: Raw -284309.444441 + Penalty 1793.262659 = -282516.181782 nChanged 1 SP:Iteration 32Q (5901.803385 sec): 3 clusters Score: Raw -284309.536164 + Penalty 1793.262659 = -282516.273504 nChanged 1 SP:Iteration 33Q (5901.908400 sec): 3 clusters Score: Raw -284309.757184 + Penalty 1793.262659 = -282516.494525 nChanged 1 SP:Iteration 34Q (5902.020068 sec): 3 clusters Score: Raw -284309.939020 + Penalty 1793.262659 = -282516.676361 nChanged 1 SP:Iteration 35Q (5902.094301 sec): 3 clusters Score: Raw -284310.128142 + Penalty 1793.262659 = -282516.865483 nChanged 1 SP:Iteration 36Q (5902.183006 sec): 3 clusters Score: Raw -284310.191518 + Penalty 1793.262659 = -282516.928858 nChanged 0 SP:Iteration 37F (5902.263757 sec): 3 clusters Score: Raw -284310.191518 + Penalty 1793.262659 = -282516.928858 nChanged 0 Score: Raw -4189970.862919 + Penalty 11827.189116 = -4178143.673803 Splitting cluster 2 changes total score from -4176598.867966 to -4178143.673803 So it's getting split into cluster 10. Trying to split cluster 3 (3126 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5903.266376 sec): 2 clusters Score: Raw -126063.572341 + Penalty 844.988499 = -125218.583842 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5903.336771 sec): 3 clusters Score: Raw -124544.169227 + Penalty 1689.976997 = -122854.192230 nChanged 1350 SP:Iteration 1F (5903.445365 sec): 3 clusters Score: Raw -126544.916288 + Penalty 1689.976997 = -124854.939290 nChanged 494 SP:Iteration 2F (5903.536275 sec): 3 clusters Score: Raw -127429.329426 + Penalty 1689.976997 = -125739.352429 nChanged 265 SP:Iteration 3F (5903.611699 sec): 3 clusters Score: Raw -127840.758412 + Penalty 1689.976997 = -126150.781414 nChanged 147 SP:Iteration 4Q (5903.700050 sec): 3 clusters Score: Raw -127981.430409 + Penalty 1689.976997 = -126291.453412 nChanged 83 SP:Iteration 5Q (5903.786465 sec): 3 clusters Score: Raw -128058.270518 + Penalty 1689.976997 = -126368.293521 nChanged 61 SP:Iteration 6Q (5903.878248 sec): 3 clusters Score: Raw -128124.161154 + Penalty 1689.976997 = -126434.184156 nChanged 52 SP:Iteration 7Q (5903.958759 sec): 3 clusters Score: Raw -128171.508717 + Penalty 1689.976997 = -126481.531719 nChanged 46 SP:Iteration 8Q (5904.039212 sec): 3 clusters Score: Raw -128212.794692 + Penalty 1689.976997 = -126522.817694 nChanged 38 SP:Iteration 9Q (5904.132297 sec): 3 clusters Score: Raw -128242.627951 + Penalty 1689.976997 = -126552.650954 nChanged 29 SP:Iteration 10Q (5904.209194 sec): 3 clusters Score: Raw -128266.823473 + Penalty 1689.976997 = -126576.846476 nChanged 38 SP:Iteration 11Q (5904.309926 sec): 3 clusters Score: Raw -128298.259085 + Penalty 1689.976997 = -126608.282088 nChanged 41 SP:Iteration 12Q (5904.422370 sec): 3 clusters Score: Raw -128335.626554 + Penalty 1689.976997 = -126645.649557 nChanged 31 SP:Iteration 13Q (5904.497007 sec): 3 clusters Score: Raw -128352.902370 + Penalty 1689.976997 = -126662.925373 nChanged 24 SP:Iteration 14Q (5904.591331 sec): 3 clusters Score: Raw -128367.775816 + Penalty 1689.976997 = -126677.798819 nChanged 28 SP:Iteration 15Q (5904.674469 sec): 3 clusters Score: Raw -128388.299050 + Penalty 1689.976997 = -126698.322052 nChanged 28 SP:Iteration 16Q (5904.752701 sec): 3 clusters Score: Raw -128414.932365 + Penalty 1689.976997 = -126724.955367 nChanged 31 SP:Iteration 17Q (5904.845358 sec): 3 clusters Score: Raw -128444.209620 + Penalty 1689.976997 = -126754.232622 nChanged 30 SP:Iteration 18Q (5904.947079 sec): 3 clusters Score: Raw -128465.213340 + Penalty 1689.976997 = -126775.236342 nChanged 22 SP:Iteration 19Q (5905.044245 sec): 3 clusters Score: Raw -128476.634840 + Penalty 1689.976997 = -126786.657843 nChanged 19 SP:Iteration 20F (5905.124826 sec): 3 clusters Score: Raw -128482.638471 + Penalty 1689.976997 = -126792.661473 nChanged 9 SP:Iteration 21Q (5905.195298 sec): 3 clusters Score: Raw -128485.155354 + Penalty 1689.976997 = -126795.178356 nChanged 8 SP:Iteration 22Q (5905.277485 sec): 3 clusters Score: Raw -128486.995451 + Penalty 1689.976997 = -126797.018454 nChanged 3 SP:Iteration 23Q (5905.367065 sec): 3 clusters Score: Raw -128487.592724 + Penalty 1689.976997 = -126797.615726 nChanged 4 SP:Iteration 24Q (5905.447528 sec): 3 clusters Score: Raw -128488.468051 + Penalty 1689.976997 = -126798.491054 nChanged 3 SP:Iteration 25Q (5905.537901 sec): 3 clusters Score: Raw -128489.008091 + Penalty 1689.976997 = -126799.031094 nChanged 1 SP:Iteration 26Q (5905.649385 sec): 3 clusters Score: Raw -128489.192478 + Penalty 1689.976997 = -126799.215480 nChanged 1 SP:Iteration 27Q (5905.721742 sec): 3 clusters Score: Raw -128489.503648 + Penalty 1689.976997 = -126799.526651 nChanged 1 SP:Iteration 28Q (5905.822352 sec): 3 clusters Score: Raw -128489.822877 + Penalty 1689.976997 = -126799.845879 nChanged 1 SP:Iteration 29Q (5905.892935 sec): 3 clusters Score: Raw -128490.188910 + Penalty 1689.976997 = -126800.211913 nChanged 3 SP:Iteration 30Q (5905.974044 sec): 3 clusters Score: Raw -128491.566575 + Penalty 1689.976997 = -126801.589577 nChanged 1 SP:Iteration 31Q (5906.071432 sec): 3 clusters Score: Raw -128491.761045 + Penalty 1689.976997 = -126801.784048 nChanged 1 SP:Iteration 32Q (5906.135387 sec): 3 clusters Score: Raw -128491.957672 + Penalty 1689.976997 = -126801.980675 nChanged 1 SP:Iteration 33Q (5906.229947 sec): 3 clusters Score: Raw -128492.022021 + Penalty 1689.976997 = -126802.045024 nChanged 0 SP:Iteration 34F (5906.341776 sec): 3 clusters Score: Raw -128492.022021 + Penalty 1689.976997 = -126802.045024 nChanged 0 Score: Raw -4192399.312599 + Penalty 13009.908027 = -4179389.404572 Splitting cluster 3 changes total score from -4176598.867966 to -4179389.404572 So it's getting split into cluster 11. Trying to split cluster 4 (37866 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5907.521012 sec): 2 clusters Score: Raw -2198705.491729 + Penalty 1106.889934 = -2197598.601796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5907.673125 sec): 3 clusters Score: Raw -2174277.997998 + Penalty 2213.779867 = -2172064.218131 nChanged 18103 SP:Iteration 1F (5907.809951 sec): 3 clusters Score: Raw -2187634.143146 + Penalty 2213.779867 = -2185420.363279 nChanged 3438 SP:Iteration 2F (5907.940421 sec): 3 clusters Score: Raw -2190547.191623 + Penalty 2213.779867 = -2188333.411756 nChanged 3540 SP:Iteration 3F (5908.079406 sec): 3 clusters Score: Raw -2193711.413595 + Penalty 2213.779867 = -2191497.633728 nChanged 2964 SP:Iteration 4F (5908.224565 sec): 3 clusters Score: Raw -2196061.389983 + Penalty 2213.779867 = -2193847.610116 nChanged 2127 SP:Iteration 5F (5908.357133 sec): 3 clusters Score: Raw -2197490.524401 + Penalty 2213.779867 = -2195276.744534 nChanged 1487 SP:Iteration 6Q (5908.502052 sec): 3 clusters Score: Raw -2198441.467094 + Penalty 2213.779867 = -2196227.687227 nChanged 1091 SP:Iteration 7Q (5908.650033 sec): 3 clusters Score: Raw -2199159.759626 + Penalty 2213.779867 = -2196945.979759 nChanged 848 SP:Iteration 8Q (5908.791285 sec): 3 clusters Score: Raw -2199746.491172 + Penalty 2213.779867 = -2197532.711305 nChanged 732 SP:Iteration 9Q (5908.926909 sec): 3 clusters Score: Raw -2200284.161825 + Penalty 2213.779867 = -2198070.381958 nChanged 594 SP:Iteration 10Q (5909.052521 sec): 3 clusters Score: Raw -2200680.842253 + Penalty 2213.779867 = -2198467.062386 nChanged 483 SP:Iteration 11Q (5909.213020 sec): 3 clusters Score: Raw -2200926.504874 + Penalty 2213.779867 = -2198712.725007 nChanged 400 SP:Iteration 12Q (5909.345094 sec): 3 clusters Score: Raw -2201145.398532 + Penalty 2213.779867 = -2198931.618665 nChanged 373 SP:Iteration 13Q (5909.494506 sec): 3 clusters Score: Raw -2201352.722070 + Penalty 2213.779867 = -2199138.942203 nChanged 346 SP:Iteration 14Q (5909.623873 sec): 3 clusters Score: Raw -2201545.794348 + Penalty 2213.779867 = -2199332.014481 nChanged 303 SP:Iteration 15Q (5909.749167 sec): 3 clusters Score: Raw -2201693.942992 + Penalty 2213.779867 = -2199480.163125 nChanged 256 SP:Iteration 16Q (5909.887927 sec): 3 clusters Score: Raw -2201780.913435 + Penalty 2213.779867 = -2199567.133568 nChanged 207 SP:Iteration 17Q (5910.042060 sec): 3 clusters Score: Raw -2201837.814763 + Penalty 2213.779867 = -2199624.034896 nChanged 175 SP:Iteration 18Q (5910.190801 sec): 3 clusters Score: Raw -2201872.963488 + Penalty 2213.779867 = -2199659.183621 nChanged 136 SP:Iteration 19Q (5910.341335 sec): 3 clusters Score: Raw -2201900.225280 + Penalty 2213.779867 = -2199686.445413 nChanged 110 SP:Iteration 20F (5910.477080 sec): 3 clusters Score: Raw -2201920.139666 + Penalty 2213.779867 = -2199706.359799 nChanged 97 SP:Iteration 21Q (5910.613135 sec): 3 clusters Score: Raw -2201935.016525 + Penalty 2213.779867 = -2199721.236658 nChanged 97 SP:Iteration 22Q (5910.761031 sec): 3 clusters Score: Raw -2201947.642343 + Penalty 2213.779867 = -2199733.862476 nChanged 87 SP:Iteration 23Q (5910.918753 sec): 3 clusters Score: Raw -2201958.237402 + Penalty 2213.779867 = -2199744.457535 nChanged 57 SP:Iteration 24Q (5911.055204 sec): 3 clusters Score: Raw -2201964.019892 + Penalty 2213.779867 = -2199750.240025 nChanged 57 SP:Iteration 25Q (5911.189196 sec): 3 clusters Score: Raw -2201970.025962 + Penalty 2213.779867 = -2199756.246095 nChanged 59 SP:Iteration 26Q (5911.332933 sec): 3 clusters Score: Raw -2201975.829177 + Penalty 2213.779867 = -2199762.049310 nChanged 52 SP:Iteration 27Q (5911.456881 sec): 3 clusters Score: Raw -2201979.727462 + Penalty 2213.779867 = -2199765.947595 nChanged 45 SP:Iteration 28Q (5911.620651 sec): 3 clusters Score: Raw -2201984.095649 + Penalty 2213.779867 = -2199770.315782 nChanged 51 SP:Iteration 29Q (5911.767250 sec): 3 clusters Score: Raw -2201990.062347 + Penalty 2213.779867 = -2199776.282480 nChanged 61 SP:Iteration 30Q (5911.918366 sec): 3 clusters Score: Raw -2201997.064082 + Penalty 2213.779867 = -2199783.284215 nChanged 58 SP:Iteration 31Q (5912.067725 sec): 3 clusters Score: Raw -2202004.131221 + Penalty 2213.779867 = -2199790.351354 nChanged 48 SP:Iteration 32Q (5912.212973 sec): 3 clusters Score: Raw -2202008.722473 + Penalty 2213.779867 = -2199794.942605 nChanged 47 SP:Iteration 33Q (5912.358600 sec): 3 clusters Score: Raw -2202014.380216 + Penalty 2213.779867 = -2199800.600349 nChanged 53 SP:Iteration 34Q (5912.494666 sec): 3 clusters Score: Raw -2202020.799959 + Penalty 2213.779867 = -2199807.020092 nChanged 53 SP:Iteration 35Q (5912.625079 sec): 3 clusters Score: Raw -2202026.532514 + Penalty 2213.779867 = -2199812.752647 nChanged 56 SP:Iteration 36Q (5912.761581 sec): 3 clusters Score: Raw -2202032.702244 + Penalty 2213.779867 = -2199818.922376 nChanged 50 SP:Iteration 37Q (5912.883074 sec): 3 clusters Score: Raw -2202036.888858 + Penalty 2213.779867 = -2199823.108991 nChanged 49 SP:Iteration 38Q (5913.039068 sec): 3 clusters Score: Raw -2202041.742279 + Penalty 2213.779867 = -2199827.962412 nChanged 53 SP:Iteration 39Q (5913.149039 sec): 3 clusters Score: Raw -2202047.009268 + Penalty 2213.779867 = -2199833.229401 nChanged 54 SP:Iteration 40F (5913.290263 sec): 3 clusters Score: Raw -2202051.288559 + Penalty 2213.779867 = -2199837.508692 nChanged 44 SP:Iteration 41Q (5913.456612 sec): 3 clusters Score: Raw -2202055.251550 + Penalty 2213.779867 = -2199841.471683 nChanged 45 SP:Iteration 42Q (5913.609544 sec): 3 clusters Score: Raw -2202059.349720 + Penalty 2213.779867 = -2199845.569853 nChanged 55 SP:Iteration 43Q (5913.761652 sec): 3 clusters Score: Raw -2202064.307976 + Penalty 2213.779867 = -2199850.528109 nChanged 54 SP:Iteration 44Q (5913.884904 sec): 3 clusters Score: Raw -2202069.951622 + Penalty 2213.779867 = -2199856.171755 nChanged 57 SP:Iteration 45Q (5914.032905 sec): 3 clusters Score: Raw -2202075.925547 + Penalty 2213.779867 = -2199862.145680 nChanged 56 SP:Iteration 46Q (5914.166427 sec): 3 clusters Score: Raw -2202081.854123 + Penalty 2213.779867 = -2199868.074255 nChanged 63 SP:Iteration 47Q (5914.321258 sec): 3 clusters Score: Raw -2202089.135343 + Penalty 2213.779867 = -2199875.355475 nChanged 73 SP:Iteration 48Q (5914.458888 sec): 3 clusters Score: Raw -2202097.778833 + Penalty 2213.779867 = -2199883.998966 nChanged 78 SP:Iteration 49Q (5914.624419 sec): 3 clusters Score: Raw -2202108.787219 + Penalty 2213.779867 = -2199895.007352 nChanged 85 SP:Iteration 50Q (5914.767163 sec): 3 clusters Score: Raw -2202121.209768 + Penalty 2213.779867 = -2199907.429901 nChanged 87 SP:Iteration 51Q (5914.911152 sec): 3 clusters Score: Raw -2202132.301997 + Penalty 2213.779867 = -2199918.522130 nChanged 84 SP:Iteration 52Q (5915.045128 sec): 3 clusters Score: Raw -2202144.798286 + Penalty 2213.779867 = -2199931.018419 nChanged 86 SP:Iteration 53Q (5915.172427 sec): 3 clusters Score: Raw -2202157.251703 + Penalty 2213.779867 = -2199943.471836 nChanged 77 SP:Iteration 54Q (5915.319218 sec): 3 clusters Score: Raw -2202168.774187 + Penalty 2213.779867 = -2199954.994320 nChanged 74 SP:Iteration 55Q (5915.494073 sec): 3 clusters Score: Raw -2202179.712217 + Penalty 2213.779867 = -2199965.932350 nChanged 74 SP:Iteration 56Q (5915.653442 sec): 3 clusters Score: Raw -2202188.904579 + Penalty 2213.779867 = -2199975.124712 nChanged 65 SP:Iteration 57Q (5915.781428 sec): 3 clusters Score: Raw -2202197.674909 + Penalty 2213.779867 = -2199983.895042 nChanged 80 SP:Iteration 58Q (5915.929809 sec): 3 clusters Score: Raw -2202210.674263 + Penalty 2213.779867 = -2199996.894396 nChanged 88 SP:Iteration 59Q (5916.074234 sec): 3 clusters Score: Raw -2202229.306893 + Penalty 2213.779867 = -2200015.527026 nChanged 109 SP:Iteration 60F (5916.219191 sec): 3 clusters Score: Raw -2202252.926215 + Penalty 2213.779867 = -2200039.146348 nChanged 109 SP:Iteration 61Q (5916.378945 sec): 3 clusters Score: Raw -2202278.560777 + Penalty 2213.779867 = -2200064.780910 nChanged 116 SP:Iteration 62Q (5916.519861 sec): 3 clusters Score: Raw -2202306.230602 + Penalty 2213.779867 = -2200092.450734 nChanged 110 SP:Iteration 63Q (5916.657150 sec): 3 clusters Score: Raw -2202328.436346 + Penalty 2213.779867 = -2200114.656479 nChanged 93 SP:Iteration 64Q (5916.816013 sec): 3 clusters Score: Raw -2202346.515071 + Penalty 2213.779867 = -2200132.735204 nChanged 93 SP:Iteration 65Q (5916.966191 sec): 3 clusters Score: Raw -2202364.547648 + Penalty 2213.779867 = -2200150.767781 nChanged 90 SP:Iteration 66Q (5917.110256 sec): 3 clusters Score: Raw -2202382.910626 + Penalty 2213.779867 = -2200169.130759 nChanged 99 SP:Iteration 67Q (5917.246423 sec): 3 clusters Score: Raw -2202402.416546 + Penalty 2213.779867 = -2200188.636679 nChanged 82 SP:Iteration 68Q (5917.406051 sec): 3 clusters Score: Raw -2202419.432447 + Penalty 2213.779867 = -2200205.652580 nChanged 58 SP:Iteration 69Q (5917.553558 sec): 3 clusters Score: Raw -2202429.320653 + Penalty 2213.779867 = -2200215.540786 nChanged 60 SP:Iteration 70Q (5917.709967 sec): 3 clusters Score: Raw -2202439.632597 + Penalty 2213.779867 = -2200225.852730 nChanged 56 SP:Iteration 71Q (5917.852595 sec): 3 clusters Score: Raw -2202450.003361 + Penalty 2213.779867 = -2200236.223494 nChanged 56 SP:Iteration 72Q (5917.997429 sec): 3 clusters Score: Raw -2202459.021944 + Penalty 2213.779867 = -2200245.242077 nChanged 45 SP:Iteration 73Q (5918.159770 sec): 3 clusters Score: Raw -2202466.646443 + Penalty 2213.779867 = -2200252.866576 nChanged 50 SP:Iteration 74Q (5918.314105 sec): 3 clusters Score: Raw -2202474.722326 + Penalty 2213.779867 = -2200260.942459 nChanged 45 SP:Iteration 75Q (5918.478786 sec): 3 clusters Score: Raw -2202481.390665 + Penalty 2213.779867 = -2200267.610798 nChanged 51 SP:Iteration 76Q (5918.614412 sec): 3 clusters Score: Raw -2202488.865766 + Penalty 2213.779867 = -2200275.085899 nChanged 42 SP:Iteration 77Q (5918.758287 sec): 3 clusters Score: Raw -2202494.747016 + Penalty 2213.779867 = -2200280.967149 nChanged 41 SP:Iteration 78Q (5918.928205 sec): 3 clusters Score: Raw -2202500.436969 + Penalty 2213.779867 = -2200286.657102 nChanged 38 SP:Iteration 79Q (5919.083086 sec): 3 clusters Score: Raw -2202507.291624 + Penalty 2213.779867 = -2200293.511757 nChanged 40 SP:Iteration 80F (5919.237215 sec): 3 clusters Score: Raw -2202514.440235 + Penalty 2213.779867 = -2200300.660368 nChanged 47 SP:Iteration 81Q (5919.390475 sec): 3 clusters Score: Raw -2202521.166230 + Penalty 2213.779867 = -2200307.386363 nChanged 40 SP:Iteration 82Q (5919.549915 sec): 3 clusters Score: Raw -2202527.245139 + Penalty 2213.779867 = -2200313.465272 nChanged 39 SP:Iteration 83Q (5919.674754 sec): 3 clusters Score: Raw -2202532.172072 + Penalty 2213.779867 = -2200318.392205 nChanged 28 SP:Iteration 84Q (5919.842181 sec): 3 clusters Score: Raw -2202534.544118 + Penalty 2213.779867 = -2200320.764251 nChanged 24 SP:Iteration 85Q (5919.981228 sec): 3 clusters Score: Raw -2202536.548236 + Penalty 2213.779867 = -2200322.768369 nChanged 17 SP:Iteration 86Q (5920.123034 sec): 3 clusters Score: Raw -2202537.741299 + Penalty 2213.779867 = -2200323.961432 nChanged 16 SP:Iteration 87Q (5920.290814 sec): 3 clusters Score: Raw -2202539.451162 + Penalty 2213.779867 = -2200325.671295 nChanged 12 SP:Iteration 88Q (5920.439162 sec): 3 clusters Score: Raw -2202540.397626 + Penalty 2213.779867 = -2200326.617759 nChanged 10 SP:Iteration 89Q (5920.601940 sec): 3 clusters Score: Raw -2202541.015596 + Penalty 2213.779867 = -2200327.235729 nChanged 8 SP:Iteration 90Q (5920.731319 sec): 3 clusters Score: Raw -2202541.628145 + Penalty 2213.779867 = -2200327.848277 nChanged 13 SP:Iteration 91Q (5920.895310 sec): 3 clusters Score: Raw -2202542.548187 + Penalty 2213.779867 = -2200328.768320 nChanged 9 SP:Iteration 92Q (5921.034624 sec): 3 clusters Score: Raw -2202543.359570 + Penalty 2213.779867 = -2200329.579702 nChanged 11 SP:Iteration 93Q (5921.189548 sec): 3 clusters Score: Raw -2202544.239390 + Penalty 2213.779867 = -2200330.459523 nChanged 12 SP:Iteration 94Q (5921.348726 sec): 3 clusters Score: Raw -2202545.199121 + Penalty 2213.779867 = -2200331.419254 nChanged 8 SP:Iteration 95Q (5921.483541 sec): 3 clusters Score: Raw -2202545.806436 + Penalty 2213.779867 = -2200332.026569 nChanged 8 SP:Iteration 96Q (5921.645570 sec): 3 clusters Score: Raw -2202546.502124 + Penalty 2213.779867 = -2200332.722257 nChanged 8 SP:Iteration 97Q (5921.799239 sec): 3 clusters Score: Raw -2202547.079434 + Penalty 2213.779867 = -2200333.299567 nChanged 10 SP:Iteration 98Q (5921.941847 sec): 3 clusters Score: Raw -2202547.828272 + Penalty 2213.779867 = -2200334.048405 nChanged 10 SP:Iteration 99Q (5922.079960 sec): 3 clusters Score: Raw -2202548.630942 + Penalty 2213.779867 = -2200334.851075 nChanged 9 SP:Iteration 100F (5922.259932 sec): 3 clusters Score: Raw -2202549.790240 + Penalty 2213.779867 = -2200336.010373 nChanged 13 SP:Iteration 101Q (5922.404899 sec): 3 clusters Score: Raw -2202550.950312 + Penalty 2213.779867 = -2200337.170445 nChanged 9 SP:Iteration 102Q (5922.572787 sec): 3 clusters Score: Raw -2202551.588103 + Penalty 2213.779867 = -2200337.808236 nChanged 12 SP:Iteration 103Q (5922.711875 sec): 3 clusters Score: Raw -2202552.188334 + Penalty 2213.779867 = -2200338.408467 nChanged 4 SP:Iteration 104Q (5922.876491 sec): 3 clusters Score: Raw -2202552.498308 + Penalty 2213.779867 = -2200338.718441 nChanged 5 SP:Iteration 105Q (5923.018947 sec): 3 clusters Score: Raw -2202552.870123 + Penalty 2213.779867 = -2200339.090256 nChanged 2 SP:Iteration 106Q (5923.156228 sec): 3 clusters Score: Raw -2202552.941556 + Penalty 2213.779867 = -2200339.161689 nChanged 0 SP:Iteration 107F (5923.321741 sec): 3 clusters Score: Raw -2202552.941556 + Penalty 2213.779867 = -2200339.161689 nChanged 0 Score: Raw -4196246.762426 + Penalty 14192.626939 = -4182054.135487 Splitting cluster 4 changes total score from -4176598.867966 to -4182054.135487 So it's getting split into cluster 12. Trying to split cluster 5 (10452 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5924.620535 sec): 2 clusters Score: Raw -587762.035705 + Penalty 971.727606 = -586790.308099 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5924.759404 sec): 3 clusters Score: Raw -581558.720729 + Penalty 1943.455212 = -579615.265517 nChanged 4694 SP:Iteration 1F (5924.859490 sec): 3 clusters Score: Raw -584376.891477 + Penalty 1943.455212 = -582433.436266 nChanged 756 SP:Iteration 2F (5925.002460 sec): 3 clusters Score: Raw -584815.029164 + Penalty 1943.455212 = -582871.573953 nChanged 710 SP:Iteration 3F (5925.099513 sec): 3 clusters Score: Raw -585300.091472 + Penalty 1943.455212 = -583356.636260 nChanged 673 SP:Iteration 4F (5925.207182 sec): 3 clusters Score: Raw -585772.714381 + Penalty 1943.455212 = -583829.259169 nChanged 643 SP:Iteration 5F (5925.330578 sec): 3 clusters Score: Raw -586159.858164 + Penalty 1943.455212 = -584216.402952 nChanged 534 SP:Iteration 6F (5925.432183 sec): 3 clusters Score: Raw -586465.273496 + Penalty 1943.455212 = -584521.818285 nChanged 453 SP:Iteration 7Q (5925.576356 sec): 3 clusters Score: Raw -586696.097013 + Penalty 1943.455212 = -584752.641802 nChanged 371 SP:Iteration 8Q (5925.685812 sec): 3 clusters Score: Raw -586862.803946 + Penalty 1943.455212 = -584919.348734 nChanged 311 SP:Iteration 9Q (5925.802714 sec): 3 clusters Score: Raw -586998.230128 + Penalty 1943.455212 = -585054.774917 nChanged 267 SP:Iteration 10Q (5925.902625 sec): 3 clusters Score: Raw -587106.864245 + Penalty 1943.455212 = -585163.409033 nChanged 242 SP:Iteration 11Q (5926.042859 sec): 3 clusters Score: Raw -587200.173248 + Penalty 1943.455212 = -585256.718037 nChanged 210 SP:Iteration 12Q (5926.166369 sec): 3 clusters Score: Raw -587285.243835 + Penalty 1943.455212 = -585341.788623 nChanged 227 SP:Iteration 13Q (5926.282234 sec): 3 clusters Score: Raw -587375.316950 + Penalty 1943.455212 = -585431.861738 nChanged 206 SP:Iteration 14Q (5926.390437 sec): 3 clusters Score: Raw -587459.605365 + Penalty 1943.455212 = -585516.150153 nChanged 192 SP:Iteration 15Q (5926.514038 sec): 3 clusters Score: Raw -587539.469461 + Penalty 1943.455212 = -585596.014250 nChanged 187 SP:Iteration 16Q (5926.628701 sec): 3 clusters Score: Raw -587613.050859 + Penalty 1943.455212 = -585669.595647 nChanged 172 SP:Iteration 17Q (5926.763164 sec): 3 clusters Score: Raw -587684.612298 + Penalty 1943.455212 = -585741.157086 nChanged 160 SP:Iteration 18Q (5926.878555 sec): 3 clusters Score: Raw -587752.859723 + Penalty 1943.455212 = -585809.404511 nChanged 155 SP:Iteration 19Q (5927.012742 sec): 3 clusters Score: Raw -587822.334409 + Penalty 1943.455212 = -585878.879198 nChanged 153 SP:Iteration 20F (5927.117283 sec): 3 clusters Score: Raw -587879.753213 + Penalty 1943.455212 = -585936.298001 nChanged 140 SP:Iteration 21Q (5927.245519 sec): 3 clusters Score: Raw -587928.494630 + Penalty 1943.455212 = -585985.039419 nChanged 132 SP:Iteration 22Q (5927.334950 sec): 3 clusters Score: Raw -587982.682167 + Penalty 1943.455212 = -586039.226956 nChanged 128 SP:Iteration 23Q (5927.472660 sec): 3 clusters Score: Raw -588023.933733 + Penalty 1943.455212 = -586080.478522 nChanged 103 SP:Iteration 24Q (5927.576475 sec): 3 clusters Score: Raw -588056.508321 + Penalty 1943.455212 = -586113.053109 nChanged 86 SP:Iteration 25Q (5927.705421 sec): 3 clusters Score: Raw -588089.723638 + Penalty 1943.455212 = -586146.268427 nChanged 93 SP:Iteration 26Q (5927.822252 sec): 3 clusters Score: Raw -588123.277810 + Penalty 1943.455212 = -586179.822598 nChanged 103 SP:Iteration 27Q (5927.945689 sec): 3 clusters Score: Raw -588163.927468 + Penalty 1943.455212 = -586220.472256 nChanged 108 SP:Iteration 28Q (5928.074529 sec): 3 clusters Score: Raw -588210.825599 + Penalty 1943.455212 = -586267.370388 nChanged 96 SP:Iteration 29Q (5928.185683 sec): 3 clusters Score: Raw -588243.222322 + Penalty 1943.455212 = -586299.767111 nChanged 89 SP:Iteration 30Q (5928.302372 sec): 3 clusters Score: Raw -588273.498118 + Penalty 1943.455212 = -586330.042906 nChanged 82 SP:Iteration 31Q (5928.418437 sec): 3 clusters Score: Raw -588301.873380 + Penalty 1943.455212 = -586358.418168 nChanged 87 SP:Iteration 32Q (5928.502619 sec): 3 clusters Score: Raw -588329.600591 + Penalty 1943.455212 = -586386.145379 nChanged 71 SP:Iteration 33Q (5928.631267 sec): 3 clusters Score: Raw -588353.372025 + Penalty 1943.455212 = -586409.916814 nChanged 56 SP:Iteration 34Q (5928.730306 sec): 3 clusters Score: Raw -588367.517164 + Penalty 1943.455212 = -586424.061953 nChanged 53 SP:Iteration 35Q (5928.856288 sec): 3 clusters Score: Raw -588384.071458 + Penalty 1943.455212 = -586440.616247 nChanged 55 SP:Iteration 36Q (5928.979633 sec): 3 clusters Score: Raw -588399.871758 + Penalty 1943.455212 = -586456.416547 nChanged 48 SP:Iteration 37Q (5929.074970 sec): 3 clusters Score: Raw -588413.541636 + Penalty 1943.455212 = -586470.086424 nChanged 58 SP:Iteration 38Q (5929.209937 sec): 3 clusters Score: Raw -588428.160124 + Penalty 1943.455212 = -586484.704912 nChanged 40 SP:Iteration 39Q (5929.307075 sec): 3 clusters Score: Raw -588436.365956 + Penalty 1943.455212 = -586492.910744 nChanged 39 SP:Iteration 40F (5929.453076 sec): 3 clusters Score: Raw -588448.305835 + Penalty 1943.455212 = -586504.850623 nChanged 38 SP:Iteration 41Q (5929.564715 sec): 3 clusters Score: Raw -588458.761929 + Penalty 1943.455212 = -586515.306717 nChanged 36 SP:Iteration 42Q (5929.660317 sec): 3 clusters Score: Raw -588468.069102 + Penalty 1943.455212 = -586524.613891 nChanged 36 SP:Iteration 43Q (5929.777392 sec): 3 clusters Score: Raw -588479.742574 + Penalty 1943.455212 = -586536.287362 nChanged 36 SP:Iteration 44Q (5929.895945 sec): 3 clusters Score: Raw -588487.344275 + Penalty 1943.455212 = -586543.889063 nChanged 24 SP:Iteration 45Q (5930.012194 sec): 3 clusters Score: Raw -588490.920284 + Penalty 1943.455212 = -586547.465072 nChanged 19 SP:Iteration 46Q (5930.148118 sec): 3 clusters Score: Raw -588496.227165 + Penalty 1943.455212 = -586552.771953 nChanged 19 SP:Iteration 47Q (5930.268593 sec): 3 clusters Score: Raw -588502.969475 + Penalty 1943.455212 = -586559.514263 nChanged 26 SP:Iteration 48Q (5930.358471 sec): 3 clusters Score: Raw -588509.001195 + Penalty 1943.455212 = -586565.545984 nChanged 27 SP:Iteration 49Q (5930.501508 sec): 3 clusters Score: Raw -588513.605194 + Penalty 1943.455212 = -586570.149982 nChanged 21 SP:Iteration 50Q (5930.591778 sec): 3 clusters Score: Raw -588517.802768 + Penalty 1943.455212 = -586574.347556 nChanged 20 SP:Iteration 51Q (5930.704937 sec): 3 clusters Score: Raw -588521.665915 + Penalty 1943.455212 = -586578.210704 nChanged 21 SP:Iteration 52Q (5930.833195 sec): 3 clusters Score: Raw -588526.018427 + Penalty 1943.455212 = -586582.563215 nChanged 20 SP:Iteration 53Q (5930.959542 sec): 3 clusters Score: Raw -588529.025733 + Penalty 1943.455212 = -586585.570521 nChanged 14 SP:Iteration 54Q (5931.050173 sec): 3 clusters Score: Raw -588530.439384 + Penalty 1943.455212 = -586586.984172 nChanged 7 SP:Iteration 55Q (5931.170125 sec): 3 clusters Score: Raw -588531.266422 + Penalty 1943.455212 = -586587.811210 nChanged 10 SP:Iteration 56Q (5931.262904 sec): 3 clusters Score: Raw -588533.283955 + Penalty 1943.455212 = -586589.828743 nChanged 11 SP:Iteration 57Q (5931.396206 sec): 3 clusters Score: Raw -588534.834840 + Penalty 1943.455212 = -586591.379628 nChanged 12 SP:Iteration 58Q (5931.534453 sec): 3 clusters Score: Raw -588536.474916 + Penalty 1943.455212 = -586593.019705 nChanged 13 SP:Iteration 59Q (5931.659930 sec): 3 clusters Score: Raw -588539.055246 + Penalty 1943.455212 = -586595.600035 nChanged 18 SP:Iteration 60F (5931.748589 sec): 3 clusters Score: Raw -588542.495684 + Penalty 1943.455212 = -586599.040473 nChanged 20 SP:Iteration 61Q (5931.884051 sec): 3 clusters Score: Raw -588545.363976 + Penalty 1943.455212 = -586601.908764 nChanged 13 SP:Iteration 62Q (5932.000746 sec): 3 clusters Score: Raw -588547.082259 + Penalty 1943.455212 = -586603.627047 nChanged 8 SP:Iteration 63Q (5932.128074 sec): 3 clusters Score: Raw -588548.716303 + Penalty 1943.455212 = -586605.261091 nChanged 10 SP:Iteration 64Q (5932.248958 sec): 3 clusters Score: Raw -588551.446320 + Penalty 1943.455212 = -586607.991108 nChanged 17 SP:Iteration 65Q (5932.376412 sec): 3 clusters Score: Raw -588555.242836 + Penalty 1943.455212 = -586611.787624 nChanged 17 SP:Iteration 66Q (5932.473467 sec): 3 clusters Score: Raw -588557.782847 + Penalty 1943.455212 = -586614.327635 nChanged 19 SP:Iteration 67Q (5932.598915 sec): 3 clusters Score: Raw -588561.366300 + Penalty 1943.455212 = -586617.911088 nChanged 16 SP:Iteration 68Q (5932.703997 sec): 3 clusters Score: Raw -588563.513789 + Penalty 1943.455212 = -586620.058577 nChanged 12 SP:Iteration 69Q (5932.823749 sec): 3 clusters Score: Raw -588565.116346 + Penalty 1943.455212 = -586621.661134 nChanged 12 SP:Iteration 70Q (5932.962861 sec): 3 clusters Score: Raw -588567.050729 + Penalty 1943.455212 = -586623.595518 nChanged 12 SP:Iteration 71Q (5933.080550 sec): 3 clusters Score: Raw -588569.086576 + Penalty 1943.455212 = -586625.631365 nChanged 15 SP:Iteration 72Q (5933.179120 sec): 3 clusters Score: Raw -588570.949566 + Penalty 1943.455212 = -586627.494354 nChanged 9 SP:Iteration 73Q (5933.292120 sec): 3 clusters Score: Raw -588572.802523 + Penalty 1943.455212 = -586629.347311 nChanged 15 SP:Iteration 74Q (5933.433176 sec): 3 clusters Score: Raw -588575.898526 + Penalty 1943.455212 = -586632.443314 nChanged 19 SP:Iteration 75Q (5933.534808 sec): 3 clusters Score: Raw -588580.144701 + Penalty 1943.455212 = -586636.689490 nChanged 15 SP:Iteration 76Q (5933.667026 sec): 3 clusters Score: Raw -588582.299764 + Penalty 1943.455212 = -586638.844552 nChanged 8 SP:Iteration 77Q (5933.795264 sec): 3 clusters Score: Raw -588583.667956 + Penalty 1943.455212 = -586640.212744 nChanged 12 SP:Iteration 78Q (5933.919065 sec): 3 clusters Score: Raw -588585.015340 + Penalty 1943.455212 = -586641.560128 nChanged 7 SP:Iteration 79Q (5934.036110 sec): 3 clusters Score: Raw -588586.264736 + Penalty 1943.455212 = -586642.809525 nChanged 10 SP:Iteration 80F (5934.139339 sec): 3 clusters Score: Raw -588587.706117 + Penalty 1943.455212 = -586644.250905 nChanged 7 SP:Iteration 81Q (5934.244070 sec): 3 clusters Score: Raw -588588.426959 + Penalty 1943.455212 = -586644.971747 nChanged 7 SP:Iteration 82Q (5934.373433 sec): 3 clusters Score: Raw -588589.398908 + Penalty 1943.455212 = -586645.943697 nChanged 8 SP:Iteration 83Q (5934.489597 sec): 3 clusters Score: Raw -588590.370876 + Penalty 1943.455212 = -586646.915665 nChanged 9 SP:Iteration 84Q (5934.593142 sec): 3 clusters Score: Raw -588592.038108 + Penalty 1943.455212 = -586648.582896 nChanged 7 SP:Iteration 85Q (5934.699757 sec): 3 clusters Score: Raw -588594.077390 + Penalty 1943.455212 = -586650.622178 nChanged 11 SP:Iteration 86Q (5934.818988 sec): 3 clusters Score: Raw -588595.690980 + Penalty 1943.455212 = -586652.235768 nChanged 6 SP:Iteration 87Q (5934.937398 sec): 3 clusters Score: Raw -588597.113880 + Penalty 1943.455212 = -586653.658668 nChanged 9 SP:Iteration 88Q (5935.059185 sec): 3 clusters Score: Raw -588597.990726 + Penalty 1943.455212 = -586654.535514 nChanged 7 SP:Iteration 89Q (5935.176194 sec): 3 clusters Score: Raw -588598.938292 + Penalty 1943.455212 = -586655.483080 nChanged 7 SP:Iteration 90Q (5935.267531 sec): 3 clusters Score: Raw -588599.607609 + Penalty 1943.455212 = -586656.152397 nChanged 3 SP:Iteration 91Q (5935.383610 sec): 3 clusters Score: Raw -588599.931023 + Penalty 1943.455212 = -586656.475812 nChanged 2 SP:Iteration 92Q (5935.513905 sec): 3 clusters Score: Raw -588600.142395 + Penalty 1943.455212 = -586656.687183 nChanged 4 SP:Iteration 93Q (5935.618788 sec): 3 clusters Score: Raw -588600.559715 + Penalty 1943.455212 = -586657.104503 nChanged 1 SP:Iteration 94Q (5935.741091 sec): 3 clusters Score: Raw -588600.683857 + Penalty 1943.455212 = -586657.228646 nChanged 1 SP:Iteration 95Q (5935.854667 sec): 3 clusters Score: Raw -588600.703237 + Penalty 1943.455212 = -586657.248026 nChanged 0 SP:Iteration 96F (5935.991401 sec): 3 clusters Score: Raw -588600.703237 + Penalty 1943.455212 = -586657.248026 nChanged 0 Trying to split cluster 6 (3181 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5936.059503 sec): 2 clusters Score: Raw -185531.407547 + Penalty 846.819844 = -184684.587703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5936.144411 sec): 3 clusters Score: Raw -183951.470701 + Penalty 1693.639687 = -182257.831013 nChanged 1283 SP:Iteration 1F (5936.242843 sec): 3 clusters Score: Raw -184672.333803 + Penalty 1693.639687 = -182978.694116 nChanged 217 SP:Iteration 2F (5936.369948 sec): 3 clusters Score: Raw -184795.232449 + Penalty 1693.639687 = -183101.592762 nChanged 173 SP:Iteration 3F (5936.465129 sec): 3 clusters Score: Raw -184911.660138 + Penalty 1693.639687 = -183218.020450 nChanged 164 SP:Iteration 4F (5936.551194 sec): 3 clusters Score: Raw -185009.913975 + Penalty 1693.639687 = -183316.274288 nChanged 128 SP:Iteration 5Q (5936.675175 sec): 3 clusters Score: Raw -185089.718750 + Penalty 1693.639687 = -183396.079063 nChanged 123 SP:Iteration 6Q (5936.768086 sec): 3 clusters Score: Raw -185154.387815 + Penalty 1693.639687 = -183460.748128 nChanged 103 SP:Iteration 7Q (5936.873329 sec): 3 clusters Score: Raw -185205.135274 + Penalty 1693.639687 = -183511.495586 nChanged 82 SP:Iteration 8Q (5937.004340 sec): 3 clusters Score: Raw -185244.219891 + Penalty 1693.639687 = -183550.580204 nChanged 70 SP:Iteration 9Q (5937.105199 sec): 3 clusters Score: Raw -185273.573306 + Penalty 1693.639687 = -183579.933618 nChanged 69 SP:Iteration 10Q (5937.199064 sec): 3 clusters Score: Raw -185299.546186 + Penalty 1693.639687 = -183605.906499 nChanged 72 SP:Iteration 11Q (5937.312380 sec): 3 clusters Score: Raw -185338.386653 + Penalty 1693.639687 = -183644.746965 nChanged 94 SP:Iteration 12Q (5937.434155 sec): 3 clusters Score: Raw -185398.916634 + Penalty 1693.639687 = -183705.276946 nChanged 105 SP:Iteration 13Q (5937.543955 sec): 3 clusters Score: Raw -185474.747845 + Penalty 1693.639687 = -183781.108158 nChanged 94 SP:Iteration 14Q (5937.641585 sec): 3 clusters Score: Raw -185548.802322 + Penalty 1693.639687 = -183855.162635 nChanged 98 SP:Iteration 15Q (5937.743522 sec): 3 clusters Score: Raw -185626.356839 + Penalty 1693.639687 = -183932.717152 nChanged 77 SP:Iteration 16Q (5937.871808 sec): 3 clusters Score: Raw -185672.764458 + Penalty 1693.639687 = -183979.124771 nChanged 50 SP:Iteration 17Q (5937.962645 sec): 3 clusters Score: Raw -185703.148519 + Penalty 1693.639687 = -184009.508831 nChanged 40 SP:Iteration 18Q (5938.087704 sec): 3 clusters Score: Raw -185728.777441 + Penalty 1693.639687 = -184035.137753 nChanged 44 SP:Iteration 19Q (5938.203110 sec): 3 clusters Score: Raw -185753.307597 + Penalty 1693.639687 = -184059.667910 nChanged 35 SP:Iteration 20F (5938.306388 sec): 3 clusters Score: Raw -185774.609346 + Penalty 1693.639687 = -184080.969658 nChanged 27 SP:Iteration 21Q (5938.403039 sec): 3 clusters Score: Raw -185790.218961 + Penalty 1693.639687 = -184096.579273 nChanged 19 SP:Iteration 22Q (5938.505488 sec): 3 clusters Score: Raw -185799.415783 + Penalty 1693.639687 = -184105.776095 nChanged 13 SP:Iteration 23Q (5938.607723 sec): 3 clusters Score: Raw -185807.822296 + Penalty 1693.639687 = -184114.182609 nChanged 10 SP:Iteration 24Q (5938.720661 sec): 3 clusters Score: Raw -185816.598477 + Penalty 1693.639687 = -184122.958790 nChanged 13 SP:Iteration 25Q (5938.809269 sec): 3 clusters Score: Raw -185823.881143 + Penalty 1693.639687 = -184130.241456 nChanged 11 SP:Iteration 26Q (5938.910198 sec): 3 clusters Score: Raw -185826.380600 + Penalty 1693.639687 = -184132.740913 nChanged 8 SP:Iteration 27Q (5939.005865 sec): 3 clusters Score: Raw -185830.292610 + Penalty 1693.639687 = -184136.652923 nChanged 14 SP:Iteration 28Q (5939.108419 sec): 3 clusters Score: Raw -185836.547683 + Penalty 1693.639687 = -184142.907995 nChanged 16 SP:Iteration 29Q (5939.200885 sec): 3 clusters Score: Raw -185845.803286 + Penalty 1693.639687 = -184152.163599 nChanged 15 SP:Iteration 30Q (5939.305507 sec): 3 clusters Score: Raw -185852.595690 + Penalty 1693.639687 = -184158.956003 nChanged 10 SP:Iteration 31Q (5939.433736 sec): 3 clusters Score: Raw -185858.178709 + Penalty 1693.639687 = -184164.539021 nChanged 7 SP:Iteration 32Q (5939.534483 sec): 3 clusters Score: Raw -185862.143417 + Penalty 1693.639687 = -184168.503729 nChanged 5 SP:Iteration 33Q (5939.651015 sec): 3 clusters Score: Raw -185864.946404 + Penalty 1693.639687 = -184171.306717 nChanged 8 SP:Iteration 34Q (5939.752142 sec): 3 clusters Score: Raw -185871.417062 + Penalty 1693.639687 = -184177.777374 nChanged 14 SP:Iteration 35Q (5939.855559 sec): 3 clusters Score: Raw -185884.420732 + Penalty 1693.639687 = -184190.781045 nChanged 11 SP:Iteration 36Q (5939.957759 sec): 3 clusters Score: Raw -185897.226120 + Penalty 1693.639687 = -184203.586433 nChanged 15 SP:Iteration 37Q (5940.068447 sec): 3 clusters Score: Raw -185912.150554 + Penalty 1693.639687 = -184218.510866 nChanged 14 SP:Iteration 38Q (5940.157234 sec): 3 clusters Score: Raw -185938.137489 + Penalty 1693.639687 = -184244.497801 nChanged 17 SP:Iteration 39Q (5940.259197 sec): 3 clusters Score: Raw -185952.361244 + Penalty 1693.639687 = -184258.721556 nChanged 13 SP:Iteration 40F (5940.366706 sec): 3 clusters Score: Raw -185975.261664 + Penalty 1693.639687 = -184281.621977 nChanged 14 SP:Iteration 41Q (5940.479838 sec): 3 clusters Score: Raw -186004.370505 + Penalty 1693.639687 = -184310.730817 nChanged 23 SP:Iteration 42Q (5940.575066 sec): 3 clusters Score: Raw -186037.570490 + Penalty 1693.639687 = -184343.930803 nChanged 19 SP:Iteration 43Q (5940.681917 sec): 3 clusters Score: Raw -186053.360490 + Penalty 1693.639687 = -184359.720803 nChanged 21 SP:Iteration 44Q (5940.783696 sec): 3 clusters Score: Raw -186062.035916 + Penalty 1693.639687 = -184368.396229 nChanged 10 SP:Iteration 45Q (5940.869108 sec): 3 clusters Score: Raw -186066.790812 + Penalty 1693.639687 = -184373.151125 nChanged 5 SP:Iteration 46Q (5941.002645 sec): 3 clusters Score: Raw -186069.424045 + Penalty 1693.639687 = -184375.784357 nChanged 4 SP:Iteration 47Q (5941.099432 sec): 3 clusters Score: Raw -186071.095192 + Penalty 1693.639687 = -184377.455505 nChanged 4 SP:Iteration 48Q (5941.192474 sec): 3 clusters Score: Raw -186073.198479 + Penalty 1693.639687 = -184379.558791 nChanged 2 SP:Iteration 49Q (5941.311818 sec): 3 clusters Score: Raw -186073.470445 + Penalty 1693.639687 = -184379.830757 nChanged 0 SP:Iteration 50F (5941.418674 sec): 3 clusters Score: Raw -186073.470445 + Penalty 1693.639687 = -184379.830757 nChanged 0 Trying to split cluster 8 (4218 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5941.492466 sec): 2 clusters Score: Raw -195595.932371 + Penalty 876.447218 = -194719.485153 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5941.593393 sec): 3 clusters Score: Raw -193354.263816 + Penalty 1752.894436 = -191601.369381 nChanged 1780 SP:Iteration 1F (5941.688047 sec): 3 clusters Score: Raw -195147.115456 + Penalty 1752.894436 = -193394.221021 nChanged 624 SP:Iteration 2F (5941.797999 sec): 3 clusters Score: Raw -196165.120790 + Penalty 1752.894436 = -194412.226354 nChanged 425 SP:Iteration 3F (5941.901096 sec): 3 clusters Score: Raw -196777.164125 + Penalty 1752.894436 = -195024.269689 nChanged 228 SP:Iteration 4F (5942.035006 sec): 3 clusters Score: Raw -196972.519168 + Penalty 1752.894436 = -195219.624733 nChanged 118 SP:Iteration 5Q (5942.145855 sec): 3 clusters Score: Raw -197027.843581 + Penalty 1752.894436 = -195274.949145 nChanged 59 SP:Iteration 6Q (5942.239745 sec): 3 clusters Score: Raw -197050.152885 + Penalty 1752.894436 = -195297.258449 nChanged 35 SP:Iteration 7Q (5942.351241 sec): 3 clusters Score: Raw -197060.123774 + Penalty 1752.894436 = -195307.229338 nChanged 30 SP:Iteration 8Q (5942.466024 sec): 3 clusters Score: Raw -197071.633142 + Penalty 1752.894436 = -195318.738706 nChanged 34 SP:Iteration 9Q (5942.552643 sec): 3 clusters Score: Raw -197082.734377 + Penalty 1752.894436 = -195329.839942 nChanged 33 SP:Iteration 10Q (5942.672253 sec): 3 clusters Score: Raw -197096.024728 + Penalty 1752.894436 = -195343.130292 nChanged 30 SP:Iteration 11Q (5942.775298 sec): 3 clusters Score: Raw -197108.953732 + Penalty 1752.894436 = -195356.059296 nChanged 37 SP:Iteration 12Q (5942.860726 sec): 3 clusters Score: Raw -197122.154252 + Penalty 1752.894436 = -195369.259816 nChanged 32 SP:Iteration 13Q (5942.955413 sec): 3 clusters Score: Raw -197133.816066 + Penalty 1752.894436 = -195380.921630 nChanged 30 SP:Iteration 14Q (5943.050369 sec): 3 clusters Score: Raw -197142.285706 + Penalty 1752.894436 = -195389.391270 nChanged 24 SP:Iteration 15Q (5943.156945 sec): 3 clusters Score: Raw -197148.005229 + Penalty 1752.894436 = -195395.110793 nChanged 20 SP:Iteration 16Q (5943.268840 sec): 3 clusters Score: Raw -197153.608606 + Penalty 1752.894436 = -195400.714170 nChanged 24 SP:Iteration 17Q (5943.390913 sec): 3 clusters Score: Raw -197165.312706 + Penalty 1752.894436 = -195412.418270 nChanged 34 SP:Iteration 18Q (5943.489620 sec): 3 clusters Score: Raw -197187.605686 + Penalty 1752.894436 = -195434.711250 nChanged 44 SP:Iteration 19Q (5943.619325 sec): 3 clusters Score: Raw -197215.965183 + Penalty 1752.894436 = -195463.070747 nChanged 46 SP:Iteration 20F (5943.731917 sec): 3 clusters Score: Raw -197245.781500 + Penalty 1752.894436 = -195492.887064 nChanged 43 SP:Iteration 21Q (5943.823448 sec): 3 clusters Score: Raw -197270.268255 + Penalty 1752.894436 = -195517.373820 nChanged 34 SP:Iteration 22Q (5943.924485 sec): 3 clusters Score: Raw -197286.624069 + Penalty 1752.894436 = -195533.729633 nChanged 24 SP:Iteration 23Q (5944.045995 sec): 3 clusters Score: Raw -197294.548510 + Penalty 1752.894436 = -195541.654074 nChanged 26 SP:Iteration 24Q (5944.150337 sec): 3 clusters Score: Raw -197303.381085 + Penalty 1752.894436 = -195550.486649 nChanged 22 SP:Iteration 25Q (5944.262947 sec): 3 clusters Score: Raw -197309.158318 + Penalty 1752.894436 = -195556.263882 nChanged 15 SP:Iteration 26Q (5944.363450 sec): 3 clusters Score: Raw -197312.543735 + Penalty 1752.894436 = -195559.649299 nChanged 6 SP:Iteration 27Q (5944.469370 sec): 3 clusters Score: Raw -197314.844745 + Penalty 1752.894436 = -195561.950309 nChanged 10 SP:Iteration 28Q (5944.571756 sec): 3 clusters Score: Raw -197318.919994 + Penalty 1752.894436 = -195566.025558 nChanged 14 SP:Iteration 29Q (5944.702501 sec): 3 clusters Score: Raw -197324.343994 + Penalty 1752.894436 = -195571.449558 nChanged 15 SP:Iteration 30Q (5944.821236 sec): 3 clusters Score: Raw -197328.980952 + Penalty 1752.894436 = -195576.086516 nChanged 12 SP:Iteration 31Q (5944.934596 sec): 3 clusters Score: Raw -197333.934038 + Penalty 1752.894436 = -195581.039602 nChanged 16 SP:Iteration 32Q (5945.027687 sec): 3 clusters Score: Raw -197339.427303 + Penalty 1752.894436 = -195586.532868 nChanged 21 SP:Iteration 33Q (5945.126190 sec): 3 clusters Score: Raw -197347.532522 + Penalty 1752.894436 = -195594.638086 nChanged 18 SP:Iteration 34Q (5945.222422 sec): 3 clusters Score: Raw -197353.944012 + Penalty 1752.894436 = -195601.049577 nChanged 15 SP:Iteration 35Q (5945.336564 sec): 3 clusters Score: Raw -197372.429263 + Penalty 1752.894436 = -195619.534827 nChanged 17 SP:Iteration 36Q (5945.449716 sec): 3 clusters Score: Raw -197413.770777 + Penalty 1752.894436 = -195660.876341 nChanged 49 SP:Iteration 37Q (5945.550218 sec): 3 clusters Score: Raw -197478.344492 + Penalty 1752.894436 = -195725.450056 nChanged 46 SP:Iteration 38Q (5945.649514 sec): 3 clusters Score: Raw -197521.507890 + Penalty 1752.894436 = -195768.613454 nChanged 40 SP:Iteration 39Q (5945.764274 sec): 3 clusters Score: Raw -197537.704067 + Penalty 1752.894436 = -195784.809631 nChanged 34 SP:Iteration 40F (5945.861947 sec): 3 clusters Score: Raw -197549.276293 + Penalty 1752.894436 = -195796.381857 nChanged 25 SP:Iteration 41Q (5946.002708 sec): 3 clusters Score: Raw -197556.789505 + Penalty 1752.894436 = -195803.895069 nChanged 19 SP:Iteration 42Q (5946.104676 sec): 3 clusters Score: Raw -197561.724595 + Penalty 1752.894436 = -195808.830159 nChanged 14 SP:Iteration 43Q (5946.206701 sec): 3 clusters Score: Raw -197564.374219 + Penalty 1752.894436 = -195811.479784 nChanged 6 SP:Iteration 44Q (5946.318473 sec): 3 clusters Score: Raw -197565.783516 + Penalty 1752.894436 = -195812.889080 nChanged 8 SP:Iteration 45Q (5946.398078 sec): 3 clusters Score: Raw -197567.782254 + Penalty 1752.894436 = -195814.887818 nChanged 7 SP:Iteration 46Q (5946.519315 sec): 3 clusters Score: Raw -197569.119945 + Penalty 1752.894436 = -195816.225509 nChanged 6 SP:Iteration 47Q (5946.602039 sec): 3 clusters Score: Raw -197570.138269 + Penalty 1752.894436 = -195817.243833 nChanged 4 SP:Iteration 48Q (5946.700468 sec): 3 clusters Score: Raw -197570.834674 + Penalty 1752.894436 = -195817.940238 nChanged 2 SP:Iteration 49Q (5946.809451 sec): 3 clusters Score: Raw -197571.514355 + Penalty 1752.894436 = -195818.619919 nChanged 2 SP:Iteration 50Q (5946.946518 sec): 3 clusters Score: Raw -197571.761244 + Penalty 1752.894436 = -195818.866809 nChanged 1 SP:Iteration 51Q (5947.026068 sec): 3 clusters Score: Raw -197571.886495 + Penalty 1752.894436 = -195818.992059 nChanged 1 SP:Iteration 52Q (5947.141353 sec): 3 clusters Score: Raw -197572.293933 + Penalty 1752.894436 = -195819.399497 nChanged 1 SP:Iteration 53Q (5947.234636 sec): 3 clusters Score: Raw -197572.472453 + Penalty 1752.894436 = -195819.578018 nChanged 2 SP:Iteration 54Q (5947.346790 sec): 3 clusters Score: Raw -197572.800874 + Penalty 1752.894436 = -195819.906438 nChanged 2 SP:Iteration 55Q (5947.428687 sec): 3 clusters Score: Raw -197572.961998 + Penalty 1752.894436 = -195820.067562 nChanged 0 SP:Iteration 56F (5947.542357 sec): 3 clusters Score: Raw -197572.961998 + Penalty 1752.894436 = -195820.067562 nChanged 0 Score: Raw -4198223.792053 + Penalty 15375.345851 = -4182848.446203 Splitting cluster 8 changes total score from -4176598.867966 to -4182848.446203 So it's getting split into cluster 13. Trying to split cluster 9 (8804 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5948.914557 sec): 2 clusters Score: Raw -492980.371590 + Penalty 953.710951 = -492026.660639 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5949.053292 sec): 3 clusters Score: Raw -487943.597495 + Penalty 1907.421903 = -486036.175592 nChanged 3964 SP:Iteration 1F (5949.160379 sec): 3 clusters Score: Raw -490943.017673 + Penalty 1907.421903 = -489035.595770 nChanged 887 SP:Iteration 2F (5949.284756 sec): 3 clusters Score: Raw -491653.471003 + Penalty 1907.421903 = -489746.049100 nChanged 657 SP:Iteration 3F (5949.419297 sec): 3 clusters Score: Raw -492108.035526 + Penalty 1907.421903 = -490200.613623 nChanged 482 SP:Iteration 4F (5949.531883 sec): 3 clusters Score: Raw -492399.694307 + Penalty 1907.421903 = -490492.272404 nChanged 353 SP:Iteration 5Q (5949.642107 sec): 3 clusters Score: Raw -492570.915103 + Penalty 1907.421903 = -490663.493200 nChanged 258 SP:Iteration 6Q (5949.746745 sec): 3 clusters Score: Raw -492692.387897 + Penalty 1907.421903 = -490784.965994 nChanged 218 SP:Iteration 7Q (5949.871617 sec): 3 clusters Score: Raw -492773.714183 + Penalty 1907.421903 = -490866.292280 nChanged 148 SP:Iteration 8Q (5949.966295 sec): 3 clusters Score: Raw -492812.471900 + Penalty 1907.421903 = -490905.049997 nChanged 104 SP:Iteration 9Q (5950.096992 sec): 3 clusters Score: Raw -492841.416986 + Penalty 1907.421903 = -490933.995083 nChanged 95 SP:Iteration 10Q (5950.201628 sec): 3 clusters Score: Raw -492866.572624 + Penalty 1907.421903 = -490959.150721 nChanged 92 SP:Iteration 11Q (5950.327453 sec): 3 clusters Score: Raw -492894.569133 + Penalty 1907.421903 = -490987.147230 nChanged 91 SP:Iteration 12Q (5950.451077 sec): 3 clusters Score: Raw -492921.804389 + Penalty 1907.421903 = -491014.382486 nChanged 99 SP:Iteration 13Q (5950.553896 sec): 3 clusters Score: Raw -492954.201917 + Penalty 1907.421903 = -491046.780014 nChanged 89 SP:Iteration 14Q (5950.656135 sec): 3 clusters Score: Raw -492979.682976 + Penalty 1907.421903 = -491072.261073 nChanged 73 SP:Iteration 15Q (5950.790132 sec): 3 clusters Score: Raw -492996.402281 + Penalty 1907.421903 = -491088.980378 nChanged 65 SP:Iteration 16Q (5950.892807 sec): 3 clusters Score: Raw -493011.594723 + Penalty 1907.421903 = -491104.172820 nChanged 56 SP:Iteration 17Q (5950.999081 sec): 3 clusters Score: Raw -493024.233679 + Penalty 1907.421903 = -491116.811776 nChanged 67 SP:Iteration 18Q (5951.137151 sec): 3 clusters Score: Raw -493046.358438 + Penalty 1907.421903 = -491138.936535 nChanged 67 SP:Iteration 19Q (5951.235491 sec): 3 clusters Score: Raw -493068.072194 + Penalty 1907.421903 = -491160.650291 nChanged 58 SP:Iteration 20F (5951.355528 sec): 3 clusters Score: Raw -493087.266862 + Penalty 1907.421903 = -491179.844959 nChanged 76 SP:Iteration 21Q (5951.492344 sec): 3 clusters Score: Raw -493110.963418 + Penalty 1907.421903 = -491203.541515 nChanged 69 SP:Iteration 22Q (5951.596503 sec): 3 clusters Score: Raw -493134.143722 + Penalty 1907.421903 = -491226.721819 nChanged 69 SP:Iteration 23Q (5951.715823 sec): 3 clusters Score: Raw -493159.101939 + Penalty 1907.421903 = -491251.680036 nChanged 85 SP:Iteration 24Q (5951.820015 sec): 3 clusters Score: Raw -493202.350492 + Penalty 1907.421903 = -491294.928589 nChanged 98 SP:Iteration 25Q (5951.950951 sec): 3 clusters Score: Raw -493271.325832 + Penalty 1907.421903 = -491363.903929 nChanged 93 SP:Iteration 26Q (5952.055924 sec): 3 clusters Score: Raw -493341.307740 + Penalty 1907.421903 = -491433.885837 nChanged 87 SP:Iteration 27Q (5952.152166 sec): 3 clusters Score: Raw -493402.468182 + Penalty 1907.421903 = -491495.046279 nChanged 96 SP:Iteration 28Q (5952.268779 sec): 3 clusters Score: Raw -493463.773080 + Penalty 1907.421903 = -491556.351177 nChanged 102 SP:Iteration 29Q (5952.378968 sec): 3 clusters Score: Raw -493507.675691 + Penalty 1907.421903 = -491600.253788 nChanged 77 SP:Iteration 30Q (5952.492626 sec): 3 clusters Score: Raw -493540.478987 + Penalty 1907.421903 = -491633.057084 nChanged 72 SP:Iteration 31Q (5952.594011 sec): 3 clusters Score: Raw -493569.644594 + Penalty 1907.421903 = -491662.222691 nChanged 58 SP:Iteration 32Q (5952.718982 sec): 3 clusters Score: Raw -493595.482749 + Penalty 1907.421903 = -491688.060846 nChanged 62 SP:Iteration 33Q (5952.822277 sec): 3 clusters Score: Raw -493618.214004 + Penalty 1907.421903 = -491710.792101 nChanged 59 SP:Iteration 34Q (5952.919922 sec): 3 clusters Score: Raw -493635.339749 + Penalty 1907.421903 = -491727.917846 nChanged 51 SP:Iteration 35Q (5953.057928 sec): 3 clusters Score: Raw -493654.751111 + Penalty 1907.421903 = -491747.329208 nChanged 53 SP:Iteration 36Q (5953.180972 sec): 3 clusters Score: Raw -493672.797433 + Penalty 1907.421903 = -491765.375530 nChanged 44 SP:Iteration 37Q (5953.279862 sec): 3 clusters Score: Raw -493685.494669 + Penalty 1907.421903 = -491778.072766 nChanged 28 SP:Iteration 38Q (5953.371977 sec): 3 clusters Score: Raw -493691.608922 + Penalty 1907.421903 = -491784.187019 nChanged 31 SP:Iteration 39Q (5953.508565 sec): 3 clusters Score: Raw -493699.049963 + Penalty 1907.421903 = -491791.628060 nChanged 34 SP:Iteration 40F (5953.621539 sec): 3 clusters Score: Raw -493707.452376 + Penalty 1907.421903 = -491800.030473 nChanged 36 SP:Iteration 41Q (5953.742680 sec): 3 clusters Score: Raw -493717.405865 + Penalty 1907.421903 = -491809.983962 nChanged 42 SP:Iteration 42Q (5953.844561 sec): 3 clusters Score: Raw -493730.185064 + Penalty 1907.421903 = -491822.763161 nChanged 47 SP:Iteration 43Q (5953.939718 sec): 3 clusters Score: Raw -493741.693543 + Penalty 1907.421903 = -491834.271640 nChanged 33 SP:Iteration 44Q (5954.042963 sec): 3 clusters Score: Raw -493747.845788 + Penalty 1907.421903 = -491840.423885 nChanged 20 SP:Iteration 45Q (5954.151625 sec): 3 clusters Score: Raw -493752.252031 + Penalty 1907.421903 = -491844.830128 nChanged 21 SP:Iteration 46Q (5954.248461 sec): 3 clusters Score: Raw -493756.903389 + Penalty 1907.421903 = -491849.481486 nChanged 27 SP:Iteration 47Q (5954.374001 sec): 3 clusters Score: Raw -493763.834779 + Penalty 1907.421903 = -491856.412876 nChanged 27 SP:Iteration 48Q (5954.463301 sec): 3 clusters Score: Raw -493770.279837 + Penalty 1907.421903 = -491862.857934 nChanged 30 SP:Iteration 49Q (5954.581135 sec): 3 clusters Score: Raw -493776.666340 + Penalty 1907.421903 = -491869.244437 nChanged 24 SP:Iteration 50Q (5954.717081 sec): 3 clusters Score: Raw -493783.425452 + Penalty 1907.421903 = -491876.003549 nChanged 22 SP:Iteration 51Q (5954.821879 sec): 3 clusters Score: Raw -493787.783914 + Penalty 1907.421903 = -491880.362011 nChanged 31 SP:Iteration 52Q (5954.924413 sec): 3 clusters Score: Raw -493794.506694 + Penalty 1907.421903 = -491887.084791 nChanged 31 SP:Iteration 53Q (5955.042438 sec): 3 clusters Score: Raw -493801.519411 + Penalty 1907.421903 = -491894.097508 nChanged 35 SP:Iteration 54Q (5955.146392 sec): 3 clusters Score: Raw -493813.131088 + Penalty 1907.421903 = -491905.709185 nChanged 40 SP:Iteration 55Q (5955.255410 sec): 3 clusters Score: Raw -493825.587181 + Penalty 1907.421903 = -491918.165278 nChanged 31 SP:Iteration 56Q (5955.363144 sec): 3 clusters Score: Raw -493833.812636 + Penalty 1907.421903 = -491926.390733 nChanged 29 SP:Iteration 57Q (5955.487389 sec): 3 clusters Score: Raw -493842.906125 + Penalty 1907.421903 = -491935.484222 nChanged 28 SP:Iteration 58Q (5955.594237 sec): 3 clusters Score: Raw -493851.287487 + Penalty 1907.421903 = -491943.865584 nChanged 25 SP:Iteration 59Q (5955.670755 sec): 3 clusters Score: Raw -493857.207165 + Penalty 1907.421903 = -491949.785262 nChanged 28 SP:Iteration 60F (5955.783203 sec): 3 clusters Score: Raw -493865.283872 + Penalty 1907.421903 = -491957.861969 nChanged 40 SP:Iteration 61Q (5955.892028 sec): 3 clusters Score: Raw -493877.202808 + Penalty 1907.421903 = -491969.780905 nChanged 36 SP:Iteration 62Q (5956.011258 sec): 3 clusters Score: Raw -493892.771280 + Penalty 1907.421903 = -491985.349377 nChanged 57 SP:Iteration 63Q (5956.133354 sec): 3 clusters Score: Raw -493917.386341 + Penalty 1907.421903 = -492009.964438 nChanged 64 SP:Iteration 64Q (5956.277630 sec): 3 clusters Score: Raw -493946.897448 + Penalty 1907.421903 = -492039.475545 nChanged 72 SP:Iteration 65Q (5956.360199 sec): 3 clusters Score: Raw -493976.817364 + Penalty 1907.421903 = -492069.395461 nChanged 66 SP:Iteration 66Q (5956.472025 sec): 3 clusters Score: Raw -494010.313807 + Penalty 1907.421903 = -492102.891904 nChanged 81 SP:Iteration 67Q (5956.574546 sec): 3 clusters Score: Raw -494059.723675 + Penalty 1907.421903 = -492152.301772 nChanged 72 SP:Iteration 68Q (5956.682807 sec): 3 clusters Score: Raw -494118.834332 + Penalty 1907.421903 = -492211.412429 nChanged 79 SP:Iteration 69Q (5956.794959 sec): 3 clusters Score: Raw -494201.348718 + Penalty 1907.421903 = -492293.926815 nChanged 95 SP:Iteration 70Q (5956.904595 sec): 3 clusters Score: Raw -494353.396884 + Penalty 1907.421903 = -492445.974981 nChanged 94 SP:Iteration 71Q (5957.008855 sec): 3 clusters Score: Raw -494553.952223 + Penalty 1907.421903 = -492646.530320 nChanged 96 SP:Iteration 72Q (5957.123514 sec): 3 clusters Score: Raw -494667.171893 + Penalty 1907.421903 = -492759.749990 nChanged 62 SP:Iteration 73Q (5957.228384 sec): 3 clusters Score: Raw -494716.183073 + Penalty 1907.421903 = -492808.761170 nChanged 32 SP:Iteration 74Q (5957.342803 sec): 3 clusters Score: Raw -494736.624680 + Penalty 1907.421903 = -492829.202777 nChanged 23 SP:Iteration 75Q (5957.444942 sec): 3 clusters Score: Raw -494746.012137 + Penalty 1907.421903 = -492838.590234 nChanged 16 SP:Iteration 76Q (5957.545569 sec): 3 clusters Score: Raw -494752.700766 + Penalty 1907.421903 = -492845.278863 nChanged 15 SP:Iteration 77Q (5957.649979 sec): 3 clusters Score: Raw -494759.426055 + Penalty 1907.421903 = -492852.004152 nChanged 16 SP:Iteration 78Q (5957.736064 sec): 3 clusters Score: Raw -494767.167965 + Penalty 1907.421903 = -492859.746062 nChanged 21 SP:Iteration 79Q (5957.866213 sec): 3 clusters Score: Raw -494773.877399 + Penalty 1907.421903 = -492866.455496 nChanged 19 SP:Iteration 80F (5957.970605 sec): 3 clusters Score: Raw -494780.534733 + Penalty 1907.421903 = -492873.112830 nChanged 17 SP:Iteration 81Q (5958.075810 sec): 3 clusters Score: Raw -494786.729117 + Penalty 1907.421903 = -492879.307214 nChanged 10 SP:Iteration 82Q (5958.195308 sec): 3 clusters Score: Raw -494789.477458 + Penalty 1907.421903 = -492882.055555 nChanged 11 SP:Iteration 83Q (5958.288340 sec): 3 clusters Score: Raw -494792.492961 + Penalty 1907.421903 = -492885.071058 nChanged 13 SP:Iteration 84Q (5958.424064 sec): 3 clusters Score: Raw -494795.733020 + Penalty 1907.421903 = -492888.311117 nChanged 9 SP:Iteration 85Q (5958.509028 sec): 3 clusters Score: Raw -494798.155620 + Penalty 1907.421903 = -492890.733717 nChanged 7 SP:Iteration 86Q (5958.616366 sec): 3 clusters Score: Raw -494799.684021 + Penalty 1907.421903 = -492892.262118 nChanged 5 SP:Iteration 87Q (5958.705937 sec): 3 clusters Score: Raw -494800.684737 + Penalty 1907.421903 = -492893.262834 nChanged 2 SP:Iteration 88Q (5958.805255 sec): 3 clusters Score: Raw -494800.959661 + Penalty 1907.421903 = -492893.537758 nChanged 0 SP:Iteration 89F (5958.914213 sec): 3 clusters Score: Raw -494800.959661 + Penalty 1907.421903 = -492893.537758 nChanged 0 Score: Raw -4200044.380124 + Penalty 16558.064762 = -4183486.315362 Splitting cluster 9 changes total score from -4176598.867966 to -4183486.315362 So it's getting split into cluster 14. Iteration 20F (5961.739743 sec): 15 clusters Score: Raw -4202834.178675 + Penalty 16558.064762 = -4186276.113913 nChanged 3424 Iteration 21Q (5962.925101 sec): 15 clusters Score: Raw -4204541.040141 + Penalty 16558.064762 = -4187982.975379 nChanged 1530 Iteration 22Q (5964.077783 sec): 15 clusters Score: Raw -4205210.277318 + Penalty 16558.064762 = -4188652.212555 nChanged 1030 Iteration 23Q (5965.240422 sec): 15 clusters Score: Raw -4205603.827292 + Penalty 16558.064762 = -4189045.762529 nChanged 710 Iteration 24Q (5966.414092 sec): 15 clusters Score: Raw -4205840.161998 + Penalty 16558.064762 = -4189282.097236 nChanged 541 Iteration 25Q (5967.702027 sec): 15 clusters Score: Raw -4206000.291604 + Penalty 16558.064762 = -4189442.226842 nChanged 461 Iteration 26Q (5969.071270 sec): 15 clusters Score: Raw -4206120.518634 + Penalty 16558.064762 = -4189562.453872 nChanged 376 Iteration 27Q (5970.357170 sec): 15 clusters Score: Raw -4206197.306413 + Penalty 16558.064762 = -4189639.241651 nChanged 287 Iteration 28Q (5971.652074 sec): 15 clusters Score: Raw -4206255.800727 + Penalty 16558.064762 = -4189697.735965 nChanged 257 Iteration 29Q (5972.915277 sec): 15 clusters Score: Raw -4206313.301621 + Penalty 16558.064762 = -4189755.236859 nChanged 210 Iteration 30Q (5974.194813 sec): 15 clusters Score: Raw -4206368.643166 + Penalty 16558.064762 = -4189810.578404 nChanged 209 Iteration 31Q (5975.428135 sec): 15 clusters Score: Raw -4206427.275772 + Penalty 16558.064762 = -4189869.211010 nChanged 194 Iteration 32Q (5976.691361 sec): 15 clusters Score: Raw -4206470.225484 + Penalty 16558.064762 = -4189912.160722 nChanged 176 Iteration 33Q (5977.971634 sec): 15 clusters Score: Raw -4206513.315051 + Penalty 16558.064762 = -4189955.250289 nChanged 162 Iteration 34Q (5979.265044 sec): 15 clusters Score: Raw -4206561.780359 + Penalty 16558.064762 = -4190003.715597 nChanged 164 Iteration 35Q (5980.567583 sec): 15 clusters Score: Raw -4206615.129555 + Penalty 16558.064762 = -4190057.064793 nChanged 160 Iteration 36Q (5981.839981 sec): 15 clusters Score: Raw -4206656.424249 + Penalty 16558.064762 = -4190098.359487 nChanged 169 Iteration 37Q (5983.109705 sec): 15 clusters Score: Raw -4206696.437268 + Penalty 16558.064762 = -4190138.372506 nChanged 147 Iteration 38Q (5984.356906 sec): 15 clusters Score: Raw -4206728.735286 + Penalty 16558.064762 = -4190170.670524 nChanged 152 Iteration 39Q (5985.608487 sec): 15 clusters Score: Raw -4206760.798892 + Penalty 16558.064762 = -4190202.734130 nChanged 178 Iteration 40F (5987.222841 sec): 15 clusters Score: Raw -4206804.369322 + Penalty 16558.064762 = -4190246.304560 nChanged 164 Iteration 41Q (5988.521733 sec): 15 clusters Score: Raw -4206837.070946 + Penalty 16558.064762 = -4190279.006184 nChanged 146 Iteration 42Q (5989.756034 sec): 15 clusters Score: Raw -4206863.856257 + Penalty 16558.064762 = -4190305.791494 nChanged 122 Iteration 43Q (5991.080626 sec): 15 clusters Score: Raw -4206889.313753 + Penalty 16558.064762 = -4190331.248990 nChanged 123 Iteration 44Q (5992.560228 sec): 15 clusters Score: Raw -4206915.644168 + Penalty 16558.064762 = -4190357.579406 nChanged 125 Iteration 45Q (5993.857819 sec): 15 clusters Score: Raw -4206944.753153 + Penalty 16558.064762 = -4190386.688391 nChanged 96 Iteration 46Q (5995.194584 sec): 15 clusters Score: Raw -4206965.185302 + Penalty 16558.064762 = -4190407.120539 nChanged 93 Iteration 47Q (5996.499593 sec): 15 clusters Score: Raw -4206986.424696 + Penalty 16558.064762 = -4190428.359934 nChanged 101 Iteration 48Q (5997.747969 sec): 15 clusters Score: Raw -4207008.762498 + Penalty 16558.064762 = -4190450.697736 nChanged 97 Iteration 49Q (5998.936844 sec): 15 clusters Score: Raw -4207021.787248 + Penalty 16558.064762 = -4190463.722486 nChanged 73 Iteration 50Q (6000.215568 sec): 15 clusters Score: Raw -4207033.589820 + Penalty 16558.064762 = -4190475.525058 nChanged 68 Iteration 51Q (6001.345984 sec): 15 clusters Score: Raw -4207045.674612 + Penalty 16558.064762 = -4190487.609850 nChanged 60 Iteration 52Q (6002.561980 sec): 15 clusters Score: Raw -4207054.543197 + Penalty 16558.064762 = -4190496.478435 nChanged 62 Iteration 53Q (6003.716445 sec): 15 clusters Score: Raw -4207063.008897 + Penalty 16558.064762 = -4190504.944135 nChanged 35 Iteration 54Q (6004.904290 sec): 15 clusters Score: Raw -4207067.677610 + Penalty 16558.064762 = -4190509.612848 nChanged 28 Iteration 55Q (6006.122450 sec): 15 clusters Score: Raw -4207070.135781 + Penalty 16558.064762 = -4190512.071018 nChanged 24 Iteration 56Q (6007.367038 sec): 15 clusters Score: Raw -4207072.324487 + Penalty 16558.064762 = -4190514.259725 nChanged 22 Iteration 57Q (6008.553163 sec): 15 clusters Score: Raw -4207074.046459 + Penalty 16558.064762 = -4190515.981697 nChanged 15 Iteration 58Q (6009.789275 sec): 15 clusters Score: Raw -4207075.402521 + Penalty 16558.064762 = -4190517.337759 nChanged 18 Writing temp clu file Because OldScore, -4190515.981697, is greater than current (better) Score,-4190517.337759 Compute initial score before splitting: Score: Raw -4207075.402521 + Penalty 16558.064762 = -4190517.337759 Trying to split cluster 1 (1236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6009.939458 sec): 2 clusters Score: Raw -55976.419706 + Penalty 747.561742 = -55228.857964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6010.046528 sec): 3 clusters Score: Raw -55504.429415 + Penalty 1495.123484 = -54009.305931 nChanged 424 SP:Iteration 1F (6010.143637 sec): 3 clusters Score: Raw -55852.374855 + Penalty 1495.123484 = -54357.251371 nChanged 124 SP:Iteration 2F (6010.228667 sec): 3 clusters Score: Raw -55988.714994 + Penalty 1495.123484 = -54493.591510 nChanged 73 SP:Iteration 3F (6010.308127 sec): 3 clusters Score: Raw -56050.756798 + Penalty 1495.123484 = -54555.633314 nChanged 52 SP:Iteration 4Q (6010.373817 sec): 3 clusters Score: Raw -56115.170681 + Penalty 1495.123484 = -54620.047197 nChanged 52 SP:Iteration 5Q (6010.448782 sec): 3 clusters Score: Raw -56158.090665 + Penalty 1495.123484 = -54662.967181 nChanged 31 SP:Iteration 6Q (6010.541677 sec): 3 clusters Score: Raw -56194.584482 + Penalty 1495.123484 = -54699.460998 nChanged 21 SP:Iteration 7Q (6010.645863 sec): 3 clusters Score: Raw -56214.497471 + Penalty 1495.123484 = -54719.373987 nChanged 27 SP:Iteration 8Q (6010.717609 sec): 3 clusters Score: Raw -56227.670139 + Penalty 1495.123484 = -54732.546655 nChanged 19 SP:Iteration 9Q (6010.806088 sec): 3 clusters Score: Raw -56241.602315 + Penalty 1495.123484 = -54746.478831 nChanged 17 SP:Iteration 10Q (6010.906934 sec): 3 clusters Score: Raw -56256.851961 + Penalty 1495.123484 = -54761.728477 nChanged 17 SP:Iteration 11Q (6010.995682 sec): 3 clusters Score: Raw -56274.571701 + Penalty 1495.123484 = -54779.448217 nChanged 19 SP:Iteration 12Q (6011.081659 sec): 3 clusters Score: Raw -56296.601621 + Penalty 1495.123484 = -54801.478137 nChanged 26 SP:Iteration 13Q (6011.174281 sec): 3 clusters Score: Raw -56321.302538 + Penalty 1495.123484 = -54826.179054 nChanged 22 SP:Iteration 14Q (6011.249616 sec): 3 clusters Score: Raw -56340.802401 + Penalty 1495.123484 = -54845.678917 nChanged 26 SP:Iteration 15Q (6011.343667 sec): 3 clusters Score: Raw -56356.211307 + Penalty 1495.123484 = -54861.087823 nChanged 25 SP:Iteration 16Q (6011.460350 sec): 3 clusters Score: Raw -56369.219904 + Penalty 1495.123484 = -54874.096420 nChanged 19 SP:Iteration 17Q (6011.547526 sec): 3 clusters Score: Raw -56382.002323 + Penalty 1495.123484 = -54886.878839 nChanged 17 SP:Iteration 18Q (6011.652133 sec): 3 clusters Score: Raw -56393.756357 + Penalty 1495.123484 = -54898.632873 nChanged 15 SP:Iteration 19Q (6011.737656 sec): 3 clusters Score: Raw -56405.289675 + Penalty 1495.123484 = -54910.166191 nChanged 15 SP:Iteration 20F (6011.819107 sec): 3 clusters Score: Raw -56417.207970 + Penalty 1495.123484 = -54922.084486 nChanged 12 SP:Iteration 21Q (6011.919933 sec): 3 clusters Score: Raw -56424.445739 + Penalty 1495.123484 = -54929.322255 nChanged 9 SP:Iteration 22Q (6012.012896 sec): 3 clusters Score: Raw -56429.658841 + Penalty 1495.123484 = -54934.535357 nChanged 7 SP:Iteration 23Q (6012.106128 sec): 3 clusters Score: Raw -56434.313192 + Penalty 1495.123484 = -54939.189708 nChanged 5 SP:Iteration 24Q (6012.181608 sec): 3 clusters Score: Raw -56438.228091 + Penalty 1495.123484 = -54943.104607 nChanged 4 SP:Iteration 25Q (6012.257821 sec): 3 clusters Score: Raw -56443.386955 + Penalty 1495.123484 = -54948.263471 nChanged 3 SP:Iteration 26Q (6012.362986 sec): 3 clusters Score: Raw -56444.401848 + Penalty 1495.123484 = -54949.278364 nChanged 1 SP:Iteration 27Q (6012.450351 sec): 3 clusters Score: Raw -56444.577590 + Penalty 1495.123484 = -54949.454106 nChanged 1 SP:Iteration 28Q (6012.538996 sec): 3 clusters Score: Raw -56445.069954 + Penalty 1495.123484 = -54949.946470 nChanged 2 SP:Iteration 29Q (6012.631241 sec): 3 clusters Score: Raw -56446.008286 + Penalty 1495.123484 = -54950.884802 nChanged 1 SP:Iteration 30Q (6012.741812 sec): 3 clusters Score: Raw -56446.268877 + Penalty 1495.123484 = -54951.145393 nChanged 2 SP:Iteration 31Q (6012.811043 sec): 3 clusters Score: Raw -56446.692917 + Penalty 1495.123484 = -54951.569433 nChanged 1 SP:Iteration 32Q (6012.891596 sec): 3 clusters Score: Raw -56446.819914 + Penalty 1495.123484 = -54951.696430 nChanged 1 SP:Iteration 33Q (6012.973633 sec): 3 clusters Score: Raw -56447.063187 + Penalty 1495.123484 = -54951.939703 nChanged 1 SP:Iteration 34Q (6013.070912 sec): 3 clusters Score: Raw -56447.503564 + Penalty 1495.123484 = -54952.380080 nChanged 0 SP:Iteration 35F (6013.158388 sec): 3 clusters Score: Raw -56447.503564 + Penalty 1495.123484 = -54952.380080 nChanged 0 Trying to split cluster 2 (2222 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6013.236682 sec): 2 clusters Score: Raw -122977.238572 + Penalty 809.147112 = -122168.091460 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6013.315925 sec): 3 clusters Score: Raw -121902.006085 + Penalty 1618.294224 = -120283.711861 nChanged 872 SP:Iteration 1F (6013.395200 sec): 3 clusters Score: Raw -122509.637800 + Penalty 1618.294224 = -120891.343577 nChanged 218 SP:Iteration 2F (6013.500036 sec): 3 clusters Score: Raw -122728.618160 + Penalty 1618.294224 = -121110.323936 nChanged 161 SP:Iteration 3F (6013.572385 sec): 3 clusters Score: Raw -122876.754193 + Penalty 1618.294224 = -121258.459970 nChanged 119 SP:Iteration 4F (6013.661887 sec): 3 clusters Score: Raw -122982.600664 + Penalty 1618.294224 = -121364.306440 nChanged 96 SP:Iteration 5Q (6013.745023 sec): 3 clusters Score: Raw -123080.265448 + Penalty 1618.294224 = -121461.971224 nChanged 95 SP:Iteration 6Q (6013.837562 sec): 3 clusters Score: Raw -123189.472430 + Penalty 1618.294224 = -121571.178207 nChanged 86 SP:Iteration 7Q (6013.938862 sec): 3 clusters Score: Raw -123287.662240 + Penalty 1618.294224 = -121669.368016 nChanged 75 SP:Iteration 8Q (6014.020147 sec): 3 clusters Score: Raw -123365.175139 + Penalty 1618.294224 = -121746.880916 nChanged 62 SP:Iteration 9Q (6014.127282 sec): 3 clusters Score: Raw -123433.021138 + Penalty 1618.294224 = -121814.726914 nChanged 52 SP:Iteration 10Q (6014.250937 sec): 3 clusters Score: Raw -123475.729357 + Penalty 1618.294224 = -121857.435133 nChanged 35 SP:Iteration 11Q (6014.325336 sec): 3 clusters Score: Raw -123500.168939 + Penalty 1618.294224 = -121881.874715 nChanged 30 SP:Iteration 12Q (6014.423943 sec): 3 clusters Score: Raw -123517.836386 + Penalty 1618.294224 = -121899.542162 nChanged 23 SP:Iteration 13Q (6014.519187 sec): 3 clusters Score: Raw -123535.125810 + Penalty 1618.294224 = -121916.831587 nChanged 18 SP:Iteration 14Q (6014.619124 sec): 3 clusters Score: Raw -123544.351963 + Penalty 1618.294224 = -121926.057739 nChanged 8 SP:Iteration 15Q (6014.731590 sec): 3 clusters Score: Raw -123549.148305 + Penalty 1618.294224 = -121930.854081 nChanged 11 SP:Iteration 16Q (6014.822943 sec): 3 clusters Score: Raw -123553.961992 + Penalty 1618.294224 = -121935.667769 nChanged 12 SP:Iteration 17Q (6014.931920 sec): 3 clusters Score: Raw -123559.446550 + Penalty 1618.294224 = -121941.152326 nChanged 10 SP:Iteration 18Q (6015.014251 sec): 3 clusters Score: Raw -123564.789352 + Penalty 1618.294224 = -121946.495128 nChanged 2 SP:Iteration 19Q (6015.108417 sec): 3 clusters Score: Raw -123567.048796 + Penalty 1618.294224 = -121948.754572 nChanged 6 SP:Iteration 20F (6015.185969 sec): 3 clusters Score: Raw -123569.166668 + Penalty 1618.294224 = -121950.872444 nChanged 2 SP:Iteration 21Q (6015.288820 sec): 3 clusters Score: Raw -123570.012789 + Penalty 1618.294224 = -121951.718565 nChanged 2 SP:Iteration 22Q (6015.391871 sec): 3 clusters Score: Raw -123570.561610 + Penalty 1618.294224 = -121952.267386 nChanged 2 SP:Iteration 23Q (6015.520637 sec): 3 clusters Score: Raw -123570.957360 + Penalty 1618.294224 = -121952.663136 nChanged 0 SP:Iteration 24F (6015.627831 sec): 3 clusters Score: Raw -123570.957360 + Penalty 1618.294224 = -121952.663136 nChanged 0 Trying to split cluster 3 (1630 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6015.679247 sec): 2 clusters Score: Raw -61927.700601 + Penalty 776.615206 = -61151.085395 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6015.765967 sec): 3 clusters Score: Raw -61205.737055 + Penalty 1553.230412 = -59652.506643 nChanged 614 SP:Iteration 1F (6015.868472 sec): 3 clusters Score: Raw -61804.156749 + Penalty 1553.230412 = -60250.926338 nChanged 176 SP:Iteration 2F (6015.965326 sec): 3 clusters Score: Raw -62041.500140 + Penalty 1553.230412 = -60488.269728 nChanged 141 SP:Iteration 3F (6016.057514 sec): 3 clusters Score: Raw -62236.124991 + Penalty 1553.230412 = -60682.894579 nChanged 107 SP:Iteration 4F (6016.162642 sec): 3 clusters Score: Raw -62365.880522 + Penalty 1553.230412 = -60812.650110 nChanged 91 SP:Iteration 5F (6016.262761 sec): 3 clusters Score: Raw -62463.832788 + Penalty 1553.230412 = -60910.602376 nChanged 50 SP:Iteration 6Q (6016.363033 sec): 3 clusters Score: Raw -62512.346077 + Penalty 1553.230412 = -60959.115666 nChanged 40 SP:Iteration 7Q (6016.447752 sec): 3 clusters Score: Raw -62561.117400 + Penalty 1553.230412 = -61007.886988 nChanged 38 SP:Iteration 8Q (6016.541564 sec): 3 clusters Score: Raw -62603.424311 + Penalty 1553.230412 = -61050.193900 nChanged 36 SP:Iteration 9Q (6016.622455 sec): 3 clusters Score: Raw -62631.653760 + Penalty 1553.230412 = -61078.423348 nChanged 21 SP:Iteration 10Q (6016.713090 sec): 3 clusters Score: Raw -62649.724758 + Penalty 1553.230412 = -61096.494346 nChanged 15 SP:Iteration 11Q (6016.832339 sec): 3 clusters Score: Raw -62666.868555 + Penalty 1553.230412 = -61113.638143 nChanged 18 SP:Iteration 12Q (6016.902148 sec): 3 clusters Score: Raw -62688.087630 + Penalty 1553.230412 = -61134.857218 nChanged 21 SP:Iteration 13Q (6017.008455 sec): 3 clusters Score: Raw -62708.433529 + Penalty 1553.230412 = -61155.203118 nChanged 21 SP:Iteration 14Q (6017.111081 sec): 3 clusters Score: Raw -62720.681799 + Penalty 1553.230412 = -61167.451388 nChanged 11 SP:Iteration 15Q (6017.217642 sec): 3 clusters Score: Raw -62726.359053 + Penalty 1553.230412 = -61173.128642 nChanged 5 SP:Iteration 16Q (6017.313670 sec): 3 clusters Score: Raw -62730.573885 + Penalty 1553.230412 = -61177.343473 nChanged 3 SP:Iteration 17Q (6017.411111 sec): 3 clusters Score: Raw -62732.173363 + Penalty 1553.230412 = -61178.942951 nChanged 2 SP:Iteration 18Q (6017.502940 sec): 3 clusters Score: Raw -62732.537744 + Penalty 1553.230412 = -61179.307332 nChanged 1 SP:Iteration 19Q (6017.611694 sec): 3 clusters Score: Raw -62732.886011 + Penalty 1553.230412 = -61179.655599 nChanged 2 SP:Iteration 20F (6017.726364 sec): 3 clusters Score: Raw -62733.926725 + Penalty 1553.230412 = -61180.696314 nChanged 1 SP:Iteration 21Q (6017.795258 sec): 3 clusters Score: Raw -62734.327928 + Penalty 1553.230412 = -61181.097517 nChanged 0 SP:Iteration 22F (6017.882386 sec): 3 clusters Score: Raw -62734.327928 + Penalty 1553.230412 = -61181.097517 nChanged 0 Score: Raw -4207882.928004 + Penalty 17740.783674 = -4190142.144330 Splitting cluster 3 changes total score from -4190517.337759 to -4190142.144330 So it's not getting split. Trying to split cluster 4 (31566 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6019.693052 sec): 2 clusters Score: Raw -1855178.431683 + Penalty 1087.782766 = -1854090.648917 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6019.961871 sec): 3 clusters Score: Raw -1835201.710126 + Penalty 2175.565533 = -1833026.144593 nChanged 14718 SP:Iteration 1F (6020.119977 sec): 3 clusters Score: Raw -1844323.510396 + Penalty 2175.565533 = -1842147.944863 nChanged 1964 SP:Iteration 2F (6020.274088 sec): 3 clusters Score: Raw -1845266.594942 + Penalty 2175.565533 = -1843091.029410 nChanged 1936 SP:Iteration 3F (6020.449043 sec): 3 clusters Score: Raw -1846159.106100 + Penalty 2175.565533 = -1843983.540567 nChanged 1826 SP:Iteration 4F (6020.612036 sec): 3 clusters Score: Raw -1846970.742872 + Penalty 2175.565533 = -1844795.177339 nChanged 1736 SP:Iteration 5F (6020.791043 sec): 3 clusters Score: Raw -1847785.490124 + Penalty 2175.565533 = -1845609.924591 nChanged 1668 SP:Iteration 6F (6020.933128 sec): 3 clusters Score: Raw -1848590.602598 + Penalty 2175.565533 = -1846415.037065 nChanged 1612 SP:Iteration 7F (6021.076993 sec): 3 clusters Score: Raw -1849370.010936 + Penalty 2175.565533 = -1847194.445403 nChanged 1395 SP:Iteration 8Q (6021.261149 sec): 3 clusters Score: Raw -1850052.748950 + Penalty 2175.565533 = -1847877.183417 nChanged 1265 SP:Iteration 9Q (6021.431932 sec): 3 clusters Score: Raw -1850653.008087 + Penalty 2175.565533 = -1848477.442554 nChanged 1098 SP:Iteration 10Q (6021.585987 sec): 3 clusters Score: Raw -1851232.966184 + Penalty 2175.565533 = -1849057.400652 nChanged 1045 SP:Iteration 11Q (6021.783729 sec): 3 clusters Score: Raw -1851878.765005 + Penalty 2175.565533 = -1849703.199472 nChanged 948 SP:Iteration 12Q (6021.923140 sec): 3 clusters Score: Raw -1852639.578740 + Penalty 2175.565533 = -1850464.013207 nChanged 887 SP:Iteration 13Q (6022.107824 sec): 3 clusters Score: Raw -1853493.293754 + Penalty 2175.565533 = -1851317.728221 nChanged 944 SP:Iteration 14Q (6022.278128 sec): 3 clusters Score: Raw -1854323.814150 + Penalty 2175.565533 = -1852148.248617 nChanged 941 SP:Iteration 15Q (6022.432724 sec): 3 clusters Score: Raw -1855065.394877 + Penalty 2175.565533 = -1852889.829344 nChanged 903 SP:Iteration 16Q (6022.597143 sec): 3 clusters Score: Raw -1855670.412543 + Penalty 2175.565533 = -1853494.847010 nChanged 799 SP:Iteration 17Q (6022.760411 sec): 3 clusters Score: Raw -1856141.747181 + Penalty 2175.565533 = -1853966.181648 nChanged 705 SP:Iteration 18Q (6022.940638 sec): 3 clusters Score: Raw -1856557.995389 + Penalty 2175.565533 = -1854382.429856 nChanged 678 SP:Iteration 19Q (6023.078612 sec): 3 clusters Score: Raw -1857004.813938 + Penalty 2175.565533 = -1854829.248406 nChanged 710 SP:Iteration 20F (6023.259747 sec): 3 clusters Score: Raw -1857524.372968 + Penalty 2175.565533 = -1855348.807435 nChanged 683 SP:Iteration 21Q (6023.437102 sec): 3 clusters Score: Raw -1858025.554172 + Penalty 2175.565533 = -1855849.988640 nChanged 679 SP:Iteration 22Q (6023.578748 sec): 3 clusters Score: Raw -1858551.431240 + Penalty 2175.565533 = -1856375.865707 nChanged 655 SP:Iteration 23Q (6023.755901 sec): 3 clusters Score: Raw -1859068.411233 + Penalty 2175.565533 = -1856892.845700 nChanged 590 SP:Iteration 24Q (6023.903268 sec): 3 clusters Score: Raw -1859580.271316 + Penalty 2175.565533 = -1857404.705784 nChanged 529 SP:Iteration 25Q (6024.040271 sec): 3 clusters Score: Raw -1859971.032493 + Penalty 2175.565533 = -1857795.466960 nChanged 384 SP:Iteration 26Q (6024.194190 sec): 3 clusters Score: Raw -1860168.191122 + Penalty 2175.565533 = -1857992.625589 nChanged 250 SP:Iteration 27Q (6024.371658 sec): 3 clusters Score: Raw -1860255.708004 + Penalty 2175.565533 = -1858080.142471 nChanged 162 SP:Iteration 28Q (6024.506660 sec): 3 clusters Score: Raw -1860296.339586 + Penalty 2175.565533 = -1858120.774053 nChanged 107 SP:Iteration 29Q (6024.682381 sec): 3 clusters Score: Raw -1860315.694618 + Penalty 2175.565533 = -1858140.129085 nChanged 71 SP:Iteration 30Q (6024.844950 sec): 3 clusters Score: Raw -1860325.722992 + Penalty 2175.565533 = -1858150.157459 nChanged 49 SP:Iteration 31Q (6024.994576 sec): 3 clusters Score: Raw -1860331.449731 + Penalty 2175.565533 = -1858155.884199 nChanged 36 SP:Iteration 32Q (6025.188809 sec): 3 clusters Score: Raw -1860335.971869 + Penalty 2175.565533 = -1858160.406336 nChanged 37 SP:Iteration 33Q (6025.329762 sec): 3 clusters Score: Raw -1860339.579224 + Penalty 2175.565533 = -1858164.013691 nChanged 35 SP:Iteration 34Q (6025.472134 sec): 3 clusters Score: Raw -1860343.595484 + Penalty 2175.565533 = -1858168.029951 nChanged 41 SP:Iteration 35Q (6025.627864 sec): 3 clusters Score: Raw -1860347.907940 + Penalty 2175.565533 = -1858172.342407 nChanged 28 SP:Iteration 36Q (6025.784221 sec): 3 clusters Score: Raw -1860350.498208 + Penalty 2175.565533 = -1858174.932675 nChanged 24 SP:Iteration 37Q (6025.938215 sec): 3 clusters Score: Raw -1860352.322679 + Penalty 2175.565533 = -1858176.757146 nChanged 24 SP:Iteration 38Q (6026.098248 sec): 3 clusters Score: Raw -1860354.127332 + Penalty 2175.565533 = -1858178.561800 nChanged 20 SP:Iteration 39Q (6026.280218 sec): 3 clusters Score: Raw -1860355.546216 + Penalty 2175.565533 = -1858179.980684 nChanged 22 SP:Iteration 40F (6026.443096 sec): 3 clusters Score: Raw -1860364.143475 + Penalty 2175.565533 = -1858188.577943 nChanged 24 SP:Iteration 41Q (6026.602463 sec): 3 clusters Score: Raw -1860365.592940 + Penalty 2175.565533 = -1858190.027407 nChanged 19 SP:Iteration 42Q (6026.779583 sec): 3 clusters Score: Raw -1860366.872779 + Penalty 2175.565533 = -1858191.307246 nChanged 22 SP:Iteration 43Q (6026.957065 sec): 3 clusters Score: Raw -1860368.222350 + Penalty 2175.565533 = -1858192.656818 nChanged 13 SP:Iteration 44Q (6027.085605 sec): 3 clusters Score: Raw -1860369.077547 + Penalty 2175.565533 = -1858193.512014 nChanged 15 SP:Iteration 45Q (6027.266452 sec): 3 clusters Score: Raw -1860370.040115 + Penalty 2175.565533 = -1858194.474582 nChanged 16 SP:Iteration 46Q (6027.434809 sec): 3 clusters Score: Raw -1860371.460885 + Penalty 2175.565533 = -1858195.895352 nChanged 16 SP:Iteration 47Q (6027.615532 sec): 3 clusters Score: Raw -1860372.891153 + Penalty 2175.565533 = -1858197.325620 nChanged 16 SP:Iteration 48Q (6027.796271 sec): 3 clusters Score: Raw -1860373.881619 + Penalty 2175.565533 = -1858198.316086 nChanged 16 SP:Iteration 49Q (6027.936498 sec): 3 clusters Score: Raw -1860374.956201 + Penalty 2175.565533 = -1858199.390668 nChanged 12 SP:Iteration 50Q (6028.115068 sec): 3 clusters Score: Raw -1860375.912955 + Penalty 2175.565533 = -1858200.347422 nChanged 14 SP:Iteration 51Q (6028.276820 sec): 3 clusters Score: Raw -1860376.802561 + Penalty 2175.565533 = -1858201.237028 nChanged 9 SP:Iteration 52Q (6028.418527 sec): 3 clusters Score: Raw -1860377.397861 + Penalty 2175.565533 = -1858201.832328 nChanged 9 SP:Iteration 53Q (6028.573905 sec): 3 clusters Score: Raw -1860377.973658 + Penalty 2175.565533 = -1858202.408125 nChanged 13 SP:Iteration 54Q (6028.752349 sec): 3 clusters Score: Raw -1860378.612287 + Penalty 2175.565533 = -1858203.046754 nChanged 12 SP:Iteration 55Q (6028.903507 sec): 3 clusters Score: Raw -1860379.285920 + Penalty 2175.565533 = -1858203.720387 nChanged 15 SP:Iteration 56Q (6029.060803 sec): 3 clusters Score: Raw -1860379.937662 + Penalty 2175.565533 = -1858204.372129 nChanged 14 SP:Iteration 57Q (6029.261464 sec): 3 clusters Score: Raw -1860380.825559 + Penalty 2175.565533 = -1858205.260026 nChanged 11 SP:Iteration 58Q (6029.428737 sec): 3 clusters Score: Raw -1860381.598810 + Penalty 2175.565533 = -1858206.033277 nChanged 15 SP:Iteration 59Q (6029.589559 sec): 3 clusters Score: Raw -1860382.699514 + Penalty 2175.565533 = -1858207.133981 nChanged 12 SP:Iteration 60F (6029.778116 sec): 3 clusters Score: Raw -1860383.374341 + Penalty 2175.565533 = -1858207.808808 nChanged 14 SP:Iteration 61Q (6029.949016 sec): 3 clusters Score: Raw -1860384.024614 + Penalty 2175.565533 = -1858208.459081 nChanged 10 SP:Iteration 62Q (6030.085080 sec): 3 clusters Score: Raw -1860384.565970 + Penalty 2175.565533 = -1858209.000437 nChanged 13 SP:Iteration 63Q (6030.230738 sec): 3 clusters Score: Raw -1860385.619804 + Penalty 2175.565533 = -1858210.054271 nChanged 14 SP:Iteration 64Q (6030.395274 sec): 3 clusters Score: Raw -1860386.573011 + Penalty 2175.565533 = -1858211.007478 nChanged 12 SP:Iteration 65Q (6030.559694 sec): 3 clusters Score: Raw -1860387.180294 + Penalty 2175.565533 = -1858211.614761 nChanged 9 SP:Iteration 66Q (6030.709618 sec): 3 clusters Score: Raw -1860387.515984 + Penalty 2175.565533 = -1858211.950452 nChanged 4 SP:Iteration 67Q (6030.916862 sec): 3 clusters Score: Raw -1860387.628817 + Penalty 2175.565533 = -1858212.063284 nChanged 4 SP:Iteration 68Q (6031.048405 sec): 3 clusters Score: Raw -1860387.787237 + Penalty 2175.565533 = -1858212.221705 nChanged 6 SP:Iteration 69Q (6031.206586 sec): 3 clusters Score: Raw -1860388.061888 + Penalty 2175.565533 = -1858212.496355 nChanged 4 SP:Iteration 70Q (6031.410754 sec): 3 clusters Score: Raw -1860388.189943 + Penalty 2175.565533 = -1858212.624410 nChanged 2 SP:Iteration 71Q (6031.533383 sec): 3 clusters Score: Raw -1860388.243709 + Penalty 2175.565533 = -1858212.678176 nChanged 2 SP:Iteration 72Q (6031.687508 sec): 3 clusters Score: Raw -1860388.317610 + Penalty 2175.565533 = -1858212.752077 nChanged 4 SP:Iteration 73Q (6031.878493 sec): 3 clusters Score: Raw -1860388.442789 + Penalty 2175.565533 = -1858212.877256 nChanged 3 SP:Iteration 74Q (6032.021085 sec): 3 clusters Score: Raw -1860388.605305 + Penalty 2175.565533 = -1858213.039772 nChanged 1 SP:Iteration 75Q (6032.180122 sec): 3 clusters Score: Raw -1860388.630282 + Penalty 2175.565533 = -1858213.064749 nChanged 3 SP:Iteration 76Q (6032.332112 sec): 3 clusters Score: Raw -1860388.760392 + Penalty 2175.565533 = -1858213.194859 nChanged 2 SP:Iteration 77Q (6032.492519 sec): 3 clusters Score: Raw -1860388.808982 + Penalty 2175.565533 = -1858213.243449 nChanged 0 SP:Iteration 78F (6032.657114 sec): 3 clusters Score: Raw -1860388.808982 + Penalty 2175.565533 = -1858213.243449 nChanged 0 Score: Raw -4212286.677976 + Penalty 17740.783674 = -4194545.894302 Splitting cluster 4 changes total score from -4190517.337759 to -4194545.894302 So it's getting split into cluster 15. Trying to split cluster 5 (10212 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6034.395395 sec): 2 clusters Score: Raw -577157.127168 + Penalty 969.288472 = -576187.838696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6034.498388 sec): 3 clusters Score: Raw -571068.847085 + Penalty 1938.576943 = -569130.270142 nChanged 4561 SP:Iteration 1F (6034.610098 sec): 3 clusters Score: Raw -573968.083237 + Penalty 1938.576943 = -572029.506294 nChanged 867 SP:Iteration 2F (6034.710103 sec): 3 clusters Score: Raw -574616.266711 + Penalty 1938.576943 = -572677.689768 nChanged 853 SP:Iteration 3F (6034.848157 sec): 3 clusters Score: Raw -575306.994670 + Penalty 1938.576943 = -573368.417726 nChanged 770 SP:Iteration 4F (6034.960846 sec): 3 clusters Score: Raw -575911.970292 + Penalty 1938.576943 = -573973.393348 nChanged 646 SP:Iteration 5F (6035.052811 sec): 3 clusters Score: Raw -576366.798027 + Penalty 1938.576943 = -574428.221083 nChanged 478 SP:Iteration 6Q (6035.177351 sec): 3 clusters Score: Raw -576657.353296 + Penalty 1938.576943 = -574718.776353 nChanged 370 SP:Iteration 7Q (6035.301038 sec): 3 clusters Score: Raw -576854.231837 + Penalty 1938.576943 = -574915.654893 nChanged 289 SP:Iteration 8Q (6035.403372 sec): 3 clusters Score: Raw -576987.158592 + Penalty 1938.576943 = -575048.581649 nChanged 228 SP:Iteration 9Q (6035.532316 sec): 3 clusters Score: Raw -577080.041525 + Penalty 1938.576943 = -575141.464581 nChanged 182 SP:Iteration 10Q (6035.637226 sec): 3 clusters Score: Raw -577150.298855 + Penalty 1938.576943 = -575211.721912 nChanged 154 SP:Iteration 11Q (6035.762930 sec): 3 clusters Score: Raw -577214.944022 + Penalty 1938.576943 = -575276.367079 nChanged 138 SP:Iteration 12Q (6035.854566 sec): 3 clusters Score: Raw -577269.841971 + Penalty 1938.576943 = -575331.265027 nChanged 110 SP:Iteration 13Q (6035.963780 sec): 3 clusters Score: Raw -577311.884866 + Penalty 1938.576943 = -575373.307922 nChanged 116 SP:Iteration 14Q (6036.081061 sec): 3 clusters Score: Raw -577349.110866 + Penalty 1938.576943 = -575410.533922 nChanged 104 SP:Iteration 15Q (6036.205397 sec): 3 clusters Score: Raw -577390.950857 + Penalty 1938.576943 = -575452.373913 nChanged 109 SP:Iteration 16Q (6036.322350 sec): 3 clusters Score: Raw -577432.242827 + Penalty 1938.576943 = -575493.665883 nChanged 111 SP:Iteration 17Q (6036.442251 sec): 3 clusters Score: Raw -577474.696759 + Penalty 1938.576943 = -575536.119816 nChanged 98 SP:Iteration 18Q (6036.558424 sec): 3 clusters Score: Raw -577511.556792 + Penalty 1938.576943 = -575572.979848 nChanged 100 SP:Iteration 19Q (6036.668276 sec): 3 clusters Score: Raw -577552.530301 + Penalty 1938.576943 = -575613.953357 nChanged 85 SP:Iteration 20F (6036.785675 sec): 3 clusters Score: Raw -577585.919171 + Penalty 1938.576943 = -575647.342228 nChanged 99 SP:Iteration 21Q (6036.921902 sec): 3 clusters Score: Raw -577626.752396 + Penalty 1938.576943 = -575688.175452 nChanged 96 SP:Iteration 22Q (6037.021755 sec): 3 clusters Score: Raw -577669.370247 + Penalty 1938.576943 = -575730.793303 nChanged 85 SP:Iteration 23Q (6037.140408 sec): 3 clusters Score: Raw -577699.748271 + Penalty 1938.576943 = -575761.171328 nChanged 68 SP:Iteration 24Q (6037.236034 sec): 3 clusters Score: Raw -577726.910646 + Penalty 1938.576943 = -575788.333703 nChanged 68 SP:Iteration 25Q (6037.344704 sec): 3 clusters Score: Raw -577760.847114 + Penalty 1938.576943 = -575822.270171 nChanged 78 SP:Iteration 26Q (6037.464706 sec): 3 clusters Score: Raw -577804.100051 + Penalty 1938.576943 = -575865.523107 nChanged 72 SP:Iteration 27Q (6037.584857 sec): 3 clusters Score: Raw -577833.950739 + Penalty 1938.576943 = -575895.373795 nChanged 69 SP:Iteration 28Q (6037.765127 sec): 3 clusters Score: Raw -577868.213420 + Penalty 1938.576943 = -575929.636477 nChanged 77 SP:Iteration 29Q (6037.892925 sec): 3 clusters Score: Raw -577899.651753 + Penalty 1938.576943 = -575961.074809 nChanged 60 SP:Iteration 30Q (6038.047920 sec): 3 clusters Score: Raw -577921.120118 + Penalty 1938.576943 = -575982.543175 nChanged 41 SP:Iteration 31Q (6038.154133 sec): 3 clusters Score: Raw -577930.810964 + Penalty 1938.576943 = -575992.234020 nChanged 28 SP:Iteration 32Q (6038.267059 sec): 3 clusters Score: Raw -577937.203549 + Penalty 1938.576943 = -575998.626605 nChanged 28 SP:Iteration 33Q (6038.376537 sec): 3 clusters Score: Raw -577943.908092 + Penalty 1938.576943 = -576005.331148 nChanged 30 SP:Iteration 34Q (6038.506153 sec): 3 clusters Score: Raw -577950.878426 + Penalty 1938.576943 = -576012.301482 nChanged 25 SP:Iteration 35Q (6038.629093 sec): 3 clusters Score: Raw -577955.974340 + Penalty 1938.576943 = -576017.397397 nChanged 20 SP:Iteration 36Q (6038.784042 sec): 3 clusters Score: Raw -577960.234164 + Penalty 1938.576943 = -576021.657220 nChanged 17 SP:Iteration 37Q (6038.903230 sec): 3 clusters Score: Raw -577964.427289 + Penalty 1938.576943 = -576025.850346 nChanged 18 SP:Iteration 38Q (6039.040818 sec): 3 clusters Score: Raw -577968.748609 + Penalty 1938.576943 = -576030.171666 nChanged 21 SP:Iteration 39Q (6039.141923 sec): 3 clusters Score: Raw -577973.446601 + Penalty 1938.576943 = -576034.869657 nChanged 16 SP:Iteration 40F (6039.264948 sec): 3 clusters Score: Raw -577976.331216 + Penalty 1938.576943 = -576037.754273 nChanged 17 SP:Iteration 41Q (6039.358806 sec): 3 clusters Score: Raw -577979.140508 + Penalty 1938.576943 = -576040.563564 nChanged 8 SP:Iteration 42Q (6039.474563 sec): 3 clusters Score: Raw -577980.965038 + Penalty 1938.576943 = -576042.388094 nChanged 6 SP:Iteration 43Q (6039.598417 sec): 3 clusters Score: Raw -577982.803354 + Penalty 1938.576943 = -576044.226410 nChanged 9 SP:Iteration 44Q (6039.708950 sec): 3 clusters Score: Raw -577984.245633 + Penalty 1938.576943 = -576045.668690 nChanged 9 SP:Iteration 45Q (6039.827734 sec): 3 clusters Score: Raw -577986.040902 + Penalty 1938.576943 = -576047.463959 nChanged 9 SP:Iteration 46Q (6039.944667 sec): 3 clusters Score: Raw -577988.013106 + Penalty 1938.576943 = -576049.436163 nChanged 11 SP:Iteration 47Q (6040.071706 sec): 3 clusters Score: Raw -577989.893162 + Penalty 1938.576943 = -576051.316218 nChanged 8 SP:Iteration 48Q (6040.162437 sec): 3 clusters Score: Raw -577991.232881 + Penalty 1938.576943 = -576052.655938 nChanged 7 SP:Iteration 49Q (6040.278424 sec): 3 clusters Score: Raw -577992.527048 + Penalty 1938.576943 = -576053.950105 nChanged 4 SP:Iteration 50Q (6040.382149 sec): 3 clusters Score: Raw -577993.256685 + Penalty 1938.576943 = -576054.679742 nChanged 5 SP:Iteration 51Q (6040.493599 sec): 3 clusters Score: Raw -577994.074007 + Penalty 1938.576943 = -576055.497064 nChanged 5 SP:Iteration 52Q (6040.605223 sec): 3 clusters Score: Raw -577994.614738 + Penalty 1938.576943 = -576056.037794 nChanged 5 SP:Iteration 53Q (6040.714753 sec): 3 clusters Score: Raw -577995.178855 + Penalty 1938.576943 = -576056.601912 nChanged 4 SP:Iteration 54Q (6040.829174 sec): 3 clusters Score: Raw -577995.666947 + Penalty 1938.576943 = -576057.090004 nChanged 9 SP:Iteration 55Q (6040.945221 sec): 3 clusters Score: Raw -577996.717123 + Penalty 1938.576943 = -576058.140179 nChanged 5 SP:Iteration 56Q (6041.033543 sec): 3 clusters Score: Raw -577997.632644 + Penalty 1938.576943 = -576059.055701 nChanged 5 SP:Iteration 57Q (6041.150141 sec): 3 clusters Score: Raw -577998.424767 + Penalty 1938.576943 = -576059.847824 nChanged 5 SP:Iteration 58Q (6041.273603 sec): 3 clusters Score: Raw -577999.095253 + Penalty 1938.576943 = -576060.518309 nChanged 2 SP:Iteration 59Q (6041.377781 sec): 3 clusters Score: Raw -578000.157259 + Penalty 1938.576943 = -576061.580316 nChanged 2 SP:Iteration 60F (6041.546497 sec): 3 clusters Score: Raw -578000.449003 + Penalty 1938.576943 = -576061.872060 nChanged 2 SP:Iteration 61Q (6041.635634 sec): 3 clusters Score: Raw -578000.798528 + Penalty 1938.576943 = -576062.221584 nChanged 3 SP:Iteration 62Q (6041.756867 sec): 3 clusters Score: Raw -578001.354609 + Penalty 1938.576943 = -576062.777665 nChanged 3 SP:Iteration 63Q (6041.881525 sec): 3 clusters Score: Raw -578001.803275 + Penalty 1938.576943 = -576063.226332 nChanged 4 SP:Iteration 64Q (6041.995242 sec): 3 clusters Score: Raw -578002.411399 + Penalty 1938.576943 = -576063.834455 nChanged 3 SP:Iteration 65Q (6042.089304 sec): 3 clusters Score: Raw -578003.044376 + Penalty 1938.576943 = -576064.467432 nChanged 2 SP:Iteration 66Q (6042.223890 sec): 3 clusters Score: Raw -578003.621486 + Penalty 1938.576943 = -576065.044543 nChanged 1 SP:Iteration 67Q (6042.374750 sec): 3 clusters Score: Raw -578003.859902 + Penalty 1938.576943 = -576065.282959 nChanged 2 SP:Iteration 68Q (6042.474749 sec): 3 clusters Score: Raw -578004.014480 + Penalty 1938.576943 = -576065.437537 nChanged 1 SP:Iteration 69Q (6042.632341 sec): 3 clusters Score: Raw -578004.140817 + Penalty 1938.576943 = -576065.563873 nChanged 0 SP:Iteration 70F (6042.745143 sec): 3 clusters Score: Raw -578004.140817 + Penalty 1938.576943 = -576065.563873 nChanged 0 Trying to split cluster 6 (3096 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6042.832782 sec): 2 clusters Score: Raw -182390.592317 + Penalty 843.975955 = -181546.616362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6042.920575 sec): 3 clusters Score: Raw -180820.498603 + Penalty 1687.951909 = -179132.546693 nChanged 1226 SP:Iteration 1F (6043.008311 sec): 3 clusters Score: Raw -181547.139817 + Penalty 1687.951909 = -179859.187908 nChanged 234 SP:Iteration 2F (6043.124757 sec): 3 clusters Score: Raw -181708.082621 + Penalty 1687.951909 = -180020.130711 nChanged 191 SP:Iteration 3F (6043.227093 sec): 3 clusters Score: Raw -181821.297828 + Penalty 1687.951909 = -180133.345919 nChanged 146 SP:Iteration 4Q (6043.318655 sec): 3 clusters Score: Raw -181909.075126 + Penalty 1687.951909 = -180221.123217 nChanged 117 SP:Iteration 5Q (6043.404464 sec): 3 clusters Score: Raw -181989.980217 + Penalty 1687.951909 = -180302.028308 nChanged 107 SP:Iteration 6Q (6043.514168 sec): 3 clusters Score: Raw -182067.885157 + Penalty 1687.951909 = -180379.933248 nChanged 109 SP:Iteration 7Q (6043.608199 sec): 3 clusters Score: Raw -182143.781751 + Penalty 1687.951909 = -180455.829841 nChanged 108 SP:Iteration 8Q (6043.718408 sec): 3 clusters Score: Raw -182211.531612 + Penalty 1687.951909 = -180523.579702 nChanged 96 SP:Iteration 9Q (6043.810854 sec): 3 clusters Score: Raw -182265.726444 + Penalty 1687.951909 = -180577.774535 nChanged 79 SP:Iteration 10Q (6043.906715 sec): 3 clusters Score: Raw -182299.312548 + Penalty 1687.951909 = -180611.360639 nChanged 62 SP:Iteration 11Q (6044.004095 sec): 3 clusters Score: Raw -182322.799563 + Penalty 1687.951909 = -180634.847653 nChanged 53 SP:Iteration 12Q (6044.117412 sec): 3 clusters Score: Raw -182343.316998 + Penalty 1687.951909 = -180655.365089 nChanged 52 SP:Iteration 13Q (6044.205689 sec): 3 clusters Score: Raw -182364.044645 + Penalty 1687.951909 = -180676.092735 nChanged 40 SP:Iteration 14Q (6044.320268 sec): 3 clusters Score: Raw -182375.632945 + Penalty 1687.951909 = -180687.681035 nChanged 31 SP:Iteration 15Q (6044.437978 sec): 3 clusters Score: Raw -182384.472434 + Penalty 1687.951909 = -180696.520525 nChanged 31 SP:Iteration 16Q (6044.522310 sec): 3 clusters Score: Raw -182395.271290 + Penalty 1687.951909 = -180707.319380 nChanged 31 SP:Iteration 17Q (6044.618199 sec): 3 clusters Score: Raw -182405.089051 + Penalty 1687.951909 = -180717.137142 nChanged 25 SP:Iteration 18Q (6044.715283 sec): 3 clusters Score: Raw -182414.070197 + Penalty 1687.951909 = -180726.118288 nChanged 25 SP:Iteration 19Q (6044.828888 sec): 3 clusters Score: Raw -182421.618442 + Penalty 1687.951909 = -180733.666532 nChanged 22 SP:Iteration 20F (6044.932770 sec): 3 clusters Score: Raw -182429.248430 + Penalty 1687.951909 = -180741.296521 nChanged 27 SP:Iteration 21Q (6045.049675 sec): 3 clusters Score: Raw -182437.356266 + Penalty 1687.951909 = -180749.404357 nChanged 25 SP:Iteration 22Q (6045.121503 sec): 3 clusters Score: Raw -182444.270031 + Penalty 1687.951909 = -180756.318122 nChanged 20 SP:Iteration 23Q (6045.232142 sec): 3 clusters Score: Raw -182449.676836 + Penalty 1687.951909 = -180761.724926 nChanged 17 SP:Iteration 24Q (6045.316675 sec): 3 clusters Score: Raw -182455.421046 + Penalty 1687.951909 = -180767.469137 nChanged 15 SP:Iteration 25Q (6045.418580 sec): 3 clusters Score: Raw -182460.201747 + Penalty 1687.951909 = -180772.249838 nChanged 16 SP:Iteration 26Q (6045.529459 sec): 3 clusters Score: Raw -182466.903091 + Penalty 1687.951909 = -180778.951182 nChanged 22 SP:Iteration 27Q (6045.627243 sec): 3 clusters Score: Raw -182474.707142 + Penalty 1687.951909 = -180786.755233 nChanged 13 SP:Iteration 28Q (6045.702686 sec): 3 clusters Score: Raw -182478.885824 + Penalty 1687.951909 = -180790.933915 nChanged 13 SP:Iteration 29Q (6045.820724 sec): 3 clusters Score: Raw -182485.335673 + Penalty 1687.951909 = -180797.383764 nChanged 16 SP:Iteration 30Q (6045.907955 sec): 3 clusters Score: Raw -182491.136620 + Penalty 1687.951909 = -180803.184710 nChanged 15 SP:Iteration 31Q (6045.985471 sec): 3 clusters Score: Raw -182497.399626 + Penalty 1687.951909 = -180809.447716 nChanged 17 SP:Iteration 32Q (6046.092389 sec): 3 clusters Score: Raw -182502.749746 + Penalty 1687.951909 = -180814.797837 nChanged 23 SP:Iteration 33Q (6046.194734 sec): 3 clusters Score: Raw -182509.062338 + Penalty 1687.951909 = -180821.110428 nChanged 15 SP:Iteration 34Q (6046.281872 sec): 3 clusters Score: Raw -182512.385566 + Penalty 1687.951909 = -180824.433656 nChanged 14 SP:Iteration 35Q (6046.366715 sec): 3 clusters Score: Raw -182517.831524 + Penalty 1687.951909 = -180829.879615 nChanged 19 SP:Iteration 36Q (6046.457208 sec): 3 clusters Score: Raw -182525.614492 + Penalty 1687.951909 = -180837.662583 nChanged 19 SP:Iteration 37Q (6046.553266 sec): 3 clusters Score: Raw -182530.486912 + Penalty 1687.951909 = -180842.535003 nChanged 12 SP:Iteration 38Q (6046.664964 sec): 3 clusters Score: Raw -182532.773009 + Penalty 1687.951909 = -180844.821100 nChanged 11 SP:Iteration 39Q (6046.739964 sec): 3 clusters Score: Raw -182534.750042 + Penalty 1687.951909 = -180846.798133 nChanged 7 SP:Iteration 40F (6046.842979 sec): 3 clusters Score: Raw -182536.385851 + Penalty 1687.951909 = -180848.433942 nChanged 5 SP:Iteration 41Q (6046.944509 sec): 3 clusters Score: Raw -182537.731910 + Penalty 1687.951909 = -180849.780000 nChanged 4 SP:Iteration 42Q (6047.043549 sec): 3 clusters Score: Raw -182539.075139 + Penalty 1687.951909 = -180851.123229 nChanged 8 SP:Iteration 43Q (6047.120878 sec): 3 clusters Score: Raw -182542.372475 + Penalty 1687.951909 = -180854.420566 nChanged 12 SP:Iteration 44Q (6047.224077 sec): 3 clusters Score: Raw -182546.913992 + Penalty 1687.951909 = -180858.962083 nChanged 8 SP:Iteration 45Q (6047.339637 sec): 3 clusters Score: Raw -182550.669819 + Penalty 1687.951909 = -180862.717909 nChanged 13 SP:Iteration 46Q (6047.433580 sec): 3 clusters Score: Raw -182557.158969 + Penalty 1687.951909 = -180869.207060 nChanged 16 SP:Iteration 47Q (6047.540666 sec): 3 clusters Score: Raw -182564.906058 + Penalty 1687.951909 = -180876.954149 nChanged 15 SP:Iteration 48Q (6047.632171 sec): 3 clusters Score: Raw -182571.376290 + Penalty 1687.951909 = -180883.424380 nChanged 14 SP:Iteration 49Q (6047.724749 sec): 3 clusters Score: Raw -182575.092983 + Penalty 1687.951909 = -180887.141073 nChanged 7 SP:Iteration 50Q (6047.829670 sec): 3 clusters Score: Raw -182577.932947 + Penalty 1687.951909 = -180889.981038 nChanged 10 SP:Iteration 51Q (6047.935973 sec): 3 clusters Score: Raw -182580.847783 + Penalty 1687.951909 = -180892.895874 nChanged 10 SP:Iteration 52Q (6048.023192 sec): 3 clusters Score: Raw -182583.563644 + Penalty 1687.951909 = -180895.611735 nChanged 12 SP:Iteration 53Q (6048.140522 sec): 3 clusters Score: Raw -182587.284205 + Penalty 1687.951909 = -180899.332295 nChanged 7 SP:Iteration 54Q (6048.254076 sec): 3 clusters Score: Raw -182589.575880 + Penalty 1687.951909 = -180901.623970 nChanged 7 SP:Iteration 55Q (6048.364961 sec): 3 clusters Score: Raw -182591.091224 + Penalty 1687.951909 = -180903.139314 nChanged 6 SP:Iteration 56Q (6048.473092 sec): 3 clusters Score: Raw -182592.971318 + Penalty 1687.951909 = -180905.019409 nChanged 7 SP:Iteration 57Q (6048.570952 sec): 3 clusters Score: Raw -182595.440821 + Penalty 1687.951909 = -180907.488911 nChanged 10 SP:Iteration 58Q (6048.691157 sec): 3 clusters Score: Raw -182598.291517 + Penalty 1687.951909 = -180910.339608 nChanged 3 SP:Iteration 59Q (6048.768104 sec): 3 clusters Score: Raw -182598.867295 + Penalty 1687.951909 = -180910.915385 nChanged 5 SP:Iteration 60F (6048.863996 sec): 3 clusters Score: Raw -182600.309020 + Penalty 1687.951909 = -180912.357111 nChanged 2 SP:Iteration 61Q (6048.967593 sec): 3 clusters Score: Raw -182601.108366 + Penalty 1687.951909 = -180913.156457 nChanged 3 SP:Iteration 62Q (6049.072007 sec): 3 clusters Score: Raw -182601.701370 + Penalty 1687.951909 = -180913.749461 nChanged 2 SP:Iteration 63Q (6049.167481 sec): 3 clusters Score: Raw -182603.128460 + Penalty 1687.951909 = -180915.176551 nChanged 7 SP:Iteration 64Q (6049.267911 sec): 3 clusters Score: Raw -182605.240547 + Penalty 1687.951909 = -180917.288638 nChanged 6 SP:Iteration 65Q (6049.374317 sec): 3 clusters Score: Raw -182607.554646 + Penalty 1687.951909 = -180919.602737 nChanged 7 SP:Iteration 66Q (6049.481484 sec): 3 clusters Score: Raw -182610.421861 + Penalty 1687.951909 = -180922.469952 nChanged 8 SP:Iteration 67Q (6049.571497 sec): 3 clusters Score: Raw -182613.548965 + Penalty 1687.951909 = -180925.597056 nChanged 8 SP:Iteration 68Q (6049.685521 sec): 3 clusters Score: Raw -182616.642178 + Penalty 1687.951909 = -180928.690269 nChanged 8 SP:Iteration 69Q (6049.799313 sec): 3 clusters Score: Raw -182619.253016 + Penalty 1687.951909 = -180931.301107 nChanged 8 SP:Iteration 70Q (6049.887537 sec): 3 clusters Score: Raw -182624.175791 + Penalty 1687.951909 = -180936.223882 nChanged 12 SP:Iteration 71Q (6049.963536 sec): 3 clusters Score: Raw -182629.782370 + Penalty 1687.951909 = -180941.830461 nChanged 16 SP:Iteration 72Q (6050.061144 sec): 3 clusters Score: Raw -182635.254932 + Penalty 1687.951909 = -180947.303023 nChanged 12 SP:Iteration 73Q (6050.164730 sec): 3 clusters Score: Raw -182641.759745 + Penalty 1687.951909 = -180953.807836 nChanged 13 SP:Iteration 74Q (6050.277039 sec): 3 clusters Score: Raw -182649.461401 + Penalty 1687.951909 = -180961.509492 nChanged 14 SP:Iteration 75Q (6050.382802 sec): 3 clusters Score: Raw -182656.560169 + Penalty 1687.951909 = -180968.608260 nChanged 20 SP:Iteration 76Q (6050.497877 sec): 3 clusters Score: Raw -182674.348140 + Penalty 1687.951909 = -180986.396231 nChanged 26 SP:Iteration 77Q (6050.613663 sec): 3 clusters Score: Raw -182696.963313 + Penalty 1687.951909 = -181009.011404 nChanged 27 SP:Iteration 78Q (6050.726866 sec): 3 clusters Score: Raw -182713.957514 + Penalty 1687.951909 = -181026.005605 nChanged 21 SP:Iteration 79Q (6050.823036 sec): 3 clusters Score: Raw -182732.422552 + Penalty 1687.951909 = -181044.470642 nChanged 21 SP:Iteration 80F (6050.899231 sec): 3 clusters Score: Raw -182745.341314 + Penalty 1687.951909 = -181057.389405 nChanged 20 SP:Iteration 81Q (6051.009134 sec): 3 clusters Score: Raw -182760.257852 + Penalty 1687.951909 = -181072.305943 nChanged 20 SP:Iteration 82Q (6051.111477 sec): 3 clusters Score: Raw -182770.904339 + Penalty 1687.951909 = -181082.952429 nChanged 20 SP:Iteration 83Q (6051.205924 sec): 3 clusters Score: Raw -182787.970373 + Penalty 1687.951909 = -181100.018463 nChanged 20 SP:Iteration 84Q (6051.313945 sec): 3 clusters Score: Raw -182805.180383 + Penalty 1687.951909 = -181117.228474 nChanged 16 SP:Iteration 85Q (6051.402987 sec): 3 clusters Score: Raw -182818.933245 + Penalty 1687.951909 = -181130.981336 nChanged 15 SP:Iteration 86Q (6051.498548 sec): 3 clusters Score: Raw -182825.256370 + Penalty 1687.951909 = -181137.304461 nChanged 12 SP:Iteration 87Q (6051.585679 sec): 3 clusters Score: Raw -182831.957108 + Penalty 1687.951909 = -181144.005198 nChanged 8 SP:Iteration 88Q (6051.687737 sec): 3 clusters Score: Raw -182835.985620 + Penalty 1687.951909 = -181148.033711 nChanged 3 SP:Iteration 89Q (6051.809208 sec): 3 clusters Score: Raw -182836.699427 + Penalty 1687.951909 = -181148.747517 nChanged 1 SP:Iteration 90Q (6051.897607 sec): 3 clusters Score: Raw -182837.670472 + Penalty 1687.951909 = -181149.718563 nChanged 3 SP:Iteration 91Q (6051.980567 sec): 3 clusters Score: Raw -182839.288769 + Penalty 1687.951909 = -181151.336860 nChanged 1 SP:Iteration 92Q (6052.112411 sec): 3 clusters Score: Raw -182839.411431 + Penalty 1687.951909 = -181151.459522 nChanged 1 SP:Iteration 93Q (6052.201652 sec): 3 clusters Score: Raw -182839.543780 + Penalty 1687.951909 = -181151.591870 nChanged 0 SP:Iteration 94F (6052.296737 sec): 3 clusters Score: Raw -182839.543780 + Penalty 1687.951909 = -181151.591870 nChanged 0 Trying to split cluster 7 (4810 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6052.372684 sec): 2 clusters Score: Raw -236519.991051 + Penalty 890.237498 = -235629.753553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6052.466256 sec): 3 clusters Score: Raw -233914.776929 + Penalty 1780.474996 = -232134.301933 nChanged 2054 SP:Iteration 1F (6052.559945 sec): 3 clusters Score: Raw -235354.905856 + Penalty 1780.474996 = -233574.430860 nChanged 490 SP:Iteration 2F (6052.677809 sec): 3 clusters Score: Raw -235887.423744 + Penalty 1780.474996 = -234106.948748 nChanged 445 SP:Iteration 3F (6052.757558 sec): 3 clusters Score: Raw -236360.589346 + Penalty 1780.474996 = -234580.114350 nChanged 324 SP:Iteration 4F (6052.857242 sec): 3 clusters Score: Raw -236663.619595 + Penalty 1780.474996 = -234883.144598 nChanged 252 SP:Iteration 5F (6052.950311 sec): 3 clusters Score: Raw -236851.784823 + Penalty 1780.474996 = -235071.309826 nChanged 168 SP:Iteration 6Q (6053.047132 sec): 3 clusters Score: Raw -236941.972675 + Penalty 1780.474996 = -235161.497679 nChanged 99 SP:Iteration 7Q (6053.140584 sec): 3 clusters Score: Raw -236983.854435 + Penalty 1780.474996 = -235203.379439 nChanged 61 SP:Iteration 8Q (6053.237767 sec): 3 clusters Score: Raw -237003.870908 + Penalty 1780.474996 = -235223.395911 nChanged 56 SP:Iteration 9Q (6053.336196 sec): 3 clusters Score: Raw -237020.111428 + Penalty 1780.474996 = -235239.636431 nChanged 36 SP:Iteration 10Q (6053.445126 sec): 3 clusters Score: Raw -237030.413079 + Penalty 1780.474996 = -235249.938083 nChanged 26 SP:Iteration 11Q (6053.544188 sec): 3 clusters Score: Raw -237035.973685 + Penalty 1780.474996 = -235255.498688 nChanged 21 SP:Iteration 12Q (6053.636844 sec): 3 clusters Score: Raw -237040.114188 + Penalty 1780.474996 = -235259.639192 nChanged 20 SP:Iteration 13Q (6053.755269 sec): 3 clusters Score: Raw -237044.848098 + Penalty 1780.474996 = -235264.373102 nChanged 14 SP:Iteration 14Q (6053.844861 sec): 3 clusters Score: Raw -237047.256116 + Penalty 1780.474996 = -235266.781120 nChanged 14 SP:Iteration 15Q (6053.931140 sec): 3 clusters Score: Raw -237050.288810 + Penalty 1780.474996 = -235269.813814 nChanged 14 SP:Iteration 16Q (6054.036332 sec): 3 clusters Score: Raw -237052.550521 + Penalty 1780.474996 = -235272.075524 nChanged 7 SP:Iteration 17Q (6054.144363 sec): 3 clusters Score: Raw -237054.259552 + Penalty 1780.474996 = -235273.784555 nChanged 7 SP:Iteration 18Q (6054.264024 sec): 3 clusters Score: Raw -237054.908505 + Penalty 1780.474996 = -235274.433509 nChanged 5 SP:Iteration 19Q (6054.358024 sec): 3 clusters Score: Raw -237055.426904 + Penalty 1780.474996 = -235274.951908 nChanged 3 SP:Iteration 20F (6054.455595 sec): 3 clusters Score: Raw -237055.785545 + Penalty 1780.474996 = -235275.310549 nChanged 3 SP:Iteration 21Q (6054.553384 sec): 3 clusters Score: Raw -237056.012731 + Penalty 1780.474996 = -235275.537735 nChanged 4 SP:Iteration 22Q (6054.657741 sec): 3 clusters Score: Raw -237056.345760 + Penalty 1780.474996 = -235275.870764 nChanged 2 SP:Iteration 23Q (6054.749832 sec): 3 clusters Score: Raw -237056.517816 + Penalty 1780.474996 = -235276.042820 nChanged 0 SP:Iteration 24F (6054.872202 sec): 3 clusters Score: Raw -237056.517816 + Penalty 1780.474996 = -235276.042820 nChanged 0 Trying to split cluster 8 (1826 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6054.926559 sec): 2 clusters Score: Raw -84915.384253 + Penalty 788.537721 = -84126.846532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6055.004727 sec): 3 clusters Score: Raw -84108.426050 + Penalty 1577.075443 = -82531.350607 nChanged 713 SP:Iteration 1F (6055.096189 sec): 3 clusters Score: Raw -84728.134804 + Penalty 1577.075443 = -83151.059361 nChanged 187 SP:Iteration 2F (6055.197463 sec): 3 clusters Score: Raw -85042.651250 + Penalty 1577.075443 = -83465.575807 nChanged 162 SP:Iteration 3F (6055.273039 sec): 3 clusters Score: Raw -85380.393615 + Penalty 1577.075443 = -83803.318172 nChanged 150 SP:Iteration 4F (6055.378152 sec): 3 clusters Score: Raw -85605.667801 + Penalty 1577.075443 = -84028.592358 nChanged 101 SP:Iteration 5F (6055.447190 sec): 3 clusters Score: Raw -85706.955183 + Penalty 1577.075443 = -84129.879740 nChanged 55 SP:Iteration 6Q (6055.536085 sec): 3 clusters Score: Raw -85758.080189 + Penalty 1577.075443 = -84181.004746 nChanged 34 SP:Iteration 7Q (6055.618889 sec): 3 clusters Score: Raw -85776.055253 + Penalty 1577.075443 = -84198.979810 nChanged 13 SP:Iteration 8Q (6055.690447 sec): 3 clusters Score: Raw -85781.191362 + Penalty 1577.075443 = -84204.115919 nChanged 6 SP:Iteration 9Q (6055.786934 sec): 3 clusters Score: Raw -85783.497558 + Penalty 1577.075443 = -84206.422115 nChanged 4 SP:Iteration 10Q (6055.889631 sec): 3 clusters Score: Raw -85784.216182 + Penalty 1577.075443 = -84207.140739 nChanged 1 SP:Iteration 11Q (6056.010718 sec): 3 clusters Score: Raw -85784.475455 + Penalty 1577.075443 = -84207.400012 nChanged 1 SP:Iteration 12Q (6056.082690 sec): 3 clusters Score: Raw -85784.719648 + Penalty 1577.075443 = -84207.644205 nChanged 1 SP:Iteration 13Q (6056.176816 sec): 3 clusters Score: Raw -85784.975952 + Penalty 1577.075443 = -84207.900509 nChanged 0 SP:Iteration 14F (6056.261143 sec): 3 clusters Score: Raw -85784.975952 + Penalty 1577.075443 = -84207.900509 nChanged 0 Score: Raw -4213156.269674 + Penalty 18923.502585 = -4194232.767089 Splitting cluster 8 changes total score from -4190517.337759 to -4194232.767089 So it's getting split into cluster 16. Trying to split cluster 9 (1533 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6057.902283 sec): 2 clusters Score: Raw -89831.404358 + Penalty 770.173097 = -89061.231261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6057.970868 sec): 3 clusters Score: Raw -89141.355905 + Penalty 1540.346195 = -87601.009710 nChanged 578 SP:Iteration 1F (6058.072416 sec): 3 clusters Score: Raw -89570.189850 + Penalty 1540.346195 = -88029.843656 nChanged 147 SP:Iteration 2F (6058.159265 sec): 3 clusters Score: Raw -89695.358745 + Penalty 1540.346195 = -88155.012551 nChanged 90 SP:Iteration 3F (6058.258980 sec): 3 clusters Score: Raw -89756.628082 + Penalty 1540.346195 = -88216.281887 nChanged 60 SP:Iteration 4Q (6058.368821 sec): 3 clusters Score: Raw -89802.090176 + Penalty 1540.346195 = -88261.743982 nChanged 52 SP:Iteration 5Q (6058.468474 sec): 3 clusters Score: Raw -89842.750994 + Penalty 1540.346195 = -88302.404799 nChanged 41 SP:Iteration 6Q (6058.560236 sec): 3 clusters Score: Raw -89877.765463 + Penalty 1540.346195 = -88337.419268 nChanged 43 SP:Iteration 7Q (6058.632203 sec): 3 clusters Score: Raw -89914.736169 + Penalty 1540.346195 = -88374.389974 nChanged 34 SP:Iteration 8Q (6058.728289 sec): 3 clusters Score: Raw -89947.200237 + Penalty 1540.346195 = -88406.854043 nChanged 43 SP:Iteration 9Q (6058.817946 sec): 3 clusters Score: Raw -89979.729255 + Penalty 1540.346195 = -88439.383060 nChanged 40 SP:Iteration 10Q (6058.928109 sec): 3 clusters Score: Raw -90009.767117 + Penalty 1540.346195 = -88469.420922 nChanged 19 SP:Iteration 11Q (6059.045792 sec): 3 clusters Score: Raw -90024.196027 + Penalty 1540.346195 = -88483.849833 nChanged 13 SP:Iteration 12Q (6059.120218 sec): 3 clusters Score: Raw -90032.020696 + Penalty 1540.346195 = -88491.674501 nChanged 7 SP:Iteration 13Q (6059.209472 sec): 3 clusters Score: Raw -90036.187841 + Penalty 1540.346195 = -88495.841646 nChanged 7 SP:Iteration 14Q (6059.303596 sec): 3 clusters Score: Raw -90040.002676 + Penalty 1540.346195 = -88499.656481 nChanged 8 SP:Iteration 15Q (6059.393027 sec): 3 clusters Score: Raw -90043.932239 + Penalty 1540.346195 = -88503.586045 nChanged 8 SP:Iteration 16Q (6059.492000 sec): 3 clusters Score: Raw -90046.929499 + Penalty 1540.346195 = -88506.583305 nChanged 4 SP:Iteration 17Q (6059.603358 sec): 3 clusters Score: Raw -90048.603294 + Penalty 1540.346195 = -88508.257100 nChanged 6 SP:Iteration 18Q (6059.671450 sec): 3 clusters Score: Raw -90051.075806 + Penalty 1540.346195 = -88510.729611 nChanged 5 SP:Iteration 19Q (6059.784814 sec): 3 clusters Score: Raw -90053.873980 + Penalty 1540.346195 = -88513.527786 nChanged 5 SP:Iteration 20F (6059.850689 sec): 3 clusters Score: Raw -90055.445921 + Penalty 1540.346195 = -88515.099727 nChanged 0 Trying to split cluster 10 (3204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6059.930087 sec): 2 clusters Score: Raw -185350.622797 + Penalty 847.576307 = -184503.046489 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6060.036436 sec): 3 clusters Score: Raw -183677.169216 + Penalty 1695.152615 = -181982.016601 nChanged 1312 SP:Iteration 1F (6060.129620 sec): 3 clusters Score: Raw -184584.403657 + Penalty 1695.152615 = -182889.251042 nChanged 302 SP:Iteration 2F (6060.233692 sec): 3 clusters Score: Raw -184833.476127 + Penalty 1695.152615 = -183138.323512 nChanged 258 SP:Iteration 3F (6060.336575 sec): 3 clusters Score: Raw -185028.510954 + Penalty 1695.152615 = -183333.358339 nChanged 184 SP:Iteration 4F (6060.452692 sec): 3 clusters Score: Raw -185179.223971 + Penalty 1695.152615 = -183484.071356 nChanged 148 SP:Iteration 5Q (6060.532431 sec): 3 clusters Score: Raw -185293.733421 + Penalty 1695.152615 = -183598.580807 nChanged 100 SP:Iteration 6Q (6060.629578 sec): 3 clusters Score: Raw -185362.118909 + Penalty 1695.152615 = -183666.966294 nChanged 85 SP:Iteration 7Q (6060.726240 sec): 3 clusters Score: Raw -185439.535313 + Penalty 1695.152615 = -183744.382698 nChanged 78 SP:Iteration 8Q (6060.828192 sec): 3 clusters Score: Raw -185488.027304 + Penalty 1695.152615 = -183792.874689 nChanged 63 SP:Iteration 9Q (6060.902956 sec): 3 clusters Score: Raw -185526.499497 + Penalty 1695.152615 = -183831.346883 nChanged 49 SP:Iteration 10Q (6061.016757 sec): 3 clusters Score: Raw -185555.679622 + Penalty 1695.152615 = -183860.527007 nChanged 45 SP:Iteration 11Q (6061.119018 sec): 3 clusters Score: Raw -185575.738569 + Penalty 1695.152615 = -183880.585954 nChanged 34 SP:Iteration 12Q (6061.208940 sec): 3 clusters Score: Raw -185587.156268 + Penalty 1695.152615 = -183892.003653 nChanged 19 SP:Iteration 13Q (6061.314066 sec): 3 clusters Score: Raw -185593.123665 + Penalty 1695.152615 = -183897.971050 nChanged 23 SP:Iteration 14Q (6061.428586 sec): 3 clusters Score: Raw -185599.918425 + Penalty 1695.152615 = -183904.765811 nChanged 19 SP:Iteration 15Q (6061.498827 sec): 3 clusters Score: Raw -185606.020317 + Penalty 1695.152615 = -183910.867703 nChanged 18 SP:Iteration 16Q (6061.593112 sec): 3 clusters Score: Raw -185611.690578 + Penalty 1695.152615 = -183916.537964 nChanged 17 SP:Iteration 17Q (6061.679838 sec): 3 clusters Score: Raw -185615.405660 + Penalty 1695.152615 = -183920.253045 nChanged 13 SP:Iteration 18Q (6061.791723 sec): 3 clusters Score: Raw -185618.164469 + Penalty 1695.152615 = -183923.011855 nChanged 14 SP:Iteration 19Q (6061.874874 sec): 3 clusters Score: Raw -185621.051412 + Penalty 1695.152615 = -183925.898798 nChanged 15 SP:Iteration 20F (6061.965531 sec): 3 clusters Score: Raw -185624.457289 + Penalty 1695.152615 = -183929.304674 nChanged 10 SP:Iteration 21Q (6062.058943 sec): 3 clusters Score: Raw -185628.647850 + Penalty 1695.152615 = -183933.495235 nChanged 13 SP:Iteration 22Q (6062.167389 sec): 3 clusters Score: Raw -185633.477312 + Penalty 1695.152615 = -183938.324697 nChanged 13 SP:Iteration 23Q (6062.242727 sec): 3 clusters Score: Raw -185637.361521 + Penalty 1695.152615 = -183942.208906 nChanged 14 SP:Iteration 24Q (6062.369684 sec): 3 clusters Score: Raw -185641.611883 + Penalty 1695.152615 = -183946.459268 nChanged 8 SP:Iteration 25Q (6062.454660 sec): 3 clusters Score: Raw -185643.627885 + Penalty 1695.152615 = -183948.475271 nChanged 6 SP:Iteration 26Q (6062.555635 sec): 3 clusters Score: Raw -185645.768900 + Penalty 1695.152615 = -183950.616285 nChanged 10 SP:Iteration 27Q (6062.645945 sec): 3 clusters Score: Raw -185649.343118 + Penalty 1695.152615 = -183954.190503 nChanged 12 SP:Iteration 28Q (6062.759793 sec): 3 clusters Score: Raw -185653.113282 + Penalty 1695.152615 = -183957.960668 nChanged 6 SP:Iteration 29Q (6062.849992 sec): 3 clusters Score: Raw -185654.534156 + Penalty 1695.152615 = -183959.381541 nChanged 9 SP:Iteration 30Q (6062.940363 sec): 3 clusters Score: Raw -185657.251100 + Penalty 1695.152615 = -183962.098485 nChanged 9 SP:Iteration 31Q (6063.056987 sec): 3 clusters Score: Raw -185659.793410 + Penalty 1695.152615 = -183964.640795 nChanged 6 SP:Iteration 32Q (6063.139690 sec): 3 clusters Score: Raw -185662.247726 + Penalty 1695.152615 = -183967.095111 nChanged 9 SP:Iteration 33Q (6063.244236 sec): 3 clusters Score: Raw -185664.583292 + Penalty 1695.152615 = -183969.430677 nChanged 8 SP:Iteration 34Q (6063.333258 sec): 3 clusters Score: Raw -185667.882739 + Penalty 1695.152615 = -183972.730124 nChanged 6 SP:Iteration 35Q (6063.445934 sec): 3 clusters Score: Raw -185670.604684 + Penalty 1695.152615 = -183975.452069 nChanged 10 SP:Iteration 36Q (6063.518892 sec): 3 clusters Score: Raw -185673.933757 + Penalty 1695.152615 = -183978.781142 nChanged 11 SP:Iteration 37Q (6063.607163 sec): 3 clusters Score: Raw -185678.207740 + Penalty 1695.152615 = -183983.055125 nChanged 11 SP:Iteration 38Q (6063.724670 sec): 3 clusters Score: Raw -185682.741592 + Penalty 1695.152615 = -183987.588977 nChanged 12 SP:Iteration 39Q (6063.814903 sec): 3 clusters Score: Raw -185687.748907 + Penalty 1695.152615 = -183992.596292 nChanged 13 SP:Iteration 40F (6063.905517 sec): 3 clusters Score: Raw -185695.437367 + Penalty 1695.152615 = -184000.284752 nChanged 17 SP:Iteration 41Q (6063.995673 sec): 3 clusters Score: Raw -185704.136031 + Penalty 1695.152615 = -184008.983416 nChanged 14 SP:Iteration 42Q (6064.095874 sec): 3 clusters Score: Raw -185708.670996 + Penalty 1695.152615 = -184013.518381 nChanged 11 SP:Iteration 43Q (6064.182701 sec): 3 clusters Score: Raw -185712.856552 + Penalty 1695.152615 = -184017.703938 nChanged 14 SP:Iteration 44Q (6064.306051 sec): 3 clusters Score: Raw -185719.631821 + Penalty 1695.152615 = -184024.479206 nChanged 16 SP:Iteration 45Q (6064.410420 sec): 3 clusters Score: Raw -185731.249414 + Penalty 1695.152615 = -184036.096799 nChanged 17 SP:Iteration 46Q (6064.537547 sec): 3 clusters Score: Raw -185739.230769 + Penalty 1695.152615 = -184044.078154 nChanged 13 SP:Iteration 47Q (6064.641897 sec): 3 clusters Score: Raw -185744.078450 + Penalty 1695.152615 = -184048.925835 nChanged 13 SP:Iteration 48Q (6064.726411 sec): 3 clusters Score: Raw -185749.854136 + Penalty 1695.152615 = -184054.701521 nChanged 16 SP:Iteration 49Q (6064.830199 sec): 3 clusters Score: Raw -185759.705434 + Penalty 1695.152615 = -184064.552819 nChanged 13 SP:Iteration 50Q (6064.925632 sec): 3 clusters Score: Raw -185765.163723 + Penalty 1695.152615 = -184070.011108 nChanged 16 SP:Iteration 51Q (6065.021369 sec): 3 clusters Score: Raw -185773.778197 + Penalty 1695.152615 = -184078.625582 nChanged 12 SP:Iteration 52Q (6065.131837 sec): 3 clusters Score: Raw -185781.641942 + Penalty 1695.152615 = -184086.489327 nChanged 17 SP:Iteration 53Q (6065.231530 sec): 3 clusters Score: Raw -185789.964043 + Penalty 1695.152615 = -184094.811429 nChanged 16 SP:Iteration 54Q (6065.335400 sec): 3 clusters Score: Raw -185801.604159 + Penalty 1695.152615 = -184106.451544 nChanged 18 SP:Iteration 55Q (6065.416945 sec): 3 clusters Score: Raw -185810.616354 + Penalty 1695.152615 = -184115.463740 nChanged 19 SP:Iteration 56Q (6065.544679 sec): 3 clusters Score: Raw -185819.564287 + Penalty 1695.152615 = -184124.411672 nChanged 14 SP:Iteration 57Q (6065.635016 sec): 3 clusters Score: Raw -185824.739112 + Penalty 1695.152615 = -184129.586498 nChanged 14 SP:Iteration 58Q (6065.681159 sec): 3 clusters Score: Raw -185833.185610 + Penalty 1695.152615 = -184138.032995 nChanged 7 SP:Iteration 59Q (6065.711871 sec): 3 clusters Score: Raw -185838.794734 + Penalty 1695.152615 = -184143.642119 nChanged 7 SP:Iteration 60F (6065.816399 sec): 3 clusters Score: Raw -185841.817973 + Penalty 1695.152615 = -184146.665359 nChanged 3 SP:Iteration 61Q (6065.932570 sec): 3 clusters Score: Raw -185842.699310 + Penalty 1695.152615 = -184147.546695 nChanged 2 SP:Iteration 62Q (6066.015827 sec): 3 clusters Score: Raw -185843.485705 + Penalty 1695.152615 = -184148.333090 nChanged 3 SP:Iteration 63Q (6066.127257 sec): 3 clusters Score: Raw -185844.177228 + Penalty 1695.152615 = -184149.024613 nChanged 2 SP:Iteration 64Q (6066.243318 sec): 3 clusters Score: Raw -185844.596072 + Penalty 1695.152615 = -184149.443457 nChanged 0 SP:Iteration 65F (6066.361813 sec): 3 clusters Score: Raw -185844.596072 + Penalty 1695.152615 = -184149.443457 nChanged 0 Trying to split cluster 11 (2118 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6066.396190 sec): 2 clusters Score: Raw -99543.304256 + Penalty 804.113890 = -98739.190366 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6066.418630 sec): 3 clusters Score: Raw -98624.977819 + Penalty 1608.227780 = -97016.750038 nChanged 813 SP:Iteration 1F (6066.439835 sec): 3 clusters Score: Raw -99257.231580 + Penalty 1608.227780 = -97649.003799 nChanged 184 SP:Iteration 2F (6066.461065 sec): 3 clusters Score: Raw -99467.139175 + Penalty 1608.227780 = -97858.911394 nChanged 156 SP:Iteration 3F (6066.482210 sec): 3 clusters Score: Raw -99714.052001 + Penalty 1608.227780 = -98105.824220 nChanged 156 SP:Iteration 4F (6066.503381 sec): 3 clusters Score: Raw -99975.824161 + Penalty 1608.227780 = -98367.596381 nChanged 167 SP:Iteration 5F (6066.524730 sec): 3 clusters Score: Raw -100233.806246 + Penalty 1608.227780 = -98625.578466 nChanged 124 SP:Iteration 6F (6066.546316 sec): 3 clusters Score: Raw -100400.994860 + Penalty 1608.227780 = -98792.767079 nChanged 81 SP:Iteration 7Q (6066.665829 sec): 3 clusters Score: Raw -100483.818555 + Penalty 1608.227780 = -98875.590775 nChanged 53 SP:Iteration 8Q (6066.762248 sec): 3 clusters Score: Raw -100525.208807 + Penalty 1608.227780 = -98916.981026 nChanged 43 SP:Iteration 9Q (6066.853586 sec): 3 clusters Score: Raw -100544.851755 + Penalty 1608.227780 = -98936.623975 nChanged 20 SP:Iteration 10Q (6066.964674 sec): 3 clusters Score: Raw -100555.578873 + Penalty 1608.227780 = -98947.351092 nChanged 20 SP:Iteration 11Q (6067.037765 sec): 3 clusters Score: Raw -100568.006267 + Penalty 1608.227780 = -98959.778487 nChanged 25 SP:Iteration 12Q (6067.112494 sec): 3 clusters Score: Raw -100580.138113 + Penalty 1608.227780 = -98971.910332 nChanged 16 SP:Iteration 13Q (6067.200691 sec): 3 clusters Score: Raw -100588.488562 + Penalty 1608.227780 = -98980.260781 nChanged 14 SP:Iteration 14Q (6067.286093 sec): 3 clusters Score: Raw -100597.153732 + Penalty 1608.227780 = -98988.925952 nChanged 6 SP:Iteration 15Q (6067.352758 sec): 3 clusters Score: Raw -100602.868206 + Penalty 1608.227780 = -98994.640426 nChanged 14 SP:Iteration 16Q (6067.470654 sec): 3 clusters Score: Raw -100608.937682 + Penalty 1608.227780 = -99000.709902 nChanged 9 SP:Iteration 17Q (6067.551126 sec): 3 clusters Score: Raw -100612.530247 + Penalty 1608.227780 = -99004.302467 nChanged 6 SP:Iteration 18Q (6067.652750 sec): 3 clusters Score: Raw -100613.901510 + Penalty 1608.227780 = -99005.673729 nChanged 6 SP:Iteration 19Q (6067.746222 sec): 3 clusters Score: Raw -100619.055946 + Penalty 1608.227780 = -99010.828165 nChanged 15 SP:Iteration 20F (6067.849921 sec): 3 clusters Score: Raw -100628.977658 + Penalty 1608.227780 = -99020.749877 nChanged 17 SP:Iteration 21Q (6067.964763 sec): 3 clusters Score: Raw -100640.553794 + Penalty 1608.227780 = -99032.326013 nChanged 22 SP:Iteration 22Q (6068.048922 sec): 3 clusters Score: Raw -100658.193117 + Penalty 1608.227780 = -99049.965337 nChanged 31 SP:Iteration 23Q (6068.155177 sec): 3 clusters Score: Raw -100685.390087 + Penalty 1608.227780 = -99077.162306 nChanged 34 SP:Iteration 24Q (6068.231696 sec): 3 clusters Score: Raw -100728.725309 + Penalty 1608.227780 = -99120.497529 nChanged 35 SP:Iteration 25Q (6068.331687 sec): 3 clusters Score: Raw -100768.301639 + Penalty 1608.227780 = -99160.073859 nChanged 28 SP:Iteration 26Q (6068.425423 sec): 3 clusters Score: Raw -100794.195438 + Penalty 1608.227780 = -99185.967657 nChanged 29 SP:Iteration 27Q (6068.516357 sec): 3 clusters Score: Raw -100815.038434 + Penalty 1608.227780 = -99206.810653 nChanged 24 SP:Iteration 28Q (6068.616926 sec): 3 clusters Score: Raw -100832.655282 + Penalty 1608.227780 = -99224.427501 nChanged 8 SP:Iteration 29Q (6068.717123 sec): 3 clusters Score: Raw -100836.719898 + Penalty 1608.227780 = -99228.492117 nChanged 4 SP:Iteration 30Q (6068.814936 sec): 3 clusters Score: Raw -100838.055317 + Penalty 1608.227780 = -99229.827536 nChanged 2 SP:Iteration 31Q (6068.915100 sec): 3 clusters Score: Raw -100838.659672 + Penalty 1608.227780 = -99230.431891 nChanged 0 SP:Iteration 32F (6069.040739 sec): 3 clusters Score: Raw -100838.659672 + Penalty 1608.227780 = -99230.431891 nChanged 0 Score: Raw -4214451.625090 + Penalty 20106.221497 = -4194345.403593 Splitting cluster 11 changes total score from -4190517.337759 to -4194345.403593 So it's getting split into cluster 17. Trying to split cluster 12 (4300 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6071.088354 sec): 2 clusters Score: Raw -257523.084024 + Penalty 878.468882 = -256644.615142 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6071.199234 sec): 3 clusters Score: Raw -255258.517879 + Penalty 1756.937763 = -253501.580116 nChanged 1784 SP:Iteration 1F (6071.310306 sec): 3 clusters Score: Raw -256362.201694 + Penalty 1756.937763 = -254605.263930 nChanged 378 SP:Iteration 2F (6071.400328 sec): 3 clusters Score: Raw -256664.683144 + Penalty 1756.937763 = -254907.745380 nChanged 343 SP:Iteration 3F (6071.491751 sec): 3 clusters Score: Raw -256937.092809 + Penalty 1756.937763 = -255180.155046 nChanged 256 SP:Iteration 4F (6071.610266 sec): 3 clusters Score: Raw -257108.385125 + Penalty 1756.937763 = -255351.447362 nChanged 216 SP:Iteration 5F (6071.723876 sec): 3 clusters Score: Raw -257252.223034 + Penalty 1756.937763 = -255495.285271 nChanged 210 SP:Iteration 6Q (6071.812617 sec): 3 clusters Score: Raw -257410.974557 + Penalty 1756.937763 = -255654.036794 nChanged 169 SP:Iteration 7Q (6071.922919 sec): 3 clusters Score: Raw -257562.276517 + Penalty 1756.937763 = -255805.338753 nChanged 167 SP:Iteration 8Q (6072.021086 sec): 3 clusters Score: Raw -257728.466051 + Penalty 1756.937763 = -255971.528287 nChanged 148 SP:Iteration 9Q (6072.149165 sec): 3 clusters Score: Raw -257870.491884 + Penalty 1756.937763 = -256113.554121 nChanged 156 SP:Iteration 10Q (6072.237934 sec): 3 clusters Score: Raw -258017.308324 + Penalty 1756.937763 = -256260.370561 nChanged 153 SP:Iteration 11Q (6072.334128 sec): 3 clusters Score: Raw -258187.902839 + Penalty 1756.937763 = -256430.965076 nChanged 147 SP:Iteration 12Q (6072.425141 sec): 3 clusters Score: Raw -258350.487467 + Penalty 1756.937763 = -256593.549704 nChanged 130 SP:Iteration 13Q (6072.533343 sec): 3 clusters Score: Raw -258490.307658 + Penalty 1756.937763 = -256733.369895 nChanged 125 SP:Iteration 14Q (6072.625756 sec): 3 clusters Score: Raw -258660.435384 + Penalty 1756.937763 = -256903.497620 nChanged 104 SP:Iteration 15Q (6072.741347 sec): 3 clusters Score: Raw -258823.942372 + Penalty 1756.937763 = -257067.004609 nChanged 71 SP:Iteration 16Q (6072.796776 sec): 3 clusters Score: Raw -258982.554940 + Penalty 1756.937763 = -257225.617177 nChanged 48 SP:Iteration 17Q (6072.915348 sec): 3 clusters Score: Raw -259076.166103 + Penalty 1756.937763 = -257319.228340 nChanged 27 SP:Iteration 18Q (6073.008523 sec): 3 clusters Score: Raw -259109.551613 + Penalty 1756.937763 = -257352.613850 nChanged 26 SP:Iteration 19Q (6073.111945 sec): 3 clusters Score: Raw -259130.607306 + Penalty 1756.937763 = -257373.669543 nChanged 13 SP:Iteration 20F (6073.204228 sec): 3 clusters Score: Raw -259135.230139 + Penalty 1756.937763 = -257378.292376 nChanged 7 SP:Iteration 21Q (6073.281630 sec): 3 clusters Score: Raw -259138.110144 + Penalty 1756.937763 = -257381.172381 nChanged 8 SP:Iteration 22Q (6073.321173 sec): 3 clusters Score: Raw -259142.055476 + Penalty 1756.937763 = -257385.117712 nChanged 8 SP:Iteration 23Q (6073.433904 sec): 3 clusters Score: Raw -259144.632574 + Penalty 1756.937763 = -257387.694810 nChanged 7 SP:Iteration 24Q (6073.520054 sec): 3 clusters Score: Raw -259146.846462 + Penalty 1756.937763 = -257389.908698 nChanged 5 SP:Iteration 25Q (6073.639095 sec): 3 clusters Score: Raw -259148.663534 + Penalty 1756.937763 = -257391.725771 nChanged 6 SP:Iteration 26Q (6073.755172 sec): 3 clusters Score: Raw -259150.533065 + Penalty 1756.937763 = -257393.595301 nChanged 6 SP:Iteration 27Q (6073.867589 sec): 3 clusters Score: Raw -259152.860035 + Penalty 1756.937763 = -257395.922271 nChanged 9 SP:Iteration 28Q (6073.978845 sec): 3 clusters Score: Raw -259154.995036 + Penalty 1756.937763 = -257398.057273 nChanged 5 SP:Iteration 29Q (6074.087692 sec): 3 clusters Score: Raw -259156.279844 + Penalty 1756.937763 = -257399.342081 nChanged 5 SP:Iteration 30Q (6074.161228 sec): 3 clusters Score: Raw -259157.394320 + Penalty 1756.937763 = -257400.456556 nChanged 3 SP:Iteration 31Q (6074.238917 sec): 3 clusters Score: Raw -259157.861702 + Penalty 1756.937763 = -257400.923939 nChanged 3 SP:Iteration 32Q (6074.343391 sec): 3 clusters Score: Raw -259158.273790 + Penalty 1756.937763 = -257401.336026 nChanged 2 SP:Iteration 33Q (6074.446487 sec): 3 clusters Score: Raw -259159.135212 + Penalty 1756.937763 = -257402.197448 nChanged 3 SP:Iteration 34Q (6074.560532 sec): 3 clusters Score: Raw -259160.060620 + Penalty 1756.937763 = -257403.122857 nChanged 3 SP:Iteration 35Q (6074.685445 sec): 3 clusters Score: Raw -259160.829453 + Penalty 1756.937763 = -257403.891690 nChanged 5 SP:Iteration 36Q (6074.791646 sec): 3 clusters Score: Raw -259161.762077 + Penalty 1756.937763 = -257404.824313 nChanged 4 SP:Iteration 37Q (6074.897276 sec): 3 clusters Score: Raw -259162.863361 + Penalty 1756.937763 = -257405.925597 nChanged 9 SP:Iteration 38Q (6075.019896 sec): 3 clusters Score: Raw -259165.819304 + Penalty 1756.937763 = -257408.881541 nChanged 12 SP:Iteration 39Q (6075.134099 sec): 3 clusters Score: Raw -259170.372691 + Penalty 1756.937763 = -257413.434928 nChanged 14 SP:Iteration 40F (6075.258655 sec): 3 clusters Score: Raw -259176.330896 + Penalty 1756.937763 = -257419.393133 nChanged 12 SP:Iteration 41Q (6075.353830 sec): 3 clusters Score: Raw -259182.355007 + Penalty 1756.937763 = -257425.417244 nChanged 19 SP:Iteration 42Q (6075.446154 sec): 3 clusters Score: Raw -259195.120205 + Penalty 1756.937763 = -257438.182442 nChanged 31 SP:Iteration 43Q (6075.541665 sec): 3 clusters Score: Raw -259223.018361 + Penalty 1756.937763 = -257466.080597 nChanged 43 SP:Iteration 44Q (6075.645461 sec): 3 clusters Score: Raw -259272.786359 + Penalty 1756.937763 = -257515.848596 nChanged 57 SP:Iteration 45Q (6075.754425 sec): 3 clusters Score: Raw -259356.460686 + Penalty 1756.937763 = -257599.522922 nChanged 64 SP:Iteration 46Q (6075.857740 sec): 3 clusters Score: Raw -259471.545966 + Penalty 1756.937763 = -257714.608203 nChanged 79 SP:Iteration 47Q (6075.963646 sec): 3 clusters Score: Raw -259589.885449 + Penalty 1756.937763 = -257832.947685 nChanged 53 SP:Iteration 48Q (6076.061320 sec): 3 clusters Score: Raw -259637.600980 + Penalty 1756.937763 = -257880.663217 nChanged 38 SP:Iteration 49Q (6076.161404 sec): 3 clusters Score: Raw -259662.364607 + Penalty 1756.937763 = -257905.426843 nChanged 25 SP:Iteration 50Q (6076.237227 sec): 3 clusters Score: Raw -259671.036342 + Penalty 1756.937763 = -257914.098579 nChanged 14 SP:Iteration 51Q (6076.354488 sec): 3 clusters Score: Raw -259676.235121 + Penalty 1756.937763 = -257919.297357 nChanged 11 SP:Iteration 52Q (6076.455434 sec): 3 clusters Score: Raw -259678.855203 + Penalty 1756.937763 = -257921.917440 nChanged 5 SP:Iteration 53Q (6076.546207 sec): 3 clusters Score: Raw -259679.903479 + Penalty 1756.937763 = -257922.965715 nChanged 2 SP:Iteration 54Q (6076.640121 sec): 3 clusters Score: Raw -259680.171415 + Penalty 1756.937763 = -257923.233652 nChanged 1 SP:Iteration 55Q (6076.761474 sec): 3 clusters Score: Raw -259680.337145 + Penalty 1756.937763 = -257923.399381 nChanged 1 SP:Iteration 56Q (6076.854280 sec): 3 clusters Score: Raw -259680.536698 + Penalty 1756.937763 = -257923.598935 nChanged 0 SP:Iteration 57F (6076.924098 sec): 3 clusters Score: Raw -259680.536698 + Penalty 1756.937763 = -257923.598935 nChanged 0 Score: Raw -4216609.077764 + Penalty 21288.940409 = -4195320.137355 Splitting cluster 12 changes total score from -4190517.337759 to -4195320.137355 So it's getting split into cluster 18. Trying to split cluster 13 (3074 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6078.965245 sec): 2 clusters Score: Raw -158867.962519 + Penalty 843.227167 = -158024.735352 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6079.043830 sec): 3 clusters Score: Raw -157320.400019 + Penalty 1686.454334 = -155633.945685 nChanged 1220 SP:Iteration 1F (6079.128467 sec): 3 clusters Score: Raw -158186.725469 + Penalty 1686.454334 = -156500.271135 nChanged 294 SP:Iteration 2F (6079.258856 sec): 3 clusters Score: Raw -158436.400316 + Penalty 1686.454334 = -156749.945982 nChanged 239 SP:Iteration 3F (6079.361102 sec): 3 clusters Score: Raw -158645.828724 + Penalty 1686.454334 = -156959.374390 nChanged 206 SP:Iteration 4F (6079.453712 sec): 3 clusters Score: Raw -158814.306261 + Penalty 1686.454334 = -157127.851927 nChanged 149 SP:Iteration 5Q (6079.570667 sec): 3 clusters Score: Raw -158920.461809 + Penalty 1686.454334 = -157234.007475 nChanged 107 SP:Iteration 6Q (6079.682146 sec): 3 clusters Score: Raw -158982.653390 + Penalty 1686.454334 = -157296.199056 nChanged 90 SP:Iteration 7Q (6079.784639 sec): 3 clusters Score: Raw -159044.969583 + Penalty 1686.454334 = -157358.515249 nChanged 88 SP:Iteration 8Q (6079.886841 sec): 3 clusters Score: Raw -159089.355628 + Penalty 1686.454334 = -157402.901294 nChanged 68 SP:Iteration 9Q (6080.008779 sec): 3 clusters Score: Raw -159127.413125 + Penalty 1686.454334 = -157440.958790 nChanged 64 SP:Iteration 10Q (6080.113789 sec): 3 clusters Score: Raw -159163.992674 + Penalty 1686.454334 = -157477.538340 nChanged 65 SP:Iteration 11Q (6080.197574 sec): 3 clusters Score: Raw -159197.496779 + Penalty 1686.454334 = -157511.042445 nChanged 53 SP:Iteration 12Q (6080.303435 sec): 3 clusters Score: Raw -159227.781485 + Penalty 1686.454334 = -157541.327151 nChanged 51 SP:Iteration 13Q (6080.405367 sec): 3 clusters Score: Raw -159252.059151 + Penalty 1686.454334 = -157565.604817 nChanged 43 SP:Iteration 14Q (6080.483437 sec): 3 clusters Score: Raw -159273.099559 + Penalty 1686.454334 = -157586.645225 nChanged 47 SP:Iteration 15Q (6080.601300 sec): 3 clusters Score: Raw -159299.779183 + Penalty 1686.454334 = -157613.324849 nChanged 39 SP:Iteration 16Q (6080.691714 sec): 3 clusters Score: Raw -159322.789341 + Penalty 1686.454334 = -157636.335007 nChanged 38 SP:Iteration 17Q (6080.800756 sec): 3 clusters Score: Raw -159347.987618 + Penalty 1686.454334 = -157661.533284 nChanged 45 SP:Iteration 18Q (6080.901568 sec): 3 clusters Score: Raw -159380.312985 + Penalty 1686.454334 = -157693.858651 nChanged 37 SP:Iteration 19Q (6081.004083 sec): 3 clusters Score: Raw -159401.854493 + Penalty 1686.454334 = -157715.400159 nChanged 35 SP:Iteration 20F (6081.103361 sec): 3 clusters Score: Raw -159433.936255 + Penalty 1686.454334 = -157747.481921 nChanged 44 SP:Iteration 21Q (6081.179222 sec): 3 clusters Score: Raw -159463.169145 + Penalty 1686.454334 = -157776.714811 nChanged 33 SP:Iteration 22Q (6081.286539 sec): 3 clusters Score: Raw -159480.387286 + Penalty 1686.454334 = -157793.932952 nChanged 30 SP:Iteration 23Q (6081.371860 sec): 3 clusters Score: Raw -159494.958281 + Penalty 1686.454334 = -157808.503946 nChanged 17 SP:Iteration 24Q (6081.469534 sec): 3 clusters Score: Raw -159501.210874 + Penalty 1686.454334 = -157814.756540 nChanged 9 SP:Iteration 25Q (6081.569898 sec): 3 clusters Score: Raw -159504.099828 + Penalty 1686.454334 = -157817.645494 nChanged 9 SP:Iteration 26Q (6081.655885 sec): 3 clusters Score: Raw -159507.241381 + Penalty 1686.454334 = -157820.787047 nChanged 8 SP:Iteration 27Q (6081.765600 sec): 3 clusters Score: Raw -159508.852771 + Penalty 1686.454334 = -157822.398437 nChanged 5 SP:Iteration 28Q (6081.857767 sec): 3 clusters Score: Raw -159510.360884 + Penalty 1686.454334 = -157823.906550 nChanged 3 SP:Iteration 29Q (6081.946930 sec): 3 clusters Score: Raw -159510.984271 + Penalty 1686.454334 = -157824.529936 nChanged 2 SP:Iteration 30Q (6082.045506 sec): 3 clusters Score: Raw -159511.442334 + Penalty 1686.454334 = -157824.988000 nChanged 1 SP:Iteration 31Q (6082.138479 sec): 3 clusters Score: Raw -159511.685704 + Penalty 1686.454334 = -157825.231370 nChanged 2 SP:Iteration 32Q (6082.238654 sec): 3 clusters Score: Raw -159512.059549 + Penalty 1686.454334 = -157825.605215 nChanged 2 SP:Iteration 33Q (6082.341282 sec): 3 clusters Score: Raw -159512.438524 + Penalty 1686.454334 = -157825.984190 nChanged 5 SP:Iteration 34Q (6082.452605 sec): 3 clusters Score: Raw -159513.227194 + Penalty 1686.454334 = -157826.772860 nChanged 4 SP:Iteration 35Q (6082.525415 sec): 3 clusters Score: Raw -159514.368588 + Penalty 1686.454334 = -157827.914254 nChanged 4 SP:Iteration 36Q (6082.628777 sec): 3 clusters Score: Raw -159515.358448 + Penalty 1686.454334 = -157828.904114 nChanged 5 SP:Iteration 37Q (6082.740248 sec): 3 clusters Score: Raw -159516.618249 + Penalty 1686.454334 = -157830.163915 nChanged 3 SP:Iteration 38Q (6082.849289 sec): 3 clusters Score: Raw -159517.175374 + Penalty 1686.454334 = -157830.721040 nChanged 3 SP:Iteration 39Q (6082.942307 sec): 3 clusters Score: Raw -159517.715337 + Penalty 1686.454334 = -157831.261003 nChanged 1 SP:Iteration 40F (6083.046379 sec): 3 clusters Score: Raw -159518.007251 + Penalty 1686.454334 = -157831.552916 nChanged 1 SP:Iteration 41Q (6083.159635 sec): 3 clusters Score: Raw -159518.211357 + Penalty 1686.454334 = -157831.757023 nChanged 2 SP:Iteration 42Q (6083.296774 sec): 3 clusters Score: Raw -159518.426572 + Penalty 1686.454334 = -157831.972238 nChanged 2 SP:Iteration 43Q (6083.393598 sec): 3 clusters Score: Raw -159518.653295 + Penalty 1686.454334 = -157832.198961 nChanged 0 SP:Iteration 44F (6083.486822 sec): 3 clusters Score: Raw -159518.653295 + Penalty 1686.454334 = -157832.198961 nChanged 0 Trying to split cluster 14 (7113 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6083.582010 sec): 2 clusters Score: Raw -401278.196050 + Penalty 931.316334 = -400346.879715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6083.684333 sec): 3 clusters Score: Raw -397257.225604 + Penalty 1862.632669 = -395394.592935 nChanged 3150 SP:Iteration 1F (6083.810234 sec): 3 clusters Score: Raw -399231.718690 + Penalty 1862.632669 = -397369.086022 nChanged 535 SP:Iteration 2F (6083.926469 sec): 3 clusters Score: Raw -399552.075819 + Penalty 1862.632669 = -397689.443150 nChanged 490 SP:Iteration 3F (6084.043817 sec): 3 clusters Score: Raw -399848.209174 + Penalty 1862.632669 = -397985.576505 nChanged 417 SP:Iteration 4F (6084.114740 sec): 3 clusters Score: Raw -400108.861712 + Penalty 1862.632669 = -398246.229043 nChanged 405 SP:Iteration 5F (6084.244421 sec): 3 clusters Score: Raw -400352.848443 + Penalty 1862.632669 = -398490.215775 nChanged 352 SP:Iteration 6Q (6084.332172 sec): 3 clusters Score: Raw -400563.477969 + Penalty 1862.632669 = -398700.845300 nChanged 301 SP:Iteration 7Q (6084.435611 sec): 3 clusters Score: Raw -400746.273467 + Penalty 1862.632669 = -398883.640798 nChanged 238 SP:Iteration 8Q (6084.528541 sec): 3 clusters Score: Raw -400892.569770 + Penalty 1862.632669 = -399029.937102 nChanged 190 SP:Iteration 9Q (6084.642606 sec): 3 clusters Score: Raw -401016.042227 + Penalty 1862.632669 = -399153.409558 nChanged 142 SP:Iteration 10Q (6084.747615 sec): 3 clusters Score: Raw -401105.143590 + Penalty 1862.632669 = -399242.510921 nChanged 130 SP:Iteration 11Q (6084.849811 sec): 3 clusters Score: Raw -401187.399765 + Penalty 1862.632669 = -399324.767096 nChanged 111 SP:Iteration 12Q (6084.959800 sec): 3 clusters Score: Raw -401259.363517 + Penalty 1862.632669 = -399396.730848 nChanged 84 SP:Iteration 13Q (6085.099509 sec): 3 clusters Score: Raw -401322.743719 + Penalty 1862.632669 = -399460.111050 nChanged 84 SP:Iteration 14Q (6085.202123 sec): 3 clusters Score: Raw -401394.471695 + Penalty 1862.632669 = -399531.839026 nChanged 75 SP:Iteration 15Q (6085.295957 sec): 3 clusters Score: Raw -401471.275793 + Penalty 1862.632669 = -399608.643124 nChanged 74 SP:Iteration 16Q (6085.402420 sec): 3 clusters Score: Raw -401554.466522 + Penalty 1862.632669 = -399691.833853 nChanged 79 SP:Iteration 17Q (6085.519231 sec): 3 clusters Score: Raw -401649.095375 + Penalty 1862.632669 = -399786.462707 nChanged 81 SP:Iteration 18Q (6085.633294 sec): 3 clusters Score: Raw -401729.491980 + Penalty 1862.632669 = -399866.859312 nChanged 55 SP:Iteration 19Q (6085.729665 sec): 3 clusters Score: Raw -401786.981583 + Penalty 1862.632669 = -399924.348914 nChanged 50 SP:Iteration 20F (6085.835273 sec): 3 clusters Score: Raw -401828.234097 + Penalty 1862.632669 = -399965.601428 nChanged 40 SP:Iteration 21Q (6085.975293 sec): 3 clusters Score: Raw -401853.145370 + Penalty 1862.632669 = -399990.512701 nChanged 27 SP:Iteration 22Q (6086.065989 sec): 3 clusters Score: Raw -401878.889486 + Penalty 1862.632669 = -400016.256817 nChanged 22 SP:Iteration 23Q (6086.202098 sec): 3 clusters Score: Raw -401892.632091 + Penalty 1862.632669 = -400029.999422 nChanged 25 SP:Iteration 24Q (6086.304464 sec): 3 clusters Score: Raw -401916.153794 + Penalty 1862.632669 = -400053.521126 nChanged 28 SP:Iteration 25Q (6086.412590 sec): 3 clusters Score: Raw -401934.411447 + Penalty 1862.632669 = -400071.778779 nChanged 22 SP:Iteration 26Q (6086.515044 sec): 3 clusters Score: Raw -401957.193092 + Penalty 1862.632669 = -400094.560423 nChanged 18 SP:Iteration 27Q (6086.647070 sec): 3 clusters Score: Raw -401968.758133 + Penalty 1862.632669 = -400106.125465 nChanged 15 SP:Iteration 28Q (6086.756770 sec): 3 clusters Score: Raw -401982.396170 + Penalty 1862.632669 = -400119.763501 nChanged 15 SP:Iteration 29Q (6086.860900 sec): 3 clusters Score: Raw -401987.304027 + Penalty 1862.632669 = -400124.671358 nChanged 6 SP:Iteration 30Q (6086.976899 sec): 3 clusters Score: Raw -401989.727460 + Penalty 1862.632669 = -400127.094792 nChanged 3 SP:Iteration 31Q (6087.073324 sec): 3 clusters Score: Raw -401990.384111 + Penalty 1862.632669 = -400127.751442 nChanged 2 SP:Iteration 32Q (6087.172128 sec): 3 clusters Score: Raw -401990.955000 + Penalty 1862.632669 = -400128.322331 nChanged 1 SP:Iteration 33Q (6087.298225 sec): 3 clusters Score: Raw -401991.257240 + Penalty 1862.632669 = -400128.624572 nChanged 1 SP:Iteration 34Q (6087.386135 sec): 3 clusters Score: Raw -401991.664629 + Penalty 1862.632669 = -400129.031960 nChanged 0 SP:Iteration 35F (6087.522207 sec): 3 clusters Score: Raw -401991.664629 + Penalty 1862.632669 = -400129.031960 nChanged 0 Iteration 59Q (6089.292026 sec): 19 clusters Score: Raw -4217865.696154 + Penalty 21288.940409 = -4196576.755746 nChanged 2111 Iteration 60F (6091.555836 sec): 19 clusters Score: Raw -4219164.192381 + Penalty 21288.940409 = -4197875.251972 nChanged 1505 Iteration 61Q (6093.093500 sec): 19 clusters Score: Raw -4219819.778363 + Penalty 21288.940409 = -4198530.837954 nChanged 903 Iteration 62Q (6094.765097 sec): 19 clusters Score: Raw -4220174.490618 + Penalty 21288.940409 = -4198885.550209 nChanged 655 Iteration 63Q (6096.364385 sec): 19 clusters Score: Raw -4220428.525427 + Penalty 21288.940409 = -4199139.585019 nChanged 534 Iteration 64Q (6098.044890 sec): 19 clusters Score: Raw -4220620.438024 + Penalty 21288.940409 = -4199331.497616 nChanged 451 Iteration 65Q (6099.735680 sec): 19 clusters Score: Raw -4220806.981765 + Penalty 21288.940409 = -4199518.041357 nChanged 393 Iteration 66Q (6101.438388 sec): 19 clusters Score: Raw -4220986.922711 + Penalty 21288.940409 = -4199697.982302 nChanged 352 Iteration 67Q (6103.090754 sec): 19 clusters Score: Raw -4221156.841224 + Penalty 21288.940409 = -4199867.900815 nChanged 323 Iteration 68Q (6104.764337 sec): 19 clusters Score: Raw -4221321.267697 + Penalty 21288.940409 = -4200032.327289 nChanged 324 Iteration 69Q (6106.463599 sec): 19 clusters Score: Raw -4221479.746812 + Penalty 21288.940409 = -4200190.806403 nChanged 264 Iteration 70Q (6108.075418 sec): 19 clusters Score: Raw -4221581.652992 + Penalty 21288.940409 = -4200292.712584 nChanged 230 Iteration 71Q (6109.867409 sec): 19 clusters Score: Raw -4221665.216799 + Penalty 21288.940409 = -4200376.276390 nChanged 206 Iteration 72Q (6111.564815 sec): 19 clusters Score: Raw -4221741.403489 + Penalty 21288.940409 = -4200452.463081 nChanged 173 Iteration 73Q (6113.226775 sec): 19 clusters Score: Raw -4221787.647936 + Penalty 21288.940409 = -4200498.707527 nChanged 168 Iteration 74Q (6114.861122 sec): 19 clusters Score: Raw -4221827.121330 + Penalty 21288.940409 = -4200538.180921 nChanged 130 Iteration 75Q (6116.574361 sec): 19 clusters Score: Raw -4221851.311718 + Penalty 21288.940409 = -4200562.371309 nChanged 96 Iteration 76Q (6118.225877 sec): 19 clusters Score: Raw -4221869.007815 + Penalty 21288.940409 = -4200580.067407 nChanged 102 Iteration 77Q (6119.952136 sec): 19 clusters Score: Raw -4221891.970965 + Penalty 21288.940409 = -4200603.030556 nChanged 103 Iteration 78Q (6121.675318 sec): 19 clusters Score: Raw -4221914.511078 + Penalty 21288.940409 = -4200625.570669 nChanged 104 Iteration 79Q (6123.396656 sec): 19 clusters Score: Raw -4221928.005495 + Penalty 21288.940409 = -4200639.065087 nChanged 93 Iteration 80F (6125.390607 sec): 19 clusters Score: Raw -4222266.221564 + Penalty 21288.940409 = -4200977.281155 nChanged 274 Iteration 81Q (6127.040909 sec): 19 clusters Score: Raw -4222605.535199 + Penalty 21288.940409 = -4201316.594791 nChanged 380 Iteration 82Q (6128.714653 sec): 19 clusters Score: Raw -4222854.099411 + Penalty 21288.940409 = -4201565.159003 nChanged 406 Iteration 83Q (6130.382159 sec): 19 clusters Score: Raw -4223068.605121 + Penalty 21288.940409 = -4201779.664713 nChanged 391 Iteration 84Q (6132.058449 sec): 19 clusters Score: Raw -4223244.780062 + Penalty 21288.940409 = -4201955.839653 nChanged 368 Iteration 85Q (6133.719479 sec): 19 clusters Score: Raw -4223369.094772 + Penalty 21288.940409 = -4202080.154363 nChanged 321 Iteration 86Q (6135.271925 sec): 19 clusters Score: Raw -4223461.516871 + Penalty 21288.940409 = -4202172.576463 nChanged 264 Iteration 87Q (6136.887028 sec): 19 clusters Score: Raw -4223524.223432 + Penalty 21288.940409 = -4202235.283024 nChanged 232 Iteration 88Q (6138.566233 sec): 19 clusters Score: Raw -4223575.608952 + Penalty 21288.940409 = -4202286.668543 nChanged 164 Iteration 89Q (6140.196579 sec): 19 clusters Score: Raw -4223610.908822 + Penalty 21288.940409 = -4202321.968414 nChanged 164 Iteration 90Q (6141.832943 sec): 19 clusters Score: Raw -4223636.050281 + Penalty 21288.940409 = -4202347.109873 nChanged 149 Iteration 91Q (6143.514949 sec): 19 clusters Score: Raw -4223654.655143 + Penalty 21288.940409 = -4202365.714734 nChanged 108 Iteration 92Q (6145.084064 sec): 19 clusters Score: Raw -4223666.916227 + Penalty 21288.940409 = -4202377.975819 nChanged 85 Iteration 93Q (6146.771759 sec): 19 clusters Score: Raw -4223677.673375 + Penalty 21288.940409 = -4202388.732967 nChanged 76 Iteration 94Q (6148.316366 sec): 19 clusters Score: Raw -4223686.466802 + Penalty 21288.940409 = -4202397.526393 nChanged 50 Iteration 95Q (6149.924863 sec): 19 clusters Score: Raw -4223690.542473 + Penalty 21288.940409 = -4202401.602065 nChanged 62 Iteration 96Q (6151.643556 sec): 19 clusters Score: Raw -4223695.771775 + Penalty 21288.940409 = -4202406.831367 nChanged 50 Iteration 97Q (6153.297689 sec): 19 clusters Score: Raw -4223701.748273 + Penalty 21288.940409 = -4202412.807865 nChanged 63 Iteration 98Q (6154.945964 sec): 19 clusters Score: Raw -4223708.405342 + Penalty 21288.940409 = -4202419.464934 nChanged 68 Writing temp clu file Because OldScore, -4202412.807865, is greater than current (better) Score,-4202419.464934 Compute initial score before splitting: Score: Raw -4223708.405342 + Penalty 21288.940409 = -4202419.464934 Trying to split cluster 1 (1224 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6155.078864 sec): 2 clusters Score: Raw -55275.971511 + Penalty 746.537344 = -54529.434167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6155.217917 sec): 3 clusters Score: Raw -54756.510209 + Penalty 1493.074687 = -53263.435522 nChanged 438 SP:Iteration 1F (6155.283985 sec): 3 clusters Score: Raw -55101.642205 + Penalty 1493.074687 = -53608.567518 nChanged 118 SP:Iteration 2F (6155.384155 sec): 3 clusters Score: Raw -55232.764185 + Penalty 1493.074687 = -53739.689497 nChanged 99 SP:Iteration 3F (6155.468525 sec): 3 clusters Score: Raw -55346.789647 + Penalty 1493.074687 = -53853.714960 nChanged 66 SP:Iteration 4F (6155.551177 sec): 3 clusters Score: Raw -55438.765829 + Penalty 1493.074687 = -53945.691141 nChanged 53 SP:Iteration 5Q (6155.663893 sec): 3 clusters Score: Raw -55500.439027 + Penalty 1493.074687 = -54007.364339 nChanged 40 SP:Iteration 6Q (6155.772455 sec): 3 clusters Score: Raw -55542.478252 + Penalty 1493.074687 = -54049.403565 nChanged 35 SP:Iteration 7Q (6155.891276 sec): 3 clusters Score: Raw -55580.803975 + Penalty 1493.074687 = -54087.729288 nChanged 37 SP:Iteration 8Q (6155.967701 sec): 3 clusters Score: Raw -55620.374713 + Penalty 1493.074687 = -54127.300026 nChanged 37 SP:Iteration 9Q (6156.060579 sec): 3 clusters Score: Raw -55661.302643 + Penalty 1493.074687 = -54168.227956 nChanged 31 SP:Iteration 10Q (6156.146430 sec): 3 clusters Score: Raw -55688.718273 + Penalty 1493.074687 = -54195.643585 nChanged 30 SP:Iteration 11Q (6156.248569 sec): 3 clusters Score: Raw -55709.288043 + Penalty 1493.074687 = -54216.213356 nChanged 24 SP:Iteration 12Q (6156.335487 sec): 3 clusters Score: Raw -55730.319190 + Penalty 1493.074687 = -54237.244503 nChanged 24 SP:Iteration 13Q (6156.443141 sec): 3 clusters Score: Raw -55748.384285 + Penalty 1493.074687 = -54255.309598 nChanged 13 SP:Iteration 14Q (6156.531223 sec): 3 clusters Score: Raw -55754.095100 + Penalty 1493.074687 = -54261.020413 nChanged 5 SP:Iteration 15Q (6156.628881 sec): 3 clusters Score: Raw -55755.929065 + Penalty 1493.074687 = -54262.854378 nChanged 2 SP:Iteration 16Q (6156.704121 sec): 3 clusters Score: Raw -55757.651443 + Penalty 1493.074687 = -54264.576756 nChanged 2 SP:Iteration 17Q (6156.829477 sec): 3 clusters Score: Raw -55759.852748 + Penalty 1493.074687 = -54266.778061 nChanged 4 SP:Iteration 18Q (6156.918380 sec): 3 clusters Score: Raw -55763.269988 + Penalty 1493.074687 = -54270.195301 nChanged 2 SP:Iteration 19Q (6157.018498 sec): 3 clusters Score: Raw -55765.278255 + Penalty 1493.074687 = -54272.203568 nChanged 5 SP:Iteration 20F (6157.129210 sec): 3 clusters Score: Raw -55767.787748 + Penalty 1493.074687 = -54274.713061 nChanged 6 SP:Iteration 21Q (6157.220287 sec): 3 clusters Score: Raw -55771.295854 + Penalty 1493.074687 = -54278.221167 nChanged 7 SP:Iteration 22Q (6157.312724 sec): 3 clusters Score: Raw -55776.159544 + Penalty 1493.074687 = -54283.084857 nChanged 7 SP:Iteration 23Q (6157.397993 sec): 3 clusters Score: Raw -55780.817318 + Penalty 1493.074687 = -54287.742631 nChanged 6 SP:Iteration 24Q (6157.493345 sec): 3 clusters Score: Raw -55782.976929 + Penalty 1493.074687 = -54289.902242 nChanged 5 SP:Iteration 25Q (6157.606768 sec): 3 clusters Score: Raw -55785.686473 + Penalty 1493.074687 = -54292.611786 nChanged 3 SP:Iteration 26Q (6157.708874 sec): 3 clusters Score: Raw -55786.900135 + Penalty 1493.074687 = -54293.825448 nChanged 2 SP:Iteration 27Q (6157.806520 sec): 3 clusters Score: Raw -55787.486674 + Penalty 1493.074687 = -54294.411986 nChanged 0 SP:Iteration 28F (6157.913984 sec): 3 clusters Score: Raw -55787.486674 + Penalty 1493.074687 = -54294.411986 nChanged 0 Trying to split cluster 2 (2261 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6157.972902 sec): 2 clusters Score: Raw -125570.213353 + Penalty 810.974060 = -124759.239294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6158.096645 sec): 3 clusters Score: Raw -124424.228022 + Penalty 1621.948119 = -122802.279903 nChanged 900 SP:Iteration 1F (6158.190953 sec): 3 clusters Score: Raw -125010.970991 + Penalty 1621.948119 = -123389.022872 nChanged 211 SP:Iteration 2F (6158.271487 sec): 3 clusters Score: Raw -125155.177775 + Penalty 1621.948119 = -123533.229656 nChanged 146 SP:Iteration 3F (6158.399068 sec): 3 clusters Score: Raw -125262.313089 + Penalty 1621.948119 = -123640.364970 nChanged 125 SP:Iteration 4F (6158.494926 sec): 3 clusters Score: Raw -125348.129921 + Penalty 1621.948119 = -123726.181802 nChanged 97 SP:Iteration 5Q (6158.567627 sec): 3 clusters Score: Raw -125398.604294 + Penalty 1621.948119 = -123776.656175 nChanged 55 SP:Iteration 6Q (6158.677924 sec): 3 clusters Score: Raw -125424.017984 + Penalty 1621.948119 = -123802.069865 nChanged 45 SP:Iteration 7Q (6158.767954 sec): 3 clusters Score: Raw -125449.202543 + Penalty 1621.948119 = -123827.254424 nChanged 38 SP:Iteration 8Q (6158.857890 sec): 3 clusters Score: Raw -125468.120957 + Penalty 1621.948119 = -123846.172838 nChanged 36 SP:Iteration 9Q (6158.925630 sec): 3 clusters Score: Raw -125488.285177 + Penalty 1621.948119 = -123866.337058 nChanged 36 SP:Iteration 10Q (6159.017317 sec): 3 clusters Score: Raw -125502.613850 + Penalty 1621.948119 = -123880.665731 nChanged 24 SP:Iteration 11Q (6159.124722 sec): 3 clusters Score: Raw -125509.775293 + Penalty 1621.948119 = -123887.827173 nChanged 16 SP:Iteration 12Q (6159.239689 sec): 3 clusters Score: Raw -125515.524989 + Penalty 1621.948119 = -123893.576870 nChanged 10 SP:Iteration 13Q (6159.318599 sec): 3 clusters Score: Raw -125519.702499 + Penalty 1621.948119 = -123897.754380 nChanged 11 SP:Iteration 14Q (6159.440710 sec): 3 clusters Score: Raw -125523.276538 + Penalty 1621.948119 = -123901.328419 nChanged 11 SP:Iteration 15Q (6159.519465 sec): 3 clusters Score: Raw -125526.223249 + Penalty 1621.948119 = -123904.275130 nChanged 9 SP:Iteration 16Q (6159.593297 sec): 3 clusters Score: Raw -125528.260927 + Penalty 1621.948119 = -123906.312808 nChanged 10 SP:Iteration 17Q (6159.673888 sec): 3 clusters Score: Raw -125531.114034 + Penalty 1621.948119 = -123909.165915 nChanged 9 SP:Iteration 18Q (6159.740327 sec): 3 clusters Score: Raw -125535.824150 + Penalty 1621.948119 = -123913.876031 nChanged 16 SP:Iteration 19Q (6159.837272 sec): 3 clusters Score: Raw -125541.880946 + Penalty 1621.948119 = -123919.932826 nChanged 20 SP:Iteration 20F (6159.948991 sec): 3 clusters Score: Raw -125548.766717 + Penalty 1621.948119 = -123926.818597 nChanged 17 SP:Iteration 21Q (6160.054696 sec): 3 clusters Score: Raw -125553.717103 + Penalty 1621.948119 = -123931.768984 nChanged 12 SP:Iteration 22Q (6160.157653 sec): 3 clusters Score: Raw -125558.989737 + Penalty 1621.948119 = -123937.041617 nChanged 19 SP:Iteration 23Q (6160.256900 sec): 3 clusters Score: Raw -125566.853307 + Penalty 1621.948119 = -123944.905188 nChanged 14 SP:Iteration 24Q (6160.345386 sec): 3 clusters Score: Raw -125572.752645 + Penalty 1621.948119 = -123950.804526 nChanged 11 SP:Iteration 25Q (6160.423523 sec): 3 clusters Score: Raw -125577.287520 + Penalty 1621.948119 = -123955.339401 nChanged 14 SP:Iteration 26Q (6160.521160 sec): 3 clusters Score: Raw -125582.975838 + Penalty 1621.948119 = -123961.027719 nChanged 14 SP:Iteration 27Q (6160.643250 sec): 3 clusters Score: Raw -125587.646920 + Penalty 1621.948119 = -123965.698801 nChanged 15 SP:Iteration 28Q (6160.728033 sec): 3 clusters Score: Raw -125591.098800 + Penalty 1621.948119 = -123969.150681 nChanged 8 SP:Iteration 29Q (6160.783426 sec): 3 clusters Score: Raw -125593.335423 + Penalty 1621.948119 = -123971.387303 nChanged 10 SP:Iteration 30Q (6160.806156 sec): 3 clusters Score: Raw -125595.199223 + Penalty 1621.948119 = -123973.251104 nChanged 8 SP:Iteration 31Q (6160.828891 sec): 3 clusters Score: Raw -125597.146508 + Penalty 1621.948119 = -123975.198388 nChanged 7 SP:Iteration 32Q (6160.851479 sec): 3 clusters Score: Raw -125598.391291 + Penalty 1621.948119 = -123976.443172 nChanged 6 SP:Iteration 33Q (6160.875912 sec): 3 clusters Score: Raw -125600.683584 + Penalty 1621.948119 = -123978.735465 nChanged 9 SP:Iteration 34Q (6160.898661 sec): 3 clusters Score: Raw -125603.065927 + Penalty 1621.948119 = -123981.117808 nChanged 8 SP:Iteration 35Q (6160.986365 sec): 3 clusters Score: Raw -125606.622772 + Penalty 1621.948119 = -123984.674653 nChanged 7 SP:Iteration 36Q (6161.088785 sec): 3 clusters Score: Raw -125608.311582 + Penalty 1621.948119 = -123986.363463 nChanged 9 SP:Iteration 37Q (6161.219680 sec): 3 clusters Score: Raw -125610.075021 + Penalty 1621.948119 = -123988.126902 nChanged 8 SP:Iteration 38Q (6161.323534 sec): 3 clusters Score: Raw -125612.386958 + Penalty 1621.948119 = -123990.438839 nChanged 15 SP:Iteration 39Q (6161.435049 sec): 3 clusters Score: Raw -125616.674405 + Penalty 1621.948119 = -123994.726285 nChanged 10 SP:Iteration 40F (6161.496147 sec): 3 clusters Score: Raw -125619.279946 + Penalty 1621.948119 = -123997.331827 nChanged 20 SP:Iteration 41Q (6161.592536 sec): 3 clusters Score: Raw -125626.667918 + Penalty 1621.948119 = -124004.719798 nChanged 13 SP:Iteration 42Q (6161.696322 sec): 3 clusters Score: Raw -125631.447259 + Penalty 1621.948119 = -124009.499139 nChanged 14 SP:Iteration 43Q (6161.791165 sec): 3 clusters Score: Raw -125636.198225 + Penalty 1621.948119 = -124014.250106 nChanged 18 SP:Iteration 44Q (6161.877735 sec): 3 clusters Score: Raw -125643.390464 + Penalty 1621.948119 = -124021.442344 nChanged 22 SP:Iteration 45Q (6161.992059 sec): 3 clusters Score: Raw -125653.674985 + Penalty 1621.948119 = -124031.726866 nChanged 20 SP:Iteration 46Q (6162.096970 sec): 3 clusters Score: Raw -125663.434438 + Penalty 1621.948119 = -124041.486319 nChanged 28 SP:Iteration 47Q (6162.180417 sec): 3 clusters Score: Raw -125674.303498 + Penalty 1621.948119 = -124052.355379 nChanged 25 SP:Iteration 48Q (6162.297862 sec): 3 clusters Score: Raw -125685.899408 + Penalty 1621.948119 = -124063.951289 nChanged 29 SP:Iteration 49Q (6162.380192 sec): 3 clusters Score: Raw -125699.739108 + Penalty 1621.948119 = -124077.790989 nChanged 24 SP:Iteration 50Q (6162.476534 sec): 3 clusters Score: Raw -125714.562405 + Penalty 1621.948119 = -124092.614286 nChanged 28 SP:Iteration 51Q (6162.600245 sec): 3 clusters Score: Raw -125733.550562 + Penalty 1621.948119 = -124111.602443 nChanged 23 SP:Iteration 52Q (6162.672441 sec): 3 clusters Score: Raw -125756.194386 + Penalty 1621.948119 = -124134.246267 nChanged 27 SP:Iteration 53Q (6162.790629 sec): 3 clusters Score: Raw -125781.313633 + Penalty 1621.948119 = -124159.365514 nChanged 32 SP:Iteration 54Q (6162.877282 sec): 3 clusters Score: Raw -125802.559990 + Penalty 1621.948119 = -124180.611871 nChanged 29 SP:Iteration 55Q (6162.964789 sec): 3 clusters Score: Raw -125821.039445 + Penalty 1621.948119 = -124199.091325 nChanged 31 SP:Iteration 56Q (6163.048516 sec): 3 clusters Score: Raw -125837.419851 + Penalty 1621.948119 = -124215.471732 nChanged 22 SP:Iteration 57Q (6163.161262 sec): 3 clusters Score: Raw -125847.769939 + Penalty 1621.948119 = -124225.821820 nChanged 11 SP:Iteration 58Q (6163.236288 sec): 3 clusters Score: Raw -125853.225024 + Penalty 1621.948119 = -124231.276904 nChanged 11 SP:Iteration 59Q (6163.314352 sec): 3 clusters Score: Raw -125858.595851 + Penalty 1621.948119 = -124236.647732 nChanged 10 SP:Iteration 60F (6163.408162 sec): 3 clusters Score: Raw -125862.533511 + Penalty 1621.948119 = -124240.585392 nChanged 6 SP:Iteration 61Q (6163.507567 sec): 3 clusters Score: Raw -125866.480882 + Penalty 1621.948119 = -124244.532763 nChanged 7 SP:Iteration 62Q (6163.610693 sec): 3 clusters Score: Raw -125870.456617 + Penalty 1621.948119 = -124248.508498 nChanged 9 SP:Iteration 63Q (6163.701002 sec): 3 clusters Score: Raw -125873.908249 + Penalty 1621.948119 = -124251.960130 nChanged 11 SP:Iteration 64Q (6163.783914 sec): 3 clusters Score: Raw -125879.531171 + Penalty 1621.948119 = -124257.583052 nChanged 5 SP:Iteration 65Q (6163.859510 sec): 3 clusters Score: Raw -125881.833840 + Penalty 1621.948119 = -124259.885721 nChanged 7 SP:Iteration 66Q (6163.972181 sec): 3 clusters Score: Raw -125884.014661 + Penalty 1621.948119 = -124262.066542 nChanged 4 SP:Iteration 67Q (6164.054039 sec): 3 clusters Score: Raw -125885.662026 + Penalty 1621.948119 = -124263.713907 nChanged 4 SP:Iteration 68Q (6164.184881 sec): 3 clusters Score: Raw -125887.200715 + Penalty 1621.948119 = -124265.252595 nChanged 3 SP:Iteration 69Q (6164.289538 sec): 3 clusters Score: Raw -125888.607965 + Penalty 1621.948119 = -124266.659846 nChanged 3 SP:Iteration 70Q (6164.368390 sec): 3 clusters Score: Raw -125890.029312 + Penalty 1621.948119 = -124268.081193 nChanged 1 SP:Iteration 71Q (6164.471248 sec): 3 clusters Score: Raw -125890.545490 + Penalty 1621.948119 = -124268.597371 nChanged 2 SP:Iteration 72Q (6164.558189 sec): 3 clusters Score: Raw -125891.062385 + Penalty 1621.948119 = -124269.114266 nChanged 1 SP:Iteration 73Q (6164.671546 sec): 3 clusters Score: Raw -125891.465940 + Penalty 1621.948119 = -124269.517821 nChanged 0 SP:Iteration 74F (6164.779301 sec): 3 clusters Score: Raw -125891.465940 + Penalty 1621.948119 = -124269.517821 nChanged 0 Trying to split cluster 3 (1493 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6164.810004 sec): 2 clusters Score: Raw -56404.659119 + Penalty 767.396994 = -55637.262125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6164.917648 sec): 3 clusters Score: Raw -55806.889963 + Penalty 1534.793987 = -54272.095975 nChanged 550 SP:Iteration 1F (6165.027457 sec): 3 clusters Score: Raw -56401.046323 + Penalty 1534.793987 = -54866.252336 nChanged 164 SP:Iteration 2F (6165.131817 sec): 3 clusters Score: Raw -56602.420284 + Penalty 1534.793987 = -55067.626296 nChanged 112 SP:Iteration 3F (6165.247411 sec): 3 clusters Score: Raw -56701.918288 + Penalty 1534.793987 = -55167.124301 nChanged 58 SP:Iteration 4Q (6165.338489 sec): 3 clusters Score: Raw -56754.707613 + Penalty 1534.793987 = -55219.913625 nChanged 47 SP:Iteration 5Q (6165.424927 sec): 3 clusters Score: Raw -56793.794351 + Penalty 1534.793987 = -55259.000363 nChanged 30 SP:Iteration 6Q (6165.527953 sec): 3 clusters Score: Raw -56827.397050 + Penalty 1534.793987 = -55292.603063 nChanged 31 SP:Iteration 7Q (6165.642592 sec): 3 clusters Score: Raw -56857.155844 + Penalty 1534.793987 = -55322.361856 nChanged 27 SP:Iteration 8Q (6165.742795 sec): 3 clusters Score: Raw -56882.460600 + Penalty 1534.793987 = -55347.666612 nChanged 21 SP:Iteration 9Q (6165.883924 sec): 3 clusters Score: Raw -56908.669624 + Penalty 1534.793987 = -55373.875637 nChanged 24 SP:Iteration 10Q (6165.966419 sec): 3 clusters Score: Raw -56936.892070 + Penalty 1534.793987 = -55402.098083 nChanged 22 SP:Iteration 11Q (6166.057628 sec): 3 clusters Score: Raw -56962.159540 + Penalty 1534.793987 = -55427.365553 nChanged 18 SP:Iteration 12Q (6166.173429 sec): 3 clusters Score: Raw -56973.233555 + Penalty 1534.793987 = -55438.439568 nChanged 16 SP:Iteration 13Q (6166.202857 sec): 3 clusters Score: Raw -56983.718645 + Penalty 1534.793987 = -55448.924657 nChanged 7 SP:Iteration 14Q (6166.219462 sec): 3 clusters Score: Raw -56987.407378 + Penalty 1534.793987 = -55452.613391 nChanged 7 SP:Iteration 15Q (6166.235376 sec): 3 clusters Score: Raw -56992.012423 + Penalty 1534.793987 = -55457.218435 nChanged 5 SP:Iteration 16Q (6166.251454 sec): 3 clusters Score: Raw -56995.494720 + Penalty 1534.793987 = -55460.700733 nChanged 5 SP:Iteration 17Q (6166.267579 sec): 3 clusters Score: Raw -56997.337077 + Penalty 1534.793987 = -55462.543089 nChanged 4 SP:Iteration 18Q (6166.283683 sec): 3 clusters Score: Raw -56998.726164 + Penalty 1534.793987 = -55463.932177 nChanged 0 SP:Iteration 19F (6166.299540 sec): 3 clusters Score: Raw -56998.726164 + Penalty 1534.793987 = -55463.932177 nChanged 0 Trying to split cluster 4 (19110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6166.418669 sec): 2 clusters Score: Raw -1137759.840949 + Penalty 1035.086539 = -1136724.754410 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6166.576635 sec): 3 clusters Score: Raw -1126059.220978 + Penalty 2070.173078 = -1123989.047901 nChanged 8708 SP:Iteration 1F (6166.738736 sec): 3 clusters Score: Raw -1131201.060257 + Penalty 2070.173078 = -1129130.887179 nChanged 1097 SP:Iteration 2F (6166.866994 sec): 3 clusters Score: Raw -1131741.524122 + Penalty 2070.173078 = -1129671.351045 nChanged 1166 SP:Iteration 3F (6167.022301 sec): 3 clusters Score: Raw -1132416.793141 + Penalty 2070.173078 = -1130346.620063 nChanged 1215 SP:Iteration 4F (6167.169348 sec): 3 clusters Score: Raw -1133203.707259 + Penalty 2070.173078 = -1131133.534181 nChanged 1178 SP:Iteration 5F (6167.321213 sec): 3 clusters Score: Raw -1134000.482807 + Penalty 2070.173078 = -1131930.309729 nChanged 1073 SP:Iteration 6F (6167.460364 sec): 3 clusters Score: Raw -1134727.315649 + Penalty 2070.173078 = -1132657.142571 nChanged 910 SP:Iteration 7Q (6167.607180 sec): 3 clusters Score: Raw -1135325.033501 + Penalty 2070.173078 = -1133254.860423 nChanged 729 SP:Iteration 8Q (6167.785061 sec): 3 clusters Score: Raw -1135834.254555 + Penalty 2070.173078 = -1133764.081477 nChanged 583 SP:Iteration 9Q (6167.934159 sec): 3 clusters Score: Raw -1136261.183278 + Penalty 2070.173078 = -1134191.010200 nChanged 495 SP:Iteration 10Q (6168.053118 sec): 3 clusters Score: Raw -1136587.574991 + Penalty 2070.173078 = -1134517.401913 nChanged 418 SP:Iteration 11Q (6168.190569 sec): 3 clusters Score: Raw -1136843.471423 + Penalty 2070.173078 = -1134773.298345 nChanged 344 SP:Iteration 12Q (6168.334512 sec): 3 clusters Score: Raw -1137056.825890 + Penalty 2070.173078 = -1134986.652812 nChanged 307 SP:Iteration 13Q (6168.466896 sec): 3 clusters Score: Raw -1137247.759492 + Penalty 2070.173078 = -1135177.586414 nChanged 246 SP:Iteration 14Q (6168.627812 sec): 3 clusters Score: Raw -1137394.602909 + Penalty 2070.173078 = -1135324.429831 nChanged 204 SP:Iteration 15Q (6168.760590 sec): 3 clusters Score: Raw -1137508.425935 + Penalty 2070.173078 = -1135438.252858 nChanged 145 SP:Iteration 16Q (6168.927039 sec): 3 clusters Score: Raw -1137590.297708 + Penalty 2070.173078 = -1135520.124631 nChanged 130 SP:Iteration 17Q (6169.058445 sec): 3 clusters Score: Raw -1137665.853061 + Penalty 2070.173078 = -1135595.679983 nChanged 99 SP:Iteration 18Q (6169.192687 sec): 3 clusters Score: Raw -1137718.472966 + Penalty 2070.173078 = -1135648.299888 nChanged 88 SP:Iteration 19Q (6169.327249 sec): 3 clusters Score: Raw -1137773.568627 + Penalty 2070.173078 = -1135703.395549 nChanged 83 SP:Iteration 20F (6169.476680 sec): 3 clusters Score: Raw -1137813.883929 + Penalty 2070.173078 = -1135743.710851 nChanged 61 SP:Iteration 21Q (6169.609258 sec): 3 clusters Score: Raw -1137846.110343 + Penalty 2070.173078 = -1135775.937265 nChanged 47 SP:Iteration 22Q (6169.742534 sec): 3 clusters Score: Raw -1137868.128719 + Penalty 2070.173078 = -1135797.955642 nChanged 38 SP:Iteration 23Q (6169.869924 sec): 3 clusters Score: Raw -1137885.151851 + Penalty 2070.173078 = -1135814.978774 nChanged 41 SP:Iteration 24Q (6169.995481 sec): 3 clusters Score: Raw -1137905.462745 + Penalty 2070.173078 = -1135835.289667 nChanged 29 SP:Iteration 25Q (6170.135395 sec): 3 clusters Score: Raw -1137918.753729 + Penalty 2070.173078 = -1135848.580651 nChanged 32 SP:Iteration 26Q (6170.265881 sec): 3 clusters Score: Raw -1137934.945464 + Penalty 2070.173078 = -1135864.772386 nChanged 22 SP:Iteration 27Q (6170.398352 sec): 3 clusters Score: Raw -1137943.442274 + Penalty 2070.173078 = -1135873.269196 nChanged 15 SP:Iteration 28Q (6170.555741 sec): 3 clusters Score: Raw -1137951.562684 + Penalty 2070.173078 = -1135881.389606 nChanged 14 SP:Iteration 29Q (6170.659402 sec): 3 clusters Score: Raw -1137957.675067 + Penalty 2070.173078 = -1135887.501990 nChanged 13 SP:Iteration 30Q (6170.810613 sec): 3 clusters Score: Raw -1137966.098376 + Penalty 2070.173078 = -1135895.925298 nChanged 18 SP:Iteration 31Q (6170.950439 sec): 3 clusters Score: Raw -1137974.566483 + Penalty 2070.173078 = -1135904.393405 nChanged 14 SP:Iteration 32Q (6171.114574 sec): 3 clusters Score: Raw -1137984.582155 + Penalty 2070.173078 = -1135914.409077 nChanged 16 SP:Iteration 33Q (6171.248577 sec): 3 clusters Score: Raw -1137993.522713 + Penalty 2070.173078 = -1135923.349635 nChanged 7 SP:Iteration 34Q (6171.372260 sec): 3 clusters Score: Raw -1137998.425530 + Penalty 2070.173078 = -1135928.252452 nChanged 10 SP:Iteration 35Q (6171.488157 sec): 3 clusters Score: Raw -1138003.590522 + Penalty 2070.173078 = -1135933.417444 nChanged 7 SP:Iteration 36Q (6171.650655 sec): 3 clusters Score: Raw -1138006.637023 + Penalty 2070.173078 = -1135936.463946 nChanged 4 SP:Iteration 37Q (6171.779951 sec): 3 clusters Score: Raw -1138008.747735 + Penalty 2070.173078 = -1135938.574657 nChanged 2 SP:Iteration 38Q (6171.915096 sec): 3 clusters Score: Raw -1138009.902879 + Penalty 2070.173078 = -1135939.729801 nChanged 0 SP:Iteration 39F (6172.048107 sec): 3 clusters Score: Raw -1138009.902879 + Penalty 2070.173078 = -1135939.729801 nChanged 0 Trying to split cluster 5 (9412 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6172.156472 sec): 2 clusters Score: Raw -533708.110027 + Penalty 960.722779 = -532747.387249 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6172.277053 sec): 3 clusters Score: Raw -528204.712203 + Penalty 1921.445557 = -526283.266645 nChanged 4157 SP:Iteration 1F (6172.388149 sec): 3 clusters Score: Raw -530737.705943 + Penalty 1921.445557 = -528816.260385 nChanged 706 SP:Iteration 2F (6172.502212 sec): 3 clusters Score: Raw -531236.499639 + Penalty 1921.445557 = -529315.054082 nChanged 677 SP:Iteration 3F (6172.629685 sec): 3 clusters Score: Raw -531756.178717 + Penalty 1921.445557 = -529834.733160 nChanged 612 SP:Iteration 4F (6172.738114 sec): 3 clusters Score: Raw -532204.881085 + Penalty 1921.445557 = -530283.435528 nChanged 540 SP:Iteration 5F (6172.841840 sec): 3 clusters Score: Raw -532575.991626 + Penalty 1921.445557 = -530654.546068 nChanged 418 SP:Iteration 6Q (6172.954668 sec): 3 clusters Score: Raw -532814.244343 + Penalty 1921.445557 = -530892.798786 nChanged 304 SP:Iteration 7Q (6173.094266 sec): 3 clusters Score: Raw -532959.471223 + Penalty 1921.445557 = -531038.025666 nChanged 227 SP:Iteration 8Q (6173.149554 sec): 3 clusters Score: Raw -533048.366977 + Penalty 1921.445557 = -531126.921420 nChanged 177 SP:Iteration 9Q (6173.205670 sec): 3 clusters Score: Raw -533105.951849 + Penalty 1921.445557 = -531184.506291 nChanged 152 SP:Iteration 10Q (6173.261954 sec): 3 clusters Score: Raw -533155.260065 + Penalty 1921.445557 = -531233.814507 nChanged 122 SP:Iteration 11Q (6173.397250 sec): 3 clusters Score: Raw -533188.650466 + Penalty 1921.445557 = -531267.204908 nChanged 92 SP:Iteration 12Q (6173.498764 sec): 3 clusters Score: Raw -533211.044180 + Penalty 1921.445557 = -531289.598623 nChanged 83 SP:Iteration 13Q (6173.594471 sec): 3 clusters Score: Raw -533233.379577 + Penalty 1921.445557 = -531311.934019 nChanged 73 SP:Iteration 14Q (6173.715770 sec): 3 clusters Score: Raw -533251.121183 + Penalty 1921.445557 = -531329.675626 nChanged 71 SP:Iteration 15Q (6173.820550 sec): 3 clusters Score: Raw -533265.410725 + Penalty 1921.445557 = -531343.965167 nChanged 60 SP:Iteration 16Q (6173.917706 sec): 3 clusters Score: Raw -533279.496614 + Penalty 1921.445557 = -531358.051057 nChanged 66 SP:Iteration 17Q (6174.030839 sec): 3 clusters Score: Raw -533294.716872 + Penalty 1921.445557 = -531373.271315 nChanged 59 SP:Iteration 18Q (6174.151427 sec): 3 clusters Score: Raw -533313.546507 + Penalty 1921.445557 = -531392.100949 nChanged 70 SP:Iteration 19Q (6174.275074 sec): 3 clusters Score: Raw -533332.634144 + Penalty 1921.445557 = -531411.188587 nChanged 66 SP:Iteration 20F (6174.378707 sec): 3 clusters Score: Raw -533350.596137 + Penalty 1921.445557 = -531429.150579 nChanged 66 SP:Iteration 21Q (6174.524024 sec): 3 clusters Score: Raw -533369.120785 + Penalty 1921.445557 = -531447.675228 nChanged 69 SP:Iteration 22Q (6174.657259 sec): 3 clusters Score: Raw -533386.308841 + Penalty 1921.445557 = -531464.863283 nChanged 67 SP:Iteration 23Q (6174.752513 sec): 3 clusters Score: Raw -533406.016197 + Penalty 1921.445557 = -531484.570640 nChanged 71 SP:Iteration 24Q (6174.878751 sec): 3 clusters Score: Raw -533426.348334 + Penalty 1921.445557 = -531504.902777 nChanged 78 SP:Iteration 25Q (6175.016602 sec): 3 clusters Score: Raw -533450.084855 + Penalty 1921.445557 = -531528.639297 nChanged 81 SP:Iteration 26Q (6175.113035 sec): 3 clusters Score: Raw -533474.941119 + Penalty 1921.445557 = -531553.495562 nChanged 90 SP:Iteration 27Q (6175.239679 sec): 3 clusters Score: Raw -533511.521197 + Penalty 1921.445557 = -531590.075640 nChanged 98 SP:Iteration 28Q (6175.347677 sec): 3 clusters Score: Raw -533557.886352 + Penalty 1921.445557 = -531636.440795 nChanged 100 SP:Iteration 29Q (6175.483949 sec): 3 clusters Score: Raw -533604.218415 + Penalty 1921.445557 = -531682.772858 nChanged 110 SP:Iteration 30Q (6175.591400 sec): 3 clusters Score: Raw -533655.030549 + Penalty 1921.445557 = -531733.584992 nChanged 89 SP:Iteration 31Q (6175.725189 sec): 3 clusters Score: Raw -533697.593332 + Penalty 1921.445557 = -531776.147775 nChanged 105 SP:Iteration 32Q (6175.838842 sec): 3 clusters Score: Raw -533757.852322 + Penalty 1921.445557 = -531836.406765 nChanged 110 SP:Iteration 33Q (6175.961932 sec): 3 clusters Score: Raw -533816.686034 + Penalty 1921.445557 = -531895.240477 nChanged 89 SP:Iteration 34Q (6176.076534 sec): 3 clusters Score: Raw -533864.113534 + Penalty 1921.445557 = -531942.667977 nChanged 75 SP:Iteration 35Q (6176.199322 sec): 3 clusters Score: Raw -533899.027305 + Penalty 1921.445557 = -531977.581747 nChanged 76 SP:Iteration 36Q (6176.317224 sec): 3 clusters Score: Raw -533931.307664 + Penalty 1921.445557 = -532009.862106 nChanged 65 SP:Iteration 37Q (6176.428081 sec): 3 clusters Score: Raw -533960.303403 + Penalty 1921.445557 = -532038.857846 nChanged 61 SP:Iteration 38Q (6176.548064 sec): 3 clusters Score: Raw -533984.175494 + Penalty 1921.445557 = -532062.729936 nChanged 47 SP:Iteration 39Q (6176.617440 sec): 3 clusters Score: Raw -534001.763003 + Penalty 1921.445557 = -532080.317445 nChanged 46 SP:Iteration 40F (6176.734898 sec): 3 clusters Score: Raw -534017.842844 + Penalty 1921.445557 = -532096.397286 nChanged 37 SP:Iteration 41Q (6176.861874 sec): 3 clusters Score: Raw -534030.828912 + Penalty 1921.445557 = -532109.383354 nChanged 34 SP:Iteration 42Q (6176.977827 sec): 3 clusters Score: Raw -534040.741922 + Penalty 1921.445557 = -532119.296364 nChanged 28 SP:Iteration 43Q (6177.124179 sec): 3 clusters Score: Raw -534052.606030 + Penalty 1921.445557 = -532131.160473 nChanged 31 SP:Iteration 44Q (6177.259373 sec): 3 clusters Score: Raw -534063.563617 + Penalty 1921.445557 = -532142.118060 nChanged 36 SP:Iteration 45Q (6177.348110 sec): 3 clusters Score: Raw -534074.794959 + Penalty 1921.445557 = -532153.349402 nChanged 32 SP:Iteration 46Q (6177.466651 sec): 3 clusters Score: Raw -534087.579457 + Penalty 1921.445557 = -532166.133900 nChanged 39 SP:Iteration 47Q (6177.572124 sec): 3 clusters Score: Raw -534101.342700 + Penalty 1921.445557 = -532179.897142 nChanged 32 SP:Iteration 48Q (6177.690702 sec): 3 clusters Score: Raw -534114.597423 + Penalty 1921.445557 = -532193.151865 nChanged 24 SP:Iteration 49Q (6177.822385 sec): 3 clusters Score: Raw -534122.221644 + Penalty 1921.445557 = -532200.776086 nChanged 21 SP:Iteration 50Q (6177.906448 sec): 3 clusters Score: Raw -534128.278117 + Penalty 1921.445557 = -532206.832559 nChanged 24 SP:Iteration 51Q (6178.034633 sec): 3 clusters Score: Raw -534134.839721 + Penalty 1921.445557 = -532213.394164 nChanged 20 SP:Iteration 52Q (6178.164620 sec): 3 clusters Score: Raw -534140.082674 + Penalty 1921.445557 = -532218.637116 nChanged 19 SP:Iteration 53Q (6178.327064 sec): 3 clusters Score: Raw -534143.749524 + Penalty 1921.445557 = -532222.303967 nChanged 14 SP:Iteration 54Q (6178.449775 sec): 3 clusters Score: Raw -534146.162096 + Penalty 1921.445557 = -532224.716538 nChanged 8 SP:Iteration 55Q (6178.553162 sec): 3 clusters Score: Raw -534148.321401 + Penalty 1921.445557 = -532226.875843 nChanged 15 SP:Iteration 56Q (6178.674610 sec): 3 clusters Score: Raw -534151.379423 + Penalty 1921.445557 = -532229.933866 nChanged 14 SP:Iteration 57Q (6178.812418 sec): 3 clusters Score: Raw -534154.112200 + Penalty 1921.445557 = -532232.666643 nChanged 10 SP:Iteration 58Q (6178.915648 sec): 3 clusters Score: Raw -534156.473412 + Penalty 1921.445557 = -532235.027855 nChanged 8 SP:Iteration 59Q (6179.046063 sec): 3 clusters Score: Raw -534158.411089 + Penalty 1921.445557 = -532236.965531 nChanged 6 SP:Iteration 60F (6179.202059 sec): 3 clusters Score: Raw -534159.612654 + Penalty 1921.445557 = -532238.167097 nChanged 4 SP:Iteration 61Q (6179.304897 sec): 3 clusters Score: Raw -534160.371982 + Penalty 1921.445557 = -532238.926424 nChanged 3 SP:Iteration 62Q (6179.415749 sec): 3 clusters Score: Raw -534161.249432 + Penalty 1921.445557 = -532239.803874 nChanged 2 SP:Iteration 63Q (6179.542581 sec): 3 clusters Score: Raw -534161.538832 + Penalty 1921.445557 = -532240.093274 nChanged 2 SP:Iteration 64Q (6179.647453 sec): 3 clusters Score: Raw -534161.934447 + Penalty 1921.445557 = -532240.488889 nChanged 1 SP:Iteration 65Q (6179.770624 sec): 3 clusters Score: Raw -534162.047409 + Penalty 1921.445557 = -532240.601851 nChanged 0 SP:Iteration 66F (6179.868021 sec): 3 clusters Score: Raw -534162.047409 + Penalty 1921.445557 = -532240.601851 nChanged 0 Trying to split cluster 6 (3218 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6179.955011 sec): 2 clusters Score: Raw -189774.726773 + Penalty 848.034109 = -188926.692663 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6180.045106 sec): 3 clusters Score: Raw -188077.714675 + Penalty 1696.068219 = -186381.646456 nChanged 1278 SP:Iteration 1F (6180.174106 sec): 3 clusters Score: Raw -188866.626303 + Penalty 1696.068219 = -187170.558084 nChanged 276 SP:Iteration 2F (6180.271083 sec): 3 clusters Score: Raw -189055.456044 + Penalty 1696.068219 = -187359.387825 nChanged 212 SP:Iteration 3F (6180.379283 sec): 3 clusters Score: Raw -189247.642823 + Penalty 1696.068219 = -187551.574605 nChanged 209 SP:Iteration 4F (6180.489068 sec): 3 clusters Score: Raw -189455.143781 + Penalty 1696.068219 = -187759.075562 nChanged 193 SP:Iteration 5F (6180.578990 sec): 3 clusters Score: Raw -189621.166172 + Penalty 1696.068219 = -187925.097954 nChanged 150 SP:Iteration 6Q (6180.735592 sec): 3 clusters Score: Raw -189724.305781 + Penalty 1696.068219 = -188028.237563 nChanged 92 SP:Iteration 7Q (6180.839097 sec): 3 clusters Score: Raw -189776.500901 + Penalty 1696.068219 = -188080.432682 nChanged 66 SP:Iteration 8Q (6180.932188 sec): 3 clusters Score: Raw -189809.563885 + Penalty 1696.068219 = -188113.495666 nChanged 46 SP:Iteration 9Q (6181.050647 sec): 3 clusters Score: Raw -189831.499074 + Penalty 1696.068219 = -188135.430855 nChanged 41 SP:Iteration 10Q (6181.152024 sec): 3 clusters Score: Raw -189848.663430 + Penalty 1696.068219 = -188152.595211 nChanged 34 SP:Iteration 11Q (6181.236124 sec): 3 clusters Score: Raw -189859.937685 + Penalty 1696.068219 = -188163.869466 nChanged 20 SP:Iteration 12Q (6181.342790 sec): 3 clusters Score: Raw -189867.831336 + Penalty 1696.068219 = -188171.763117 nChanged 24 SP:Iteration 13Q (6181.467113 sec): 3 clusters Score: Raw -189877.211583 + Penalty 1696.068219 = -188181.143364 nChanged 16 SP:Iteration 14Q (6181.561499 sec): 3 clusters Score: Raw -189884.764686 + Penalty 1696.068219 = -188188.696467 nChanged 17 SP:Iteration 15Q (6181.649057 sec): 3 clusters Score: Raw -189891.361279 + Penalty 1696.068219 = -188195.293060 nChanged 21 SP:Iteration 16Q (6181.782901 sec): 3 clusters Score: Raw -189898.944369 + Penalty 1696.068219 = -188202.876151 nChanged 19 SP:Iteration 17Q (6181.887465 sec): 3 clusters Score: Raw -189908.826794 + Penalty 1696.068219 = -188212.758575 nChanged 19 SP:Iteration 18Q (6181.973794 sec): 3 clusters Score: Raw -189917.040479 + Penalty 1696.068219 = -188220.972261 nChanged 14 SP:Iteration 19Q (6182.077937 sec): 3 clusters Score: Raw -189922.119971 + Penalty 1696.068219 = -188226.051752 nChanged 14 SP:Iteration 20F (6182.190235 sec): 3 clusters Score: Raw -189925.855494 + Penalty 1696.068219 = -188229.787275 nChanged 9 SP:Iteration 21Q (6182.302418 sec): 3 clusters Score: Raw -189929.982878 + Penalty 1696.068219 = -188233.914660 nChanged 9 SP:Iteration 22Q (6182.402787 sec): 3 clusters Score: Raw -189933.532290 + Penalty 1696.068219 = -188237.464072 nChanged 10 SP:Iteration 23Q (6182.514492 sec): 3 clusters Score: Raw -189937.069074 + Penalty 1696.068219 = -188241.000855 nChanged 12 SP:Iteration 24Q (6182.620639 sec): 3 clusters Score: Raw -189940.694475 + Penalty 1696.068219 = -188244.626257 nChanged 12 SP:Iteration 25Q (6182.741859 sec): 3 clusters Score: Raw -189946.036942 + Penalty 1696.068219 = -188249.968723 nChanged 11 SP:Iteration 26Q (6182.821088 sec): 3 clusters Score: Raw -189950.946325 + Penalty 1696.068219 = -188254.878107 nChanged 16 SP:Iteration 27Q (6182.932851 sec): 3 clusters Score: Raw -189958.108568 + Penalty 1696.068219 = -188262.040349 nChanged 20 SP:Iteration 28Q (6183.054678 sec): 3 clusters Score: Raw -189967.120280 + Penalty 1696.068219 = -188271.052061 nChanged 17 SP:Iteration 29Q (6183.173535 sec): 3 clusters Score: Raw -189977.310755 + Penalty 1696.068219 = -188281.242536 nChanged 17 SP:Iteration 30Q (6183.273395 sec): 3 clusters Score: Raw -189987.187844 + Penalty 1696.068219 = -188291.119625 nChanged 17 SP:Iteration 31Q (6183.378289 sec): 3 clusters Score: Raw -189995.071931 + Penalty 1696.068219 = -188299.003712 nChanged 17 SP:Iteration 32Q (6183.482615 sec): 3 clusters Score: Raw -190008.936098 + Penalty 1696.068219 = -188312.867879 nChanged 23 SP:Iteration 33Q (6183.606340 sec): 3 clusters Score: Raw -190022.868653 + Penalty 1696.068219 = -188326.800434 nChanged 19 SP:Iteration 34Q (6183.696069 sec): 3 clusters Score: Raw -190030.668070 + Penalty 1696.068219 = -188334.599852 nChanged 11 SP:Iteration 35Q (6183.800090 sec): 3 clusters Score: Raw -190034.437973 + Penalty 1696.068219 = -188338.369755 nChanged 13 SP:Iteration 36Q (6183.899955 sec): 3 clusters Score: Raw -190040.720456 + Penalty 1696.068219 = -188344.652237 nChanged 10 SP:Iteration 37Q (6184.008719 sec): 3 clusters Score: Raw -190044.933288 + Penalty 1696.068219 = -188348.865069 nChanged 5 SP:Iteration 38Q (6184.119005 sec): 3 clusters Score: Raw -190047.677875 + Penalty 1696.068219 = -188351.609656 nChanged 9 SP:Iteration 39Q (6184.219571 sec): 3 clusters Score: Raw -190052.618609 + Penalty 1696.068219 = -188356.550391 nChanged 8 SP:Iteration 40F (6184.309627 sec): 3 clusters Score: Raw -190057.517467 + Penalty 1696.068219 = -188361.449248 nChanged 15 SP:Iteration 41Q (6184.382173 sec): 3 clusters Score: Raw -190063.497313 + Penalty 1696.068219 = -188367.429094 nChanged 14 SP:Iteration 42Q (6184.493604 sec): 3 clusters Score: Raw -190068.053252 + Penalty 1696.068219 = -188371.985033 nChanged 11 SP:Iteration 43Q (6184.608232 sec): 3 clusters Score: Raw -190073.572675 + Penalty 1696.068219 = -188377.504457 nChanged 11 SP:Iteration 44Q (6184.687907 sec): 3 clusters Score: Raw -190077.753268 + Penalty 1696.068219 = -188381.685049 nChanged 14 SP:Iteration 45Q (6184.805329 sec): 3 clusters Score: Raw -190083.930968 + Penalty 1696.068219 = -188387.862749 nChanged 14 SP:Iteration 46Q (6184.903426 sec): 3 clusters Score: Raw -190088.332850 + Penalty 1696.068219 = -188392.264631 nChanged 11 SP:Iteration 47Q (6185.018411 sec): 3 clusters Score: Raw -190091.558316 + Penalty 1696.068219 = -188395.490097 nChanged 8 SP:Iteration 48Q (6185.137142 sec): 3 clusters Score: Raw -190093.930990 + Penalty 1696.068219 = -188397.862772 nChanged 3 SP:Iteration 49Q (6185.248514 sec): 3 clusters Score: Raw -190095.095420 + Penalty 1696.068219 = -188399.027201 nChanged 8 SP:Iteration 50Q (6185.368864 sec): 3 clusters Score: Raw -190096.801522 + Penalty 1696.068219 = -188400.733304 nChanged 6 SP:Iteration 51Q (6185.475361 sec): 3 clusters Score: Raw -190098.607704 + Penalty 1696.068219 = -188402.539485 nChanged 6 SP:Iteration 52Q (6185.567199 sec): 3 clusters Score: Raw -190100.210245 + Penalty 1696.068219 = -188404.142026 nChanged 5 SP:Iteration 53Q (6185.658342 sec): 3 clusters Score: Raw -190102.980042 + Penalty 1696.068219 = -188406.911823 nChanged 5 SP:Iteration 54Q (6185.759609 sec): 3 clusters Score: Raw -190104.013230 + Penalty 1696.068219 = -188407.945011 nChanged 3 SP:Iteration 55Q (6185.868483 sec): 3 clusters Score: Raw -190104.800330 + Penalty 1696.068219 = -188408.732111 nChanged 1 SP:Iteration 56Q (6185.991694 sec): 3 clusters Score: Raw -190105.027591 + Penalty 1696.068219 = -188408.959372 nChanged 0 SP:Iteration 57F (6186.068505 sec): 3 clusters Score: Raw -190105.027591 + Penalty 1696.068219 = -188408.959372 nChanged 0 Trying to split cluster 7 (4544 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6186.131590 sec): 2 clusters Score: Raw -224469.904033 + Penalty 884.264111 = -223585.639922 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6186.238613 sec): 3 clusters Score: Raw -222083.101638 + Penalty 1768.528222 = -220314.573416 nChanged 1923 SP:Iteration 1F (6186.364931 sec): 3 clusters Score: Raw -223432.274537 + Penalty 1768.528222 = -221663.746316 nChanged 456 SP:Iteration 2F (6186.453661 sec): 3 clusters Score: Raw -223854.588354 + Penalty 1768.528222 = -222086.060132 nChanged 374 SP:Iteration 3F (6186.566019 sec): 3 clusters Score: Raw -224166.659128 + Penalty 1768.528222 = -222398.130907 nChanged 298 SP:Iteration 4F (6186.686967 sec): 3 clusters Score: Raw -224377.769484 + Penalty 1768.528222 = -222609.241263 nChanged 207 SP:Iteration 5Q (6186.780067 sec): 3 clusters Score: Raw -224504.552712 + Penalty 1768.528222 = -222736.024490 nChanged 166 SP:Iteration 6Q (6186.890221 sec): 3 clusters Score: Raw -224596.356212 + Penalty 1768.528222 = -222827.827990 nChanged 145 SP:Iteration 7Q (6187.019017 sec): 3 clusters Score: Raw -224674.509036 + Penalty 1768.528222 = -222905.980815 nChanged 99 SP:Iteration 8Q (6187.115977 sec): 3 clusters Score: Raw -224726.027077 + Penalty 1768.528222 = -222957.498855 nChanged 84 SP:Iteration 9Q (6187.226489 sec): 3 clusters Score: Raw -224768.097050 + Penalty 1768.528222 = -222999.568828 nChanged 68 SP:Iteration 10Q (6187.341407 sec): 3 clusters Score: Raw -224798.033123 + Penalty 1768.528222 = -223029.504902 nChanged 59 SP:Iteration 11Q (6187.453008 sec): 3 clusters Score: Raw -224822.567398 + Penalty 1768.528222 = -223054.039176 nChanged 55 SP:Iteration 12Q (6187.528371 sec): 3 clusters Score: Raw -224856.031616 + Penalty 1768.528222 = -223087.503394 nChanged 58 SP:Iteration 13Q (6187.634280 sec): 3 clusters Score: Raw -224882.478552 + Penalty 1768.528222 = -223113.950331 nChanged 52 SP:Iteration 14Q (6187.739906 sec): 3 clusters Score: Raw -224899.523951 + Penalty 1768.528222 = -223130.995730 nChanged 25 SP:Iteration 15Q (6187.858361 sec): 3 clusters Score: Raw -224912.100681 + Penalty 1768.528222 = -223143.572459 nChanged 26 SP:Iteration 16Q (6187.948145 sec): 3 clusters Score: Raw -224918.322675 + Penalty 1768.528222 = -223149.794453 nChanged 18 SP:Iteration 17Q (6188.054223 sec): 3 clusters Score: Raw -224925.656215 + Penalty 1768.528222 = -223157.127994 nChanged 25 SP:Iteration 18Q (6188.159825 sec): 3 clusters Score: Raw -224932.537557 + Penalty 1768.528222 = -223164.009335 nChanged 18 SP:Iteration 19Q (6188.257519 sec): 3 clusters Score: Raw -224936.140434 + Penalty 1768.528222 = -223167.612212 nChanged 15 SP:Iteration 20F (6188.379503 sec): 3 clusters Score: Raw -224939.664089 + Penalty 1768.528222 = -223171.135868 nChanged 17 SP:Iteration 21Q (6188.505470 sec): 3 clusters Score: Raw -224944.533701 + Penalty 1768.528222 = -223176.005479 nChanged 15 SP:Iteration 22Q (6188.618563 sec): 3 clusters Score: Raw -224948.370254 + Penalty 1768.528222 = -223179.842032 nChanged 20 SP:Iteration 23Q (6188.701577 sec): 3 clusters Score: Raw -224955.189476 + Penalty 1768.528222 = -223186.661254 nChanged 19 SP:Iteration 24Q (6188.814286 sec): 3 clusters Score: Raw -224960.044099 + Penalty 1768.528222 = -223191.515877 nChanged 14 SP:Iteration 25Q (6188.929803 sec): 3 clusters Score: Raw -224965.649535 + Penalty 1768.528222 = -223197.121313 nChanged 19 SP:Iteration 26Q (6189.028893 sec): 3 clusters Score: Raw -224971.170899 + Penalty 1768.528222 = -223202.642678 nChanged 17 SP:Iteration 27Q (6189.138333 sec): 3 clusters Score: Raw -224974.917190 + Penalty 1768.528222 = -223206.388968 nChanged 10 SP:Iteration 28Q (6189.226569 sec): 3 clusters Score: Raw -224977.292735 + Penalty 1768.528222 = -223208.764513 nChanged 12 SP:Iteration 29Q (6189.338512 sec): 3 clusters Score: Raw -224980.208474 + Penalty 1768.528222 = -223211.680253 nChanged 9 SP:Iteration 30Q (6189.454005 sec): 3 clusters Score: Raw -224982.537720 + Penalty 1768.528222 = -223214.009498 nChanged 14 SP:Iteration 31Q (6189.555992 sec): 3 clusters Score: Raw -224988.071405 + Penalty 1768.528222 = -223219.543183 nChanged 12 SP:Iteration 32Q (6189.657516 sec): 3 clusters Score: Raw -224992.113438 + Penalty 1768.528222 = -223223.585216 nChanged 9 SP:Iteration 33Q (6189.777480 sec): 3 clusters Score: Raw -224993.598211 + Penalty 1768.528222 = -223225.069990 nChanged 4 SP:Iteration 34Q (6189.876191 sec): 3 clusters Score: Raw -224994.197979 + Penalty 1768.528222 = -223225.669758 nChanged 2 SP:Iteration 35Q (6189.996298 sec): 3 clusters Score: Raw -224994.337660 + Penalty 1768.528222 = -223225.809438 nChanged 0 SP:Iteration 36F (6190.072583 sec): 3 clusters Score: Raw -224994.337660 + Penalty 1768.528222 = -223225.809438 nChanged 0 Trying to split cluster 8 (1331 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6190.132404 sec): 2 clusters Score: Raw -66533.585036 + Penalty 755.337011 = -65778.248025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6190.231671 sec): 3 clusters Score: Raw -65983.479614 + Penalty 1510.674022 = -64472.805592 nChanged 464 SP:Iteration 1F (6190.332761 sec): 3 clusters Score: Raw -66360.990356 + Penalty 1510.674022 = -64850.316334 nChanged 150 SP:Iteration 2F (6190.400955 sec): 3 clusters Score: Raw -66489.778917 + Penalty 1510.674022 = -64979.104895 nChanged 77 SP:Iteration 3F (6190.502081 sec): 3 clusters Score: Raw -66554.761205 + Penalty 1510.674022 = -65044.087184 nChanged 54 SP:Iteration 4Q (6190.595178 sec): 3 clusters Score: Raw -66592.369434 + Penalty 1510.674022 = -65081.695412 nChanged 44 SP:Iteration 5Q (6190.692718 sec): 3 clusters Score: Raw -66619.449352 + Penalty 1510.674022 = -65108.775330 nChanged 30 SP:Iteration 6Q (6190.720675 sec): 3 clusters Score: Raw -66635.292387 + Penalty 1510.674022 = -65124.618365 nChanged 25 SP:Iteration 7Q (6190.737444 sec): 3 clusters Score: Raw -66651.661746 + Penalty 1510.674022 = -65140.987724 nChanged 26 SP:Iteration 8Q (6190.754131 sec): 3 clusters Score: Raw -66666.568842 + Penalty 1510.674022 = -65155.894820 nChanged 20 SP:Iteration 9Q (6190.830923 sec): 3 clusters Score: Raw -66681.147398 + Penalty 1510.674022 = -65170.473376 nChanged 15 SP:Iteration 10Q (6190.948613 sec): 3 clusters Score: Raw -66693.007236 + Penalty 1510.674022 = -65182.333215 nChanged 16 SP:Iteration 11Q (6191.027988 sec): 3 clusters Score: Raw -66708.448633 + Penalty 1510.674022 = -65197.774611 nChanged 15 SP:Iteration 12Q (6191.138047 sec): 3 clusters Score: Raw -66723.691030 + Penalty 1510.674022 = -65213.017008 nChanged 8 SP:Iteration 13Q (6191.252365 sec): 3 clusters Score: Raw -66731.430550 + Penalty 1510.674022 = -65220.756528 nChanged 10 SP:Iteration 14Q (6191.335320 sec): 3 clusters Score: Raw -66736.813322 + Penalty 1510.674022 = -65226.139300 nChanged 7 SP:Iteration 15Q (6191.432112 sec): 3 clusters Score: Raw -66743.907710 + Penalty 1510.674022 = -65233.233688 nChanged 7 SP:Iteration 16Q (6191.535395 sec): 3 clusters Score: Raw -66751.755595 + Penalty 1510.674022 = -65241.081573 nChanged 5 SP:Iteration 17Q (6191.635595 sec): 3 clusters Score: Raw -66761.000931 + Penalty 1510.674022 = -65250.326909 nChanged 5 SP:Iteration 18Q (6191.752239 sec): 3 clusters Score: Raw -66765.459654 + Penalty 1510.674022 = -65254.785632 nChanged 1 SP:Iteration 19Q (6191.831687 sec): 3 clusters Score: Raw -66765.759019 + Penalty 1510.674022 = -65255.084997 nChanged 1 SP:Iteration 20F (6191.931809 sec): 3 clusters Score: Raw -66766.840312 + Penalty 1510.674022 = -65256.166290 nChanged 1 SP:Iteration 21Q (6192.026943 sec): 3 clusters Score: Raw -66772.504448 + Penalty 1510.674022 = -65261.830427 nChanged 6 SP:Iteration 22Q (6192.131938 sec): 3 clusters Score: Raw -66778.447933 + Penalty 1510.674022 = -65267.773911 nChanged 8 SP:Iteration 23Q (6192.244641 sec): 3 clusters Score: Raw -66784.590743 + Penalty 1510.674022 = -65273.916721 nChanged 5 SP:Iteration 24Q (6192.313801 sec): 3 clusters Score: Raw -66788.835154 + Penalty 1510.674022 = -65278.161132 nChanged 5 SP:Iteration 25Q (6192.423336 sec): 3 clusters Score: Raw -66791.783768 + Penalty 1510.674022 = -65281.109746 nChanged 3 SP:Iteration 26Q (6192.506982 sec): 3 clusters Score: Raw -66795.580753 + Penalty 1510.674022 = -65284.906731 nChanged 5 SP:Iteration 27Q (6192.625307 sec): 3 clusters Score: Raw -66798.859695 + Penalty 1510.674022 = -65288.185674 nChanged 4 SP:Iteration 28Q (6192.742215 sec): 3 clusters Score: Raw -66803.410462 + Penalty 1510.674022 = -65292.736440 nChanged 4 SP:Iteration 29Q (6192.805153 sec): 3 clusters Score: Raw -66807.280881 + Penalty 1510.674022 = -65296.606859 nChanged 6 SP:Iteration 30Q (6192.906049 sec): 3 clusters Score: Raw -66810.637344 + Penalty 1510.674022 = -65299.963322 nChanged 3 SP:Iteration 31Q (6192.993664 sec): 3 clusters Score: Raw -66812.480437 + Penalty 1510.674022 = -65301.806415 nChanged 2 SP:Iteration 32Q (6193.093147 sec): 3 clusters Score: Raw -66812.888517 + Penalty 1510.674022 = -65302.214495 nChanged 0 SP:Iteration 33F (6193.187897 sec): 3 clusters Score: Raw -66812.888517 + Penalty 1510.674022 = -65302.214495 nChanged 0 Trying to split cluster 9 (1496 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6193.248515 sec): 2 clusters Score: Raw -87888.762079 + Penalty 767.607767 = -87121.154312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6193.333572 sec): 3 clusters Score: Raw -87198.778640 + Penalty 1535.215533 = -85663.563107 nChanged 531 SP:Iteration 1F (6193.449819 sec): 3 clusters Score: Raw -87547.410867 + Penalty 1535.215533 = -86012.195334 nChanged 129 SP:Iteration 2F (6193.535875 sec): 3 clusters Score: Raw -87663.964021 + Penalty 1535.215533 = -86128.748487 nChanged 101 SP:Iteration 3F (6193.641626 sec): 3 clusters Score: Raw -87738.193760 + Penalty 1535.215533 = -86202.978226 nChanged 83 SP:Iteration 4F (6193.748254 sec): 3 clusters Score: Raw -87802.542263 + Penalty 1535.215533 = -86267.326730 nChanged 74 SP:Iteration 5Q (6193.841489 sec): 3 clusters Score: Raw -87865.149557 + Penalty 1535.215533 = -86329.934024 nChanged 71 SP:Iteration 6Q (6193.947494 sec): 3 clusters Score: Raw -87920.287616 + Penalty 1535.215533 = -86385.072083 nChanged 48 SP:Iteration 7Q (6194.045986 sec): 3 clusters Score: Raw -87955.529831 + Penalty 1535.215533 = -86420.314297 nChanged 27 SP:Iteration 8Q (6194.143499 sec): 3 clusters Score: Raw -87970.362280 + Penalty 1535.215533 = -86435.146747 nChanged 18 SP:Iteration 9Q (6194.240721 sec): 3 clusters Score: Raw -87981.121462 + Penalty 1535.215533 = -86445.905929 nChanged 13 SP:Iteration 10Q (6194.339173 sec): 3 clusters Score: Raw -87987.460769 + Penalty 1535.215533 = -86452.245236 nChanged 15 SP:Iteration 11Q (6194.437376 sec): 3 clusters Score: Raw -87996.945505 + Penalty 1535.215533 = -86461.729971 nChanged 12 SP:Iteration 12Q (6194.531452 sec): 3 clusters Score: Raw -88003.572393 + Penalty 1535.215533 = -86468.356860 nChanged 16 SP:Iteration 13Q (6194.630107 sec): 3 clusters Score: Raw -88015.691831 + Penalty 1535.215533 = -86480.476297 nChanged 10 SP:Iteration 14Q (6194.727939 sec): 3 clusters Score: Raw -88024.656882 + Penalty 1535.215533 = -86489.441348 nChanged 12 SP:Iteration 15Q (6194.826694 sec): 3 clusters Score: Raw -88033.817959 + Penalty 1535.215533 = -86498.602426 nChanged 11 SP:Iteration 16Q (6194.913141 sec): 3 clusters Score: Raw -88040.941252 + Penalty 1535.215533 = -86505.725719 nChanged 13 SP:Iteration 17Q (6195.010783 sec): 3 clusters Score: Raw -88048.046514 + Penalty 1535.215533 = -86512.830980 nChanged 13 SP:Iteration 18Q (6195.109797 sec): 3 clusters Score: Raw -88055.851703 + Penalty 1535.215533 = -86520.636169 nChanged 14 SP:Iteration 19Q (6195.208511 sec): 3 clusters Score: Raw -88065.590029 + Penalty 1535.215533 = -86530.374496 nChanged 11 SP:Iteration 20F (6195.304046 sec): 3 clusters Score: Raw -88073.796035 + Penalty 1535.215533 = -86538.580502 nChanged 8 SP:Iteration 21Q (6195.430592 sec): 3 clusters Score: Raw -88078.821180 + Penalty 1535.215533 = -86543.605647 nChanged 10 SP:Iteration 22Q (6195.518547 sec): 3 clusters Score: Raw -88086.477657 + Penalty 1535.215533 = -86551.262124 nChanged 9 SP:Iteration 23Q (6195.619587 sec): 3 clusters Score: Raw -88090.202999 + Penalty 1535.215533 = -86554.987466 nChanged 4 SP:Iteration 24Q (6195.738136 sec): 3 clusters Score: Raw -88091.586375 + Penalty 1535.215533 = -86556.370842 nChanged 4 SP:Iteration 25Q (6195.807441 sec): 3 clusters Score: Raw -88093.133375 + Penalty 1535.215533 = -86557.917841 nChanged 4 SP:Iteration 26Q (6195.900634 sec): 3 clusters Score: Raw -88095.919507 + Penalty 1535.215533 = -86560.703973 nChanged 3 SP:Iteration 27Q (6195.992447 sec): 3 clusters Score: Raw -88097.366712 + Penalty 1535.215533 = -86562.151179 nChanged 0 SP:Iteration 28F (6196.069084 sec): 3 clusters Score: Raw -88097.366712 + Penalty 1535.215533 = -86562.151179 nChanged 0 Trying to split cluster 10 (2966 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6196.152837 sec): 2 clusters Score: Raw -172250.003298 + Penalty 839.471800 = -171410.531498 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6196.227214 sec): 3 clusters Score: Raw -170739.831462 + Penalty 1678.943600 = -169060.887862 nChanged 1188 SP:Iteration 1F (6196.326145 sec): 3 clusters Score: Raw -171462.906612 + Penalty 1678.943600 = -169783.963012 nChanged 260 SP:Iteration 2F (6196.425010 sec): 3 clusters Score: Raw -171649.189136 + Penalty 1678.943600 = -169970.245536 nChanged 197 SP:Iteration 3F (6196.508046 sec): 3 clusters Score: Raw -171767.315277 + Penalty 1678.943600 = -170088.371677 nChanged 144 SP:Iteration 4Q (6196.615900 sec): 3 clusters Score: Raw -171856.455762 + Penalty 1678.943600 = -170177.512163 nChanged 143 SP:Iteration 5Q (6196.751965 sec): 3 clusters Score: Raw -171941.555007 + Penalty 1678.943600 = -170262.611407 nChanged 98 SP:Iteration 6Q (6196.825533 sec): 3 clusters Score: Raw -171994.744095 + Penalty 1678.943600 = -170315.800495 nChanged 80 SP:Iteration 7Q (6196.931355 sec): 3 clusters Score: Raw -172034.534035 + Penalty 1678.943600 = -170355.590435 nChanged 56 SP:Iteration 8Q (6197.047694 sec): 3 clusters Score: Raw -172058.273225 + Penalty 1678.943600 = -170379.329625 nChanged 56 SP:Iteration 9Q (6197.162434 sec): 3 clusters Score: Raw -172086.397366 + Penalty 1678.943600 = -170407.453766 nChanged 49 SP:Iteration 10Q (6197.257505 sec): 3 clusters Score: Raw -172112.699468 + Penalty 1678.943600 = -170433.755868 nChanged 42 SP:Iteration 11Q (6197.368199 sec): 3 clusters Score: Raw -172134.187798 + Penalty 1678.943600 = -170455.244198 nChanged 36 SP:Iteration 12Q (6197.485773 sec): 3 clusters Score: Raw -172149.731664 + Penalty 1678.943600 = -170470.788065 nChanged 27 SP:Iteration 13Q (6197.601165 sec): 3 clusters Score: Raw -172166.081705 + Penalty 1678.943600 = -170487.138105 nChanged 29 SP:Iteration 14Q (6197.729295 sec): 3 clusters Score: Raw -172184.714419 + Penalty 1678.943600 = -170505.770819 nChanged 28 SP:Iteration 15Q (6197.826890 sec): 3 clusters Score: Raw -172199.067435 + Penalty 1678.943600 = -170520.123836 nChanged 29 SP:Iteration 16Q (6197.932752 sec): 3 clusters Score: Raw -172217.300423 + Penalty 1678.943600 = -170538.356824 nChanged 31 SP:Iteration 17Q (6198.036367 sec): 3 clusters Score: Raw -172238.635156 + Penalty 1678.943600 = -170559.691556 nChanged 29 SP:Iteration 18Q (6198.151162 sec): 3 clusters Score: Raw -172252.131002 + Penalty 1678.943600 = -170573.187402 nChanged 22 SP:Iteration 19Q (6198.223935 sec): 3 clusters Score: Raw -172265.264582 + Penalty 1678.943600 = -170586.320982 nChanged 24 SP:Iteration 20F (6198.326895 sec): 3 clusters Score: Raw -172282.819030 + Penalty 1678.943600 = -170603.875430 nChanged 24 SP:Iteration 21Q (6198.420904 sec): 3 clusters Score: Raw -172300.237399 + Penalty 1678.943600 = -170621.293799 nChanged 20 SP:Iteration 22Q (6198.541218 sec): 3 clusters Score: Raw -172317.132244 + Penalty 1678.943600 = -170638.188644 nChanged 24 SP:Iteration 23Q (6198.617854 sec): 3 clusters Score: Raw -172332.985872 + Penalty 1678.943600 = -170654.042273 nChanged 23 SP:Iteration 24Q (6198.726042 sec): 3 clusters Score: Raw -172350.657031 + Penalty 1678.943600 = -170671.713431 nChanged 22 SP:Iteration 25Q (6198.833607 sec): 3 clusters Score: Raw -172369.924805 + Penalty 1678.943600 = -170690.981205 nChanged 28 SP:Iteration 26Q (6198.938578 sec): 3 clusters Score: Raw -172392.344306 + Penalty 1678.943600 = -170713.400706 nChanged 27 SP:Iteration 27Q (6199.033428 sec): 3 clusters Score: Raw -172411.176437 + Penalty 1678.943600 = -170732.232838 nChanged 21 SP:Iteration 28Q (6199.116696 sec): 3 clusters Score: Raw -172423.776297 + Penalty 1678.943600 = -170744.832697 nChanged 15 SP:Iteration 29Q (6199.233902 sec): 3 clusters Score: Raw -172432.835858 + Penalty 1678.943600 = -170753.892258 nChanged 8 SP:Iteration 30Q (6199.331440 sec): 3 clusters Score: Raw -172438.002868 + Penalty 1678.943600 = -170759.059268 nChanged 7 SP:Iteration 31Q (6199.442726 sec): 3 clusters Score: Raw -172441.339411 + Penalty 1678.943600 = -170762.395812 nChanged 5 SP:Iteration 32Q (6199.527837 sec): 3 clusters Score: Raw -172443.735217 + Penalty 1678.943600 = -170764.791618 nChanged 0 SP:Iteration 33F (6199.607694 sec): 3 clusters Score: Raw -172443.735217 + Penalty 1678.943600 = -170764.791618 nChanged 0 Trying to split cluster 11 (1320 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6199.667627 sec): 2 clusters Score: Raw -63184.245040 + Penalty 754.465637 = -62429.779403 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6199.774313 sec): 3 clusters Score: Raw -62629.947717 + Penalty 1508.931273 = -61121.016444 nChanged 481 SP:Iteration 1F (6199.897760 sec): 3 clusters Score: Raw -63093.370761 + Penalty 1508.931273 = -61584.439488 nChanged 134 SP:Iteration 2F (6199.981285 sec): 3 clusters Score: Raw -63232.203167 + Penalty 1508.931273 = -61723.271894 nChanged 88 SP:Iteration 3F (6200.095542 sec): 3 clusters Score: Raw -63319.091945 + Penalty 1508.931273 = -61810.160671 nChanged 55 SP:Iteration 4Q (6200.204272 sec): 3 clusters Score: Raw -63368.405128 + Penalty 1508.931273 = -61859.473855 nChanged 39 SP:Iteration 5Q (6200.301785 sec): 3 clusters Score: Raw -63395.814895 + Penalty 1508.931273 = -61886.883622 nChanged 25 SP:Iteration 6Q (6200.402151 sec): 3 clusters Score: Raw -63415.231384 + Penalty 1508.931273 = -61906.300111 nChanged 15 SP:Iteration 7Q (6200.483079 sec): 3 clusters Score: Raw -63432.506840 + Penalty 1508.931273 = -61923.575567 nChanged 20 SP:Iteration 8Q (6200.568857 sec): 3 clusters Score: Raw -63449.254725 + Penalty 1508.931273 = -61940.323452 nChanged 17 SP:Iteration 9Q (6200.679539 sec): 3 clusters Score: Raw -63458.511101 + Penalty 1508.931273 = -61949.579827 nChanged 10 SP:Iteration 10Q (6200.785647 sec): 3 clusters Score: Raw -63464.168421 + Penalty 1508.931273 = -61955.237147 nChanged 5 SP:Iteration 11Q (6200.867991 sec): 3 clusters Score: Raw -63466.983390 + Penalty 1508.931273 = -61958.052117 nChanged 3 SP:Iteration 12Q (6200.976729 sec): 3 clusters Score: Raw -63468.408347 + Penalty 1508.931273 = -61959.477074 nChanged 0 SP:Iteration 13F (6201.030648 sec): 3 clusters Score: Raw -63468.408347 + Penalty 1508.931273 = -61959.477074 nChanged 0 Trying to split cluster 12 (2276 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6201.089795 sec): 2 clusters Score: Raw -139301.842412 + Penalty 811.668354 = -138490.174059 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6201.194156 sec): 3 clusters Score: Raw -138164.638986 + Penalty 1623.336707 = -136541.302279 nChanged 917 SP:Iteration 1F (6201.302437 sec): 3 clusters Score: Raw -138704.244463 + Penalty 1623.336707 = -137080.907756 nChanged 164 SP:Iteration 2F (6201.391012 sec): 3 clusters Score: Raw -138814.572372 + Penalty 1623.336707 = -137191.235665 nChanged 122 SP:Iteration 3F (6201.502051 sec): 3 clusters Score: Raw -138876.537954 + Penalty 1623.336707 = -137253.201247 nChanged 79 SP:Iteration 4Q (6201.605105 sec): 3 clusters Score: Raw -138916.388131 + Penalty 1623.336707 = -137293.051424 nChanged 67 SP:Iteration 5Q (6201.718048 sec): 3 clusters Score: Raw -138959.339096 + Penalty 1623.336707 = -137336.002389 nChanged 70 SP:Iteration 6Q (6201.820335 sec): 3 clusters Score: Raw -138996.568780 + Penalty 1623.336707 = -137373.232073 nChanged 66 SP:Iteration 7Q (6201.919487 sec): 3 clusters Score: Raw -139031.474140 + Penalty 1623.336707 = -137408.137433 nChanged 52 SP:Iteration 8Q (6202.021864 sec): 3 clusters Score: Raw -139062.487489 + Penalty 1623.336707 = -137439.150782 nChanged 47 SP:Iteration 9Q (6202.124248 sec): 3 clusters Score: Raw -139084.449500 + Penalty 1623.336707 = -137461.112793 nChanged 32 SP:Iteration 10Q (6202.216166 sec): 3 clusters Score: Raw -139096.843022 + Penalty 1623.336707 = -137473.506315 nChanged 19 SP:Iteration 11Q (6202.299798 sec): 3 clusters Score: Raw -139104.879410 + Penalty 1623.336707 = -137481.542703 nChanged 19 SP:Iteration 12Q (6202.394105 sec): 3 clusters Score: Raw -139115.685020 + Penalty 1623.336707 = -137492.348313 nChanged 29 SP:Iteration 13Q (6202.516274 sec): 3 clusters Score: Raw -139131.305194 + Penalty 1623.336707 = -137507.968487 nChanged 32 SP:Iteration 14Q (6202.595693 sec): 3 clusters Score: Raw -139146.506474 + Penalty 1623.336707 = -137523.169767 nChanged 31 SP:Iteration 15Q (6202.716486 sec): 3 clusters Score: Raw -139163.739903 + Penalty 1623.336707 = -137540.403196 nChanged 35 SP:Iteration 16Q (6202.818508 sec): 3 clusters Score: Raw -139184.361252 + Penalty 1623.336707 = -137561.024545 nChanged 43 SP:Iteration 17Q (6202.923137 sec): 3 clusters Score: Raw -139205.714769 + Penalty 1623.336707 = -137582.378062 nChanged 32 SP:Iteration 18Q (6203.008736 sec): 3 clusters Score: Raw -139219.074945 + Penalty 1623.336707 = -137595.738238 nChanged 20 SP:Iteration 19Q (6203.116205 sec): 3 clusters Score: Raw -139228.072545 + Penalty 1623.336707 = -137604.735838 nChanged 23 SP:Iteration 20F (6203.212445 sec): 3 clusters Score: Raw -139241.664527 + Penalty 1623.336707 = -137618.327820 nChanged 25 SP:Iteration 21Q (6203.317744 sec): 3 clusters Score: Raw -139253.351457 + Penalty 1623.336707 = -137630.014750 nChanged 21 SP:Iteration 22Q (6203.415139 sec): 3 clusters Score: Raw -139266.649369 + Penalty 1623.336707 = -137643.312662 nChanged 23 SP:Iteration 23Q (6203.526266 sec): 3 clusters Score: Raw -139279.967540 + Penalty 1623.336707 = -137656.630833 nChanged 21 SP:Iteration 24Q (6203.625840 sec): 3 clusters Score: Raw -139288.891591 + Penalty 1623.336707 = -137665.554884 nChanged 17 SP:Iteration 25Q (6203.744396 sec): 3 clusters Score: Raw -139297.265277 + Penalty 1623.336707 = -137673.928570 nChanged 23 SP:Iteration 26Q (6203.820401 sec): 3 clusters Score: Raw -139308.914319 + Penalty 1623.336707 = -137685.577612 nChanged 21 SP:Iteration 27Q (6203.922562 sec): 3 clusters Score: Raw -139319.753776 + Penalty 1623.336707 = -137696.417069 nChanged 18 SP:Iteration 28Q (6204.014970 sec): 3 clusters Score: Raw -139329.640444 + Penalty 1623.336707 = -137706.303737 nChanged 16 SP:Iteration 29Q (6204.117360 sec): 3 clusters Score: Raw -139337.618411 + Penalty 1623.336707 = -137714.281704 nChanged 13 SP:Iteration 30Q (6204.238149 sec): 3 clusters Score: Raw -139342.978682 + Penalty 1623.336707 = -137719.641975 nChanged 10 SP:Iteration 31Q (6204.313460 sec): 3 clusters Score: Raw -139347.082792 + Penalty 1623.336707 = -137723.746085 nChanged 9 SP:Iteration 32Q (6204.414343 sec): 3 clusters Score: Raw -139353.419400 + Penalty 1623.336707 = -137730.082693 nChanged 12 SP:Iteration 33Q (6204.521274 sec): 3 clusters Score: Raw -139360.058302 + Penalty 1623.336707 = -137736.721595 nChanged 10 SP:Iteration 34Q (6204.619662 sec): 3 clusters Score: Raw -139364.613392 + Penalty 1623.336707 = -137741.276685 nChanged 8 SP:Iteration 35Q (6204.724739 sec): 3 clusters Score: Raw -139369.405133 + Penalty 1623.336707 = -137746.068426 nChanged 9 SP:Iteration 36Q (6204.837525 sec): 3 clusters Score: Raw -139372.687960 + Penalty 1623.336707 = -137749.351253 nChanged 7 SP:Iteration 37Q (6204.924961 sec): 3 clusters Score: Raw -139375.142898 + Penalty 1623.336707 = -137751.806191 nChanged 4 SP:Iteration 38Q (6205.012625 sec): 3 clusters Score: Raw -139376.094020 + Penalty 1623.336707 = -137752.757313 nChanged 2 SP:Iteration 39Q (6205.106400 sec): 3 clusters Score: Raw -139376.894210 + Penalty 1623.336707 = -137753.557503 nChanged 5 SP:Iteration 40F (6205.215458 sec): 3 clusters Score: Raw -139378.555110 + Penalty 1623.336707 = -137755.218403 nChanged 3 SP:Iteration 41Q (6205.325835 sec): 3 clusters Score: Raw -139379.763593 + Penalty 1623.336707 = -137756.426886 nChanged 6 SP:Iteration 42Q (6205.421065 sec): 3 clusters Score: Raw -139382.586843 + Penalty 1623.336707 = -137759.250136 nChanged 9 SP:Iteration 43Q (6205.522953 sec): 3 clusters Score: Raw -139386.425577 + Penalty 1623.336707 = -137763.088870 nChanged 7 SP:Iteration 44Q (6205.610003 sec): 3 clusters Score: Raw -139387.867255 + Penalty 1623.336707 = -137764.530548 nChanged 1 SP:Iteration 45Q (6205.688320 sec): 3 clusters Score: Raw -139388.059388 + Penalty 1623.336707 = -137764.722681 nChanged 0 SP:Iteration 46F (6205.778989 sec): 3 clusters Score: Raw -139388.059388 + Penalty 1623.336707 = -137764.722681 nChanged 0 Trying to split cluster 13 (2773 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6205.837279 sec): 2 clusters Score: Raw -144814.832825 + Penalty 832.406930 = -143982.425896 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6205.952713 sec): 3 clusters Score: Raw -143427.717668 + Penalty 1664.813860 = -141762.903809 nChanged 1126 SP:Iteration 1F (6206.066290 sec): 3 clusters Score: Raw -144157.043526 + Penalty 1664.813860 = -142492.229666 nChanged 251 SP:Iteration 2F (6206.165910 sec): 3 clusters Score: Raw -144352.407465 + Penalty 1664.813860 = -142687.593606 nChanged 168 SP:Iteration 3F (6206.265188 sec): 3 clusters Score: Raw -144462.844769 + Penalty 1664.813860 = -142798.030910 nChanged 121 SP:Iteration 4Q (6206.366820 sec): 3 clusters Score: Raw -144521.442536 + Penalty 1664.813860 = -142856.628676 nChanged 84 SP:Iteration 5Q (6206.474487 sec): 3 clusters Score: Raw -144561.470091 + Penalty 1664.813860 = -142896.656231 nChanged 63 SP:Iteration 6Q (6206.576294 sec): 3 clusters Score: Raw -144593.125251 + Penalty 1664.813860 = -142928.311391 nChanged 53 SP:Iteration 7Q (6206.691383 sec): 3 clusters Score: Raw -144620.109547 + Penalty 1664.813860 = -142955.295687 nChanged 46 SP:Iteration 8Q (6206.789669 sec): 3 clusters Score: Raw -144646.474472 + Penalty 1664.813860 = -142981.660613 nChanged 56 SP:Iteration 9Q (6206.865043 sec): 3 clusters Score: Raw -144704.520028 + Penalty 1664.813860 = -143039.706168 nChanged 71 SP:Iteration 10Q (6206.987426 sec): 3 clusters Score: Raw -144789.598415 + Penalty 1664.813860 = -143124.784555 nChanged 78 SP:Iteration 11Q (6207.077421 sec): 3 clusters Score: Raw -144890.822192 + Penalty 1664.813860 = -143226.008333 nChanged 88 SP:Iteration 12Q (6207.164799 sec): 3 clusters Score: Raw -144960.201467 + Penalty 1664.813860 = -143295.387608 nChanged 70 SP:Iteration 13Q (6207.264788 sec): 3 clusters Score: Raw -145004.435739 + Penalty 1664.813860 = -143339.621879 nChanged 65 SP:Iteration 14Q (6207.359480 sec): 3 clusters Score: Raw -145044.888401 + Penalty 1664.813860 = -143380.074541 nChanged 47 SP:Iteration 15Q (6207.457741 sec): 3 clusters Score: Raw -145073.024490 + Penalty 1664.813860 = -143408.210631 nChanged 50 SP:Iteration 16Q (6207.576903 sec): 3 clusters Score: Raw -145095.167065 + Penalty 1664.813860 = -143430.353206 nChanged 27 SP:Iteration 17Q (6207.673822 sec): 3 clusters Score: Raw -145116.926565 + Penalty 1664.813860 = -143452.112706 nChanged 37 SP:Iteration 18Q (6207.788243 sec): 3 clusters Score: Raw -145158.050899 + Penalty 1664.813860 = -143493.237039 nChanged 38 SP:Iteration 19Q (6207.878121 sec): 3 clusters Score: Raw -145181.344923 + Penalty 1664.813860 = -143516.531064 nChanged 37 SP:Iteration 20F (6207.968992 sec): 3 clusters Score: Raw -145206.945427 + Penalty 1664.813860 = -143542.131567 nChanged 36 SP:Iteration 21Q (6208.059910 sec): 3 clusters Score: Raw -145224.170776 + Penalty 1664.813860 = -143559.356916 nChanged 28 SP:Iteration 22Q (6208.156549 sec): 3 clusters Score: Raw -145236.117795 + Penalty 1664.813860 = -143571.303936 nChanged 21 SP:Iteration 23Q (6208.259751 sec): 3 clusters Score: Raw -145243.690436 + Penalty 1664.813860 = -143578.876576 nChanged 19 SP:Iteration 24Q (6208.378758 sec): 3 clusters Score: Raw -145252.330981 + Penalty 1664.813860 = -143587.517121 nChanged 15 SP:Iteration 25Q (6208.461003 sec): 3 clusters Score: Raw -145258.561721 + Penalty 1664.813860 = -143593.747861 nChanged 14 SP:Iteration 26Q (6208.566321 sec): 3 clusters Score: Raw -145263.439631 + Penalty 1664.813860 = -143598.625772 nChanged 11 SP:Iteration 27Q (6208.619992 sec): 3 clusters Score: Raw -145267.011138 + Penalty 1664.813860 = -143602.197278 nChanged 11 SP:Iteration 28Q (6208.684716 sec): 3 clusters Score: Raw -145270.050259 + Penalty 1664.813860 = -143605.236399 nChanged 8 SP:Iteration 29Q (6208.789145 sec): 3 clusters Score: Raw -145271.963722 + Penalty 1664.813860 = -143607.149863 nChanged 8 SP:Iteration 30Q (6208.883453 sec): 3 clusters Score: Raw -145274.249201 + Penalty 1664.813860 = -143609.435342 nChanged 4 SP:Iteration 31Q (6208.976201 sec): 3 clusters Score: Raw -145275.659812 + Penalty 1664.813860 = -143610.845953 nChanged 2 SP:Iteration 32Q (6209.066221 sec): 3 clusters Score: Raw -145276.196979 + Penalty 1664.813860 = -143611.383120 nChanged 2 SP:Iteration 33Q (6209.133353 sec): 3 clusters Score: Raw -145276.526255 + Penalty 1664.813860 = -143611.712395 nChanged 2 SP:Iteration 34Q (6209.228991 sec): 3 clusters Score: Raw -145276.992535 + Penalty 1664.813860 = -143612.178675 nChanged 4 SP:Iteration 35Q (6209.337369 sec): 3 clusters Score: Raw -145277.666921 + Penalty 1664.813860 = -143612.853061 nChanged 4 SP:Iteration 36Q (6209.445675 sec): 3 clusters Score: Raw -145278.198559 + Penalty 1664.813860 = -143613.384699 nChanged 4 SP:Iteration 37Q (6209.562281 sec): 3 clusters Score: Raw -145278.694163 + Penalty 1664.813860 = -143613.880304 nChanged 1 SP:Iteration 38Q (6209.659078 sec): 3 clusters Score: Raw -145279.027308 + Penalty 1664.813860 = -143614.213448 nChanged 1 SP:Iteration 39Q (6209.754958 sec): 3 clusters Score: Raw -145279.180187 + Penalty 1664.813860 = -143614.366328 nChanged 1 SP:Iteration 40F (6209.825931 sec): 3 clusters Score: Raw -145279.526409 + Penalty 1664.813860 = -143614.712550 nChanged 0 Trying to split cluster 14 (7019 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6209.914706 sec): 2 clusters Score: Raw -396581.471906 + Penalty 929.919484 = -395651.552423 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6210.011843 sec): 3 clusters Score: Raw -392617.877860 + Penalty 1859.838968 = -390758.038892 nChanged 3064 SP:Iteration 1F (6210.122778 sec): 3 clusters Score: Raw -394706.476297 + Penalty 1859.838968 = -392846.637330 nChanged 602 SP:Iteration 2F (6210.237292 sec): 3 clusters Score: Raw -395237.376182 + Penalty 1859.838968 = -393377.537214 nChanged 554 SP:Iteration 3F (6210.336508 sec): 3 clusters Score: Raw -395613.253288 + Penalty 1859.838968 = -393753.414321 nChanged 406 SP:Iteration 4F (6210.442022 sec): 3 clusters Score: Raw -395798.717197 + Penalty 1859.838968 = -393938.878229 nChanged 308 SP:Iteration 5Q (6210.570164 sec): 3 clusters Score: Raw -395914.877292 + Penalty 1859.838968 = -394055.038324 nChanged 202 SP:Iteration 6Q (6210.684574 sec): 3 clusters Score: Raw -395981.158704 + Penalty 1859.838968 = -394121.319736 nChanged 151 SP:Iteration 7Q (6210.805657 sec): 3 clusters Score: Raw -396020.613893 + Penalty 1859.838968 = -394160.774925 nChanged 111 SP:Iteration 8Q (6210.933441 sec): 3 clusters Score: Raw -396044.159577 + Penalty 1859.838968 = -394184.320610 nChanged 79 SP:Iteration 9Q (6211.043435 sec): 3 clusters Score: Raw -396061.698644 + Penalty 1859.838968 = -394201.859676 nChanged 78 SP:Iteration 10Q (6211.137090 sec): 3 clusters Score: Raw -396077.849747 + Penalty 1859.838968 = -394218.010779 nChanged 74 SP:Iteration 11Q (6211.239422 sec): 3 clusters Score: Raw -396091.935355 + Penalty 1859.838968 = -394232.096388 nChanged 75 SP:Iteration 12Q (6211.322971 sec): 3 clusters Score: Raw -396110.552731 + Penalty 1859.838968 = -394250.713763 nChanged 92 SP:Iteration 13Q (6211.443251 sec): 3 clusters Score: Raw -396134.415034 + Penalty 1859.838968 = -394274.576066 nChanged 83 SP:Iteration 14Q (6211.560634 sec): 3 clusters Score: Raw -396152.878540 + Penalty 1859.838968 = -394293.039572 nChanged 87 SP:Iteration 15Q (6211.663615 sec): 3 clusters Score: Raw -396175.335116 + Penalty 1859.838968 = -394315.496148 nChanged 91 SP:Iteration 16Q (6211.760541 sec): 3 clusters Score: Raw -396200.010590 + Penalty 1859.838968 = -394340.171622 nChanged 77 SP:Iteration 17Q (6211.878547 sec): 3 clusters Score: Raw -396218.315323 + Penalty 1859.838968 = -394358.476355 nChanged 83 SP:Iteration 18Q (6211.998242 sec): 3 clusters Score: Raw -396240.050103 + Penalty 1859.838968 = -394380.211135 nChanged 86 SP:Iteration 19Q (6212.127807 sec): 3 clusters Score: Raw -396268.341424 + Penalty 1859.838968 = -394408.502456 nChanged 81 SP:Iteration 20F (6212.221870 sec): 3 clusters Score: Raw -396293.245581 + Penalty 1859.838968 = -394433.406613 nChanged 83 SP:Iteration 21Q (6212.324262 sec): 3 clusters Score: Raw -396321.361947 + Penalty 1859.838968 = -394461.522979 nChanged 94 SP:Iteration 22Q (6212.437073 sec): 3 clusters Score: Raw -396357.469658 + Penalty 1859.838968 = -394497.630690 nChanged 71 SP:Iteration 23Q (6212.537188 sec): 3 clusters Score: Raw -396376.742309 + Penalty 1859.838968 = -394516.903341 nChanged 66 SP:Iteration 24Q (6212.650182 sec): 3 clusters Score: Raw -396394.592085 + Penalty 1859.838968 = -394534.753117 nChanged 68 SP:Iteration 25Q (6212.760516 sec): 3 clusters Score: Raw -396411.816098 + Penalty 1859.838968 = -394551.977130 nChanged 62 SP:Iteration 26Q (6212.864715 sec): 3 clusters Score: Raw -396431.002311 + Penalty 1859.838968 = -394571.163343 nChanged 59 SP:Iteration 27Q (6212.981031 sec): 3 clusters Score: Raw -396451.463457 + Penalty 1859.838968 = -394591.624490 nChanged 68 SP:Iteration 28Q (6213.093566 sec): 3 clusters Score: Raw -396474.780236 + Penalty 1859.838968 = -394614.941268 nChanged 63 SP:Iteration 29Q (6213.197614 sec): 3 clusters Score: Raw -396499.355451 + Penalty 1859.838968 = -394639.516483 nChanged 67 SP:Iteration 30Q (6213.305278 sec): 3 clusters Score: Raw -396523.176067 + Penalty 1859.838968 = -394663.337099 nChanged 51 SP:Iteration 31Q (6213.419302 sec): 3 clusters Score: Raw -396537.121953 + Penalty 1859.838968 = -394677.282985 nChanged 44 SP:Iteration 32Q (6213.522262 sec): 3 clusters Score: Raw -396547.047615 + Penalty 1859.838968 = -394687.208648 nChanged 36 SP:Iteration 33Q (6213.637036 sec): 3 clusters Score: Raw -396557.006494 + Penalty 1859.838968 = -394697.167526 nChanged 41 SP:Iteration 34Q (6213.743391 sec): 3 clusters Score: Raw -396570.423591 + Penalty 1859.838968 = -394710.584623 nChanged 36 SP:Iteration 35Q (6213.837370 sec): 3 clusters Score: Raw -396581.156471 + Penalty 1859.838968 = -394721.317503 nChanged 35 SP:Iteration 36Q (6213.966129 sec): 3 clusters Score: Raw -396591.707879 + Penalty 1859.838968 = -394731.868912 nChanged 39 SP:Iteration 37Q (6214.062409 sec): 3 clusters Score: Raw -396602.970267 + Penalty 1859.838968 = -394743.131299 nChanged 44 SP:Iteration 38Q (6214.164165 sec): 3 clusters Score: Raw -396614.806258 + Penalty 1859.838968 = -394754.967290 nChanged 44 SP:Iteration 39Q (6214.271369 sec): 3 clusters Score: Raw -396628.522560 + Penalty 1859.838968 = -394768.683592 nChanged 37 SP:Iteration 40F (6214.378348 sec): 3 clusters Score: Raw -396641.294911 + Penalty 1859.838968 = -394781.455943 nChanged 37 SP:Iteration 41Q (6214.506400 sec): 3 clusters Score: Raw -396655.322644 + Penalty 1859.838968 = -394795.483676 nChanged 29 SP:Iteration 42Q (6214.635120 sec): 3 clusters Score: Raw -396668.125754 + Penalty 1859.838968 = -394808.286786 nChanged 35 SP:Iteration 43Q (6214.738742 sec): 3 clusters Score: Raw -396683.654195 + Penalty 1859.838968 = -394823.815227 nChanged 34 SP:Iteration 44Q (6214.861191 sec): 3 clusters Score: Raw -396702.462265 + Penalty 1859.838968 = -394842.623297 nChanged 44 SP:Iteration 45Q (6214.982498 sec): 3 clusters Score: Raw -396724.799832 + Penalty 1859.838968 = -394864.960864 nChanged 41 SP:Iteration 46Q (6215.070342 sec): 3 clusters Score: Raw -396743.176675 + Penalty 1859.838968 = -394883.337707 nChanged 33 SP:Iteration 47Q (6215.196756 sec): 3 clusters Score: Raw -396758.395148 + Penalty 1859.838968 = -394898.556180 nChanged 36 SP:Iteration 48Q (6215.291151 sec): 3 clusters Score: Raw -396774.235208 + Penalty 1859.838968 = -394914.396240 nChanged 38 SP:Iteration 49Q (6215.388114 sec): 3 clusters Score: Raw -396790.062438 + Penalty 1859.838968 = -394930.223470 nChanged 26 SP:Iteration 50Q (6215.487574 sec): 3 clusters Score: Raw -396799.084625 + Penalty 1859.838968 = -394939.245658 nChanged 28 SP:Iteration 51Q (6215.582988 sec): 3 clusters Score: Raw -396808.105747 + Penalty 1859.838968 = -394948.266779 nChanged 25 SP:Iteration 52Q (6215.677578 sec): 3 clusters Score: Raw -396815.459256 + Penalty 1859.838968 = -394955.620288 nChanged 20 SP:Iteration 53Q (6215.785278 sec): 3 clusters Score: Raw -396819.960709 + Penalty 1859.838968 = -394960.121741 nChanged 13 SP:Iteration 54Q (6215.900923 sec): 3 clusters Score: Raw -396824.995613 + Penalty 1859.838968 = -394965.156645 nChanged 13 SP:Iteration 55Q (6216.063389 sec): 3 clusters Score: Raw -396830.401306 + Penalty 1859.838968 = -394970.562339 nChanged 14 SP:Iteration 56Q (6216.162079 sec): 3 clusters Score: Raw -396835.539976 + Penalty 1859.838968 = -394975.701009 nChanged 11 SP:Iteration 57Q (6216.286504 sec): 3 clusters Score: Raw -396840.183290 + Penalty 1859.838968 = -394980.344323 nChanged 10 SP:Iteration 58Q (6216.397465 sec): 3 clusters Score: Raw -396843.844666 + Penalty 1859.838968 = -394984.005699 nChanged 10 SP:Iteration 59Q (6216.513785 sec): 3 clusters Score: Raw -396848.540580 + Penalty 1859.838968 = -394988.701612 nChanged 12 SP:Iteration 60F (6216.610862 sec): 3 clusters Score: Raw -396855.508236 + Penalty 1859.838968 = -394995.669268 nChanged 11 SP:Iteration 61Q (6216.724568 sec): 3 clusters Score: Raw -396861.761502 + Penalty 1859.838968 = -395001.922534 nChanged 17 SP:Iteration 62Q (6216.829910 sec): 3 clusters Score: Raw -396870.168226 + Penalty 1859.838968 = -395010.329258 nChanged 13 SP:Iteration 63Q (6216.941489 sec): 3 clusters Score: Raw -396875.538712 + Penalty 1859.838968 = -395015.699744 nChanged 10 SP:Iteration 64Q (6217.074410 sec): 3 clusters Score: Raw -396878.492410 + Penalty 1859.838968 = -395018.653442 nChanged 9 SP:Iteration 65Q (6217.156524 sec): 3 clusters Score: Raw -396880.871581 + Penalty 1859.838968 = -395021.032613 nChanged 7 SP:Iteration 66Q (6217.248786 sec): 3 clusters Score: Raw -396883.121385 + Penalty 1859.838968 = -395023.282417 nChanged 7 SP:Iteration 67Q (6217.327930 sec): 3 clusters Score: Raw -396885.189409 + Penalty 1859.838968 = -395025.350441 nChanged 8 SP:Iteration 68Q (6217.434407 sec): 3 clusters Score: Raw -396888.703255 + Penalty 1859.838968 = -395028.864288 nChanged 4 SP:Iteration 69Q (6217.547195 sec): 3 clusters Score: Raw -396889.884858 + Penalty 1859.838968 = -395030.045891 nChanged 4 SP:Iteration 70Q (6217.655711 sec): 3 clusters Score: Raw -396891.891435 + Penalty 1859.838968 = -395032.052467 nChanged 4 SP:Iteration 71Q (6217.767525 sec): 3 clusters Score: Raw -396893.345066 + Penalty 1859.838968 = -395033.506099 nChanged 4 SP:Iteration 72Q (6217.890038 sec): 3 clusters Score: Raw -396893.987149 + Penalty 1859.838968 = -395034.148181 nChanged 2 SP:Iteration 73Q (6217.991498 sec): 3 clusters Score: Raw -396894.527518 + Penalty 1859.838968 = -395034.688550 nChanged 1 SP:Iteration 74Q (6218.103600 sec): 3 clusters Score: Raw -396894.929679 + Penalty 1859.838968 = -395035.090711 nChanged 1 SP:Iteration 75Q (6218.210892 sec): 3 clusters Score: Raw -396895.122736 + Penalty 1859.838968 = -395035.283768 nChanged 0 SP:Iteration 76F (6218.341112 sec): 3 clusters Score: Raw -396895.122736 + Penalty 1859.838968 = -395035.283768 nChanged 0 Trying to split cluster 15 (12213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6218.422595 sec): 2 clusters Score: Raw -732226.823286 + Penalty 988.076905 = -731238.746381 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6218.568289 sec): 3 clusters Score: Raw -724949.444739 + Penalty 1976.153810 = -722973.290929 nChanged 5529 SP:Iteration 1F (6218.672829 sec): 3 clusters Score: Raw -728552.882680 + Penalty 1976.153810 = -726576.728871 nChanged 1020 SP:Iteration 2F (6218.799774 sec): 3 clusters Score: Raw -729288.477983 + Penalty 1976.153810 = -727312.324173 nChanged 947 SP:Iteration 3F (6218.921079 sec): 3 clusters Score: Raw -729949.427233 + Penalty 1976.153810 = -727973.273423 nChanged 810 SP:Iteration 4F (6218.977159 sec): 3 clusters Score: Raw -730442.301818 + Penalty 1976.153810 = -728466.148008 nChanged 628 SP:Iteration 5F (6219.115276 sec): 3 clusters Score: Raw -730781.560237 + Penalty 1976.153810 = -728805.406427 nChanged 448 SP:Iteration 6Q (6219.235940 sec): 3 clusters Score: Raw -730982.579666 + Penalty 1976.153810 = -729006.425856 nChanged 323 SP:Iteration 7Q (6219.362969 sec): 3 clusters Score: Raw -731115.027741 + Penalty 1976.153810 = -729138.873932 nChanged 237 SP:Iteration 8Q (6219.538130 sec): 3 clusters Score: Raw -731211.867738 + Penalty 1976.153810 = -729235.713928 nChanged 211 SP:Iteration 9Q (6219.654497 sec): 3 clusters Score: Raw -731289.885575 + Penalty 1976.153810 = -729313.731765 nChanged 180 SP:Iteration 10Q (6219.791339 sec): 3 clusters Score: Raw -731348.177321 + Penalty 1976.153810 = -729372.023512 nChanged 164 SP:Iteration 11Q (6219.910239 sec): 3 clusters Score: Raw -731398.736372 + Penalty 1976.153810 = -729422.582563 nChanged 137 SP:Iteration 12Q (6220.017597 sec): 3 clusters Score: Raw -731436.412204 + Penalty 1976.153810 = -729460.258394 nChanged 122 SP:Iteration 13Q (6220.151049 sec): 3 clusters Score: Raw -731473.870317 + Penalty 1976.153810 = -729497.716507 nChanged 117 SP:Iteration 14Q (6220.254422 sec): 3 clusters Score: Raw -731507.802737 + Penalty 1976.153810 = -729531.648927 nChanged 120 SP:Iteration 15Q (6220.375931 sec): 3 clusters Score: Raw -731546.662065 + Penalty 1976.153810 = -729570.508255 nChanged 128 SP:Iteration 16Q (6220.516804 sec): 3 clusters Score: Raw -731593.683522 + Penalty 1976.153810 = -729617.529712 nChanged 128 SP:Iteration 17Q (6220.638280 sec): 3 clusters Score: Raw -731638.572344 + Penalty 1976.153810 = -729662.418534 nChanged 134 SP:Iteration 18Q (6220.747844 sec): 3 clusters Score: Raw -731690.824910 + Penalty 1976.153810 = -729714.671101 nChanged 142 SP:Iteration 19Q (6220.883981 sec): 3 clusters Score: Raw -731750.710736 + Penalty 1976.153810 = -729774.556926 nChanged 142 SP:Iteration 20F (6221.002114 sec): 3 clusters Score: Raw -731821.668876 + Penalty 1976.153810 = -729845.515067 nChanged 147 SP:Iteration 21Q (6221.138941 sec): 3 clusters Score: Raw -731900.581826 + Penalty 1976.153810 = -729924.428016 nChanged 159 SP:Iteration 22Q (6221.250927 sec): 3 clusters Score: Raw -731979.942663 + Penalty 1976.153810 = -730003.788853 nChanged 144 SP:Iteration 23Q (6221.355975 sec): 3 clusters Score: Raw -732044.912703 + Penalty 1976.153810 = -730068.758893 nChanged 128 SP:Iteration 24Q (6221.479943 sec): 3 clusters Score: Raw -732092.698005 + Penalty 1976.153810 = -730116.544195 nChanged 119 SP:Iteration 25Q (6221.582914 sec): 3 clusters Score: Raw -732133.673612 + Penalty 1976.153810 = -730157.519802 nChanged 109 SP:Iteration 26Q (6221.703601 sec): 3 clusters Score: Raw -732169.100091 + Penalty 1976.153810 = -730192.946282 nChanged 86 SP:Iteration 27Q (6221.818281 sec): 3 clusters Score: Raw -732190.983912 + Penalty 1976.153810 = -730214.830102 nChanged 69 SP:Iteration 28Q (6221.948491 sec): 3 clusters Score: Raw -732205.684317 + Penalty 1976.153810 = -730229.530507 nChanged 57 SP:Iteration 29Q (6222.070447 sec): 3 clusters Score: Raw -732218.334915 + Penalty 1976.153810 = -730242.181105 nChanged 59 SP:Iteration 30Q (6222.217058 sec): 3 clusters Score: Raw -732232.107724 + Penalty 1976.153810 = -730255.953915 nChanged 47 SP:Iteration 31Q (6222.360451 sec): 3 clusters Score: Raw -732245.005167 + Penalty 1976.153810 = -730268.851357 nChanged 51 SP:Iteration 32Q (6222.463483 sec): 3 clusters Score: Raw -732258.424010 + Penalty 1976.153810 = -730282.270201 nChanged 47 SP:Iteration 33Q (6222.588630 sec): 3 clusters Score: Raw -732269.811541 + Penalty 1976.153810 = -730293.657731 nChanged 46 SP:Iteration 34Q (6222.765328 sec): 3 clusters Score: Raw -732278.751487 + Penalty 1976.153810 = -730302.597677 nChanged 42 SP:Iteration 35Q (6222.853747 sec): 3 clusters Score: Raw -732285.965978 + Penalty 1976.153810 = -730309.812168 nChanged 31 SP:Iteration 36Q (6222.958951 sec): 3 clusters Score: Raw -732291.850083 + Penalty 1976.153810 = -730315.696274 nChanged 29 SP:Iteration 37Q (6223.076745 sec): 3 clusters Score: Raw -732297.342459 + Penalty 1976.153810 = -730321.188649 nChanged 26 SP:Iteration 38Q (6223.216957 sec): 3 clusters Score: Raw -732302.965212 + Penalty 1976.153810 = -730326.811402 nChanged 24 SP:Iteration 39Q (6223.356488 sec): 3 clusters Score: Raw -732310.275516 + Penalty 1976.153810 = -730334.121707 nChanged 34 SP:Iteration 40F (6223.460252 sec): 3 clusters Score: Raw -732318.296068 + Penalty 1976.153810 = -730342.142258 nChanged 29 SP:Iteration 41Q (6223.591168 sec): 3 clusters Score: Raw -732324.604495 + Penalty 1976.153810 = -730348.450685 nChanged 31 SP:Iteration 42Q (6223.702075 sec): 3 clusters Score: Raw -732331.709292 + Penalty 1976.153810 = -730355.555482 nChanged 25 SP:Iteration 43Q (6223.819949 sec): 3 clusters Score: Raw -732336.655157 + Penalty 1976.153810 = -730360.501347 nChanged 25 SP:Iteration 44Q (6223.953493 sec): 3 clusters Score: Raw -732342.330066 + Penalty 1976.153810 = -730366.176256 nChanged 26 SP:Iteration 45Q (6224.084206 sec): 3 clusters Score: Raw -732347.933898 + Penalty 1976.153810 = -730371.780088 nChanged 31 SP:Iteration 46Q (6224.194131 sec): 3 clusters Score: Raw -732356.999129 + Penalty 1976.153810 = -730380.845319 nChanged 26 SP:Iteration 47Q (6224.346776 sec): 3 clusters Score: Raw -732363.335329 + Penalty 1976.153810 = -730387.181519 nChanged 24 SP:Iteration 48Q (6224.480988 sec): 3 clusters Score: Raw -732368.300265 + Penalty 1976.153810 = -730392.146455 nChanged 24 SP:Iteration 49Q (6224.616243 sec): 3 clusters Score: Raw -732372.669665 + Penalty 1976.153810 = -730396.515856 nChanged 20 SP:Iteration 50Q (6224.736227 sec): 3 clusters Score: Raw -732377.034571 + Penalty 1976.153810 = -730400.880761 nChanged 21 SP:Iteration 51Q (6224.859354 sec): 3 clusters Score: Raw -732383.185239 + Penalty 1976.153810 = -730407.031429 nChanged 26 SP:Iteration 52Q (6224.984609 sec): 3 clusters Score: Raw -732390.885177 + Penalty 1976.153810 = -730414.731367 nChanged 29 SP:Iteration 53Q (6225.119885 sec): 3 clusters Score: Raw -732396.673094 + Penalty 1976.153810 = -730420.519284 nChanged 26 SP:Iteration 54Q (6225.214229 sec): 3 clusters Score: Raw -732402.127318 + Penalty 1976.153810 = -730425.973508 nChanged 20 SP:Iteration 55Q (6225.334974 sec): 3 clusters Score: Raw -732407.005494 + Penalty 1976.153810 = -730430.851684 nChanged 19 SP:Iteration 56Q (6225.448750 sec): 3 clusters Score: Raw -732410.107278 + Penalty 1976.153810 = -730433.953468 nChanged 18 SP:Iteration 57Q (6225.557521 sec): 3 clusters Score: Raw -732413.003531 + Penalty 1976.153810 = -730436.849722 nChanged 12 SP:Iteration 58Q (6225.696147 sec): 3 clusters Score: Raw -732415.670076 + Penalty 1976.153810 = -730439.516266 nChanged 14 SP:Iteration 59Q (6225.858240 sec): 3 clusters Score: Raw -732419.008508 + Penalty 1976.153810 = -730442.854698 nChanged 21 SP:Iteration 60F (6225.955954 sec): 3 clusters Score: Raw -732423.985026 + Penalty 1976.153810 = -730447.831216 nChanged 12 SP:Iteration 61Q (6226.064556 sec): 3 clusters Score: Raw -732426.638082 + Penalty 1976.153810 = -730450.484272 nChanged 13 SP:Iteration 62Q (6226.201691 sec): 3 clusters Score: Raw -732429.798386 + Penalty 1976.153810 = -730453.644576 nChanged 11 SP:Iteration 63Q (6226.288608 sec): 3 clusters Score: Raw -732431.847340 + Penalty 1976.153810 = -730455.693530 nChanged 11 SP:Iteration 64Q (6226.418923 sec): 3 clusters Score: Raw -732433.440005 + Penalty 1976.153810 = -730457.286195 nChanged 8 SP:Iteration 65Q (6226.538417 sec): 3 clusters Score: Raw -732434.952991 + Penalty 1976.153810 = -730458.799182 nChanged 6 SP:Iteration 66Q (6226.650659 sec): 3 clusters Score: Raw -732435.783823 + Penalty 1976.153810 = -730459.630013 nChanged 6 SP:Iteration 67Q (6226.778231 sec): 3 clusters Score: Raw -732436.967069 + Penalty 1976.153810 = -730460.813259 nChanged 5 SP:Iteration 68Q (6226.894611 sec): 3 clusters Score: Raw -732437.703920 + Penalty 1976.153810 = -730461.550110 nChanged 4 SP:Iteration 69Q (6227.007198 sec): 3 clusters Score: Raw -732438.843453 + Penalty 1976.153810 = -730462.689643 nChanged 5 SP:Iteration 70Q (6227.128901 sec): 3 clusters Score: Raw -732440.006021 + Penalty 1976.153810 = -730463.852211 nChanged 6 SP:Iteration 71Q (6227.263873 sec): 3 clusters Score: Raw -732440.966264 + Penalty 1976.153810 = -730464.812454 nChanged 6 SP:Iteration 72Q (6227.417309 sec): 3 clusters Score: Raw -732441.653245 + Penalty 1976.153810 = -730465.499435 nChanged 3 SP:Iteration 73Q (6227.557044 sec): 3 clusters Score: Raw -732441.966940 + Penalty 1976.153810 = -730465.813130 nChanged 3 SP:Iteration 74Q (6227.692838 sec): 3 clusters Score: Raw -732442.209206 + Penalty 1976.153810 = -730466.055396 nChanged 2 SP:Iteration 75Q (6227.820459 sec): 3 clusters Score: Raw -732442.577236 + Penalty 1976.153810 = -730466.423426 nChanged 2 SP:Iteration 76Q (6227.965970 sec): 3 clusters Score: Raw -732442.728747 + Penalty 1976.153810 = -730466.574938 nChanged 1 SP:Iteration 77Q (6228.063691 sec): 3 clusters Score: Raw -732442.950045 + Penalty 1976.153810 = -730466.796235 nChanged 3 SP:Iteration 78Q (6228.200446 sec): 3 clusters Score: Raw -732443.104678 + Penalty 1976.153810 = -730466.950868 nChanged 0 SP:Iteration 79F (6228.326365 sec): 3 clusters Score: Raw -732443.104678 + Penalty 1976.153810 = -730466.950868 nChanged 0 Trying to split cluster 16 (1281 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6228.397488 sec): 2 clusters Score: Raw -60930.137879 + Penalty 751.316612 = -60178.821267 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6228.504971 sec): 3 clusters Score: Raw -60402.386256 + Penalty 1502.633223 = -58899.753033 nChanged 461 SP:Iteration 1F (6228.628491 sec): 3 clusters Score: Raw -60774.666380 + Penalty 1502.633223 = -59272.033156 nChanged 120 SP:Iteration 2F (6228.700916 sec): 3 clusters Score: Raw -60911.338048 + Penalty 1502.633223 = -59408.704824 nChanged 84 SP:Iteration 3F (6228.818105 sec): 3 clusters Score: Raw -61043.849467 + Penalty 1502.633223 = -59541.216244 nChanged 72 SP:Iteration 4F (6228.944852 sec): 3 clusters Score: Raw -61181.528164 + Penalty 1502.633223 = -59678.894941 nChanged 80 SP:Iteration 5F (6229.066697 sec): 3 clusters Score: Raw -61316.135470 + Penalty 1502.633223 = -59813.502247 nChanged 71 SP:Iteration 6F (6229.158338 sec): 3 clusters Score: Raw -61429.515654 + Penalty 1502.633223 = -59926.882430 nChanged 58 SP:Iteration 7Q (6229.260872 sec): 3 clusters Score: Raw -61494.381861 + Penalty 1502.633223 = -59991.748638 nChanged 30 SP:Iteration 8Q (6229.365288 sec): 3 clusters Score: Raw -61517.406411 + Penalty 1502.633223 = -60014.773188 nChanged 25 SP:Iteration 9Q (6229.500011 sec): 3 clusters Score: Raw -61537.181895 + Penalty 1502.633223 = -60034.548672 nChanged 15 SP:Iteration 10Q (6229.592546 sec): 3 clusters Score: Raw -61545.946904 + Penalty 1502.633223 = -60043.313681 nChanged 4 SP:Iteration 11Q (6229.707278 sec): 3 clusters Score: Raw -61548.541920 + Penalty 1502.633223 = -60045.908697 nChanged 5 SP:Iteration 12Q (6229.807827 sec): 3 clusters Score: Raw -61556.843289 + Penalty 1502.633223 = -60054.210066 nChanged 7 SP:Iteration 13Q (6229.910866 sec): 3 clusters Score: Raw -61562.352210 + Penalty 1502.633223 = -60059.718986 nChanged 4 SP:Iteration 14Q (6230.020217 sec): 3 clusters Score: Raw -61564.850756 + Penalty 1502.633223 = -60062.217533 nChanged 1 SP:Iteration 15Q (6230.093628 sec): 3 clusters Score: Raw -61565.496310 + Penalty 1502.633223 = -60062.863087 nChanged 0 SP:Iteration 16F (6230.183197 sec): 3 clusters Score: Raw -61565.496310 + Penalty 1502.633223 = -60062.863087 nChanged 0 Trying to split cluster 17 (1315 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6230.265815 sec): 2 clusters Score: Raw -65016.671415 + Penalty 754.067154 = -64262.604261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6230.356247 sec): 3 clusters Score: Raw -64443.086106 + Penalty 1508.134308 = -62934.951798 nChanged 484 SP:Iteration 1F (6230.460847 sec): 3 clusters Score: Raw -64818.764572 + Penalty 1508.134308 = -63310.630263 nChanged 124 SP:Iteration 2F (6230.573577 sec): 3 clusters Score: Raw -64967.772693 + Penalty 1508.134308 = -63459.638385 nChanged 84 SP:Iteration 3F (6230.708790 sec): 3 clusters Score: Raw -65078.102867 + Penalty 1508.134308 = -63569.968558 nChanged 78 SP:Iteration 4F (6230.789385 sec): 3 clusters Score: Raw -65170.840242 + Penalty 1508.134308 = -63662.705933 nChanged 67 SP:Iteration 5F (6230.884056 sec): 3 clusters Score: Raw -65250.452044 + Penalty 1508.134308 = -63742.317735 nChanged 56 SP:Iteration 6Q (6230.975000 sec): 3 clusters Score: Raw -65296.282687 + Penalty 1508.134308 = -63788.148379 nChanged 46 SP:Iteration 7Q (6231.067481 sec): 3 clusters Score: Raw -65330.353845 + Penalty 1508.134308 = -63822.219536 nChanged 34 SP:Iteration 8Q (6231.165437 sec): 3 clusters Score: Raw -65359.453240 + Penalty 1508.134308 = -63851.318932 nChanged 33 SP:Iteration 9Q (6231.252013 sec): 3 clusters Score: Raw -65385.824629 + Penalty 1508.134308 = -63877.690321 nChanged 34 SP:Iteration 10Q (6231.345240 sec): 3 clusters Score: Raw -65415.593042 + Penalty 1508.134308 = -63907.458733 nChanged 30 SP:Iteration 11Q (6231.480223 sec): 3 clusters Score: Raw -65447.007496 + Penalty 1508.134308 = -63938.873187 nChanged 31 SP:Iteration 12Q (6231.554983 sec): 3 clusters Score: Raw -65470.660078 + Penalty 1508.134308 = -63962.525769 nChanged 22 SP:Iteration 13Q (6231.672558 sec): 3 clusters Score: Raw -65483.867936 + Penalty 1508.134308 = -63975.733628 nChanged 16 SP:Iteration 14Q (6231.765120 sec): 3 clusters Score: Raw -65494.808627 + Penalty 1508.134308 = -63986.674319 nChanged 10 SP:Iteration 15Q (6231.846531 sec): 3 clusters Score: Raw -65500.409826 + Penalty 1508.134308 = -63992.275517 nChanged 8 SP:Iteration 16Q (6231.939846 sec): 3 clusters Score: Raw -65510.460761 + Penalty 1508.134308 = -64002.326453 nChanged 4 SP:Iteration 17Q (6232.041938 sec): 3 clusters Score: Raw -65514.303668 + Penalty 1508.134308 = -64006.169359 nChanged 5 SP:Iteration 18Q (6232.126872 sec): 3 clusters Score: Raw -65517.131220 + Penalty 1508.134308 = -64008.996912 nChanged 7 SP:Iteration 19Q (6232.205359 sec): 3 clusters Score: Raw -65520.819663 + Penalty 1508.134308 = -64012.685355 nChanged 6 SP:Iteration 20F (6232.289723 sec): 3 clusters Score: Raw -65524.519171 + Penalty 1508.134308 = -64016.384862 nChanged 7 SP:Iteration 21Q (6232.376794 sec): 3 clusters Score: Raw -65530.317656 + Penalty 1508.134308 = -64022.183348 nChanged 3 SP:Iteration 22Q (6232.506381 sec): 3 clusters Score: Raw -65532.104856 + Penalty 1508.134308 = -64023.970547 nChanged 2 SP:Iteration 23Q (6232.606023 sec): 3 clusters Score: Raw -65532.528865 + Penalty 1508.134308 = -64024.394556 nChanged 0 SP:Iteration 24F (6232.741838 sec): 3 clusters Score: Raw -65532.528865 + Penalty 1508.134308 = -64024.394556 nChanged 0 Trying to split cluster 18 (2686 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6232.801397 sec): 2 clusters Score: Raw -164064.284455 + Penalty 829.059880 = -163235.224576 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6232.919568 sec): 3 clusters Score: Raw -162707.847613 + Penalty 1658.119759 = -161049.727854 nChanged 1061 SP:Iteration 1F (6233.036311 sec): 3 clusters Score: Raw -163339.889605 + Penalty 1658.119759 = -161681.769846 nChanged 218 SP:Iteration 2F (6233.188419 sec): 3 clusters Score: Raw -163482.151498 + Penalty 1658.119759 = -161824.031739 nChanged 159 SP:Iteration 3F (6233.293767 sec): 3 clusters Score: Raw -163586.328676 + Penalty 1658.119759 = -161928.208917 nChanged 139 SP:Iteration 4F (6233.380710 sec): 3 clusters Score: Raw -163686.607417 + Penalty 1658.119759 = -162028.487657 nChanged 129 SP:Iteration 5Q (6233.483497 sec): 3 clusters Score: Raw -163776.832624 + Penalty 1658.119759 = -162118.712865 nChanged 121 SP:Iteration 6Q (6233.598120 sec): 3 clusters Score: Raw -163859.973190 + Penalty 1658.119759 = -162201.853431 nChanged 117 SP:Iteration 7Q (6233.751686 sec): 3 clusters Score: Raw -163947.853955 + Penalty 1658.119759 = -162289.734196 nChanged 118 SP:Iteration 8Q (6233.865699 sec): 3 clusters Score: Raw -164041.079598 + Penalty 1658.119759 = -162382.959839 nChanged 121 SP:Iteration 9Q (6233.978590 sec): 3 clusters Score: Raw -164122.870540 + Penalty 1658.119759 = -162464.750781 nChanged 78 SP:Iteration 10Q (6234.056783 sec): 3 clusters Score: Raw -164176.798193 + Penalty 1658.119759 = -162518.678433 nChanged 63 SP:Iteration 11Q (6234.164407 sec): 3 clusters Score: Raw -164215.973153 + Penalty 1658.119759 = -162557.853394 nChanged 59 SP:Iteration 12Q (6234.289813 sec): 3 clusters Score: Raw -164254.127136 + Penalty 1658.119759 = -162596.007377 nChanged 50 SP:Iteration 13Q (6234.401155 sec): 3 clusters Score: Raw -164281.209748 + Penalty 1658.119759 = -162623.089989 nChanged 31 SP:Iteration 14Q (6234.519345 sec): 3 clusters Score: Raw -164293.820618 + Penalty 1658.119759 = -162635.700859 nChanged 21 SP:Iteration 15Q (6234.646734 sec): 3 clusters Score: Raw -164303.045617 + Penalty 1658.119759 = -162644.925858 nChanged 16 SP:Iteration 16Q (6234.748763 sec): 3 clusters Score: Raw -164310.115622 + Penalty 1658.119759 = -162651.995863 nChanged 13 SP:Iteration 17Q (6234.830042 sec): 3 clusters Score: Raw -164316.862163 + Penalty 1658.119759 = -162658.742404 nChanged 15 SP:Iteration 18Q (6234.953925 sec): 3 clusters Score: Raw -164324.235212 + Penalty 1658.119759 = -162666.115453 nChanged 15 SP:Iteration 19Q (6235.065975 sec): 3 clusters Score: Raw -164331.339910 + Penalty 1658.119759 = -162673.220151 nChanged 15 SP:Iteration 20F (6235.161478 sec): 3 clusters Score: Raw -164340.199833 + Penalty 1658.119759 = -162682.080073 nChanged 18 SP:Iteration 21Q (6235.293992 sec): 3 clusters Score: Raw -164347.330844 + Penalty 1658.119759 = -162689.211085 nChanged 14 SP:Iteration 22Q (6235.404351 sec): 3 clusters Score: Raw -164352.499747 + Penalty 1658.119759 = -162694.379988 nChanged 10 SP:Iteration 23Q (6235.499716 sec): 3 clusters Score: Raw -164357.782087 + Penalty 1658.119759 = -162699.662328 nChanged 7 SP:Iteration 24Q (6235.623229 sec): 3 clusters Score: Raw -164359.846585 + Penalty 1658.119759 = -162701.726826 nChanged 4 SP:Iteration 25Q (6235.702240 sec): 3 clusters Score: Raw -164360.998742 + Penalty 1658.119759 = -162702.878983 nChanged 1 SP:Iteration 26Q (6235.786191 sec): 3 clusters Score: Raw -164361.222649 + Penalty 1658.119759 = -162703.102889 nChanged 0 SP:Iteration 27F (6235.877829 sec): 3 clusters Score: Raw -164361.222649 + Penalty 1658.119759 = -162703.102889 nChanged 0 Iteration 99Q (6237.487856 sec): 19 clusters Score: Raw -4223716.476887 + Penalty 21288.940409 = -4202427.536478 nChanged 65 Iteration 100F (6239.408382 sec): 19 clusters Score: Raw -4223778.690909 + Penalty 21288.940409 = -4202489.750500 nChanged 115 Iteration 101Q (6241.018095 sec): 19 clusters Score: Raw -4223811.278855 + Penalty 21288.940409 = -4202522.338447 nChanged 118 Iteration 102Q (6242.656579 sec): 19 clusters Score: Raw -4223835.811807 + Penalty 21288.940409 = -4202546.871398 nChanged 104 Iteration 103Q (6244.305908 sec): 19 clusters Score: Raw -4223854.155733 + Penalty 21288.940409 = -4202565.215324 nChanged 89 Iteration 104Q (6245.940149 sec): 19 clusters Score: Raw -4223867.547968 + Penalty 21288.940409 = -4202578.607559 nChanged 91 Iteration 105Q (6247.504949 sec): 19 clusters Score: Raw -4223879.948112 + Penalty 21288.940409 = -4202591.007704 nChanged 68 Iteration 106Q (6249.058756 sec): 19 clusters Score: Raw -4223891.279839 + Penalty 21288.940409 = -4202602.339430 nChanged 62 Iteration 107Q (6250.795804 sec): 19 clusters Score: Raw -4223899.997365 + Penalty 21288.940409 = -4202611.056956 nChanged 64 Iteration 108Q (6252.286079 sec): 19 clusters Score: Raw -4223908.267233 + Penalty 21288.940409 = -4202619.326825 nChanged 68 Iteration 109Q (6253.850349 sec): 19 clusters Score: Raw -4223916.906132 + Penalty 21288.940409 = -4202627.965724 nChanged 58 Iteration 110Q (6255.353923 sec): 19 clusters Score: Raw -4223923.967051 + Penalty 21288.940409 = -4202635.026643 nChanged 54 Iteration 111Q (6256.769651 sec): 19 clusters Score: Raw -4223929.200591 + Penalty 21288.940409 = -4202640.260182 nChanged 46 Iteration 112Q (6258.193090 sec): 19 clusters Score: Raw -4223932.827574 + Penalty 21288.940409 = -4202643.887165 nChanged 33 Iteration 113Q (6259.477849 sec): 19 clusters Score: Raw -4223935.949978 + Penalty 21288.940409 = -4202647.009570 nChanged 36 Iteration 114Q (6261.014645 sec): 19 clusters Score: Raw -4223940.679596 + Penalty 21288.940409 = -4202651.739187 nChanged 29 Iteration 115Q (6262.552931 sec): 19 clusters Score: Raw -4223946.562404 + Penalty 21288.940409 = -4202657.621995 nChanged 30 Iteration 116Q (6264.182476 sec): 19 clusters Score: Raw -4223951.421900 + Penalty 21288.940409 = -4202662.481491 nChanged 32 Iteration 117Q (6265.896362 sec): 19 clusters Score: Raw -4223956.351028 + Penalty 21288.940409 = -4202667.410620 nChanged 43 Iteration 118Q (6267.336279 sec): 19 clusters Score: Raw -4223964.152532 + Penalty 21288.940409 = -4202675.212124 nChanged 52 Iteration 119Q (6268.982839 sec): 19 clusters Score: Raw -4223975.212601 + Penalty 21288.940409 = -4202686.272192 nChanged 48 Iteration 120F (6271.322923 sec): 19 clusters Score: Raw -4223983.906611 + Penalty 21288.940409 = -4202694.966202 nChanged 61 Iteration 121Q (6273.057011 sec): 19 clusters Score: Raw -4223992.434295 + Penalty 21288.940409 = -4202703.493886 nChanged 56 Iteration 122Q (6274.730766 sec): 19 clusters Score: Raw -4223999.542653 + Penalty 21288.940409 = -4202710.602244 nChanged 44 Iteration 123Q (6276.604042 sec): 19 clusters Score: Raw -4224006.786861 + Penalty 21288.940409 = -4202717.846453 nChanged 65 Iteration 124Q (6278.309692 sec): 19 clusters Score: Raw -4224014.536671 + Penalty 21288.940409 = -4202725.596263 nChanged 66 Iteration 125Q (6280.020076 sec): 19 clusters Score: Raw -4224022.479951 + Penalty 21288.940409 = -4202733.539543 nChanged 47 Iteration 126Q (6281.595093 sec): 19 clusters Score: Raw -4224026.111302 + Penalty 21288.940409 = -4202737.170893 nChanged 33 Iteration 127Q (6283.249438 sec): 19 clusters Score: Raw -4224028.427998 + Penalty 21288.940409 = -4202739.487589 nChanged 32 Iteration 128Q (6285.093617 sec): 19 clusters Score: Raw -4224031.119636 + Penalty 21288.940409 = -4202742.179227 nChanged 25 Iteration 129Q (6286.842081 sec): 19 clusters Score: Raw -4224032.895150 + Penalty 21288.940409 = -4202743.954741 nChanged 15 Iteration 130Q (6288.571906 sec): 19 clusters Score: Raw -4224034.355209 + Penalty 21288.940409 = -4202745.414800 nChanged 9 Iteration 131Q (6290.352459 sec): 19 clusters Score: Raw -4224035.034138 + Penalty 21288.940409 = -4202746.093730 nChanged 5 Iteration 132Q (6292.008711 sec): 19 clusters Score: Raw -4224035.518474 + Penalty 21288.940409 = -4202746.578065 nChanged 4 Iteration 133Q (6293.591442 sec): 19 clusters Score: Raw -4224035.819460 + Penalty 21288.940409 = -4202746.879052 nChanged 2 Iteration 134Q (6295.341068 sec): 19 clusters Score: Raw -4224036.184249 + Penalty 21288.940409 = -4202747.243841 nChanged 6 Iteration 135Q (6297.054046 sec): 19 clusters Score: Raw -4224036.863744 + Penalty 21288.940409 = -4202747.923336 nChanged 4 Iteration 136Q (6298.838933 sec): 19 clusters Score: Raw -4224037.253913 + Penalty 21288.940409 = -4202748.313505 nChanged 3 Iteration 137Q (6300.555126 sec): 19 clusters Score: Raw -4224037.563672 + Penalty 21288.940409 = -4202748.623263 nChanged 0 Iteration 138F (6303.004374 sec): 19 clusters Score: Raw -4224037.563672 + Penalty 21288.940409 = -4202748.623263 nChanged 0 Compute initial score before splitting: Score: Raw -4224037.563672 + Penalty 21288.940409 = -4202748.623263 Trying to split cluster 1 (1227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6303.115894 sec): 2 clusters Score: Raw -55413.455978 + Penalty 746.794382 = -54666.661596 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6303.206543 sec): 3 clusters Score: Raw -54891.589206 + Penalty 1493.588763 = -53398.000443 nChanged 439 SP:Iteration 1F (6303.307150 sec): 3 clusters Score: Raw -55278.468998 + Penalty 1493.588763 = -53784.880235 nChanged 138 SP:Iteration 2F (6303.436792 sec): 3 clusters Score: Raw -55469.792494 + Penalty 1493.588763 = -53976.203731 nChanged 103 SP:Iteration 3F (6303.529488 sec): 3 clusters Score: Raw -55611.506728 + Penalty 1493.588763 = -54117.917964 nChanged 84 SP:Iteration 4F (6303.633771 sec): 3 clusters Score: Raw -55741.996022 + Penalty 1493.588763 = -54248.407258 nChanged 66 SP:Iteration 5F (6303.736449 sec): 3 clusters Score: Raw -55825.675257 + Penalty 1493.588763 = -54332.086493 nChanged 40 SP:Iteration 6Q (6303.839995 sec): 3 clusters Score: Raw -55872.634264 + Penalty 1493.588763 = -54379.045501 nChanged 29 SP:Iteration 7Q (6303.949447 sec): 3 clusters Score: Raw -55905.130981 + Penalty 1493.588763 = -54411.542218 nChanged 26 SP:Iteration 8Q (6304.037177 sec): 3 clusters Score: Raw -55926.594446 + Penalty 1493.588763 = -54433.005683 nChanged 20 SP:Iteration 9Q (6304.127297 sec): 3 clusters Score: Raw -55951.300167 + Penalty 1493.588763 = -54457.711404 nChanged 23 SP:Iteration 10Q (6304.238312 sec): 3 clusters Score: Raw -55983.437511 + Penalty 1493.588763 = -54489.848747 nChanged 20 SP:Iteration 11Q (6304.333347 sec): 3 clusters Score: Raw -56010.249241 + Penalty 1493.588763 = -54516.660477 nChanged 17 SP:Iteration 12Q (6304.426709 sec): 3 clusters Score: Raw -56031.093038 + Penalty 1493.588763 = -54537.504275 nChanged 10 SP:Iteration 13Q (6304.523912 sec): 3 clusters Score: Raw -56042.005674 + Penalty 1493.588763 = -54548.416911 nChanged 10 SP:Iteration 14Q (6304.624644 sec): 3 clusters Score: Raw -56049.820762 + Penalty 1493.588763 = -54556.231998 nChanged 4 SP:Iteration 15Q (6304.720437 sec): 3 clusters Score: Raw -56052.521202 + Penalty 1493.588763 = -54558.932439 nChanged 1 SP:Iteration 16Q (6304.824568 sec): 3 clusters Score: Raw -56053.548204 + Penalty 1493.588763 = -54559.959441 nChanged 0 SP:Iteration 17F (6304.931164 sec): 3 clusters Score: Raw -56054.197742 + Penalty 1493.588763 = -54560.608979 nChanged 1 SP:Iteration 18Q (6305.029154 sec): 3 clusters Score: Raw -56056.232542 + Penalty 1493.588763 = -54562.643778 nChanged 1 SP:Iteration 19Q (6305.104651 sec): 3 clusters Score: Raw -56056.725069 + Penalty 1493.588763 = -54563.136305 nChanged 1 SP:Iteration 20F (6305.194993 sec): 3 clusters Score: Raw -56057.699937 + Penalty 1493.588763 = -54564.111173 nChanged 0 Trying to split cluster 2 (2288 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6305.264342 sec): 2 clusters Score: Raw -127005.077690 + Penalty 812.220502 = -126192.857188 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6305.355148 sec): 3 clusters Score: Raw -125845.098184 + Penalty 1624.441004 = -124220.657180 nChanged 878 SP:Iteration 1F (6305.434171 sec): 3 clusters Score: Raw -126439.446286 + Penalty 1624.441004 = -124815.005282 nChanged 233 SP:Iteration 2F (6305.546597 sec): 3 clusters Score: Raw -126656.977339 + Penalty 1624.441004 = -125032.536335 nChanged 157 SP:Iteration 3F (6305.641575 sec): 3 clusters Score: Raw -126774.921524 + Penalty 1624.441004 = -125150.480520 nChanged 118 SP:Iteration 4F (6305.726900 sec): 3 clusters Score: Raw -126870.507095 + Penalty 1624.441004 = -125246.066091 nChanged 100 SP:Iteration 5Q (6305.804896 sec): 3 clusters Score: Raw -126979.339991 + Penalty 1624.441004 = -125354.898987 nChanged 98 SP:Iteration 6Q (6305.901719 sec): 3 clusters Score: Raw -127069.824889 + Penalty 1624.441004 = -125445.383885 nChanged 81 SP:Iteration 7Q (6306.001297 sec): 3 clusters Score: Raw -127142.643257 + Penalty 1624.441004 = -125518.202253 nChanged 65 SP:Iteration 8Q (6306.111715 sec): 3 clusters Score: Raw -127202.894515 + Penalty 1624.441004 = -125578.453511 nChanged 69 SP:Iteration 9Q (6306.209209 sec): 3 clusters Score: Raw -127280.757954 + Penalty 1624.441004 = -125656.316950 nChanged 56 SP:Iteration 10Q (6306.329876 sec): 3 clusters Score: Raw -127339.018790 + Penalty 1624.441004 = -125714.577785 nChanged 47 SP:Iteration 11Q (6306.416273 sec): 3 clusters Score: Raw -127381.918191 + Penalty 1624.441004 = -125757.477187 nChanged 42 SP:Iteration 12Q (6306.534094 sec): 3 clusters Score: Raw -127414.679057 + Penalty 1624.441004 = -125790.238053 nChanged 35 SP:Iteration 13Q (6306.608454 sec): 3 clusters Score: Raw -127437.329301 + Penalty 1624.441004 = -125812.888297 nChanged 23 SP:Iteration 14Q (6306.707478 sec): 3 clusters Score: Raw -127448.705975 + Penalty 1624.441004 = -125824.264971 nChanged 10 SP:Iteration 15Q (6306.786144 sec): 3 clusters Score: Raw -127452.367806 + Penalty 1624.441004 = -125827.926802 nChanged 4 SP:Iteration 16Q (6306.913112 sec): 3 clusters Score: Raw -127453.488554 + Penalty 1624.441004 = -125829.047550 nChanged 4 SP:Iteration 17Q (6306.975012 sec): 3 clusters Score: Raw -127454.531797 + Penalty 1624.441004 = -125830.090793 nChanged 4 SP:Iteration 18Q (6307.087076 sec): 3 clusters Score: Raw -127455.713423 + Penalty 1624.441004 = -125831.272419 nChanged 1 SP:Iteration 19Q (6307.170184 sec): 3 clusters Score: Raw -127455.971569 + Penalty 1624.441004 = -125831.530565 nChanged 0 SP:Iteration 20F (6307.260805 sec): 3 clusters Score: Raw -127455.971569 + Penalty 1624.441004 = -125831.530565 nChanged 0 Trying to split cluster 3 (1499 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6307.307363 sec): 2 clusters Score: Raw -56660.871593 + Penalty 767.818117 = -55893.053476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6307.419260 sec): 3 clusters Score: Raw -56069.047898 + Penalty 1535.636235 = -54533.411664 nChanged 564 SP:Iteration 1F (6307.520141 sec): 3 clusters Score: Raw -56837.964486 + Penalty 1535.636235 = -55302.328251 nChanged 202 SP:Iteration 2F (6307.620827 sec): 3 clusters Score: Raw -57119.607693 + Penalty 1535.636235 = -55583.971458 nChanged 119 SP:Iteration 3F (6307.718104 sec): 3 clusters Score: Raw -57281.650444 + Penalty 1535.636235 = -55746.014210 nChanged 69 SP:Iteration 4Q (6307.795982 sec): 3 clusters Score: Raw -57368.244722 + Penalty 1535.636235 = -55832.608488 nChanged 51 SP:Iteration 5Q (6307.908919 sec): 3 clusters Score: Raw -57411.811780 + Penalty 1535.636235 = -55876.175545 nChanged 30 SP:Iteration 6Q (6307.996610 sec): 3 clusters Score: Raw -57435.501168 + Penalty 1535.636235 = -55899.864933 nChanged 20 SP:Iteration 7Q (6308.054220 sec): 3 clusters Score: Raw -57446.224489 + Penalty 1535.636235 = -55910.588254 nChanged 12 SP:Iteration 8Q (6308.127469 sec): 3 clusters Score: Raw -57454.053369 + Penalty 1535.636235 = -55918.417135 nChanged 13 SP:Iteration 9Q (6308.231320 sec): 3 clusters Score: Raw -57458.665944 + Penalty 1535.636235 = -55923.029709 nChanged 6 SP:Iteration 10Q (6308.326956 sec): 3 clusters Score: Raw -57460.278097 + Penalty 1535.636235 = -55924.641863 nChanged 3 SP:Iteration 11Q (6308.424965 sec): 3 clusters Score: Raw -57461.214363 + Penalty 1535.636235 = -55925.578128 nChanged 2 SP:Iteration 12Q (6308.522320 sec): 3 clusters Score: Raw -57461.732963 + Penalty 1535.636235 = -55926.096729 nChanged 1 SP:Iteration 13Q (6308.634483 sec): 3 clusters Score: Raw -57462.414934 + Penalty 1535.636235 = -55926.778699 nChanged 2 SP:Iteration 14Q (6308.717405 sec): 3 clusters Score: Raw -57462.976506 + Penalty 1535.636235 = -55927.340272 nChanged 1 SP:Iteration 15Q (6308.799841 sec): 3 clusters Score: Raw -57463.751963 + Penalty 1535.636235 = -55928.115728 nChanged 1 SP:Iteration 16Q (6308.882672 sec): 3 clusters Score: Raw -57464.374313 + Penalty 1535.636235 = -55928.738078 nChanged 1 SP:Iteration 17Q (6308.990042 sec): 3 clusters Score: Raw -57464.744220 + Penalty 1535.636235 = -55929.107985 nChanged 1 SP:Iteration 18Q (6309.089067 sec): 3 clusters Score: Raw -57465.198353 + Penalty 1535.636235 = -55929.562118 nChanged 2 SP:Iteration 19Q (6309.207970 sec): 3 clusters Score: Raw -57465.554302 + Penalty 1535.636235 = -55929.918067 nChanged 1 SP:Iteration 20F (6309.280372 sec): 3 clusters Score: Raw -57465.619305 + Penalty 1535.636235 = -55929.983070 nChanged 0 Score: Raw -4224842.311383 + Penalty 22471.659320 = -4202370.652063 Splitting cluster 3 changes total score from -4202748.623263 to -4202370.652063 So it's not getting split. Trying to split cluster 4 (18775 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6311.498643 sec): 2 clusters Score: Raw -1118775.794246 + Penalty 1033.229555 = -1117742.564691 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6311.621756 sec): 3 clusters Score: Raw -1107295.320163 + Penalty 2066.459110 = -1105228.861053 nChanged 8556 SP:Iteration 1F (6311.771493 sec): 3 clusters Score: Raw -1111920.112387 + Penalty 2066.459110 = -1109853.653277 nChanged 963 SP:Iteration 2F (6311.903908 sec): 3 clusters Score: Raw -1112257.111669 + Penalty 2066.459110 = -1110190.652559 nChanged 877 SP:Iteration 3Q (6312.056221 sec): 3 clusters Score: Raw -1112587.759855 + Penalty 2066.459110 = -1110521.300744 nChanged 881 SP:Iteration 4Q (6312.174953 sec): 3 clusters Score: Raw -1112944.447849 + Penalty 2066.459110 = -1110877.988739 nChanged 893 SP:Iteration 5Q (6312.324623 sec): 3 clusters Score: Raw -1113322.585277 + Penalty 2066.459110 = -1111256.126167 nChanged 869 SP:Iteration 6Q (6312.460193 sec): 3 clusters Score: Raw -1113708.638648 + Penalty 2066.459110 = -1111642.179538 nChanged 836 SP:Iteration 7Q (6312.548872 sec): 3 clusters Score: Raw -1114086.111461 + Penalty 2066.459110 = -1112019.652351 nChanged 862 SP:Iteration 8Q (6312.632737 sec): 3 clusters Score: Raw -1114502.822842 + Penalty 2066.459110 = -1112436.363732 nChanged 884 SP:Iteration 9Q (6312.782138 sec): 3 clusters Score: Raw -1114973.594545 + Penalty 2066.459110 = -1112907.135435 nChanged 896 SP:Iteration 10Q (6312.921739 sec): 3 clusters Score: Raw -1115482.026070 + Penalty 2066.459110 = -1113415.566960 nChanged 822 SP:Iteration 11Q (6313.096331 sec): 3 clusters Score: Raw -1115970.622376 + Penalty 2066.459110 = -1113904.163266 nChanged 755 SP:Iteration 12Q (6313.182936 sec): 3 clusters Score: Raw -1116450.912767 + Penalty 2066.459110 = -1114384.453657 nChanged 666 SP:Iteration 13Q (6313.251687 sec): 3 clusters Score: Raw -1116889.908376 + Penalty 2066.459110 = -1114823.449265 nChanged 582 SP:Iteration 14Q (6313.403667 sec): 3 clusters Score: Raw -1117284.464551 + Penalty 2066.459110 = -1115218.005440 nChanged 513 SP:Iteration 15Q (6313.519653 sec): 3 clusters Score: Raw -1117638.572911 + Penalty 2066.459110 = -1115572.113801 nChanged 464 SP:Iteration 16Q (6313.639658 sec): 3 clusters Score: Raw -1117948.128541 + Penalty 2066.459110 = -1115881.669431 nChanged 372 SP:Iteration 17Q (6313.779264 sec): 3 clusters Score: Raw -1118180.035752 + Penalty 2066.459110 = -1116113.576642 nChanged 303 SP:Iteration 18Q (6313.887073 sec): 3 clusters Score: Raw -1118359.212108 + Penalty 2066.459110 = -1116292.752998 nChanged 239 SP:Iteration 19Q (6314.022487 sec): 3 clusters Score: Raw -1118514.030739 + Penalty 2066.459110 = -1116447.571629 nChanged 202 SP:Iteration 20F (6314.173233 sec): 3 clusters Score: Raw -1118647.046528 + Penalty 2066.459110 = -1116580.587418 nChanged 177 SP:Iteration 21Q (6314.286686 sec): 3 clusters Score: Raw -1118779.747369 + Penalty 2066.459110 = -1116713.288259 nChanged 133 SP:Iteration 22Q (6314.439827 sec): 3 clusters Score: Raw -1118874.193584 + Penalty 2066.459110 = -1116807.734473 nChanged 99 SP:Iteration 23Q (6314.563510 sec): 3 clusters Score: Raw -1118953.521494 + Penalty 2066.459110 = -1116887.062384 nChanged 76 SP:Iteration 24Q (6314.703618 sec): 3 clusters Score: Raw -1119032.469670 + Penalty 2066.459110 = -1116966.010560 nChanged 71 SP:Iteration 25Q (6314.820740 sec): 3 clusters Score: Raw -1119086.333848 + Penalty 2066.459110 = -1117019.874738 nChanged 56 SP:Iteration 26Q (6314.946287 sec): 3 clusters Score: Raw -1119118.817205 + Penalty 2066.459110 = -1117052.358095 nChanged 36 SP:Iteration 27Q (6315.087989 sec): 3 clusters Score: Raw -1119134.726611 + Penalty 2066.459110 = -1117068.267501 nChanged 20 SP:Iteration 28Q (6315.246834 sec): 3 clusters Score: Raw -1119144.831246 + Penalty 2066.459110 = -1117078.372136 nChanged 18 SP:Iteration 29Q (6315.378090 sec): 3 clusters Score: Raw -1119151.623229 + Penalty 2066.459110 = -1117085.164119 nChanged 14 SP:Iteration 30Q (6315.503809 sec): 3 clusters Score: Raw -1119156.472525 + Penalty 2066.459110 = -1117090.013415 nChanged 13 SP:Iteration 31Q (6315.636406 sec): 3 clusters Score: Raw -1119164.045308 + Penalty 2066.459110 = -1117097.586198 nChanged 12 SP:Iteration 32Q (6315.777811 sec): 3 clusters Score: Raw -1119170.087588 + Penalty 2066.459110 = -1117103.628478 nChanged 7 SP:Iteration 33Q (6315.918447 sec): 3 clusters Score: Raw -1119172.117422 + Penalty 2066.459110 = -1117105.658312 nChanged 2 SP:Iteration 34Q (6316.035109 sec): 3 clusters Score: Raw -1119173.286998 + Penalty 2066.459110 = -1117106.827888 nChanged 4 SP:Iteration 35Q (6316.175446 sec): 3 clusters Score: Raw -1119174.330704 + Penalty 2066.459110 = -1117107.871594 nChanged 2 SP:Iteration 36Q (6316.287237 sec): 3 clusters Score: Raw -1119174.614140 + Penalty 2066.459110 = -1117108.155030 nChanged 0 SP:Iteration 37F (6316.459691 sec): 3 clusters Score: Raw -1119174.614140 + Penalty 2066.459110 = -1117108.155030 nChanged 0 Trying to split cluster 5 (9386 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6316.538794 sec): 2 clusters Score: Raw -532326.060842 + Penalty 960.432322 = -531365.628519 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6316.665022 sec): 3 clusters Score: Raw -526837.884470 + Penalty 1920.864644 = -524917.019825 nChanged 4197 SP:Iteration 1F (6316.769717 sec): 3 clusters Score: Raw -529355.546075 + Penalty 1920.864644 = -527434.681430 nChanged 758 SP:Iteration 2F (6316.892975 sec): 3 clusters Score: Raw -529917.507182 + Penalty 1920.864644 = -527996.642538 nChanged 788 SP:Iteration 3F (6317.010779 sec): 3 clusters Score: Raw -530574.674082 + Penalty 1920.864644 = -528653.809438 nChanged 691 SP:Iteration 4F (6317.125472 sec): 3 clusters Score: Raw -531077.675941 + Penalty 1920.864644 = -529156.811297 nChanged 557 SP:Iteration 5F (6317.278498 sec): 3 clusters Score: Raw -531411.787253 + Penalty 1920.864644 = -529490.922609 nChanged 437 SP:Iteration 6Q (6317.416680 sec): 3 clusters Score: Raw -531635.894879 + Penalty 1920.864644 = -529715.030234 nChanged 326 SP:Iteration 7Q (6317.566017 sec): 3 clusters Score: Raw -531770.613183 + Penalty 1920.864644 = -529849.748539 nChanged 249 SP:Iteration 8Q (6317.652887 sec): 3 clusters Score: Raw -531869.580666 + Penalty 1920.864644 = -529948.716022 nChanged 200 SP:Iteration 9Q (6317.761851 sec): 3 clusters Score: Raw -531950.023708 + Penalty 1920.864644 = -530029.159064 nChanged 201 SP:Iteration 10Q (6317.862036 sec): 3 clusters Score: Raw -532038.903435 + Penalty 1920.864644 = -530118.038791 nChanged 194 SP:Iteration 11Q (6317.969771 sec): 3 clusters Score: Raw -532141.027145 + Penalty 1920.864644 = -530220.162501 nChanged 212 SP:Iteration 12Q (6318.033428 sec): 3 clusters Score: Raw -532250.803100 + Penalty 1920.864644 = -530329.938456 nChanged 204 SP:Iteration 13Q (6318.156280 sec): 3 clusters Score: Raw -532363.444148 + Penalty 1920.864644 = -530442.579503 nChanged 184 SP:Iteration 14Q (6318.235442 sec): 3 clusters Score: Raw -532458.638040 + Penalty 1920.864644 = -530537.773396 nChanged 186 SP:Iteration 15Q (6318.372814 sec): 3 clusters Score: Raw -532557.252634 + Penalty 1920.864644 = -530636.387989 nChanged 165 SP:Iteration 16Q (6318.492764 sec): 3 clusters Score: Raw -532632.104765 + Penalty 1920.864644 = -530711.240121 nChanged 137 SP:Iteration 17Q (6318.606617 sec): 3 clusters Score: Raw -532686.048650 + Penalty 1920.864644 = -530765.184006 nChanged 120 SP:Iteration 18Q (6318.728700 sec): 3 clusters Score: Raw -532741.844415 + Penalty 1920.864644 = -530820.979771 nChanged 120 SP:Iteration 19Q (6318.867898 sec): 3 clusters Score: Raw -532778.189307 + Penalty 1920.864644 = -530857.324663 nChanged 82 SP:Iteration 20F (6318.998271 sec): 3 clusters Score: Raw -532807.452479 + Penalty 1920.864644 = -530886.587835 nChanged 52 SP:Iteration 21Q (6319.125907 sec): 3 clusters Score: Raw -532822.064065 + Penalty 1920.864644 = -530901.199421 nChanged 52 SP:Iteration 22Q (6319.229506 sec): 3 clusters Score: Raw -532830.628795 + Penalty 1920.864644 = -530909.764151 nChanged 35 SP:Iteration 23Q (6319.347510 sec): 3 clusters Score: Raw -532835.226881 + Penalty 1920.864644 = -530914.362237 nChanged 23 SP:Iteration 24Q (6319.459313 sec): 3 clusters Score: Raw -532838.341043 + Penalty 1920.864644 = -530917.476399 nChanged 13 SP:Iteration 25Q (6319.574619 sec): 3 clusters Score: Raw -532839.487440 + Penalty 1920.864644 = -530918.622796 nChanged 11 SP:Iteration 26Q (6319.685765 sec): 3 clusters Score: Raw -532841.052773 + Penalty 1920.864644 = -530920.188129 nChanged 10 SP:Iteration 27Q (6319.797444 sec): 3 clusters Score: Raw -532842.079382 + Penalty 1920.864644 = -530921.214738 nChanged 10 SP:Iteration 28Q (6319.900099 sec): 3 clusters Score: Raw -532843.285230 + Penalty 1920.864644 = -530922.420586 nChanged 11 SP:Iteration 29Q (6320.005759 sec): 3 clusters Score: Raw -532844.521730 + Penalty 1920.864644 = -530923.657086 nChanged 4 SP:Iteration 30Q (6320.124000 sec): 3 clusters Score: Raw -532844.726667 + Penalty 1920.864644 = -530923.862023 nChanged 2 SP:Iteration 31Q (6320.258691 sec): 3 clusters Score: Raw -532844.938504 + Penalty 1920.864644 = -530924.073860 nChanged 5 SP:Iteration 32Q (6320.357191 sec): 3 clusters Score: Raw -532845.388098 + Penalty 1920.864644 = -530924.523454 nChanged 4 SP:Iteration 33Q (6320.481728 sec): 3 clusters Score: Raw -532845.751574 + Penalty 1920.864644 = -530924.886930 nChanged 5 SP:Iteration 34Q (6320.583495 sec): 3 clusters Score: Raw -532846.038660 + Penalty 1920.864644 = -530925.174016 nChanged 4 SP:Iteration 35Q (6320.730820 sec): 3 clusters Score: Raw -532846.442820 + Penalty 1920.864644 = -530925.578176 nChanged 4 SP:Iteration 36Q (6320.848513 sec): 3 clusters Score: Raw -532846.931712 + Penalty 1920.864644 = -530926.067068 nChanged 4 SP:Iteration 37Q (6320.971535 sec): 3 clusters Score: Raw -532847.263020 + Penalty 1920.864644 = -530926.398376 nChanged 4 SP:Iteration 38Q (6321.084518 sec): 3 clusters Score: Raw -532847.528835 + Penalty 1920.864644 = -530926.664191 nChanged 5 SP:Iteration 39Q (6321.165461 sec): 3 clusters Score: Raw -532848.120776 + Penalty 1920.864644 = -530927.256131 nChanged 8 SP:Iteration 40F (6321.274809 sec): 3 clusters Score: Raw -532848.849794 + Penalty 1920.864644 = -530927.985150 nChanged 7 SP:Iteration 41Q (6321.388584 sec): 3 clusters Score: Raw -532849.740056 + Penalty 1920.864644 = -530928.875412 nChanged 7 SP:Iteration 42Q (6321.545532 sec): 3 clusters Score: Raw -532850.646592 + Penalty 1920.864644 = -530929.781948 nChanged 9 SP:Iteration 43Q (6321.655142 sec): 3 clusters Score: Raw -532851.651819 + Penalty 1920.864644 = -530930.787175 nChanged 10 SP:Iteration 44Q (6321.806044 sec): 3 clusters Score: Raw -532852.497756 + Penalty 1920.864644 = -530931.633112 nChanged 5 SP:Iteration 45Q (6321.906229 sec): 3 clusters Score: Raw -532853.024655 + Penalty 1920.864644 = -530932.160010 nChanged 1 SP:Iteration 46Q (6322.017897 sec): 3 clusters Score: Raw -532853.078460 + Penalty 1920.864644 = -530932.213816 nChanged 2 SP:Iteration 47Q (6322.123783 sec): 3 clusters Score: Raw -532853.135353 + Penalty 1920.864644 = -530932.270709 nChanged 1 SP:Iteration 48Q (6322.247825 sec): 3 clusters Score: Raw -532853.203264 + Penalty 1920.864644 = -530932.338620 nChanged 1 SP:Iteration 49Q (6322.364791 sec): 3 clusters Score: Raw -532853.389794 + Penalty 1920.864644 = -530932.525150 nChanged 1 SP:Iteration 50Q (6322.467434 sec): 3 clusters Score: Raw -532853.470677 + Penalty 1920.864644 = -530932.606032 nChanged 1 SP:Iteration 51Q (6322.574252 sec): 3 clusters Score: Raw -532853.570864 + Penalty 1920.864644 = -530932.706220 nChanged 0 SP:Iteration 52F (6322.700664 sec): 3 clusters Score: Raw -532853.570864 + Penalty 1920.864644 = -530932.706220 nChanged 0 Trying to split cluster 6 (3211 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6322.766224 sec): 2 clusters Score: Raw -189379.703841 + Penalty 847.805458 = -188531.898383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6322.860046 sec): 3 clusters Score: Raw -187740.155215 + Penalty 1695.610916 = -186044.544299 nChanged 1286 SP:Iteration 1F (6322.981727 sec): 3 clusters Score: Raw -188392.408275 + Penalty 1695.610916 = -186696.797359 nChanged 247 SP:Iteration 2F (6323.034184 sec): 3 clusters Score: Raw -188533.239430 + Penalty 1695.610916 = -186837.628514 nChanged 182 SP:Iteration 3F (6323.146793 sec): 3 clusters Score: Raw -188628.442613 + Penalty 1695.610916 = -186932.831697 nChanged 145 SP:Iteration 4Q (6323.245120 sec): 3 clusters Score: Raw -188703.559782 + Penalty 1695.610916 = -187007.948866 nChanged 118 SP:Iteration 5Q (6323.348689 sec): 3 clusters Score: Raw -188770.021581 + Penalty 1695.610916 = -187074.410665 nChanged 119 SP:Iteration 6Q (6323.450966 sec): 3 clusters Score: Raw -188842.992275 + Penalty 1695.610916 = -187147.381360 nChanged 118 SP:Iteration 7Q (6323.536754 sec): 3 clusters Score: Raw -188911.191620 + Penalty 1695.610916 = -187215.580704 nChanged 129 SP:Iteration 8Q (6323.631316 sec): 3 clusters Score: Raw -189001.429385 + Penalty 1695.610916 = -187305.818469 nChanged 136 SP:Iteration 9Q (6323.711515 sec): 3 clusters Score: Raw -189104.087457 + Penalty 1695.610916 = -187408.476541 nChanged 131 SP:Iteration 10Q (6323.805551 sec): 3 clusters Score: Raw -189197.380984 + Penalty 1695.610916 = -187501.770068 nChanged 104 SP:Iteration 11Q (6323.901684 sec): 3 clusters Score: Raw -189266.910339 + Penalty 1695.610916 = -187571.299424 nChanged 92 SP:Iteration 12Q (6323.977321 sec): 3 clusters Score: Raw -189325.629468 + Penalty 1695.610916 = -187630.018552 nChanged 67 SP:Iteration 13Q (6324.070065 sec): 3 clusters Score: Raw -189364.604075 + Penalty 1695.610916 = -187668.993160 nChanged 69 SP:Iteration 14Q (6324.192083 sec): 3 clusters Score: Raw -189407.444602 + Penalty 1695.610916 = -187711.833686 nChanged 51 SP:Iteration 15Q (6324.268544 sec): 3 clusters Score: Raw -189443.209285 + Penalty 1695.610916 = -187747.598369 nChanged 50 SP:Iteration 16Q (6324.381247 sec): 3 clusters Score: Raw -189479.175792 + Penalty 1695.610916 = -187783.564877 nChanged 49 SP:Iteration 17Q (6324.504117 sec): 3 clusters Score: Raw -189507.609375 + Penalty 1695.610916 = -187811.998459 nChanged 41 SP:Iteration 18Q (6324.590150 sec): 3 clusters Score: Raw -189539.902772 + Penalty 1695.610916 = -187844.291856 nChanged 44 SP:Iteration 19Q (6324.701861 sec): 3 clusters Score: Raw -189576.147707 + Penalty 1695.610916 = -187880.536792 nChanged 40 SP:Iteration 20F (6324.817250 sec): 3 clusters Score: Raw -189602.751259 + Penalty 1695.610916 = -187907.140343 nChanged 38 SP:Iteration 21Q (6324.933008 sec): 3 clusters Score: Raw -189624.583498 + Penalty 1695.610916 = -187928.972582 nChanged 27 SP:Iteration 22Q (6325.065921 sec): 3 clusters Score: Raw -189640.239368 + Penalty 1695.610916 = -187944.628452 nChanged 20 SP:Iteration 23Q (6325.170754 sec): 3 clusters Score: Raw -189651.958563 + Penalty 1695.610916 = -187956.347648 nChanged 20 SP:Iteration 24Q (6325.288782 sec): 3 clusters Score: Raw -189666.496684 + Penalty 1695.610916 = -187970.885768 nChanged 11 SP:Iteration 25Q (6325.369896 sec): 3 clusters Score: Raw -189674.246750 + Penalty 1695.610916 = -187978.635834 nChanged 13 SP:Iteration 26Q (6325.505228 sec): 3 clusters Score: Raw -189679.764957 + Penalty 1695.610916 = -187984.154041 nChanged 9 SP:Iteration 27Q (6325.587379 sec): 3 clusters Score: Raw -189686.227385 + Penalty 1695.610916 = -187990.616469 nChanged 15 SP:Iteration 28Q (6325.694812 sec): 3 clusters Score: Raw -189693.618016 + Penalty 1695.610916 = -187998.007101 nChanged 9 SP:Iteration 29Q (6325.781968 sec): 3 clusters Score: Raw -189696.914137 + Penalty 1695.610916 = -188001.303221 nChanged 8 SP:Iteration 30Q (6325.889002 sec): 3 clusters Score: Raw -189698.185674 + Penalty 1695.610916 = -188002.574758 nChanged 4 SP:Iteration 31Q (6325.989609 sec): 3 clusters Score: Raw -189698.866553 + Penalty 1695.610916 = -188003.255637 nChanged 5 SP:Iteration 32Q (6326.100709 sec): 3 clusters Score: Raw -189699.853820 + Penalty 1695.610916 = -188004.242905 nChanged 1 SP:Iteration 33Q (6326.216090 sec): 3 clusters Score: Raw -189699.946444 + Penalty 1695.610916 = -188004.335529 nChanged 1 SP:Iteration 34Q (6326.320730 sec): 3 clusters Score: Raw -189700.384809 + Penalty 1695.610916 = -188004.773893 nChanged 0 SP:Iteration 35F (6326.413599 sec): 3 clusters Score: Raw -189700.384809 + Penalty 1695.610916 = -188004.773893 nChanged 0 Trying to split cluster 7 (4519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6326.494658 sec): 2 clusters Score: Raw -223297.194637 + Penalty 883.684831 = -222413.509806 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6326.596941 sec): 3 clusters Score: Raw -220871.475843 + Penalty 1767.369662 = -219104.106181 nChanged 1908 SP:Iteration 1F (6326.702249 sec): 3 clusters Score: Raw -222292.029227 + Penalty 1767.369662 = -220524.659565 nChanged 426 SP:Iteration 2F (6326.788836 sec): 3 clusters Score: Raw -222673.016600 + Penalty 1767.369662 = -220905.646938 nChanged 333 SP:Iteration 3F (6326.899895 sec): 3 clusters Score: Raw -222932.378918 + Penalty 1767.369662 = -221165.009256 nChanged 265 SP:Iteration 4F (6327.006160 sec): 3 clusters Score: Raw -223107.643363 + Penalty 1767.369662 = -221340.273701 nChanged 208 SP:Iteration 5Q (6327.098211 sec): 3 clusters Score: Raw -223259.438578 + Penalty 1767.369662 = -221492.068916 nChanged 173 SP:Iteration 6Q (6327.207461 sec): 3 clusters Score: Raw -223370.776657 + Penalty 1767.369662 = -221603.406995 nChanged 131 SP:Iteration 7Q (6327.312442 sec): 3 clusters Score: Raw -223445.834877 + Penalty 1767.369662 = -221678.465215 nChanged 101 SP:Iteration 8Q (6327.418693 sec): 3 clusters Score: Raw -223492.913720 + Penalty 1767.369662 = -221725.544058 nChanged 80 SP:Iteration 9Q (6327.516682 sec): 3 clusters Score: Raw -223521.609022 + Penalty 1767.369662 = -221754.239360 nChanged 49 SP:Iteration 10Q (6327.636217 sec): 3 clusters Score: Raw -223539.349551 + Penalty 1767.369662 = -221771.979889 nChanged 44 SP:Iteration 11Q (6327.738535 sec): 3 clusters Score: Raw -223554.251267 + Penalty 1767.369662 = -221786.881605 nChanged 40 SP:Iteration 12Q (6327.827862 sec): 3 clusters Score: Raw -223567.493826 + Penalty 1767.369662 = -221800.124164 nChanged 40 SP:Iteration 13Q (6327.926557 sec): 3 clusters Score: Raw -223580.733135 + Penalty 1767.369662 = -221813.363473 nChanged 30 SP:Iteration 14Q (6328.006228 sec): 3 clusters Score: Raw -223590.519574 + Penalty 1767.369662 = -221823.149912 nChanged 41 SP:Iteration 15Q (6328.120235 sec): 3 clusters Score: Raw -223606.014102 + Penalty 1767.369662 = -221838.644440 nChanged 35 SP:Iteration 16Q (6328.226489 sec): 3 clusters Score: Raw -223621.617395 + Penalty 1767.369662 = -221854.247733 nChanged 44 SP:Iteration 17Q (6328.340842 sec): 3 clusters Score: Raw -223636.904106 + Penalty 1767.369662 = -221869.534444 nChanged 55 SP:Iteration 18Q (6328.448426 sec): 3 clusters Score: Raw -223655.741961 + Penalty 1767.369662 = -221888.372299 nChanged 43 SP:Iteration 19Q (6328.550296 sec): 3 clusters Score: Raw -223671.450239 + Penalty 1767.369662 = -221904.080577 nChanged 39 SP:Iteration 20F (6328.637847 sec): 3 clusters Score: Raw -223684.394666 + Penalty 1767.369662 = -221917.025004 nChanged 31 SP:Iteration 21Q (6328.752566 sec): 3 clusters Score: Raw -223696.919840 + Penalty 1767.369662 = -221929.550178 nChanged 30 SP:Iteration 22Q (6328.872678 sec): 3 clusters Score: Raw -223712.689738 + Penalty 1767.369662 = -221945.320076 nChanged 32 SP:Iteration 23Q (6328.963758 sec): 3 clusters Score: Raw -223729.374492 + Penalty 1767.369662 = -221962.004830 nChanged 41 SP:Iteration 24Q (6329.084405 sec): 3 clusters Score: Raw -223751.972551 + Penalty 1767.369662 = -221984.602889 nChanged 39 SP:Iteration 25Q (6329.167628 sec): 3 clusters Score: Raw -223771.003866 + Penalty 1767.369662 = -222003.634204 nChanged 42 SP:Iteration 26Q (6329.292612 sec): 3 clusters Score: Raw -223790.091452 + Penalty 1767.369662 = -222022.721790 nChanged 27 SP:Iteration 27Q (6329.381274 sec): 3 clusters Score: Raw -223802.251778 + Penalty 1767.369662 = -222034.882116 nChanged 23 SP:Iteration 28Q (6329.467704 sec): 3 clusters Score: Raw -223815.009739 + Penalty 1767.369662 = -222047.640077 nChanged 24 SP:Iteration 29Q (6329.570744 sec): 3 clusters Score: Raw -223826.251582 + Penalty 1767.369662 = -222058.881920 nChanged 24 SP:Iteration 30Q (6329.684619 sec): 3 clusters Score: Raw -223836.049371 + Penalty 1767.369662 = -222068.679709 nChanged 17 SP:Iteration 31Q (6329.808496 sec): 3 clusters Score: Raw -223841.574860 + Penalty 1767.369662 = -222074.205198 nChanged 18 SP:Iteration 32Q (6329.922723 sec): 3 clusters Score: Raw -223846.511801 + Penalty 1767.369662 = -222079.142139 nChanged 14 SP:Iteration 33Q (6330.052418 sec): 3 clusters Score: Raw -223849.831391 + Penalty 1767.369662 = -222082.461729 nChanged 7 SP:Iteration 34Q (6330.146069 sec): 3 clusters Score: Raw -223850.972003 + Penalty 1767.369662 = -222083.602341 nChanged 4 SP:Iteration 35Q (6330.230262 sec): 3 clusters Score: Raw -223851.664505 + Penalty 1767.369662 = -222084.294843 nChanged 2 SP:Iteration 36Q (6330.332528 sec): 3 clusters Score: Raw -223851.976180 + Penalty 1767.369662 = -222084.606518 nChanged 0 SP:Iteration 37F (6330.412099 sec): 3 clusters Score: Raw -223851.976180 + Penalty 1767.369662 = -222084.606518 nChanged 0 Trying to split cluster 8 (1334 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6330.466764 sec): 2 clusters Score: Raw -66679.510455 + Penalty 755.573409 = -65923.937046 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6330.550502 sec): 3 clusters Score: Raw -66146.841066 + Penalty 1511.146818 = -64635.694248 nChanged 483 SP:Iteration 1F (6330.613586 sec): 3 clusters Score: Raw -66529.202401 + Penalty 1511.146818 = -65018.055583 nChanged 126 SP:Iteration 2F (6330.700081 sec): 3 clusters Score: Raw -66672.171576 + Penalty 1511.146818 = -65161.024759 nChanged 86 SP:Iteration 3F (6330.815934 sec): 3 clusters Score: Raw -66777.057077 + Penalty 1511.146818 = -65265.910259 nChanged 59 SP:Iteration 4Q (6330.878378 sec): 3 clusters Score: Raw -66841.259129 + Penalty 1511.146818 = -65330.112311 nChanged 55 SP:Iteration 5Q (6330.964547 sec): 3 clusters Score: Raw -66891.105870 + Penalty 1511.146818 = -65379.959053 nChanged 46 SP:Iteration 6Q (6331.039712 sec): 3 clusters Score: Raw -66922.242629 + Penalty 1511.146818 = -65411.095812 nChanged 21 SP:Iteration 7Q (6331.131292 sec): 3 clusters Score: Raw -66936.364744 + Penalty 1511.146818 = -65425.217926 nChanged 19 SP:Iteration 8Q (6331.228124 sec): 3 clusters Score: Raw -66946.450685 + Penalty 1511.146818 = -65435.303868 nChanged 14 SP:Iteration 9Q (6331.334466 sec): 3 clusters Score: Raw -66955.557309 + Penalty 1511.146818 = -65444.410492 nChanged 11 SP:Iteration 10Q (6331.441732 sec): 3 clusters Score: Raw -66960.243392 + Penalty 1511.146818 = -65449.096575 nChanged 4 SP:Iteration 11Q (6331.527699 sec): 3 clusters Score: Raw -66962.868553 + Penalty 1511.146818 = -65451.721736 nChanged 7 SP:Iteration 12Q (6331.623042 sec): 3 clusters Score: Raw -66968.826657 + Penalty 1511.146818 = -65457.679840 nChanged 7 SP:Iteration 13Q (6331.734426 sec): 3 clusters Score: Raw -66971.574920 + Penalty 1511.146818 = -65460.428102 nChanged 3 SP:Iteration 14Q (6331.837394 sec): 3 clusters Score: Raw -66972.126786 + Penalty 1511.146818 = -65460.979969 nChanged 0 SP:Iteration 15F (6331.913978 sec): 3 clusters Score: Raw -66972.126786 + Penalty 1511.146818 = -65460.979969 nChanged 0 Trying to split cluster 9 (1496 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6331.949961 sec): 2 clusters Score: Raw -87888.762079 + Penalty 767.607767 = -87121.154312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6332.045086 sec): 3 clusters Score: Raw -87238.360411 + Penalty 1535.215533 = -85703.144877 nChanged 530 SP:Iteration 1F (6332.151473 sec): 3 clusters Score: Raw -87588.854652 + Penalty 1535.215533 = -86053.639119 nChanged 128 SP:Iteration 2F (6332.220314 sec): 3 clusters Score: Raw -87692.957807 + Penalty 1535.215533 = -86157.742274 nChanged 91 SP:Iteration 3F (6332.320222 sec): 3 clusters Score: Raw -87763.105098 + Penalty 1535.215533 = -86227.889565 nChanged 74 SP:Iteration 4Q (6332.407008 sec): 3 clusters Score: Raw -87839.674086 + Penalty 1535.215533 = -86304.458553 nChanged 73 SP:Iteration 5Q (6332.512378 sec): 3 clusters Score: Raw -87894.909951 + Penalty 1535.215533 = -86359.694417 nChanged 44 SP:Iteration 6Q (6332.595945 sec): 3 clusters Score: Raw -87920.347990 + Penalty 1535.215533 = -86385.132457 nChanged 38 SP:Iteration 7Q (6332.702712 sec): 3 clusters Score: Raw -87943.794538 + Penalty 1535.215533 = -86408.579005 nChanged 35 SP:Iteration 8Q (6332.811496 sec): 3 clusters Score: Raw -87961.946323 + Penalty 1535.215533 = -86426.730790 nChanged 22 SP:Iteration 9Q (6332.916830 sec): 3 clusters Score: Raw -87973.340189 + Penalty 1535.215533 = -86438.124655 nChanged 23 SP:Iteration 10Q (6333.004683 sec): 3 clusters Score: Raw -87983.507082 + Penalty 1535.215533 = -86448.291549 nChanged 18 SP:Iteration 11Q (6333.118207 sec): 3 clusters Score: Raw -87989.499574 + Penalty 1535.215533 = -86454.284041 nChanged 14 SP:Iteration 12Q (6333.231237 sec): 3 clusters Score: Raw -87997.560006 + Penalty 1535.215533 = -86462.344473 nChanged 18 SP:Iteration 13Q (6333.346192 sec): 3 clusters Score: Raw -88012.856623 + Penalty 1535.215533 = -86477.641090 nChanged 20 SP:Iteration 14Q (6333.459673 sec): 3 clusters Score: Raw -88027.180053 + Penalty 1535.215533 = -86491.964520 nChanged 17 SP:Iteration 15Q (6333.545589 sec): 3 clusters Score: Raw -88035.495089 + Penalty 1535.215533 = -86500.279556 nChanged 7 SP:Iteration 16Q (6333.637735 sec): 3 clusters Score: Raw -88037.762910 + Penalty 1535.215533 = -86502.547376 nChanged 4 SP:Iteration 17Q (6333.711895 sec): 3 clusters Score: Raw -88039.505229 + Penalty 1535.215533 = -86504.289696 nChanged 5 SP:Iteration 18Q (6333.836086 sec): 3 clusters Score: Raw -88042.783004 + Penalty 1535.215533 = -86507.567470 nChanged 8 SP:Iteration 19Q (6333.905875 sec): 3 clusters Score: Raw -88046.091493 + Penalty 1535.215533 = -86510.875960 nChanged 4 SP:Iteration 20F (6334.011585 sec): 3 clusters Score: Raw -88047.849545 + Penalty 1535.215533 = -86512.634012 nChanged 2 SP:Iteration 21Q (6334.122074 sec): 3 clusters Score: Raw -88048.626169 + Penalty 1535.215533 = -86513.410636 nChanged 1 SP:Iteration 22Q (6334.211016 sec): 3 clusters Score: Raw -88048.874473 + Penalty 1535.215533 = -86513.658939 nChanged 1 SP:Iteration 23Q (6334.318889 sec): 3 clusters Score: Raw -88049.344027 + Penalty 1535.215533 = -86514.128494 nChanged 0 SP:Iteration 24F (6334.445706 sec): 3 clusters Score: Raw -88049.344027 + Penalty 1535.215533 = -86514.128494 nChanged 0 Trying to split cluster 10 (2932 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6334.514971 sec): 2 clusters Score: Raw -170439.133538 + Penalty 838.261207 = -169600.872332 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6334.626769 sec): 3 clusters Score: Raw -168967.354261 + Penalty 1676.522413 = -167290.831847 nChanged 1176 SP:Iteration 1F (6334.685771 sec): 3 clusters Score: Raw -169737.506734 + Penalty 1676.522413 = -168060.984321 nChanged 238 SP:Iteration 2F (6334.799329 sec): 3 clusters Score: Raw -169895.528976 + Penalty 1676.522413 = -168219.006563 nChanged 182 SP:Iteration 3F (6334.898497 sec): 3 clusters Score: Raw -170035.916126 + Penalty 1676.522413 = -168359.393713 nChanged 156 SP:Iteration 4F (6334.987092 sec): 3 clusters Score: Raw -170171.380018 + Penalty 1676.522413 = -168494.857604 nChanged 152 SP:Iteration 5F (6335.093360 sec): 3 clusters Score: Raw -170294.377949 + Penalty 1676.522413 = -168617.855536 nChanged 123 SP:Iteration 6Q (6335.201351 sec): 3 clusters Score: Raw -170380.571873 + Penalty 1676.522413 = -168704.049459 nChanged 101 SP:Iteration 7Q (6335.333793 sec): 3 clusters Score: Raw -170448.622598 + Penalty 1676.522413 = -168772.100185 nChanged 86 SP:Iteration 8Q (6335.446302 sec): 3 clusters Score: Raw -170504.567444 + Penalty 1676.522413 = -168828.045031 nChanged 74 SP:Iteration 9Q (6335.531281 sec): 3 clusters Score: Raw -170540.656060 + Penalty 1676.522413 = -168864.133647 nChanged 54 SP:Iteration 10Q (6335.625086 sec): 3 clusters Score: Raw -170560.372415 + Penalty 1676.522413 = -168883.850002 nChanged 28 SP:Iteration 11Q (6335.755883 sec): 3 clusters Score: Raw -170568.562380 + Penalty 1676.522413 = -168892.039967 nChanged 34 SP:Iteration 12Q (6335.836611 sec): 3 clusters Score: Raw -170580.721454 + Penalty 1676.522413 = -168904.199041 nChanged 15 SP:Iteration 13Q (6335.921626 sec): 3 clusters Score: Raw -170585.156023 + Penalty 1676.522413 = -168908.633610 nChanged 15 SP:Iteration 14Q (6336.014804 sec): 3 clusters Score: Raw -170590.459784 + Penalty 1676.522413 = -168913.937371 nChanged 14 SP:Iteration 15Q (6336.115878 sec): 3 clusters Score: Raw -170596.529664 + Penalty 1676.522413 = -168920.007251 nChanged 12 SP:Iteration 16Q (6336.202086 sec): 3 clusters Score: Raw -170602.738129 + Penalty 1676.522413 = -168926.215716 nChanged 14 SP:Iteration 17Q (6336.293657 sec): 3 clusters Score: Raw -170609.210049 + Penalty 1676.522413 = -168932.687635 nChanged 13 SP:Iteration 18Q (6336.395655 sec): 3 clusters Score: Raw -170614.141222 + Penalty 1676.522413 = -168937.618809 nChanged 13 SP:Iteration 19Q (6336.471265 sec): 3 clusters Score: Raw -170617.074395 + Penalty 1676.522413 = -168940.551982 nChanged 6 SP:Iteration 20F (6336.570396 sec): 3 clusters Score: Raw -170618.347397 + Penalty 1676.522413 = -168941.824983 nChanged 5 SP:Iteration 21Q (6336.670220 sec): 3 clusters Score: Raw -170619.441894 + Penalty 1676.522413 = -168942.919481 nChanged 7 SP:Iteration 22Q (6336.767508 sec): 3 clusters Score: Raw -170621.372875 + Penalty 1676.522413 = -168944.850462 nChanged 6 SP:Iteration 23Q (6336.885470 sec): 3 clusters Score: Raw -170622.899612 + Penalty 1676.522413 = -168946.377199 nChanged 10 SP:Iteration 24Q (6336.975750 sec): 3 clusters Score: Raw -170624.917655 + Penalty 1676.522413 = -168948.395242 nChanged 6 SP:Iteration 25Q (6337.065340 sec): 3 clusters Score: Raw -170626.015637 + Penalty 1676.522413 = -168949.493224 nChanged 5 SP:Iteration 26Q (6337.166054 sec): 3 clusters Score: Raw -170626.622743 + Penalty 1676.522413 = -168950.100330 nChanged 4 SP:Iteration 27Q (6337.274069 sec): 3 clusters Score: Raw -170627.435252 + Penalty 1676.522413 = -168950.912839 nChanged 4 SP:Iteration 28Q (6337.380797 sec): 3 clusters Score: Raw -170627.868683 + Penalty 1676.522413 = -168951.346270 nChanged 3 SP:Iteration 29Q (6337.493288 sec): 3 clusters Score: Raw -170628.581402 + Penalty 1676.522413 = -168952.058989 nChanged 4 SP:Iteration 30Q (6337.617174 sec): 3 clusters Score: Raw -170629.669463 + Penalty 1676.522413 = -168953.147050 nChanged 6 SP:Iteration 31Q (6337.701092 sec): 3 clusters Score: Raw -170631.390634 + Penalty 1676.522413 = -168954.868221 nChanged 8 SP:Iteration 32Q (6337.790630 sec): 3 clusters Score: Raw -170634.561245 + Penalty 1676.522413 = -168958.038832 nChanged 10 SP:Iteration 33Q (6337.900666 sec): 3 clusters Score: Raw -170637.468288 + Penalty 1676.522413 = -168960.945875 nChanged 10 SP:Iteration 34Q (6338.002584 sec): 3 clusters Score: Raw -170640.762528 + Penalty 1676.522413 = -168964.240115 nChanged 11 SP:Iteration 35Q (6338.144697 sec): 3 clusters Score: Raw -170643.784403 + Penalty 1676.522413 = -168967.261990 nChanged 2 SP:Iteration 36Q (6338.207804 sec): 3 clusters Score: Raw -170644.249793 + Penalty 1676.522413 = -168967.727380 nChanged 3 SP:Iteration 37Q (6338.311244 sec): 3 clusters Score: Raw -170644.822183 + Penalty 1676.522413 = -168968.299770 nChanged 4 SP:Iteration 38Q (6338.405555 sec): 3 clusters Score: Raw -170645.692511 + Penalty 1676.522413 = -168969.170098 nChanged 3 SP:Iteration 39Q (6338.468018 sec): 3 clusters Score: Raw -170646.515076 + Penalty 1676.522413 = -168969.992663 nChanged 5 SP:Iteration 40F (6338.578787 sec): 3 clusters Score: Raw -170648.833671 + Penalty 1676.522413 = -168972.311257 nChanged 12 SP:Iteration 41Q (6338.681297 sec): 3 clusters Score: Raw -170651.979975 + Penalty 1676.522413 = -168975.457562 nChanged 10 SP:Iteration 42Q (6338.765390 sec): 3 clusters Score: Raw -170654.109246 + Penalty 1676.522413 = -168977.586833 nChanged 3 SP:Iteration 43Q (6338.862383 sec): 3 clusters Score: Raw -170654.546480 + Penalty 1676.522413 = -168978.024067 nChanged 3 SP:Iteration 44Q (6338.959993 sec): 3 clusters Score: Raw -170655.124966 + Penalty 1676.522413 = -168978.602553 nChanged 1 SP:Iteration 45Q (6339.075092 sec): 3 clusters Score: Raw -170655.281374 + Penalty 1676.522413 = -168978.758961 nChanged 1 SP:Iteration 46Q (6339.159333 sec): 3 clusters Score: Raw -170655.542420 + Penalty 1676.522413 = -168979.020006 nChanged 1 SP:Iteration 47Q (6339.271615 sec): 3 clusters Score: Raw -170655.711246 + Penalty 1676.522413 = -168979.188833 nChanged 2 SP:Iteration 48Q (6339.372590 sec): 3 clusters Score: Raw -170656.143142 + Penalty 1676.522413 = -168979.620729 nChanged 1 SP:Iteration 49Q (6339.475385 sec): 3 clusters Score: Raw -170656.454656 + Penalty 1676.522413 = -168979.932243 nChanged 0 SP:Iteration 50F (6339.563077 sec): 3 clusters Score: Raw -170656.454656 + Penalty 1676.522413 = -168979.932243 nChanged 0 Trying to split cluster 11 (1325 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6339.611698 sec): 2 clusters Score: Raw -63424.183848 + Penalty 754.862613 = -62669.321236 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6339.699430 sec): 3 clusters Score: Raw -62870.486677 + Penalty 1509.725225 = -61360.761452 nChanged 470 SP:Iteration 1F (6339.786592 sec): 3 clusters Score: Raw -63205.359196 + Penalty 1509.725225 = -61695.633971 nChanged 109 SP:Iteration 2F (6339.882618 sec): 3 clusters Score: Raw -63299.130915 + Penalty 1509.725225 = -61789.405690 nChanged 66 SP:Iteration 3Q (6339.976721 sec): 3 clusters Score: Raw -63360.565813 + Penalty 1509.725225 = -61850.840588 nChanged 55 SP:Iteration 4Q (6340.056417 sec): 3 clusters Score: Raw -63415.335297 + Penalty 1509.725225 = -61905.610072 nChanged 61 SP:Iteration 5Q (6340.144242 sec): 3 clusters Score: Raw -63473.432386 + Penalty 1509.725225 = -61963.707161 nChanged 51 SP:Iteration 6Q (6340.240502 sec): 3 clusters Score: Raw -63538.953348 + Penalty 1509.725225 = -62029.228123 nChanged 55 SP:Iteration 7Q (6340.350809 sec): 3 clusters Score: Raw -63615.441986 + Penalty 1509.725225 = -62105.716761 nChanged 42 SP:Iteration 8Q (6340.445755 sec): 3 clusters Score: Raw -63655.825352 + Penalty 1509.725225 = -62146.100127 nChanged 34 SP:Iteration 9Q (6340.540253 sec): 3 clusters Score: Raw -63696.267213 + Penalty 1509.725225 = -62186.541988 nChanged 33 SP:Iteration 10Q (6340.648773 sec): 3 clusters Score: Raw -63724.720573 + Penalty 1509.725225 = -62214.995348 nChanged 20 SP:Iteration 11Q (6340.736137 sec): 3 clusters Score: Raw -63741.187874 + Penalty 1509.725225 = -62231.462649 nChanged 10 SP:Iteration 12Q (6340.822455 sec): 3 clusters Score: Raw -63748.069080 + Penalty 1509.725225 = -62238.343855 nChanged 14 SP:Iteration 13Q (6340.933134 sec): 3 clusters Score: Raw -63753.342376 + Penalty 1509.725225 = -62243.617151 nChanged 10 SP:Iteration 14Q (6341.025871 sec): 3 clusters Score: Raw -63759.326545 + Penalty 1509.725225 = -62249.601320 nChanged 2 SP:Iteration 15Q (6341.134126 sec): 3 clusters Score: Raw -63759.973071 + Penalty 1509.725225 = -62250.247846 nChanged 3 SP:Iteration 16Q (6341.236381 sec): 3 clusters Score: Raw -63761.813095 + Penalty 1509.725225 = -62252.087870 nChanged 1 SP:Iteration 17Q (6341.337869 sec): 3 clusters Score: Raw -63762.405549 + Penalty 1509.725225 = -62252.680324 nChanged 4 SP:Iteration 18Q (6341.462809 sec): 3 clusters Score: Raw -63763.914753 + Penalty 1509.725225 = -62254.189527 nChanged 4 SP:Iteration 19Q (6341.548858 sec): 3 clusters Score: Raw -63765.551086 + Penalty 1509.725225 = -62255.825861 nChanged 4 SP:Iteration 20F (6341.653933 sec): 3 clusters Score: Raw -63766.905641 + Penalty 1509.725225 = -62257.180416 nChanged 3 SP:Iteration 21Q (6341.739320 sec): 3 clusters Score: Raw -63767.819851 + Penalty 1509.725225 = -62258.094626 nChanged 2 SP:Iteration 22Q (6341.762682 sec): 3 clusters Score: Raw -63768.215779 + Penalty 1509.725225 = -62258.490554 nChanged 0 SP:Iteration 23F (6341.844354 sec): 3 clusters Score: Raw -63768.215779 + Penalty 1509.725225 = -62258.490554 nChanged 0 Trying to split cluster 12 (3045 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6341.903058 sec): 2 clusters Score: Raw -185751.722578 + Penalty 842.231899 = -184909.490679 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6342.018239 sec): 3 clusters Score: Raw -184119.699832 + Penalty 1684.463798 = -182435.236034 nChanged 1254 SP:Iteration 1F (6342.128351 sec): 3 clusters Score: Raw -184831.835253 + Penalty 1684.463798 = -183147.371455 nChanged 252 SP:Iteration 2F (6342.219573 sec): 3 clusters Score: Raw -184976.109659 + Penalty 1684.463798 = -183291.645861 nChanged 183 SP:Iteration 3F (6342.296252 sec): 3 clusters Score: Raw -185078.858418 + Penalty 1684.463798 = -183394.394620 nChanged 153 SP:Iteration 4F (6342.397404 sec): 3 clusters Score: Raw -185178.846959 + Penalty 1684.463798 = -183494.383161 nChanged 132 SP:Iteration 5Q (6342.493962 sec): 3 clusters Score: Raw -185257.775697 + Penalty 1684.463798 = -183573.311899 nChanged 112 SP:Iteration 6Q (6342.582190 sec): 3 clusters Score: Raw -185321.943346 + Penalty 1684.463798 = -183637.479548 nChanged 105 SP:Iteration 7Q (6342.710788 sec): 3 clusters Score: Raw -185389.499963 + Penalty 1684.463798 = -183705.036165 nChanged 73 SP:Iteration 8Q (6342.795884 sec): 3 clusters Score: Raw -185433.841959 + Penalty 1684.463798 = -183749.378161 nChanged 85 SP:Iteration 9Q (6342.888463 sec): 3 clusters Score: Raw -185493.654326 + Penalty 1684.463798 = -183809.190528 nChanged 71 SP:Iteration 10Q (6343.029572 sec): 3 clusters Score: Raw -185555.940896 + Penalty 1684.463798 = -183871.477099 nChanged 89 SP:Iteration 11Q (6343.113326 sec): 3 clusters Score: Raw -185639.271287 + Penalty 1684.463798 = -183954.807489 nChanged 91 SP:Iteration 12Q (6343.202195 sec): 3 clusters Score: Raw -185736.554832 + Penalty 1684.463798 = -184052.091034 nChanged 90 SP:Iteration 13Q (6343.328002 sec): 3 clusters Score: Raw -185829.630227 + Penalty 1684.463798 = -184145.166429 nChanged 85 SP:Iteration 14Q (6343.413045 sec): 3 clusters Score: Raw -185918.089683 + Penalty 1684.463798 = -184233.625885 nChanged 68 SP:Iteration 15Q (6343.499669 sec): 3 clusters Score: Raw -186014.583579 + Penalty 1684.463798 = -184330.119781 nChanged 69 SP:Iteration 16Q (6343.626741 sec): 3 clusters Score: Raw -186091.197635 + Penalty 1684.463798 = -184406.733837 nChanged 66 SP:Iteration 17Q (6343.699295 sec): 3 clusters Score: Raw -186172.889737 + Penalty 1684.463798 = -184488.425939 nChanged 65 SP:Iteration 18Q (6343.802743 sec): 3 clusters Score: Raw -186243.363195 + Penalty 1684.463798 = -184558.899397 nChanged 53 SP:Iteration 19Q (6343.933212 sec): 3 clusters Score: Raw -186291.988341 + Penalty 1684.463798 = -184607.524543 nChanged 38 SP:Iteration 20F (6344.010534 sec): 3 clusters Score: Raw -186315.180520 + Penalty 1684.463798 = -184630.716722 nChanged 26 SP:Iteration 21Q (6344.116396 sec): 3 clusters Score: Raw -186329.139059 + Penalty 1684.463798 = -184644.675261 nChanged 23 SP:Iteration 22Q (6344.219537 sec): 3 clusters Score: Raw -186340.840497 + Penalty 1684.463798 = -184656.376699 nChanged 13 SP:Iteration 23Q (6344.331531 sec): 3 clusters Score: Raw -186347.468893 + Penalty 1684.463798 = -184663.005095 nChanged 11 SP:Iteration 24Q (6344.421099 sec): 3 clusters Score: Raw -186352.744247 + Penalty 1684.463798 = -184668.280449 nChanged 8 SP:Iteration 25Q (6344.557484 sec): 3 clusters Score: Raw -186355.442569 + Penalty 1684.463798 = -184670.978772 nChanged 5 SP:Iteration 26Q (6344.636686 sec): 3 clusters Score: Raw -186358.643993 + Penalty 1684.463798 = -184674.180195 nChanged 9 SP:Iteration 27Q (6344.736270 sec): 3 clusters Score: Raw -186363.512995 + Penalty 1684.463798 = -184679.049197 nChanged 5 SP:Iteration 28Q (6344.850323 sec): 3 clusters Score: Raw -186365.217035 + Penalty 1684.463798 = -184680.753238 nChanged 3 SP:Iteration 29Q (6344.950858 sec): 3 clusters Score: Raw -186366.990576 + Penalty 1684.463798 = -184682.526778 nChanged 5 SP:Iteration 30Q (6345.079368 sec): 3 clusters Score: Raw -186369.019243 + Penalty 1684.463798 = -184684.555446 nChanged 5 SP:Iteration 31Q (6345.170873 sec): 3 clusters Score: Raw -186370.923661 + Penalty 1684.463798 = -184686.459863 nChanged 5 SP:Iteration 32Q (6345.272522 sec): 3 clusters Score: Raw -186372.891811 + Penalty 1684.463798 = -184688.428013 nChanged 4 SP:Iteration 33Q (6345.375301 sec): 3 clusters Score: Raw -186375.246447 + Penalty 1684.463798 = -184690.782649 nChanged 4 SP:Iteration 34Q (6345.457136 sec): 3 clusters Score: Raw -186377.172716 + Penalty 1684.463798 = -184692.708918 nChanged 2 SP:Iteration 35Q (6345.576133 sec): 3 clusters Score: Raw -186377.713244 + Penalty 1684.463798 = -184693.249447 nChanged 1 SP:Iteration 36Q (6345.692260 sec): 3 clusters Score: Raw -186378.296659 + Penalty 1684.463798 = -184693.832862 nChanged 1 SP:Iteration 37Q (6345.764026 sec): 3 clusters Score: Raw -186378.679201 + Penalty 1684.463798 = -184694.215404 nChanged 1 SP:Iteration 38Q (6345.868624 sec): 3 clusters Score: Raw -186378.863568 + Penalty 1684.463798 = -184694.399770 nChanged 0 SP:Iteration 39F (6345.976840 sec): 3 clusters Score: Raw -186378.863568 + Penalty 1684.463798 = -184694.399770 nChanged 0 Trying to split cluster 13 (2807 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6346.034427 sec): 2 clusters Score: Raw -146656.694084 + Penalty 833.686516 = -145823.007569 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6346.145031 sec): 3 clusters Score: Raw -145275.595566 + Penalty 1667.373031 = -143608.222535 nChanged 1088 SP:Iteration 1F (6346.247130 sec): 3 clusters Score: Raw -146038.848029 + Penalty 1667.373031 = -144371.474998 nChanged 254 SP:Iteration 2F (6346.381040 sec): 3 clusters Score: Raw -146284.034156 + Penalty 1667.373031 = -144616.661125 nChanged 204 SP:Iteration 3F (6346.483813 sec): 3 clusters Score: Raw -146468.661287 + Penalty 1667.373031 = -144801.288256 nChanged 172 SP:Iteration 4F (6346.570799 sec): 3 clusters Score: Raw -146644.482549 + Penalty 1667.373031 = -144977.109518 nChanged 146 SP:Iteration 5F (6346.658222 sec): 3 clusters Score: Raw -146771.587054 + Penalty 1667.373031 = -145104.214023 nChanged 110 SP:Iteration 6Q (6346.761873 sec): 3 clusters Score: Raw -146837.513614 + Penalty 1667.373031 = -145170.140583 nChanged 73 SP:Iteration 7Q (6346.875097 sec): 3 clusters Score: Raw -146880.350824 + Penalty 1667.373031 = -145212.977793 nChanged 71 SP:Iteration 8Q (6346.979522 sec): 3 clusters Score: Raw -146917.719853 + Penalty 1667.373031 = -145250.346822 nChanged 57 SP:Iteration 9Q (6347.064638 sec): 3 clusters Score: Raw -146948.193576 + Penalty 1667.373031 = -145280.820545 nChanged 57 SP:Iteration 10Q (6347.197067 sec): 3 clusters Score: Raw -146974.593788 + Penalty 1667.373031 = -145307.220757 nChanged 45 SP:Iteration 11Q (6347.274903 sec): 3 clusters Score: Raw -146992.657062 + Penalty 1667.373031 = -145325.284031 nChanged 36 SP:Iteration 12Q (6347.365690 sec): 3 clusters Score: Raw -147008.427394 + Penalty 1667.373031 = -145341.054363 nChanged 35 SP:Iteration 13Q (6347.467106 sec): 3 clusters Score: Raw -147021.860050 + Penalty 1667.373031 = -145354.487019 nChanged 28 SP:Iteration 14Q (6347.575958 sec): 3 clusters Score: Raw -147032.019860 + Penalty 1667.373031 = -145364.646829 nChanged 26 SP:Iteration 15Q (6347.659605 sec): 3 clusters Score: Raw -147044.562288 + Penalty 1667.373031 = -145377.189257 nChanged 25 SP:Iteration 16Q (6347.779132 sec): 3 clusters Score: Raw -147055.433502 + Penalty 1667.373031 = -145388.060470 nChanged 19 SP:Iteration 17Q (6347.892447 sec): 3 clusters Score: Raw -147061.375875 + Penalty 1667.373031 = -145394.002844 nChanged 17 SP:Iteration 18Q (6348.014500 sec): 3 clusters Score: Raw -147065.708168 + Penalty 1667.373031 = -145398.335137 nChanged 17 SP:Iteration 19Q (6348.109911 sec): 3 clusters Score: Raw -147072.147938 + Penalty 1667.373031 = -145404.774907 nChanged 15 SP:Iteration 20F (6348.203574 sec): 3 clusters Score: Raw -147075.621754 + Penalty 1667.373031 = -145408.248723 nChanged 13 SP:Iteration 21Q (6348.300874 sec): 3 clusters Score: Raw -147080.955991 + Penalty 1667.373031 = -145413.582960 nChanged 17 SP:Iteration 22Q (6348.386481 sec): 3 clusters Score: Raw -147088.157606 + Penalty 1667.373031 = -145420.784575 nChanged 16 SP:Iteration 23Q (6348.480706 sec): 3 clusters Score: Raw -147093.765562 + Penalty 1667.373031 = -145426.392531 nChanged 18 SP:Iteration 24Q (6348.569915 sec): 3 clusters Score: Raw -147103.380793 + Penalty 1667.373031 = -145436.007762 nChanged 18 SP:Iteration 25Q (6348.654184 sec): 3 clusters Score: Raw -147110.074725 + Penalty 1667.373031 = -145442.701694 nChanged 14 SP:Iteration 26Q (6348.746131 sec): 3 clusters Score: Raw -147115.715604 + Penalty 1667.373031 = -145448.342573 nChanged 11 SP:Iteration 27Q (6348.847956 sec): 3 clusters Score: Raw -147118.779225 + Penalty 1667.373031 = -145451.406194 nChanged 8 SP:Iteration 28Q (6348.938933 sec): 3 clusters Score: Raw -147121.527285 + Penalty 1667.373031 = -145454.154254 nChanged 9 SP:Iteration 29Q (6349.025425 sec): 3 clusters Score: Raw -147125.097062 + Penalty 1667.373031 = -145457.724031 nChanged 15 SP:Iteration 30Q (6349.120790 sec): 3 clusters Score: Raw -147129.422058 + Penalty 1667.373031 = -145462.049027 nChanged 10 SP:Iteration 31Q (6349.209564 sec): 3 clusters Score: Raw -147131.418105 + Penalty 1667.373031 = -145464.045074 nChanged 5 SP:Iteration 32Q (6349.312983 sec): 3 clusters Score: Raw -147132.372721 + Penalty 1667.373031 = -145464.999690 nChanged 3 SP:Iteration 33Q (6349.420211 sec): 3 clusters Score: Raw -147132.982922 + Penalty 1667.373031 = -145465.609891 nChanged 0 SP:Iteration 34F (6349.521106 sec): 3 clusters Score: Raw -147132.982922 + Penalty 1667.373031 = -145465.609891 nChanged 0 Trying to split cluster 14 (7029 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6349.588244 sec): 2 clusters Score: Raw -397118.428028 + Penalty 930.068971 = -396188.359056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6349.732094 sec): 3 clusters Score: Raw -393100.249749 + Penalty 1860.137943 = -391240.111806 nChanged 3062 SP:Iteration 1F (6349.847942 sec): 3 clusters Score: Raw -394898.549121 + Penalty 1860.137943 = -393038.411178 nChanged 541 SP:Iteration 2F (6349.909169 sec): 3 clusters Score: Raw -395295.505681 + Penalty 1860.137943 = -393435.367738 nChanged 537 SP:Iteration 3F (6350.019872 sec): 3 clusters Score: Raw -395695.780119 + Penalty 1860.137943 = -393835.642176 nChanged 468 SP:Iteration 4F (6350.131966 sec): 3 clusters Score: Raw -395979.435637 + Penalty 1860.137943 = -394119.297694 nChanged 361 SP:Iteration 5F (6350.236624 sec): 3 clusters Score: Raw -396160.501525 + Penalty 1860.137943 = -394300.363582 nChanged 278 SP:Iteration 6Q (6350.346936 sec): 3 clusters Score: Raw -396306.268107 + Penalty 1860.137943 = -394446.130165 nChanged 230 SP:Iteration 7Q (6350.458463 sec): 3 clusters Score: Raw -396415.545429 + Penalty 1860.137943 = -394555.407486 nChanged 188 SP:Iteration 8Q (6350.570017 sec): 3 clusters Score: Raw -396511.575249 + Penalty 1860.137943 = -394651.437307 nChanged 188 SP:Iteration 9Q (6350.690245 sec): 3 clusters Score: Raw -396617.317721 + Penalty 1860.137943 = -394757.179778 nChanged 177 SP:Iteration 10Q (6350.804373 sec): 3 clusters Score: Raw -396714.102560 + Penalty 1860.137943 = -394853.964617 nChanged 141 SP:Iteration 11Q (6350.923787 sec): 3 clusters Score: Raw -396790.596578 + Penalty 1860.137943 = -394930.458635 nChanged 132 SP:Iteration 12Q (6351.016514 sec): 3 clusters Score: Raw -396862.218661 + Penalty 1860.137943 = -395002.080718 nChanged 143 SP:Iteration 13Q (6351.116312 sec): 3 clusters Score: Raw -396932.985046 + Penalty 1860.137943 = -395072.847103 nChanged 116 SP:Iteration 14Q (6351.224279 sec): 3 clusters Score: Raw -396999.577573 + Penalty 1860.137943 = -395139.439630 nChanged 124 SP:Iteration 15Q (6351.330716 sec): 3 clusters Score: Raw -397106.770046 + Penalty 1860.137943 = -395246.632103 nChanged 141 SP:Iteration 16Q (6351.435418 sec): 3 clusters Score: Raw -397202.960015 + Penalty 1860.137943 = -395342.822072 nChanged 136 SP:Iteration 17Q (6351.548815 sec): 3 clusters Score: Raw -397287.316198 + Penalty 1860.137943 = -395427.178255 nChanged 125 SP:Iteration 18Q (6351.649534 sec): 3 clusters Score: Raw -397353.844417 + Penalty 1860.137943 = -395493.706474 nChanged 121 SP:Iteration 19Q (6351.763683 sec): 3 clusters Score: Raw -397418.235450 + Penalty 1860.137943 = -395558.097507 nChanged 117 SP:Iteration 20F (6351.884319 sec): 3 clusters Score: Raw -397483.225529 + Penalty 1860.137943 = -395623.087587 nChanged 110 SP:Iteration 21Q (6351.988036 sec): 3 clusters Score: Raw -397540.581978 + Penalty 1860.137943 = -395680.444036 nChanged 104 SP:Iteration 22Q (6352.089682 sec): 3 clusters Score: Raw -397588.806324 + Penalty 1860.137943 = -395728.668382 nChanged 94 SP:Iteration 23Q (6352.195700 sec): 3 clusters Score: Raw -397634.658847 + Penalty 1860.137943 = -395774.520905 nChanged 92 SP:Iteration 24Q (6352.307492 sec): 3 clusters Score: Raw -397678.493792 + Penalty 1860.137943 = -395818.355849 nChanged 78 SP:Iteration 25Q (6352.390435 sec): 3 clusters Score: Raw -397708.362393 + Penalty 1860.137943 = -395848.224450 nChanged 62 SP:Iteration 26Q (6352.505219 sec): 3 clusters Score: Raw -397734.366679 + Penalty 1860.137943 = -395874.228736 nChanged 51 SP:Iteration 27Q (6352.607799 sec): 3 clusters Score: Raw -397754.113453 + Penalty 1860.137943 = -395893.975510 nChanged 49 SP:Iteration 28Q (6352.723123 sec): 3 clusters Score: Raw -397774.923471 + Penalty 1860.137943 = -395914.785528 nChanged 46 SP:Iteration 29Q (6352.841316 sec): 3 clusters Score: Raw -397798.597716 + Penalty 1860.137943 = -395938.459774 nChanged 58 SP:Iteration 30Q (6352.950070 sec): 3 clusters Score: Raw -397836.113321 + Penalty 1860.137943 = -395975.975379 nChanged 74 SP:Iteration 31Q (6353.076404 sec): 3 clusters Score: Raw -397882.721410 + Penalty 1860.137943 = -396022.583467 nChanged 91 SP:Iteration 32Q (6353.177605 sec): 3 clusters Score: Raw -397943.688329 + Penalty 1860.137943 = -396083.550386 nChanged 84 SP:Iteration 33Q (6353.282494 sec): 3 clusters Score: Raw -398000.474639 + Penalty 1860.137943 = -396140.336696 nChanged 84 SP:Iteration 34Q (6353.397655 sec): 3 clusters Score: Raw -398054.250058 + Penalty 1860.137943 = -396194.112116 nChanged 68 SP:Iteration 35Q (6353.523281 sec): 3 clusters Score: Raw -398085.043494 + Penalty 1860.137943 = -396224.905551 nChanged 45 SP:Iteration 36Q (6353.643852 sec): 3 clusters Score: Raw -398099.721951 + Penalty 1860.137943 = -396239.584008 nChanged 31 SP:Iteration 37Q (6353.761767 sec): 3 clusters Score: Raw -398107.046919 + Penalty 1860.137943 = -396246.908976 nChanged 23 SP:Iteration 38Q (6353.865178 sec): 3 clusters Score: Raw -398115.763523 + Penalty 1860.137943 = -396255.625580 nChanged 21 SP:Iteration 39Q (6353.968796 sec): 3 clusters Score: Raw -398120.293066 + Penalty 1860.137943 = -396260.155123 nChanged 10 SP:Iteration 40F (6354.083003 sec): 3 clusters Score: Raw -398127.445321 + Penalty 1860.137943 = -396267.307379 nChanged 16 SP:Iteration 41Q (6354.187802 sec): 3 clusters Score: Raw -398131.388615 + Penalty 1860.137943 = -396271.250672 nChanged 13 SP:Iteration 42Q (6354.307697 sec): 3 clusters Score: Raw -398134.572793 + Penalty 1860.137943 = -396274.434851 nChanged 12 SP:Iteration 43Q (6354.392785 sec): 3 clusters Score: Raw -398136.735946 + Penalty 1860.137943 = -396276.598003 nChanged 11 SP:Iteration 44Q (6354.488051 sec): 3 clusters Score: Raw -398139.741956 + Penalty 1860.137943 = -396279.604013 nChanged 12 SP:Iteration 45Q (6354.615198 sec): 3 clusters Score: Raw -398142.176953 + Penalty 1860.137943 = -396282.039011 nChanged 10 SP:Iteration 46Q (6354.704445 sec): 3 clusters Score: Raw -398143.890246 + Penalty 1860.137943 = -396283.752303 nChanged 5 SP:Iteration 47Q (6354.818061 sec): 3 clusters Score: Raw -398144.431986 + Penalty 1860.137943 = -396284.294044 nChanged 2 SP:Iteration 48Q (6354.906644 sec): 3 clusters Score: Raw -398144.732242 + Penalty 1860.137943 = -396284.594299 nChanged 2 SP:Iteration 49Q (6355.008340 sec): 3 clusters Score: Raw -398145.045580 + Penalty 1860.137943 = -396284.907637 nChanged 2 SP:Iteration 50Q (6355.127031 sec): 3 clusters Score: Raw -398145.445576 + Penalty 1860.137943 = -396285.307633 nChanged 1 SP:Iteration 51Q (6355.231168 sec): 3 clusters Score: Raw -398145.493000 + Penalty 1860.137943 = -396285.355057 nChanged 0 SP:Iteration 52F (6355.347082 sec): 3 clusters Score: Raw -398145.493000 + Penalty 1860.137943 = -396285.355057 nChanged 0 Score: Raw -4225064.628644 + Penalty 22471.659320 = -4202592.969324 Splitting cluster 14 changes total score from -4202748.623263 to -4202592.969324 So it's not getting split. Trying to split cluster 15 (11762 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6357.714651 sec): 2 clusters Score: Raw -705405.334919 + Penalty 984.126074 = -704421.208845 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6357.833359 sec): 3 clusters Score: Raw -698381.820422 + Penalty 1968.252148 = -696413.568274 nChanged 5274 SP:Iteration 1F (6357.967443 sec): 3 clusters Score: Raw -701549.076649 + Penalty 1968.252148 = -699580.824502 nChanged 854 SP:Iteration 2F (6358.104800 sec): 3 clusters Score: Raw -702018.351645 + Penalty 1968.252148 = -700050.099497 nChanged 738 SP:Iteration 3F (6358.230509 sec): 3 clusters Score: Raw -702397.347496 + Penalty 1968.252148 = -700429.095348 nChanged 646 SP:Iteration 4F (6358.396588 sec): 3 clusters Score: Raw -702693.666900 + Penalty 1968.252148 = -700725.414753 nChanged 569 SP:Iteration 5Q (6358.540005 sec): 3 clusters Score: Raw -702980.164350 + Penalty 1968.252148 = -701011.912202 nChanged 546 SP:Iteration 6Q (6358.642962 sec): 3 clusters Score: Raw -703264.068587 + Penalty 1968.252148 = -701295.816439 nChanged 494 SP:Iteration 7Q (6358.766922 sec): 3 clusters Score: Raw -703544.049209 + Penalty 1968.252148 = -701575.797061 nChanged 505 SP:Iteration 8Q (6358.910566 sec): 3 clusters Score: Raw -703796.932141 + Penalty 1968.252148 = -701828.679993 nChanged 421 SP:Iteration 9Q (6359.044965 sec): 3 clusters Score: Raw -703988.466970 + Penalty 1968.252148 = -702020.214823 nChanged 331 SP:Iteration 10Q (6359.193766 sec): 3 clusters Score: Raw -704119.834507 + Penalty 1968.252148 = -702151.582360 nChanged 287 SP:Iteration 11Q (6359.303012 sec): 3 clusters Score: Raw -704229.367620 + Penalty 1968.252148 = -702261.115472 nChanged 241 SP:Iteration 12Q (6359.414621 sec): 3 clusters Score: Raw -704315.929390 + Penalty 1968.252148 = -702347.677242 nChanged 237 SP:Iteration 13Q (6359.541686 sec): 3 clusters Score: Raw -704403.774723 + Penalty 1968.252148 = -702435.522575 nChanged 178 SP:Iteration 14Q (6359.658115 sec): 3 clusters Score: Raw -704466.694179 + Penalty 1968.252148 = -702498.442032 nChanged 169 SP:Iteration 15Q (6359.798579 sec): 3 clusters Score: Raw -704518.659848 + Penalty 1968.252148 = -702550.407700 nChanged 166 SP:Iteration 16Q (6359.917224 sec): 3 clusters Score: Raw -704572.407715 + Penalty 1968.252148 = -702604.155567 nChanged 175 SP:Iteration 17Q (6360.037810 sec): 3 clusters Score: Raw -704633.346937 + Penalty 1968.252148 = -702665.094789 nChanged 185 SP:Iteration 18Q (6360.155590 sec): 3 clusters Score: Raw -704692.066620 + Penalty 1968.252148 = -702723.814472 nChanged 172 SP:Iteration 19Q (6360.286593 sec): 3 clusters Score: Raw -704741.948915 + Penalty 1968.252148 = -702773.696767 nChanged 150 SP:Iteration 20F (6360.426796 sec): 3 clusters Score: Raw -704782.800638 + Penalty 1968.252148 = -702814.548490 nChanged 123 SP:Iteration 21Q (6360.524461 sec): 3 clusters Score: Raw -704813.142590 + Penalty 1968.252148 = -702844.890443 nChanged 115 SP:Iteration 22Q (6360.654346 sec): 3 clusters Score: Raw -704837.845237 + Penalty 1968.252148 = -702869.593089 nChanged 102 SP:Iteration 23Q (6360.770512 sec): 3 clusters Score: Raw -704861.457981 + Penalty 1968.252148 = -702893.205833 nChanged 102 SP:Iteration 24Q (6360.917218 sec): 3 clusters Score: Raw -704884.465120 + Penalty 1968.252148 = -702916.212972 nChanged 82 SP:Iteration 25Q (6361.042947 sec): 3 clusters Score: Raw -704902.310899 + Penalty 1968.252148 = -702934.058751 nChanged 79 SP:Iteration 26Q (6361.178284 sec): 3 clusters Score: Raw -704917.592508 + Penalty 1968.252148 = -702949.340360 nChanged 73 SP:Iteration 27Q (6361.321221 sec): 3 clusters Score: Raw -704931.847119 + Penalty 1968.252148 = -702963.594971 nChanged 72 SP:Iteration 28Q (6361.434306 sec): 3 clusters Score: Raw -704946.142516 + Penalty 1968.252148 = -702977.890368 nChanged 56 SP:Iteration 29Q (6361.563364 sec): 3 clusters Score: Raw -704957.100778 + Penalty 1968.252148 = -702988.848630 nChanged 67 SP:Iteration 30Q (6361.691939 sec): 3 clusters Score: Raw -704971.313120 + Penalty 1968.252148 = -703003.060973 nChanged 66 SP:Iteration 31Q (6361.799855 sec): 3 clusters Score: Raw -704982.684503 + Penalty 1968.252148 = -703014.432355 nChanged 62 SP:Iteration 32Q (6361.921449 sec): 3 clusters Score: Raw -704993.226546 + Penalty 1968.252148 = -703024.974398 nChanged 57 SP:Iteration 33Q (6362.047499 sec): 3 clusters Score: Raw -705002.737836 + Penalty 1968.252148 = -703034.485689 nChanged 59 SP:Iteration 34Q (6362.181440 sec): 3 clusters Score: Raw -705014.850555 + Penalty 1968.252148 = -703046.598407 nChanged 70 SP:Iteration 35Q (6362.302474 sec): 3 clusters Score: Raw -705029.502037 + Penalty 1968.252148 = -703061.249889 nChanged 73 SP:Iteration 36Q (6362.433512 sec): 3 clusters Score: Raw -705045.990720 + Penalty 1968.252148 = -703077.738572 nChanged 74 SP:Iteration 37Q (6362.586827 sec): 3 clusters Score: Raw -705058.735307 + Penalty 1968.252148 = -703090.483160 nChanged 65 SP:Iteration 38Q (6362.715411 sec): 3 clusters Score: Raw -705069.383412 + Penalty 1968.252148 = -703101.131264 nChanged 50 SP:Iteration 39Q (6362.815891 sec): 3 clusters Score: Raw -705076.296137 + Penalty 1968.252148 = -703108.043989 nChanged 42 SP:Iteration 40F (6362.965071 sec): 3 clusters Score: Raw -705083.753002 + Penalty 1968.252148 = -703115.500854 nChanged 46 SP:Iteration 41Q (6363.079673 sec): 3 clusters Score: Raw -705091.127330 + Penalty 1968.252148 = -703122.875182 nChanged 37 SP:Iteration 42Q (6363.211066 sec): 3 clusters Score: Raw -705096.170620 + Penalty 1968.252148 = -703127.918473 nChanged 39 SP:Iteration 43Q (6363.344481 sec): 3 clusters Score: Raw -705101.877388 + Penalty 1968.252148 = -703133.625240 nChanged 37 SP:Iteration 44Q (6363.436533 sec): 3 clusters Score: Raw -705108.275596 + Penalty 1968.252148 = -703140.023449 nChanged 43 SP:Iteration 45Q (6363.569489 sec): 3 clusters Score: Raw -705114.750306 + Penalty 1968.252148 = -703146.498158 nChanged 35 SP:Iteration 46Q (6363.661374 sec): 3 clusters Score: Raw -705120.821227 + Penalty 1968.252148 = -703152.569079 nChanged 33 SP:Iteration 47Q (6363.794189 sec): 3 clusters Score: Raw -705125.772641 + Penalty 1968.252148 = -703157.520493 nChanged 31 SP:Iteration 48Q (6363.923613 sec): 3 clusters Score: Raw -705130.435680 + Penalty 1968.252148 = -703162.183533 nChanged 31 SP:Iteration 49Q (6364.063079 sec): 3 clusters Score: Raw -705134.851516 + Penalty 1968.252148 = -703166.599368 nChanged 21 SP:Iteration 50Q (6364.177665 sec): 3 clusters Score: Raw -705137.006718 + Penalty 1968.252148 = -703168.754570 nChanged 24 SP:Iteration 51Q (6364.295125 sec): 3 clusters Score: Raw -705139.794778 + Penalty 1968.252148 = -703171.542630 nChanged 25 SP:Iteration 52Q (6364.421223 sec): 3 clusters Score: Raw -705142.498473 + Penalty 1968.252148 = -703174.246326 nChanged 22 SP:Iteration 53Q (6364.550737 sec): 3 clusters Score: Raw -705145.649563 + Penalty 1968.252148 = -703177.397415 nChanged 22 SP:Iteration 54Q (6364.659034 sec): 3 clusters Score: Raw -705148.667810 + Penalty 1968.252148 = -703180.415662 nChanged 24 SP:Iteration 55Q (6364.792061 sec): 3 clusters Score: Raw -705150.882891 + Penalty 1968.252148 = -703182.630743 nChanged 11 SP:Iteration 56Q (6364.918440 sec): 3 clusters Score: Raw -705151.729512 + Penalty 1968.252148 = -703183.477364 nChanged 14 SP:Iteration 57Q (6364.981662 sec): 3 clusters Score: Raw -705153.002713 + Penalty 1968.252148 = -703184.750565 nChanged 12 SP:Iteration 58Q (6365.043132 sec): 3 clusters Score: Raw -705154.579781 + Penalty 1968.252148 = -703186.327633 nChanged 13 SP:Iteration 59Q (6365.106125 sec): 3 clusters Score: Raw -705156.997050 + Penalty 1968.252148 = -703188.744903 nChanged 20 SP:Iteration 60F (6365.218526 sec): 3 clusters Score: Raw -705160.495127 + Penalty 1968.252148 = -703192.242980 nChanged 19 SP:Iteration 61Q (6365.335207 sec): 3 clusters Score: Raw -705162.625856 + Penalty 1968.252148 = -703194.373708 nChanged 15 SP:Iteration 62Q (6365.422216 sec): 3 clusters Score: Raw -705164.250925 + Penalty 1968.252148 = -703195.998777 nChanged 15 SP:Iteration 63Q (6365.481090 sec): 3 clusters Score: Raw -705165.631330 + Penalty 1968.252148 = -703197.379182 nChanged 13 SP:Iteration 64Q (6365.540503 sec): 3 clusters Score: Raw -705166.809051 + Penalty 1968.252148 = -703198.556903 nChanged 9 SP:Iteration 65Q (6365.666164 sec): 3 clusters Score: Raw -705167.383032 + Penalty 1968.252148 = -703199.130884 nChanged 6 SP:Iteration 66Q (6365.799986 sec): 3 clusters Score: Raw -705168.344498 + Penalty 1968.252148 = -703200.092350 nChanged 8 SP:Iteration 67Q (6365.920586 sec): 3 clusters Score: Raw -705169.065445 + Penalty 1968.252148 = -703200.813297 nChanged 10 SP:Iteration 68Q (6366.043170 sec): 3 clusters Score: Raw -705169.883000 + Penalty 1968.252148 = -703201.630852 nChanged 11 SP:Iteration 69Q (6366.162142 sec): 3 clusters Score: Raw -705170.829267 + Penalty 1968.252148 = -703202.577120 nChanged 8 SP:Iteration 70Q (6366.297397 sec): 3 clusters Score: Raw -705171.596903 + Penalty 1968.252148 = -703203.344755 nChanged 7 SP:Iteration 71Q (6366.427652 sec): 3 clusters Score: Raw -705172.160262 + Penalty 1968.252148 = -703203.908115 nChanged 7 SP:Iteration 72Q (6366.548373 sec): 3 clusters Score: Raw -705172.854692 + Penalty 1968.252148 = -703204.602544 nChanged 11 SP:Iteration 73Q (6366.674603 sec): 3 clusters Score: Raw -705173.783849 + Penalty 1968.252148 = -703205.531702 nChanged 7 SP:Iteration 74Q (6366.784985 sec): 3 clusters Score: Raw -705174.234229 + Penalty 1968.252148 = -703205.982081 nChanged 4 SP:Iteration 75Q (6366.900985 sec): 3 clusters Score: Raw -705174.493477 + Penalty 1968.252148 = -703206.241329 nChanged 5 SP:Iteration 76Q (6366.997959 sec): 3 clusters Score: Raw -705174.712961 + Penalty 1968.252148 = -703206.460813 nChanged 2 SP:Iteration 77Q (6367.112013 sec): 3 clusters Score: Raw -705174.786495 + Penalty 1968.252148 = -703206.534347 nChanged 2 SP:Iteration 78Q (6367.236728 sec): 3 clusters Score: Raw -705174.898380 + Penalty 1968.252148 = -703206.646233 nChanged 0 SP:Iteration 79F (6367.371094 sec): 3 clusters Score: Raw -705174.898380 + Penalty 1968.252148 = -703206.646233 nChanged 0 Trying to split cluster 16 (1300 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6367.456114 sec): 2 clusters Score: Raw -61838.763455 + Penalty 752.862552 = -61085.900903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6367.545942 sec): 3 clusters Score: Raw -61306.453881 + Penalty 1505.725104 = -59800.728777 nChanged 465 SP:Iteration 1F (6367.653980 sec): 3 clusters Score: Raw -61658.703692 + Penalty 1505.725104 = -60152.978587 nChanged 107 SP:Iteration 2F (6367.731241 sec): 3 clusters Score: Raw -61759.269515 + Penalty 1505.725104 = -60253.544410 nChanged 78 SP:Iteration 3F (6367.809536 sec): 3 clusters Score: Raw -61819.830106 + Penalty 1505.725104 = -60314.105001 nChanged 48 SP:Iteration 4Q (6367.900738 sec): 3 clusters Score: Raw -61864.423035 + Penalty 1505.725104 = -60358.697931 nChanged 45 SP:Iteration 5Q (6367.991921 sec): 3 clusters Score: Raw -61899.912569 + Penalty 1505.725104 = -60394.187465 nChanged 36 SP:Iteration 6Q (6368.091736 sec): 3 clusters Score: Raw -61936.304644 + Penalty 1505.725104 = -60430.579540 nChanged 33 SP:Iteration 7Q (6368.186551 sec): 3 clusters Score: Raw -61968.248982 + Penalty 1505.725104 = -60462.523878 nChanged 34 SP:Iteration 8Q (6368.307975 sec): 3 clusters Score: Raw -62000.624262 + Penalty 1505.725104 = -60494.899158 nChanged 30 SP:Iteration 9Q (6368.404122 sec): 3 clusters Score: Raw -62021.128028 + Penalty 1505.725104 = -60515.402924 nChanged 23 SP:Iteration 10Q (6368.475816 sec): 3 clusters Score: Raw -62034.584912 + Penalty 1505.725104 = -60528.859808 nChanged 20 SP:Iteration 11Q (6368.563340 sec): 3 clusters Score: Raw -62047.981266 + Penalty 1505.725104 = -60542.256161 nChanged 15 SP:Iteration 12Q (6368.657373 sec): 3 clusters Score: Raw -62061.442372 + Penalty 1505.725104 = -60555.717268 nChanged 20 SP:Iteration 13Q (6368.761008 sec): 3 clusters Score: Raw -62078.404415 + Penalty 1505.725104 = -60572.679311 nChanged 17 SP:Iteration 14Q (6368.881253 sec): 3 clusters Score: Raw -62097.354158 + Penalty 1505.725104 = -60591.629053 nChanged 22 SP:Iteration 15Q (6368.954505 sec): 3 clusters Score: Raw -62121.999803 + Penalty 1505.725104 = -60616.274699 nChanged 29 SP:Iteration 16Q (6369.060571 sec): 3 clusters Score: Raw -62156.112834 + Penalty 1505.725104 = -60650.387730 nChanged 26 SP:Iteration 17Q (6369.163871 sec): 3 clusters Score: Raw -62189.280153 + Penalty 1505.725104 = -60683.555049 nChanged 23 SP:Iteration 18Q (6369.258571 sec): 3 clusters Score: Raw -62217.877791 + Penalty 1505.725104 = -60712.152687 nChanged 19 SP:Iteration 19Q (6369.353544 sec): 3 clusters Score: Raw -62240.000675 + Penalty 1505.725104 = -60734.275570 nChanged 20 SP:Iteration 20F (6369.416469 sec): 3 clusters Score: Raw -62270.045867 + Penalty 1505.725104 = -60764.320763 nChanged 19 SP:Iteration 21Q (6369.492222 sec): 3 clusters Score: Raw -62292.845066 + Penalty 1505.725104 = -60787.119962 nChanged 20 SP:Iteration 22Q (6369.561191 sec): 3 clusters Score: Raw -62313.525392 + Penalty 1505.725104 = -60807.800288 nChanged 18 SP:Iteration 23Q (6369.633164 sec): 3 clusters Score: Raw -62329.706579 + Penalty 1505.725104 = -60823.981475 nChanged 14 SP:Iteration 24Q (6369.710898 sec): 3 clusters Score: Raw -62338.927930 + Penalty 1505.725104 = -60833.202826 nChanged 9 SP:Iteration 25Q (6369.803378 sec): 3 clusters Score: Raw -62345.847840 + Penalty 1505.725104 = -60840.122736 nChanged 7 SP:Iteration 26Q (6369.884715 sec): 3 clusters Score: Raw -62355.559653 + Penalty 1505.725104 = -60849.834548 nChanged 6 SP:Iteration 27Q (6369.966470 sec): 3 clusters Score: Raw -62361.691076 + Penalty 1505.725104 = -60855.965972 nChanged 9 SP:Iteration 28Q (6370.065718 sec): 3 clusters Score: Raw -62374.287542 + Penalty 1505.725104 = -60868.562438 nChanged 8 SP:Iteration 29Q (6370.150282 sec): 3 clusters Score: Raw -62391.048884 + Penalty 1505.725104 = -60885.323780 nChanged 12 SP:Iteration 30Q (6370.235263 sec): 3 clusters Score: Raw -62409.489556 + Penalty 1505.725104 = -60903.764452 nChanged 12 SP:Iteration 31Q (6370.336512 sec): 3 clusters Score: Raw -62416.561538 + Penalty 1505.725104 = -60910.836434 nChanged 6 SP:Iteration 32Q (6370.438694 sec): 3 clusters Score: Raw -62419.989963 + Penalty 1505.725104 = -60914.264859 nChanged 4 SP:Iteration 33Q (6370.539180 sec): 3 clusters Score: Raw -62422.398444 + Penalty 1505.725104 = -60916.673339 nChanged 2 SP:Iteration 34Q (6370.632031 sec): 3 clusters Score: Raw -62423.347509 + Penalty 1505.725104 = -60917.622405 nChanged 3 SP:Iteration 35Q (6370.715785 sec): 3 clusters Score: Raw -62424.780915 + Penalty 1505.725104 = -60919.055811 nChanged 2 SP:Iteration 36Q (6370.814356 sec): 3 clusters Score: Raw -62425.537443 + Penalty 1505.725104 = -60919.812339 nChanged 2 SP:Iteration 37Q (6370.913618 sec): 3 clusters Score: Raw -62426.742504 + Penalty 1505.725104 = -60921.017400 nChanged 2 SP:Iteration 38Q (6370.998569 sec): 3 clusters Score: Raw -62427.658408 + Penalty 1505.725104 = -60921.933304 nChanged 1 SP:Iteration 39Q (6371.103320 sec): 3 clusters Score: Raw -62428.601336 + Penalty 1505.725104 = -60922.876232 nChanged 3 SP:Iteration 40F (6371.215805 sec): 3 clusters Score: Raw -62437.446394 + Penalty 1505.725104 = -60931.721289 nChanged 4 SP:Iteration 41Q (6371.309809 sec): 3 clusters Score: Raw -62443.200760 + Penalty 1505.725104 = -60937.475656 nChanged 3 SP:Iteration 42Q (6371.393896 sec): 3 clusters Score: Raw -62445.245451 + Penalty 1505.725104 = -60939.520347 nChanged 3 SP:Iteration 43Q (6371.503003 sec): 3 clusters Score: Raw -62448.136658 + Penalty 1505.725104 = -60942.411554 nChanged 3 SP:Iteration 44Q (6371.576499 sec): 3 clusters Score: Raw -62450.702454 + Penalty 1505.725104 = -60944.977350 nChanged 3 SP:Iteration 45Q (6371.685016 sec): 3 clusters Score: Raw -62451.728946 + Penalty 1505.725104 = -60946.003842 nChanged 1 SP:Iteration 46Q (6371.787231 sec): 3 clusters Score: Raw -62452.122301 + Penalty 1505.725104 = -60946.397197 nChanged 2 SP:Iteration 47Q (6371.883076 sec): 3 clusters Score: Raw -62453.578644 + Penalty 1505.725104 = -60947.853540 nChanged 3 SP:Iteration 48Q (6371.986024 sec): 3 clusters Score: Raw -62454.982584 + Penalty 1505.725104 = -60949.257480 nChanged 3 SP:Iteration 49Q (6372.051004 sec): 3 clusters Score: Raw -62456.542389 + Penalty 1505.725104 = -60950.817285 nChanged 2 SP:Iteration 50Q (6372.131685 sec): 3 clusters Score: Raw -62458.098358 + Penalty 1505.725104 = -60952.373254 nChanged 2 SP:Iteration 51Q (6372.227239 sec): 3 clusters Score: Raw -62459.382231 + Penalty 1505.725104 = -60953.657127 nChanged 3 SP:Iteration 52Q (6372.317473 sec): 3 clusters Score: Raw -62460.779407 + Penalty 1505.725104 = -60955.054303 nChanged 2 SP:Iteration 53Q (6372.420558 sec): 3 clusters Score: Raw -62461.176231 + Penalty 1505.725104 = -60955.451127 nChanged 0 SP:Iteration 54F (6372.535272 sec): 3 clusters Score: Raw -62461.176231 + Penalty 1505.725104 = -60955.451127 nChanged 0 Trying to split cluster 17 (1291 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6372.597484 sec): 2 clusters Score: Raw -63807.697401 + Penalty 752.133101 = -63055.564299 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6372.687233 sec): 3 clusters Score: Raw -63251.267407 + Penalty 1504.266202 = -61747.001205 nChanged 472 SP:Iteration 1F (6372.772762 sec): 3 clusters Score: Raw -63611.100613 + Penalty 1504.266202 = -62106.834411 nChanged 119 SP:Iteration 2F (6372.880412 sec): 3 clusters Score: Raw -63732.801180 + Penalty 1504.266202 = -62228.534978 nChanged 91 SP:Iteration 3F (6372.987359 sec): 3 clusters Score: Raw -63828.424648 + Penalty 1504.266202 = -62324.158446 nChanged 75 SP:Iteration 4F (6373.095014 sec): 3 clusters Score: Raw -63927.845299 + Penalty 1504.266202 = -62423.579097 nChanged 65 SP:Iteration 5F (6373.202130 sec): 3 clusters Score: Raw -64019.873956 + Penalty 1504.266202 = -62515.607754 nChanged 73 SP:Iteration 6F (6373.288154 sec): 3 clusters Score: Raw -64117.017202 + Penalty 1504.266202 = -62612.751000 nChanged 66 SP:Iteration 7F (6373.392292 sec): 3 clusters Score: Raw -64197.028258 + Penalty 1504.266202 = -62692.762056 nChanged 50 SP:Iteration 8Q (6373.498819 sec): 3 clusters Score: Raw -64235.477200 + Penalty 1504.266202 = -62731.210998 nChanged 25 SP:Iteration 9Q (6373.604666 sec): 3 clusters Score: Raw -64253.236714 + Penalty 1504.266202 = -62748.970512 nChanged 18 SP:Iteration 10Q (6373.692829 sec): 3 clusters Score: Raw -64263.956410 + Penalty 1504.266202 = -62759.690208 nChanged 12 SP:Iteration 11Q (6373.795709 sec): 3 clusters Score: Raw -64270.439943 + Penalty 1504.266202 = -62766.173741 nChanged 10 SP:Iteration 12Q (6373.895888 sec): 3 clusters Score: Raw -64277.857770 + Penalty 1504.266202 = -62773.591568 nChanged 12 SP:Iteration 13Q (6373.971062 sec): 3 clusters Score: Raw -64284.968144 + Penalty 1504.266202 = -62780.701942 nChanged 7 SP:Iteration 14Q (6374.049779 sec): 3 clusters Score: Raw -64288.133822 + Penalty 1504.266202 = -62783.867620 nChanged 4 SP:Iteration 15Q (6374.126987 sec): 3 clusters Score: Raw -64290.129134 + Penalty 1504.266202 = -62785.862932 nChanged 6 SP:Iteration 16Q (6374.205907 sec): 3 clusters Score: Raw -64292.545866 + Penalty 1504.266202 = -62788.279664 nChanged 6 SP:Iteration 17Q (6374.272157 sec): 3 clusters Score: Raw -64295.365028 + Penalty 1504.266202 = -62791.098826 nChanged 5 SP:Iteration 18Q (6374.362623 sec): 3 clusters Score: Raw -64297.544770 + Penalty 1504.266202 = -62793.278568 nChanged 5 SP:Iteration 19Q (6374.472212 sec): 3 clusters Score: Raw -64301.350609 + Penalty 1504.266202 = -62797.084407 nChanged 8 SP:Iteration 20F (6374.573257 sec): 3 clusters Score: Raw -64305.375048 + Penalty 1504.266202 = -62801.108846 nChanged 8 SP:Iteration 21Q (6374.685006 sec): 3 clusters Score: Raw -64307.396629 + Penalty 1504.266202 = -62803.130427 nChanged 3 SP:Iteration 22Q (6374.761691 sec): 3 clusters Score: Raw -64307.745417 + Penalty 1504.266202 = -62803.479215 nChanged 2 SP:Iteration 23Q (6374.851912 sec): 3 clusters Score: Raw -64308.184703 + Penalty 1504.266202 = -62803.918501 nChanged 1 SP:Iteration 24Q (6374.928551 sec): 3 clusters Score: Raw -64309.401644 + Penalty 1504.266202 = -62805.135441 nChanged 2 SP:Iteration 25Q (6375.053142 sec): 3 clusters Score: Raw -64310.406163 + Penalty 1504.266202 = -62806.139961 nChanged 3 SP:Iteration 26Q (6375.136590 sec): 3 clusters Score: Raw -64313.991684 + Penalty 1504.266202 = -62809.725482 nChanged 3 SP:Iteration 27Q (6375.247734 sec): 3 clusters Score: Raw -64316.462659 + Penalty 1504.266202 = -62812.196457 nChanged 4 SP:Iteration 28Q (6375.342952 sec): 3 clusters Score: Raw -64319.794036 + Penalty 1504.266202 = -62815.527833 nChanged 6 SP:Iteration 29Q (6375.436009 sec): 3 clusters Score: Raw -64323.118289 + Penalty 1504.266202 = -62818.852087 nChanged 7 SP:Iteration 30Q (6375.530627 sec): 3 clusters Score: Raw -64327.383414 + Penalty 1504.266202 = -62823.117212 nChanged 4 SP:Iteration 31Q (6375.634996 sec): 3 clusters Score: Raw -64328.269022 + Penalty 1504.266202 = -62824.002820 nChanged 1 SP:Iteration 32Q (6375.717492 sec): 3 clusters Score: Raw -64328.368495 + Penalty 1504.266202 = -62824.102293 nChanged 0 SP:Iteration 33F (6375.803055 sec): 3 clusters Score: Raw -64328.368495 + Penalty 1504.266202 = -62824.102293 nChanged 0 Trying to split cluster 18 (2712 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6375.859044 sec): 2 clusters Score: Raw -165602.827359 + Penalty 830.071373 = -164772.755986 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6375.977943 sec): 3 clusters Score: Raw -164250.530633 + Penalty 1660.142746 = -162590.387887 nChanged 1112 SP:Iteration 1F (6376.079986 sec): 3 clusters Score: Raw -164909.874866 + Penalty 1660.142746 = -163249.732120 nChanged 230 SP:Iteration 2F (6376.196949 sec): 3 clusters Score: Raw -165033.476122 + Penalty 1660.142746 = -163373.333376 nChanged 135 SP:Iteration 3Q (6376.267257 sec): 3 clusters Score: Raw -165102.212912 + Penalty 1660.142746 = -163442.070165 nChanged 127 SP:Iteration 4Q (6376.360561 sec): 3 clusters Score: Raw -165182.841366 + Penalty 1660.142746 = -163522.698620 nChanged 117 SP:Iteration 5Q (6376.470100 sec): 3 clusters Score: Raw -165270.753637 + Penalty 1660.142746 = -163610.610891 nChanged 140 SP:Iteration 6F (6376.545062 sec): 3 clusters Score: Raw -165386.644963 + Penalty 1660.142746 = -163726.502217 nChanged 132 SP:Iteration 7Q (6376.650513 sec): 3 clusters Score: Raw -165511.315040 + Penalty 1660.142746 = -163851.172293 nChanged 145 SP:Iteration 8F (6376.743769 sec): 3 clusters Score: Raw -165655.038251 + Penalty 1660.142746 = -163994.895505 nChanged 125 SP:Iteration 9Q (6376.852074 sec): 3 clusters Score: Raw -165787.654656 + Penalty 1660.142746 = -164127.511910 nChanged 99 SP:Iteration 10Q (6376.943476 sec): 3 clusters Score: Raw -165865.913209 + Penalty 1660.142746 = -164205.770463 nChanged 82 SP:Iteration 11Q (6377.048225 sec): 3 clusters Score: Raw -165924.308792 + Penalty 1660.142746 = -164264.166046 nChanged 54 SP:Iteration 12Q (6377.130888 sec): 3 clusters Score: Raw -165957.328785 + Penalty 1660.142746 = -164297.186039 nChanged 25 SP:Iteration 13Q (6377.246189 sec): 3 clusters Score: Raw -165973.737552 + Penalty 1660.142746 = -164313.594806 nChanged 15 SP:Iteration 14Q (6377.343199 sec): 3 clusters Score: Raw -165980.581698 + Penalty 1660.142746 = -164320.438951 nChanged 12 SP:Iteration 15Q (6377.434004 sec): 3 clusters Score: Raw -165983.648809 + Penalty 1660.142746 = -164323.506062 nChanged 2 SP:Iteration 16Q (6377.517821 sec): 3 clusters Score: Raw -165984.598638 + Penalty 1660.142746 = -164324.455892 nChanged 2 SP:Iteration 17Q (6377.600933 sec): 3 clusters Score: Raw -165985.292007 + Penalty 1660.142746 = -164325.149261 nChanged 3 SP:Iteration 18Q (6377.675998 sec): 3 clusters Score: Raw -165985.970112 + Penalty 1660.142746 = -164325.827366 nChanged 2 SP:Iteration 19Q (6377.796554 sec): 3 clusters Score: Raw -165986.326345 + Penalty 1660.142746 = -164326.183599 nChanged 0 SP:Iteration 20F (6377.875325 sec): 3 clusters Score: Raw -165986.326345 + Penalty 1660.142746 = -164326.183599 nChanged 0 Time taken for this iteration:496.738851 seconds. 10->19 Clusters: Score -4202748.623263, best is -4207117.855505 Starting from 11 clusters... ------ Clustering full data set of 77963 points ------ SP: Assigned 11 initial classes randomly. Deleting Class 5 (5513 points): Lose 642.110536 but Gain 1182.718912 Iteration 0F (6379.216471 sec): 10 clusters Score: Raw -3853046.640503 + Penalty 10644.470204 = -3842402.170299 nChanged 69443 Iteration 1F (6380.386998 sec): 10 clusters Score: Raw -4071107.771641 + Penalty 10644.470204 = -4060463.301436 nChanged 26203 Iteration 2F (6381.462340 sec): 10 clusters Score: Raw -4129653.844748 + Penalty 10644.470204 = -4119009.374543 nChanged 13165 Iteration 3F (6382.575150 sec): 10 clusters Score: Raw -4151646.963708 + Penalty 10644.470204 = -4141002.493503 nChanged 7638 Iteration 4F (6383.652638 sec): 10 clusters Score: Raw -4159608.044034 + Penalty 10644.470204 = -4148963.573829 nChanged 4503 Iteration 5F (6384.774937 sec): 10 clusters Score: Raw -4163455.934198 + Penalty 10644.470204 = -4152811.463994 nChanged 3153 Iteration 6Q (6385.726875 sec): 10 clusters Score: Raw -4166008.696631 + Penalty 10644.470204 = -4155364.226427 nChanged 2548 Iteration 7Q (6386.667214 sec): 10 clusters Score: Raw -4168415.055738 + Penalty 10644.470204 = -4157770.585534 nChanged 2409 Iteration 8Q (6387.642028 sec): 10 clusters Score: Raw -4171151.751925 + Penalty 10644.470204 = -4160507.281721 nChanged 2452 Iteration 9Q (6388.604615 sec): 10 clusters Score: Raw -4174196.553056 + Penalty 10644.470204 = -4163552.082852 nChanged 2548 Iteration 10Q (6389.527912 sec): 10 clusters Score: Raw -4177747.008152 + Penalty 10644.470204 = -4167102.537948 nChanged 2625 Iteration 11Q (6390.443721 sec): 10 clusters Score: Raw -4181662.737314 + Penalty 10644.470204 = -4171018.267110 nChanged 2387 Iteration 12Q (6391.309874 sec): 10 clusters Score: Raw -4185078.640181 + Penalty 10644.470204 = -4174434.169977 nChanged 2133 Iteration 13Q (6392.246660 sec): 10 clusters Score: Raw -4187385.944731 + Penalty 10644.470204 = -4176741.474526 nChanged 1726 Iteration 14Q (6393.174277 sec): 10 clusters Score: Raw -4188493.618130 + Penalty 10644.470204 = -4177849.147926 nChanged 1345 Iteration 15Q (6394.048111 sec): 10 clusters Score: Raw -4189102.557583 + Penalty 10644.470204 = -4178458.087379 nChanged 1073 Iteration 16Q (6394.981718 sec): 10 clusters Score: Raw -4189526.629231 + Penalty 10644.470204 = -4178882.159026 nChanged 830 Iteration 17Q (6395.855484 sec): 10 clusters Score: Raw -4189797.880436 + Penalty 10644.470204 = -4179153.410231 nChanged 708 Iteration 18Q (6396.825049 sec): 10 clusters Score: Raw -4190014.244144 + Penalty 10644.470204 = -4179369.773939 nChanged 590 Iteration 19Q (6397.765451 sec): 10 clusters Score: Raw -4190193.612768 + Penalty 10644.470204 = -4179549.142564 nChanged 532 Writing temp clu file Because OldScore, -4179369.773939, is greater than current (better) Score,-4179549.142564 Compute initial score before splitting: Score: Raw -4190193.612768 + Penalty 10644.470204 = -4179549.142564 Trying to split cluster 1 (4129 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6397.913463 sec): 2 clusters Score: Raw -231387.293789 + Penalty 874.208005 = -230513.085784 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6398.016129 sec): 3 clusters Score: Raw -229199.767187 + Penalty 1748.416010 = -227451.351177 nChanged 1732 SP:Iteration 1F (6398.116143 sec): 3 clusters Score: Raw -230285.749264 + Penalty 1748.416010 = -228537.333254 nChanged 310 SP:Iteration 2F (6398.205530 sec): 3 clusters Score: Raw -230484.878384 + Penalty 1748.416010 = -228736.462374 nChanged 273 SP:Iteration 3F (6398.315045 sec): 3 clusters Score: Raw -230668.594141 + Penalty 1748.416010 = -228920.178131 nChanged 262 SP:Iteration 4F (6398.403761 sec): 3 clusters Score: Raw -230869.053528 + Penalty 1748.416010 = -229120.637517 nChanged 245 SP:Iteration 5F (6398.516861 sec): 3 clusters Score: Raw -231030.878452 + Penalty 1748.416010 = -229282.462441 nChanged 199 SP:Iteration 6Q (6398.630127 sec): 3 clusters Score: Raw -231158.628436 + Penalty 1748.416010 = -229410.212426 nChanged 178 SP:Iteration 7Q (6398.718951 sec): 3 clusters Score: Raw -231283.012748 + Penalty 1748.416010 = -229534.596738 nChanged 148 SP:Iteration 8Q (6398.822978 sec): 3 clusters Score: Raw -231355.576813 + Penalty 1748.416010 = -229607.160802 nChanged 110 SP:Iteration 9Q (6398.954261 sec): 3 clusters Score: Raw -231404.313621 + Penalty 1748.416010 = -229655.897611 nChanged 94 SP:Iteration 10Q (6399.046839 sec): 3 clusters Score: Raw -231443.113092 + Penalty 1748.416010 = -229694.697082 nChanged 70 SP:Iteration 11Q (6399.174864 sec): 3 clusters Score: Raw -231468.840489 + Penalty 1748.416010 = -229720.424479 nChanged 50 SP:Iteration 12Q (6399.302254 sec): 3 clusters Score: Raw -231488.865832 + Penalty 1748.416010 = -229740.449822 nChanged 46 SP:Iteration 13Q (6399.391332 sec): 3 clusters Score: Raw -231505.850685 + Penalty 1748.416010 = -229757.434674 nChanged 39 SP:Iteration 14Q (6399.508395 sec): 3 clusters Score: Raw -231517.628431 + Penalty 1748.416010 = -229769.212421 nChanged 35 SP:Iteration 15Q (6399.604662 sec): 3 clusters Score: Raw -231528.467527 + Penalty 1748.416010 = -229780.051517 nChanged 29 SP:Iteration 16Q (6399.700253 sec): 3 clusters Score: Raw -231536.426469 + Penalty 1748.416010 = -229788.010459 nChanged 22 SP:Iteration 17Q (6399.802965 sec): 3 clusters Score: Raw -231542.244815 + Penalty 1748.416010 = -229793.828804 nChanged 22 SP:Iteration 18Q (6399.918654 sec): 3 clusters Score: Raw -231546.348966 + Penalty 1748.416010 = -229797.932955 nChanged 16 SP:Iteration 19Q (6400.002288 sec): 3 clusters Score: Raw -231549.707320 + Penalty 1748.416010 = -229801.291309 nChanged 11 SP:Iteration 20F (6400.098731 sec): 3 clusters Score: Raw -231551.896048 + Penalty 1748.416010 = -229803.480038 nChanged 10 SP:Iteration 21Q (6400.228288 sec): 3 clusters Score: Raw -231553.297401 + Penalty 1748.416010 = -229804.881390 nChanged 6 SP:Iteration 22Q (6400.328659 sec): 3 clusters Score: Raw -231554.649799 + Penalty 1748.416010 = -229806.233789 nChanged 5 SP:Iteration 23Q (6400.446524 sec): 3 clusters Score: Raw -231555.491051 + Penalty 1748.416010 = -229807.075040 nChanged 3 SP:Iteration 24Q (6400.561844 sec): 3 clusters Score: Raw -231555.834526 + Penalty 1748.416010 = -229807.418515 nChanged 2 SP:Iteration 25Q (6400.654125 sec): 3 clusters Score: Raw -231556.208214 + Penalty 1748.416010 = -229807.792204 nChanged 0 SP:Iteration 26F (6400.770736 sec): 3 clusters Score: Raw -231556.208214 + Penalty 1748.416010 = -229807.792204 nChanged 0 Trying to split cluster 2 (1479 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6400.836279 sec): 2 clusters Score: Raw -58301.748622 + Penalty 766.407754 = -57535.340868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6400.932282 sec): 3 clusters Score: Raw -57654.308332 + Penalty 1532.815507 = -56121.492825 nChanged 581 SP:Iteration 1F (6401.049625 sec): 3 clusters Score: Raw -58316.422956 + Penalty 1532.815507 = -56783.607449 nChanged 201 SP:Iteration 2F (6401.143750 sec): 3 clusters Score: Raw -58668.293937 + Penalty 1532.815507 = -57135.478430 nChanged 110 SP:Iteration 3F (6401.224713 sec): 3 clusters Score: Raw -58838.925949 + Penalty 1532.815507 = -57306.110442 nChanged 80 SP:Iteration 4F (6401.342540 sec): 3 clusters Score: Raw -58940.768583 + Penalty 1532.815507 = -57407.953076 nChanged 41 SP:Iteration 5Q (6401.450250 sec): 3 clusters Score: Raw -58993.010079 + Penalty 1532.815507 = -57460.194571 nChanged 38 SP:Iteration 6Q (6401.534520 sec): 3 clusters Score: Raw -59028.590182 + Penalty 1532.815507 = -57495.774675 nChanged 33 SP:Iteration 7Q (6401.622188 sec): 3 clusters Score: Raw -59073.210317 + Penalty 1532.815507 = -57540.394810 nChanged 26 SP:Iteration 8Q (6401.711830 sec): 3 clusters Score: Raw -59099.092833 + Penalty 1532.815507 = -57566.277326 nChanged 28 SP:Iteration 9Q (6401.812144 sec): 3 clusters Score: Raw -59135.609449 + Penalty 1532.815507 = -57602.793942 nChanged 29 SP:Iteration 10Q (6401.912266 sec): 3 clusters Score: Raw -59166.777671 + Penalty 1532.815507 = -57633.962164 nChanged 23 SP:Iteration 11Q (6402.010590 sec): 3 clusters Score: Raw -59181.709947 + Penalty 1532.815507 = -57648.894440 nChanged 14 SP:Iteration 12Q (6402.146338 sec): 3 clusters Score: Raw -59196.019197 + Penalty 1532.815507 = -57663.203690 nChanged 11 SP:Iteration 13Q (6402.283201 sec): 3 clusters Score: Raw -59214.544747 + Penalty 1532.815507 = -57681.729240 nChanged 11 SP:Iteration 14Q (6402.359581 sec): 3 clusters Score: Raw -59227.511147 + Penalty 1532.815507 = -57694.695640 nChanged 8 SP:Iteration 15Q (6402.519040 sec): 3 clusters Score: Raw -59233.099475 + Penalty 1532.815507 = -57700.283968 nChanged 10 SP:Iteration 16Q (6402.610472 sec): 3 clusters Score: Raw -59243.116255 + Penalty 1532.815507 = -57710.300748 nChanged 11 SP:Iteration 17Q (6402.715275 sec): 3 clusters Score: Raw -59253.107373 + Penalty 1532.815507 = -57720.291866 nChanged 9 SP:Iteration 18Q (6402.822999 sec): 3 clusters Score: Raw -59265.645904 + Penalty 1532.815507 = -57732.830396 nChanged 10 SP:Iteration 19Q (6402.929558 sec): 3 clusters Score: Raw -59280.418743 + Penalty 1532.815507 = -57747.603236 nChanged 6 SP:Iteration 20F (6403.039844 sec): 3 clusters Score: Raw -59288.266991 + Penalty 1532.815507 = -57755.451484 nChanged 6 SP:Iteration 21Q (6403.139916 sec): 3 clusters Score: Raw -59298.274646 + Penalty 1532.815507 = -57765.459138 nChanged 6 SP:Iteration 22Q (6403.265997 sec): 3 clusters Score: Raw -59305.040168 + Penalty 1532.815507 = -57772.224660 nChanged 7 SP:Iteration 23Q (6403.335267 sec): 3 clusters Score: Raw -59312.683186 + Penalty 1532.815507 = -57779.867679 nChanged 4 SP:Iteration 24Q (6403.453052 sec): 3 clusters Score: Raw -59314.686089 + Penalty 1532.815507 = -57781.870582 nChanged 2 SP:Iteration 25Q (6403.527110 sec): 3 clusters Score: Raw -59317.095331 + Penalty 1532.815507 = -57784.279823 nChanged 1 SP:Iteration 26Q (6403.642549 sec): 3 clusters Score: Raw -59317.684885 + Penalty 1532.815507 = -57784.869378 nChanged 2 SP:Iteration 27Q (6403.722041 sec): 3 clusters Score: Raw -59318.627306 + Penalty 1532.815507 = -57785.811799 nChanged 1 SP:Iteration 28Q (6403.809349 sec): 3 clusters Score: Raw -59318.976330 + Penalty 1532.815507 = -57786.160823 nChanged 0 SP:Iteration 29F (6403.895310 sec): 3 clusters Score: Raw -59318.976330 + Penalty 1532.815507 = -57786.160823 nChanged 0 Score: Raw -4191294.979910 + Penalty 11827.189116 = -4179467.790795 Splitting cluster 2 changes total score from -4179549.142564 to -4179467.790795 So it's not getting split. Trying to split cluster 3 (8914 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6405.257899 sec): 2 clusters Score: Raw -498708.317899 + Penalty 955.014727 = -497753.303172 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6405.355937 sec): 3 clusters Score: Raw -493515.039570 + Penalty 1910.029454 = -491605.010116 nChanged 3974 SP:Iteration 1F (6405.491921 sec): 3 clusters Score: Raw -496034.043807 + Penalty 1910.029454 = -494124.014353 nChanged 716 SP:Iteration 2F (6405.607092 sec): 3 clusters Score: Raw -496585.096239 + Penalty 1910.029454 = -494675.066785 nChanged 746 SP:Iteration 3F (6405.716159 sec): 3 clusters Score: Raw -497209.176815 + Penalty 1910.029454 = -495299.147360 nChanged 677 SP:Iteration 4F (6405.829478 sec): 3 clusters Score: Raw -497768.276566 + Penalty 1910.029454 = -495858.247112 nChanged 551 SP:Iteration 5F (6405.974031 sec): 3 clusters Score: Raw -498192.148140 + Penalty 1910.029454 = -496282.118686 nChanged 444 SP:Iteration 6Q (6406.095014 sec): 3 clusters Score: Raw -498494.203778 + Penalty 1910.029454 = -496584.174324 nChanged 315 SP:Iteration 7Q (6406.193697 sec): 3 clusters Score: Raw -498644.870400 + Penalty 1910.029454 = -496734.840946 nChanged 219 SP:Iteration 8Q (6406.326639 sec): 3 clusters Score: Raw -498747.344635 + Penalty 1910.029454 = -496837.315181 nChanged 207 SP:Iteration 9Q (6406.426438 sec): 3 clusters Score: Raw -498847.167293 + Penalty 1910.029454 = -496937.137839 nChanged 172 SP:Iteration 10Q (6406.545544 sec): 3 clusters Score: Raw -498937.520193 + Penalty 1910.029454 = -497027.490738 nChanged 162 SP:Iteration 11Q (6406.658723 sec): 3 clusters Score: Raw -499036.279259 + Penalty 1910.029454 = -497126.249804 nChanged 155 SP:Iteration 12Q (6406.799010 sec): 3 clusters Score: Raw -499136.737730 + Penalty 1910.029454 = -497226.708276 nChanged 140 SP:Iteration 13Q (6406.898338 sec): 3 clusters Score: Raw -499242.610859 + Penalty 1910.029454 = -497332.581405 nChanged 124 SP:Iteration 14Q (6407.010869 sec): 3 clusters Score: Raw -499350.327438 + Penalty 1910.029454 = -497440.297983 nChanged 104 SP:Iteration 15Q (6407.117456 sec): 3 clusters Score: Raw -499438.596558 + Penalty 1910.029454 = -497528.567104 nChanged 91 SP:Iteration 16Q (6407.226703 sec): 3 clusters Score: Raw -499495.008424 + Penalty 1910.029454 = -497584.978970 nChanged 64 SP:Iteration 17Q (6407.349156 sec): 3 clusters Score: Raw -499527.947301 + Penalty 1910.029454 = -497617.917847 nChanged 51 SP:Iteration 18Q (6407.434996 sec): 3 clusters Score: Raw -499547.695391 + Penalty 1910.029454 = -497637.665937 nChanged 45 SP:Iteration 19Q (6407.541183 sec): 3 clusters Score: Raw -499559.257436 + Penalty 1910.029454 = -497649.227982 nChanged 35 SP:Iteration 20F (6407.669808 sec): 3 clusters Score: Raw -499569.406850 + Penalty 1910.029454 = -497659.377396 nChanged 33 SP:Iteration 21Q (6407.783574 sec): 3 clusters Score: Raw -499581.666191 + Penalty 1910.029454 = -497671.636736 nChanged 38 SP:Iteration 22Q (6407.922917 sec): 3 clusters Score: Raw -499594.027161 + Penalty 1910.029454 = -497683.997707 nChanged 42 SP:Iteration 23Q (6408.011471 sec): 3 clusters Score: Raw -499605.132979 + Penalty 1910.029454 = -497695.103524 nChanged 31 SP:Iteration 24Q (6408.127933 sec): 3 clusters Score: Raw -499613.022781 + Penalty 1910.029454 = -497702.993327 nChanged 31 SP:Iteration 25Q (6408.243627 sec): 3 clusters Score: Raw -499620.374024 + Penalty 1910.029454 = -497710.344570 nChanged 24 SP:Iteration 26Q (6408.351029 sec): 3 clusters Score: Raw -499627.521847 + Penalty 1910.029454 = -497717.492393 nChanged 25 SP:Iteration 27Q (6408.480433 sec): 3 clusters Score: Raw -499634.151286 + Penalty 1910.029454 = -497724.121832 nChanged 14 SP:Iteration 28Q (6408.582771 sec): 3 clusters Score: Raw -499636.610834 + Penalty 1910.029454 = -497726.581380 nChanged 12 SP:Iteration 29Q (6408.708329 sec): 3 clusters Score: Raw -499639.605202 + Penalty 1910.029454 = -497729.575748 nChanged 17 SP:Iteration 30Q (6408.816617 sec): 3 clusters Score: Raw -499643.055889 + Penalty 1910.029454 = -497733.026434 nChanged 23 SP:Iteration 31Q (6408.927237 sec): 3 clusters Score: Raw -499646.701326 + Penalty 1910.029454 = -497736.671872 nChanged 17 SP:Iteration 32Q (6409.055898 sec): 3 clusters Score: Raw -499648.852531 + Penalty 1910.029454 = -497738.823077 nChanged 4 SP:Iteration 33Q (6409.166161 sec): 3 clusters Score: Raw -499649.436284 + Penalty 1910.029454 = -497739.406830 nChanged 4 SP:Iteration 34Q (6409.282092 sec): 3 clusters Score: Raw -499649.702168 + Penalty 1910.029454 = -497739.672713 nChanged 3 SP:Iteration 35Q (6409.413172 sec): 3 clusters Score: Raw -499650.660816 + Penalty 1910.029454 = -497740.631362 nChanged 6 SP:Iteration 36Q (6409.525573 sec): 3 clusters Score: Raw -499651.789993 + Penalty 1910.029454 = -497741.760539 nChanged 5 SP:Iteration 37Q (6409.626936 sec): 3 clusters Score: Raw -499652.718842 + Penalty 1910.029454 = -497742.689388 nChanged 6 SP:Iteration 38Q (6409.749372 sec): 3 clusters Score: Raw -499654.146986 + Penalty 1910.029454 = -497744.117532 nChanged 6 SP:Iteration 39Q (6409.852524 sec): 3 clusters Score: Raw -499655.258486 + Penalty 1910.029454 = -497745.229032 nChanged 5 SP:Iteration 40F (6409.991547 sec): 3 clusters Score: Raw -499655.968205 + Penalty 1910.029454 = -497745.938751 nChanged 3 SP:Iteration 41Q (6410.087424 sec): 3 clusters Score: Raw -499656.300681 + Penalty 1910.029454 = -497746.271227 nChanged 1 SP:Iteration 42Q (6410.210896 sec): 3 clusters Score: Raw -499656.369161 + Penalty 1910.029454 = -497746.339707 nChanged 1 SP:Iteration 43Q (6410.331416 sec): 3 clusters Score: Raw -499656.536053 + Penalty 1910.029454 = -497746.506599 nChanged 3 SP:Iteration 44Q (6410.462407 sec): 3 clusters Score: Raw -499657.216741 + Penalty 1910.029454 = -497747.187287 nChanged 7 SP:Iteration 45Q (6410.563601 sec): 3 clusters Score: Raw -499658.139622 + Penalty 1910.029454 = -497748.110168 nChanged 4 SP:Iteration 46Q (6410.671746 sec): 3 clusters Score: Raw -499658.666182 + Penalty 1910.029454 = -497748.636728 nChanged 5 SP:Iteration 47Q (6410.785765 sec): 3 clusters Score: Raw -499659.367817 + Penalty 1910.029454 = -497749.338363 nChanged 3 SP:Iteration 48Q (6410.901775 sec): 3 clusters Score: Raw -499659.690802 + Penalty 1910.029454 = -497749.661348 nChanged 3 SP:Iteration 49Q (6411.027525 sec): 3 clusters Score: Raw -499659.843405 + Penalty 1910.029454 = -497749.813950 nChanged 0 SP:Iteration 50F (6411.169536 sec): 3 clusters Score: Raw -499659.843405 + Penalty 1910.029454 = -497749.813950 nChanged 0 Trying to split cluster 4 (5695 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6411.240745 sec): 2 clusters Score: Raw -285926.772986 + Penalty 907.971107 = -285018.801879 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6411.343034 sec): 3 clusters Score: Raw -282782.978691 + Penalty 1815.942214 = -280967.036477 nChanged 2460 SP:Iteration 1F (6411.468455 sec): 3 clusters Score: Raw -284513.915500 + Penalty 1815.942214 = -282697.973286 nChanged 537 SP:Iteration 2F (6411.576857 sec): 3 clusters Score: Raw -285022.897894 + Penalty 1815.942214 = -283206.955680 nChanged 443 SP:Iteration 3F (6411.683893 sec): 3 clusters Score: Raw -285443.923411 + Penalty 1815.942214 = -283627.981197 nChanged 412 SP:Iteration 4F (6411.788948 sec): 3 clusters Score: Raw -285815.239155 + Penalty 1815.942214 = -283999.296941 nChanged 338 SP:Iteration 5F (6411.877926 sec): 3 clusters Score: Raw -286108.345963 + Penalty 1815.942214 = -284292.403749 nChanged 269 SP:Iteration 6Q (6411.970656 sec): 3 clusters Score: Raw -286327.361526 + Penalty 1815.942214 = -284511.419312 nChanged 212 SP:Iteration 7Q (6412.019290 sec): 3 clusters Score: Raw -286510.324612 + Penalty 1815.942214 = -284694.382398 nChanged 159 SP:Iteration 8Q (6412.068125 sec): 3 clusters Score: Raw -286625.371476 + Penalty 1815.942214 = -284809.429262 nChanged 124 SP:Iteration 9Q (6412.116661 sec): 3 clusters Score: Raw -286698.523491 + Penalty 1815.942214 = -284882.581277 nChanged 98 SP:Iteration 10Q (6412.164628 sec): 3 clusters Score: Raw -286754.500106 + Penalty 1815.942214 = -284938.557892 nChanged 75 SP:Iteration 11Q (6412.208775 sec): 3 clusters Score: Raw -286786.302646 + Penalty 1815.942214 = -284970.360432 nChanged 63 SP:Iteration 12Q (6412.252936 sec): 3 clusters Score: Raw -286807.155756 + Penalty 1815.942214 = -284991.213542 nChanged 53 SP:Iteration 13Q (6412.297346 sec): 3 clusters Score: Raw -286818.611458 + Penalty 1815.942214 = -285002.669244 nChanged 34 SP:Iteration 14Q (6412.342193 sec): 3 clusters Score: Raw -286824.876484 + Penalty 1815.942214 = -285008.934271 nChanged 18 SP:Iteration 15Q (6412.388118 sec): 3 clusters Score: Raw -286828.076145 + Penalty 1815.942214 = -285012.133931 nChanged 15 SP:Iteration 16Q (6412.549166 sec): 3 clusters Score: Raw -286831.282408 + Penalty 1815.942214 = -285015.340194 nChanged 14 SP:Iteration 17Q (6412.671030 sec): 3 clusters Score: Raw -286834.371794 + Penalty 1815.942214 = -285018.429580 nChanged 11 SP:Iteration 18Q (6412.799407 sec): 3 clusters Score: Raw -286836.059272 + Penalty 1815.942214 = -285020.117058 nChanged 11 SP:Iteration 19Q (6412.896878 sec): 3 clusters Score: Raw -286838.202423 + Penalty 1815.942214 = -285022.260209 nChanged 12 SP:Iteration 20F (6413.015221 sec): 3 clusters Score: Raw -286841.101191 + Penalty 1815.942214 = -285025.158977 nChanged 13 SP:Iteration 21Q (6413.139183 sec): 3 clusters Score: Raw -286843.439014 + Penalty 1815.942214 = -285027.496800 nChanged 10 SP:Iteration 22Q (6413.264488 sec): 3 clusters Score: Raw -286844.789619 + Penalty 1815.942214 = -285028.847405 nChanged 11 SP:Iteration 23Q (6413.369239 sec): 3 clusters Score: Raw -286847.302693 + Penalty 1815.942214 = -285031.360479 nChanged 12 SP:Iteration 24Q (6413.472976 sec): 3 clusters Score: Raw -286848.954508 + Penalty 1815.942214 = -285033.012294 nChanged 11 SP:Iteration 25Q (6413.574240 sec): 3 clusters Score: Raw -286851.679242 + Penalty 1815.942214 = -285035.737028 nChanged 12 SP:Iteration 26Q (6413.700910 sec): 3 clusters Score: Raw -286854.240438 + Penalty 1815.942214 = -285038.298224 nChanged 9 SP:Iteration 27Q (6413.827020 sec): 3 clusters Score: Raw -286855.478786 + Penalty 1815.942214 = -285039.536572 nChanged 7 SP:Iteration 28Q (6413.919004 sec): 3 clusters Score: Raw -286856.746210 + Penalty 1815.942214 = -285040.803996 nChanged 5 SP:Iteration 29Q (6414.017275 sec): 3 clusters Score: Raw -286857.538408 + Penalty 1815.942214 = -285041.596194 nChanged 6 SP:Iteration 30Q (6414.119677 sec): 3 clusters Score: Raw -286858.337338 + Penalty 1815.942214 = -285042.395124 nChanged 6 SP:Iteration 31Q (6414.251334 sec): 3 clusters Score: Raw -286859.633465 + Penalty 1815.942214 = -285043.691251 nChanged 2 SP:Iteration 32Q (6414.365871 sec): 3 clusters Score: Raw -286859.799662 + Penalty 1815.942214 = -285043.857448 nChanged 2 SP:Iteration 33Q (6414.443094 sec): 3 clusters Score: Raw -286860.049866 + Penalty 1815.942214 = -285044.107652 nChanged 5 SP:Iteration 34Q (6414.572840 sec): 3 clusters Score: Raw -286861.131179 + Penalty 1815.942214 = -285045.188965 nChanged 4 SP:Iteration 35Q (6414.676362 sec): 3 clusters Score: Raw -286861.560459 + Penalty 1815.942214 = -285045.618245 nChanged 3 SP:Iteration 36Q (6414.764009 sec): 3 clusters Score: Raw -286861.890984 + Penalty 1815.942214 = -285045.948770 nChanged 3 SP:Iteration 37Q (6414.879511 sec): 3 clusters Score: Raw -286862.116478 + Penalty 1815.942214 = -285046.174264 nChanged 1 SP:Iteration 38Q (6414.995067 sec): 3 clusters Score: Raw -286862.242441 + Penalty 1815.942214 = -285046.300227 nChanged 4 SP:Iteration 39Q (6415.105363 sec): 3 clusters Score: Raw -286862.597923 + Penalty 1815.942214 = -285046.655709 nChanged 1 SP:Iteration 40F (6415.196312 sec): 3 clusters Score: Raw -286862.682135 + Penalty 1815.942214 = -285046.739921 nChanged 0 Score: Raw -4191213.661351 + Penalty 11827.189116 = -4179386.472235 Splitting cluster 4 changes total score from -4179549.142564 to -4179386.472235 So it's not getting split. Trying to split cluster 6 (10561 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6416.434628 sec): 2 clusters Score: Raw -593185.893395 + Penalty 972.816941 = -592213.076454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6416.572208 sec): 3 clusters Score: Raw -586913.794551 + Penalty 1945.633882 = -584968.160668 nChanged 4799 SP:Iteration 1F (6416.684737 sec): 3 clusters Score: Raw -589918.594961 + Penalty 1945.633882 = -587972.961079 nChanged 846 SP:Iteration 2F (6416.786588 sec): 3 clusters Score: Raw -590518.457132 + Penalty 1945.633882 = -588572.823250 nChanged 864 SP:Iteration 3F (6416.922340 sec): 3 clusters Score: Raw -591203.892826 + Penalty 1945.633882 = -589258.258944 nChanged 828 SP:Iteration 4F (6417.023864 sec): 3 clusters Score: Raw -591860.820447 + Penalty 1945.633882 = -589915.186564 nChanged 649 SP:Iteration 5F (6417.151805 sec): 3 clusters Score: Raw -592332.239673 + Penalty 1945.633882 = -590386.605791 nChanged 499 SP:Iteration 6Q (6417.269650 sec): 3 clusters Score: Raw -592722.704423 + Penalty 1945.633882 = -590777.070540 nChanged 388 SP:Iteration 7Q (6417.395368 sec): 3 clusters Score: Raw -593051.733631 + Penalty 1945.633882 = -591106.099749 nChanged 288 SP:Iteration 8Q (6417.527005 sec): 3 clusters Score: Raw -593326.785827 + Penalty 1945.633882 = -591381.151945 nChanged 269 SP:Iteration 9Q (6417.627301 sec): 3 clusters Score: Raw -593555.763643 + Penalty 1945.633882 = -591610.129760 nChanged 273 SP:Iteration 10Q (6417.750590 sec): 3 clusters Score: Raw -593697.550501 + Penalty 1945.633882 = -591751.916618 nChanged 185 SP:Iteration 11Q (6417.865264 sec): 3 clusters Score: Raw -593769.292035 + Penalty 1945.633882 = -591823.658152 nChanged 131 SP:Iteration 12Q (6417.978370 sec): 3 clusters Score: Raw -593817.697774 + Penalty 1945.633882 = -591872.063892 nChanged 103 SP:Iteration 13Q (6418.100295 sec): 3 clusters Score: Raw -593847.629304 + Penalty 1945.633882 = -591901.995422 nChanged 59 SP:Iteration 14Q (6418.221519 sec): 3 clusters Score: Raw -593862.664537 + Penalty 1945.633882 = -591917.030655 nChanged 50 SP:Iteration 15Q (6418.333188 sec): 3 clusters Score: Raw -593875.648817 + Penalty 1945.633882 = -591930.014935 nChanged 49 SP:Iteration 16Q (6418.473953 sec): 3 clusters Score: Raw -593888.438883 + Penalty 1945.633882 = -591942.805001 nChanged 43 SP:Iteration 17Q (6418.588469 sec): 3 clusters Score: Raw -593901.424873 + Penalty 1945.633882 = -591955.790991 nChanged 50 SP:Iteration 18Q (6418.713344 sec): 3 clusters Score: Raw -593914.795624 + Penalty 1945.633882 = -591969.161742 nChanged 39 SP:Iteration 19Q (6418.839483 sec): 3 clusters Score: Raw -593921.494540 + Penalty 1945.633882 = -591975.860658 nChanged 29 SP:Iteration 20F (6418.973572 sec): 3 clusters Score: Raw -593927.309302 + Penalty 1945.633882 = -591981.675420 nChanged 15 SP:Iteration 21Q (6419.073739 sec): 3 clusters Score: Raw -593929.636782 + Penalty 1945.633882 = -591984.002900 nChanged 20 SP:Iteration 22Q (6419.216314 sec): 3 clusters Score: Raw -593931.955345 + Penalty 1945.633882 = -591986.321462 nChanged 9 SP:Iteration 23Q (6419.326944 sec): 3 clusters Score: Raw -593933.195825 + Penalty 1945.633882 = -591987.561943 nChanged 10 SP:Iteration 24Q (6419.442780 sec): 3 clusters Score: Raw -593934.702747 + Penalty 1945.633882 = -591989.068865 nChanged 11 SP:Iteration 25Q (6419.560503 sec): 3 clusters Score: Raw -593936.172581 + Penalty 1945.633882 = -591990.538699 nChanged 7 SP:Iteration 26Q (6419.681108 sec): 3 clusters Score: Raw -593937.885657 + Penalty 1945.633882 = -591992.251774 nChanged 13 SP:Iteration 27Q (6419.792213 sec): 3 clusters Score: Raw -593939.615455 + Penalty 1945.633882 = -591993.981573 nChanged 12 SP:Iteration 28Q (6419.924908 sec): 3 clusters Score: Raw -593940.561417 + Penalty 1945.633882 = -591994.927534 nChanged 7 SP:Iteration 29Q (6420.041059 sec): 3 clusters Score: Raw -593941.344493 + Penalty 1945.633882 = -591995.710610 nChanged 9 SP:Iteration 30Q (6420.185883 sec): 3 clusters Score: Raw -593942.275359 + Penalty 1945.633882 = -591996.641477 nChanged 6 SP:Iteration 31Q (6420.243587 sec): 3 clusters Score: Raw -593943.592589 + Penalty 1945.633882 = -591997.958707 nChanged 9 SP:Iteration 32Q (6420.308716 sec): 3 clusters Score: Raw -593945.088821 + Penalty 1945.633882 = -591999.454939 nChanged 7 SP:Iteration 33Q (6420.429194 sec): 3 clusters Score: Raw -593946.190937 + Penalty 1945.633882 = -592000.557055 nChanged 8 SP:Iteration 34Q (6420.582219 sec): 3 clusters Score: Raw -593947.251403 + Penalty 1945.633882 = -592001.617520 nChanged 5 SP:Iteration 35Q (6420.669367 sec): 3 clusters Score: Raw -593947.764647 + Penalty 1945.633882 = -592002.130764 nChanged 4 SP:Iteration 36Q (6420.800945 sec): 3 clusters Score: Raw -593948.239286 + Penalty 1945.633882 = -592002.605404 nChanged 4 SP:Iteration 37Q (6420.898135 sec): 3 clusters Score: Raw -593948.465818 + Penalty 1945.633882 = -592002.831936 nChanged 1 SP:Iteration 38Q (6421.037422 sec): 3 clusters Score: Raw -593948.534377 + Penalty 1945.633882 = -592002.900494 nChanged 1 SP:Iteration 39Q (6421.171993 sec): 3 clusters Score: Raw -593948.593454 + Penalty 1945.633882 = -592002.959571 nChanged 0 SP:Iteration 40F (6421.300928 sec): 3 clusters Score: Raw -593948.593454 + Penalty 1945.633882 = -592002.959571 nChanged 0 Trying to split cluster 7 (2624 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6421.365036 sec): 2 clusters Score: Raw -115541.293772 + Penalty 826.607791 = -114714.685982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6421.482281 sec): 3 clusters Score: Raw -114262.511516 + Penalty 1653.215582 = -112609.295935 nChanged 1092 SP:Iteration 1F (6421.577989 sec): 3 clusters Score: Raw -115216.878233 + Penalty 1653.215582 = -113563.662652 nChanged 272 SP:Iteration 2F (6421.691513 sec): 3 clusters Score: Raw -115550.720154 + Penalty 1653.215582 = -113897.504572 nChanged 233 SP:Iteration 3F (6421.765560 sec): 3 clusters Score: Raw -115937.065392 + Penalty 1653.215582 = -114283.849811 nChanged 210 SP:Iteration 4F (6421.868673 sec): 3 clusters Score: Raw -116310.625190 + Penalty 1653.215582 = -114657.409608 nChanged 152 SP:Iteration 5F (6421.959950 sec): 3 clusters Score: Raw -116527.956185 + Penalty 1653.215582 = -114874.740604 nChanged 121 SP:Iteration 6Q (6422.046367 sec): 3 clusters Score: Raw -116704.236348 + Penalty 1653.215582 = -115051.020767 nChanged 111 SP:Iteration 7Q (6422.166607 sec): 3 clusters Score: Raw -116903.983152 + Penalty 1653.215582 = -115250.767571 nChanged 89 SP:Iteration 8Q (6422.258069 sec): 3 clusters Score: Raw -117100.838830 + Penalty 1653.215582 = -115447.623249 nChanged 63 SP:Iteration 9Q (6422.334553 sec): 3 clusters Score: Raw -117259.051850 + Penalty 1653.215582 = -115605.836268 nChanged 47 SP:Iteration 10Q (6422.458903 sec): 3 clusters Score: Raw -117347.073148 + Penalty 1653.215582 = -115693.857566 nChanged 37 SP:Iteration 11Q (6422.549461 sec): 3 clusters Score: Raw -117384.907346 + Penalty 1653.215582 = -115731.691764 nChanged 28 SP:Iteration 12Q (6422.663857 sec): 3 clusters Score: Raw -117414.065005 + Penalty 1653.215582 = -115760.849423 nChanged 20 SP:Iteration 13Q (6422.754649 sec): 3 clusters Score: Raw -117423.532341 + Penalty 1653.215582 = -115770.316759 nChanged 14 SP:Iteration 14Q (6422.865949 sec): 3 clusters Score: Raw -117428.295794 + Penalty 1653.215582 = -115775.080213 nChanged 10 SP:Iteration 15Q (6422.946624 sec): 3 clusters Score: Raw -117430.902136 + Penalty 1653.215582 = -115777.686555 nChanged 4 SP:Iteration 16Q (6423.067416 sec): 3 clusters Score: Raw -117432.320573 + Penalty 1653.215582 = -115779.104991 nChanged 4 SP:Iteration 17Q (6423.185904 sec): 3 clusters Score: Raw -117434.011619 + Penalty 1653.215582 = -115780.796037 nChanged 2 SP:Iteration 18Q (6423.276588 sec): 3 clusters Score: Raw -117435.479546 + Penalty 1653.215582 = -115782.263965 nChanged 0 SP:Iteration 19F (6423.380341 sec): 3 clusters Score: Raw -117435.479546 + Penalty 1653.215582 = -115782.263965 nChanged 0 Score: Raw -4192171.937976 + Penalty 11827.189116 = -4180344.748860 Splitting cluster 7 changes total score from -4179549.142564 to -4180344.748860 So it's getting split into cluster 5. Trying to split cluster 8 (38642 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6424.777429 sec): 2 clusters Score: Raw -2250521.069640 + Penalty 1109.019980 = -2249412.049660 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6425.040549 sec): 3 clusters Score: Raw -2225882.826659 + Penalty 2218.039960 = -2223664.786699 nChanged 18292 SP:Iteration 1F (6425.244249 sec): 3 clusters Score: Raw -2237465.064648 + Penalty 2218.039960 = -2235247.024689 nChanged 2718 SP:Iteration 2F (6425.443723 sec): 3 clusters Score: Raw -2239187.520489 + Penalty 2218.039960 = -2236969.480529 nChanged 2992 SP:Iteration 3F (6425.689861 sec): 3 clusters Score: Raw -2241427.164515 + Penalty 2218.039960 = -2239209.124556 nChanged 2926 SP:Iteration 4F (6425.879272 sec): 3 clusters Score: Raw -2243489.638912 + Penalty 2218.039960 = -2241271.598953 nChanged 2600 SP:Iteration 5F (6426.075405 sec): 3 clusters Score: Raw -2244880.378534 + Penalty 2218.039960 = -2242662.338574 nChanged 1937 SP:Iteration 6F (6426.299217 sec): 3 clusters Score: Raw -2245739.610289 + Penalty 2218.039960 = -2243521.570329 nChanged 1518 SP:Iteration 7Q (6426.513554 sec): 3 clusters Score: Raw -2246532.623940 + Penalty 2218.039960 = -2244314.583980 nChanged 1442 SP:Iteration 8Q (6426.662885 sec): 3 clusters Score: Raw -2247458.667018 + Penalty 2218.039960 = -2245240.627058 nChanged 1498 SP:Iteration 9Q (6426.841682 sec): 3 clusters Score: Raw -2248541.443629 + Penalty 2218.039960 = -2246323.403669 nChanged 1519 SP:Iteration 10Q (6427.057129 sec): 3 clusters Score: Raw -2249679.542540 + Penalty 2218.039960 = -2247461.502580 nChanged 1401 SP:Iteration 11Q (6427.237987 sec): 3 clusters Score: Raw -2250657.620526 + Penalty 2218.039960 = -2248439.580566 nChanged 1195 SP:Iteration 12Q (6427.445380 sec): 3 clusters Score: Raw -2251457.273799 + Penalty 2218.039960 = -2249239.233840 nChanged 1035 SP:Iteration 13Q (6427.636287 sec): 3 clusters Score: Raw -2252244.554620 + Penalty 2218.039960 = -2250026.514660 nChanged 852 SP:Iteration 14Q (6427.833300 sec): 3 clusters Score: Raw -2252901.065028 + Penalty 2218.039960 = -2250683.025069 nChanged 749 SP:Iteration 15Q (6428.039129 sec): 3 clusters Score: Raw -2253393.442696 + Penalty 2218.039960 = -2251175.402736 nChanged 626 SP:Iteration 16Q (6428.244168 sec): 3 clusters Score: Raw -2253743.887329 + Penalty 2218.039960 = -2251525.847370 nChanged 512 SP:Iteration 17Q (6428.438090 sec): 3 clusters Score: Raw -2253972.827498 + Penalty 2218.039960 = -2251754.787538 nChanged 409 SP:Iteration 18Q (6428.625661 sec): 3 clusters Score: Raw -2254128.422523 + Penalty 2218.039960 = -2251910.382563 nChanged 351 SP:Iteration 19Q (6428.821104 sec): 3 clusters Score: Raw -2254244.705601 + Penalty 2218.039960 = -2252026.665641 nChanged 319 SP:Iteration 20F (6429.027415 sec): 3 clusters Score: Raw -2254355.850163 + Penalty 2218.039960 = -2252137.810203 nChanged 267 SP:Iteration 21Q (6429.211280 sec): 3 clusters Score: Raw -2254430.058241 + Penalty 2218.039960 = -2252212.018281 nChanged 243 SP:Iteration 22Q (6429.420251 sec): 3 clusters Score: Raw -2254485.640412 + Penalty 2218.039960 = -2252267.600452 nChanged 198 SP:Iteration 23Q (6429.606528 sec): 3 clusters Score: Raw -2254529.587006 + Penalty 2218.039960 = -2252311.547046 nChanged 167 SP:Iteration 24Q (6429.823230 sec): 3 clusters Score: Raw -2254562.283801 + Penalty 2218.039960 = -2252344.243841 nChanged 152 SP:Iteration 25Q (6430.002623 sec): 3 clusters Score: Raw -2254587.233304 + Penalty 2218.039960 = -2252369.193345 nChanged 111 SP:Iteration 26Q (6430.178113 sec): 3 clusters Score: Raw -2254603.381350 + Penalty 2218.039960 = -2252385.341390 nChanged 93 SP:Iteration 27Q (6430.382435 sec): 3 clusters Score: Raw -2254613.703297 + Penalty 2218.039960 = -2252395.663337 nChanged 69 SP:Iteration 28Q (6430.571759 sec): 3 clusters Score: Raw -2254619.026089 + Penalty 2218.039960 = -2252400.986129 nChanged 55 SP:Iteration 29Q (6430.760298 sec): 3 clusters Score: Raw -2254622.596630 + Penalty 2218.039960 = -2252404.556670 nChanged 40 SP:Iteration 30Q (6430.925801 sec): 3 clusters Score: Raw -2254624.801215 + Penalty 2218.039960 = -2252406.761255 nChanged 31 SP:Iteration 31Q (6431.117396 sec): 3 clusters Score: Raw -2254626.165950 + Penalty 2218.039960 = -2252408.125990 nChanged 25 SP:Iteration 32Q (6431.311244 sec): 3 clusters Score: Raw -2254627.455390 + Penalty 2218.039960 = -2252409.415430 nChanged 18 SP:Iteration 33Q (6431.505503 sec): 3 clusters Score: Raw -2254628.184815 + Penalty 2218.039960 = -2252410.144855 nChanged 14 SP:Iteration 34Q (6431.690121 sec): 3 clusters Score: Raw -2254628.554143 + Penalty 2218.039960 = -2252410.514183 nChanged 10 SP:Iteration 35Q (6431.880164 sec): 3 clusters Score: Raw -2254628.942591 + Penalty 2218.039960 = -2252410.902631 nChanged 13 SP:Iteration 36Q (6432.061877 sec): 3 clusters Score: Raw -2254629.500522 + Penalty 2218.039960 = -2252411.460562 nChanged 11 SP:Iteration 37Q (6432.277764 sec): 3 clusters Score: Raw -2254630.003776 + Penalty 2218.039960 = -2252411.963816 nChanged 14 SP:Iteration 38Q (6432.484565 sec): 3 clusters Score: Raw -2254630.706156 + Penalty 2218.039960 = -2252412.666196 nChanged 18 SP:Iteration 39Q (6432.684827 sec): 3 clusters Score: Raw -2254631.464603 + Penalty 2218.039960 = -2252413.424643 nChanged 21 SP:Iteration 40F (6432.861220 sec): 3 clusters Score: Raw -2254632.280092 + Penalty 2218.039960 = -2252414.240132 nChanged 21 SP:Iteration 41Q (6433.062231 sec): 3 clusters Score: Raw -2254633.189206 + Penalty 2218.039960 = -2252415.149246 nChanged 19 SP:Iteration 42Q (6433.266982 sec): 3 clusters Score: Raw -2254634.147061 + Penalty 2218.039960 = -2252416.107101 nChanged 19 SP:Iteration 43Q (6433.451804 sec): 3 clusters Score: Raw -2254635.197628 + Penalty 2218.039960 = -2252417.157668 nChanged 27 SP:Iteration 44Q (6433.629513 sec): 3 clusters Score: Raw -2254636.818766 + Penalty 2218.039960 = -2252418.778806 nChanged 33 SP:Iteration 45Q (6433.826393 sec): 3 clusters Score: Raw -2254638.424458 + Penalty 2218.039960 = -2252420.384498 nChanged 21 SP:Iteration 46Q (6434.018862 sec): 3 clusters Score: Raw -2254639.415648 + Penalty 2218.039960 = -2252421.375688 nChanged 22 SP:Iteration 47Q (6434.184290 sec): 3 clusters Score: Raw -2254640.297350 + Penalty 2218.039960 = -2252422.257390 nChanged 14 SP:Iteration 48Q (6434.360757 sec): 3 clusters Score: Raw -2254640.971247 + Penalty 2218.039960 = -2252422.931287 nChanged 15 SP:Iteration 49Q (6434.547954 sec): 3 clusters Score: Raw -2254641.491631 + Penalty 2218.039960 = -2252423.451671 nChanged 12 SP:Iteration 50Q (6434.714618 sec): 3 clusters Score: Raw -2254641.931610 + Penalty 2218.039960 = -2252423.891650 nChanged 13 SP:Iteration 51Q (6434.888638 sec): 3 clusters Score: Raw -2254642.439397 + Penalty 2218.039960 = -2252424.399437 nChanged 11 SP:Iteration 52Q (6435.070283 sec): 3 clusters Score: Raw -2254642.756966 + Penalty 2218.039960 = -2252424.717007 nChanged 4 SP:Iteration 53Q (6435.272396 sec): 3 clusters Score: Raw -2254642.813999 + Penalty 2218.039960 = -2252424.774040 nChanged 3 SP:Iteration 54Q (6435.447665 sec): 3 clusters Score: Raw -2254642.860675 + Penalty 2218.039960 = -2252424.820715 nChanged 0 SP:Iteration 55F (6435.644304 sec): 3 clusters Score: Raw -2254642.860675 + Penalty 2218.039960 = -2252424.820715 nChanged 0 Score: Raw -4196293.729012 + Penalty 13009.908027 = -4183283.820984 Splitting cluster 8 changes total score from -4179549.142564 to -4183283.820984 So it's getting split into cluster 11. Trying to split cluster 9 (2165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6437.105068 sec): 2 clusters Score: Raw -97405.690372 + Penalty 806.418442 = -96599.271929 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6437.128837 sec): 3 clusters Score: Raw -96416.255551 + Penalty 1612.836884 = -94803.418666 nChanged 856 SP:Iteration 1F (6437.151032 sec): 3 clusters Score: Raw -97211.842253 + Penalty 1612.836884 = -95599.005368 nChanged 253 SP:Iteration 2F (6437.296797 sec): 3 clusters Score: Raw -97547.621769 + Penalty 1612.836884 = -95934.784884 nChanged 183 SP:Iteration 3F (6437.372845 sec): 3 clusters Score: Raw -97760.894498 + Penalty 1612.836884 = -96148.057614 nChanged 131 SP:Iteration 4F (6437.492134 sec): 3 clusters Score: Raw -97957.616474 + Penalty 1612.836884 = -96344.779589 nChanged 89 SP:Iteration 5Q (6437.590567 sec): 3 clusters Score: Raw -98045.836579 + Penalty 1612.836884 = -96432.999694 nChanged 66 SP:Iteration 6Q (6437.699485 sec): 3 clusters Score: Raw -98100.063669 + Penalty 1612.836884 = -96487.226784 nChanged 46 SP:Iteration 7Q (6437.776317 sec): 3 clusters Score: Raw -98131.045692 + Penalty 1612.836884 = -96518.208807 nChanged 31 SP:Iteration 8Q (6437.870876 sec): 3 clusters Score: Raw -98145.053732 + Penalty 1612.836884 = -96532.216848 nChanged 22 SP:Iteration 9Q (6437.966249 sec): 3 clusters Score: Raw -98157.541253 + Penalty 1612.836884 = -96544.704369 nChanged 25 SP:Iteration 10Q (6438.088158 sec): 3 clusters Score: Raw -98169.963816 + Penalty 1612.836884 = -96557.126932 nChanged 15 SP:Iteration 11Q (6438.186856 sec): 3 clusters Score: Raw -98175.136673 + Penalty 1612.836884 = -96562.299788 nChanged 7 SP:Iteration 12Q (6438.281620 sec): 3 clusters Score: Raw -98178.720384 + Penalty 1612.836884 = -96565.883499 nChanged 8 SP:Iteration 13Q (6438.383532 sec): 3 clusters Score: Raw -98184.173065 + Penalty 1612.836884 = -96571.336180 nChanged 10 SP:Iteration 14Q (6438.464349 sec): 3 clusters Score: Raw -98188.336897 + Penalty 1612.836884 = -96575.500012 nChanged 10 SP:Iteration 15Q (6438.557504 sec): 3 clusters Score: Raw -98195.420967 + Penalty 1612.836884 = -96582.584082 nChanged 14 SP:Iteration 16Q (6438.632634 sec): 3 clusters Score: Raw -98205.704267 + Penalty 1612.836884 = -96592.867382 nChanged 15 SP:Iteration 17Q (6438.736210 sec): 3 clusters Score: Raw -98213.790325 + Penalty 1612.836884 = -96600.953440 nChanged 13 SP:Iteration 18Q (6438.827231 sec): 3 clusters Score: Raw -98220.065127 + Penalty 1612.836884 = -96607.228242 nChanged 11 SP:Iteration 19Q (6438.930432 sec): 3 clusters Score: Raw -98223.778740 + Penalty 1612.836884 = -96610.941856 nChanged 6 SP:Iteration 20F (6439.007140 sec): 3 clusters Score: Raw -98226.136340 + Penalty 1612.836884 = -96613.299455 nChanged 4 SP:Iteration 21Q (6439.116446 sec): 3 clusters Score: Raw -98228.253339 + Penalty 1612.836884 = -96615.416455 nChanged 3 SP:Iteration 22Q (6439.185345 sec): 3 clusters Score: Raw -98228.966227 + Penalty 1612.836884 = -96616.129342 nChanged 2 SP:Iteration 23Q (6439.280229 sec): 3 clusters Score: Raw -98230.047209 + Penalty 1612.836884 = -96617.210324 nChanged 4 SP:Iteration 24Q (6439.370894 sec): 3 clusters Score: Raw -98231.339268 + Penalty 1612.836884 = -96618.502383 nChanged 5 SP:Iteration 25Q (6439.468246 sec): 3 clusters Score: Raw -98232.622593 + Penalty 1612.836884 = -96619.785708 nChanged 4 SP:Iteration 26Q (6439.565330 sec): 3 clusters Score: Raw -98233.962243 + Penalty 1612.836884 = -96621.125358 nChanged 3 SP:Iteration 27Q (6439.663932 sec): 3 clusters Score: Raw -98235.317640 + Penalty 1612.836884 = -96622.480756 nChanged 1 SP:Iteration 28Q (6439.797008 sec): 3 clusters Score: Raw -98235.481887 + Penalty 1612.836884 = -96622.645002 nChanged 2 SP:Iteration 29Q (6439.863595 sec): 3 clusters Score: Raw -98235.849494 + Penalty 1612.836884 = -96623.012610 nChanged 0 SP:Iteration 30F (6439.960249 sec): 3 clusters Score: Raw -98235.849494 + Penalty 1612.836884 = -96623.012610 nChanged 0 Score: Raw -4197123.888134 + Penalty 14192.626939 = -4182931.261195 Splitting cluster 9 changes total score from -4179549.142564 to -4182931.261195 So it's getting split into cluster 12. Trying to split cluster 10 (3724 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6441.510368 sec): 2 clusters Score: Raw -187974.637864 + Penalty 863.368132 = -187111.269732 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6441.602287 sec): 3 clusters Score: Raw -186030.117750 + Penalty 1726.736264 = -184303.381486 nChanged 1530 SP:Iteration 1F (6441.744431 sec): 3 clusters Score: Raw -187092.320407 + Penalty 1726.736264 = -185365.584143 nChanged 382 SP:Iteration 2F (6441.838212 sec): 3 clusters Score: Raw -187522.773449 + Penalty 1726.736264 = -185796.037185 nChanged 330 SP:Iteration 3F (6441.942335 sec): 3 clusters Score: Raw -187928.230624 + Penalty 1726.736264 = -186201.494360 nChanged 288 SP:Iteration 4F (6442.048942 sec): 3 clusters Score: Raw -188193.898567 + Penalty 1726.736264 = -186467.162303 nChanged 194 SP:Iteration 5F (6442.160488 sec): 3 clusters Score: Raw -188325.996650 + Penalty 1726.736264 = -186599.260386 nChanged 128 SP:Iteration 6Q (6442.287947 sec): 3 clusters Score: Raw -188408.601356 + Penalty 1726.736264 = -186681.865092 nChanged 120 SP:Iteration 7Q (6442.384859 sec): 3 clusters Score: Raw -188482.468506 + Penalty 1726.736264 = -186755.732242 nChanged 93 SP:Iteration 8Q (6442.502963 sec): 3 clusters Score: Raw -188540.938997 + Penalty 1726.736264 = -186814.202733 nChanged 76 SP:Iteration 9Q (6442.595224 sec): 3 clusters Score: Raw -188584.696771 + Penalty 1726.736264 = -186857.960507 nChanged 67 SP:Iteration 10Q (6442.691107 sec): 3 clusters Score: Raw -188611.218506 + Penalty 1726.736264 = -186884.482242 nChanged 41 SP:Iteration 11Q (6442.778886 sec): 3 clusters Score: Raw -188622.715041 + Penalty 1726.736264 = -186895.978777 nChanged 22 SP:Iteration 12Q (6442.893289 sec): 3 clusters Score: Raw -188627.051614 + Penalty 1726.736264 = -186900.315349 nChanged 18 SP:Iteration 13Q (6442.965328 sec): 3 clusters Score: Raw -188632.051368 + Penalty 1726.736264 = -186905.315104 nChanged 20 SP:Iteration 14Q (6443.056707 sec): 3 clusters Score: Raw -188639.664074 + Penalty 1726.736264 = -186912.927810 nChanged 24 SP:Iteration 15Q (6443.159678 sec): 3 clusters Score: Raw -188648.511549 + Penalty 1726.736264 = -186921.775285 nChanged 22 SP:Iteration 16Q (6443.265131 sec): 3 clusters Score: Raw -188662.415073 + Penalty 1726.736264 = -186935.678809 nChanged 33 SP:Iteration 17Q (6443.389246 sec): 3 clusters Score: Raw -188685.477231 + Penalty 1726.736264 = -186958.740967 nChanged 45 SP:Iteration 18Q (6443.475874 sec): 3 clusters Score: Raw -188724.764825 + Penalty 1726.736264 = -186998.028561 nChanged 57 SP:Iteration 19Q (6443.593778 sec): 3 clusters Score: Raw -188781.932506 + Penalty 1726.736264 = -187055.196242 nChanged 52 SP:Iteration 20F (6443.675452 sec): 3 clusters Score: Raw -188833.083286 + Penalty 1726.736264 = -187106.347022 nChanged 45 SP:Iteration 21Q (6443.770127 sec): 3 clusters Score: Raw -188858.228694 + Penalty 1726.736264 = -187131.492430 nChanged 30 SP:Iteration 22Q (6443.876598 sec): 3 clusters Score: Raw -188865.338078 + Penalty 1726.736264 = -187138.601814 nChanged 20 SP:Iteration 23Q (6443.982874 sec): 3 clusters Score: Raw -188870.089941 + Penalty 1726.736264 = -187143.353677 nChanged 12 SP:Iteration 24Q (6444.096965 sec): 3 clusters Score: Raw -188874.010407 + Penalty 1726.736264 = -187147.274143 nChanged 8 SP:Iteration 25Q (6444.178216 sec): 3 clusters Score: Raw -188876.352942 + Penalty 1726.736264 = -187149.616678 nChanged 6 SP:Iteration 26Q (6444.278772 sec): 3 clusters Score: Raw -188877.341693 + Penalty 1726.736264 = -187150.605429 nChanged 4 SP:Iteration 27Q (6444.375689 sec): 3 clusters Score: Raw -188877.928917 + Penalty 1726.736264 = -187151.192653 nChanged 5 SP:Iteration 28Q (6444.462167 sec): 3 clusters Score: Raw -188878.736212 + Penalty 1726.736264 = -187151.999948 nChanged 1 SP:Iteration 29Q (6444.567937 sec): 3 clusters Score: Raw -188878.817149 + Penalty 1726.736264 = -187152.080885 nChanged 1 SP:Iteration 30Q (6444.693302 sec): 3 clusters Score: Raw -188878.871310 + Penalty 1726.736264 = -187152.135046 nChanged 0 SP:Iteration 31F (6444.786294 sec): 3 clusters Score: Raw -188878.871310 + Penalty 1726.736264 = -187152.135046 nChanged 0 Score: Raw -4198028.121580 + Penalty 15375.345851 = -4182652.775729 Splitting cluster 10 changes total score from -4179549.142564 to -4182652.775729 So it's getting split into cluster 13. Iteration 20F (6447.981264 sec): 14 clusters Score: Raw -4200398.635453 + Penalty 15375.345851 = -4185023.289602 nChanged 3104 Iteration 21Q (6449.324076 sec): 14 clusters Score: Raw -4201570.904118 + Penalty 15375.345851 = -4186195.558267 nChanged 1166 Iteration 22Q (6450.639425 sec): 14 clusters Score: Raw -4202053.605568 + Penalty 15375.345851 = -4186678.259717 nChanged 786 Iteration 23Q (6451.908386 sec): 14 clusters Score: Raw -4202352.648373 + Penalty 15375.345851 = -4186977.302523 nChanged 626 Iteration 24Q (6453.107861 sec): 14 clusters Score: Raw -4202553.202625 + Penalty 15375.345851 = -4187177.856775 nChanged 493 Iteration 25Q (6454.420646 sec): 14 clusters Score: Raw -4202708.196380 + Penalty 15375.345851 = -4187332.850529 nChanged 473 Iteration 26Q (6455.712833 sec): 14 clusters Score: Raw -4202854.708707 + Penalty 15375.345851 = -4187479.362856 nChanged 411 Iteration 27Q (6456.974112 sec): 14 clusters Score: Raw -4202971.351202 + Penalty 15375.345851 = -4187596.005352 nChanged 321 Iteration 28Q (6458.184124 sec): 14 clusters Score: Raw -4203052.880491 + Penalty 15375.345851 = -4187677.534640 nChanged 295 Iteration 29Q (6459.400532 sec): 14 clusters Score: Raw -4203134.887826 + Penalty 15375.345851 = -4187759.541976 nChanged 248 Iteration 30Q (6460.721657 sec): 14 clusters Score: Raw -4203191.144665 + Penalty 15375.345851 = -4187815.798814 nChanged 230 Iteration 31Q (6462.005344 sec): 14 clusters Score: Raw -4203241.907784 + Penalty 15375.345851 = -4187866.561934 nChanged 213 Iteration 32Q (6463.130307 sec): 14 clusters Score: Raw -4203285.259422 + Penalty 15375.345851 = -4187909.913571 nChanged 189 Iteration 33Q (6464.442607 sec): 14 clusters Score: Raw -4203323.798023 + Penalty 15375.345851 = -4187948.452172 nChanged 146 Iteration 34Q (6465.581877 sec): 14 clusters Score: Raw -4203351.274863 + Penalty 15375.345851 = -4187975.929013 nChanged 122 Iteration 35Q (6466.822655 sec): 14 clusters Score: Raw -4203370.072241 + Penalty 15375.345851 = -4187994.726390 nChanged 99 Iteration 36Q (6468.103633 sec): 14 clusters Score: Raw -4203385.600734 + Penalty 15375.345851 = -4188010.254883 nChanged 73 Iteration 37Q (6469.287707 sec): 14 clusters Score: Raw -4203402.492617 + Penalty 15375.345851 = -4188027.146766 nChanged 83 Iteration 38Q (6470.373727 sec): 14 clusters Score: Raw -4203418.575250 + Penalty 15375.345851 = -4188043.229399 nChanged 84 Iteration 39Q (6471.455205 sec): 14 clusters Score: Raw -4203433.280876 + Penalty 15375.345851 = -4188057.935025 nChanged 82 Iteration 40F (6472.964978 sec): 14 clusters Score: Raw -4203457.802043 + Penalty 15375.345851 = -4188082.456193 nChanged 102 Iteration 41Q (6474.144834 sec): 14 clusters Score: Raw -4203478.349485 + Penalty 15375.345851 = -4188103.003634 nChanged 79 Iteration 42Q (6475.254026 sec): 14 clusters Score: Raw -4203490.617592 + Penalty 15375.345851 = -4188115.271742 nChanged 59 Iteration 43Q (6476.421191 sec): 14 clusters Score: Raw -4203495.637021 + Penalty 15375.345851 = -4188120.291170 nChanged 38 Iteration 44Q (6477.630028 sec): 14 clusters Score: Raw -4203499.853435 + Penalty 15375.345851 = -4188124.507585 nChanged 37 Iteration 45Q (6478.690054 sec): 14 clusters Score: Raw -4203503.449945 + Penalty 15375.345851 = -4188128.104095 nChanged 27 Iteration 46Q (6479.877138 sec): 14 clusters Score: Raw -4203506.533186 + Penalty 15375.345851 = -4188131.187335 nChanged 25 Iteration 47Q (6480.970077 sec): 14 clusters Score: Raw -4203509.456981 + Penalty 15375.345851 = -4188134.111131 nChanged 12 Iteration 48Q (6482.035561 sec): 14 clusters Score: Raw -4203511.445085 + Penalty 15375.345851 = -4188136.099235 nChanged 17 Iteration 49Q (6483.210478 sec): 14 clusters Score: Raw -4203512.942305 + Penalty 15375.345851 = -4188137.596454 nChanged 10 Iteration 50Q (6484.368444 sec): 14 clusters Score: Raw -4203514.056450 + Penalty 15375.345851 = -4188138.710599 nChanged 7 Iteration 51Q (6485.557965 sec): 14 clusters Score: Raw -4203514.872675 + Penalty 15375.345851 = -4188139.526824 nChanged 3 Iteration 52Q (6486.523550 sec): 14 clusters Score: Raw -4203515.064862 + Penalty 15375.345851 = -4188139.719012 nChanged 1 Iteration 53Q (6487.763423 sec): 14 clusters Score: Raw -4203515.110033 + Penalty 15375.345851 = -4188139.764183 nChanged 0 Iteration 54F (6489.163095 sec): 14 clusters Score: Raw -4203515.110033 + Penalty 15375.345851 = -4188139.764183 nChanged 0 Compute initial score before splitting: Score: Raw -4203515.110033 + Penalty 15375.345851 = -4188139.764183 Trying to split cluster 1 (3544 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6489.270390 sec): 2 clusters Score: Raw -203955.430569 + Penalty 858.166188 = -203097.264381 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6489.385572 sec): 3 clusters Score: Raw -202102.480088 + Penalty 1716.332375 = -200386.147713 nChanged 1459 SP:Iteration 1F (6489.507468 sec): 3 clusters Score: Raw -202961.211528 + Penalty 1716.332375 = -201244.879153 nChanged 323 SP:Iteration 2F (6489.592297 sec): 3 clusters Score: Raw -203170.493714 + Penalty 1716.332375 = -201454.161339 nChanged 230 SP:Iteration 3F (6489.667349 sec): 3 clusters Score: Raw -203324.704970 + Penalty 1716.332375 = -201608.372595 nChanged 222 SP:Iteration 4F (6489.773713 sec): 3 clusters Score: Raw -203487.316000 + Penalty 1716.332375 = -201770.983624 nChanged 210 SP:Iteration 5F (6489.868002 sec): 3 clusters Score: Raw -203655.933043 + Penalty 1716.332375 = -201939.600667 nChanged 208 SP:Iteration 6F (6489.968857 sec): 3 clusters Score: Raw -203822.773192 + Penalty 1716.332375 = -202106.440817 nChanged 186 SP:Iteration 7F (6490.048944 sec): 3 clusters Score: Raw -203956.010048 + Penalty 1716.332375 = -202239.677673 nChanged 146 SP:Iteration 8Q (6490.151400 sec): 3 clusters Score: Raw -204054.085409 + Penalty 1716.332375 = -202337.753033 nChanged 118 SP:Iteration 9Q (6490.262064 sec): 3 clusters Score: Raw -204124.450376 + Penalty 1716.332375 = -202408.118000 nChanged 101 SP:Iteration 10Q (6490.369898 sec): 3 clusters Score: Raw -204192.593156 + Penalty 1716.332375 = -202476.260781 nChanged 89 SP:Iteration 11Q (6490.469045 sec): 3 clusters Score: Raw -204242.264469 + Penalty 1716.332375 = -202525.932094 nChanged 72 SP:Iteration 12Q (6490.581813 sec): 3 clusters Score: Raw -204278.292781 + Penalty 1716.332375 = -202561.960406 nChanged 55 SP:Iteration 13Q (6490.673044 sec): 3 clusters Score: Raw -204306.153697 + Penalty 1716.332375 = -202589.821321 nChanged 50 SP:Iteration 14Q (6490.805582 sec): 3 clusters Score: Raw -204334.630526 + Penalty 1716.332375 = -202618.298150 nChanged 37 SP:Iteration 15Q (6490.920806 sec): 3 clusters Score: Raw -204354.818796 + Penalty 1716.332375 = -202638.486420 nChanged 38 SP:Iteration 16Q (6491.036653 sec): 3 clusters Score: Raw -204371.050627 + Penalty 1716.332375 = -202654.718251 nChanged 36 SP:Iteration 17Q (6491.129649 sec): 3 clusters Score: Raw -204387.141597 + Penalty 1716.332375 = -202670.809221 nChanged 23 SP:Iteration 18Q (6491.203627 sec): 3 clusters Score: Raw -204396.334392 + Penalty 1716.332375 = -202680.002017 nChanged 15 SP:Iteration 19Q (6491.237595 sec): 3 clusters Score: Raw -204401.211415 + Penalty 1716.332375 = -202684.879040 nChanged 16 SP:Iteration 20F (6491.271236 sec): 3 clusters Score: Raw -204410.063579 + Penalty 1716.332375 = -202693.731203 nChanged 20 SP:Iteration 21Q (6491.305133 sec): 3 clusters Score: Raw -204420.626630 + Penalty 1716.332375 = -202704.294255 nChanged 14 SP:Iteration 22Q (6491.406094 sec): 3 clusters Score: Raw -204424.061221 + Penalty 1716.332375 = -202707.728845 nChanged 8 SP:Iteration 23Q (6491.546893 sec): 3 clusters Score: Raw -204426.468767 + Penalty 1716.332375 = -202710.136392 nChanged 5 SP:Iteration 24Q (6491.650278 sec): 3 clusters Score: Raw -204428.175430 + Penalty 1716.332375 = -202711.843055 nChanged 4 SP:Iteration 25Q (6491.767982 sec): 3 clusters Score: Raw -204429.515555 + Penalty 1716.332375 = -202713.183180 nChanged 4 SP:Iteration 26Q (6491.837361 sec): 3 clusters Score: Raw -204430.790335 + Penalty 1716.332375 = -202714.457959 nChanged 6 SP:Iteration 27Q (6491.930478 sec): 3 clusters Score: Raw -204433.316176 + Penalty 1716.332375 = -202716.983800 nChanged 10 SP:Iteration 28Q (6492.033475 sec): 3 clusters Score: Raw -204437.476742 + Penalty 1716.332375 = -202721.144367 nChanged 9 SP:Iteration 29Q (6492.146295 sec): 3 clusters Score: Raw -204440.594738 + Penalty 1716.332375 = -202724.262363 nChanged 11 SP:Iteration 30Q (6492.252539 sec): 3 clusters Score: Raw -204444.187992 + Penalty 1716.332375 = -202727.855617 nChanged 7 SP:Iteration 31Q (6492.372325 sec): 3 clusters Score: Raw -204445.147240 + Penalty 1716.332375 = -202728.814865 nChanged 3 SP:Iteration 32Q (6492.454832 sec): 3 clusters Score: Raw -204445.630815 + Penalty 1716.332375 = -202729.298439 nChanged 2 SP:Iteration 33Q (6492.564829 sec): 3 clusters Score: Raw -204445.900872 + Penalty 1716.332375 = -202729.568496 nChanged 0 SP:Iteration 34F (6492.659055 sec): 3 clusters Score: Raw -204445.900872 + Penalty 1716.332375 = -202729.568496 nChanged 0 Trying to split cluster 2 (1642 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6492.717319 sec): 2 clusters Score: Raw -63888.583576 + Penalty 777.385380 = -63111.198196 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6492.821181 sec): 3 clusters Score: Raw -63245.042302 + Penalty 1554.770761 = -61690.271541 nChanged 646 SP:Iteration 1F (6492.904507 sec): 3 clusters Score: Raw -63947.642826 + Penalty 1554.770761 = -62392.872065 nChanged 199 SP:Iteration 2F (6492.999187 sec): 3 clusters Score: Raw -64228.068744 + Penalty 1554.770761 = -62673.297983 nChanged 116 SP:Iteration 3F (6493.079354 sec): 3 clusters Score: Raw -64379.751434 + Penalty 1554.770761 = -62824.980673 nChanged 91 SP:Iteration 4F (6493.175314 sec): 3 clusters Score: Raw -64469.958102 + Penalty 1554.770761 = -62915.187341 nChanged 60 SP:Iteration 5Q (6493.297093 sec): 3 clusters Score: Raw -64528.319243 + Penalty 1554.770761 = -62973.548482 nChanged 40 SP:Iteration 6Q (6493.397427 sec): 3 clusters Score: Raw -64563.968213 + Penalty 1554.770761 = -63009.197452 nChanged 29 SP:Iteration 7Q (6493.488448 sec): 3 clusters Score: Raw -64588.615903 + Penalty 1554.770761 = -63033.845142 nChanged 25 SP:Iteration 8Q (6493.567826 sec): 3 clusters Score: Raw -64608.956969 + Penalty 1554.770761 = -63054.186208 nChanged 20 SP:Iteration 9Q (6493.661236 sec): 3 clusters Score: Raw -64628.266667 + Penalty 1554.770761 = -63073.495906 nChanged 22 SP:Iteration 10Q (6493.751068 sec): 3 clusters Score: Raw -64653.526444 + Penalty 1554.770761 = -63098.755683 nChanged 26 SP:Iteration 11Q (6493.831135 sec): 3 clusters Score: Raw -64684.808080 + Penalty 1554.770761 = -63130.037319 nChanged 27 SP:Iteration 12Q (6493.927034 sec): 3 clusters Score: Raw -64717.806403 + Penalty 1554.770761 = -63163.035642 nChanged 28 SP:Iteration 13Q (6494.012469 sec): 3 clusters Score: Raw -64748.691574 + Penalty 1554.770761 = -63193.920813 nChanged 23 SP:Iteration 14Q (6494.108040 sec): 3 clusters Score: Raw -64769.447096 + Penalty 1554.770761 = -63214.676335 nChanged 27 SP:Iteration 15Q (6494.238425 sec): 3 clusters Score: Raw -64792.319457 + Penalty 1554.770761 = -63237.548696 nChanged 18 SP:Iteration 16Q (6494.314869 sec): 3 clusters Score: Raw -64807.690366 + Penalty 1554.770761 = -63252.919605 nChanged 9 SP:Iteration 17Q (6494.417150 sec): 3 clusters Score: Raw -64820.648363 + Penalty 1554.770761 = -63265.877602 nChanged 7 SP:Iteration 18Q (6494.512454 sec): 3 clusters Score: Raw -64827.829046 + Penalty 1554.770761 = -63273.058285 nChanged 5 SP:Iteration 19Q (6494.613293 sec): 3 clusters Score: Raw -64834.908661 + Penalty 1554.770761 = -63280.137900 nChanged 12 SP:Iteration 20F (6494.712320 sec): 3 clusters Score: Raw -64872.836529 + Penalty 1554.770761 = -63318.065768 nChanged 16 SP:Iteration 21Q (6494.818300 sec): 3 clusters Score: Raw -64915.916483 + Penalty 1554.770761 = -63361.145722 nChanged 20 SP:Iteration 22Q (6494.912296 sec): 3 clusters Score: Raw -64936.669030 + Penalty 1554.770761 = -63381.898269 nChanged 13 SP:Iteration 23Q (6495.007140 sec): 3 clusters Score: Raw -64947.721986 + Penalty 1554.770761 = -63392.951225 nChanged 3 SP:Iteration 24Q (6495.077974 sec): 3 clusters Score: Raw -64949.883275 + Penalty 1554.770761 = -63395.112514 nChanged 2 SP:Iteration 25Q (6495.158382 sec): 3 clusters Score: Raw -64950.494652 + Penalty 1554.770761 = -63395.723891 nChanged 2 SP:Iteration 26Q (6495.255145 sec): 3 clusters Score: Raw -64951.769129 + Penalty 1554.770761 = -63396.998368 nChanged 0 SP:Iteration 27F (6495.371579 sec): 3 clusters Score: Raw -64951.769129 + Penalty 1554.770761 = -63396.998368 nChanged 0 Score: Raw -4204578.295586 + Penalty 16558.064762 = -4188020.230823 Splitting cluster 2 changes total score from -4188139.764183 to -4188020.230823 So it's not getting split. Trying to split cluster 3 (8722 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6497.146719 sec): 2 clusters Score: Raw -489126.691127 + Penalty 952.728404 = -488173.962722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6497.260938 sec): 3 clusters Score: Raw -484019.410811 + Penalty 1905.456808 = -482113.954003 nChanged 3949 SP:Iteration 1F (6497.342766 sec): 3 clusters Score: Raw -486527.452432 + Penalty 1905.456808 = -484621.995624 nChanged 795 SP:Iteration 2F (6497.485645 sec): 3 clusters Score: Raw -487288.481497 + Penalty 1905.456808 = -485383.024689 nChanged 786 SP:Iteration 3F (6497.601660 sec): 3 clusters Score: Raw -488103.855418 + Penalty 1905.456808 = -486198.398610 nChanged 669 SP:Iteration 4F (6497.715675 sec): 3 clusters Score: Raw -488696.039086 + Penalty 1905.456808 = -486790.582277 nChanged 475 SP:Iteration 5F (6497.811381 sec): 3 clusters Score: Raw -489098.054669 + Penalty 1905.456808 = -487192.597861 nChanged 345 SP:Iteration 6Q (6497.929112 sec): 3 clusters Score: Raw -489366.531262 + Penalty 1905.456808 = -487461.074454 nChanged 250 SP:Iteration 7Q (6498.058084 sec): 3 clusters Score: Raw -489537.615313 + Penalty 1905.456808 = -487632.158505 nChanged 179 SP:Iteration 8Q (6498.174108 sec): 3 clusters Score: Raw -489644.330152 + Penalty 1905.456808 = -487738.873344 nChanged 150 SP:Iteration 9Q (6498.293360 sec): 3 clusters Score: Raw -489719.425950 + Penalty 1905.456808 = -487813.969142 nChanged 122 SP:Iteration 10Q (6498.378752 sec): 3 clusters Score: Raw -489768.146217 + Penalty 1905.456808 = -487862.689409 nChanged 89 SP:Iteration 11Q (6498.496866 sec): 3 clusters Score: Raw -489800.385967 + Penalty 1905.456808 = -487894.929159 nChanged 80 SP:Iteration 12Q (6498.557590 sec): 3 clusters Score: Raw -489826.307573 + Penalty 1905.456808 = -487920.850765 nChanged 66 SP:Iteration 13Q (6498.611244 sec): 3 clusters Score: Raw -489848.622758 + Penalty 1905.456808 = -487943.165949 nChanged 59 SP:Iteration 14Q (6498.664625 sec): 3 clusters Score: Raw -489868.151678 + Penalty 1905.456808 = -487962.694870 nChanged 34 SP:Iteration 15Q (6498.715702 sec): 3 clusters Score: Raw -489878.462424 + Penalty 1905.456808 = -487973.005616 nChanged 28 SP:Iteration 16Q (6498.768972 sec): 3 clusters Score: Raw -489886.876853 + Penalty 1905.456808 = -487981.420045 nChanged 28 SP:Iteration 17Q (6498.825251 sec): 3 clusters Score: Raw -489898.200031 + Penalty 1905.456808 = -487992.743223 nChanged 36 SP:Iteration 18Q (6498.879469 sec): 3 clusters Score: Raw -489910.707119 + Penalty 1905.456808 = -488005.250310 nChanged 39 SP:Iteration 19Q (6499.014177 sec): 3 clusters Score: Raw -489921.228452 + Penalty 1905.456808 = -488015.771644 nChanged 22 SP:Iteration 20F (6499.154958 sec): 3 clusters Score: Raw -489926.980013 + Penalty 1905.456808 = -488021.523205 nChanged 22 SP:Iteration 21Q (6499.286933 sec): 3 clusters Score: Raw -489934.027612 + Penalty 1905.456808 = -488028.570804 nChanged 22 SP:Iteration 22Q (6499.410589 sec): 3 clusters Score: Raw -489938.687004 + Penalty 1905.456808 = -488033.230196 nChanged 20 SP:Iteration 23Q (6499.511438 sec): 3 clusters Score: Raw -489942.231826 + Penalty 1905.456808 = -488036.775018 nChanged 18 SP:Iteration 24Q (6499.620515 sec): 3 clusters Score: Raw -489946.559907 + Penalty 1905.456808 = -488041.103099 nChanged 20 SP:Iteration 25Q (6499.734749 sec): 3 clusters Score: Raw -489950.696115 + Penalty 1905.456808 = -488045.239306 nChanged 17 SP:Iteration 26Q (6499.846931 sec): 3 clusters Score: Raw -489953.843643 + Penalty 1905.456808 = -488048.386835 nChanged 16 SP:Iteration 27Q (6499.964923 sec): 3 clusters Score: Raw -489956.935953 + Penalty 1905.456808 = -488051.479145 nChanged 13 SP:Iteration 28Q (6500.079601 sec): 3 clusters Score: Raw -489961.490544 + Penalty 1905.456808 = -488056.033736 nChanged 13 SP:Iteration 29Q (6500.203996 sec): 3 clusters Score: Raw -489964.152476 + Penalty 1905.456808 = -488058.695668 nChanged 8 SP:Iteration 30Q (6500.320265 sec): 3 clusters Score: Raw -489966.497796 + Penalty 1905.456808 = -488061.040988 nChanged 14 SP:Iteration 31Q (6500.441368 sec): 3 clusters Score: Raw -489969.471427 + Penalty 1905.456808 = -488064.014619 nChanged 7 SP:Iteration 32Q (6500.545729 sec): 3 clusters Score: Raw -489971.826389 + Penalty 1905.456808 = -488066.369581 nChanged 10 SP:Iteration 33Q (6500.668191 sec): 3 clusters Score: Raw -489974.203426 + Penalty 1905.456808 = -488068.746618 nChanged 9 SP:Iteration 34Q (6500.766404 sec): 3 clusters Score: Raw -489975.746626 + Penalty 1905.456808 = -488070.289817 nChanged 9 SP:Iteration 35Q (6500.871755 sec): 3 clusters Score: Raw -489977.028915 + Penalty 1905.456808 = -488071.572107 nChanged 6 SP:Iteration 36Q (6500.984836 sec): 3 clusters Score: Raw -489977.622724 + Penalty 1905.456808 = -488072.165915 nChanged 6 SP:Iteration 37Q (6501.094102 sec): 3 clusters Score: Raw -489978.306050 + Penalty 1905.456808 = -488072.849242 nChanged 4 SP:Iteration 38Q (6501.223627 sec): 3 clusters Score: Raw -489978.573157 + Penalty 1905.456808 = -488073.116348 nChanged 1 SP:Iteration 39Q (6501.330003 sec): 3 clusters Score: Raw -489978.770089 + Penalty 1905.456808 = -488073.313281 nChanged 1 SP:Iteration 40F (6501.454084 sec): 3 clusters Score: Raw -489979.011883 + Penalty 1905.456808 = -488073.555075 nChanged 2 SP:Iteration 41Q (6501.559870 sec): 3 clusters Score: Raw -489979.532519 + Penalty 1905.456808 = -488074.075711 nChanged 2 SP:Iteration 42Q (6501.666064 sec): 3 clusters Score: Raw -489979.833579 + Penalty 1905.456808 = -488074.376771 nChanged 0 SP:Iteration 43F (6501.785629 sec): 3 clusters Score: Raw -489979.833579 + Penalty 1905.456808 = -488074.376771 nChanged 0 Trying to split cluster 4 (5792 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6501.840919 sec): 2 clusters Score: Raw -296840.884072 + Penalty 909.744458 = -295931.139614 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6501.937620 sec): 3 clusters Score: Raw -293546.791998 + Penalty 1819.488916 = -291727.303082 nChanged 2521 SP:Iteration 1F (6502.054478 sec): 3 clusters Score: Raw -295247.322518 + Penalty 1819.488916 = -293427.833602 nChanged 596 SP:Iteration 2F (6502.158757 sec): 3 clusters Score: Raw -295779.274507 + Penalty 1819.488916 = -293959.785591 nChanged 513 SP:Iteration 3F (6502.251085 sec): 3 clusters Score: Raw -296241.294594 + Penalty 1819.488916 = -294421.805677 nChanged 402 SP:Iteration 4F (6502.392096 sec): 3 clusters Score: Raw -296546.706711 + Penalty 1819.488916 = -294727.217795 nChanged 302 SP:Iteration 5F (6502.494372 sec): 3 clusters Score: Raw -296744.257760 + Penalty 1819.488916 = -294924.768844 nChanged 242 SP:Iteration 6Q (6502.590031 sec): 3 clusters Score: Raw -296885.595834 + Penalty 1819.488916 = -295066.106918 nChanged 187 SP:Iteration 7Q (6502.700312 sec): 3 clusters Score: Raw -296993.499200 + Penalty 1819.488916 = -295174.010284 nChanged 154 SP:Iteration 8Q (6502.812149 sec): 3 clusters Score: Raw -297086.928375 + Penalty 1819.488916 = -295267.439459 nChanged 147 SP:Iteration 9Q (6502.902761 sec): 3 clusters Score: Raw -297166.509861 + Penalty 1819.488916 = -295347.020945 nChanged 121 SP:Iteration 10Q (6503.003380 sec): 3 clusters Score: Raw -297230.905692 + Penalty 1819.488916 = -295411.416776 nChanged 113 SP:Iteration 11Q (6503.115156 sec): 3 clusters Score: Raw -297282.606403 + Penalty 1819.488916 = -295463.117486 nChanged 102 SP:Iteration 12Q (6503.209100 sec): 3 clusters Score: Raw -297320.274794 + Penalty 1819.488916 = -295500.785878 nChanged 73 SP:Iteration 13Q (6503.329204 sec): 3 clusters Score: Raw -297348.995877 + Penalty 1819.488916 = -295529.506961 nChanged 64 SP:Iteration 14Q (6503.415151 sec): 3 clusters Score: Raw -297367.117721 + Penalty 1819.488916 = -295547.628805 nChanged 49 SP:Iteration 15Q (6503.537423 sec): 3 clusters Score: Raw -297379.067911 + Penalty 1819.488916 = -295559.578995 nChanged 43 SP:Iteration 16Q (6503.638797 sec): 3 clusters Score: Raw -297390.901211 + Penalty 1819.488916 = -295571.412295 nChanged 44 SP:Iteration 17Q (6503.730229 sec): 3 clusters Score: Raw -297404.415469 + Penalty 1819.488916 = -295584.926553 nChanged 33 SP:Iteration 18Q (6503.834396 sec): 3 clusters Score: Raw -297413.409324 + Penalty 1819.488916 = -295593.920408 nChanged 32 SP:Iteration 19Q (6503.934986 sec): 3 clusters Score: Raw -297420.690404 + Penalty 1819.488916 = -295601.201488 nChanged 33 SP:Iteration 20F (6504.050647 sec): 3 clusters Score: Raw -297431.685268 + Penalty 1819.488916 = -295612.196352 nChanged 33 SP:Iteration 21Q (6504.157707 sec): 3 clusters Score: Raw -297439.721628 + Penalty 1819.488916 = -295620.232712 nChanged 28 SP:Iteration 22Q (6504.233802 sec): 3 clusters Score: Raw -297447.434777 + Penalty 1819.488916 = -295627.945861 nChanged 34 SP:Iteration 23Q (6504.318610 sec): 3 clusters Score: Raw -297459.393095 + Penalty 1819.488916 = -295639.904179 nChanged 31 SP:Iteration 24Q (6504.425152 sec): 3 clusters Score: Raw -297466.159183 + Penalty 1819.488916 = -295646.670267 nChanged 19 SP:Iteration 25Q (6504.545336 sec): 3 clusters Score: Raw -297469.102530 + Penalty 1819.488916 = -295649.613614 nChanged 11 SP:Iteration 26Q (6504.646933 sec): 3 clusters Score: Raw -297471.776210 + Penalty 1819.488916 = -295652.287294 nChanged 14 SP:Iteration 27Q (6504.755956 sec): 3 clusters Score: Raw -297474.130611 + Penalty 1819.488916 = -295654.641695 nChanged 15 SP:Iteration 28Q (6504.841458 sec): 3 clusters Score: Raw -297479.329882 + Penalty 1819.488916 = -295659.840966 nChanged 30 SP:Iteration 29Q (6504.968280 sec): 3 clusters Score: Raw -297487.720306 + Penalty 1819.488916 = -295668.231389 nChanged 17 SP:Iteration 30Q (6505.069284 sec): 3 clusters Score: Raw -297493.572041 + Penalty 1819.488916 = -295674.083125 nChanged 26 SP:Iteration 31Q (6505.182310 sec): 3 clusters Score: Raw -297500.415452 + Penalty 1819.488916 = -295680.926536 nChanged 21 SP:Iteration 32Q (6505.284277 sec): 3 clusters Score: Raw -297505.694725 + Penalty 1819.488916 = -295686.205809 nChanged 19 SP:Iteration 33Q (6505.398809 sec): 3 clusters Score: Raw -297511.193183 + Penalty 1819.488916 = -295691.704267 nChanged 19 SP:Iteration 34Q (6505.520093 sec): 3 clusters Score: Raw -297515.694850 + Penalty 1819.488916 = -295696.205934 nChanged 18 SP:Iteration 35Q (6505.640124 sec): 3 clusters Score: Raw -297520.780395 + Penalty 1819.488916 = -295701.291479 nChanged 17 SP:Iteration 36Q (6505.726933 sec): 3 clusters Score: Raw -297526.305665 + Penalty 1819.488916 = -295706.816749 nChanged 25 SP:Iteration 37Q (6505.872452 sec): 3 clusters Score: Raw -297535.162421 + Penalty 1819.488916 = -295715.673505 nChanged 17 SP:Iteration 38Q (6505.960690 sec): 3 clusters Score: Raw -297540.423974 + Penalty 1819.488916 = -295720.935058 nChanged 17 SP:Iteration 39Q (6506.085497 sec): 3 clusters Score: Raw -297544.418345 + Penalty 1819.488916 = -295724.929429 nChanged 19 SP:Iteration 40F (6506.220407 sec): 3 clusters Score: Raw -297547.486250 + Penalty 1819.488916 = -295727.997334 nChanged 14 SP:Iteration 41Q (6506.328318 sec): 3 clusters Score: Raw -297550.273293 + Penalty 1819.488916 = -295730.784377 nChanged 15 SP:Iteration 42Q (6506.457618 sec): 3 clusters Score: Raw -297553.020916 + Penalty 1819.488916 = -295733.532000 nChanged 10 SP:Iteration 43Q (6506.589351 sec): 3 clusters Score: Raw -297555.647146 + Penalty 1819.488916 = -295736.158230 nChanged 13 SP:Iteration 44Q (6506.673163 sec): 3 clusters Score: Raw -297558.586224 + Penalty 1819.488916 = -295739.097308 nChanged 14 SP:Iteration 45Q (6506.781466 sec): 3 clusters Score: Raw -297561.271180 + Penalty 1819.488916 = -295741.782264 nChanged 15 SP:Iteration 46Q (6506.886402 sec): 3 clusters Score: Raw -297563.648700 + Penalty 1819.488916 = -295744.159783 nChanged 12 SP:Iteration 47Q (6507.020435 sec): 3 clusters Score: Raw -297566.127644 + Penalty 1819.488916 = -295746.638728 nChanged 12 SP:Iteration 48Q (6507.108672 sec): 3 clusters Score: Raw -297568.154838 + Penalty 1819.488916 = -295748.665922 nChanged 7 SP:Iteration 49Q (6507.211364 sec): 3 clusters Score: Raw -297568.903632 + Penalty 1819.488916 = -295749.414716 nChanged 4 SP:Iteration 50Q (6507.321120 sec): 3 clusters Score: Raw -297569.265241 + Penalty 1819.488916 = -295749.776325 nChanged 2 SP:Iteration 51Q (6507.431864 sec): 3 clusters Score: Raw -297569.504295 + Penalty 1819.488916 = -295750.015379 nChanged 4 SP:Iteration 52Q (6507.564810 sec): 3 clusters Score: Raw -297569.833235 + Penalty 1819.488916 = -295750.344318 nChanged 3 SP:Iteration 53Q (6507.679229 sec): 3 clusters Score: Raw -297570.403868 + Penalty 1819.488916 = -295750.914952 nChanged 5 SP:Iteration 54Q (6507.778899 sec): 3 clusters Score: Raw -297570.903696 + Penalty 1819.488916 = -295751.414780 nChanged 2 SP:Iteration 55Q (6507.929599 sec): 3 clusters Score: Raw -297571.066034 + Penalty 1819.488916 = -295751.577118 nChanged 0 SP:Iteration 56F (6508.001578 sec): 3 clusters Score: Raw -297571.066034 + Penalty 1819.488916 = -295751.577118 nChanged 0 Trying to split cluster 5 (2367 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6508.049752 sec): 2 clusters Score: Raw -110302.973897 + Penalty 815.784754 = -109487.189143 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6508.153057 sec): 3 clusters Score: Raw -109155.167804 + Penalty 1631.569508 = -107523.598296 nChanged 951 SP:Iteration 1F (6508.262419 sec): 3 clusters Score: Raw -109872.423520 + Penalty 1631.569508 = -108240.854012 nChanged 246 SP:Iteration 2F (6508.342345 sec): 3 clusters Score: Raw -110074.814725 + Penalty 1631.569508 = -108443.245217 nChanged 154 SP:Iteration 3F (6508.446750 sec): 3 clusters Score: Raw -110183.961141 + Penalty 1631.569508 = -108552.391633 nChanged 107 SP:Iteration 4Q (6508.531238 sec): 3 clusters Score: Raw -110262.123479 + Penalty 1631.569508 = -108630.553971 nChanged 99 SP:Iteration 5Q (6508.643101 sec): 3 clusters Score: Raw -110338.744040 + Penalty 1631.569508 = -108707.174532 nChanged 87 SP:Iteration 6Q (6508.728586 sec): 3 clusters Score: Raw -110425.030969 + Penalty 1631.569508 = -108793.461461 nChanged 110 SP:Iteration 7Q (6508.812428 sec): 3 clusters Score: Raw -110538.224183 + Penalty 1631.569508 = -108906.654675 nChanged 99 SP:Iteration 8Q (6508.942623 sec): 3 clusters Score: Raw -110644.499551 + Penalty 1631.569508 = -109012.930043 nChanged 112 SP:Iteration 9Q (6509.034086 sec): 3 clusters Score: Raw -110775.253130 + Penalty 1631.569508 = -109143.683622 nChanged 103 SP:Iteration 10Q (6509.125804 sec): 3 clusters Score: Raw -110862.458665 + Penalty 1631.569508 = -109230.889157 nChanged 64 SP:Iteration 11Q (6509.217644 sec): 3 clusters Score: Raw -110907.309704 + Penalty 1631.569508 = -109275.740196 nChanged 44 SP:Iteration 12Q (6509.312828 sec): 3 clusters Score: Raw -110937.992442 + Penalty 1631.569508 = -109306.422934 nChanged 37 SP:Iteration 13Q (6509.424520 sec): 3 clusters Score: Raw -110958.279372 + Penalty 1631.569508 = -109326.709864 nChanged 26 SP:Iteration 14Q (6509.521535 sec): 3 clusters Score: Raw -110971.463905 + Penalty 1631.569508 = -109339.894397 nChanged 23 SP:Iteration 15Q (6509.600777 sec): 3 clusters Score: Raw -110982.256019 + Penalty 1631.569508 = -109350.686511 nChanged 26 SP:Iteration 16Q (6509.709567 sec): 3 clusters Score: Raw -110993.768693 + Penalty 1631.569508 = -109362.199185 nChanged 18 SP:Iteration 17Q (6509.795464 sec): 3 clusters Score: Raw -111002.157816 + Penalty 1631.569508 = -109370.588308 nChanged 18 SP:Iteration 18Q (6509.909633 sec): 3 clusters Score: Raw -111011.896013 + Penalty 1631.569508 = -109380.326505 nChanged 22 SP:Iteration 19Q (6509.994032 sec): 3 clusters Score: Raw -111019.801030 + Penalty 1631.569508 = -109388.231522 nChanged 16 SP:Iteration 20F (6510.072245 sec): 3 clusters Score: Raw -111026.556653 + Penalty 1631.569508 = -109394.987145 nChanged 11 SP:Iteration 21Q (6510.149708 sec): 3 clusters Score: Raw -111030.727927 + Penalty 1631.569508 = -109399.158419 nChanged 11 SP:Iteration 22Q (6510.260785 sec): 3 clusters Score: Raw -111034.063529 + Penalty 1631.569508 = -109402.494021 nChanged 9 SP:Iteration 23Q (6510.355376 sec): 3 clusters Score: Raw -111035.941546 + Penalty 1631.569508 = -109404.372038 nChanged 3 SP:Iteration 24Q (6510.425906 sec): 3 clusters Score: Raw -111036.674940 + Penalty 1631.569508 = -109405.105432 nChanged 2 SP:Iteration 25Q (6510.498354 sec): 3 clusters Score: Raw -111037.803942 + Penalty 1631.569508 = -109406.234434 nChanged 2 SP:Iteration 26Q (6510.601528 sec): 3 clusters Score: Raw -111038.405242 + Penalty 1631.569508 = -109406.835734 nChanged 1 SP:Iteration 27Q (6510.689811 sec): 3 clusters Score: Raw -111038.608645 + Penalty 1631.569508 = -109407.039137 nChanged 1 SP:Iteration 28Q (6510.761682 sec): 3 clusters Score: Raw -111038.758140 + Penalty 1631.569508 = -109407.188632 nChanged 1 SP:Iteration 29Q (6510.881611 sec): 3 clusters Score: Raw -111039.248536 + Penalty 1631.569508 = -109407.679028 nChanged 1 SP:Iteration 30Q (6510.968990 sec): 3 clusters Score: Raw -111039.448047 + Penalty 1631.569508 = -109407.878539 nChanged 0 SP:Iteration 31F (6511.071809 sec): 3 clusters Score: Raw -111039.448047 + Penalty 1631.569508 = -109407.878539 nChanged 0 Trying to split cluster 6 (10602 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6511.162375 sec): 2 clusters Score: Raw -599326.382227 + Penalty 973.223784 = -598353.158443 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6511.278879 sec): 3 clusters Score: Raw -593066.772540 + Penalty 1946.447568 = -591120.324972 nChanged 4693 SP:Iteration 1F (6511.404850 sec): 3 clusters Score: Raw -595832.588245 + Penalty 1946.447568 = -593886.140677 nChanged 773 SP:Iteration 2F (6511.522467 sec): 3 clusters Score: Raw -596386.978013 + Penalty 1946.447568 = -594440.530445 nChanged 787 SP:Iteration 3F (6511.664909 sec): 3 clusters Score: Raw -597044.136857 + Penalty 1946.447568 = -595097.689290 nChanged 807 SP:Iteration 4F (6511.756485 sec): 3 clusters Score: Raw -597726.119037 + Penalty 1946.447568 = -595779.671470 nChanged 779 SP:Iteration 5F (6511.893677 sec): 3 clusters Score: Raw -598355.905303 + Penalty 1946.447568 = -596409.457735 nChanged 711 SP:Iteration 6F (6511.999280 sec): 3 clusters Score: Raw -598802.895451 + Penalty 1946.447568 = -596856.447884 nChanged 519 SP:Iteration 7Q (6512.119577 sec): 3 clusters Score: Raw -599072.200891 + Penalty 1946.447568 = -597125.753324 nChanged 360 SP:Iteration 8Q (6512.237727 sec): 3 clusters Score: Raw -599228.396574 + Penalty 1946.447568 = -597281.949006 nChanged 250 SP:Iteration 9Q (6512.376763 sec): 3 clusters Score: Raw -599329.747791 + Penalty 1946.447568 = -597383.300224 nChanged 199 SP:Iteration 10Q (6512.499792 sec): 3 clusters Score: Raw -599400.941531 + Penalty 1946.447568 = -597454.493963 nChanged 177 SP:Iteration 11Q (6512.613089 sec): 3 clusters Score: Raw -599469.189839 + Penalty 1946.447568 = -597522.742272 nChanged 175 SP:Iteration 12Q (6512.745472 sec): 3 clusters Score: Raw -599524.060790 + Penalty 1946.447568 = -597577.613222 nChanged 147 SP:Iteration 13Q (6512.856968 sec): 3 clusters Score: Raw -599566.993542 + Penalty 1946.447568 = -597620.545974 nChanged 135 SP:Iteration 14Q (6512.980538 sec): 3 clusters Score: Raw -599608.296517 + Penalty 1946.447568 = -597661.848949 nChanged 130 SP:Iteration 15Q (6513.091415 sec): 3 clusters Score: Raw -599644.323632 + Penalty 1946.447568 = -597697.876065 nChanged 114 SP:Iteration 16Q (6513.203602 sec): 3 clusters Score: Raw -599670.280421 + Penalty 1946.447568 = -597723.832854 nChanged 98 SP:Iteration 17Q (6513.327371 sec): 3 clusters Score: Raw -599696.598753 + Penalty 1946.447568 = -597750.151185 nChanged 89 SP:Iteration 18Q (6513.441862 sec): 3 clusters Score: Raw -599715.554571 + Penalty 1946.447568 = -597769.107004 nChanged 74 SP:Iteration 19Q (6513.558415 sec): 3 clusters Score: Raw -599730.831145 + Penalty 1946.447568 = -597784.383577 nChanged 58 SP:Iteration 20F (6513.693099 sec): 3 clusters Score: Raw -599742.801358 + Penalty 1946.447568 = -597796.353790 nChanged 58 SP:Iteration 21Q (6513.828626 sec): 3 clusters Score: Raw -599759.821880 + Penalty 1946.447568 = -597813.374313 nChanged 65 SP:Iteration 22Q (6513.993776 sec): 3 clusters Score: Raw -599779.455732 + Penalty 1946.447568 = -597833.008165 nChanged 72 SP:Iteration 23Q (6514.094414 sec): 3 clusters Score: Raw -599798.106175 + Penalty 1946.447568 = -597851.658607 nChanged 70 SP:Iteration 24Q (6514.215385 sec): 3 clusters Score: Raw -599820.326745 + Penalty 1946.447568 = -597873.879177 nChanged 63 SP:Iteration 25Q (6514.334741 sec): 3 clusters Score: Raw -599838.580316 + Penalty 1946.447568 = -597892.132748 nChanged 62 SP:Iteration 26Q (6514.452589 sec): 3 clusters Score: Raw -599853.751922 + Penalty 1946.447568 = -597907.304355 nChanged 54 SP:Iteration 27Q (6514.544659 sec): 3 clusters Score: Raw -599866.301224 + Penalty 1946.447568 = -597919.853656 nChanged 50 SP:Iteration 28Q (6514.668024 sec): 3 clusters Score: Raw -599874.650739 + Penalty 1946.447568 = -597928.203171 nChanged 38 SP:Iteration 29Q (6514.759388 sec): 3 clusters Score: Raw -599881.949259 + Penalty 1946.447568 = -597935.501691 nChanged 40 SP:Iteration 30Q (6514.880039 sec): 3 clusters Score: Raw -599890.867600 + Penalty 1946.447568 = -597944.420032 nChanged 41 SP:Iteration 31Q (6515.002934 sec): 3 clusters Score: Raw -599900.300881 + Penalty 1946.447568 = -597953.853313 nChanged 39 SP:Iteration 32Q (6515.126326 sec): 3 clusters Score: Raw -599908.069075 + Penalty 1946.447568 = -597961.621507 nChanged 37 SP:Iteration 33Q (6515.245222 sec): 3 clusters Score: Raw -599915.419697 + Penalty 1946.447568 = -597968.972130 nChanged 39 SP:Iteration 34Q (6515.371608 sec): 3 clusters Score: Raw -599922.319291 + Penalty 1946.447568 = -597975.871723 nChanged 32 SP:Iteration 35Q (6515.476665 sec): 3 clusters Score: Raw -599927.702943 + Penalty 1946.447568 = -597981.255375 nChanged 26 SP:Iteration 36Q (6515.602710 sec): 3 clusters Score: Raw -599931.712589 + Penalty 1946.447568 = -597985.265022 nChanged 23 SP:Iteration 37Q (6515.709046 sec): 3 clusters Score: Raw -599935.050788 + Penalty 1946.447568 = -597988.603220 nChanged 19 SP:Iteration 38Q (6515.833541 sec): 3 clusters Score: Raw -599937.336788 + Penalty 1946.447568 = -597990.889220 nChanged 18 SP:Iteration 39Q (6515.956369 sec): 3 clusters Score: Raw -599939.763317 + Penalty 1946.447568 = -597993.315750 nChanged 15 SP:Iteration 40F (6516.083973 sec): 3 clusters Score: Raw -599942.331105 + Penalty 1946.447568 = -597995.883537 nChanged 24 SP:Iteration 41Q (6516.228365 sec): 3 clusters Score: Raw -599947.518004 + Penalty 1946.447568 = -598001.070436 nChanged 26 SP:Iteration 42Q (6516.337605 sec): 3 clusters Score: Raw -599952.719535 + Penalty 1946.447568 = -598006.271967 nChanged 26 SP:Iteration 43Q (6516.461109 sec): 3 clusters Score: Raw -599956.296009 + Penalty 1946.447568 = -598009.848441 nChanged 26 SP:Iteration 44Q (6516.567185 sec): 3 clusters Score: Raw -599960.668809 + Penalty 1946.447568 = -598014.221242 nChanged 26 SP:Iteration 45Q (6516.693667 sec): 3 clusters Score: Raw -599964.853286 + Penalty 1946.447568 = -598018.405718 nChanged 23 SP:Iteration 46Q (6516.814719 sec): 3 clusters Score: Raw -599967.940273 + Penalty 1946.447568 = -598021.492705 nChanged 20 SP:Iteration 47Q (6516.943731 sec): 3 clusters Score: Raw -599972.643188 + Penalty 1946.447568 = -598026.195620 nChanged 25 SP:Iteration 48Q (6517.037410 sec): 3 clusters Score: Raw -599981.880291 + Penalty 1946.447568 = -598035.432723 nChanged 28 SP:Iteration 49Q (6517.154529 sec): 3 clusters Score: Raw -599989.036518 + Penalty 1946.447568 = -598042.588951 nChanged 30 SP:Iteration 50Q (6517.265641 sec): 3 clusters Score: Raw -599993.884961 + Penalty 1946.447568 = -598047.437393 nChanged 24 SP:Iteration 51Q (6517.382434 sec): 3 clusters Score: Raw -599997.143984 + Penalty 1946.447568 = -598050.696417 nChanged 24 SP:Iteration 52Q (6517.529780 sec): 3 clusters Score: Raw -600001.748334 + Penalty 1946.447568 = -598055.300766 nChanged 26 SP:Iteration 53Q (6517.623074 sec): 3 clusters Score: Raw -600005.856185 + Penalty 1946.447568 = -598059.408618 nChanged 23 SP:Iteration 54Q (6517.747242 sec): 3 clusters Score: Raw -600009.507349 + Penalty 1946.447568 = -598063.059781 nChanged 17 SP:Iteration 55Q (6517.849524 sec): 3 clusters Score: Raw -600011.975965 + Penalty 1946.447568 = -598065.528397 nChanged 16 SP:Iteration 56Q (6517.976393 sec): 3 clusters Score: Raw -600014.412864 + Penalty 1946.447568 = -598067.965297 nChanged 21 SP:Iteration 57Q (6518.096986 sec): 3 clusters Score: Raw -600017.557680 + Penalty 1946.447568 = -598071.110112 nChanged 12 SP:Iteration 58Q (6518.211383 sec): 3 clusters Score: Raw -600019.335978 + Penalty 1946.447568 = -598072.888410 nChanged 8 SP:Iteration 59Q (6518.344086 sec): 3 clusters Score: Raw -600020.804762 + Penalty 1946.447568 = -598074.357194 nChanged 10 SP:Iteration 60F (6518.433535 sec): 3 clusters Score: Raw -600022.173039 + Penalty 1946.447568 = -598075.725471 nChanged 9 SP:Iteration 61Q (6518.555240 sec): 3 clusters Score: Raw -600023.047532 + Penalty 1946.447568 = -598076.599964 nChanged 7 SP:Iteration 62Q (6518.681446 sec): 3 clusters Score: Raw -600024.014693 + Penalty 1946.447568 = -598077.567126 nChanged 7 SP:Iteration 63Q (6518.767425 sec): 3 clusters Score: Raw -600024.900554 + Penalty 1946.447568 = -598078.452987 nChanged 6 SP:Iteration 64Q (6518.882991 sec): 3 clusters Score: Raw -600026.263140 + Penalty 1946.447568 = -598079.815573 nChanged 10 SP:Iteration 65Q (6519.003689 sec): 3 clusters Score: Raw -600027.450610 + Penalty 1946.447568 = -598081.003042 nChanged 7 SP:Iteration 66Q (6519.112208 sec): 3 clusters Score: Raw -600028.291207 + Penalty 1946.447568 = -598081.843640 nChanged 7 SP:Iteration 67Q (6519.219787 sec): 3 clusters Score: Raw -600029.052626 + Penalty 1946.447568 = -598082.605058 nChanged 6 SP:Iteration 68Q (6519.373874 sec): 3 clusters Score: Raw -600029.645564 + Penalty 1946.447568 = -598083.197996 nChanged 6 SP:Iteration 69Q (6519.489215 sec): 3 clusters Score: Raw -600030.055529 + Penalty 1946.447568 = -598083.607961 nChanged 3 SP:Iteration 70Q (6519.633470 sec): 3 clusters Score: Raw -600030.257638 + Penalty 1946.447568 = -598083.810070 nChanged 5 SP:Iteration 71Q (6519.754342 sec): 3 clusters Score: Raw -600030.998285 + Penalty 1946.447568 = -598084.550718 nChanged 7 SP:Iteration 72Q (6519.874089 sec): 3 clusters Score: Raw -600032.926127 + Penalty 1946.447568 = -598086.478559 nChanged 10 SP:Iteration 73Q (6519.997292 sec): 3 clusters Score: Raw -600035.167914 + Penalty 1946.447568 = -598088.720346 nChanged 12 SP:Iteration 74Q (6520.116841 sec): 3 clusters Score: Raw -600037.868511 + Penalty 1946.447568 = -598091.420943 nChanged 14 SP:Iteration 75Q (6520.261773 sec): 3 clusters Score: Raw -600041.193721 + Penalty 1946.447568 = -598094.746153 nChanged 18 SP:Iteration 76Q (6520.378933 sec): 3 clusters Score: Raw -600044.440727 + Penalty 1946.447568 = -598097.993159 nChanged 16 SP:Iteration 77Q (6520.486225 sec): 3 clusters Score: Raw -600046.591494 + Penalty 1946.447568 = -598100.143927 nChanged 10 SP:Iteration 78Q (6520.613266 sec): 3 clusters Score: Raw -600048.598675 + Penalty 1946.447568 = -598102.151108 nChanged 9 SP:Iteration 79Q (6520.716566 sec): 3 clusters Score: Raw -600049.708498 + Penalty 1946.447568 = -598103.260930 nChanged 7 SP:Iteration 80F (6520.839343 sec): 3 clusters Score: Raw -600050.630910 + Penalty 1946.447568 = -598104.183342 nChanged 6 SP:Iteration 81Q (6520.969934 sec): 3 clusters Score: Raw -600051.051442 + Penalty 1946.447568 = -598104.603874 nChanged 2 SP:Iteration 82Q (6521.074956 sec): 3 clusters Score: Raw -600051.179745 + Penalty 1946.447568 = -598104.732177 nChanged 1 SP:Iteration 83Q (6521.183539 sec): 3 clusters Score: Raw -600051.249788 + Penalty 1946.447568 = -598104.802221 nChanged 1 SP:Iteration 84Q (6521.321631 sec): 3 clusters Score: Raw -600051.282866 + Penalty 1946.447568 = -598104.835299 nChanged 1 SP:Iteration 85Q (6521.424705 sec): 3 clusters Score: Raw -600051.332434 + Penalty 1946.447568 = -598104.884867 nChanged 0 SP:Iteration 86F (6521.542266 sec): 3 clusters Score: Raw -600051.332434 + Penalty 1946.447568 = -598104.884867 nChanged 0 Trying to split cluster 7 (932 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6521.628597 sec): 2 clusters Score: Raw -43458.755957 + Penalty 717.919946 = -42740.836012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6521.720677 sec): 3 clusters Score: Raw -43124.515901 + Penalty 1435.839891 = -41688.676010 nChanged 304 SP:Iteration 1F (6521.833731 sec): 3 clusters Score: Raw -43364.667193 + Penalty 1435.839891 = -41928.827302 nChanged 86 SP:Iteration 2F (6521.931304 sec): 3 clusters Score: Raw -43440.684849 + Penalty 1435.839891 = -42004.844958 nChanged 46 SP:Iteration 3Q (6522.002542 sec): 3 clusters Score: Raw -43485.974500 + Penalty 1435.839891 = -42050.134609 nChanged 38 SP:Iteration 4Q (6522.101825 sec): 3 clusters Score: Raw -43537.578900 + Penalty 1435.839891 = -42101.739009 nChanged 32 SP:Iteration 5Q (6522.206045 sec): 3 clusters Score: Raw -43571.729478 + Penalty 1435.839891 = -42135.889587 nChanged 15 SP:Iteration 6Q (6522.317765 sec): 3 clusters Score: Raw -43587.939460 + Penalty 1435.839891 = -42152.099569 nChanged 24 SP:Iteration 7Q (6522.411736 sec): 3 clusters Score: Raw -43608.358653 + Penalty 1435.839891 = -42172.518762 nChanged 21 SP:Iteration 8Q (6522.497812 sec): 3 clusters Score: Raw -43626.876103 + Penalty 1435.839891 = -42191.036212 nChanged 15 SP:Iteration 9Q (6522.596688 sec): 3 clusters Score: Raw -43639.076046 + Penalty 1435.839891 = -42203.236155 nChanged 9 SP:Iteration 10Q (6522.695086 sec): 3 clusters Score: Raw -43646.562031 + Penalty 1435.839891 = -42210.722140 nChanged 4 SP:Iteration 11Q (6522.819027 sec): 3 clusters Score: Raw -43649.683301 + Penalty 1435.839891 = -42213.843410 nChanged 4 SP:Iteration 12Q (6522.881595 sec): 3 clusters Score: Raw -43651.827890 + Penalty 1435.839891 = -42215.987998 nChanged 3 SP:Iteration 13Q (6522.979492 sec): 3 clusters Score: Raw -43653.967629 + Penalty 1435.839891 = -42218.127738 nChanged 4 SP:Iteration 14Q (6523.056662 sec): 3 clusters Score: Raw -43657.068255 + Penalty 1435.839891 = -42221.228364 nChanged 2 SP:Iteration 15Q (6523.188967 sec): 3 clusters Score: Raw -43658.954333 + Penalty 1435.839891 = -42223.114442 nChanged 2 SP:Iteration 16Q (6523.270219 sec): 3 clusters Score: Raw -43660.124944 + Penalty 1435.839891 = -42224.285053 nChanged 4 SP:Iteration 17Q (6523.367053 sec): 3 clusters Score: Raw -43662.657729 + Penalty 1435.839891 = -42226.817838 nChanged 5 SP:Iteration 18Q (6523.480285 sec): 3 clusters Score: Raw -43668.437082 + Penalty 1435.839891 = -42232.597191 nChanged 4 SP:Iteration 19Q (6523.553327 sec): 3 clusters Score: Raw -43670.610538 + Penalty 1435.839891 = -42234.770647 nChanged 3 SP:Iteration 20F (6523.666263 sec): 3 clusters Score: Raw -43672.346583 + Penalty 1435.839891 = -42236.506692 nChanged 5 SP:Iteration 21Q (6523.771948 sec): 3 clusters Score: Raw -43675.608536 + Penalty 1435.839891 = -42239.768644 nChanged 1 SP:Iteration 22Q (6523.862484 sec): 3 clusters Score: Raw -43676.239520 + Penalty 1435.839891 = -42240.399629 nChanged 0 SP:Iteration 23F (6523.929153 sec): 3 clusters Score: Raw -43676.239520 + Penalty 1435.839891 = -42240.399629 nChanged 0 Trying to split cluster 8 (28765 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6524.083860 sec): 2 clusters Score: Raw -1699090.048661 + Penalty 1078.026038 = -1698012.022623 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6524.275657 sec): 3 clusters Score: Raw -1681000.429830 + Penalty 2156.052076 = -1678844.377753 nChanged 13438 SP:Iteration 1F (6524.437465 sec): 3 clusters Score: Raw -1689438.691315 + Penalty 2156.052076 = -1687282.639239 nChanged 2060 SP:Iteration 2F (6524.601676 sec): 3 clusters Score: Raw -1690721.116825 + Penalty 2156.052076 = -1688565.064749 nChanged 2221 SP:Iteration 3F (6524.778136 sec): 3 clusters Score: Raw -1692339.268601 + Penalty 2156.052076 = -1690183.216525 nChanged 2115 SP:Iteration 4F (6524.961130 sec): 3 clusters Score: Raw -1693981.080822 + Penalty 2156.052076 = -1691825.028746 nChanged 1937 SP:Iteration 5F (6525.123321 sec): 3 clusters Score: Raw -1695638.644009 + Penalty 2156.052076 = -1693482.591932 nChanged 1616 SP:Iteration 6F (6525.296918 sec): 3 clusters Score: Raw -1697106.356552 + Penalty 2156.052076 = -1694950.304475 nChanged 1300 SP:Iteration 7Q (6525.468898 sec): 3 clusters Score: Raw -1698326.513518 + Penalty 2156.052076 = -1696170.461442 nChanged 1069 SP:Iteration 8Q (6525.635673 sec): 3 clusters Score: Raw -1699276.495377 + Penalty 2156.052076 = -1697120.443301 nChanged 836 SP:Iteration 9Q (6525.801772 sec): 3 clusters Score: Raw -1699785.897070 + Penalty 2156.052076 = -1697629.844994 nChanged 660 SP:Iteration 10Q (6525.945830 sec): 3 clusters Score: Raw -1700070.902994 + Penalty 2156.052076 = -1697914.850917 nChanged 506 SP:Iteration 11Q (6526.105364 sec): 3 clusters Score: Raw -1700256.455495 + Penalty 2156.052076 = -1698100.403418 nChanged 446 SP:Iteration 12Q (6526.282759 sec): 3 clusters Score: Raw -1700415.687698 + Penalty 2156.052076 = -1698259.635621 nChanged 413 SP:Iteration 13Q (6526.480592 sec): 3 clusters Score: Raw -1700566.265064 + Penalty 2156.052076 = -1698410.212987 nChanged 435 SP:Iteration 14Q (6526.617165 sec): 3 clusters Score: Raw -1700744.274528 + Penalty 2156.052076 = -1698588.222452 nChanged 469 SP:Iteration 15Q (6526.785144 sec): 3 clusters Score: Raw -1700970.504865 + Penalty 2156.052076 = -1698814.452788 nChanged 544 SP:Iteration 16Q (6526.924700 sec): 3 clusters Score: Raw -1701273.611642 + Penalty 2156.052076 = -1699117.559565 nChanged 606 SP:Iteration 17Q (6527.122095 sec): 3 clusters Score: Raw -1701606.666142 + Penalty 2156.052076 = -1699450.614066 nChanged 586 SP:Iteration 18Q (6527.303228 sec): 3 clusters Score: Raw -1701901.751929 + Penalty 2156.052076 = -1699745.699852 nChanged 520 SP:Iteration 19Q (6527.447446 sec): 3 clusters Score: Raw -1702130.783797 + Penalty 2156.052076 = -1699974.731721 nChanged 438 SP:Iteration 20F (6527.621241 sec): 3 clusters Score: Raw -1702296.652035 + Penalty 2156.052076 = -1700140.599958 nChanged 341 SP:Iteration 21Q (6527.795144 sec): 3 clusters Score: Raw -1702427.348430 + Penalty 2156.052076 = -1700271.296353 nChanged 307 SP:Iteration 22Q (6527.960841 sec): 3 clusters Score: Raw -1702555.311020 + Penalty 2156.052076 = -1700399.258943 nChanged 323 SP:Iteration 23Q (6528.179961 sec): 3 clusters Score: Raw -1702687.768838 + Penalty 2156.052076 = -1700531.716762 nChanged 335 SP:Iteration 24Q (6528.364493 sec): 3 clusters Score: Raw -1702860.306126 + Penalty 2156.052076 = -1700704.254049 nChanged 378 SP:Iteration 25Q (6528.542692 sec): 3 clusters Score: Raw -1703078.331436 + Penalty 2156.052076 = -1700922.279360 nChanged 379 SP:Iteration 26Q (6528.679530 sec): 3 clusters Score: Raw -1703289.790226 + Penalty 2156.052076 = -1701133.738150 nChanged 327 SP:Iteration 27Q (6528.870719 sec): 3 clusters Score: Raw -1703443.452112 + Penalty 2156.052076 = -1701287.400036 nChanged 294 SP:Iteration 28Q (6529.034336 sec): 3 clusters Score: Raw -1703564.663211 + Penalty 2156.052076 = -1701408.611135 nChanged 239 SP:Iteration 29Q (6529.193361 sec): 3 clusters Score: Raw -1703651.384928 + Penalty 2156.052076 = -1701495.332852 nChanged 181 SP:Iteration 30Q (6529.302557 sec): 3 clusters Score: Raw -1703710.274210 + Penalty 2156.052076 = -1701554.222134 nChanged 160 SP:Iteration 31Q (6529.484818 sec): 3 clusters Score: Raw -1703756.556438 + Penalty 2156.052076 = -1701600.504362 nChanged 140 SP:Iteration 32Q (6529.662856 sec): 3 clusters Score: Raw -1703792.031796 + Penalty 2156.052076 = -1701635.979719 nChanged 109 SP:Iteration 33Q (6529.808759 sec): 3 clusters Score: Raw -1703816.889223 + Penalty 2156.052076 = -1701660.837147 nChanged 98 SP:Iteration 34Q (6529.982610 sec): 3 clusters Score: Raw -1703832.202124 + Penalty 2156.052076 = -1701676.150048 nChanged 75 SP:Iteration 35Q (6530.143212 sec): 3 clusters Score: Raw -1703842.089419 + Penalty 2156.052076 = -1701686.037343 nChanged 45 SP:Iteration 36Q (6530.306335 sec): 3 clusters Score: Raw -1703846.130093 + Penalty 2156.052076 = -1701690.078017 nChanged 26 SP:Iteration 37Q (6530.500645 sec): 3 clusters Score: Raw -1703850.158222 + Penalty 2156.052076 = -1701694.106145 nChanged 26 SP:Iteration 38Q (6530.681351 sec): 3 clusters Score: Raw -1703852.109378 + Penalty 2156.052076 = -1701696.057301 nChanged 16 SP:Iteration 39Q (6530.839445 sec): 3 clusters Score: Raw -1703855.134271 + Penalty 2156.052076 = -1701699.082194 nChanged 13 SP:Iteration 40F (6531.036653 sec): 3 clusters Score: Raw -1703871.139460 + Penalty 2156.052076 = -1701715.087384 nChanged 26 SP:Iteration 41Q (6531.210759 sec): 3 clusters Score: Raw -1703880.232874 + Penalty 2156.052076 = -1701724.180798 nChanged 36 SP:Iteration 42Q (6531.400050 sec): 3 clusters Score: Raw -1703888.811708 + Penalty 2156.052076 = -1701732.759632 nChanged 38 SP:Iteration 43Q (6531.565536 sec): 3 clusters Score: Raw -1703894.645870 + Penalty 2156.052076 = -1701738.593793 nChanged 35 SP:Iteration 44Q (6531.742030 sec): 3 clusters Score: Raw -1703898.189560 + Penalty 2156.052076 = -1701742.137484 nChanged 26 SP:Iteration 45Q (6531.915216 sec): 3 clusters Score: Raw -1703901.802602 + Penalty 2156.052076 = -1701745.750526 nChanged 27 SP:Iteration 46Q (6532.081277 sec): 3 clusters Score: Raw -1703905.443536 + Penalty 2156.052076 = -1701749.391459 nChanged 21 SP:Iteration 47Q (6532.254183 sec): 3 clusters Score: Raw -1703906.847647 + Penalty 2156.052076 = -1701750.795571 nChanged 19 SP:Iteration 48Q (6532.430539 sec): 3 clusters Score: Raw -1703907.850782 + Penalty 2156.052076 = -1701751.798705 nChanged 14 SP:Iteration 49Q (6532.585810 sec): 3 clusters Score: Raw -1703908.597077 + Penalty 2156.052076 = -1701752.545001 nChanged 12 SP:Iteration 50Q (6532.748051 sec): 3 clusters Score: Raw -1703909.026141 + Penalty 2156.052076 = -1701752.974064 nChanged 7 SP:Iteration 51Q (6532.927314 sec): 3 clusters Score: Raw -1703909.282477 + Penalty 2156.052076 = -1701753.230401 nChanged 5 SP:Iteration 52Q (6533.108210 sec): 3 clusters Score: Raw -1703909.417935 + Penalty 2156.052076 = -1701753.365858 nChanged 4 SP:Iteration 53Q (6533.295447 sec): 3 clusters Score: Raw -1703909.606079 + Penalty 2156.052076 = -1701753.554003 nChanged 2 SP:Iteration 54Q (6533.478752 sec): 3 clusters Score: Raw -1703909.653498 + Penalty 2156.052076 = -1701753.601421 nChanged 3 SP:Iteration 55Q (6533.652777 sec): 3 clusters Score: Raw -1703909.765636 + Penalty 2156.052076 = -1701753.713560 nChanged 4 SP:Iteration 56Q (6533.845419 sec): 3 clusters Score: Raw -1703909.871339 + Penalty 2156.052076 = -1701753.819263 nChanged 5 SP:Iteration 57Q (6534.036980 sec): 3 clusters Score: Raw -1703910.029980 + Penalty 2156.052076 = -1701753.977904 nChanged 6 SP:Iteration 58Q (6534.205780 sec): 3 clusters Score: Raw -1703910.205366 + Penalty 2156.052076 = -1701754.153290 nChanged 4 SP:Iteration 59Q (6534.366901 sec): 3 clusters Score: Raw -1703910.297977 + Penalty 2156.052076 = -1701754.245900 nChanged 0 SP:Iteration 60F (6534.565208 sec): 3 clusters Score: Raw -1703910.297977 + Penalty 2156.052076 = -1701754.245900 nChanged 0 Score: Raw -4208335.359349 + Penalty 16558.064762 = -4191777.294587 Splitting cluster 8 changes total score from -4188139.764183 to -4191777.294587 So it's getting split into cluster 14. Trying to split cluster 9 (2285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6536.386052 sec): 2 clusters Score: Raw -111550.542051 + Penalty 812.082737 = -110738.459314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6536.481741 sec): 3 clusters Score: Raw -110450.313340 + Penalty 1624.165474 = -108826.147866 nChanged 883 SP:Iteration 1F (6536.572494 sec): 3 clusters Score: Raw -110981.138166 + Penalty 1624.165474 = -109356.972692 nChanged 208 SP:Iteration 2F (6536.667812 sec): 3 clusters Score: Raw -111129.313693 + Penalty 1624.165474 = -109505.148219 nChanged 148 SP:Iteration 3F (6536.774069 sec): 3 clusters Score: Raw -111224.171751 + Penalty 1624.165474 = -109600.006277 nChanged 115 SP:Iteration 4F (6536.872909 sec): 3 clusters Score: Raw -111293.005087 + Penalty 1624.165474 = -109668.839614 nChanged 92 SP:Iteration 5Q (6536.978932 sec): 3 clusters Score: Raw -111352.452795 + Penalty 1624.165474 = -109728.287321 nChanged 74 SP:Iteration 6Q (6537.092374 sec): 3 clusters Score: Raw -111397.174720 + Penalty 1624.165474 = -109773.009247 nChanged 69 SP:Iteration 7Q (6537.180016 sec): 3 clusters Score: Raw -111436.421820 + Penalty 1624.165474 = -109812.256347 nChanged 56 SP:Iteration 8Q (6537.287556 sec): 3 clusters Score: Raw -111466.049643 + Penalty 1624.165474 = -109841.884169 nChanged 54 SP:Iteration 9Q (6537.364059 sec): 3 clusters Score: Raw -111490.197648 + Penalty 1624.165474 = -109866.032174 nChanged 35 SP:Iteration 10Q (6537.468099 sec): 3 clusters Score: Raw -111506.050518 + Penalty 1624.165474 = -109881.885045 nChanged 27 SP:Iteration 11Q (6537.577118 sec): 3 clusters Score: Raw -111514.402467 + Penalty 1624.165474 = -109890.236993 nChanged 18 SP:Iteration 12Q (6537.678532 sec): 3 clusters Score: Raw -111521.119797 + Penalty 1624.165474 = -109896.954323 nChanged 19 SP:Iteration 13Q (6537.754130 sec): 3 clusters Score: Raw -111527.909915 + Penalty 1624.165474 = -109903.744441 nChanged 13 SP:Iteration 14Q (6537.828922 sec): 3 clusters Score: Raw -111530.685467 + Penalty 1624.165474 = -109906.519993 nChanged 4 SP:Iteration 15Q (6537.933482 sec): 3 clusters Score: Raw -111531.961646 + Penalty 1624.165474 = -109907.796172 nChanged 10 SP:Iteration 16Q (6538.001009 sec): 3 clusters Score: Raw -111535.241626 + Penalty 1624.165474 = -109911.076152 nChanged 9 SP:Iteration 17Q (6538.095169 sec): 3 clusters Score: Raw -111539.965207 + Penalty 1624.165474 = -109915.799733 nChanged 7 SP:Iteration 18Q (6538.194699 sec): 3 clusters Score: Raw -111542.841221 + Penalty 1624.165474 = -109918.675747 nChanged 5 SP:Iteration 19Q (6538.286394 sec): 3 clusters Score: Raw -111544.359506 + Penalty 1624.165474 = -109920.194032 nChanged 4 SP:Iteration 20F (6538.387387 sec): 3 clusters Score: Raw -111545.000900 + Penalty 1624.165474 = -109920.835426 nChanged 3 SP:Iteration 21Q (6538.491092 sec): 3 clusters Score: Raw -111545.563007 + Penalty 1624.165474 = -109921.397533 nChanged 5 SP:Iteration 22Q (6538.601416 sec): 3 clusters Score: Raw -111547.254464 + Penalty 1624.165474 = -109923.088990 nChanged 3 SP:Iteration 23Q (6538.680373 sec): 3 clusters Score: Raw -111548.144873 + Penalty 1624.165474 = -109923.979399 nChanged 2 SP:Iteration 24Q (6538.768198 sec): 3 clusters Score: Raw -111548.963883 + Penalty 1624.165474 = -109924.798409 nChanged 4 SP:Iteration 25Q (6538.868087 sec): 3 clusters Score: Raw -111549.435307 + Penalty 1624.165474 = -109925.269833 nChanged 1 SP:Iteration 26Q (6538.972402 sec): 3 clusters Score: Raw -111549.686716 + Penalty 1624.165474 = -109925.521242 nChanged 0 SP:Iteration 27F (6539.047793 sec): 3 clusters Score: Raw -111549.686716 + Penalty 1624.165474 = -109925.521242 nChanged 0 Trying to split cluster 10 (1569 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6539.124186 sec): 2 clusters Score: Raw -80620.980400 + Penalty 772.610344 = -79848.370056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6539.185429 sec): 3 clusters Score: Raw -79919.998347 + Penalty 1545.220688 = -78374.777659 nChanged 605 SP:Iteration 1F (6539.283081 sec): 3 clusters Score: Raw -80525.531259 + Penalty 1545.220688 = -78980.310570 nChanged 206 SP:Iteration 2F (6539.366370 sec): 3 clusters Score: Raw -80793.638099 + Penalty 1545.220688 = -79248.417411 nChanged 135 SP:Iteration 3F (6539.453149 sec): 3 clusters Score: Raw -80956.327769 + Penalty 1545.220688 = -79411.107081 nChanged 89 SP:Iteration 4F (6539.527920 sec): 3 clusters Score: Raw -81065.412937 + Penalty 1545.220688 = -79520.192249 nChanged 66 SP:Iteration 5Q (6539.624022 sec): 3 clusters Score: Raw -81139.188289 + Penalty 1545.220688 = -79593.967601 nChanged 33 SP:Iteration 6Q (6539.716103 sec): 3 clusters Score: Raw -81168.663170 + Penalty 1545.220688 = -79623.442482 nChanged 21 SP:Iteration 7Q (6539.816084 sec): 3 clusters Score: Raw -81182.182498 + Penalty 1545.220688 = -79636.961810 nChanged 12 SP:Iteration 8Q (6539.900097 sec): 3 clusters Score: Raw -81190.891659 + Penalty 1545.220688 = -79645.670971 nChanged 10 SP:Iteration 9Q (6539.993508 sec): 3 clusters Score: Raw -81195.912788 + Penalty 1545.220688 = -79650.692100 nChanged 10 SP:Iteration 10Q (6540.089720 sec): 3 clusters Score: Raw -81203.799120 + Penalty 1545.220688 = -79658.578432 nChanged 14 SP:Iteration 11Q (6540.190943 sec): 3 clusters Score: Raw -81214.825890 + Penalty 1545.220688 = -79669.605202 nChanged 7 SP:Iteration 12Q (6540.286083 sec): 3 clusters Score: Raw -81221.813256 + Penalty 1545.220688 = -79676.592568 nChanged 5 SP:Iteration 13Q (6540.355689 sec): 3 clusters Score: Raw -81224.962009 + Penalty 1545.220688 = -79679.741321 nChanged 8 SP:Iteration 14Q (6540.452381 sec): 3 clusters Score: Raw -81229.454570 + Penalty 1545.220688 = -79684.233882 nChanged 4 SP:Iteration 15Q (6540.534859 sec): 3 clusters Score: Raw -81232.425870 + Penalty 1545.220688 = -79687.205182 nChanged 4 SP:Iteration 16Q (6540.606436 sec): 3 clusters Score: Raw -81235.779437 + Penalty 1545.220688 = -79690.558749 nChanged 8 SP:Iteration 17Q (6540.735541 sec): 3 clusters Score: Raw -81241.545961 + Penalty 1545.220688 = -79696.325273 nChanged 6 SP:Iteration 18Q (6540.827833 sec): 3 clusters Score: Raw -81246.662946 + Penalty 1545.220688 = -79701.442258 nChanged 2 SP:Iteration 19Q (6540.944335 sec): 3 clusters Score: Raw -81248.808870 + Penalty 1545.220688 = -79703.588182 nChanged 4 SP:Iteration 20F (6541.054725 sec): 3 clusters Score: Raw -81252.723949 + Penalty 1545.220688 = -79707.503261 nChanged 6 SP:Iteration 21Q (6541.150796 sec): 3 clusters Score: Raw -81259.940747 + Penalty 1545.220688 = -79714.720059 nChanged 1 SP:Iteration 22Q (6541.260218 sec): 3 clusters Score: Raw -81260.406249 + Penalty 1545.220688 = -79715.185561 nChanged 0 SP:Iteration 23F (6541.352932 sec): 3 clusters Score: Raw -81260.406249 + Penalty 1545.220688 = -79715.185561 nChanged 0 Trying to split cluster 11 (8564 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6541.446540 sec): 2 clusters Score: Raw -504980.170026 + Penalty 950.808878 = -504029.361148 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6541.555058 sec): 3 clusters Score: Raw -499988.135539 + Penalty 1901.617756 = -498086.517783 nChanged 3865 SP:Iteration 1F (6541.660259 sec): 3 clusters Score: Raw -502345.398190 + Penalty 1901.617756 = -500443.780434 nChanged 693 SP:Iteration 2F (6541.773342 sec): 3 clusters Score: Raw -502889.807994 + Penalty 1901.617756 = -500988.190238 nChanged 676 SP:Iteration 3F (6541.903599 sec): 3 clusters Score: Raw -503489.006339 + Penalty 1901.617756 = -501587.388582 nChanged 649 SP:Iteration 4F (6541.985420 sec): 3 clusters Score: Raw -504096.383500 + Penalty 1901.617756 = -502194.765744 nChanged 557 SP:Iteration 5F (6542.129851 sec): 3 clusters Score: Raw -504624.604264 + Penalty 1901.617756 = -502722.986508 nChanged 487 SP:Iteration 6F (6542.239788 sec): 3 clusters Score: Raw -505104.266029 + Penalty 1901.617756 = -503202.648273 nChanged 439 SP:Iteration 7F (6542.360903 sec): 3 clusters Score: Raw -505567.256157 + Penalty 1901.617756 = -503665.638401 nChanged 384 SP:Iteration 8Q (6542.446580 sec): 3 clusters Score: Raw -506040.597186 + Penalty 1901.617756 = -504138.979429 nChanged 325 SP:Iteration 9Q (6542.570222 sec): 3 clusters Score: Raw -506482.041997 + Penalty 1901.617756 = -504580.424241 nChanged 240 SP:Iteration 10Q (6542.667620 sec): 3 clusters Score: Raw -506810.357652 + Penalty 1901.617756 = -504908.739895 nChanged 154 SP:Iteration 11Q (6542.791222 sec): 3 clusters Score: Raw -506949.792656 + Penalty 1901.617756 = -505048.174900 nChanged 70 SP:Iteration 12Q (6542.911468 sec): 3 clusters Score: Raw -506979.891158 + Penalty 1901.617756 = -505078.273401 nChanged 34 SP:Iteration 13Q (6543.033057 sec): 3 clusters Score: Raw -506987.377262 + Penalty 1901.617756 = -505085.759506 nChanged 16 SP:Iteration 14Q (6543.165583 sec): 3 clusters Score: Raw -506989.374764 + Penalty 1901.617756 = -505087.757007 nChanged 3 SP:Iteration 15Q (6543.264742 sec): 3 clusters Score: Raw -506989.598372 + Penalty 1901.617756 = -505087.980615 nChanged 1 SP:Iteration 16Q (6543.372398 sec): 3 clusters Score: Raw -506989.668381 + Penalty 1901.617756 = -505088.050624 nChanged 0 SP:Iteration 17F (6543.479788 sec): 3 clusters Score: Raw -506989.668381 + Penalty 1901.617756 = -505088.050624 nChanged 0 Score: Raw -4210344.857704 + Penalty 17740.783674 = -4192604.074030 Splitting cluster 11 changes total score from -4188139.764183 to -4192604.074030 So it's getting split into cluster 15. Trying to split cluster 12 (892 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6545.426103 sec): 2 clusters Score: Raw -39892.102759 + Penalty 713.313944 = -39178.788815 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6545.531714 sec): 3 clusters Score: Raw -39588.468095 + Penalty 1426.627888 = -38161.840207 nChanged 304 SP:Iteration 1F (6545.612608 sec): 3 clusters Score: Raw -39885.109521 + Penalty 1426.627888 = -38458.481633 nChanged 92 SP:Iteration 2F (6545.692621 sec): 3 clusters Score: Raw -40017.929991 + Penalty 1426.627888 = -38591.302103 nChanged 57 SP:Iteration 3F (6545.788334 sec): 3 clusters Score: Raw -40099.924154 + Penalty 1426.627888 = -38673.296266 nChanged 38 SP:Iteration 4Q (6545.884421 sec): 3 clusters Score: Raw -40150.816810 + Penalty 1426.627888 = -38724.188923 nChanged 31 SP:Iteration 5Q (6545.986312 sec): 3 clusters Score: Raw -40181.859716 + Penalty 1426.627888 = -38755.231828 nChanged 17 SP:Iteration 6Q (6546.075919 sec): 3 clusters Score: Raw -40198.439886 + Penalty 1426.627888 = -38771.811998 nChanged 17 SP:Iteration 7Q (6546.166752 sec): 3 clusters Score: Raw -40215.976762 + Penalty 1426.627888 = -38789.348875 nChanged 13 SP:Iteration 8Q (6546.274539 sec): 3 clusters Score: Raw -40229.677179 + Penalty 1426.627888 = -38803.049292 nChanged 12 SP:Iteration 9Q (6546.368465 sec): 3 clusters Score: Raw -40242.442370 + Penalty 1426.627888 = -38815.814482 nChanged 18 SP:Iteration 10Q (6546.469584 sec): 3 clusters Score: Raw -40257.819835 + Penalty 1426.627888 = -38831.191947 nChanged 18 SP:Iteration 11Q (6546.543467 sec): 3 clusters Score: Raw -40275.294238 + Penalty 1426.627888 = -38848.666350 nChanged 17 SP:Iteration 12Q (6546.661788 sec): 3 clusters Score: Raw -40294.801437 + Penalty 1426.627888 = -38868.173549 nChanged 18 SP:Iteration 13Q (6546.745088 sec): 3 clusters Score: Raw -40323.274988 + Penalty 1426.627888 = -38896.647100 nChanged 19 SP:Iteration 14Q (6546.848164 sec): 3 clusters Score: Raw -40346.826190 + Penalty 1426.627888 = -38920.198302 nChanged 15 SP:Iteration 15Q (6546.914652 sec): 3 clusters Score: Raw -40362.398959 + Penalty 1426.627888 = -38935.771071 nChanged 8 SP:Iteration 16Q (6547.005465 sec): 3 clusters Score: Raw -40367.351818 + Penalty 1426.627888 = -38940.723930 nChanged 5 SP:Iteration 17Q (6547.090781 sec): 3 clusters Score: Raw -40374.376292 + Penalty 1426.627888 = -38947.748404 nChanged 6 SP:Iteration 18Q (6547.187935 sec): 3 clusters Score: Raw -40379.934501 + Penalty 1426.627888 = -38953.306613 nChanged 7 SP:Iteration 19Q (6547.248554 sec): 3 clusters Score: Raw -40385.700582 + Penalty 1426.627888 = -38959.072694 nChanged 3 SP:Iteration 20F (6547.336802 sec): 3 clusters Score: Raw -40390.923219 + Penalty 1426.627888 = -38964.295331 nChanged 2 SP:Iteration 21Q (6547.428845 sec): 3 clusters Score: Raw -40391.612868 + Penalty 1426.627888 = -38964.984980 nChanged 1 SP:Iteration 22Q (6547.547868 sec): 3 clusters Score: Raw -40392.159901 + Penalty 1426.627888 = -38965.532013 nChanged 0 SP:Iteration 23F (6547.634081 sec): 3 clusters Score: Raw -40392.159901 + Penalty 1426.627888 = -38965.532013 nChanged 0 Trying to split cluster 13 (2261 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6547.675777 sec): 2 clusters Score: Raw -119464.999037 + Penalty 810.974060 = -118654.024978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6547.782508 sec): 3 clusters Score: Raw -118408.103859 + Penalty 1621.948119 = -116786.155739 nChanged 856 SP:Iteration 1F (6547.906303 sec): 3 clusters Score: Raw -118932.372102 + Penalty 1621.948119 = -117310.423983 nChanged 160 SP:Iteration 2F (6547.997650 sec): 3 clusters Score: Raw -119049.746221 + Penalty 1621.948119 = -117427.798102 nChanged 117 SP:Iteration 3F (6548.112804 sec): 3 clusters Score: Raw -119117.519462 + Penalty 1621.948119 = -117495.571342 nChanged 80 SP:Iteration 4Q (6548.216347 sec): 3 clusters Score: Raw -119155.164146 + Penalty 1621.948119 = -117533.216027 nChanged 57 SP:Iteration 5Q (6548.327826 sec): 3 clusters Score: Raw -119179.021101 + Penalty 1621.948119 = -117557.072982 nChanged 40 SP:Iteration 6Q (6548.436542 sec): 3 clusters Score: Raw -119193.816358 + Penalty 1621.948119 = -117571.868238 nChanged 33 SP:Iteration 7Q (6548.518344 sec): 3 clusters Score: Raw -119205.655761 + Penalty 1621.948119 = -117583.707642 nChanged 27 SP:Iteration 8Q (6548.687611 sec): 3 clusters Score: Raw -119215.705782 + Penalty 1621.948119 = -117593.757663 nChanged 24 SP:Iteration 9Q (6548.768073 sec): 3 clusters Score: Raw -119225.213248 + Penalty 1621.948119 = -117603.265128 nChanged 17 SP:Iteration 10Q (6548.851150 sec): 3 clusters Score: Raw -119231.894722 + Penalty 1621.948119 = -117609.946603 nChanged 14 SP:Iteration 11Q (6548.967048 sec): 3 clusters Score: Raw -119237.049161 + Penalty 1621.948119 = -117615.101042 nChanged 16 SP:Iteration 12Q (6549.078022 sec): 3 clusters Score: Raw -119244.729684 + Penalty 1621.948119 = -117622.781565 nChanged 15 SP:Iteration 13Q (6549.147114 sec): 3 clusters Score: Raw -119251.886174 + Penalty 1621.948119 = -117629.938055 nChanged 20 SP:Iteration 14Q (6549.239817 sec): 3 clusters Score: Raw -119260.629718 + Penalty 1621.948119 = -117638.681599 nChanged 19 SP:Iteration 15Q (6549.340477 sec): 3 clusters Score: Raw -119267.629417 + Penalty 1621.948119 = -117645.681298 nChanged 17 SP:Iteration 16Q (6549.441018 sec): 3 clusters Score: Raw -119277.350331 + Penalty 1621.948119 = -117655.402212 nChanged 25 SP:Iteration 17Q (6549.541827 sec): 3 clusters Score: Raw -119289.662975 + Penalty 1621.948119 = -117667.714856 nChanged 21 SP:Iteration 18Q (6549.645386 sec): 3 clusters Score: Raw -119299.118922 + Penalty 1621.948119 = -117677.170803 nChanged 21 SP:Iteration 19Q (6549.742105 sec): 3 clusters Score: Raw -119305.996460 + Penalty 1621.948119 = -117684.048341 nChanged 15 SP:Iteration 20F (6549.873394 sec): 3 clusters Score: Raw -119310.206165 + Penalty 1621.948119 = -117688.258046 nChanged 10 SP:Iteration 21Q (6549.947341 sec): 3 clusters Score: Raw -119313.521640 + Penalty 1621.948119 = -117691.573521 nChanged 10 SP:Iteration 22Q (6550.071959 sec): 3 clusters Score: Raw -119316.083494 + Penalty 1621.948119 = -117694.135375 nChanged 9 SP:Iteration 23Q (6550.153021 sec): 3 clusters Score: Raw -119318.358610 + Penalty 1621.948119 = -117696.410491 nChanged 10 SP:Iteration 24Q (6550.256468 sec): 3 clusters Score: Raw -119321.562538 + Penalty 1621.948119 = -117699.614419 nChanged 6 SP:Iteration 25Q (6550.356736 sec): 3 clusters Score: Raw -119323.038071 + Penalty 1621.948119 = -117701.089951 nChanged 9 SP:Iteration 26Q (6550.476675 sec): 3 clusters Score: Raw -119325.405470 + Penalty 1621.948119 = -117703.457351 nChanged 11 SP:Iteration 27Q (6550.553343 sec): 3 clusters Score: Raw -119328.498436 + Penalty 1621.948119 = -117706.550317 nChanged 10 SP:Iteration 28Q (6550.655848 sec): 3 clusters Score: Raw -119331.890092 + Penalty 1621.948119 = -117709.941973 nChanged 6 SP:Iteration 29Q (6550.752898 sec): 3 clusters Score: Raw -119333.479927 + Penalty 1621.948119 = -117711.531807 nChanged 4 SP:Iteration 30Q (6550.859894 sec): 3 clusters Score: Raw -119334.077842 + Penalty 1621.948119 = -117712.129723 nChanged 3 SP:Iteration 31Q (6550.950145 sec): 3 clusters Score: Raw -119334.850680 + Penalty 1621.948119 = -117712.902561 nChanged 3 SP:Iteration 32Q (6551.058776 sec): 3 clusters Score: Raw -119335.445565 + Penalty 1621.948119 = -117713.497446 nChanged 1 SP:Iteration 33Q (6551.167359 sec): 3 clusters Score: Raw -119335.569920 + Penalty 1621.948119 = -117713.621801 nChanged 0 SP:Iteration 34F (6551.268004 sec): 3 clusters Score: Raw -119335.569920 + Penalty 1621.948119 = -117713.621801 nChanged 0 Iteration 55F (6553.152689 sec): 16 clusters Score: Raw -4212119.880041 + Penalty 17740.783674 = -4194379.096367 nChanged 2768 Iteration 56Q (6554.645616 sec): 16 clusters Score: Raw -4213111.472149 + Penalty 17740.783674 = -4195370.688475 nChanged 1195 Iteration 57Q (6556.140839 sec): 16 clusters Score: Raw -4213544.458406 + Penalty 17740.783674 = -4195803.674732 nChanged 820 Iteration 58Q (6557.567399 sec): 16 clusters Score: Raw -4213809.290662 + Penalty 17740.783674 = -4196068.506988 nChanged 632 Writing temp clu file Because OldScore, -4195803.674732, is greater than current (better) Score,-4196068.506988 Compute initial score before splitting: Score: Raw -4213809.290662 + Penalty 17740.783674 = -4196068.506988 Trying to split cluster 1 (3400 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6557.710421 sec): 2 clusters Score: Raw -195740.786408 + Penalty 853.810725 = -194886.975683 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6557.836727 sec): 3 clusters Score: Raw -193960.495567 + Penalty 1707.621449 = -192252.874117 nChanged 1400 SP:Iteration 1F (6557.856044 sec): 3 clusters Score: Raw -194735.346734 + Penalty 1707.621449 = -193027.725285 nChanged 260 SP:Iteration 2F (6557.888498 sec): 3 clusters Score: Raw -194902.602351 + Penalty 1707.621449 = -193194.980902 nChanged 201 SP:Iteration 3F (6557.920567 sec): 3 clusters Score: Raw -195017.980821 + Penalty 1707.621449 = -193310.359372 nChanged 180 SP:Iteration 4F (6557.952608 sec): 3 clusters Score: Raw -195140.230084 + Penalty 1707.621449 = -193432.608635 nChanged 174 SP:Iteration 5F (6557.984804 sec): 3 clusters Score: Raw -195246.697389 + Penalty 1707.621449 = -193539.075939 nChanged 153 SP:Iteration 6Q (6558.014487 sec): 3 clusters Score: Raw -195346.035687 + Penalty 1707.621449 = -193638.414237 nChanged 147 SP:Iteration 7Q (6558.047507 sec): 3 clusters Score: Raw -195449.747519 + Penalty 1707.621449 = -193742.126070 nChanged 143 SP:Iteration 8Q (6558.191808 sec): 3 clusters Score: Raw -195555.665448 + Penalty 1707.621449 = -193848.043998 nChanged 137 SP:Iteration 9Q (6558.286249 sec): 3 clusters Score: Raw -195655.876353 + Penalty 1707.621449 = -193948.254904 nChanged 132 SP:Iteration 10Q (6558.407165 sec): 3 clusters Score: Raw -195756.814968 + Penalty 1707.621449 = -194049.193519 nChanged 110 SP:Iteration 11Q (6558.513481 sec): 3 clusters Score: Raw -195839.995572 + Penalty 1707.621449 = -194132.374123 nChanged 94 SP:Iteration 12Q (6558.603610 sec): 3 clusters Score: Raw -195907.075856 + Penalty 1707.621449 = -194199.454406 nChanged 89 SP:Iteration 13Q (6558.700323 sec): 3 clusters Score: Raw -195976.891191 + Penalty 1707.621449 = -194269.269742 nChanged 69 SP:Iteration 14Q (6558.803475 sec): 3 clusters Score: Raw -196019.521259 + Penalty 1707.621449 = -194311.899810 nChanged 67 SP:Iteration 15Q (6558.899083 sec): 3 clusters Score: Raw -196062.565222 + Penalty 1707.621449 = -194354.943773 nChanged 48 SP:Iteration 16Q (6559.001288 sec): 3 clusters Score: Raw -196090.655799 + Penalty 1707.621449 = -194383.034350 nChanged 36 SP:Iteration 17Q (6559.112189 sec): 3 clusters Score: Raw -196112.036718 + Penalty 1707.621449 = -194404.415269 nChanged 28 SP:Iteration 18Q (6559.235899 sec): 3 clusters Score: Raw -196128.954549 + Penalty 1707.621449 = -194421.333100 nChanged 25 SP:Iteration 19Q (6559.335503 sec): 3 clusters Score: Raw -196148.494041 + Penalty 1707.621449 = -194440.872592 nChanged 31 SP:Iteration 20F (6559.471754 sec): 3 clusters Score: Raw -196166.684300 + Penalty 1707.621449 = -194459.062851 nChanged 17 SP:Iteration 21Q (6559.561203 sec): 3 clusters Score: Raw -196175.508827 + Penalty 1707.621449 = -194467.887377 nChanged 14 SP:Iteration 22Q (6559.681209 sec): 3 clusters Score: Raw -196182.666202 + Penalty 1707.621449 = -194475.044753 nChanged 14 SP:Iteration 23Q (6559.793490 sec): 3 clusters Score: Raw -196190.777908 + Penalty 1707.621449 = -194483.156459 nChanged 12 SP:Iteration 24Q (6559.904308 sec): 3 clusters Score: Raw -196199.674897 + Penalty 1707.621449 = -194492.053447 nChanged 11 SP:Iteration 25Q (6560.005346 sec): 3 clusters Score: Raw -196204.298308 + Penalty 1707.621449 = -194496.676859 nChanged 9 SP:Iteration 26Q (6560.134227 sec): 3 clusters Score: Raw -196208.822531 + Penalty 1707.621449 = -194501.201081 nChanged 6 SP:Iteration 27Q (6560.213324 sec): 3 clusters Score: Raw -196211.654487 + Penalty 1707.621449 = -194504.033038 nChanged 10 SP:Iteration 28Q (6560.322012 sec): 3 clusters Score: Raw -196218.440967 + Penalty 1707.621449 = -194510.819518 nChanged 9 SP:Iteration 29Q (6560.426562 sec): 3 clusters Score: Raw -196222.246226 + Penalty 1707.621449 = -194514.624777 nChanged 7 SP:Iteration 30Q (6560.519135 sec): 3 clusters Score: Raw -196226.488067 + Penalty 1707.621449 = -194518.866618 nChanged 5 SP:Iteration 31Q (6560.648787 sec): 3 clusters Score: Raw -196228.468964 + Penalty 1707.621449 = -194520.847515 nChanged 1 SP:Iteration 32Q (6560.736890 sec): 3 clusters Score: Raw -196228.626561 + Penalty 1707.621449 = -194521.005111 nChanged 0 SP:Iteration 33F (6560.836223 sec): 3 clusters Score: Raw -196228.626561 + Penalty 1707.621449 = -194521.005111 nChanged 0 Trying to split cluster 2 (1649 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6560.898158 sec): 2 clusters Score: Raw -64175.705185 + Penalty 777.832054 = -63397.873131 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6561.022373 sec): 3 clusters Score: Raw -63454.332076 + Penalty 1555.664108 = -61898.667969 nChanged 644 SP:Iteration 1F (6561.098698 sec): 3 clusters Score: Raw -64110.587312 + Penalty 1555.664108 = -62554.923204 nChanged 213 SP:Iteration 2F (6561.202227 sec): 3 clusters Score: Raw -64459.792944 + Penalty 1555.664108 = -62904.128837 nChanged 137 SP:Iteration 3F (6561.289683 sec): 3 clusters Score: Raw -64632.966677 + Penalty 1555.664108 = -63077.302569 nChanged 83 SP:Iteration 4F (6561.390372 sec): 3 clusters Score: Raw -64732.780877 + Penalty 1555.664108 = -63177.116769 nChanged 48 SP:Iteration 5Q (6561.465051 sec): 3 clusters Score: Raw -64772.203903 + Penalty 1555.664108 = -63216.539795 nChanged 36 SP:Iteration 6Q (6561.548695 sec): 3 clusters Score: Raw -64797.980016 + Penalty 1555.664108 = -63242.315908 nChanged 31 SP:Iteration 7Q (6561.637606 sec): 3 clusters Score: Raw -64826.182302 + Penalty 1555.664108 = -63270.518195 nChanged 22 SP:Iteration 8Q (6561.746313 sec): 3 clusters Score: Raw -64845.744978 + Penalty 1555.664108 = -63290.080870 nChanged 22 SP:Iteration 9Q (6561.824491 sec): 3 clusters Score: Raw -64868.179539 + Penalty 1555.664108 = -63312.515432 nChanged 30 SP:Iteration 10Q (6561.917848 sec): 3 clusters Score: Raw -64893.882141 + Penalty 1555.664108 = -63338.218033 nChanged 21 SP:Iteration 11Q (6562.044456 sec): 3 clusters Score: Raw -64910.773635 + Penalty 1555.664108 = -63355.109527 nChanged 13 SP:Iteration 12Q (6562.124027 sec): 3 clusters Score: Raw -64921.663013 + Penalty 1555.664108 = -63365.998905 nChanged 11 SP:Iteration 13Q (6562.225269 sec): 3 clusters Score: Raw -64928.176939 + Penalty 1555.664108 = -63372.512832 nChanged 8 SP:Iteration 14Q (6562.318334 sec): 3 clusters Score: Raw -64934.621573 + Penalty 1555.664108 = -63378.957465 nChanged 7 SP:Iteration 15Q (6562.410790 sec): 3 clusters Score: Raw -64938.430468 + Penalty 1555.664108 = -63382.766360 nChanged 6 SP:Iteration 16Q (6562.506895 sec): 3 clusters Score: Raw -64942.407230 + Penalty 1555.664108 = -63386.743123 nChanged 9 SP:Iteration 17Q (6562.612232 sec): 3 clusters Score: Raw -64948.659335 + Penalty 1555.664108 = -63392.995227 nChanged 9 SP:Iteration 18Q (6562.739118 sec): 3 clusters Score: Raw -64954.984906 + Penalty 1555.664108 = -63399.320798 nChanged 8 SP:Iteration 19Q (6562.831763 sec): 3 clusters Score: Raw -64961.908462 + Penalty 1555.664108 = -63406.244355 nChanged 5 SP:Iteration 20F (6562.914003 sec): 3 clusters Score: Raw -64964.204963 + Penalty 1555.664108 = -63408.540855 nChanged 2 SP:Iteration 21Q (6563.019505 sec): 3 clusters Score: Raw -64969.497605 + Penalty 1555.664108 = -63413.833497 nChanged 7 SP:Iteration 22Q (6563.124506 sec): 3 clusters Score: Raw -64973.923769 + Penalty 1555.664108 = -63418.259661 nChanged 6 SP:Iteration 23Q (6563.209603 sec): 3 clusters Score: Raw -64976.456441 + Penalty 1555.664108 = -63420.792333 nChanged 8 SP:Iteration 24Q (6563.321125 sec): 3 clusters Score: Raw -64980.236521 + Penalty 1555.664108 = -63424.572413 nChanged 5 SP:Iteration 25Q (6563.426266 sec): 3 clusters Score: Raw -64981.744199 + Penalty 1555.664108 = -63426.080091 nChanged 3 SP:Iteration 26Q (6563.500135 sec): 3 clusters Score: Raw -64982.772818 + Penalty 1555.664108 = -63427.108710 nChanged 3 SP:Iteration 27Q (6563.604385 sec): 3 clusters Score: Raw -64984.506767 + Penalty 1555.664108 = -63428.842659 nChanged 0 SP:Iteration 28F (6563.703843 sec): 3 clusters Score: Raw -64984.506767 + Penalty 1555.664108 = -63428.842659 nChanged 0 Score: Raw -4214717.912429 + Penalty 18923.502585 = -4195794.409844 Splitting cluster 2 changes total score from -4196068.506988 to -4195794.409844 So it's not getting split. Trying to split cluster 3 (8653 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6565.741693 sec): 2 clusters Score: Raw -485363.840854 + Penalty 951.894443 = -484411.946412 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6565.873129 sec): 3 clusters Score: Raw -480322.915365 + Penalty 1903.788886 = -478419.126479 nChanged 3816 SP:Iteration 1F (6565.968752 sec): 3 clusters Score: Raw -482829.586639 + Penalty 1903.788886 = -480925.797754 nChanged 760 SP:Iteration 2F (6566.097373 sec): 3 clusters Score: Raw -483473.074707 + Penalty 1903.788886 = -481569.285821 nChanged 697 SP:Iteration 3F (6566.228449 sec): 3 clusters Score: Raw -483996.179508 + Penalty 1903.788886 = -482092.390622 nChanged 593 SP:Iteration 4F (6566.392937 sec): 3 clusters Score: Raw -484405.497300 + Penalty 1903.788886 = -482501.708414 nChanged 504 SP:Iteration 5F (6566.473042 sec): 3 clusters Score: Raw -484714.006134 + Penalty 1903.788886 = -482810.217249 nChanged 422 SP:Iteration 6Q (6566.584741 sec): 3 clusters Score: Raw -484915.356038 + Penalty 1903.788886 = -483011.567152 nChanged 311 SP:Iteration 7Q (6566.705304 sec): 3 clusters Score: Raw -485043.839461 + Penalty 1903.788886 = -483140.050575 nChanged 230 SP:Iteration 8Q (6566.827044 sec): 3 clusters Score: Raw -485126.012616 + Penalty 1903.788886 = -483222.223730 nChanged 164 SP:Iteration 9Q (6566.984227 sec): 3 clusters Score: Raw -485191.152461 + Penalty 1903.788886 = -483287.363576 nChanged 148 SP:Iteration 10Q (6567.089225 sec): 3 clusters Score: Raw -485248.819208 + Penalty 1903.788886 = -483345.030323 nChanged 135 SP:Iteration 11Q (6567.185821 sec): 3 clusters Score: Raw -485306.520823 + Penalty 1903.788886 = -483402.731938 nChanged 128 SP:Iteration 12Q (6567.311084 sec): 3 clusters Score: Raw -485366.813553 + Penalty 1903.788886 = -483463.024667 nChanged 115 SP:Iteration 13Q (6567.416843 sec): 3 clusters Score: Raw -485420.783021 + Penalty 1903.788886 = -483516.994135 nChanged 106 SP:Iteration 14Q (6567.531654 sec): 3 clusters Score: Raw -485471.906052 + Penalty 1903.788886 = -483568.117166 nChanged 87 SP:Iteration 15Q (6567.694623 sec): 3 clusters Score: Raw -485507.385856 + Penalty 1903.788886 = -483603.596970 nChanged 87 SP:Iteration 16Q (6567.815825 sec): 3 clusters Score: Raw -485539.596492 + Penalty 1903.788886 = -483635.807606 nChanged 82 SP:Iteration 17Q (6567.895179 sec): 3 clusters Score: Raw -485567.095820 + Penalty 1903.788886 = -483663.306934 nChanged 67 SP:Iteration 18Q (6568.014776 sec): 3 clusters Score: Raw -485589.923587 + Penalty 1903.788886 = -483686.134701 nChanged 55 SP:Iteration 19Q (6568.144019 sec): 3 clusters Score: Raw -485607.956985 + Penalty 1903.788886 = -483704.168099 nChanged 58 SP:Iteration 20F (6568.270461 sec): 3 clusters Score: Raw -485626.860674 + Penalty 1903.788886 = -483723.071788 nChanged 53 SP:Iteration 21Q (6568.382779 sec): 3 clusters Score: Raw -485642.668834 + Penalty 1903.788886 = -483738.879948 nChanged 58 SP:Iteration 22Q (6568.499962 sec): 3 clusters Score: Raw -485661.856836 + Penalty 1903.788886 = -483758.067951 nChanged 55 SP:Iteration 23Q (6568.611090 sec): 3 clusters Score: Raw -485681.214705 + Penalty 1903.788886 = -483777.425819 nChanged 38 SP:Iteration 24Q (6568.751006 sec): 3 clusters Score: Raw -485689.300187 + Penalty 1903.788886 = -483785.511302 nChanged 34 SP:Iteration 25Q (6568.911673 sec): 3 clusters Score: Raw -485699.544026 + Penalty 1903.788886 = -483795.755140 nChanged 39 SP:Iteration 26Q (6569.023921 sec): 3 clusters Score: Raw -485715.766250 + Penalty 1903.788886 = -483811.977364 nChanged 49 SP:Iteration 27Q (6569.122962 sec): 3 clusters Score: Raw -485736.347842 + Penalty 1903.788886 = -483832.558956 nChanged 45 SP:Iteration 28Q (6569.262554 sec): 3 clusters Score: Raw -485752.498660 + Penalty 1903.788886 = -483848.709774 nChanged 47 SP:Iteration 29Q (6569.353958 sec): 3 clusters Score: Raw -485767.877954 + Penalty 1903.788886 = -483864.089069 nChanged 36 SP:Iteration 30Q (6569.462477 sec): 3 clusters Score: Raw -485781.660466 + Penalty 1903.788886 = -483877.871580 nChanged 46 SP:Iteration 31Q (6569.566238 sec): 3 clusters Score: Raw -485806.954104 + Penalty 1903.788886 = -483903.165219 nChanged 57 SP:Iteration 32Q (6569.693148 sec): 3 clusters Score: Raw -485840.391294 + Penalty 1903.788886 = -483936.602408 nChanged 58 SP:Iteration 33Q (6569.799592 sec): 3 clusters Score: Raw -485876.214503 + Penalty 1903.788886 = -483972.425617 nChanged 50 SP:Iteration 34Q (6569.950016 sec): 3 clusters Score: Raw -485908.454539 + Penalty 1903.788886 = -484004.665653 nChanged 51 SP:Iteration 35Q (6570.055590 sec): 3 clusters Score: Raw -485940.189879 + Penalty 1903.788886 = -484036.400993 nChanged 54 SP:Iteration 36Q (6570.171787 sec): 3 clusters Score: Raw -485972.721483 + Penalty 1903.788886 = -484068.932597 nChanged 50 SP:Iteration 37Q (6570.252085 sec): 3 clusters Score: Raw -486002.019910 + Penalty 1903.788886 = -484098.231024 nChanged 49 SP:Iteration 38Q (6570.357871 sec): 3 clusters Score: Raw -486027.022651 + Penalty 1903.788886 = -484123.233765 nChanged 41 SP:Iteration 39Q (6570.478134 sec): 3 clusters Score: Raw -486049.892116 + Penalty 1903.788886 = -484146.103230 nChanged 43 SP:Iteration 40F (6570.612797 sec): 3 clusters Score: Raw -486081.052353 + Penalty 1903.788886 = -484177.263467 nChanged 41 SP:Iteration 41Q (6570.724420 sec): 3 clusters Score: Raw -486103.544732 + Penalty 1903.788886 = -484199.755847 nChanged 32 SP:Iteration 42Q (6570.834911 sec): 3 clusters Score: Raw -486121.817408 + Penalty 1903.788886 = -484218.028522 nChanged 18 SP:Iteration 43Q (6570.941980 sec): 3 clusters Score: Raw -486128.804989 + Penalty 1903.788886 = -484225.016104 nChanged 24 SP:Iteration 44Q (6571.053501 sec): 3 clusters Score: Raw -486137.944654 + Penalty 1903.788886 = -484234.155768 nChanged 34 SP:Iteration 45Q (6571.175291 sec): 3 clusters Score: Raw -486151.521597 + Penalty 1903.788886 = -484247.732711 nChanged 28 SP:Iteration 46Q (6571.299720 sec): 3 clusters Score: Raw -486162.571644 + Penalty 1903.788886 = -484258.782758 nChanged 24 SP:Iteration 47Q (6571.420229 sec): 3 clusters Score: Raw -486169.617183 + Penalty 1903.788886 = -484265.828297 nChanged 17 SP:Iteration 48Q (6571.511391 sec): 3 clusters Score: Raw -486172.965374 + Penalty 1903.788886 = -484269.176489 nChanged 9 SP:Iteration 49Q (6571.650294 sec): 3 clusters Score: Raw -486175.329218 + Penalty 1903.788886 = -484271.540332 nChanged 13 SP:Iteration 50Q (6571.769368 sec): 3 clusters Score: Raw -486178.763204 + Penalty 1903.788886 = -484274.974318 nChanged 14 SP:Iteration 51Q (6571.875953 sec): 3 clusters Score: Raw -486182.472807 + Penalty 1903.788886 = -484278.683922 nChanged 13 SP:Iteration 52Q (6572.026401 sec): 3 clusters Score: Raw -486186.317976 + Penalty 1903.788886 = -484282.529091 nChanged 8 SP:Iteration 53Q (6572.122090 sec): 3 clusters Score: Raw -486187.976169 + Penalty 1903.788886 = -484284.187283 nChanged 9 SP:Iteration 54Q (6572.252717 sec): 3 clusters Score: Raw -486189.585693 + Penalty 1903.788886 = -484285.796807 nChanged 8 SP:Iteration 55Q (6572.366752 sec): 3 clusters Score: Raw -486191.881361 + Penalty 1903.788886 = -484288.092475 nChanged 5 SP:Iteration 56Q (6572.473458 sec): 3 clusters Score: Raw -486192.726243 + Penalty 1903.788886 = -484288.937358 nChanged 6 SP:Iteration 57Q (6572.591476 sec): 3 clusters Score: Raw -486193.836852 + Penalty 1903.788886 = -484290.047966 nChanged 5 SP:Iteration 58Q (6572.702841 sec): 3 clusters Score: Raw -486195.015912 + Penalty 1903.788886 = -484291.227026 nChanged 5 SP:Iteration 59Q (6572.808149 sec): 3 clusters Score: Raw -486196.061075 + Penalty 1903.788886 = -484292.272189 nChanged 6 SP:Iteration 60F (6572.927464 sec): 3 clusters Score: Raw -486197.337926 + Penalty 1903.788886 = -484293.549040 nChanged 6 SP:Iteration 61Q (6573.050642 sec): 3 clusters Score: Raw -486199.182815 + Penalty 1903.788886 = -484295.393929 nChanged 12 SP:Iteration 62Q (6573.171811 sec): 3 clusters Score: Raw -486203.225350 + Penalty 1903.788886 = -484299.436464 nChanged 10 SP:Iteration 63Q (6573.259430 sec): 3 clusters Score: Raw -486206.110741 + Penalty 1903.788886 = -484302.321855 nChanged 8 SP:Iteration 64Q (6573.360734 sec): 3 clusters Score: Raw -486207.621225 + Penalty 1903.788886 = -484303.832339 nChanged 5 SP:Iteration 65Q (6573.465162 sec): 3 clusters Score: Raw -486208.209629 + Penalty 1903.788886 = -484304.420743 nChanged 2 SP:Iteration 66Q (6573.578023 sec): 3 clusters Score: Raw -486208.550135 + Penalty 1903.788886 = -484304.761249 nChanged 4 SP:Iteration 67Q (6573.725884 sec): 3 clusters Score: Raw -486209.515303 + Penalty 1903.788886 = -484305.726417 nChanged 2 SP:Iteration 68Q (6573.847651 sec): 3 clusters Score: Raw -486209.962180 + Penalty 1903.788886 = -484306.173294 nChanged 2 SP:Iteration 69Q (6573.958025 sec): 3 clusters Score: Raw -486210.879519 + Penalty 1903.788886 = -484307.090634 nChanged 5 SP:Iteration 70Q (6574.058641 sec): 3 clusters Score: Raw -486211.807121 + Penalty 1903.788886 = -484308.018235 nChanged 3 SP:Iteration 71Q (6574.172181 sec): 3 clusters Score: Raw -486212.252517 + Penalty 1903.788886 = -484308.463631 nChanged 0 SP:Iteration 72F (6574.275367 sec): 3 clusters Score: Raw -486212.252517 + Penalty 1903.788886 = -484308.463631 nChanged 0 Trying to split cluster 4 (5800 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6574.339485 sec): 2 clusters Score: Raw -297375.927803 + Penalty 909.889386 = -296466.038417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6574.447142 sec): 3 clusters Score: Raw -294169.988465 + Penalty 1819.778771 = -292350.209694 nChanged 2465 SP:Iteration 1F (6574.575164 sec): 3 clusters Score: Raw -295795.883893 + Penalty 1819.778771 = -293976.105122 nChanged 519 SP:Iteration 2F (6574.658069 sec): 3 clusters Score: Raw -296226.746614 + Penalty 1819.778771 = -294406.967842 nChanged 426 SP:Iteration 3F (6574.762012 sec): 3 clusters Score: Raw -296534.537538 + Penalty 1819.778771 = -294714.758767 nChanged 358 SP:Iteration 4F (6574.849710 sec): 3 clusters Score: Raw -296796.745316 + Penalty 1819.778771 = -294976.966545 nChanged 346 SP:Iteration 5F (6574.967912 sec): 3 clusters Score: Raw -297053.735578 + Penalty 1819.778771 = -295233.956807 nChanged 286 SP:Iteration 6Q (6575.092874 sec): 3 clusters Score: Raw -297277.438435 + Penalty 1819.778771 = -295457.659664 nChanged 258 SP:Iteration 7Q (6575.193639 sec): 3 clusters Score: Raw -297452.660965 + Penalty 1819.778771 = -295632.882193 nChanged 186 SP:Iteration 8Q (6575.311857 sec): 3 clusters Score: Raw -297572.954650 + Penalty 1819.778771 = -295753.175878 nChanged 160 SP:Iteration 9Q (6575.443429 sec): 3 clusters Score: Raw -297660.746449 + Penalty 1819.778771 = -295840.967677 nChanged 132 SP:Iteration 10Q (6575.564935 sec): 3 clusters Score: Raw -297722.138419 + Penalty 1819.778771 = -295902.359647 nChanged 107 SP:Iteration 11Q (6575.686361 sec): 3 clusters Score: Raw -297769.908773 + Penalty 1819.778771 = -295950.130001 nChanged 73 SP:Iteration 12Q (6575.829458 sec): 3 clusters Score: Raw -297796.534317 + Penalty 1819.778771 = -295976.755546 nChanged 62 SP:Iteration 13Q (6575.946958 sec): 3 clusters Score: Raw -297822.457897 + Penalty 1819.778771 = -296002.679126 nChanged 72 SP:Iteration 14Q (6576.070459 sec): 3 clusters Score: Raw -297852.400870 + Penalty 1819.778771 = -296032.622099 nChanged 55 SP:Iteration 15Q (6576.180029 sec): 3 clusters Score: Raw -297878.568678 + Penalty 1819.778771 = -296058.789907 nChanged 62 SP:Iteration 16Q (6576.306308 sec): 3 clusters Score: Raw -297908.678116 + Penalty 1819.778771 = -296088.899345 nChanged 76 SP:Iteration 17Q (6576.432975 sec): 3 clusters Score: Raw -297940.194676 + Penalty 1819.778771 = -296120.415904 nChanged 63 SP:Iteration 18Q (6576.536875 sec): 3 clusters Score: Raw -297963.128246 + Penalty 1819.778771 = -296143.349475 nChanged 48 SP:Iteration 19Q (6576.668003 sec): 3 clusters Score: Raw -297977.971179 + Penalty 1819.778771 = -296158.192408 nChanged 42 SP:Iteration 20F (6576.793289 sec): 3 clusters Score: Raw -297990.669997 + Penalty 1819.778771 = -296170.891226 nChanged 43 SP:Iteration 21Q (6576.917862 sec): 3 clusters Score: Raw -298003.358479 + Penalty 1819.778771 = -296183.579708 nChanged 47 SP:Iteration 22Q (6577.020981 sec): 3 clusters Score: Raw -298020.791628 + Penalty 1819.778771 = -296201.012856 nChanged 43 SP:Iteration 23Q (6577.149297 sec): 3 clusters Score: Raw -298035.714061 + Penalty 1819.778771 = -296215.935289 nChanged 33 SP:Iteration 24Q (6577.275592 sec): 3 clusters Score: Raw -298045.416469 + Penalty 1819.778771 = -296225.637697 nChanged 26 SP:Iteration 25Q (6577.425650 sec): 3 clusters Score: Raw -298053.807270 + Penalty 1819.778771 = -296234.028499 nChanged 29 SP:Iteration 26Q (6577.509665 sec): 3 clusters Score: Raw -298062.598129 + Penalty 1819.778771 = -296242.819358 nChanged 30 SP:Iteration 27Q (6577.610206 sec): 3 clusters Score: Raw -298071.986294 + Penalty 1819.778771 = -296252.207522 nChanged 24 SP:Iteration 28Q (6577.707828 sec): 3 clusters Score: Raw -298080.493917 + Penalty 1819.778771 = -296260.715146 nChanged 23 SP:Iteration 29Q (6577.812536 sec): 3 clusters Score: Raw -298087.374265 + Penalty 1819.778771 = -296267.595494 nChanged 22 SP:Iteration 30Q (6577.932768 sec): 3 clusters Score: Raw -298094.143602 + Penalty 1819.778771 = -296274.364831 nChanged 25 SP:Iteration 31Q (6578.006155 sec): 3 clusters Score: Raw -298102.044243 + Penalty 1819.778771 = -296282.265471 nChanged 21 SP:Iteration 32Q (6578.102843 sec): 3 clusters Score: Raw -298107.885791 + Penalty 1819.778771 = -296288.107019 nChanged 22 SP:Iteration 33Q (6578.213603 sec): 3 clusters Score: Raw -298112.760327 + Penalty 1819.778771 = -296292.981556 nChanged 12 SP:Iteration 34Q (6578.298642 sec): 3 clusters Score: Raw -298115.010211 + Penalty 1819.778771 = -296295.231440 nChanged 8 SP:Iteration 35Q (6578.405421 sec): 3 clusters Score: Raw -298116.426605 + Penalty 1819.778771 = -296296.647833 nChanged 9 SP:Iteration 36Q (6578.529190 sec): 3 clusters Score: Raw -298119.110613 + Penalty 1819.778771 = -296299.331842 nChanged 8 SP:Iteration 37Q (6578.634459 sec): 3 clusters Score: Raw -298120.127731 + Penalty 1819.778771 = -296300.348960 nChanged 3 SP:Iteration 38Q (6578.737653 sec): 3 clusters Score: Raw -298120.776970 + Penalty 1819.778771 = -296300.998198 nChanged 5 SP:Iteration 39Q (6578.850315 sec): 3 clusters Score: Raw -298122.103781 + Penalty 1819.778771 = -296302.325009 nChanged 6 SP:Iteration 40F (6578.940822 sec): 3 clusters Score: Raw -298124.949227 + Penalty 1819.778771 = -296305.170456 nChanged 14 SP:Iteration 41Q (6579.062417 sec): 3 clusters Score: Raw -298128.529961 + Penalty 1819.778771 = -296308.751189 nChanged 11 SP:Iteration 42Q (6579.181120 sec): 3 clusters Score: Raw -298130.909916 + Penalty 1819.778771 = -296311.131144 nChanged 11 SP:Iteration 43Q (6579.321887 sec): 3 clusters Score: Raw -298133.965567 + Penalty 1819.778771 = -296314.186796 nChanged 9 SP:Iteration 44Q (6579.412341 sec): 3 clusters Score: Raw -298135.394374 + Penalty 1819.778771 = -296315.615603 nChanged 5 SP:Iteration 45Q (6579.569428 sec): 3 clusters Score: Raw -298136.112014 + Penalty 1819.778771 = -296316.333243 nChanged 2 SP:Iteration 46Q (6579.685765 sec): 3 clusters Score: Raw -298136.236968 + Penalty 1819.778771 = -296316.458196 nChanged 0 SP:Iteration 47F (6579.763878 sec): 3 clusters Score: Raw -298136.236968 + Penalty 1819.778771 = -296316.458196 nChanged 0 Trying to split cluster 5 (2374 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6579.858273 sec): 2 clusters Score: Raw -110611.179174 + Penalty 816.094815 = -109795.084358 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6579.948340 sec): 3 clusters Score: Raw -109455.798508 + Penalty 1632.189631 = -107823.608877 nChanged 951 SP:Iteration 1F (6580.049131 sec): 3 clusters Score: Raw -110394.081995 + Penalty 1632.189631 = -108761.892364 nChanged 283 SP:Iteration 2F (6580.131491 sec): 3 clusters Score: Raw -110772.224730 + Penalty 1632.189631 = -109140.035099 nChanged 198 SP:Iteration 3F (6580.215242 sec): 3 clusters Score: Raw -110954.286915 + Penalty 1632.189631 = -109322.097284 nChanged 131 SP:Iteration 4F (6580.311498 sec): 3 clusters Score: Raw -111047.799203 + Penalty 1632.189631 = -109415.609572 nChanged 92 SP:Iteration 5Q (6580.415536 sec): 3 clusters Score: Raw -111114.307471 + Penalty 1632.189631 = -109482.117841 nChanged 79 SP:Iteration 6Q (6580.511904 sec): 3 clusters Score: Raw -111177.344933 + Penalty 1632.189631 = -109545.155302 nChanged 68 SP:Iteration 7Q (6580.600677 sec): 3 clusters Score: Raw -111227.047395 + Penalty 1632.189631 = -109594.857764 nChanged 46 SP:Iteration 8Q (6580.697638 sec): 3 clusters Score: Raw -111262.807797 + Penalty 1632.189631 = -109630.618166 nChanged 39 SP:Iteration 9Q (6580.786268 sec): 3 clusters Score: Raw -111286.503834 + Penalty 1632.189631 = -109654.314203 nChanged 29 SP:Iteration 10Q (6580.872354 sec): 3 clusters Score: Raw -111300.460571 + Penalty 1632.189631 = -109668.270940 nChanged 21 SP:Iteration 11Q (6580.973139 sec): 3 clusters Score: Raw -111311.701473 + Penalty 1632.189631 = -109679.511842 nChanged 15 SP:Iteration 12Q (6581.062394 sec): 3 clusters Score: Raw -111319.579451 + Penalty 1632.189631 = -109687.389820 nChanged 15 SP:Iteration 13Q (6581.166227 sec): 3 clusters Score: Raw -111324.302959 + Penalty 1632.189631 = -109692.113328 nChanged 9 SP:Iteration 14Q (6581.282277 sec): 3 clusters Score: Raw -111327.580785 + Penalty 1632.189631 = -109695.391154 nChanged 7 SP:Iteration 15Q (6581.380064 sec): 3 clusters Score: Raw -111330.536735 + Penalty 1632.189631 = -109698.347104 nChanged 5 SP:Iteration 16Q (6581.462409 sec): 3 clusters Score: Raw -111331.448024 + Penalty 1632.189631 = -109699.258394 nChanged 1 SP:Iteration 17Q (6581.571980 sec): 3 clusters Score: Raw -111331.637496 + Penalty 1632.189631 = -109699.447865 nChanged 0 SP:Iteration 18F (6581.671164 sec): 3 clusters Score: Raw -111331.637496 + Penalty 1632.189631 = -109699.447865 nChanged 0 Trying to split cluster 6 (10264 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6581.794177 sec): 2 clusters Score: Raw -580451.465647 + Penalty 969.821780 = -579481.643867 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6581.887109 sec): 3 clusters Score: Raw -574363.900999 + Penalty 1939.643560 = -572424.257439 nChanged 4518 SP:Iteration 1F (6582.015157 sec): 3 clusters Score: Raw -577191.457712 + Penalty 1939.643560 = -575251.814152 nChanged 862 SP:Iteration 2F (6582.138660 sec): 3 clusters Score: Raw -577886.119851 + Penalty 1939.643560 = -575946.476291 nChanged 936 SP:Iteration 3F (6582.254141 sec): 3 clusters Score: Raw -578769.091591 + Penalty 1939.643560 = -576829.448030 nChanged 879 SP:Iteration 4F (6582.381420 sec): 3 clusters Score: Raw -579532.211316 + Penalty 1939.643560 = -577592.567756 nChanged 682 SP:Iteration 5F (6582.513511 sec): 3 clusters Score: Raw -580129.124565 + Penalty 1939.643560 = -578189.481004 nChanged 475 SP:Iteration 6Q (6582.647276 sec): 3 clusters Score: Raw -580541.965580 + Penalty 1939.643560 = -578602.322020 nChanged 320 SP:Iteration 7Q (6582.782850 sec): 3 clusters Score: Raw -580741.519675 + Penalty 1939.643560 = -578801.876115 nChanged 224 SP:Iteration 8Q (6582.908063 sec): 3 clusters Score: Raw -580840.228517 + Penalty 1939.643560 = -578900.584956 nChanged 145 SP:Iteration 9Q (6583.012281 sec): 3 clusters Score: Raw -580900.631295 + Penalty 1939.643560 = -578960.987735 nChanged 108 SP:Iteration 10Q (6583.134795 sec): 3 clusters Score: Raw -580941.281438 + Penalty 1939.643560 = -579001.637878 nChanged 86 SP:Iteration 11Q (6583.247458 sec): 3 clusters Score: Raw -580967.849065 + Penalty 1939.643560 = -579028.205505 nChanged 65 SP:Iteration 12Q (6583.360054 sec): 3 clusters Score: Raw -580986.330343 + Penalty 1939.643560 = -579046.686783 nChanged 54 SP:Iteration 13Q (6583.500717 sec): 3 clusters Score: Raw -580997.948892 + Penalty 1939.643560 = -579058.305331 nChanged 45 SP:Iteration 14Q (6583.614324 sec): 3 clusters Score: Raw -581006.660294 + Penalty 1939.643560 = -579067.016733 nChanged 40 SP:Iteration 15Q (6583.728700 sec): 3 clusters Score: Raw -581016.274418 + Penalty 1939.643560 = -579076.630858 nChanged 36 SP:Iteration 16Q (6583.868547 sec): 3 clusters Score: Raw -581023.318174 + Penalty 1939.643560 = -579083.674614 nChanged 40 SP:Iteration 17Q (6583.968198 sec): 3 clusters Score: Raw -581032.068231 + Penalty 1939.643560 = -579092.424671 nChanged 34 SP:Iteration 18Q (6584.095617 sec): 3 clusters Score: Raw -581037.417618 + Penalty 1939.643560 = -579097.774058 nChanged 21 SP:Iteration 19Q (6584.217601 sec): 3 clusters Score: Raw -581041.192832 + Penalty 1939.643560 = -579101.549272 nChanged 22 SP:Iteration 20F (6584.332334 sec): 3 clusters Score: Raw -581044.726932 + Penalty 1939.643560 = -579105.083372 nChanged 27 SP:Iteration 21Q (6584.390923 sec): 3 clusters Score: Raw -581048.954188 + Penalty 1939.643560 = -579109.310628 nChanged 29 SP:Iteration 22Q (6584.450802 sec): 3 clusters Score: Raw -581053.721000 + Penalty 1939.643560 = -579114.077439 nChanged 28 SP:Iteration 23Q (6584.512526 sec): 3 clusters Score: Raw -581059.268630 + Penalty 1939.643560 = -579119.625070 nChanged 27 SP:Iteration 24Q (6584.573761 sec): 3 clusters Score: Raw -581063.417560 + Penalty 1939.643560 = -579123.774000 nChanged 22 SP:Iteration 25Q (6584.634509 sec): 3 clusters Score: Raw -581067.204259 + Penalty 1939.643560 = -579127.560699 nChanged 19 SP:Iteration 26Q (6584.694696 sec): 3 clusters Score: Raw -581070.654600 + Penalty 1939.643560 = -579131.011039 nChanged 17 SP:Iteration 27Q (6584.755012 sec): 3 clusters Score: Raw -581072.814550 + Penalty 1939.643560 = -579133.170990 nChanged 14 SP:Iteration 28Q (6584.818963 sec): 3 clusters Score: Raw -581074.349886 + Penalty 1939.643560 = -579134.706325 nChanged 12 SP:Iteration 29Q (6584.882955 sec): 3 clusters Score: Raw -581075.988633 + Penalty 1939.643560 = -579136.345073 nChanged 13 SP:Iteration 30Q (6584.945219 sec): 3 clusters Score: Raw -581077.803202 + Penalty 1939.643560 = -579138.159642 nChanged 13 SP:Iteration 31Q (6585.003195 sec): 3 clusters Score: Raw -581079.184731 + Penalty 1939.643560 = -579139.541171 nChanged 8 SP:Iteration 32Q (6585.062096 sec): 3 clusters Score: Raw -581079.986822 + Penalty 1939.643560 = -579140.343261 nChanged 10 SP:Iteration 33Q (6585.127423 sec): 3 clusters Score: Raw -581081.445379 + Penalty 1939.643560 = -579141.801818 nChanged 16 SP:Iteration 34Q (6585.192277 sec): 3 clusters Score: Raw -581083.996991 + Penalty 1939.643560 = -579144.353430 nChanged 15 SP:Iteration 35Q (6585.254684 sec): 3 clusters Score: Raw -581086.096161 + Penalty 1939.643560 = -579146.452601 nChanged 6 SP:Iteration 36Q (6585.399612 sec): 3 clusters Score: Raw -581086.529824 + Penalty 1939.643560 = -579146.886264 nChanged 5 SP:Iteration 37Q (6585.561888 sec): 3 clusters Score: Raw -581087.010582 + Penalty 1939.643560 = -579147.367022 nChanged 3 SP:Iteration 38Q (6585.671799 sec): 3 clusters Score: Raw -581087.225191 + Penalty 1939.643560 = -579147.581630 nChanged 5 SP:Iteration 39Q (6585.808603 sec): 3 clusters Score: Raw -581087.700766 + Penalty 1939.643560 = -579148.057205 nChanged 4 SP:Iteration 40F (6585.947146 sec): 3 clusters Score: Raw -581088.055730 + Penalty 1939.643560 = -579148.412170 nChanged 6 SP:Iteration 41Q (6586.092356 sec): 3 clusters Score: Raw -581088.712514 + Penalty 1939.643560 = -579149.068954 nChanged 3 SP:Iteration 42Q (6586.203844 sec): 3 clusters Score: Raw -581088.920005 + Penalty 1939.643560 = -579149.276445 nChanged 1 SP:Iteration 43Q (6586.331983 sec): 3 clusters Score: Raw -581089.060484 + Penalty 1939.643560 = -579149.416924 nChanged 2 SP:Iteration 44Q (6586.458909 sec): 3 clusters Score: Raw -581089.329960 + Penalty 1939.643560 = -579149.686400 nChanged 3 SP:Iteration 45Q (6586.579734 sec): 3 clusters Score: Raw -581089.456595 + Penalty 1939.643560 = -579149.813035 nChanged 1 SP:Iteration 46Q (6586.681897 sec): 3 clusters Score: Raw -581089.638687 + Penalty 1939.643560 = -579149.995127 nChanged 1 SP:Iteration 47Q (6586.800709 sec): 3 clusters Score: Raw -581089.683243 + Penalty 1939.643560 = -579150.039683 nChanged 0 SP:Iteration 48F (6586.913459 sec): 3 clusters Score: Raw -581089.683243 + Penalty 1939.643560 = -579150.039683 nChanged 0 Trying to split cluster 7 (928 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6586.976367 sec): 2 clusters Score: Raw -43275.948644 + Penalty 717.468332 = -42558.480312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6587.067270 sec): 3 clusters Score: Raw -42920.805646 + Penalty 1434.936664 = -41485.868982 nChanged 318 SP:Iteration 1F (6587.173004 sec): 3 clusters Score: Raw -43262.057670 + Penalty 1434.936664 = -41827.121006 nChanged 109 SP:Iteration 2F (6587.261467 sec): 3 clusters Score: Raw -43396.075734 + Penalty 1434.936664 = -41961.139070 nChanged 70 SP:Iteration 3F (6587.332595 sec): 3 clusters Score: Raw -43479.534281 + Penalty 1434.936664 = -42044.597617 nChanged 54 SP:Iteration 4F (6587.416617 sec): 3 clusters Score: Raw -43569.736498 + Penalty 1434.936664 = -42134.799834 nChanged 38 SP:Iteration 5Q (6587.501806 sec): 3 clusters Score: Raw -43638.265684 + Penalty 1434.936664 = -42203.329020 nChanged 48 SP:Iteration 6F (6587.571354 sec): 3 clusters Score: Raw -43704.891025 + Penalty 1434.936664 = -42269.954362 nChanged 23 SP:Iteration 7Q (6587.651448 sec): 3 clusters Score: Raw -43736.539004 + Penalty 1434.936664 = -42301.602340 nChanged 15 SP:Iteration 8Q (6587.719909 sec): 3 clusters Score: Raw -43762.484670 + Penalty 1434.936664 = -42327.548006 nChanged 13 SP:Iteration 9Q (6587.798855 sec): 3 clusters Score: Raw -43781.220981 + Penalty 1434.936664 = -42346.284317 nChanged 14 SP:Iteration 10Q (6587.880705 sec): 3 clusters Score: Raw -43797.662188 + Penalty 1434.936664 = -42362.725524 nChanged 9 SP:Iteration 11Q (6587.973509 sec): 3 clusters Score: Raw -43803.373199 + Penalty 1434.936664 = -42368.436536 nChanged 6 SP:Iteration 12Q (6588.054458 sec): 3 clusters Score: Raw -43807.297816 + Penalty 1434.936664 = -42372.361152 nChanged 2 SP:Iteration 13Q (6588.151983 sec): 3 clusters Score: Raw -43808.711802 + Penalty 1434.936664 = -42373.775138 nChanged 2 SP:Iteration 14Q (6588.267584 sec): 3 clusters Score: Raw -43811.639872 + Penalty 1434.936664 = -42376.703208 nChanged 1 SP:Iteration 15Q (6588.347422 sec): 3 clusters Score: Raw -43811.949022 + Penalty 1434.936664 = -42377.012358 nChanged 0 SP:Iteration 16F (6588.447216 sec): 3 clusters Score: Raw -43811.949022 + Penalty 1434.936664 = -42377.012358 nChanged 0 Trying to split cluster 8 (12142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6588.567847 sec): 2 clusters Score: Raw -729121.252147 + Penalty 987.464709 = -728133.787438 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6588.683936 sec): 3 clusters Score: Raw -721872.117886 + Penalty 1974.929417 = -719897.188469 nChanged 5466 SP:Iteration 1F (6588.841375 sec): 3 clusters Score: Raw -725190.099834 + Penalty 1974.929417 = -723215.170417 nChanged 895 SP:Iteration 2F (6588.954605 sec): 3 clusters Score: Raw -725862.357721 + Penalty 1974.929417 = -723887.428304 nChanged 864 SP:Iteration 3F (6589.087105 sec): 3 clusters Score: Raw -726446.609905 + Penalty 1974.929417 = -724471.680488 nChanged 777 SP:Iteration 4F (6589.196822 sec): 3 clusters Score: Raw -726902.579788 + Penalty 1974.929417 = -724927.650371 nChanged 689 SP:Iteration 5F (6589.318967 sec): 3 clusters Score: Raw -727299.822408 + Penalty 1974.929417 = -725324.892991 nChanged 595 SP:Iteration 6Q (6589.438829 sec): 3 clusters Score: Raw -727634.990806 + Penalty 1974.929417 = -725660.061389 nChanged 550 SP:Iteration 7Q (6589.552548 sec): 3 clusters Score: Raw -727943.927018 + Penalty 1974.929417 = -725968.997601 nChanged 473 SP:Iteration 8Q (6589.677195 sec): 3 clusters Score: Raw -728202.100570 + Penalty 1974.929417 = -726227.171153 nChanged 433 SP:Iteration 9Q (6589.806621 sec): 3 clusters Score: Raw -728410.693812 + Penalty 1974.929417 = -726435.764395 nChanged 367 SP:Iteration 10Q (6589.932299 sec): 3 clusters Score: Raw -728547.982529 + Penalty 1974.929417 = -726573.053111 nChanged 260 SP:Iteration 11Q (6590.073821 sec): 3 clusters Score: Raw -728637.415620 + Penalty 1974.929417 = -726662.486203 nChanged 230 SP:Iteration 12Q (6590.189640 sec): 3 clusters Score: Raw -728716.097631 + Penalty 1974.929417 = -726741.168213 nChanged 221 SP:Iteration 13Q (6590.320904 sec): 3 clusters Score: Raw -728791.195233 + Penalty 1974.929417 = -726816.265816 nChanged 202 SP:Iteration 14Q (6590.445182 sec): 3 clusters Score: Raw -728866.072888 + Penalty 1974.929417 = -726891.143471 nChanged 200 SP:Iteration 15Q (6590.567428 sec): 3 clusters Score: Raw -728946.744265 + Penalty 1974.929417 = -726971.814848 nChanged 201 SP:Iteration 16Q (6590.705381 sec): 3 clusters Score: Raw -729017.114362 + Penalty 1974.929417 = -727042.184945 nChanged 178 SP:Iteration 17Q (6590.843566 sec): 3 clusters Score: Raw -729074.977705 + Penalty 1974.929417 = -727100.048288 nChanged 171 SP:Iteration 18Q (6590.958192 sec): 3 clusters Score: Raw -729134.148508 + Penalty 1974.929417 = -727159.219091 nChanged 156 SP:Iteration 19Q (6591.066366 sec): 3 clusters Score: Raw -729186.361283 + Penalty 1974.929417 = -727211.431866 nChanged 164 SP:Iteration 20F (6591.208203 sec): 3 clusters Score: Raw -729250.812273 + Penalty 1974.929417 = -727275.882856 nChanged 170 SP:Iteration 21Q (6591.303059 sec): 3 clusters Score: Raw -729315.326394 + Penalty 1974.929417 = -727340.396977 nChanged 164 SP:Iteration 22Q (6591.416849 sec): 3 clusters Score: Raw -729373.602240 + Penalty 1974.929417 = -727398.672823 nChanged 141 SP:Iteration 23Q (6591.554313 sec): 3 clusters Score: Raw -729415.014862 + Penalty 1974.929417 = -727440.085445 nChanged 121 SP:Iteration 24Q (6591.662640 sec): 3 clusters Score: Raw -729451.937657 + Penalty 1974.929417 = -727477.008240 nChanged 111 SP:Iteration 25Q (6591.793135 sec): 3 clusters Score: Raw -729488.576209 + Penalty 1974.929417 = -727513.646792 nChanged 108 SP:Iteration 26Q (6591.912252 sec): 3 clusters Score: Raw -729520.587154 + Penalty 1974.929417 = -727545.657737 nChanged 96 SP:Iteration 27Q (6592.034080 sec): 3 clusters Score: Raw -729548.779145 + Penalty 1974.929417 = -727573.849728 nChanged 96 SP:Iteration 28Q (6592.170256 sec): 3 clusters Score: Raw -729576.581290 + Penalty 1974.929417 = -727601.651873 nChanged 89 SP:Iteration 29Q (6592.298432 sec): 3 clusters Score: Raw -729603.094913 + Penalty 1974.929417 = -727628.165496 nChanged 90 SP:Iteration 30Q (6592.445617 sec): 3 clusters Score: Raw -729627.624973 + Penalty 1974.929417 = -727652.695556 nChanged 85 SP:Iteration 31Q (6592.621400 sec): 3 clusters Score: Raw -729650.273228 + Penalty 1974.929417 = -727675.343810 nChanged 82 SP:Iteration 32Q (6592.713747 sec): 3 clusters Score: Raw -729672.858303 + Penalty 1974.929417 = -727697.928886 nChanged 83 SP:Iteration 33Q (6592.851335 sec): 3 clusters Score: Raw -729699.156769 + Penalty 1974.929417 = -727724.227351 nChanged 81 SP:Iteration 34Q (6592.994974 sec): 3 clusters Score: Raw -729725.985053 + Penalty 1974.929417 = -727751.055636 nChanged 83 SP:Iteration 35Q (6593.128733 sec): 3 clusters Score: Raw -729750.507416 + Penalty 1974.929417 = -727775.577999 nChanged 79 SP:Iteration 36Q (6593.239946 sec): 3 clusters Score: Raw -729774.721492 + Penalty 1974.929417 = -727799.792075 nChanged 75 SP:Iteration 37Q (6593.344680 sec): 3 clusters Score: Raw -729800.982120 + Penalty 1974.929417 = -727826.052703 nChanged 82 SP:Iteration 38Q (6593.477140 sec): 3 clusters Score: Raw -729832.828291 + Penalty 1974.929417 = -727857.898874 nChanged 89 SP:Iteration 39Q (6593.613094 sec): 3 clusters Score: Raw -729872.020718 + Penalty 1974.929417 = -727897.091301 nChanged 100 SP:Iteration 40F (6593.750145 sec): 3 clusters Score: Raw -729915.694571 + Penalty 1974.929417 = -727940.765154 nChanged 95 SP:Iteration 41Q (6593.868066 sec): 3 clusters Score: Raw -729958.897808 + Penalty 1974.929417 = -727983.968391 nChanged 90 SP:Iteration 42Q (6593.979971 sec): 3 clusters Score: Raw -730000.640110 + Penalty 1974.929417 = -728025.710693 nChanged 81 SP:Iteration 43Q (6594.120075 sec): 3 clusters Score: Raw -730025.361561 + Penalty 1974.929417 = -728050.432144 nChanged 64 SP:Iteration 44Q (6594.221983 sec): 3 clusters Score: Raw -730044.897134 + Penalty 1974.929417 = -728069.967717 nChanged 60 SP:Iteration 45Q (6594.355650 sec): 3 clusters Score: Raw -730063.925626 + Penalty 1974.929417 = -728088.996209 nChanged 48 SP:Iteration 46Q (6594.486726 sec): 3 clusters Score: Raw -730076.541375 + Penalty 1974.929417 = -728101.611958 nChanged 37 SP:Iteration 47Q (6594.617191 sec): 3 clusters Score: Raw -730084.207442 + Penalty 1974.929417 = -728109.278025 nChanged 19 SP:Iteration 48Q (6594.726264 sec): 3 clusters Score: Raw -730088.220351 + Penalty 1974.929417 = -728113.290934 nChanged 20 SP:Iteration 49Q (6594.838692 sec): 3 clusters Score: Raw -730091.147157 + Penalty 1974.929417 = -728116.217740 nChanged 13 SP:Iteration 50Q (6594.938198 sec): 3 clusters Score: Raw -730093.124265 + Penalty 1974.929417 = -728118.194848 nChanged 12 SP:Iteration 51Q (6595.062589 sec): 3 clusters Score: Raw -730095.075807 + Penalty 1974.929417 = -728120.146390 nChanged 11 SP:Iteration 52Q (6595.183080 sec): 3 clusters Score: Raw -730096.133892 + Penalty 1974.929417 = -728121.204475 nChanged 11 SP:Iteration 53Q (6595.284781 sec): 3 clusters Score: Raw -730097.393356 + Penalty 1974.929417 = -728122.463939 nChanged 13 SP:Iteration 54Q (6595.410233 sec): 3 clusters Score: Raw -730099.551720 + Penalty 1974.929417 = -728124.622303 nChanged 11 SP:Iteration 55Q (6595.537563 sec): 3 clusters Score: Raw -730101.421759 + Penalty 1974.929417 = -728126.492341 nChanged 8 SP:Iteration 56Q (6595.671559 sec): 3 clusters Score: Raw -730102.314211 + Penalty 1974.929417 = -728127.384794 nChanged 7 SP:Iteration 57Q (6595.787064 sec): 3 clusters Score: Raw -730103.411753 + Penalty 1974.929417 = -728128.482336 nChanged 7 SP:Iteration 58Q (6595.904276 sec): 3 clusters Score: Raw -730104.840793 + Penalty 1974.929417 = -728129.911375 nChanged 8 SP:Iteration 59Q (6596.025299 sec): 3 clusters Score: Raw -730106.176707 + Penalty 1974.929417 = -728131.247290 nChanged 9 SP:Iteration 60F (6596.161815 sec): 3 clusters Score: Raw -730107.452506 + Penalty 1974.929417 = -728132.523089 nChanged 5 SP:Iteration 61Q (6596.264139 sec): 3 clusters Score: Raw -730108.120043 + Penalty 1974.929417 = -728133.190626 nChanged 4 SP:Iteration 62Q (6596.369395 sec): 3 clusters Score: Raw -730108.636663 + Penalty 1974.929417 = -728133.707246 nChanged 5 SP:Iteration 63Q (6596.485893 sec): 3 clusters Score: Raw -730109.366064 + Penalty 1974.929417 = -728134.436647 nChanged 5 SP:Iteration 64Q (6596.618442 sec): 3 clusters Score: Raw -730109.818540 + Penalty 1974.929417 = -728134.889123 nChanged 1 SP:Iteration 65Q (6596.735674 sec): 3 clusters Score: Raw -730109.873649 + Penalty 1974.929417 = -728134.944231 nChanged 0 SP:Iteration 66F (6596.843609 sec): 3 clusters Score: Raw -730109.873649 + Penalty 1974.929417 = -728134.944231 nChanged 0 Score: Raw -4214897.732349 + Penalty 18923.502585 = -4195974.229763 Splitting cluster 8 changes total score from -4196068.506988 to -4195974.229763 So it's not getting split. Trying to split cluster 9 (2290 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6598.887943 sec): 2 clusters Score: Raw -111866.570202 + Penalty 812.312245 = -111054.257957 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6598.991892 sec): 3 clusters Score: Raw -110730.775095 + Penalty 1624.624490 = -109106.150605 nChanged 875 SP:Iteration 1F (6599.080899 sec): 3 clusters Score: Raw -111297.797261 + Penalty 1624.624490 = -109673.172771 nChanged 213 SP:Iteration 2F (6599.171966 sec): 3 clusters Score: Raw -111469.149558 + Penalty 1624.624490 = -109844.525068 nChanged 150 SP:Iteration 3F (6599.245561 sec): 3 clusters Score: Raw -111575.490418 + Penalty 1624.624490 = -109950.865928 nChanged 117 SP:Iteration 4F (6599.343361 sec): 3 clusters Score: Raw -111675.099452 + Penalty 1624.624490 = -110050.474962 nChanged 97 SP:Iteration 5Q (6599.448285 sec): 3 clusters Score: Raw -111751.525622 + Penalty 1624.624490 = -110126.901132 nChanged 84 SP:Iteration 6Q (6599.537615 sec): 3 clusters Score: Raw -111801.597166 + Penalty 1624.624490 = -110176.972675 nChanged 70 SP:Iteration 7Q (6599.626569 sec): 3 clusters Score: Raw -111837.859004 + Penalty 1624.624490 = -110213.234514 nChanged 54 SP:Iteration 8Q (6599.727483 sec): 3 clusters Score: Raw -111864.039590 + Penalty 1624.624490 = -110239.415099 nChanged 48 SP:Iteration 9Q (6599.814757 sec): 3 clusters Score: Raw -111893.539218 + Penalty 1624.624490 = -110268.914728 nChanged 46 SP:Iteration 10Q (6599.901088 sec): 3 clusters Score: Raw -111924.131736 + Penalty 1624.624490 = -110299.507246 nChanged 37 SP:Iteration 11Q (6599.987901 sec): 3 clusters Score: Raw -111942.777442 + Penalty 1624.624490 = -110318.152952 nChanged 27 SP:Iteration 12Q (6600.078075 sec): 3 clusters Score: Raw -111958.751967 + Penalty 1624.624490 = -110334.127476 nChanged 31 SP:Iteration 13Q (6600.143959 sec): 3 clusters Score: Raw -111973.430102 + Penalty 1624.624490 = -110348.805611 nChanged 26 SP:Iteration 14Q (6600.242711 sec): 3 clusters Score: Raw -111985.709982 + Penalty 1624.624490 = -110361.085492 nChanged 26 SP:Iteration 15Q (6600.340698 sec): 3 clusters Score: Raw -111995.539157 + Penalty 1624.624490 = -110370.914666 nChanged 14 SP:Iteration 16Q (6600.437203 sec): 3 clusters Score: Raw -111999.314877 + Penalty 1624.624490 = -110374.690386 nChanged 11 SP:Iteration 17Q (6600.524391 sec): 3 clusters Score: Raw -112002.134944 + Penalty 1624.624490 = -110377.510454 nChanged 4 SP:Iteration 18Q (6600.623586 sec): 3 clusters Score: Raw -112003.168909 + Penalty 1624.624490 = -110378.544418 nChanged 3 SP:Iteration 19Q (6600.646896 sec): 3 clusters Score: Raw -112003.909086 + Penalty 1624.624490 = -110379.284595 nChanged 1 SP:Iteration 20F (6600.669412 sec): 3 clusters Score: Raw -112004.107509 + Penalty 1624.624490 = -110379.483018 nChanged 2 SP:Iteration 21Q (6600.692689 sec): 3 clusters Score: Raw -112005.406431 + Penalty 1624.624490 = -110380.781941 nChanged 2 SP:Iteration 22Q (6600.795769 sec): 3 clusters Score: Raw -112006.447204 + Penalty 1624.624490 = -110381.822714 nChanged 2 SP:Iteration 23Q (6600.876769 sec): 3 clusters Score: Raw -112006.967084 + Penalty 1624.624490 = -110382.342594 nChanged 1 SP:Iteration 24Q (6600.962624 sec): 3 clusters Score: Raw -112007.139887 + Penalty 1624.624490 = -110382.515397 nChanged 1 SP:Iteration 25Q (6601.071597 sec): 3 clusters Score: Raw -112007.291418 + Penalty 1624.624490 = -110382.666927 nChanged 1 SP:Iteration 26Q (6601.180764 sec): 3 clusters Score: Raw -112007.558058 + Penalty 1624.624490 = -110382.933568 nChanged 1 SP:Iteration 27Q (6601.289940 sec): 3 clusters Score: Raw -112007.714399 + Penalty 1624.624490 = -110383.089909 nChanged 1 SP:Iteration 28Q (6601.363697 sec): 3 clusters Score: Raw -112007.736282 + Penalty 1624.624490 = -110383.111791 nChanged 0 SP:Iteration 29F (6601.464726 sec): 3 clusters Score: Raw -112007.736282 + Penalty 1624.624490 = -110383.111791 nChanged 0 Trying to split cluster 10 (1587 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6601.505122 sec): 2 clusters Score: Raw -81653.695818 + Penalty 773.808076 = -80879.887742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6601.630096 sec): 3 clusters Score: Raw -80964.417109 + Penalty 1547.616151 = -79416.800958 nChanged 583 SP:Iteration 1F (6601.712624 sec): 3 clusters Score: Raw -81383.331050 + Penalty 1547.616151 = -79835.714898 nChanged 150 SP:Iteration 2F (6601.796030 sec): 3 clusters Score: Raw -81538.832492 + Penalty 1547.616151 = -79991.216341 nChanged 109 SP:Iteration 3F (6601.894862 sec): 3 clusters Score: Raw -81662.833895 + Penalty 1547.616151 = -80115.217743 nChanged 90 SP:Iteration 4F (6602.001106 sec): 3 clusters Score: Raw -81763.313933 + Penalty 1547.616151 = -80215.697782 nChanged 83 SP:Iteration 5F (6602.091106 sec): 3 clusters Score: Raw -81854.963436 + Penalty 1547.616151 = -80307.347284 nChanged 72 SP:Iteration 6Q (6602.185891 sec): 3 clusters Score: Raw -81941.404107 + Penalty 1547.616151 = -80393.787956 nChanged 63 SP:Iteration 7Q (6602.288972 sec): 3 clusters Score: Raw -82010.768420 + Penalty 1547.616151 = -80463.152269 nChanged 55 SP:Iteration 8Q (6602.370602 sec): 3 clusters Score: Raw -82072.107582 + Penalty 1547.616151 = -80524.491431 nChanged 44 SP:Iteration 9Q (6602.448735 sec): 3 clusters Score: Raw -82122.210580 + Penalty 1547.616151 = -80574.594429 nChanged 36 SP:Iteration 10Q (6602.529534 sec): 3 clusters Score: Raw -82157.039657 + Penalty 1547.616151 = -80609.423506 nChanged 23 SP:Iteration 11Q (6602.614781 sec): 3 clusters Score: Raw -82176.648634 + Penalty 1547.616151 = -80629.032482 nChanged 17 SP:Iteration 12Q (6602.712618 sec): 3 clusters Score: Raw -82190.497634 + Penalty 1547.616151 = -80642.881483 nChanged 13 SP:Iteration 13Q (6602.802755 sec): 3 clusters Score: Raw -82197.596070 + Penalty 1547.616151 = -80649.979919 nChanged 9 SP:Iteration 14Q (6602.904300 sec): 3 clusters Score: Raw -82204.143132 + Penalty 1547.616151 = -80656.526981 nChanged 8 SP:Iteration 15Q (6602.986063 sec): 3 clusters Score: Raw -82209.302240 + Penalty 1547.616151 = -80661.686089 nChanged 6 SP:Iteration 16Q (6603.078578 sec): 3 clusters Score: Raw -82212.120685 + Penalty 1547.616151 = -80664.504533 nChanged 4 SP:Iteration 17Q (6603.187580 sec): 3 clusters Score: Raw -82213.637721 + Penalty 1547.616151 = -80666.021569 nChanged 2 SP:Iteration 18Q (6603.261394 sec): 3 clusters Score: Raw -82214.159549 + Penalty 1547.616151 = -80666.543398 nChanged 1 SP:Iteration 19Q (6603.347333 sec): 3 clusters Score: Raw -82214.511268 + Penalty 1547.616151 = -80666.895116 nChanged 1 SP:Iteration 20F (6603.445929 sec): 3 clusters Score: Raw -82216.486881 + Penalty 1547.616151 = -80668.870730 nChanged 5 SP:Iteration 21Q (6603.565683 sec): 3 clusters Score: Raw -82220.595323 + Penalty 1547.616151 = -80672.979172 nChanged 6 SP:Iteration 22Q (6603.643080 sec): 3 clusters Score: Raw -82224.624517 + Penalty 1547.616151 = -80677.008366 nChanged 4 SP:Iteration 23Q (6603.755576 sec): 3 clusters Score: Raw -82226.084747 + Penalty 1547.616151 = -80678.468596 nChanged 6 SP:Iteration 24Q (6603.845277 sec): 3 clusters Score: Raw -82229.615632 + Penalty 1547.616151 = -80681.999481 nChanged 8 SP:Iteration 25Q (6603.934412 sec): 3 clusters Score: Raw -82236.754225 + Penalty 1547.616151 = -80689.138074 nChanged 9 SP:Iteration 26Q (6604.043062 sec): 3 clusters Score: Raw -82242.098348 + Penalty 1547.616151 = -80694.482197 nChanged 5 SP:Iteration 27Q (6604.111950 sec): 3 clusters Score: Raw -82244.033625 + Penalty 1547.616151 = -80696.417474 nChanged 1 SP:Iteration 28Q (6604.205433 sec): 3 clusters Score: Raw -82244.246425 + Penalty 1547.616151 = -80696.630274 nChanged 1 SP:Iteration 29Q (6604.300211 sec): 3 clusters Score: Raw -82244.744862 + Penalty 1547.616151 = -80697.128711 nChanged 1 SP:Iteration 30Q (6604.400722 sec): 3 clusters Score: Raw -82244.893936 + Penalty 1547.616151 = -80697.277785 nChanged 0 SP:Iteration 31F (6604.525658 sec): 3 clusters Score: Raw -82244.893936 + Penalty 1547.616151 = -80697.277785 nChanged 0 Trying to split cluster 11 (5504 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6604.590088 sec): 2 clusters Score: Raw -329319.711681 + Penalty 904.389190 = -328415.322491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6604.676163 sec): 3 clusters Score: Raw -326254.175194 + Penalty 1808.778380 = -324445.396814 nChanged 2363 SP:Iteration 1F (6604.806033 sec): 3 clusters Score: Raw -327589.670443 + Penalty 1808.778380 = -325780.892063 nChanged 405 SP:Iteration 2F (6604.898828 sec): 3 clusters Score: Raw -327830.896366 + Penalty 1808.778380 = -326022.117986 nChanged 364 SP:Iteration 3F (6604.996031 sec): 3 clusters Score: Raw -328066.662471 + Penalty 1808.778380 = -326257.884092 nChanged 333 SP:Iteration 4F (6605.102452 sec): 3 clusters Score: Raw -328315.191172 + Penalty 1808.778380 = -326506.412792 nChanged 323 SP:Iteration 5F (6605.212498 sec): 3 clusters Score: Raw -328576.643024 + Penalty 1808.778380 = -326767.864644 nChanged 302 SP:Iteration 6F (6605.337347 sec): 3 clusters Score: Raw -328871.385922 + Penalty 1808.778380 = -327062.607542 nChanged 334 SP:Iteration 7F (6605.428783 sec): 3 clusters Score: Raw -329163.779061 + Penalty 1808.778380 = -327355.000681 nChanged 303 SP:Iteration 8F (6605.551537 sec): 3 clusters Score: Raw -329453.505166 + Penalty 1808.778380 = -327644.726787 nChanged 297 SP:Iteration 9F (6605.646115 sec): 3 clusters Score: Raw -329726.388556 + Penalty 1808.778380 = -327917.610176 nChanged 232 SP:Iteration 10Q (6605.738629 sec): 3 clusters Score: Raw -329925.197609 + Penalty 1808.778380 = -328116.419229 nChanged 203 SP:Iteration 11Q (6605.855652 sec): 3 clusters Score: Raw -330123.831136 + Penalty 1808.778380 = -328315.052757 nChanged 203 SP:Iteration 12Q (6605.966895 sec): 3 clusters Score: Raw -330339.107521 + Penalty 1808.778380 = -328530.329141 nChanged 209 SP:Iteration 13Q (6606.071194 sec): 3 clusters Score: Raw -330558.330915 + Penalty 1808.778380 = -328749.552535 nChanged 215 SP:Iteration 14Q (6606.164275 sec): 3 clusters Score: Raw -330825.601275 + Penalty 1808.778380 = -329016.822895 nChanged 217 SP:Iteration 15Q (6606.266544 sec): 3 clusters Score: Raw -331129.456178 + Penalty 1808.778380 = -329320.677798 nChanged 160 SP:Iteration 16Q (6606.389234 sec): 3 clusters Score: Raw -331333.468663 + Penalty 1808.778380 = -329524.690283 nChanged 80 SP:Iteration 17Q (6606.486575 sec): 3 clusters Score: Raw -331400.897207 + Penalty 1808.778380 = -329592.118827 nChanged 28 SP:Iteration 18Q (6606.579332 sec): 3 clusters Score: Raw -331416.409620 + Penalty 1808.778380 = -329607.631240 nChanged 15 SP:Iteration 19Q (6606.681986 sec): 3 clusters Score: Raw -331419.872428 + Penalty 1808.778380 = -329611.094048 nChanged 6 SP:Iteration 20F (6606.801620 sec): 3 clusters Score: Raw -331435.060052 + Penalty 1808.778380 = -329626.281673 nChanged 11 SP:Iteration 21Q (6606.924069 sec): 3 clusters Score: Raw -331438.928799 + Penalty 1808.778380 = -329630.150419 nChanged 12 SP:Iteration 22Q (6607.009379 sec): 3 clusters Score: Raw -331442.072827 + Penalty 1808.778380 = -329633.294447 nChanged 15 SP:Iteration 23Q (6607.114512 sec): 3 clusters Score: Raw -331446.428484 + Penalty 1808.778380 = -329637.650104 nChanged 14 SP:Iteration 24Q (6607.225400 sec): 3 clusters Score: Raw -331451.043547 + Penalty 1808.778380 = -329642.265167 nChanged 15 SP:Iteration 25Q (6607.356481 sec): 3 clusters Score: Raw -331456.142377 + Penalty 1808.778380 = -329647.363997 nChanged 15 SP:Iteration 26Q (6607.446157 sec): 3 clusters Score: Raw -331459.930630 + Penalty 1808.778380 = -329651.152250 nChanged 12 SP:Iteration 27Q (6607.558482 sec): 3 clusters Score: Raw -331462.169336 + Penalty 1808.778380 = -329653.390956 nChanged 2 SP:Iteration 28Q (6607.665701 sec): 3 clusters Score: Raw -331462.411305 + Penalty 1808.778380 = -329653.632925 nChanged 1 SP:Iteration 29Q (6607.780277 sec): 3 clusters Score: Raw -331462.563861 + Penalty 1808.778380 = -329653.785481 nChanged 1 SP:Iteration 30Q (6607.875050 sec): 3 clusters Score: Raw -331462.710367 + Penalty 1808.778380 = -329653.931987 nChanged 2 SP:Iteration 31Q (6607.984732 sec): 3 clusters Score: Raw -331462.934811 + Penalty 1808.778380 = -329654.156431 nChanged 1 SP:Iteration 32Q (6608.093455 sec): 3 clusters Score: Raw -331463.014373 + Penalty 1808.778380 = -329654.235993 nChanged 1 SP:Iteration 33Q (6608.143859 sec): 3 clusters Score: Raw -331463.159744 + Penalty 1808.778380 = -329654.381364 nChanged 1 SP:Iteration 34Q (6608.251095 sec): 3 clusters Score: Raw -331463.254213 + Penalty 1808.778380 = -329654.475833 nChanged 0 SP:Iteration 35F (6608.356595 sec): 3 clusters Score: Raw -331463.254213 + Penalty 1808.778380 = -329654.475833 nChanged 0 Score: Raw -4216052.653379 + Penalty 18923.502585 = -4197129.150793 Splitting cluster 11 changes total score from -4196068.506988 to -4197129.150793 So it's getting split into cluster 16. Trying to split cluster 12 (895 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6610.304770 sec): 2 clusters Score: Raw -40034.865036 + Penalty 713.666490 = -39321.198546 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6610.419120 sec): 3 clusters Score: Raw -39724.299324 + Penalty 1427.332981 = -38296.966344 nChanged 293 SP:Iteration 1F (6610.493003 sec): 3 clusters Score: Raw -40089.779138 + Penalty 1427.332981 = -38662.446157 nChanged 87 SP:Iteration 2F (6610.593668 sec): 3 clusters Score: Raw -40213.836530 + Penalty 1427.332981 = -38786.503549 nChanged 49 SP:Iteration 3F (6610.693400 sec): 3 clusters Score: Raw -40264.869243 + Penalty 1427.332981 = -38837.536263 nChanged 29 SP:Iteration 4Q (6610.750135 sec): 3 clusters Score: Raw -40293.596972 + Penalty 1427.332981 = -38866.263991 nChanged 23 SP:Iteration 5Q (6610.854316 sec): 3 clusters Score: Raw -40311.513542 + Penalty 1427.332981 = -38884.180561 nChanged 9 SP:Iteration 6Q (6610.947534 sec): 3 clusters Score: Raw -40319.544654 + Penalty 1427.332981 = -38892.211673 nChanged 10 SP:Iteration 7Q (6611.019273 sec): 3 clusters Score: Raw -40329.063882 + Penalty 1427.332981 = -38901.730901 nChanged 9 SP:Iteration 8Q (6611.112444 sec): 3 clusters Score: Raw -40337.162043 + Penalty 1427.332981 = -38909.829062 nChanged 5 SP:Iteration 9Q (6611.200703 sec): 3 clusters Score: Raw -40340.242209 + Penalty 1427.332981 = -38912.909228 nChanged 6 SP:Iteration 10Q (6611.299006 sec): 3 clusters Score: Raw -40344.777202 + Penalty 1427.332981 = -38917.444221 nChanged 5 SP:Iteration 11Q (6611.396771 sec): 3 clusters Score: Raw -40349.297526 + Penalty 1427.332981 = -38921.964545 nChanged 4 SP:Iteration 12Q (6611.510307 sec): 3 clusters Score: Raw -40351.626062 + Penalty 1427.332981 = -38924.293081 nChanged 1 SP:Iteration 13Q (6611.572711 sec): 3 clusters Score: Raw -40352.173727 + Penalty 1427.332981 = -38924.840746 nChanged 3 SP:Iteration 14Q (6611.669473 sec): 3 clusters Score: Raw -40353.794845 + Penalty 1427.332981 = -38926.461864 nChanged 3 SP:Iteration 15Q (6611.767151 sec): 3 clusters Score: Raw -40355.883095 + Penalty 1427.332981 = -38928.550114 nChanged 2 SP:Iteration 16Q (6611.864256 sec): 3 clusters Score: Raw -40358.325019 + Penalty 1427.332981 = -38930.992038 nChanged 0 SP:Iteration 17F (6611.990768 sec): 3 clusters Score: Raw -40358.325019 + Penalty 1427.332981 = -38930.992038 nChanged 0 Trying to split cluster 13 (2078 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6612.050169 sec): 2 clusters Score: Raw -109641.672488 + Penalty 802.111923 = -108839.560565 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6612.118496 sec): 3 clusters Score: Raw -108700.046583 + Penalty 1604.223846 = -107095.822736 nChanged 800 SP:Iteration 1F (6612.210511 sec): 3 clusters Score: Raw -109213.572922 + Penalty 1604.223846 = -107609.349076 nChanged 151 SP:Iteration 2F (6612.313478 sec): 3 clusters Score: Raw -109302.113464 + Penalty 1604.223846 = -107697.889618 nChanged 90 SP:Iteration 3Q (6612.409943 sec): 3 clusters Score: Raw -109359.010106 + Penalty 1604.223846 = -107754.786260 nChanged 81 SP:Iteration 4Q (6612.504108 sec): 3 clusters Score: Raw -109397.847437 + Penalty 1604.223846 = -107793.623591 nChanged 65 SP:Iteration 5Q (6612.605787 sec): 3 clusters Score: Raw -109429.693033 + Penalty 1604.223846 = -107825.469187 nChanged 38 SP:Iteration 6Q (6612.688142 sec): 3 clusters Score: Raw -109451.647617 + Penalty 1604.223846 = -107847.423771 nChanged 34 SP:Iteration 7Q (6612.778034 sec): 3 clusters Score: Raw -109463.948807 + Penalty 1604.223846 = -107859.724961 nChanged 26 SP:Iteration 8Q (6612.897841 sec): 3 clusters Score: Raw -109472.522389 + Penalty 1604.223846 = -107868.298543 nChanged 20 SP:Iteration 9Q (6613.009208 sec): 3 clusters Score: Raw -109479.095383 + Penalty 1604.223846 = -107874.871537 nChanged 15 SP:Iteration 10Q (6613.109318 sec): 3 clusters Score: Raw -109483.881583 + Penalty 1604.223846 = -107879.657737 nChanged 14 SP:Iteration 11Q (6613.190529 sec): 3 clusters Score: Raw -109488.719986 + Penalty 1604.223846 = -107884.496139 nChanged 10 SP:Iteration 12Q (6613.280103 sec): 3 clusters Score: Raw -109492.050660 + Penalty 1604.223846 = -107887.826814 nChanged 11 SP:Iteration 13Q (6613.373728 sec): 3 clusters Score: Raw -109496.290594 + Penalty 1604.223846 = -107892.066748 nChanged 18 SP:Iteration 14Q (6613.461451 sec): 3 clusters Score: Raw -109502.153970 + Penalty 1604.223846 = -107897.930124 nChanged 15 SP:Iteration 15Q (6613.566158 sec): 3 clusters Score: Raw -109507.111386 + Penalty 1604.223846 = -107902.887540 nChanged 10 SP:Iteration 16Q (6613.644622 sec): 3 clusters Score: Raw -109510.831541 + Penalty 1604.223846 = -107906.607695 nChanged 10 SP:Iteration 17Q (6613.748599 sec): 3 clusters Score: Raw -109514.979335 + Penalty 1604.223846 = -107910.755489 nChanged 14 SP:Iteration 18Q (6613.843077 sec): 3 clusters Score: Raw -109521.143623 + Penalty 1604.223846 = -107916.919777 nChanged 14 SP:Iteration 19Q (6613.955642 sec): 3 clusters Score: Raw -109526.918736 + Penalty 1604.223846 = -107922.694890 nChanged 13 SP:Iteration 20F (6614.045541 sec): 3 clusters Score: Raw -109533.217249 + Penalty 1604.223846 = -107928.993403 nChanged 14 SP:Iteration 21Q (6614.148508 sec): 3 clusters Score: Raw -109541.151306 + Penalty 1604.223846 = -107936.927460 nChanged 14 SP:Iteration 22Q (6614.238908 sec): 3 clusters Score: Raw -109547.443938 + Penalty 1604.223846 = -107943.220092 nChanged 12 SP:Iteration 23Q (6614.334416 sec): 3 clusters Score: Raw -109553.766464 + Penalty 1604.223846 = -107949.542618 nChanged 17 SP:Iteration 24Q (6614.439899 sec): 3 clusters Score: Raw -109562.742002 + Penalty 1604.223846 = -107958.518156 nChanged 17 SP:Iteration 25Q (6614.545931 sec): 3 clusters Score: Raw -109570.148495 + Penalty 1604.223846 = -107965.924649 nChanged 14 SP:Iteration 26Q (6614.629516 sec): 3 clusters Score: Raw -109573.771092 + Penalty 1604.223846 = -107969.547246 nChanged 9 SP:Iteration 27Q (6614.711633 sec): 3 clusters Score: Raw -109576.331640 + Penalty 1604.223846 = -107972.107794 nChanged 8 SP:Iteration 28Q (6614.828450 sec): 3 clusters Score: Raw -109580.654357 + Penalty 1604.223846 = -107976.430511 nChanged 5 SP:Iteration 29Q (6614.919017 sec): 3 clusters Score: Raw -109583.947479 + Penalty 1604.223846 = -107979.723633 nChanged 7 SP:Iteration 30Q (6615.011170 sec): 3 clusters Score: Raw -109586.489207 + Penalty 1604.223846 = -107982.265361 nChanged 5 SP:Iteration 31Q (6615.102654 sec): 3 clusters Score: Raw -109591.911298 + Penalty 1604.223846 = -107987.687452 nChanged 9 SP:Iteration 32Q (6615.204646 sec): 3 clusters Score: Raw -109597.981977 + Penalty 1604.223846 = -107993.758131 nChanged 14 SP:Iteration 33Q (6615.300576 sec): 3 clusters Score: Raw -109603.558539 + Penalty 1604.223846 = -107999.334693 nChanged 11 SP:Iteration 34Q (6615.400532 sec): 3 clusters Score: Raw -109605.990026 + Penalty 1604.223846 = -108001.766180 nChanged 7 SP:Iteration 35Q (6615.501384 sec): 3 clusters Score: Raw -109608.364730 + Penalty 1604.223846 = -108004.140884 nChanged 7 SP:Iteration 36Q (6615.591411 sec): 3 clusters Score: Raw -109609.611264 + Penalty 1604.223846 = -108005.387418 nChanged 5 SP:Iteration 37Q (6615.688892 sec): 3 clusters Score: Raw -109611.516900 + Penalty 1604.223846 = -108007.293054 nChanged 7 SP:Iteration 38Q (6615.785295 sec): 3 clusters Score: Raw -109613.739910 + Penalty 1604.223846 = -108009.516064 nChanged 9 SP:Iteration 39Q (6615.893217 sec): 3 clusters Score: Raw -109616.617658 + Penalty 1604.223846 = -108012.393812 nChanged 7 SP:Iteration 40F (6615.972494 sec): 3 clusters Score: Raw -109620.291675 + Penalty 1604.223846 = -108016.067829 nChanged 8 SP:Iteration 41Q (6616.060263 sec): 3 clusters Score: Raw -109623.000161 + Penalty 1604.223846 = -108018.776315 nChanged 10 SP:Iteration 42Q (6616.158807 sec): 3 clusters Score: Raw -109627.261599 + Penalty 1604.223846 = -108023.037753 nChanged 13 SP:Iteration 43Q (6616.272607 sec): 3 clusters Score: Raw -109632.789134 + Penalty 1604.223846 = -108028.565288 nChanged 7 SP:Iteration 44Q (6616.348658 sec): 3 clusters Score: Raw -109634.649762 + Penalty 1604.223846 = -108030.425916 nChanged 9 SP:Iteration 45Q (6616.488069 sec): 3 clusters Score: Raw -109636.788381 + Penalty 1604.223846 = -108032.564535 nChanged 5 SP:Iteration 46Q (6616.569506 sec): 3 clusters Score: Raw -109638.992777 + Penalty 1604.223846 = -108034.768931 nChanged 8 SP:Iteration 47Q (6616.669917 sec): 3 clusters Score: Raw -109641.879985 + Penalty 1604.223846 = -108037.656138 nChanged 7 SP:Iteration 48Q (6616.745258 sec): 3 clusters Score: Raw -109644.509953 + Penalty 1604.223846 = -108040.286107 nChanged 8 SP:Iteration 49Q (6616.841985 sec): 3 clusters Score: Raw -109646.036150 + Penalty 1604.223846 = -108041.812304 nChanged 1 SP:Iteration 50Q (6616.937822 sec): 3 clusters Score: Raw -109646.890111 + Penalty 1604.223846 = -108042.666265 nChanged 4 SP:Iteration 51Q (6617.047108 sec): 3 clusters Score: Raw -109648.277835 + Penalty 1604.223846 = -108044.053989 nChanged 2 SP:Iteration 52Q (6617.139023 sec): 3 clusters Score: Raw -109648.964582 + Penalty 1604.223846 = -108044.740735 nChanged 4 SP:Iteration 53Q (6617.229785 sec): 3 clusters Score: Raw -109650.860749 + Penalty 1604.223846 = -108046.636903 nChanged 6 SP:Iteration 54Q (6617.338596 sec): 3 clusters Score: Raw -109652.131633 + Penalty 1604.223846 = -108047.907787 nChanged 3 SP:Iteration 55Q (6617.462457 sec): 3 clusters Score: Raw -109652.651007 + Penalty 1604.223846 = -108048.427161 nChanged 1 SP:Iteration 56Q (6617.546886 sec): 3 clusters Score: Raw -109652.787034 + Penalty 1604.223846 = -108048.563188 nChanged 0 SP:Iteration 57F (6617.654185 sec): 3 clusters Score: Raw -109652.787034 + Penalty 1604.223846 = -108048.563188 nChanged 0 Trying to split cluster 14 (17571 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6617.783102 sec): 2 clusters Score: Raw -1051460.868309 + Penalty 1026.270535 = -1050434.597774 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6617.916439 sec): 3 clusters Score: Raw -1040790.538875 + Penalty 2052.541070 = -1038737.997805 nChanged 8105 SP:Iteration 1F (6618.057125 sec): 3 clusters Score: Raw -1045635.706932 + Penalty 2052.541070 = -1043583.165862 nChanged 1134 SP:Iteration 2F (6618.178243 sec): 3 clusters Score: Raw -1046185.327551 + Penalty 2052.541070 = -1044132.786482 nChanged 1084 SP:Iteration 3F (6618.323363 sec): 3 clusters Score: Raw -1046760.762401 + Penalty 2052.541070 = -1044708.221332 nChanged 1060 SP:Iteration 4F (6618.457998 sec): 3 clusters Score: Raw -1047332.222014 + Penalty 2052.541070 = -1045279.680944 nChanged 970 SP:Iteration 5F (6618.596565 sec): 3 clusters Score: Raw -1047885.740177 + Penalty 2052.541070 = -1045833.199107 nChanged 833 SP:Iteration 6Q (6618.721820 sec): 3 clusters Score: Raw -1048341.791615 + Penalty 2052.541070 = -1046289.250545 nChanged 708 SP:Iteration 7Q (6618.858724 sec): 3 clusters Score: Raw -1048787.791633 + Penalty 2052.541070 = -1046735.250563 nChanged 647 SP:Iteration 8Q (6618.980562 sec): 3 clusters Score: Raw -1049253.516204 + Penalty 2052.541070 = -1047200.975134 nChanged 593 SP:Iteration 9Q (6619.109429 sec): 3 clusters Score: Raw -1049650.445836 + Penalty 2052.541070 = -1047597.904766 nChanged 502 SP:Iteration 10Q (6619.263709 sec): 3 clusters Score: Raw -1049938.427641 + Penalty 2052.541070 = -1047885.886571 nChanged 399 SP:Iteration 11Q (6619.398635 sec): 3 clusters Score: Raw -1050130.877842 + Penalty 2052.541070 = -1048078.336772 nChanged 311 SP:Iteration 12Q (6619.540255 sec): 3 clusters Score: Raw -1050265.792357 + Penalty 2052.541070 = -1048213.251287 nChanged 274 SP:Iteration 13Q (6619.668449 sec): 3 clusters Score: Raw -1050375.750881 + Penalty 2052.541070 = -1048323.209812 nChanged 226 SP:Iteration 14Q (6619.802258 sec): 3 clusters Score: Raw -1050465.706467 + Penalty 2052.541070 = -1048413.165397 nChanged 224 SP:Iteration 15Q (6619.942782 sec): 3 clusters Score: Raw -1050558.200598 + Penalty 2052.541070 = -1048505.659528 nChanged 219 SP:Iteration 16Q (6620.077690 sec): 3 clusters Score: Raw -1050654.906809 + Penalty 2052.541070 = -1048602.365739 nChanged 200 SP:Iteration 17Q (6620.229958 sec): 3 clusters Score: Raw -1050743.233942 + Penalty 2052.541070 = -1048690.692872 nChanged 209 SP:Iteration 18Q (6620.351410 sec): 3 clusters Score: Raw -1050836.068012 + Penalty 2052.541070 = -1048783.526942 nChanged 188 SP:Iteration 19Q (6620.491692 sec): 3 clusters Score: Raw -1050921.597896 + Penalty 2052.541070 = -1048869.056826 nChanged 162 SP:Iteration 20F (6620.621244 sec): 3 clusters Score: Raw -1051006.003812 + Penalty 2052.541070 = -1048953.462742 nChanged 148 SP:Iteration 21Q (6620.743998 sec): 3 clusters Score: Raw -1051097.147256 + Penalty 2052.541070 = -1049044.606186 nChanged 140 SP:Iteration 22Q (6620.867934 sec): 3 clusters Score: Raw -1051188.850630 + Penalty 2052.541070 = -1049136.309560 nChanged 140 SP:Iteration 23Q (6621.006689 sec): 3 clusters Score: Raw -1051312.925656 + Penalty 2052.541070 = -1049260.384586 nChanged 141 SP:Iteration 24Q (6621.138519 sec): 3 clusters Score: Raw -1051436.216124 + Penalty 2052.541070 = -1049383.675054 nChanged 123 SP:Iteration 25Q (6621.260715 sec): 3 clusters Score: Raw -1051582.894909 + Penalty 2052.541070 = -1049530.353839 nChanged 125 SP:Iteration 26Q (6621.392054 sec): 3 clusters Score: Raw -1051731.307237 + Penalty 2052.541070 = -1049678.766167 nChanged 122 SP:Iteration 27Q (6621.534512 sec): 3 clusters Score: Raw -1051866.023814 + Penalty 2052.541070 = -1049813.482744 nChanged 129 SP:Iteration 28Q (6621.668629 sec): 3 clusters Score: Raw -1051972.783365 + Penalty 2052.541070 = -1049920.242295 nChanged 112 SP:Iteration 29Q (6621.797867 sec): 3 clusters Score: Raw -1052063.247357 + Penalty 2052.541070 = -1050010.706287 nChanged 118 SP:Iteration 30Q (6621.932504 sec): 3 clusters Score: Raw -1052143.546400 + Penalty 2052.541070 = -1050091.005330 nChanged 121 SP:Iteration 31Q (6622.062647 sec): 3 clusters Score: Raw -1052217.674158 + Penalty 2052.541070 = -1050165.133088 nChanged 114 SP:Iteration 32Q (6622.206455 sec): 3 clusters Score: Raw -1052270.782395 + Penalty 2052.541070 = -1050218.241325 nChanged 89 SP:Iteration 33Q (6622.339209 sec): 3 clusters Score: Raw -1052308.527164 + Penalty 2052.541070 = -1050255.986094 nChanged 72 SP:Iteration 34Q (6622.464313 sec): 3 clusters Score: Raw -1052330.381818 + Penalty 2052.541070 = -1050277.840748 nChanged 56 SP:Iteration 35Q (6622.600635 sec): 3 clusters Score: Raw -1052347.727154 + Penalty 2052.541070 = -1050295.186084 nChanged 53 SP:Iteration 36Q (6622.732878 sec): 3 clusters Score: Raw -1052364.540517 + Penalty 2052.541070 = -1050311.999447 nChanged 55 SP:Iteration 37Q (6622.859128 sec): 3 clusters Score: Raw -1052384.186990 + Penalty 2052.541070 = -1050331.645921 nChanged 43 SP:Iteration 38Q (6622.988561 sec): 3 clusters Score: Raw -1052395.315170 + Penalty 2052.541070 = -1050342.774100 nChanged 42 SP:Iteration 39Q (6623.127035 sec): 3 clusters Score: Raw -1052406.686406 + Penalty 2052.541070 = -1050354.145336 nChanged 32 SP:Iteration 40F (6623.272283 sec): 3 clusters Score: Raw -1052521.387577 + Penalty 2052.541070 = -1050468.846507 nChanged 132 SP:Iteration 41Q (6623.381632 sec): 3 clusters Score: Raw -1052636.448670 + Penalty 2052.541070 = -1050583.907600 nChanged 137 SP:Iteration 42Q (6623.522033 sec): 3 clusters Score: Raw -1052736.851243 + Penalty 2052.541070 = -1050684.310173 nChanged 155 SP:Iteration 43Q (6623.651286 sec): 3 clusters Score: Raw -1052841.222172 + Penalty 2052.541070 = -1050788.681102 nChanged 155 SP:Iteration 44Q (6623.779948 sec): 3 clusters Score: Raw -1052931.433281 + Penalty 2052.541070 = -1050878.892211 nChanged 145 SP:Iteration 45Q (6623.937666 sec): 3 clusters Score: Raw -1053015.677954 + Penalty 2052.541070 = -1050963.136884 nChanged 145 SP:Iteration 46Q (6624.053738 sec): 3 clusters Score: Raw -1053096.630183 + Penalty 2052.541070 = -1051044.089113 nChanged 140 SP:Iteration 47Q (6624.208738 sec): 3 clusters Score: Raw -1053165.406314 + Penalty 2052.541070 = -1051112.865244 nChanged 130 SP:Iteration 48Q (6624.340436 sec): 3 clusters Score: Raw -1053224.284755 + Penalty 2052.541070 = -1051171.743685 nChanged 131 SP:Iteration 49Q (6624.412186 sec): 3 clusters Score: Raw -1053286.784719 + Penalty 2052.541070 = -1051234.243649 nChanged 117 SP:Iteration 50Q (6624.482147 sec): 3 clusters Score: Raw -1053334.983081 + Penalty 2052.541070 = -1051282.442011 nChanged 93 SP:Iteration 51Q (6624.589858 sec): 3 clusters Score: Raw -1053370.182484 + Penalty 2052.541070 = -1051317.641414 nChanged 78 SP:Iteration 52Q (6624.683345 sec): 3 clusters Score: Raw -1053397.103181 + Penalty 2052.541070 = -1051344.562111 nChanged 62 SP:Iteration 53Q (6624.749844 sec): 3 clusters Score: Raw -1053410.800610 + Penalty 2052.541070 = -1051358.259540 nChanged 37 SP:Iteration 54Q (6624.818675 sec): 3 clusters Score: Raw -1053419.166271 + Penalty 2052.541070 = -1051366.625201 nChanged 32 SP:Iteration 55Q (6624.893165 sec): 3 clusters Score: Raw -1053429.848743 + Penalty 2052.541070 = -1051377.307673 nChanged 26 SP:Iteration 56Q (6625.024345 sec): 3 clusters Score: Raw -1053433.138009 + Penalty 2052.541070 = -1051380.596939 nChanged 12 SP:Iteration 57Q (6625.159688 sec): 3 clusters Score: Raw -1053436.354448 + Penalty 2052.541070 = -1051383.813379 nChanged 9 SP:Iteration 58Q (6625.288245 sec): 3 clusters Score: Raw -1053437.349803 + Penalty 2052.541070 = -1051384.808733 nChanged 9 SP:Iteration 59Q (6625.447492 sec): 3 clusters Score: Raw -1053440.408742 + Penalty 2052.541070 = -1051387.867672 nChanged 12 SP:Iteration 60F (6625.576495 sec): 3 clusters Score: Raw -1053473.359912 + Penalty 2052.541070 = -1051420.818842 nChanged 60 SP:Iteration 61Q (6625.714150 sec): 3 clusters Score: Raw -1053497.741165 + Penalty 2052.541070 = -1051445.200095 nChanged 51 SP:Iteration 62Q (6625.852145 sec): 3 clusters Score: Raw -1053512.030398 + Penalty 2052.541070 = -1051459.489329 nChanged 51 SP:Iteration 63Q (6626.018803 sec): 3 clusters Score: Raw -1053522.542791 + Penalty 2052.541070 = -1051470.001721 nChanged 31 SP:Iteration 64Q (6626.145547 sec): 3 clusters Score: Raw -1053527.495372 + Penalty 2052.541070 = -1051474.954302 nChanged 27 SP:Iteration 65Q (6626.255914 sec): 3 clusters Score: Raw -1053531.466256 + Penalty 2052.541070 = -1051478.925187 nChanged 18 SP:Iteration 66Q (6626.409076 sec): 3 clusters Score: Raw -1053534.101542 + Penalty 2052.541070 = -1051481.560472 nChanged 21 SP:Iteration 67Q (6626.557202 sec): 3 clusters Score: Raw -1053537.214031 + Penalty 2052.541070 = -1051484.672961 nChanged 20 SP:Iteration 68Q (6626.678190 sec): 3 clusters Score: Raw -1053540.124089 + Penalty 2052.541070 = -1051487.583019 nChanged 17 SP:Iteration 69Q (6626.815784 sec): 3 clusters Score: Raw -1053542.122751 + Penalty 2052.541070 = -1051489.581681 nChanged 15 SP:Iteration 70Q (6626.950059 sec): 3 clusters Score: Raw -1053543.536006 + Penalty 2052.541070 = -1051490.994936 nChanged 8 SP:Iteration 71Q (6627.093729 sec): 3 clusters Score: Raw -1053544.187310 + Penalty 2052.541070 = -1051491.646241 nChanged 5 SP:Iteration 72Q (6627.212038 sec): 3 clusters Score: Raw -1053544.682202 + Penalty 2052.541070 = -1051492.141132 nChanged 6 SP:Iteration 73Q (6627.359536 sec): 3 clusters Score: Raw -1053545.054799 + Penalty 2052.541070 = -1051492.513729 nChanged 4 SP:Iteration 74Q (6627.485903 sec): 3 clusters Score: Raw -1053545.247104 + Penalty 2052.541070 = -1051492.706035 nChanged 0 SP:Iteration 75F (6627.618198 sec): 3 clusters Score: Raw -1053545.247104 + Penalty 2052.541070 = -1051492.706035 nChanged 0 Score: Raw -4218137.032174 + Penalty 20106.221497 = -4198030.810677 Splitting cluster 14 changes total score from -4196068.506988 to -4198030.810677 So it's getting split into cluster 17. Trying to split cluster 15 (2802 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6629.783791 sec): 2 clusters Score: Raw -166780.444066 + Penalty 833.499316 = -165946.944750 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6629.867485 sec): 3 clusters Score: Raw -165322.186703 + Penalty 1666.998633 = -163655.188070 nChanged 1120 SP:Iteration 1F (6629.968405 sec): 3 clusters Score: Raw -165961.033122 + Penalty 1666.998633 = -164294.034489 nChanged 211 SP:Iteration 2F (6630.087427 sec): 3 clusters Score: Raw -166070.201186 + Penalty 1666.998633 = -164403.202554 nChanged 145 SP:Iteration 3F (6630.227675 sec): 3 clusters Score: Raw -166149.319370 + Penalty 1666.998633 = -164482.320737 nChanged 111 SP:Iteration 4Q (6630.301615 sec): 3 clusters Score: Raw -166203.666691 + Penalty 1666.998633 = -164536.668059 nChanged 91 SP:Iteration 5Q (6630.420439 sec): 3 clusters Score: Raw -166239.539081 + Penalty 1666.998633 = -164572.540448 nChanged 78 SP:Iteration 6Q (6630.532155 sec): 3 clusters Score: Raw -166275.799825 + Penalty 1666.998633 = -164608.801192 nChanged 68 SP:Iteration 7Q (6630.610694 sec): 3 clusters Score: Raw -166307.632939 + Penalty 1666.998633 = -164640.634306 nChanged 59 SP:Iteration 8Q (6630.712361 sec): 3 clusters Score: Raw -166334.240297 + Penalty 1666.998633 = -164667.241664 nChanged 55 SP:Iteration 9Q (6630.814695 sec): 3 clusters Score: Raw -166358.711470 + Penalty 1666.998633 = -164691.712838 nChanged 52 SP:Iteration 10Q (6630.933175 sec): 3 clusters Score: Raw -166380.545525 + Penalty 1666.998633 = -164713.546893 nChanged 45 SP:Iteration 11Q (6631.035928 sec): 3 clusters Score: Raw -166400.375152 + Penalty 1666.998633 = -164733.376520 nChanged 36 SP:Iteration 12Q (6631.145323 sec): 3 clusters Score: Raw -166421.386950 + Penalty 1666.998633 = -164754.388318 nChanged 52 SP:Iteration 13Q (6631.239993 sec): 3 clusters Score: Raw -166447.276490 + Penalty 1666.998633 = -164780.277857 nChanged 54 SP:Iteration 14Q (6631.338134 sec): 3 clusters Score: Raw -166474.418312 + Penalty 1666.998633 = -164807.419680 nChanged 53 SP:Iteration 15Q (6631.462036 sec): 3 clusters Score: Raw -166498.108633 + Penalty 1666.998633 = -164831.110000 nChanged 48 SP:Iteration 16Q (6631.544743 sec): 3 clusters Score: Raw -166524.645723 + Penalty 1666.998633 = -164857.647090 nChanged 55 SP:Iteration 17Q (6631.671567 sec): 3 clusters Score: Raw -166554.809973 + Penalty 1666.998633 = -164887.811341 nChanged 60 SP:Iteration 18Q (6631.762188 sec): 3 clusters Score: Raw -166592.278209 + Penalty 1666.998633 = -164925.279576 nChanged 57 SP:Iteration 19Q (6631.892990 sec): 3 clusters Score: Raw -166622.141742 + Penalty 1666.998633 = -164955.143109 nChanged 36 SP:Iteration 20F (6631.974615 sec): 3 clusters Score: Raw -166636.292774 + Penalty 1666.998633 = -164969.294141 nChanged 38 SP:Iteration 21Q (6632.072770 sec): 3 clusters Score: Raw -166649.610289 + Penalty 1666.998633 = -164982.611656 nChanged 33 SP:Iteration 22Q (6632.191156 sec): 3 clusters Score: Raw -166659.462837 + Penalty 1666.998633 = -164992.464204 nChanged 24 SP:Iteration 23Q (6632.295743 sec): 3 clusters Score: Raw -166668.614044 + Penalty 1666.998633 = -165001.615411 nChanged 27 SP:Iteration 24Q (6632.375402 sec): 3 clusters Score: Raw -166680.022270 + Penalty 1666.998633 = -165013.023638 nChanged 24 SP:Iteration 25Q (6632.494501 sec): 3 clusters Score: Raw -166687.384257 + Penalty 1666.998633 = -165020.385624 nChanged 20 SP:Iteration 26Q (6632.590427 sec): 3 clusters Score: Raw -166698.823614 + Penalty 1666.998633 = -165031.824981 nChanged 20 SP:Iteration 27Q (6632.668549 sec): 3 clusters Score: Raw -166709.536430 + Penalty 1666.998633 = -165042.537798 nChanged 22 SP:Iteration 28Q (6632.773353 sec): 3 clusters Score: Raw -166717.693900 + Penalty 1666.998633 = -165050.695267 nChanged 20 SP:Iteration 29Q (6632.882427 sec): 3 clusters Score: Raw -166723.033564 + Penalty 1666.998633 = -165056.034931 nChanged 16 SP:Iteration 30Q (6632.997163 sec): 3 clusters Score: Raw -166728.361813 + Penalty 1666.998633 = -165061.363180 nChanged 13 SP:Iteration 31Q (6633.122429 sec): 3 clusters Score: Raw -166731.761320 + Penalty 1666.998633 = -165064.762688 nChanged 10 SP:Iteration 32Q (6633.209841 sec): 3 clusters Score: Raw -166735.113044 + Penalty 1666.998633 = -165068.114411 nChanged 13 SP:Iteration 33Q (6633.302298 sec): 3 clusters Score: Raw -166738.176623 + Penalty 1666.998633 = -165071.177990 nChanged 8 SP:Iteration 34Q (6633.397963 sec): 3 clusters Score: Raw -166740.157116 + Penalty 1666.998633 = -165073.158483 nChanged 10 SP:Iteration 35Q (6633.513096 sec): 3 clusters Score: Raw -166744.313420 + Penalty 1666.998633 = -165077.314787 nChanged 13 SP:Iteration 36Q (6633.593198 sec): 3 clusters Score: Raw -166748.134905 + Penalty 1666.998633 = -165081.136272 nChanged 16 SP:Iteration 37Q (6633.698569 sec): 3 clusters Score: Raw -166754.820709 + Penalty 1666.998633 = -165087.822076 nChanged 20 SP:Iteration 38Q (6633.826262 sec): 3 clusters Score: Raw -166760.769280 + Penalty 1666.998633 = -165093.770648 nChanged 14 SP:Iteration 39Q (6633.941374 sec): 3 clusters Score: Raw -166766.008503 + Penalty 1666.998633 = -165099.009871 nChanged 12 SP:Iteration 40F (6634.027539 sec): 3 clusters Score: Raw -166772.023201 + Penalty 1666.998633 = -165105.024569 nChanged 17 SP:Iteration 41Q (6634.118864 sec): 3 clusters Score: Raw -166780.460986 + Penalty 1666.998633 = -165113.462354 nChanged 20 SP:Iteration 42Q (6634.209318 sec): 3 clusters Score: Raw -166792.302461 + Penalty 1666.998633 = -165125.303828 nChanged 16 SP:Iteration 43Q (6634.316822 sec): 3 clusters Score: Raw -166805.266165 + Penalty 1666.998633 = -165138.267532 nChanged 21 SP:Iteration 44Q (6634.435999 sec): 3 clusters Score: Raw -166816.778779 + Penalty 1666.998633 = -165149.780146 nChanged 14 SP:Iteration 45Q (6634.545695 sec): 3 clusters Score: Raw -166823.019729 + Penalty 1666.998633 = -165156.021096 nChanged 15 SP:Iteration 46Q (6634.645922 sec): 3 clusters Score: Raw -166829.613940 + Penalty 1666.998633 = -165162.615308 nChanged 11 SP:Iteration 47Q (6634.757008 sec): 3 clusters Score: Raw -166834.423161 + Penalty 1666.998633 = -165167.424529 nChanged 10 SP:Iteration 48Q (6634.830061 sec): 3 clusters Score: Raw -166837.790239 + Penalty 1666.998633 = -165170.791606 nChanged 12 SP:Iteration 49Q (6634.923203 sec): 3 clusters Score: Raw -166843.273860 + Penalty 1666.998633 = -165176.275227 nChanged 12 SP:Iteration 50Q (6635.014563 sec): 3 clusters Score: Raw -166850.708869 + Penalty 1666.998633 = -165183.710237 nChanged 20 SP:Iteration 51Q (6635.117085 sec): 3 clusters Score: Raw -166861.603088 + Penalty 1666.998633 = -165194.604455 nChanged 21 SP:Iteration 52Q (6635.207917 sec): 3 clusters Score: Raw -166871.663462 + Penalty 1666.998633 = -165204.664830 nChanged 16 SP:Iteration 53Q (6635.318375 sec): 3 clusters Score: Raw -166878.568503 + Penalty 1666.998633 = -165211.569870 nChanged 16 SP:Iteration 54Q (6635.438818 sec): 3 clusters Score: Raw -166885.418861 + Penalty 1666.998633 = -165218.420229 nChanged 17 SP:Iteration 55Q (6635.523992 sec): 3 clusters Score: Raw -166892.250149 + Penalty 1666.998633 = -165225.251516 nChanged 10 SP:Iteration 56Q (6635.623990 sec): 3 clusters Score: Raw -166895.915908 + Penalty 1666.998633 = -165228.917275 nChanged 9 SP:Iteration 57Q (6635.725250 sec): 3 clusters Score: Raw -166899.571644 + Penalty 1666.998633 = -165232.573012 nChanged 10 SP:Iteration 58Q (6635.850499 sec): 3 clusters Score: Raw -166904.252274 + Penalty 1666.998633 = -165237.253641 nChanged 11 SP:Iteration 59Q (6635.926262 sec): 3 clusters Score: Raw -166908.052609 + Penalty 1666.998633 = -165241.053976 nChanged 9 SP:Iteration 60F (6636.034355 sec): 3 clusters Score: Raw -166911.942201 + Penalty 1666.998633 = -165244.943568 nChanged 7 SP:Iteration 61Q (6636.139192 sec): 3 clusters Score: Raw -166914.615070 + Penalty 1666.998633 = -165247.616438 nChanged 8 SP:Iteration 62Q (6636.229358 sec): 3 clusters Score: Raw -166918.096347 + Penalty 1666.998633 = -165251.097714 nChanged 8 SP:Iteration 63Q (6636.332889 sec): 3 clusters Score: Raw -166922.128220 + Penalty 1666.998633 = -165255.129587 nChanged 8 SP:Iteration 64Q (6636.439683 sec): 3 clusters Score: Raw -166924.747651 + Penalty 1666.998633 = -165257.749019 nChanged 4 SP:Iteration 65Q (6636.557753 sec): 3 clusters Score: Raw -166926.776189 + Penalty 1666.998633 = -165259.777556 nChanged 6 SP:Iteration 66Q (6636.640473 sec): 3 clusters Score: Raw -166930.141765 + Penalty 1666.998633 = -165263.143132 nChanged 6 SP:Iteration 67Q (6636.729802 sec): 3 clusters Score: Raw -166931.975575 + Penalty 1666.998633 = -165264.976942 nChanged 6 SP:Iteration 68Q (6636.816521 sec): 3 clusters Score: Raw -166933.214404 + Penalty 1666.998633 = -165266.215772 nChanged 5 SP:Iteration 69Q (6636.920662 sec): 3 clusters Score: Raw -166934.490274 + Penalty 1666.998633 = -165267.491642 nChanged 4 SP:Iteration 70Q (6637.046395 sec): 3 clusters Score: Raw -166935.754349 + Penalty 1666.998633 = -165268.755716 nChanged 2 SP:Iteration 71Q (6637.129652 sec): 3 clusters Score: Raw -166936.199721 + Penalty 1666.998633 = -165269.201088 nChanged 4 SP:Iteration 72Q (6637.246791 sec): 3 clusters Score: Raw -166937.433766 + Penalty 1666.998633 = -165270.435133 nChanged 4 SP:Iteration 73Q (6637.358105 sec): 3 clusters Score: Raw -166938.288939 + Penalty 1666.998633 = -165271.290306 nChanged 5 SP:Iteration 74Q (6637.453604 sec): 3 clusters Score: Raw -166939.906740 + Penalty 1666.998633 = -165272.908107 nChanged 1 SP:Iteration 75Q (6637.555088 sec): 3 clusters Score: Raw -166940.424835 + Penalty 1666.998633 = -165273.426203 nChanged 2 SP:Iteration 76Q (6637.659394 sec): 3 clusters Score: Raw -166941.357498 + Penalty 1666.998633 = -165274.358865 nChanged 1 SP:Iteration 77Q (6637.785560 sec): 3 clusters Score: Raw -166942.115872 + Penalty 1666.998633 = -165275.117239 nChanged 2 SP:Iteration 78Q (6637.895254 sec): 3 clusters Score: Raw -166943.391190 + Penalty 1666.998633 = -165276.392557 nChanged 1 SP:Iteration 79Q (6637.966767 sec): 3 clusters Score: Raw -166943.605629 + Penalty 1666.998633 = -165276.606997 nChanged 1 SP:Iteration 80F (6638.088536 sec): 3 clusters Score: Raw -166944.131417 + Penalty 1666.998633 = -165277.132785 nChanged 2 SP:Iteration 81Q (6638.184470 sec): 3 clusters Score: Raw -166944.663152 + Penalty 1666.998633 = -165277.664519 nChanged 3 SP:Iteration 82Q (6638.243500 sec): 3 clusters Score: Raw -166945.755219 + Penalty 1666.998633 = -165278.756587 nChanged 2 SP:Iteration 83Q (6638.270279 sec): 3 clusters Score: Raw -166946.268301 + Penalty 1666.998633 = -165279.269669 nChanged 3 SP:Iteration 84Q (6638.296836 sec): 3 clusters Score: Raw -166946.910178 + Penalty 1666.998633 = -165279.911545 nChanged 1 SP:Iteration 85Q (6638.323057 sec): 3 clusters Score: Raw -166947.049149 + Penalty 1666.998633 = -165280.050516 nChanged 1 SP:Iteration 86Q (6638.368424 sec): 3 clusters Score: Raw -166947.295252 + Penalty 1666.998633 = -165280.296620 nChanged 0 SP:Iteration 87F (6638.454174 sec): 3 clusters Score: Raw -166947.295252 + Penalty 1666.998633 = -165280.296620 nChanged 0 Iteration 59Q (6640.232374 sec): 18 clusters Score: Raw -4219196.918449 + Penalty 20106.221497 = -4199090.696952 nChanged 1606 Iteration 60F (6642.355197 sec): 18 clusters Score: Raw -4220114.984727 + Penalty 20106.221497 = -4200008.763230 nChanged 1043 Iteration 61Q (6643.879582 sec): 18 clusters Score: Raw -4220543.107826 + Penalty 20106.221497 = -4200436.886329 nChanged 747 Iteration 62Q (6645.465670 sec): 18 clusters Score: Raw -4220850.473171 + Penalty 20106.221497 = -4200744.251674 nChanged 596 Iteration 63Q (6647.053378 sec): 18 clusters Score: Raw -4221153.100359 + Penalty 20106.221497 = -4201046.878862 nChanged 493 Iteration 64Q (6648.666081 sec): 18 clusters Score: Raw -4221513.142180 + Penalty 20106.221497 = -4201406.920683 nChanged 413 Iteration 65Q (6650.216530 sec): 18 clusters Score: Raw -4221737.610136 + Penalty 20106.221497 = -4201631.388639 nChanged 308 Iteration 66Q (6651.651120 sec): 18 clusters Score: Raw -4221842.053758 + Penalty 20106.221497 = -4201735.832261 nChanged 244 Iteration 67Q (6653.239508 sec): 18 clusters Score: Raw -4221900.541753 + Penalty 20106.221497 = -4201794.320256 nChanged 183 Iteration 68Q (6654.754526 sec): 18 clusters Score: Raw -4221940.418190 + Penalty 20106.221497 = -4201834.196693 nChanged 147 Iteration 69Q (6656.362982 sec): 18 clusters Score: Raw -4221985.042779 + Penalty 20106.221497 = -4201878.821283 nChanged 139 Iteration 70Q (6657.894557 sec): 18 clusters Score: Raw -4222042.019323 + Penalty 20106.221497 = -4201935.797826 nChanged 142 Iteration 71Q (6659.383257 sec): 18 clusters Score: Raw -4222095.925652 + Penalty 20106.221497 = -4201989.704155 nChanged 129 Iteration 72Q (6660.899218 sec): 18 clusters Score: Raw -4222130.248025 + Penalty 20106.221497 = -4202024.026529 nChanged 120 Iteration 73Q (6662.391392 sec): 18 clusters Score: Raw -4222158.252792 + Penalty 20106.221497 = -4202052.031295 nChanged 105 Iteration 74Q (6663.966964 sec): 18 clusters Score: Raw -4222175.752591 + Penalty 20106.221497 = -4202069.531094 nChanged 99 Iteration 75Q (6665.658794 sec): 18 clusters Score: Raw -4222187.743302 + Penalty 20106.221497 = -4202081.521805 nChanged 79 Iteration 76Q (6667.233451 sec): 18 clusters Score: Raw -4222196.466487 + Penalty 20106.221497 = -4202090.244990 nChanged 75 Iteration 77Q (6668.640850 sec): 18 clusters Score: Raw -4222204.873566 + Penalty 20106.221497 = -4202098.652069 nChanged 53 Iteration 78Q (6670.072614 sec): 18 clusters Score: Raw -4222211.725445 + Penalty 20106.221497 = -4202105.503948 nChanged 57 Iteration 79Q (6671.593246 sec): 18 clusters Score: Raw -4222219.673840 + Penalty 20106.221497 = -4202113.452343 nChanged 60 Iteration 80F (6673.728839 sec): 18 clusters Score: Raw -4222230.929963 + Penalty 20106.221497 = -4202124.708466 nChanged 58 Iteration 81Q (6675.282486 sec): 18 clusters Score: Raw -4222239.219157 + Penalty 20106.221497 = -4202132.997660 nChanged 56 Iteration 82Q (6676.890576 sec): 18 clusters Score: Raw -4222247.707647 + Penalty 20106.221497 = -4202141.486150 nChanged 62 Iteration 83Q (6678.512142 sec): 18 clusters Score: Raw -4222258.788374 + Penalty 20106.221497 = -4202152.566877 nChanged 73 Iteration 84Q (6680.111628 sec): 18 clusters Score: Raw -4222274.912290 + Penalty 20106.221497 = -4202168.690793 nChanged 86 Iteration 85Q (6681.726271 sec): 18 clusters Score: Raw -4222289.642734 + Penalty 20106.221497 = -4202183.421237 nChanged 90 Iteration 86Q (6683.310749 sec): 18 clusters Score: Raw -4222302.426815 + Penalty 20106.221497 = -4202196.205318 nChanged 81 Iteration 87Q (6684.871154 sec): 18 clusters Score: Raw -4222314.321759 + Penalty 20106.221497 = -4202208.100262 nChanged 72 Iteration 88Q (6686.474461 sec): 18 clusters Score: Raw -4222322.759074 + Penalty 20106.221497 = -4202216.537577 nChanged 73 Iteration 89Q (6688.100992 sec): 18 clusters Score: Raw -4222331.856219 + Penalty 20106.221497 = -4202225.634722 nChanged 62 Iteration 90Q (6689.500900 sec): 18 clusters Score: Raw -4222338.394787 + Penalty 20106.221497 = -4202232.173290 nChanged 61 Iteration 91Q (6690.985114 sec): 18 clusters Score: Raw -4222344.553686 + Penalty 20106.221497 = -4202238.332189 nChanged 54 Iteration 92Q (6692.556578 sec): 18 clusters Score: Raw -4222349.369008 + Penalty 20106.221497 = -4202243.147511 nChanged 41 Iteration 93Q (6694.114167 sec): 18 clusters Score: Raw -4222352.466271 + Penalty 20106.221497 = -4202246.244774 nChanged 38 Iteration 94Q (6695.641879 sec): 18 clusters Score: Raw -4222355.176373 + Penalty 20106.221497 = -4202248.954876 nChanged 35 Iteration 95Q (6697.215336 sec): 18 clusters Score: Raw -4222357.414217 + Penalty 20106.221497 = -4202251.192720 nChanged 26 Iteration 96Q (6698.814606 sec): 18 clusters Score: Raw -4222359.498956 + Penalty 20106.221497 = -4202253.277459 nChanged 21 Iteration 97Q (6700.380478 sec): 18 clusters Score: Raw -4222360.838381 + Penalty 20106.221497 = -4202254.616884 nChanged 21 Iteration 98Q (6701.979334 sec): 18 clusters Score: Raw -4222362.145848 + Penalty 20106.221497 = -4202255.924351 nChanged 14 Writing temp clu file Because OldScore, -4202254.616884, is greater than current (better) Score,-4202255.924351 Compute initial score before splitting: Score: Raw -4222362.145848 + Penalty 20106.221497 = -4202255.924351 Trying to split cluster 1 (2981 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6702.098000 sec): 2 clusters Score: Raw -171294.030631 + Penalty 840.001480 = -170454.029151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6702.297107 sec): 3 clusters Score: Raw -169805.739703 + Penalty 1680.002960 = -168125.736743 nChanged 1186 SP:Iteration 1F (6702.415069 sec): 3 clusters Score: Raw -170554.452415 + Penalty 1680.002960 = -168874.449455 nChanged 242 SP:Iteration 2F (6702.533392 sec): 3 clusters Score: Raw -170766.736184 + Penalty 1680.002960 = -169086.733224 nChanged 189 SP:Iteration 3F (6702.649816 sec): 3 clusters Score: Raw -170925.362227 + Penalty 1680.002960 = -169245.359268 nChanged 171 SP:Iteration 4F (6702.763218 sec): 3 clusters Score: Raw -171046.985285 + Penalty 1680.002960 = -169366.982325 nChanged 151 SP:Iteration 5F (6702.887176 sec): 3 clusters Score: Raw -171167.602972 + Penalty 1680.002960 = -169487.600013 nChanged 135 SP:Iteration 6Q (6702.995637 sec): 3 clusters Score: Raw -171267.698101 + Penalty 1680.002960 = -169587.695141 nChanged 105 SP:Iteration 7Q (6703.105098 sec): 3 clusters Score: Raw -171335.225823 + Penalty 1680.002960 = -169655.222863 nChanged 72 SP:Iteration 8Q (6703.216768 sec): 3 clusters Score: Raw -171377.131132 + Penalty 1680.002960 = -169697.128172 nChanged 49 SP:Iteration 9Q (6703.327660 sec): 3 clusters Score: Raw -171408.826133 + Penalty 1680.002960 = -169728.823174 nChanged 47 SP:Iteration 10Q (6703.464583 sec): 3 clusters Score: Raw -171441.226963 + Penalty 1680.002960 = -169761.224003 nChanged 40 SP:Iteration 11Q (6703.552251 sec): 3 clusters Score: Raw -171464.877852 + Penalty 1680.002960 = -169784.874892 nChanged 43 SP:Iteration 12Q (6703.666077 sec): 3 clusters Score: Raw -171491.169416 + Penalty 1680.002960 = -169811.166456 nChanged 43 SP:Iteration 13Q (6703.778559 sec): 3 clusters Score: Raw -171521.109128 + Penalty 1680.002960 = -169841.106168 nChanged 51 SP:Iteration 14Q (6703.892650 sec): 3 clusters Score: Raw -171554.770478 + Penalty 1680.002960 = -169874.767518 nChanged 43 SP:Iteration 15Q (6703.996947 sec): 3 clusters Score: Raw -171580.116642 + Penalty 1680.002960 = -169900.113682 nChanged 40 SP:Iteration 16Q (6704.088806 sec): 3 clusters Score: Raw -171603.284684 + Penalty 1680.002960 = -169923.281725 nChanged 37 SP:Iteration 17Q (6704.197733 sec): 3 clusters Score: Raw -171624.325442 + Penalty 1680.002960 = -169944.322482 nChanged 26 SP:Iteration 18Q (6704.308681 sec): 3 clusters Score: Raw -171634.115291 + Penalty 1680.002960 = -169954.112331 nChanged 17 SP:Iteration 19Q (6704.419517 sec): 3 clusters Score: Raw -171640.291095 + Penalty 1680.002960 = -169960.288136 nChanged 14 SP:Iteration 20F (6704.530680 sec): 3 clusters Score: Raw -171645.971893 + Penalty 1680.002960 = -169965.968933 nChanged 19 SP:Iteration 21Q (6704.640506 sec): 3 clusters Score: Raw -171655.540256 + Penalty 1680.002960 = -169975.537297 nChanged 17 SP:Iteration 22Q (6704.775090 sec): 3 clusters Score: Raw -171662.596556 + Penalty 1680.002960 = -169982.593596 nChanged 14 SP:Iteration 23Q (6704.865646 sec): 3 clusters Score: Raw -171668.129226 + Penalty 1680.002960 = -169988.126266 nChanged 9 SP:Iteration 24Q (6704.979495 sec): 3 clusters Score: Raw -171671.468188 + Penalty 1680.002960 = -169991.465228 nChanged 9 SP:Iteration 25Q (6705.118999 sec): 3 clusters Score: Raw -171674.787958 + Penalty 1680.002960 = -169994.784998 nChanged 6 SP:Iteration 26Q (6705.205587 sec): 3 clusters Score: Raw -171676.688893 + Penalty 1680.002960 = -169996.685934 nChanged 6 SP:Iteration 27Q (6705.319871 sec): 3 clusters Score: Raw -171678.579606 + Penalty 1680.002960 = -169998.576647 nChanged 7 SP:Iteration 28Q (6705.440055 sec): 3 clusters Score: Raw -171681.499811 + Penalty 1680.002960 = -170001.496851 nChanged 8 SP:Iteration 29Q (6705.558762 sec): 3 clusters Score: Raw -171683.056855 + Penalty 1680.002960 = -170003.053895 nChanged 5 SP:Iteration 30Q (6705.676994 sec): 3 clusters Score: Raw -171686.059580 + Penalty 1680.002960 = -170006.056620 nChanged 9 SP:Iteration 31Q (6705.795041 sec): 3 clusters Score: Raw -171690.468421 + Penalty 1680.002960 = -170010.465461 nChanged 8 SP:Iteration 32Q (6705.907450 sec): 3 clusters Score: Raw -171692.523779 + Penalty 1680.002960 = -170012.520819 nChanged 3 SP:Iteration 33Q (6706.026036 sec): 3 clusters Score: Raw -171693.718933 + Penalty 1680.002960 = -170013.715973 nChanged 2 SP:Iteration 34Q (6706.117798 sec): 3 clusters Score: Raw -171694.603205 + Penalty 1680.002960 = -170014.600245 nChanged 2 SP:Iteration 35Q (6706.236419 sec): 3 clusters Score: Raw -171695.292885 + Penalty 1680.002960 = -170015.289925 nChanged 2 SP:Iteration 36Q (6706.379013 sec): 3 clusters Score: Raw -171695.695087 + Penalty 1680.002960 = -170015.692127 nChanged 1 SP:Iteration 37Q (6706.476498 sec): 3 clusters Score: Raw -171696.330849 + Penalty 1680.002960 = -170016.327889 nChanged 2 SP:Iteration 38Q (6706.573165 sec): 3 clusters Score: Raw -171697.362108 + Penalty 1680.002960 = -170017.359148 nChanged 2 SP:Iteration 39Q (6706.684264 sec): 3 clusters Score: Raw -171698.448508 + Penalty 1680.002960 = -170018.445548 nChanged 2 SP:Iteration 40F (6706.795113 sec): 3 clusters Score: Raw -171698.815800 + Penalty 1680.002960 = -170018.812841 nChanged 1 SP:Iteration 41Q (6706.902849 sec): 3 clusters Score: Raw -171699.252043 + Penalty 1680.002960 = -170019.249084 nChanged 3 SP:Iteration 42Q (6707.012220 sec): 3 clusters Score: Raw -171700.640028 + Penalty 1680.002960 = -170020.637068 nChanged 6 SP:Iteration 43Q (6707.122957 sec): 3 clusters Score: Raw -171702.363837 + Penalty 1680.002960 = -170022.360877 nChanged 5 SP:Iteration 44Q (6707.233140 sec): 3 clusters Score: Raw -171704.823001 + Penalty 1680.002960 = -170024.820041 nChanged 1 SP:Iteration 45Q (6707.342107 sec): 3 clusters Score: Raw -171705.581041 + Penalty 1680.002960 = -170025.578081 nChanged 0 SP:Iteration 46F (6707.476622 sec): 3 clusters Score: Raw -171705.581041 + Penalty 1680.002960 = -170025.578081 nChanged 0 Trying to split cluster 2 (1670 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6707.531441 sec): 2 clusters Score: Raw -65054.211810 + Penalty 779.160785 = -64275.051025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6707.620236 sec): 3 clusters Score: Raw -64382.270299 + Penalty 1558.321570 = -62823.948729 nChanged 616 SP:Iteration 1F (6707.752482 sec): 3 clusters Score: Raw -64936.704624 + Penalty 1558.321570 = -63378.383053 nChanged 183 SP:Iteration 2F (6707.835961 sec): 3 clusters Score: Raw -65135.771990 + Penalty 1558.321570 = -63577.450420 nChanged 120 SP:Iteration 3F (6707.944015 sec): 3 clusters Score: Raw -65268.930628 + Penalty 1558.321570 = -63710.609058 nChanged 91 SP:Iteration 4F (6708.034483 sec): 3 clusters Score: Raw -65361.702741 + Penalty 1558.321570 = -63803.381171 nChanged 55 SP:Iteration 5Q (6708.141409 sec): 3 clusters Score: Raw -65401.861514 + Penalty 1558.321570 = -63843.539944 nChanged 29 SP:Iteration 6Q (6708.248123 sec): 3 clusters Score: Raw -65421.091865 + Penalty 1558.321570 = -63862.770295 nChanged 25 SP:Iteration 7Q (6708.351238 sec): 3 clusters Score: Raw -65436.001422 + Penalty 1558.321570 = -63877.679852 nChanged 24 SP:Iteration 8Q (6708.456071 sec): 3 clusters Score: Raw -65445.986109 + Penalty 1558.321570 = -63887.664539 nChanged 22 SP:Iteration 9Q (6708.560853 sec): 3 clusters Score: Raw -65458.071987 + Penalty 1558.321570 = -63899.750417 nChanged 20 SP:Iteration 10Q (6708.650245 sec): 3 clusters Score: Raw -65470.131219 + Penalty 1558.321570 = -63911.809649 nChanged 20 SP:Iteration 11Q (6708.755868 sec): 3 clusters Score: Raw -65478.406677 + Penalty 1558.321570 = -63920.085107 nChanged 15 SP:Iteration 12Q (6708.861425 sec): 3 clusters Score: Raw -65483.074140 + Penalty 1558.321570 = -63924.752570 nChanged 10 SP:Iteration 13Q (6708.951051 sec): 3 clusters Score: Raw -65485.870982 + Penalty 1558.321570 = -63927.549412 nChanged 6 SP:Iteration 14Q (6709.057263 sec): 3 clusters Score: Raw -65500.377749 + Penalty 1558.321570 = -63942.056179 nChanged 15 SP:Iteration 15Q (6709.159592 sec): 3 clusters Score: Raw -65513.626424 + Penalty 1558.321570 = -63955.304854 nChanged 16 SP:Iteration 16Q (6709.255622 sec): 3 clusters Score: Raw -65523.500073 + Penalty 1558.321570 = -63965.178503 nChanged 12 SP:Iteration 17Q (6709.344274 sec): 3 clusters Score: Raw -65529.827873 + Penalty 1558.321570 = -63971.506303 nChanged 13 SP:Iteration 18Q (6709.450264 sec): 3 clusters Score: Raw -65538.673870 + Penalty 1558.321570 = -63980.352300 nChanged 12 SP:Iteration 19Q (6709.552525 sec): 3 clusters Score: Raw -65545.793489 + Penalty 1558.321570 = -63987.471919 nChanged 11 SP:Iteration 20F (6709.654958 sec): 3 clusters Score: Raw -65552.523696 + Penalty 1558.321570 = -63994.202126 nChanged 12 SP:Iteration 21Q (6709.764159 sec): 3 clusters Score: Raw -65562.780488 + Penalty 1558.321570 = -64004.458918 nChanged 16 SP:Iteration 22Q (6709.871792 sec): 3 clusters Score: Raw -65574.870902 + Penalty 1558.321570 = -64016.549332 nChanged 13 SP:Iteration 23Q (6710.005400 sec): 3 clusters Score: Raw -65583.337840 + Penalty 1558.321570 = -64025.016270 nChanged 16 SP:Iteration 24Q (6710.113903 sec): 3 clusters Score: Raw -65593.109430 + Penalty 1558.321570 = -64034.787860 nChanged 13 SP:Iteration 25Q (6710.200235 sec): 3 clusters Score: Raw -65598.930663 + Penalty 1558.321570 = -64040.609092 nChanged 9 SP:Iteration 26Q (6710.297870 sec): 3 clusters Score: Raw -65604.146578 + Penalty 1558.321570 = -64045.825007 nChanged 10 SP:Iteration 27Q (6710.407477 sec): 3 clusters Score: Raw -65608.240338 + Penalty 1558.321570 = -64049.918768 nChanged 11 SP:Iteration 28Q (6710.513273 sec): 3 clusters Score: Raw -65614.368540 + Penalty 1558.321570 = -64056.046970 nChanged 16 SP:Iteration 29Q (6710.620262 sec): 3 clusters Score: Raw -65625.914784 + Penalty 1558.321570 = -64067.593213 nChanged 23 SP:Iteration 30Q (6710.727630 sec): 3 clusters Score: Raw -65642.469492 + Penalty 1558.321570 = -64084.147922 nChanged 25 SP:Iteration 31Q (6710.835174 sec): 3 clusters Score: Raw -65660.673824 + Penalty 1558.321570 = -64102.352254 nChanged 24 SP:Iteration 32Q (6710.966825 sec): 3 clusters Score: Raw -65673.651464 + Penalty 1558.321570 = -64115.329894 nChanged 20 SP:Iteration 33Q (6711.047091 sec): 3 clusters Score: Raw -65684.794453 + Penalty 1558.321570 = -64126.472883 nChanged 28 SP:Iteration 34Q (6711.144378 sec): 3 clusters Score: Raw -65715.852795 + Penalty 1558.321570 = -64157.531225 nChanged 36 SP:Iteration 35Q (6711.232026 sec): 3 clusters Score: Raw -65771.962190 + Penalty 1558.321570 = -64213.640620 nChanged 44 SP:Iteration 36Q (6711.339111 sec): 3 clusters Score: Raw -65825.106802 + Penalty 1558.321570 = -64266.785232 nChanged 47 SP:Iteration 37Q (6711.425906 sec): 3 clusters Score: Raw -65891.305948 + Penalty 1558.321570 = -64332.984378 nChanged 42 SP:Iteration 38Q (6711.514471 sec): 3 clusters Score: Raw -65959.336317 + Penalty 1558.321570 = -64401.014747 nChanged 43 SP:Iteration 39Q (6711.603792 sec): 3 clusters Score: Raw -66010.984387 + Penalty 1558.321570 = -64452.662817 nChanged 34 SP:Iteration 40F (6711.638253 sec): 3 clusters Score: Raw -66047.083039 + Penalty 1558.321570 = -64488.761469 nChanged 23 SP:Iteration 41Q (6711.654299 sec): 3 clusters Score: Raw -66066.247484 + Penalty 1558.321570 = -64507.925913 nChanged 16 SP:Iteration 42Q (6711.670303 sec): 3 clusters Score: Raw -66074.440852 + Penalty 1558.321570 = -64516.119282 nChanged 7 SP:Iteration 43Q (6711.686295 sec): 3 clusters Score: Raw -66080.490176 + Penalty 1558.321570 = -64522.168606 nChanged 9 SP:Iteration 44Q (6711.702360 sec): 3 clusters Score: Raw -66088.818142 + Penalty 1558.321570 = -64530.496572 nChanged 7 SP:Iteration 45Q (6711.718345 sec): 3 clusters Score: Raw -66094.025094 + Penalty 1558.321570 = -64535.703524 nChanged 5 SP:Iteration 46Q (6711.734313 sec): 3 clusters Score: Raw -66097.801560 + Penalty 1558.321570 = -64539.479990 nChanged 5 SP:Iteration 47Q (6711.750243 sec): 3 clusters Score: Raw -66100.488060 + Penalty 1558.321570 = -64542.166490 nChanged 8 SP:Iteration 48Q (6711.766229 sec): 3 clusters Score: Raw -66107.598822 + Penalty 1558.321570 = -64549.277252 nChanged 6 SP:Iteration 49Q (6711.782195 sec): 3 clusters Score: Raw -66118.358906 + Penalty 1558.321570 = -64560.037336 nChanged 7 SP:Iteration 50Q (6711.798100 sec): 3 clusters Score: Raw -66123.194679 + Penalty 1558.321570 = -64564.873109 nChanged 6 SP:Iteration 51Q (6711.902906 sec): 3 clusters Score: Raw -66126.490489 + Penalty 1558.321570 = -64568.168919 nChanged 6 SP:Iteration 52Q (6712.021730 sec): 3 clusters Score: Raw -66129.457404 + Penalty 1558.321570 = -64571.135834 nChanged 1 SP:Iteration 53Q (6712.135324 sec): 3 clusters Score: Raw -66130.134530 + Penalty 1558.321570 = -64571.812960 nChanged 3 SP:Iteration 54Q (6712.247821 sec): 3 clusters Score: Raw -66133.031710 + Penalty 1558.321570 = -64574.710140 nChanged 2 SP:Iteration 55Q (6712.361684 sec): 3 clusters Score: Raw -66134.544243 + Penalty 1558.321570 = -64576.222673 nChanged 2 SP:Iteration 56Q (6712.474154 sec): 3 clusters Score: Raw -66137.575861 + Penalty 1558.321570 = -64579.254291 nChanged 5 SP:Iteration 57Q (6712.580532 sec): 3 clusters Score: Raw -66141.756364 + Penalty 1558.321570 = -64583.434794 nChanged 4 SP:Iteration 58Q (6712.687307 sec): 3 clusters Score: Raw -66144.388272 + Penalty 1558.321570 = -64586.066702 nChanged 2 SP:Iteration 59Q (6712.794312 sec): 3 clusters Score: Raw -66145.445848 + Penalty 1558.321570 = -64587.124278 nChanged 4 SP:Iteration 60F (6712.907058 sec): 3 clusters Score: Raw -66148.547490 + Penalty 1558.321570 = -64590.225920 nChanged 6 SP:Iteration 61Q (6713.006305 sec): 3 clusters Score: Raw -66154.900884 + Penalty 1558.321570 = -64596.579313 nChanged 6 SP:Iteration 62Q (6713.094552 sec): 3 clusters Score: Raw -66158.211103 + Penalty 1558.321570 = -64599.889533 nChanged 4 SP:Iteration 63Q (6713.209218 sec): 3 clusters Score: Raw -66160.282180 + Penalty 1558.321570 = -64601.960610 nChanged 5 SP:Iteration 64Q (6713.302035 sec): 3 clusters Score: Raw -66162.087435 + Penalty 1558.321570 = -64603.765864 nChanged 2 SP:Iteration 65Q (6713.411794 sec): 3 clusters Score: Raw -66162.736700 + Penalty 1558.321570 = -64604.415130 nChanged 0 SP:Iteration 66F (6713.526390 sec): 3 clusters Score: Raw -66162.736700 + Penalty 1558.321570 = -64604.415130 nChanged 0 Score: Raw -4223471.350637 + Penalty 21288.940409 = -4202182.410229 Splitting cluster 2 changes total score from -4202255.924351 to -4202182.410229 So it's not getting split. Trying to split cluster 3 (8623 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6714.999232 sec): 2 clusters Score: Raw -483686.354522 + Penalty 951.529775 = -482734.824747 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6715.047278 sec): 3 clusters Score: Raw -478660.855744 + Penalty 1903.059549 = -476757.796194 nChanged 3806 SP:Iteration 1F (6715.094278 sec): 3 clusters Score: Raw -481172.937209 + Penalty 1903.059549 = -479269.877660 nChanged 861 SP:Iteration 2F (6715.141385 sec): 3 clusters Score: Raw -481958.255624 + Penalty 1903.059549 = -480055.196075 nChanged 812 SP:Iteration 3F (6715.188208 sec): 3 clusters Score: Raw -482590.164769 + Penalty 1903.059549 = -480687.105220 nChanged 602 SP:Iteration 4F (6715.234974 sec): 3 clusters Score: Raw -482930.742004 + Penalty 1903.059549 = -481027.682454 nChanged 423 SP:Iteration 5Q (6715.283369 sec): 3 clusters Score: Raw -483131.478216 + Penalty 1903.059549 = -481228.418666 nChanged 314 SP:Iteration 6Q (6715.331361 sec): 3 clusters Score: Raw -483278.191949 + Penalty 1903.059549 = -481375.132399 nChanged 273 SP:Iteration 7Q (6715.461011 sec): 3 clusters Score: Raw -483413.509772 + Penalty 1903.059549 = -481510.450222 nChanged 240 SP:Iteration 8Q (6715.562512 sec): 3 clusters Score: Raw -483533.513945 + Penalty 1903.059549 = -481630.454395 nChanged 198 SP:Iteration 9Q (6715.612808 sec): 3 clusters Score: Raw -483642.476212 + Penalty 1903.059549 = -481739.416663 nChanged 202 SP:Iteration 10Q (6715.662894 sec): 3 clusters Score: Raw -483752.559537 + Penalty 1903.059549 = -481849.499988 nChanged 162 SP:Iteration 11Q (6715.714319 sec): 3 clusters Score: Raw -483839.836250 + Penalty 1903.059549 = -481936.776700 nChanged 154 SP:Iteration 12Q (6715.882478 sec): 3 clusters Score: Raw -483926.533764 + Penalty 1903.059549 = -482023.474214 nChanged 120 SP:Iteration 13Q (6716.022921 sec): 3 clusters Score: Raw -483985.255003 + Penalty 1903.059549 = -482082.195453 nChanged 92 SP:Iteration 14Q (6716.158080 sec): 3 clusters Score: Raw -484030.251151 + Penalty 1903.059549 = -482127.191601 nChanged 90 SP:Iteration 15Q (6716.294505 sec): 3 clusters Score: Raw -484070.697345 + Penalty 1903.059549 = -482167.637796 nChanged 66 SP:Iteration 16Q (6716.408415 sec): 3 clusters Score: Raw -484096.265972 + Penalty 1903.059549 = -482193.206422 nChanged 48 SP:Iteration 17Q (6716.555197 sec): 3 clusters Score: Raw -484114.974457 + Penalty 1903.059549 = -482211.914908 nChanged 41 SP:Iteration 18Q (6716.673244 sec): 3 clusters Score: Raw -484130.589585 + Penalty 1903.059549 = -482227.530036 nChanged 39 SP:Iteration 19Q (6716.807045 sec): 3 clusters Score: Raw -484144.684427 + Penalty 1903.059549 = -482241.624877 nChanged 30 SP:Iteration 20F (6716.942971 sec): 3 clusters Score: Raw -484157.818117 + Penalty 1903.059549 = -482254.758567 nChanged 17 SP:Iteration 21Q (6717.081435 sec): 3 clusters Score: Raw -484167.035439 + Penalty 1903.059549 = -482263.975890 nChanged 27 SP:Iteration 22Q (6717.212151 sec): 3 clusters Score: Raw -484177.314313 + Penalty 1903.059549 = -482274.254764 nChanged 24 SP:Iteration 23Q (6717.346546 sec): 3 clusters Score: Raw -484184.787202 + Penalty 1903.059549 = -482281.727653 nChanged 19 SP:Iteration 24Q (6717.479257 sec): 3 clusters Score: Raw -484189.760480 + Penalty 1903.059549 = -482286.700931 nChanged 13 SP:Iteration 25Q (6717.613324 sec): 3 clusters Score: Raw -484192.520433 + Penalty 1903.059549 = -482289.460884 nChanged 5 SP:Iteration 26Q (6717.665375 sec): 3 clusters Score: Raw -484193.977085 + Penalty 1903.059549 = -482290.917536 nChanged 6 SP:Iteration 27Q (6717.716289 sec): 3 clusters Score: Raw -484195.366791 + Penalty 1903.059549 = -482292.307241 nChanged 5 SP:Iteration 28Q (6717.767106 sec): 3 clusters Score: Raw -484196.650031 + Penalty 1903.059549 = -482293.590482 nChanged 7 SP:Iteration 29Q (6717.821149 sec): 3 clusters Score: Raw -484198.320134 + Penalty 1903.059549 = -482295.260585 nChanged 8 SP:Iteration 30Q (6717.877657 sec): 3 clusters Score: Raw -484199.891617 + Penalty 1903.059549 = -482296.832067 nChanged 9 SP:Iteration 31Q (6717.933914 sec): 3 clusters Score: Raw -484201.931104 + Penalty 1903.059549 = -482298.871555 nChanged 6 SP:Iteration 32Q (6717.988493 sec): 3 clusters Score: Raw -484203.058584 + Penalty 1903.059549 = -482299.999035 nChanged 3 SP:Iteration 33Q (6718.041914 sec): 3 clusters Score: Raw -484203.604761 + Penalty 1903.059549 = -482300.545212 nChanged 2 SP:Iteration 34Q (6718.094832 sec): 3 clusters Score: Raw -484204.073431 + Penalty 1903.059549 = -482301.013881 nChanged 1 SP:Iteration 35Q (6718.148317 sec): 3 clusters Score: Raw -484204.619349 + Penalty 1903.059549 = -482301.559800 nChanged 3 SP:Iteration 36Q (6718.201347 sec): 3 clusters Score: Raw -484205.638065 + Penalty 1903.059549 = -482302.578516 nChanged 4 SP:Iteration 37Q (6718.254700 sec): 3 clusters Score: Raw -484206.883098 + Penalty 1903.059549 = -482303.823548 nChanged 4 SP:Iteration 38Q (6718.309151 sec): 3 clusters Score: Raw -484208.040088 + Penalty 1903.059549 = -482304.980539 nChanged 3 SP:Iteration 39Q (6718.363848 sec): 3 clusters Score: Raw -484208.584704 + Penalty 1903.059549 = -482305.525155 nChanged 3 SP:Iteration 40F (6718.419627 sec): 3 clusters Score: Raw -484209.400761 + Penalty 1903.059549 = -482306.341212 nChanged 3 SP:Iteration 41Q (6718.474563 sec): 3 clusters Score: Raw -484210.637863 + Penalty 1903.059549 = -482307.578313 nChanged 6 SP:Iteration 42Q (6718.529345 sec): 3 clusters Score: Raw -484212.058029 + Penalty 1903.059549 = -482308.998480 nChanged 5 SP:Iteration 43Q (6718.583993 sec): 3 clusters Score: Raw -484213.093704 + Penalty 1903.059549 = -482310.034154 nChanged 6 SP:Iteration 44Q (6718.755664 sec): 3 clusters Score: Raw -484213.948064 + Penalty 1903.059549 = -482310.888514 nChanged 1 SP:Iteration 45Q (6718.899353 sec): 3 clusters Score: Raw -484214.350251 + Penalty 1903.059549 = -482311.290702 nChanged 0 SP:Iteration 46F (6719.038672 sec): 3 clusters Score: Raw -484214.350251 + Penalty 1903.059549 = -482311.290702 nChanged 0 Trying to split cluster 4 (5828 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6719.120200 sec): 2 clusters Score: Raw -299807.659423 + Penalty 910.395063 = -298897.264360 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6719.269522 sec): 3 clusters Score: Raw -296540.955268 + Penalty 1820.790125 = -294720.165143 nChanged 2488 SP:Iteration 1F (6719.370889 sec): 3 clusters Score: Raw -298254.173291 + Penalty 1820.790125 = -296433.383166 nChanged 585 SP:Iteration 2F (6719.511015 sec): 3 clusters Score: Raw -298816.691591 + Penalty 1820.790125 = -296995.901466 nChanged 528 SP:Iteration 3F (6719.640277 sec): 3 clusters Score: Raw -299373.809956 + Penalty 1820.790125 = -297553.019830 nChanged 461 SP:Iteration 4F (6719.752991 sec): 3 clusters Score: Raw -299838.336107 + Penalty 1820.790125 = -298017.545982 nChanged 353 SP:Iteration 5F (6719.884306 sec): 3 clusters Score: Raw -300120.087814 + Penalty 1820.790125 = -298299.297689 nChanged 238 SP:Iteration 6Q (6720.008293 sec): 3 clusters Score: Raw -300286.296538 + Penalty 1820.790125 = -298465.506413 nChanged 196 SP:Iteration 7Q (6720.136374 sec): 3 clusters Score: Raw -300401.175682 + Penalty 1820.790125 = -298580.385557 nChanged 148 SP:Iteration 8Q (6720.265499 sec): 3 clusters Score: Raw -300483.054660 + Penalty 1820.790125 = -298662.264535 nChanged 107 SP:Iteration 9Q (6720.385660 sec): 3 clusters Score: Raw -300529.721497 + Penalty 1820.790125 = -298708.931372 nChanged 82 SP:Iteration 10Q (6720.470961 sec): 3 clusters Score: Raw -300563.010427 + Penalty 1820.790125 = -298742.220302 nChanged 60 SP:Iteration 11Q (6720.515456 sec): 3 clusters Score: Raw -300579.958886 + Penalty 1820.790125 = -298759.168760 nChanged 41 SP:Iteration 12Q (6720.561194 sec): 3 clusters Score: Raw -300590.636502 + Penalty 1820.790125 = -298769.846376 nChanged 36 SP:Iteration 13Q (6720.606983 sec): 3 clusters Score: Raw -300597.600913 + Penalty 1820.790125 = -298776.810788 nChanged 19 SP:Iteration 14Q (6720.733125 sec): 3 clusters Score: Raw -300601.020169 + Penalty 1820.790125 = -298780.230044 nChanged 13 SP:Iteration 15Q (6720.782272 sec): 3 clusters Score: Raw -300602.412323 + Penalty 1820.790125 = -298781.622198 nChanged 6 SP:Iteration 16Q (6720.831480 sec): 3 clusters Score: Raw -300603.170738 + Penalty 1820.790125 = -298782.380613 nChanged 7 SP:Iteration 17Q (6720.879597 sec): 3 clusters Score: Raw -300604.411369 + Penalty 1820.790125 = -298783.621243 nChanged 11 SP:Iteration 18Q (6720.926074 sec): 3 clusters Score: Raw -300605.471777 + Penalty 1820.790125 = -298784.681652 nChanged 6 SP:Iteration 19Q (6720.972395 sec): 3 clusters Score: Raw -300606.003783 + Penalty 1820.790125 = -298785.213658 nChanged 3 SP:Iteration 20F (6721.018196 sec): 3 clusters Score: Raw -300606.483159 + Penalty 1820.790125 = -298785.693034 nChanged 2 SP:Iteration 21Q (6721.065449 sec): 3 clusters Score: Raw -300606.793320 + Penalty 1820.790125 = -298786.003195 nChanged 0 SP:Iteration 22F (6721.195082 sec): 3 clusters Score: Raw -300606.793320 + Penalty 1820.790125 = -298786.003195 nChanged 0 Trying to split cluster 5 (2369 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6721.255844 sec): 2 clusters Score: Raw -110213.663067 + Penalty 815.873436 = -109397.789631 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6721.280714 sec): 3 clusters Score: Raw -109112.886696 + Penalty 1631.746873 = -107481.139823 nChanged 944 SP:Iteration 1F (6721.303987 sec): 3 clusters Score: Raw -109907.555487 + Penalty 1631.746873 = -108275.808614 nChanged 243 SP:Iteration 2F (6721.461259 sec): 3 clusters Score: Raw -110209.385054 + Penalty 1631.746873 = -108577.638181 nChanged 188 SP:Iteration 3F (6721.543355 sec): 3 clusters Score: Raw -110422.153259 + Penalty 1631.746873 = -108790.406386 nChanged 136 SP:Iteration 4F (6721.664638 sec): 3 clusters Score: Raw -110545.904373 + Penalty 1631.746873 = -108914.157500 nChanged 85 SP:Iteration 5Q (6721.781927 sec): 3 clusters Score: Raw -110603.031241 + Penalty 1631.746873 = -108971.284369 nChanged 53 SP:Iteration 6Q (6721.897529 sec): 3 clusters Score: Raw -110631.037821 + Penalty 1631.746873 = -108999.290948 nChanged 40 SP:Iteration 7Q (6722.014843 sec): 3 clusters Score: Raw -110656.835486 + Penalty 1631.746873 = -109025.088614 nChanged 37 SP:Iteration 8Q (6722.121325 sec): 3 clusters Score: Raw -110676.025421 + Penalty 1631.746873 = -109044.278548 nChanged 32 SP:Iteration 9Q (6722.226421 sec): 3 clusters Score: Raw -110691.022935 + Penalty 1631.746873 = -109059.276062 nChanged 14 SP:Iteration 10Q (6722.342384 sec): 3 clusters Score: Raw -110698.895412 + Penalty 1631.746873 = -109067.148539 nChanged 18 SP:Iteration 11Q (6722.458894 sec): 3 clusters Score: Raw -110702.656930 + Penalty 1631.746873 = -109070.910057 nChanged 3 SP:Iteration 12Q (6722.576357 sec): 3 clusters Score: Raw -110704.203989 + Penalty 1631.746873 = -109072.457116 nChanged 2 SP:Iteration 13Q (6722.693724 sec): 3 clusters Score: Raw -110704.673783 + Penalty 1631.746873 = -109072.926911 nChanged 3 SP:Iteration 14Q (6722.811235 sec): 3 clusters Score: Raw -110706.225894 + Penalty 1631.746873 = -109074.479021 nChanged 3 SP:Iteration 15Q (6722.913685 sec): 3 clusters Score: Raw -110707.539475 + Penalty 1631.746873 = -109075.792602 nChanged 4 SP:Iteration 16Q (6723.030851 sec): 3 clusters Score: Raw -110708.802152 + Penalty 1631.746873 = -109077.055279 nChanged 3 SP:Iteration 17Q (6723.123824 sec): 3 clusters Score: Raw -110709.819262 + Penalty 1631.746873 = -109078.072389 nChanged 3 SP:Iteration 18Q (6723.230517 sec): 3 clusters Score: Raw -110710.092620 + Penalty 1631.746873 = -109078.345748 nChanged 1 SP:Iteration 19Q (6723.347628 sec): 3 clusters Score: Raw -110710.229537 + Penalty 1631.746873 = -109078.482665 nChanged 1 SP:Iteration 20F (6723.451346 sec): 3 clusters Score: Raw -110710.518958 + Penalty 1631.746873 = -109078.772085 nChanged 2 SP:Iteration 21Q (6723.567764 sec): 3 clusters Score: Raw -110710.829721 + Penalty 1631.746873 = -109079.082849 nChanged 0 SP:Iteration 22F (6723.627126 sec): 3 clusters Score: Raw -110710.829721 + Penalty 1631.746873 = -109079.082849 nChanged 0 Trying to split cluster 6 (9555 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6723.686324 sec): 2 clusters Score: Raw -540432.328809 + Penalty 962.306085 = -539470.022724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6723.764703 sec): 3 clusters Score: Raw -534800.933984 + Penalty 1924.612170 = -532876.321814 nChanged 4292 SP:Iteration 1F (6723.825702 sec): 3 clusters Score: Raw -537643.166470 + Penalty 1924.612170 = -535718.554300 nChanged 804 SP:Iteration 2F (6723.885728 sec): 3 clusters Score: Raw -538225.545827 + Penalty 1924.612170 = -536300.933657 nChanged 721 SP:Iteration 3F (6723.945573 sec): 3 clusters Score: Raw -538733.217585 + Penalty 1924.612170 = -536808.605416 nChanged 626 SP:Iteration 4F (6724.005383 sec): 3 clusters Score: Raw -539166.741952 + Penalty 1924.612170 = -537242.129782 nChanged 505 SP:Iteration 5F (6724.064945 sec): 3 clusters Score: Raw -539492.081462 + Penalty 1924.612170 = -537567.469292 nChanged 445 SP:Iteration 6Q (6724.127380 sec): 3 clusters Score: Raw -539744.190199 + Penalty 1924.612170 = -537819.578029 nChanged 361 SP:Iteration 7Q (6724.190310 sec): 3 clusters Score: Raw -539946.382513 + Penalty 1924.612170 = -538021.770343 nChanged 293 SP:Iteration 8Q (6724.354683 sec): 3 clusters Score: Raw -540097.409590 + Penalty 1924.612170 = -538172.797420 nChanged 250 SP:Iteration 9Q (6724.501614 sec): 3 clusters Score: Raw -540205.932261 + Penalty 1924.612170 = -538281.320091 nChanged 179 SP:Iteration 10Q (6724.644213 sec): 3 clusters Score: Raw -540275.236899 + Penalty 1924.612170 = -538350.624729 nChanged 187 SP:Iteration 11Q (6724.789967 sec): 3 clusters Score: Raw -540355.940880 + Penalty 1924.612170 = -538431.328710 nChanged 183 SP:Iteration 12Q (6724.937296 sec): 3 clusters Score: Raw -540435.289218 + Penalty 1924.612170 = -538510.677048 nChanged 164 SP:Iteration 13Q (6725.111867 sec): 3 clusters Score: Raw -540504.712160 + Penalty 1924.612170 = -538580.099990 nChanged 151 SP:Iteration 14Q (6725.253141 sec): 3 clusters Score: Raw -540569.998000 + Penalty 1924.612170 = -538645.385830 nChanged 137 SP:Iteration 15Q (6725.387752 sec): 3 clusters Score: Raw -540619.005934 + Penalty 1924.612170 = -538694.393764 nChanged 131 SP:Iteration 16Q (6725.534631 sec): 3 clusters Score: Raw -540666.466139 + Penalty 1924.612170 = -538741.853969 nChanged 109 SP:Iteration 17Q (6725.673977 sec): 3 clusters Score: Raw -540704.260856 + Penalty 1924.612170 = -538779.648686 nChanged 118 SP:Iteration 18Q (6725.818343 sec): 3 clusters Score: Raw -540753.151886 + Penalty 1924.612170 = -538828.539716 nChanged 107 SP:Iteration 19Q (6725.963839 sec): 3 clusters Score: Raw -540793.134427 + Penalty 1924.612170 = -538868.522257 nChanged 96 SP:Iteration 20F (6726.082063 sec): 3 clusters Score: Raw -540826.753985 + Penalty 1924.612170 = -538902.141815 nChanged 101 SP:Iteration 21Q (6726.224991 sec): 3 clusters Score: Raw -540855.945447 + Penalty 1924.612170 = -538931.333277 nChanged 70 SP:Iteration 22Q (6726.281766 sec): 3 clusters Score: Raw -540873.283942 + Penalty 1924.612170 = -538948.671772 nChanged 69 SP:Iteration 23Q (6726.338149 sec): 3 clusters Score: Raw -540894.617131 + Penalty 1924.612170 = -538970.004961 nChanged 76 SP:Iteration 24Q (6726.395358 sec): 3 clusters Score: Raw -540917.307210 + Penalty 1924.612170 = -538992.695040 nChanged 71 SP:Iteration 25Q (6726.451887 sec): 3 clusters Score: Raw -540941.767919 + Penalty 1924.612170 = -539017.155749 nChanged 70 SP:Iteration 26Q (6726.511640 sec): 3 clusters Score: Raw -540962.071705 + Penalty 1924.612170 = -539037.459535 nChanged 70 SP:Iteration 27Q (6726.576447 sec): 3 clusters Score: Raw -540983.557744 + Penalty 1924.612170 = -539058.945575 nChanged 66 SP:Iteration 28Q (6726.634815 sec): 3 clusters Score: Raw -541001.831684 + Penalty 1924.612170 = -539077.219514 nChanged 64 SP:Iteration 29Q (6726.688944 sec): 3 clusters Score: Raw -541017.373870 + Penalty 1924.612170 = -539092.761700 nChanged 50 SP:Iteration 30Q (6726.743112 sec): 3 clusters Score: Raw -541030.662407 + Penalty 1924.612170 = -539106.050237 nChanged 46 SP:Iteration 31Q (6726.871600 sec): 3 clusters Score: Raw -541042.072243 + Penalty 1924.612170 = -539117.460073 nChanged 44 SP:Iteration 32Q (6726.923978 sec): 3 clusters Score: Raw -541051.536378 + Penalty 1924.612170 = -539126.924208 nChanged 38 SP:Iteration 33Q (6726.983199 sec): 3 clusters Score: Raw -541060.026206 + Penalty 1924.612170 = -539135.414037 nChanged 34 SP:Iteration 34Q (6727.042315 sec): 3 clusters Score: Raw -541066.550536 + Penalty 1924.612170 = -539141.938366 nChanged 22 SP:Iteration 35Q (6727.101521 sec): 3 clusters Score: Raw -541070.034747 + Penalty 1924.612170 = -539145.422577 nChanged 21 SP:Iteration 36Q (6727.159196 sec): 3 clusters Score: Raw -541073.751214 + Penalty 1924.612170 = -539149.139044 nChanged 24 SP:Iteration 37Q (6727.217202 sec): 3 clusters Score: Raw -541078.127202 + Penalty 1924.612170 = -539153.515032 nChanged 25 SP:Iteration 38Q (6727.276342 sec): 3 clusters Score: Raw -541083.506377 + Penalty 1924.612170 = -539158.894207 nChanged 28 SP:Iteration 39Q (6727.335882 sec): 3 clusters Score: Raw -541088.702794 + Penalty 1924.612170 = -539164.090624 nChanged 21 SP:Iteration 40F (6727.504167 sec): 3 clusters Score: Raw -541092.262161 + Penalty 1924.612170 = -539167.649991 nChanged 22 SP:Iteration 41Q (6727.595522 sec): 3 clusters Score: Raw -541095.906961 + Penalty 1924.612170 = -539171.294791 nChanged 16 SP:Iteration 42Q (6727.697833 sec): 3 clusters Score: Raw -541098.533253 + Penalty 1924.612170 = -539173.921083 nChanged 16 SP:Iteration 43Q (6727.819702 sec): 3 clusters Score: Raw -541100.755181 + Penalty 1924.612170 = -539176.143011 nChanged 13 SP:Iteration 44Q (6727.947684 sec): 3 clusters Score: Raw -541102.567027 + Penalty 1924.612170 = -539177.954857 nChanged 9 SP:Iteration 45Q (6728.075785 sec): 3 clusters Score: Raw -541103.578163 + Penalty 1924.612170 = -539178.965994 nChanged 6 SP:Iteration 46Q (6728.187788 sec): 3 clusters Score: Raw -541104.282080 + Penalty 1924.612170 = -539179.669910 nChanged 6 SP:Iteration 47Q (6728.302705 sec): 3 clusters Score: Raw -541105.010512 + Penalty 1924.612170 = -539180.398342 nChanged 6 SP:Iteration 48Q (6728.417567 sec): 3 clusters Score: Raw -541105.928116 + Penalty 1924.612170 = -539181.315946 nChanged 9 SP:Iteration 49Q (6728.523795 sec): 3 clusters Score: Raw -541107.436269 + Penalty 1924.612170 = -539182.824099 nChanged 5 SP:Iteration 50Q (6728.639274 sec): 3 clusters Score: Raw -541108.293873 + Penalty 1924.612170 = -539183.681703 nChanged 6 SP:Iteration 51Q (6728.754551 sec): 3 clusters Score: Raw -541109.139535 + Penalty 1924.612170 = -539184.527365 nChanged 9 SP:Iteration 52Q (6728.857398 sec): 3 clusters Score: Raw -541110.409235 + Penalty 1924.612170 = -539185.797065 nChanged 6 SP:Iteration 53Q (6728.911560 sec): 3 clusters Score: Raw -541111.116644 + Penalty 1924.612170 = -539186.504474 nChanged 4 SP:Iteration 54Q (6728.965630 sec): 3 clusters Score: Raw -541111.675303 + Penalty 1924.612170 = -539187.063133 nChanged 4 SP:Iteration 55Q (6729.118361 sec): 3 clusters Score: Raw -541112.510884 + Penalty 1924.612170 = -539187.898715 nChanged 6 SP:Iteration 56Q (6729.155200 sec): 3 clusters Score: Raw -541113.554074 + Penalty 1924.612170 = -539188.941904 nChanged 3 SP:Iteration 57Q (6729.205311 sec): 3 clusters Score: Raw -541113.728122 + Penalty 1924.612170 = -539189.115953 nChanged 1 SP:Iteration 58Q (6729.254619 sec): 3 clusters Score: Raw -541113.821783 + Penalty 1924.612170 = -539189.209613 nChanged 0 SP:Iteration 59F (6729.303946 sec): 3 clusters Score: Raw -541113.821783 + Penalty 1924.612170 = -539189.209613 nChanged 0 Trying to split cluster 7 (902 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6729.337975 sec): 2 clusters Score: Raw -42000.616561 + Penalty 714.484525 = -41286.132037 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6729.348693 sec): 3 clusters Score: Raw -41688.832724 + Penalty 1428.969049 = -40259.863674 nChanged 291 SP:Iteration 1F (6729.358780 sec): 3 clusters Score: Raw -41981.162909 + Penalty 1428.969049 = -40552.193860 nChanged 96 SP:Iteration 2F (6729.368853 sec): 3 clusters Score: Raw -42106.687795 + Penalty 1428.969049 = -40677.718746 nChanged 63 SP:Iteration 3F (6729.378855 sec): 3 clusters Score: Raw -42179.330830 + Penalty 1428.969049 = -40750.361780 nChanged 31 SP:Iteration 4Q (6729.389900 sec): 3 clusters Score: Raw -42221.659956 + Penalty 1428.969049 = -40792.690907 nChanged 30 SP:Iteration 5Q (6729.400872 sec): 3 clusters Score: Raw -42248.799198 + Penalty 1428.969049 = -40819.830149 nChanged 12 SP:Iteration 6Q (6729.411805 sec): 3 clusters Score: Raw -42257.806655 + Penalty 1428.969049 = -40828.837606 nChanged 8 SP:Iteration 7Q (6729.422753 sec): 3 clusters Score: Raw -42266.002109 + Penalty 1428.969049 = -40837.033060 nChanged 6 SP:Iteration 8Q (6729.433702 sec): 3 clusters Score: Raw -42269.529254 + Penalty 1428.969049 = -40840.560205 nChanged 4 SP:Iteration 9Q (6729.444787 sec): 3 clusters Score: Raw -42270.873357 + Penalty 1428.969049 = -40841.904307 nChanged 1 SP:Iteration 10Q (6729.539417 sec): 3 clusters Score: Raw -42271.317375 + Penalty 1428.969049 = -40842.348326 nChanged 0 SP:Iteration 11F (6729.629759 sec): 3 clusters Score: Raw -42271.317375 + Penalty 1428.969049 = -40842.348326 nChanged 0 Trying to split cluster 8 (11703 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6729.713268 sec): 2 clusters Score: Raw -703034.895816 + Penalty 983.598052 = -702051.297764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6729.856668 sec): 3 clusters Score: Raw -696046.373726 + Penalty 1967.196105 = -694079.177622 nChanged 5328 SP:Iteration 1F (6729.975691 sec): 3 clusters Score: Raw -699136.315490 + Penalty 1967.196105 = -697169.119386 nChanged 734 SP:Iteration 2F (6730.118527 sec): 3 clusters Score: Raw -699480.081364 + Penalty 1967.196105 = -697512.885260 nChanged 678 SP:Iteration 3F (6730.252977 sec): 3 clusters Score: Raw -699811.297292 + Penalty 1967.196105 = -697844.101187 nChanged 610 SP:Iteration 4F (6730.375660 sec): 3 clusters Score: Raw -700118.511245 + Penalty 1967.196105 = -698151.315140 nChanged 587 SP:Iteration 5F (6730.505734 sec): 3 clusters Score: Raw -700402.160364 + Penalty 1967.196105 = -698434.964259 nChanged 542 SP:Iteration 6Q (6730.616506 sec): 3 clusters Score: Raw -700655.567063 + Penalty 1967.196105 = -698688.370958 nChanged 502 SP:Iteration 7Q (6730.674956 sec): 3 clusters Score: Raw -700881.762074 + Penalty 1967.196105 = -698914.565970 nChanged 474 SP:Iteration 8Q (6730.741783 sec): 3 clusters Score: Raw -701071.873796 + Penalty 1967.196105 = -699104.677692 nChanged 379 SP:Iteration 9Q (6730.808473 sec): 3 clusters Score: Raw -701200.650104 + Penalty 1967.196105 = -699233.454000 nChanged 303 SP:Iteration 10Q (6730.873251 sec): 3 clusters Score: Raw -701291.498016 + Penalty 1967.196105 = -699324.301911 nChanged 257 SP:Iteration 11Q (6730.937303 sec): 3 clusters Score: Raw -701360.068858 + Penalty 1967.196105 = -699392.872754 nChanged 228 SP:Iteration 12Q (6731.001323 sec): 3 clusters Score: Raw -701420.799950 + Penalty 1967.196105 = -699453.603846 nChanged 207 SP:Iteration 13Q (6731.066476 sec): 3 clusters Score: Raw -701473.648587 + Penalty 1967.196105 = -699506.452483 nChanged 185 SP:Iteration 14Q (6731.132990 sec): 3 clusters Score: Raw -701518.221754 + Penalty 1967.196105 = -699551.025649 nChanged 181 SP:Iteration 15Q (6731.204600 sec): 3 clusters Score: Raw -701564.729008 + Penalty 1967.196105 = -699597.532903 nChanged 183 SP:Iteration 16Q (6731.276389 sec): 3 clusters Score: Raw -701607.575007 + Penalty 1967.196105 = -699640.378902 nChanged 154 SP:Iteration 17Q (6731.340365 sec): 3 clusters Score: Raw -701643.919717 + Penalty 1967.196105 = -699676.723612 nChanged 140 SP:Iteration 18Q (6731.401964 sec): 3 clusters Score: Raw -701677.216203 + Penalty 1967.196105 = -699710.020098 nChanged 135 SP:Iteration 19Q (6731.463775 sec): 3 clusters Score: Raw -701707.937900 + Penalty 1967.196105 = -699740.741795 nChanged 142 SP:Iteration 20F (6731.526335 sec): 3 clusters Score: Raw -701747.880481 + Penalty 1967.196105 = -699780.684377 nChanged 156 SP:Iteration 21Q (6731.593617 sec): 3 clusters Score: Raw -701796.530031 + Penalty 1967.196105 = -699829.333926 nChanged 164 SP:Iteration 22Q (6731.666403 sec): 3 clusters Score: Raw -701847.624205 + Penalty 1967.196105 = -699880.428101 nChanged 146 SP:Iteration 23Q (6731.738552 sec): 3 clusters Score: Raw -701889.302598 + Penalty 1967.196105 = -699922.106494 nChanged 140 SP:Iteration 24Q (6731.801600 sec): 3 clusters Score: Raw -701928.482954 + Penalty 1967.196105 = -699961.286850 nChanged 140 SP:Iteration 25Q (6731.863201 sec): 3 clusters Score: Raw -701971.206826 + Penalty 1967.196105 = -700004.010721 nChanged 128 SP:Iteration 26Q (6731.926200 sec): 3 clusters Score: Raw -702011.469573 + Penalty 1967.196105 = -700044.273468 nChanged 139 SP:Iteration 27Q (6732.087641 sec): 3 clusters Score: Raw -702059.553375 + Penalty 1967.196105 = -700092.357270 nChanged 146 SP:Iteration 28Q (6732.261028 sec): 3 clusters Score: Raw -702112.426078 + Penalty 1967.196105 = -700145.229974 nChanged 148 SP:Iteration 29Q (6732.372817 sec): 3 clusters Score: Raw -702157.729162 + Penalty 1967.196105 = -700190.533058 nChanged 141 SP:Iteration 30Q (6732.511650 sec): 3 clusters Score: Raw -702202.388346 + Penalty 1967.196105 = -700235.192241 nChanged 118 SP:Iteration 31Q (6732.641472 sec): 3 clusters Score: Raw -702234.171599 + Penalty 1967.196105 = -700266.975494 nChanged 101 SP:Iteration 32Q (6732.758472 sec): 3 clusters Score: Raw -702260.562231 + Penalty 1967.196105 = -700293.366127 nChanged 111 SP:Iteration 33Q (6732.900363 sec): 3 clusters Score: Raw -702291.164236 + Penalty 1967.196105 = -700323.968132 nChanged 105 SP:Iteration 34Q (6733.027977 sec): 3 clusters Score: Raw -702319.337615 + Penalty 1967.196105 = -700352.141511 nChanged 104 SP:Iteration 35Q (6733.177468 sec): 3 clusters Score: Raw -702348.450690 + Penalty 1967.196105 = -700381.254585 nChanged 88 SP:Iteration 36Q (6733.333773 sec): 3 clusters Score: Raw -702371.666096 + Penalty 1967.196105 = -700404.469992 nChanged 101 SP:Iteration 37Q (6733.479880 sec): 3 clusters Score: Raw -702396.656322 + Penalty 1967.196105 = -700429.460217 nChanged 90 SP:Iteration 38Q (6733.606577 sec): 3 clusters Score: Raw -702424.227559 + Penalty 1967.196105 = -700457.031454 nChanged 94 SP:Iteration 39Q (6733.690837 sec): 3 clusters Score: Raw -702453.838713 + Penalty 1967.196105 = -700486.642608 nChanged 94 SP:Iteration 40F (6733.752855 sec): 3 clusters Score: Raw -702483.921374 + Penalty 1967.196105 = -700516.725269 nChanged 102 SP:Iteration 41Q (6733.815726 sec): 3 clusters Score: Raw -702518.109354 + Penalty 1967.196105 = -700550.913249 nChanged 105 SP:Iteration 42Q (6733.879970 sec): 3 clusters Score: Raw -702556.246758 + Penalty 1967.196105 = -700589.050654 nChanged 97 SP:Iteration 43Q (6733.943842 sec): 3 clusters Score: Raw -702588.418769 + Penalty 1967.196105 = -700621.222665 nChanged 100 SP:Iteration 44Q (6734.007520 sec): 3 clusters Score: Raw -702623.296899 + Penalty 1967.196105 = -700656.100795 nChanged 108 SP:Iteration 45Q (6734.071519 sec): 3 clusters Score: Raw -702662.718169 + Penalty 1967.196105 = -700695.522064 nChanged 106 SP:Iteration 46Q (6734.162295 sec): 3 clusters Score: Raw -702705.650657 + Penalty 1967.196105 = -700738.454553 nChanged 100 SP:Iteration 47Q (6734.231148 sec): 3 clusters Score: Raw -702743.989612 + Penalty 1967.196105 = -700776.793507 nChanged 109 SP:Iteration 48Q (6734.295996 sec): 3 clusters Score: Raw -702796.338592 + Penalty 1967.196105 = -700829.142487 nChanged 107 SP:Iteration 49Q (6734.360661 sec): 3 clusters Score: Raw -702857.903479 + Penalty 1967.196105 = -700890.707374 nChanged 114 SP:Iteration 50Q (6734.424399 sec): 3 clusters Score: Raw -702947.394183 + Penalty 1967.196105 = -700980.198078 nChanged 121 SP:Iteration 51Q (6734.487931 sec): 3 clusters Score: Raw -703065.944374 + Penalty 1967.196105 = -701098.748269 nChanged 121 SP:Iteration 52Q (6734.551750 sec): 3 clusters Score: Raw -703180.404026 + Penalty 1967.196105 = -701213.207921 nChanged 127 SP:Iteration 53Q (6734.613492 sec): 3 clusters Score: Raw -703283.700317 + Penalty 1967.196105 = -701316.504213 nChanged 102 SP:Iteration 54Q (6734.675557 sec): 3 clusters Score: Raw -703347.855628 + Penalty 1967.196105 = -701380.659523 nChanged 79 SP:Iteration 55Q (6734.743348 sec): 3 clusters Score: Raw -703392.740871 + Penalty 1967.196105 = -701425.544766 nChanged 60 SP:Iteration 56Q (6734.810518 sec): 3 clusters Score: Raw -703413.958516 + Penalty 1967.196105 = -701446.762411 nChanged 38 SP:Iteration 57Q (6734.873667 sec): 3 clusters Score: Raw -703425.645197 + Penalty 1967.196105 = -701458.449092 nChanged 29 SP:Iteration 58Q (6734.934059 sec): 3 clusters Score: Raw -703432.799836 + Penalty 1967.196105 = -701465.603731 nChanged 19 SP:Iteration 59Q (6735.087304 sec): 3 clusters Score: Raw -703436.573521 + Penalty 1967.196105 = -701469.377417 nChanged 14 SP:Iteration 60F (6735.233242 sec): 3 clusters Score: Raw -703438.525842 + Penalty 1967.196105 = -701471.329737 nChanged 6 SP:Iteration 61Q (6735.374376 sec): 3 clusters Score: Raw -703439.281748 + Penalty 1967.196105 = -701472.085644 nChanged 2 SP:Iteration 62Q (6735.541492 sec): 3 clusters Score: Raw -703439.428637 + Penalty 1967.196105 = -701472.232533 nChanged 2 SP:Iteration 63Q (6735.645110 sec): 3 clusters Score: Raw -703439.532997 + Penalty 1967.196105 = -701472.336892 nChanged 1 SP:Iteration 64Q (6735.778061 sec): 3 clusters Score: Raw -703439.611208 + Penalty 1967.196105 = -701472.415103 nChanged 0 SP:Iteration 65F (6735.909777 sec): 3 clusters Score: Raw -703439.611208 + Penalty 1967.196105 = -701472.415103 nChanged 0 Trying to split cluster 9 (2270 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6735.978217 sec): 2 clusters Score: Raw -111179.006260 + Penalty 811.391187 = -110367.615074 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6736.086941 sec): 3 clusters Score: Raw -110080.273664 + Penalty 1622.782373 = -108457.491291 nChanged 872 SP:Iteration 1F (6736.204138 sec): 3 clusters Score: Raw -110732.446234 + Penalty 1622.782373 = -109109.663861 nChanged 233 SP:Iteration 2F (6736.323115 sec): 3 clusters Score: Raw -110959.494623 + Penalty 1622.782373 = -109336.712250 nChanged 158 SP:Iteration 3F (6736.413087 sec): 3 clusters Score: Raw -111070.483518 + Penalty 1622.782373 = -109447.701144 nChanged 101 SP:Iteration 4Q (6736.531611 sec): 3 clusters Score: Raw -111141.801206 + Penalty 1622.782373 = -109519.018833 nChanged 80 SP:Iteration 5Q (6736.646199 sec): 3 clusters Score: Raw -111203.671556 + Penalty 1622.782373 = -109580.889183 nChanged 68 SP:Iteration 6Q (6736.674795 sec): 3 clusters Score: Raw -111247.845656 + Penalty 1622.782373 = -109625.063283 nChanged 42 SP:Iteration 7Q (6736.697936 sec): 3 clusters Score: Raw -111269.356219 + Penalty 1622.782373 = -109646.573846 nChanged 33 SP:Iteration 8Q (6736.720912 sec): 3 clusters Score: Raw -111283.356646 + Penalty 1622.782373 = -109660.574273 nChanged 27 SP:Iteration 9Q (6736.743997 sec): 3 clusters Score: Raw -111298.793976 + Penalty 1622.782373 = -109676.011603 nChanged 29 SP:Iteration 10Q (6736.766971 sec): 3 clusters Score: Raw -111312.631860 + Penalty 1622.782373 = -109689.849486 nChanged 20 SP:Iteration 11Q (6736.789974 sec): 3 clusters Score: Raw -111320.716979 + Penalty 1622.782373 = -109697.934606 nChanged 20 SP:Iteration 12Q (6736.812932 sec): 3 clusters Score: Raw -111329.536096 + Penalty 1622.782373 = -109706.753723 nChanged 13 SP:Iteration 13Q (6736.836951 sec): 3 clusters Score: Raw -111333.090445 + Penalty 1622.782373 = -109710.308072 nChanged 7 SP:Iteration 14Q (6736.871923 sec): 3 clusters Score: Raw -111335.891866 + Penalty 1622.782373 = -109713.109492 nChanged 11 SP:Iteration 15Q (6736.894867 sec): 3 clusters Score: Raw -111339.894378 + Penalty 1622.782373 = -109717.112005 nChanged 3 SP:Iteration 16Q (6736.917785 sec): 3 clusters Score: Raw -111340.469086 + Penalty 1622.782373 = -109717.686713 nChanged 1 SP:Iteration 17Q (6736.940680 sec): 3 clusters Score: Raw -111340.606230 + Penalty 1622.782373 = -109717.823857 nChanged 1 SP:Iteration 18Q (6736.963530 sec): 3 clusters Score: Raw -111340.720462 + Penalty 1622.782373 = -109717.938089 nChanged 0 SP:Iteration 19F (6736.985983 sec): 3 clusters Score: Raw -111340.720462 + Penalty 1622.782373 = -109717.938089 nChanged 0 Trying to split cluster 10 (1578 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6737.018324 sec): 2 clusters Score: Raw -81158.753614 + Penalty 773.210918 = -80385.542696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6737.129561 sec): 3 clusters Score: Raw -80434.492912 + Penalty 1546.421835 = -78888.071077 nChanged 611 SP:Iteration 1F (6737.233552 sec): 3 clusters Score: Raw -80833.644071 + Penalty 1546.421835 = -79287.222236 nChanged 152 SP:Iteration 2F (6737.346771 sec): 3 clusters Score: Raw -80977.113879 + Penalty 1546.421835 = -79430.692043 nChanged 110 SP:Iteration 3F (6737.463289 sec): 3 clusters Score: Raw -81099.927363 + Penalty 1546.421835 = -79553.505527 nChanged 74 SP:Iteration 4Q (6737.580340 sec): 3 clusters Score: Raw -81150.473903 + Penalty 1546.421835 = -79604.052067 nChanged 48 SP:Iteration 5Q (6737.669312 sec): 3 clusters Score: Raw -81175.850140 + Penalty 1546.421835 = -79629.428305 nChanged 33 SP:Iteration 6Q (6737.787984 sec): 3 clusters Score: Raw -81197.610361 + Penalty 1546.421835 = -79651.188525 nChanged 27 SP:Iteration 7Q (6737.903674 sec): 3 clusters Score: Raw -81213.006216 + Penalty 1546.421835 = -79666.584381 nChanged 28 SP:Iteration 8Q (6738.018839 sec): 3 clusters Score: Raw -81233.712628 + Penalty 1546.421835 = -79687.290793 nChanged 27 SP:Iteration 9Q (6738.134410 sec): 3 clusters Score: Raw -81256.695233 + Penalty 1546.421835 = -79710.273398 nChanged 31 SP:Iteration 10Q (6738.251085 sec): 3 clusters Score: Raw -81279.928820 + Penalty 1546.421835 = -79733.506984 nChanged 36 SP:Iteration 11Q (6738.366341 sec): 3 clusters Score: Raw -81308.914996 + Penalty 1546.421835 = -79762.493161 nChanged 37 SP:Iteration 12Q (6738.483337 sec): 3 clusters Score: Raw -81342.900585 + Penalty 1546.421835 = -79796.478750 nChanged 34 SP:Iteration 13Q (6738.594493 sec): 3 clusters Score: Raw -81368.202611 + Penalty 1546.421835 = -79821.780776 nChanged 33 SP:Iteration 14Q (6738.713142 sec): 3 clusters Score: Raw -81397.302898 + Penalty 1546.421835 = -79850.881062 nChanged 39 SP:Iteration 15Q (6738.828323 sec): 3 clusters Score: Raw -81422.851342 + Penalty 1546.421835 = -79876.429507 nChanged 43 SP:Iteration 16Q (6738.943835 sec): 3 clusters Score: Raw -81449.935509 + Penalty 1546.421835 = -79903.513674 nChanged 36 SP:Iteration 17Q (6739.037092 sec): 3 clusters Score: Raw -81476.940834 + Penalty 1546.421835 = -79930.518999 nChanged 45 SP:Iteration 18Q (6739.151906 sec): 3 clusters Score: Raw -81511.273124 + Penalty 1546.421835 = -79964.851288 nChanged 34 SP:Iteration 19Q (6739.255371 sec): 3 clusters Score: Raw -81534.405452 + Penalty 1546.421835 = -79987.983617 nChanged 36 SP:Iteration 20F (6739.369013 sec): 3 clusters Score: Raw -81567.669179 + Penalty 1546.421835 = -80021.247344 nChanged 43 SP:Iteration 21Q (6739.482302 sec): 3 clusters Score: Raw -81603.592530 + Penalty 1546.421835 = -80057.170694 nChanged 32 SP:Iteration 22Q (6739.538292 sec): 3 clusters Score: Raw -81629.846385 + Penalty 1546.421835 = -80083.424550 nChanged 32 SP:Iteration 23Q (6739.555268 sec): 3 clusters Score: Raw -81654.819324 + Penalty 1546.421835 = -80108.397488 nChanged 33 SP:Iteration 24Q (6739.580679 sec): 3 clusters Score: Raw -81679.909726 + Penalty 1546.421835 = -80133.487891 nChanged 28 SP:Iteration 25Q (6739.597707 sec): 3 clusters Score: Raw -81699.706134 + Penalty 1546.421835 = -80153.284299 nChanged 22 SP:Iteration 26Q (6739.614444 sec): 3 clusters Score: Raw -81718.542149 + Penalty 1546.421835 = -80172.120313 nChanged 22 SP:Iteration 27Q (6739.631039 sec): 3 clusters Score: Raw -81738.664142 + Penalty 1546.421835 = -80192.242306 nChanged 24 SP:Iteration 28Q (6739.647718 sec): 3 clusters Score: Raw -81761.513606 + Penalty 1546.421835 = -80215.091771 nChanged 20 SP:Iteration 29Q (6739.664305 sec): 3 clusters Score: Raw -81782.999845 + Penalty 1546.421835 = -80236.578010 nChanged 18 SP:Iteration 30Q (6739.680856 sec): 3 clusters Score: Raw -81797.817892 + Penalty 1546.421835 = -80251.396056 nChanged 11 SP:Iteration 31Q (6739.697344 sec): 3 clusters Score: Raw -81807.301957 + Penalty 1546.421835 = -80260.880122 nChanged 5 SP:Iteration 32Q (6739.803688 sec): 3 clusters Score: Raw -81811.482001 + Penalty 1546.421835 = -80265.060166 nChanged 5 SP:Iteration 33Q (6739.893412 sec): 3 clusters Score: Raw -81814.790195 + Penalty 1546.421835 = -80268.368359 nChanged 6 SP:Iteration 34Q (6739.910650 sec): 3 clusters Score: Raw -81819.770489 + Penalty 1546.421835 = -80273.348653 nChanged 5 SP:Iteration 35Q (6739.927570 sec): 3 clusters Score: Raw -81823.592112 + Penalty 1546.421835 = -80277.170276 nChanged 0 SP:Iteration 36F (6739.944340 sec): 3 clusters Score: Raw -81823.592112 + Penalty 1546.421835 = -80277.170276 nChanged 0 Trying to split cluster 11 (3176 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6740.019126 sec): 2 clusters Score: Raw -193221.293979 + Penalty 846.654671 = -192374.639308 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6740.150448 sec): 3 clusters Score: Raw -191517.099651 + Penalty 1693.309343 = -189823.790308 nChanged 1315 SP:Iteration 1F (6740.258083 sec): 3 clusters Score: Raw -192289.241363 + Penalty 1693.309343 = -190595.932021 nChanged 274 SP:Iteration 2F (6740.376532 sec): 3 clusters Score: Raw -192483.911404 + Penalty 1693.309343 = -190790.602061 nChanged 225 SP:Iteration 3F (6740.493971 sec): 3 clusters Score: Raw -192634.786282 + Penalty 1693.309343 = -190941.476940 nChanged 181 SP:Iteration 4F (6740.612312 sec): 3 clusters Score: Raw -192748.519602 + Penalty 1693.309343 = -191055.210259 nChanged 151 SP:Iteration 5Q (6740.720540 sec): 3 clusters Score: Raw -192837.599062 + Penalty 1693.309343 = -191144.289719 nChanged 121 SP:Iteration 6Q (6740.824667 sec): 3 clusters Score: Raw -192914.309975 + Penalty 1693.309343 = -191221.000633 nChanged 114 SP:Iteration 7Q (6740.934899 sec): 3 clusters Score: Raw -192996.983166 + Penalty 1693.309343 = -191303.673823 nChanged 102 SP:Iteration 8Q (6741.060268 sec): 3 clusters Score: Raw -193068.393666 + Penalty 1693.309343 = -191375.084324 nChanged 83 SP:Iteration 9Q (6741.146404 sec): 3 clusters Score: Raw -193118.966336 + Penalty 1693.309343 = -191425.656993 nChanged 64 SP:Iteration 10Q (6741.252392 sec): 3 clusters Score: Raw -193159.118760 + Penalty 1693.309343 = -191465.809417 nChanged 52 SP:Iteration 11Q (6741.358877 sec): 3 clusters Score: Raw -193198.637938 + Penalty 1693.309343 = -191505.328596 nChanged 58 SP:Iteration 12Q (6741.460973 sec): 3 clusters Score: Raw -193243.146674 + Penalty 1693.309343 = -191549.837332 nChanged 66 SP:Iteration 13Q (6741.565763 sec): 3 clusters Score: Raw -193300.064196 + Penalty 1693.309343 = -191606.754853 nChanged 65 SP:Iteration 14Q (6741.674020 sec): 3 clusters Score: Raw -193343.807534 + Penalty 1693.309343 = -191650.498192 nChanged 50 SP:Iteration 15Q (6741.781890 sec): 3 clusters Score: Raw -193374.279175 + Penalty 1693.309343 = -191680.969832 nChanged 47 SP:Iteration 16Q (6741.885920 sec): 3 clusters Score: Raw -193397.633722 + Penalty 1693.309343 = -191704.324379 nChanged 34 SP:Iteration 17Q (6742.011568 sec): 3 clusters Score: Raw -193412.540110 + Penalty 1693.309343 = -191719.230767 nChanged 22 SP:Iteration 18Q (6742.090411 sec): 3 clusters Score: Raw -193420.704666 + Penalty 1693.309343 = -191727.395323 nChanged 18 SP:Iteration 19Q (6742.185169 sec): 3 clusters Score: Raw -193428.300620 + Penalty 1693.309343 = -191734.991277 nChanged 16 SP:Iteration 20F (6742.294054 sec): 3 clusters Score: Raw -193435.088611 + Penalty 1693.309343 = -191741.779268 nChanged 16 SP:Iteration 21Q (6742.388160 sec): 3 clusters Score: Raw -193442.635210 + Penalty 1693.309343 = -191749.325868 nChanged 16 SP:Iteration 22Q (6742.505093 sec): 3 clusters Score: Raw -193449.244851 + Penalty 1693.309343 = -191755.935508 nChanged 16 SP:Iteration 23Q (6742.621862 sec): 3 clusters Score: Raw -193453.818105 + Penalty 1693.309343 = -191760.508763 nChanged 11 SP:Iteration 24Q (6742.732290 sec): 3 clusters Score: Raw -193456.451964 + Penalty 1693.309343 = -191763.142621 nChanged 7 SP:Iteration 25Q (6742.873349 sec): 3 clusters Score: Raw -193457.773253 + Penalty 1693.309343 = -191764.463910 nChanged 3 SP:Iteration 26Q (6742.975334 sec): 3 clusters Score: Raw -193458.557256 + Penalty 1693.309343 = -191765.247914 nChanged 2 SP:Iteration 27Q (6743.081540 sec): 3 clusters Score: Raw -193459.352441 + Penalty 1693.309343 = -191766.043098 nChanged 4 SP:Iteration 28Q (6743.185854 sec): 3 clusters Score: Raw -193461.346900 + Penalty 1693.309343 = -191768.037557 nChanged 5 SP:Iteration 29Q (6743.289872 sec): 3 clusters Score: Raw -193463.627190 + Penalty 1693.309343 = -191770.317847 nChanged 7 SP:Iteration 30Q (6743.393656 sec): 3 clusters Score: Raw -193466.518461 + Penalty 1693.309343 = -191773.209118 nChanged 11 SP:Iteration 31Q (6743.497196 sec): 3 clusters Score: Raw -193469.781769 + Penalty 1693.309343 = -191776.472426 nChanged 8 SP:Iteration 32Q (6743.601210 sec): 3 clusters Score: Raw -193472.486985 + Penalty 1693.309343 = -191779.177642 nChanged 7 SP:Iteration 33Q (6743.704688 sec): 3 clusters Score: Raw -193473.844931 + Penalty 1693.309343 = -191780.535588 nChanged 4 SP:Iteration 34Q (6743.808883 sec): 3 clusters Score: Raw -193474.369827 + Penalty 1693.309343 = -191781.060484 nChanged 3 SP:Iteration 35Q (6743.889185 sec): 3 clusters Score: Raw -193475.157320 + Penalty 1693.309343 = -191781.847978 nChanged 3 SP:Iteration 36Q (6743.993379 sec): 3 clusters Score: Raw -193476.851614 + Penalty 1693.309343 = -191783.542271 nChanged 6 SP:Iteration 37Q (6744.097144 sec): 3 clusters Score: Raw -193479.221498 + Penalty 1693.309343 = -191785.912156 nChanged 6 SP:Iteration 38Q (6744.200799 sec): 3 clusters Score: Raw -193480.865248 + Penalty 1693.309343 = -191787.555905 nChanged 6 SP:Iteration 39Q (6744.304183 sec): 3 clusters Score: Raw -193481.860760 + Penalty 1693.309343 = -191788.551417 nChanged 4 SP:Iteration 40F (6744.406684 sec): 3 clusters Score: Raw -193483.236304 + Penalty 1693.309343 = -191789.926961 nChanged 7 SP:Iteration 41Q (6744.513296 sec): 3 clusters Score: Raw -193486.239790 + Penalty 1693.309343 = -191792.930448 nChanged 11 SP:Iteration 42Q (6744.624525 sec): 3 clusters Score: Raw -193489.422460 + Penalty 1693.309343 = -191796.113117 nChanged 11 SP:Iteration 43Q (6744.727468 sec): 3 clusters Score: Raw -193492.922007 + Penalty 1693.309343 = -191799.612664 nChanged 6 SP:Iteration 44Q (6744.830829 sec): 3 clusters Score: Raw -193495.724494 + Penalty 1693.309343 = -191802.415152 nChanged 12 SP:Iteration 45Q (6744.934623 sec): 3 clusters Score: Raw -193498.492400 + Penalty 1693.309343 = -191805.183057 nChanged 5 SP:Iteration 46Q (6745.038397 sec): 3 clusters Score: Raw -193499.657538 + Penalty 1693.309343 = -191806.348195 nChanged 3 SP:Iteration 47Q (6745.142229 sec): 3 clusters Score: Raw -193500.529595 + Penalty 1693.309343 = -191807.220252 nChanged 0 SP:Iteration 48F (6745.245295 sec): 3 clusters Score: Raw -193500.529595 + Penalty 1693.309343 = -191807.220252 nChanged 0 Trying to split cluster 12 (901 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6745.329303 sec): 2 clusters Score: Raw -40292.719312 + Penalty 714.368052 = -39578.351260 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6745.438103 sec): 3 clusters Score: Raw -39963.106343 + Penalty 1428.736104 = -38534.370239 nChanged 319 SP:Iteration 1F (6745.517602 sec): 3 clusters Score: Raw -40343.228970 + Penalty 1428.736104 = -38914.492866 nChanged 95 SP:Iteration 2F (6745.625566 sec): 3 clusters Score: Raw -40474.476437 + Penalty 1428.736104 = -39045.740332 nChanged 49 SP:Iteration 3F (6745.759127 sec): 3 clusters Score: Raw -40537.198037 + Penalty 1428.736104 = -39108.461933 nChanged 20 SP:Iteration 4Q (6745.836977 sec): 3 clusters Score: Raw -40556.056088 + Penalty 1428.736104 = -39127.319983 nChanged 15 SP:Iteration 5Q (6745.942036 sec): 3 clusters Score: Raw -40570.369722 + Penalty 1428.736104 = -39141.633618 nChanged 13 SP:Iteration 6Q (6746.013222 sec): 3 clusters Score: Raw -40584.738109 + Penalty 1428.736104 = -39156.002005 nChanged 10 SP:Iteration 7Q (6746.127266 sec): 3 clusters Score: Raw -40592.341956 + Penalty 1428.736104 = -39163.605852 nChanged 8 SP:Iteration 8Q (6746.205871 sec): 3 clusters Score: Raw -40597.781568 + Penalty 1428.736104 = -39169.045464 nChanged 5 SP:Iteration 9Q (6746.326467 sec): 3 clusters Score: Raw -40603.516336 + Penalty 1428.736104 = -39174.780232 nChanged 5 SP:Iteration 10Q (6746.401071 sec): 3 clusters Score: Raw -40606.232836 + Penalty 1428.736104 = -39177.496732 nChanged 4 SP:Iteration 11Q (6746.494496 sec): 3 clusters Score: Raw -40609.436770 + Penalty 1428.736104 = -39180.700666 nChanged 3 SP:Iteration 12Q (6746.608594 sec): 3 clusters Score: Raw -40613.093046 + Penalty 1428.736104 = -39184.356942 nChanged 6 SP:Iteration 13Q (6746.680316 sec): 3 clusters Score: Raw -40618.910292 + Penalty 1428.736104 = -39190.174188 nChanged 9 SP:Iteration 14Q (6746.774622 sec): 3 clusters Score: Raw -40626.979504 + Penalty 1428.736104 = -39198.243400 nChanged 5 SP:Iteration 15Q (6746.867138 sec): 3 clusters Score: Raw -40630.335778 + Penalty 1428.736104 = -39201.599674 nChanged 4 SP:Iteration 16Q (6746.961510 sec): 3 clusters Score: Raw -40632.388929 + Penalty 1428.736104 = -39203.652825 nChanged 3 SP:Iteration 17Q (6747.054463 sec): 3 clusters Score: Raw -40636.713452 + Penalty 1428.736104 = -39207.977348 nChanged 1 SP:Iteration 18Q (6747.146370 sec): 3 clusters Score: Raw -40637.058719 + Penalty 1428.736104 = -39208.322615 nChanged 2 SP:Iteration 19Q (6747.237858 sec): 3 clusters Score: Raw -40637.462256 + Penalty 1428.736104 = -39208.726152 nChanged 0 SP:Iteration 20F (6747.329530 sec): 3 clusters Score: Raw -40637.462256 + Penalty 1428.736104 = -39208.726152 nChanged 0 Trying to split cluster 13 (1791 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6747.384215 sec): 2 clusters Score: Raw -93986.343100 + Penalty 786.505587 = -93199.837513 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6747.478923 sec): 3 clusters Score: Raw -93161.304305 + Penalty 1573.011174 = -91588.293130 nChanged 649 SP:Iteration 1F (6747.573058 sec): 3 clusters Score: Raw -93521.202145 + Penalty 1573.011174 = -91948.190970 nChanged 130 SP:Iteration 2F (6747.686355 sec): 3 clusters Score: Raw -93618.208007 + Penalty 1573.011174 = -92045.196833 nChanged 105 SP:Iteration 3F (6747.759062 sec): 3 clusters Score: Raw -93692.424115 + Penalty 1573.011174 = -92119.412941 nChanged 84 SP:Iteration 4Q (6747.853193 sec): 3 clusters Score: Raw -93763.347751 + Penalty 1573.011174 = -92190.336576 nChanged 89 SP:Iteration 5Q (6747.955259 sec): 3 clusters Score: Raw -93840.165665 + Penalty 1573.011174 = -92267.154490 nChanged 70 SP:Iteration 6Q (6748.056155 sec): 3 clusters Score: Raw -93908.260673 + Penalty 1573.011174 = -92335.249498 nChanged 72 SP:Iteration 7Q (6748.158937 sec): 3 clusters Score: Raw -93968.496886 + Penalty 1573.011174 = -92395.485712 nChanged 59 SP:Iteration 8Q (6748.237731 sec): 3 clusters Score: Raw -94005.063081 + Penalty 1573.011174 = -92432.051907 nChanged 52 SP:Iteration 9Q (6748.340328 sec): 3 clusters Score: Raw -94031.832559 + Penalty 1573.011174 = -92458.821385 nChanged 33 SP:Iteration 10Q (6748.464326 sec): 3 clusters Score: Raw -94048.019564 + Penalty 1573.011174 = -92475.008389 nChanged 24 SP:Iteration 11Q (6748.533877 sec): 3 clusters Score: Raw -94059.673478 + Penalty 1573.011174 = -92486.662304 nChanged 14 SP:Iteration 12Q (6748.638474 sec): 3 clusters Score: Raw -94066.610404 + Penalty 1573.011174 = -92493.599229 nChanged 17 SP:Iteration 13Q (6748.741186 sec): 3 clusters Score: Raw -94076.286036 + Penalty 1573.011174 = -92503.274862 nChanged 18 SP:Iteration 14Q (6748.844308 sec): 3 clusters Score: Raw -94086.259461 + Penalty 1573.011174 = -92513.248287 nChanged 21 SP:Iteration 15Q (6748.966870 sec): 3 clusters Score: Raw -94100.676532 + Penalty 1573.011174 = -92527.665357 nChanged 20 SP:Iteration 16Q (6749.073474 sec): 3 clusters Score: Raw -94113.222178 + Penalty 1573.011174 = -92540.211003 nChanged 19 SP:Iteration 17Q (6749.180215 sec): 3 clusters Score: Raw -94122.063961 + Penalty 1573.011174 = -92549.052787 nChanged 14 SP:Iteration 18Q (6749.263437 sec): 3 clusters Score: Raw -94127.791701 + Penalty 1573.011174 = -92554.780527 nChanged 11 SP:Iteration 19Q (6749.367032 sec): 3 clusters Score: Raw -94131.880681 + Penalty 1573.011174 = -92558.869507 nChanged 9 SP:Iteration 20F (6749.468143 sec): 3 clusters Score: Raw -94136.524888 + Penalty 1573.011174 = -92563.513713 nChanged 7 SP:Iteration 21Q (6749.570850 sec): 3 clusters Score: Raw -94138.894885 + Penalty 1573.011174 = -92565.883710 nChanged 5 SP:Iteration 22Q (6749.673229 sec): 3 clusters Score: Raw -94140.357198 + Penalty 1573.011174 = -92567.346024 nChanged 3 SP:Iteration 23Q (6749.774238 sec): 3 clusters Score: Raw -94141.409805 + Penalty 1573.011174 = -92568.398631 nChanged 3 SP:Iteration 24Q (6749.898105 sec): 3 clusters Score: Raw -94141.705056 + Penalty 1573.011174 = -92568.693882 nChanged 0 SP:Iteration 25F (6749.976946 sec): 3 clusters Score: Raw -94141.705056 + Penalty 1573.011174 = -92568.693882 nChanged 0 Trying to split cluster 14 (5009 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6750.059944 sec): 2 clusters Score: Raw -303927.005861 + Penalty 894.494115 = -303032.511746 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6750.199440 sec): 3 clusters Score: Raw -301170.988569 + Penalty 1788.988230 = -299382.000339 nChanged 2166 SP:Iteration 1F (6750.338201 sec): 3 clusters Score: Raw -302395.396287 + Penalty 1788.988230 = -300606.408057 nChanged 384 SP:Iteration 2F (6750.428923 sec): 3 clusters Score: Raw -302608.076597 + Penalty 1788.988230 = -300819.088366 nChanged 290 SP:Iteration 3F (6750.539306 sec): 3 clusters Score: Raw -302785.797912 + Penalty 1788.988230 = -300996.809682 nChanged 258 SP:Iteration 4F (6750.653898 sec): 3 clusters Score: Raw -302932.889201 + Penalty 1788.988230 = -301143.900971 nChanged 217 SP:Iteration 5Q (6750.791663 sec): 3 clusters Score: Raw -303072.648059 + Penalty 1788.988230 = -301283.659829 nChanged 208 SP:Iteration 6Q (6750.859600 sec): 3 clusters Score: Raw -303219.307815 + Penalty 1788.988230 = -301430.319585 nChanged 193 SP:Iteration 7Q (6750.973963 sec): 3 clusters Score: Raw -303350.018452 + Penalty 1788.988230 = -301561.030222 nChanged 170 SP:Iteration 8Q (6751.092156 sec): 3 clusters Score: Raw -303460.527107 + Penalty 1788.988230 = -301671.538876 nChanged 152 SP:Iteration 9Q (6751.217661 sec): 3 clusters Score: Raw -303558.817670 + Penalty 1788.988230 = -301769.829440 nChanged 100 SP:Iteration 10Q (6751.340104 sec): 3 clusters Score: Raw -303629.563485 + Penalty 1788.988230 = -301840.575255 nChanged 93 SP:Iteration 11Q (6751.460688 sec): 3 clusters Score: Raw -303705.633047 + Penalty 1788.988230 = -301916.644816 nChanged 99 SP:Iteration 12Q (6751.555093 sec): 3 clusters Score: Raw -303777.965542 + Penalty 1788.988230 = -301988.977311 nChanged 100 SP:Iteration 13Q (6751.674907 sec): 3 clusters Score: Raw -303844.769218 + Penalty 1788.988230 = -302055.780988 nChanged 85 SP:Iteration 14Q (6751.794136 sec): 3 clusters Score: Raw -303896.510398 + Penalty 1788.988230 = -302107.522168 nChanged 72 SP:Iteration 15Q (6751.903801 sec): 3 clusters Score: Raw -303935.828772 + Penalty 1788.988230 = -302146.840541 nChanged 64 SP:Iteration 16Q (6752.022863 sec): 3 clusters Score: Raw -303964.332361 + Penalty 1788.988230 = -302175.344131 nChanged 60 SP:Iteration 17Q (6752.155684 sec): 3 clusters Score: Raw -303994.227712 + Penalty 1788.988230 = -302205.239482 nChanged 51 SP:Iteration 18Q (6752.246870 sec): 3 clusters Score: Raw -304023.675592 + Penalty 1788.988230 = -302234.687361 nChanged 44 SP:Iteration 19Q (6752.372369 sec): 3 clusters Score: Raw -304048.503538 + Penalty 1788.988230 = -302259.515308 nChanged 39 SP:Iteration 20F (6752.513295 sec): 3 clusters Score: Raw -304075.469590 + Penalty 1788.988230 = -302286.481359 nChanged 50 SP:Iteration 21Q (6752.617415 sec): 3 clusters Score: Raw -304104.959217 + Penalty 1788.988230 = -302315.970987 nChanged 58 SP:Iteration 22Q (6752.719713 sec): 3 clusters Score: Raw -304151.695601 + Penalty 1788.988230 = -302362.707371 nChanged 73 SP:Iteration 23Q (6752.832965 sec): 3 clusters Score: Raw -304211.016223 + Penalty 1788.988230 = -302422.027993 nChanged 71 SP:Iteration 24Q (6752.940842 sec): 3 clusters Score: Raw -304270.381461 + Penalty 1788.988230 = -302481.393230 nChanged 79 SP:Iteration 25Q (6753.068016 sec): 3 clusters Score: Raw -304324.790710 + Penalty 1788.988230 = -302535.802479 nChanged 65 SP:Iteration 26Q (6753.171222 sec): 3 clusters Score: Raw -304359.593976 + Penalty 1788.988230 = -302570.605746 nChanged 49 SP:Iteration 27Q (6753.254260 sec): 3 clusters Score: Raw -304387.795651 + Penalty 1788.988230 = -302598.807420 nChanged 43 SP:Iteration 28Q (6753.381406 sec): 3 clusters Score: Raw -304409.787360 + Penalty 1788.988230 = -302620.799130 nChanged 30 SP:Iteration 29Q (6753.478982 sec): 3 clusters Score: Raw -304423.592803 + Penalty 1788.988230 = -302634.604572 nChanged 30 SP:Iteration 30Q (6753.594387 sec): 3 clusters Score: Raw -304435.899794 + Penalty 1788.988230 = -302646.911564 nChanged 26 SP:Iteration 31Q (6753.707844 sec): 3 clusters Score: Raw -304445.305688 + Penalty 1788.988230 = -302656.317458 nChanged 18 SP:Iteration 32Q (6753.822731 sec): 3 clusters Score: Raw -304453.125307 + Penalty 1788.988230 = -302664.137076 nChanged 17 SP:Iteration 33Q (6753.922753 sec): 3 clusters Score: Raw -304457.785733 + Penalty 1788.988230 = -302668.797503 nChanged 12 SP:Iteration 34Q (6754.023908 sec): 3 clusters Score: Raw -304462.049634 + Penalty 1788.988230 = -302673.061403 nChanged 15 SP:Iteration 35Q (6754.143153 sec): 3 clusters Score: Raw -304467.853404 + Penalty 1788.988230 = -302678.865174 nChanged 12 SP:Iteration 36Q (6754.257242 sec): 3 clusters Score: Raw -304470.864776 + Penalty 1788.988230 = -302681.876545 nChanged 9 SP:Iteration 37Q (6754.383295 sec): 3 clusters Score: Raw -304472.508998 + Penalty 1788.988230 = -302683.520768 nChanged 10 SP:Iteration 38Q (6754.498256 sec): 3 clusters Score: Raw -304475.013662 + Penalty 1788.988230 = -302686.025431 nChanged 12 SP:Iteration 39Q (6754.609780 sec): 3 clusters Score: Raw -304478.783737 + Penalty 1788.988230 = -302689.795506 nChanged 9 SP:Iteration 40F (6754.721359 sec): 3 clusters Score: Raw -304489.604795 + Penalty 1788.988230 = -302700.616564 nChanged 12 SP:Iteration 41Q (6754.832666 sec): 3 clusters Score: Raw -304493.656204 + Penalty 1788.988230 = -302704.667974 nChanged 12 SP:Iteration 42Q (6754.942945 sec): 3 clusters Score: Raw -304498.436907 + Penalty 1788.988230 = -302709.448676 nChanged 13 SP:Iteration 43Q (6755.054684 sec): 3 clusters Score: Raw -304502.209093 + Penalty 1788.988230 = -302713.220863 nChanged 15 SP:Iteration 44Q (6755.165438 sec): 3 clusters Score: Raw -304506.330547 + Penalty 1788.988230 = -302717.342317 nChanged 11 SP:Iteration 45Q (6755.279964 sec): 3 clusters Score: Raw -304508.802034 + Penalty 1788.988230 = -302719.813804 nChanged 5 SP:Iteration 46Q (6755.399333 sec): 3 clusters Score: Raw -304509.912255 + Penalty 1788.988230 = -302720.924024 nChanged 7 SP:Iteration 47Q (6755.509512 sec): 3 clusters Score: Raw -304511.233140 + Penalty 1788.988230 = -302722.244910 nChanged 5 SP:Iteration 48Q (6755.628265 sec): 3 clusters Score: Raw -304512.134928 + Penalty 1788.988230 = -302723.146698 nChanged 4 SP:Iteration 49Q (6755.723679 sec): 3 clusters Score: Raw -304513.144481 + Penalty 1788.988230 = -302724.156250 nChanged 2 SP:Iteration 50Q (6755.831374 sec): 3 clusters Score: Raw -304513.408064 + Penalty 1788.988230 = -302724.419833 nChanged 2 SP:Iteration 51Q (6755.967968 sec): 3 clusters Score: Raw -304513.600828 + Penalty 1788.988230 = -302724.612598 nChanged 0 SP:Iteration 52F (6756.058696 sec): 3 clusters Score: Raw -304513.600828 + Penalty 1788.988230 = -302724.612598 nChanged 0 Trying to split cluster 15 (3088 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6756.123374 sec): 2 clusters Score: Raw -182835.127304 + Penalty 843.704286 = -181991.423018 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6756.265422 sec): 3 clusters Score: Raw -181268.113022 + Penalty 1687.408571 = -179580.704450 nChanged 1211 SP:Iteration 1F (6756.388369 sec): 3 clusters Score: Raw -181980.017684 + Penalty 1687.408571 = -180292.609113 nChanged 214 SP:Iteration 2F (6756.498754 sec): 3 clusters Score: Raw -182093.427311 + Penalty 1687.408571 = -180406.018740 nChanged 150 SP:Iteration 3Q (6756.587039 sec): 3 clusters Score: Raw -182178.762275 + Penalty 1687.408571 = -180491.353703 nChanged 148 SP:Iteration 4Q (6756.698390 sec): 3 clusters Score: Raw -182277.330523 + Penalty 1687.408571 = -180589.921952 nChanged 135 SP:Iteration 5Q (6756.807884 sec): 3 clusters Score: Raw -182360.203292 + Penalty 1687.408571 = -180672.794720 nChanged 128 SP:Iteration 6Q (6756.916770 sec): 3 clusters Score: Raw -182436.087400 + Penalty 1687.408571 = -180748.678828 nChanged 111 SP:Iteration 7Q (6757.025866 sec): 3 clusters Score: Raw -182495.179317 + Penalty 1687.408571 = -180807.770746 nChanged 87 SP:Iteration 8Q (6757.120205 sec): 3 clusters Score: Raw -182535.116197 + Penalty 1687.408571 = -180847.707626 nChanged 75 SP:Iteration 9Q (6757.227196 sec): 3 clusters Score: Raw -182573.567687 + Penalty 1687.408571 = -180886.159116 nChanged 75 SP:Iteration 10Q (6757.354377 sec): 3 clusters Score: Raw -182620.919009 + Penalty 1687.408571 = -180933.510437 nChanged 87 SP:Iteration 11Q (6757.439902 sec): 3 clusters Score: Raw -182670.638158 + Penalty 1687.408571 = -180983.229587 nChanged 78 SP:Iteration 12Q (6757.547689 sec): 3 clusters Score: Raw -182718.663564 + Penalty 1687.408571 = -181031.254993 nChanged 61 SP:Iteration 13Q (6757.656128 sec): 3 clusters Score: Raw -182749.729837 + Penalty 1687.408571 = -181062.321265 nChanged 60 SP:Iteration 14Q (6757.738524 sec): 3 clusters Score: Raw -182781.510194 + Penalty 1687.408571 = -181094.101623 nChanged 59 SP:Iteration 15Q (6757.857992 sec): 3 clusters Score: Raw -182816.691810 + Penalty 1687.408571 = -181129.283238 nChanged 66 SP:Iteration 16Q (6757.937868 sec): 3 clusters Score: Raw -182854.415419 + Penalty 1687.408571 = -181167.006848 nChanged 58 SP:Iteration 17Q (6758.056228 sec): 3 clusters Score: Raw -182887.863575 + Penalty 1687.408571 = -181200.455004 nChanged 55 SP:Iteration 18Q (6758.167960 sec): 3 clusters Score: Raw -182912.286180 + Penalty 1687.408571 = -181224.877609 nChanged 46 SP:Iteration 19Q (6758.253391 sec): 3 clusters Score: Raw -182935.969947 + Penalty 1687.408571 = -181248.561376 nChanged 44 SP:Iteration 20F (6758.374742 sec): 3 clusters Score: Raw -182957.995978 + Penalty 1687.408571 = -181270.587406 nChanged 44 SP:Iteration 21Q (6758.496811 sec): 3 clusters Score: Raw -182977.555452 + Penalty 1687.408571 = -181290.146880 nChanged 38 SP:Iteration 22Q (6758.613286 sec): 3 clusters Score: Raw -182991.050849 + Penalty 1687.408571 = -181303.642278 nChanged 31 SP:Iteration 23Q (6758.729909 sec): 3 clusters Score: Raw -183001.228038 + Penalty 1687.408571 = -181313.819467 nChanged 24 SP:Iteration 24Q (6758.845388 sec): 3 clusters Score: Raw -183007.636624 + Penalty 1687.408571 = -181320.228052 nChanged 14 SP:Iteration 25Q (6758.961314 sec): 3 clusters Score: Raw -183011.839669 + Penalty 1687.408571 = -181324.431098 nChanged 14 SP:Iteration 26Q (6759.076420 sec): 3 clusters Score: Raw -183015.606550 + Penalty 1687.408571 = -181328.197979 nChanged 6 SP:Iteration 27Q (6759.192828 sec): 3 clusters Score: Raw -183017.431805 + Penalty 1687.408571 = -181330.023234 nChanged 6 SP:Iteration 28Q (6759.314016 sec): 3 clusters Score: Raw -183020.137658 + Penalty 1687.408571 = -181332.729087 nChanged 8 SP:Iteration 29Q (6759.425533 sec): 3 clusters Score: Raw -183024.403453 + Penalty 1687.408571 = -181336.994881 nChanged 13 SP:Iteration 30Q (6759.534851 sec): 3 clusters Score: Raw -183028.807488 + Penalty 1687.408571 = -181341.398917 nChanged 9 SP:Iteration 31Q (6759.630120 sec): 3 clusters Score: Raw -183030.529528 + Penalty 1687.408571 = -181343.120957 nChanged 3 SP:Iteration 32Q (6759.741284 sec): 3 clusters Score: Raw -183031.262153 + Penalty 1687.408571 = -181343.853581 nChanged 3 SP:Iteration 33Q (6759.850863 sec): 3 clusters Score: Raw -183032.347278 + Penalty 1687.408571 = -181344.938707 nChanged 4 SP:Iteration 34Q (6759.957656 sec): 3 clusters Score: Raw -183034.450502 + Penalty 1687.408571 = -181347.041931 nChanged 4 SP:Iteration 35Q (6760.067080 sec): 3 clusters Score: Raw -183035.525793 + Penalty 1687.408571 = -181348.117222 nChanged 6 SP:Iteration 36Q (6760.176041 sec): 3 clusters Score: Raw -183037.492529 + Penalty 1687.408571 = -181350.083958 nChanged 4 SP:Iteration 37Q (6760.285471 sec): 3 clusters Score: Raw -183038.033845 + Penalty 1687.408571 = -181350.625273 nChanged 3 SP:Iteration 38Q (6760.393933 sec): 3 clusters Score: Raw -183038.439214 + Penalty 1687.408571 = -181351.030643 nChanged 4 SP:Iteration 39Q (6760.503076 sec): 3 clusters Score: Raw -183039.298504 + Penalty 1687.408571 = -181351.889933 nChanged 3 SP:Iteration 40F (6760.611477 sec): 3 clusters Score: Raw -183040.537844 + Penalty 1687.408571 = -181353.129272 nChanged 4 SP:Iteration 41Q (6760.720577 sec): 3 clusters Score: Raw -183041.985933 + Penalty 1687.408571 = -181354.577361 nChanged 2 SP:Iteration 42Q (6760.829581 sec): 3 clusters Score: Raw -183042.697297 + Penalty 1687.408571 = -181355.288725 nChanged 8 SP:Iteration 43Q (6760.938146 sec): 3 clusters Score: Raw -183044.470748 + Penalty 1687.408571 = -181357.062177 nChanged 3 SP:Iteration 44Q (6761.046809 sec): 3 clusters Score: Raw -183044.930651 + Penalty 1687.408571 = -181357.522080 nChanged 3 SP:Iteration 45Q (6761.153966 sec): 3 clusters Score: Raw -183045.304688 + Penalty 1687.408571 = -181357.896117 nChanged 3 SP:Iteration 46Q (6761.239118 sec): 3 clusters Score: Raw -183045.931493 + Penalty 1687.408571 = -181358.522922 nChanged 4 SP:Iteration 47Q (6761.346216 sec): 3 clusters Score: Raw -183046.444663 + Penalty 1687.408571 = -181359.036092 nChanged 3 SP:Iteration 48Q (6761.429962 sec): 3 clusters Score: Raw -183047.005298 + Penalty 1687.408571 = -181359.596727 nChanged 4 SP:Iteration 49Q (6761.537488 sec): 3 clusters Score: Raw -183047.897477 + Penalty 1687.408571 = -181360.488906 nChanged 5 SP:Iteration 50Q (6761.643226 sec): 3 clusters Score: Raw -183049.303266 + Penalty 1687.408571 = -181361.894695 nChanged 5 SP:Iteration 51Q (6761.774987 sec): 3 clusters Score: Raw -183050.581632 + Penalty 1687.408571 = -181363.173061 nChanged 5 SP:Iteration 52Q (6761.861121 sec): 3 clusters Score: Raw -183051.897571 + Penalty 1687.408571 = -181364.488999 nChanged 3 SP:Iteration 53Q (6761.963810 sec): 3 clusters Score: Raw -183052.504049 + Penalty 1687.408571 = -181365.095478 nChanged 3 SP:Iteration 54Q (6762.067162 sec): 3 clusters Score: Raw -183053.498236 + Penalty 1687.408571 = -181366.089664 nChanged 4 SP:Iteration 55Q (6762.175049 sec): 3 clusters Score: Raw -183054.744997 + Penalty 1687.408571 = -181367.336426 nChanged 5 SP:Iteration 56Q (6762.282279 sec): 3 clusters Score: Raw -183056.032834 + Penalty 1687.408571 = -181368.624262 nChanged 5 SP:Iteration 57Q (6762.390437 sec): 3 clusters Score: Raw -183056.981267 + Penalty 1687.408571 = -181369.572696 nChanged 2 SP:Iteration 58Q (6762.499129 sec): 3 clusters Score: Raw -183057.259406 + Penalty 1687.408571 = -181369.850835 nChanged 1 SP:Iteration 59Q (6762.607964 sec): 3 clusters Score: Raw -183057.595964 + Penalty 1687.408571 = -181370.187392 nChanged 4 SP:Iteration 60F (6762.716614 sec): 3 clusters Score: Raw -183058.724952 + Penalty 1687.408571 = -181371.316381 nChanged 2 SP:Iteration 61Q (6762.826115 sec): 3 clusters Score: Raw -183059.115354 + Penalty 1687.408571 = -181371.706782 nChanged 3 SP:Iteration 62Q (6762.911751 sec): 3 clusters Score: Raw -183059.497053 + Penalty 1687.408571 = -181372.088482 nChanged 2 SP:Iteration 63Q (6763.045621 sec): 3 clusters Score: Raw -183060.686483 + Penalty 1687.408571 = -181373.277912 nChanged 5 SP:Iteration 64Q (6763.130842 sec): 3 clusters Score: Raw -183062.224110 + Penalty 1687.408571 = -181374.815538 nChanged 2 SP:Iteration 65Q (6763.244534 sec): 3 clusters Score: Raw -183062.905603 + Penalty 1687.408571 = -181375.497032 nChanged 1 SP:Iteration 66Q (6763.343017 sec): 3 clusters Score: Raw -183063.150033 + Penalty 1687.408571 = -181375.741461 nChanged 2 SP:Iteration 67Q (6763.455000 sec): 3 clusters Score: Raw -183063.501700 + Penalty 1687.408571 = -181376.093128 nChanged 4 SP:Iteration 68Q (6763.583986 sec): 3 clusters Score: Raw -183064.427732 + Penalty 1687.408571 = -181377.019161 nChanged 4 SP:Iteration 69Q (6763.658663 sec): 3 clusters Score: Raw -183065.023934 + Penalty 1687.408571 = -181377.615363 nChanged 1 SP:Iteration 70Q (6763.771059 sec): 3 clusters Score: Raw -183065.171252 + Penalty 1687.408571 = -181377.762681 nChanged 0 SP:Iteration 71F (6763.883703 sec): 3 clusters Score: Raw -183065.171252 + Penalty 1687.408571 = -181377.762681 nChanged 0 Trying to split cluster 16 (2754 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6763.945233 sec): 2 clusters Score: Raw -168747.283896 + Penalty 831.685016 = -167915.598880 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6764.061438 sec): 3 clusters Score: Raw -167363.203787 + Penalty 1663.370033 = -165699.833755 nChanged 1128 SP:Iteration 1F (6764.166433 sec): 3 clusters Score: Raw -168095.418795 + Penalty 1663.370033 = -166432.048762 nChanged 235 SP:Iteration 2F (6764.276650 sec): 3 clusters Score: Raw -168285.804366 + Penalty 1663.370033 = -166622.434333 nChanged 187 SP:Iteration 3F (6764.386747 sec): 3 clusters Score: Raw -168430.422064 + Penalty 1663.370033 = -166767.052031 nChanged 143 SP:Iteration 4F (6764.502039 sec): 3 clusters Score: Raw -168524.995183 + Penalty 1663.370033 = -166861.625150 nChanged 129 SP:Iteration 5Q (6764.613499 sec): 3 clusters Score: Raw -168608.712587 + Penalty 1663.370033 = -166945.342555 nChanged 93 SP:Iteration 6Q (6764.749075 sec): 3 clusters Score: Raw -168664.057870 + Penalty 1663.370033 = -167000.687838 nChanged 74 SP:Iteration 7Q (6764.838936 sec): 3 clusters Score: Raw -168703.676828 + Penalty 1663.370033 = -167040.306796 nChanged 66 SP:Iteration 8Q (6764.955750 sec): 3 clusters Score: Raw -168740.284456 + Penalty 1663.370033 = -167076.914423 nChanged 62 SP:Iteration 9Q (6765.069830 sec): 3 clusters Score: Raw -168770.080345 + Penalty 1663.370033 = -167106.710312 nChanged 49 SP:Iteration 10Q (6765.181695 sec): 3 clusters Score: Raw -168790.469744 + Penalty 1663.370033 = -167127.099711 nChanged 40 SP:Iteration 11Q (6765.288021 sec): 3 clusters Score: Raw -168813.635877 + Penalty 1663.370033 = -167150.265845 nChanged 33 SP:Iteration 12Q (6765.404166 sec): 3 clusters Score: Raw -168826.948585 + Penalty 1663.370033 = -167163.578552 nChanged 31 SP:Iteration 13Q (6765.519840 sec): 3 clusters Score: Raw -168841.385584 + Penalty 1663.370033 = -167178.015551 nChanged 27 SP:Iteration 14Q (6765.636222 sec): 3 clusters Score: Raw -168854.343659 + Penalty 1663.370033 = -167190.973626 nChanged 19 SP:Iteration 15Q (6765.750221 sec): 3 clusters Score: Raw -168861.584258 + Penalty 1663.370033 = -167198.214225 nChanged 13 SP:Iteration 16Q (6765.862490 sec): 3 clusters Score: Raw -168869.200899 + Penalty 1663.370033 = -167205.830867 nChanged 26 SP:Iteration 17Q (6765.967128 sec): 3 clusters Score: Raw -168880.355877 + Penalty 1663.370033 = -167216.985844 nChanged 26 SP:Iteration 18Q (6766.069654 sec): 3 clusters Score: Raw -168889.629247 + Penalty 1663.370033 = -167226.259214 nChanged 17 SP:Iteration 19Q (6766.169080 sec): 3 clusters Score: Raw -168894.908108 + Penalty 1663.370033 = -167231.538076 nChanged 13 SP:Iteration 20F (6766.262159 sec): 3 clusters Score: Raw -168900.698690 + Penalty 1663.370033 = -167237.328657 nChanged 15 SP:Iteration 21Q (6766.362246 sec): 3 clusters Score: Raw -168906.253782 + Penalty 1663.370033 = -167242.883749 nChanged 10 SP:Iteration 22Q (6766.461564 sec): 3 clusters Score: Raw -168908.909713 + Penalty 1663.370033 = -167245.539680 nChanged 7 SP:Iteration 23Q (6766.561319 sec): 3 clusters Score: Raw -168910.295212 + Penalty 1663.370033 = -167246.925179 nChanged 4 SP:Iteration 24Q (6766.661375 sec): 3 clusters Score: Raw -168911.131153 + Penalty 1663.370033 = -167247.761120 nChanged 4 SP:Iteration 25Q (6766.761251 sec): 3 clusters Score: Raw -168912.300541 + Penalty 1663.370033 = -167248.930509 nChanged 3 SP:Iteration 26Q (6766.845930 sec): 3 clusters Score: Raw -168913.196674 + Penalty 1663.370033 = -167249.826641 nChanged 2 SP:Iteration 27Q (6766.946385 sec): 3 clusters Score: Raw -168913.546733 + Penalty 1663.370033 = -167250.176700 nChanged 0 SP:Iteration 28F (6767.046859 sec): 3 clusters Score: Raw -168913.546733 + Penalty 1663.370033 = -167250.176700 nChanged 0 Trying to split cluster 17 (13739 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6767.137091 sec): 2 clusters Score: Raw -828384.912882 + Penalty 1000.439347 = -827384.473535 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6767.310737 sec): 3 clusters Score: Raw -820125.116488 + Penalty 2000.878694 = -818124.237794 nChanged 6281 SP:Iteration 1F (6767.452176 sec): 3 clusters Score: Raw -823796.288414 + Penalty 2000.878694 = -821795.409719 nChanged 942 SP:Iteration 2F (6767.612636 sec): 3 clusters Score: Raw -824290.809702 + Penalty 2000.878694 = -822289.931008 nChanged 882 SP:Iteration 3F (6767.746575 sec): 3 clusters Score: Raw -824767.573106 + Penalty 2000.878694 = -822766.694411 nChanged 846 SP:Iteration 4F (6767.892807 sec): 3 clusters Score: Raw -825275.365658 + Penalty 2000.878694 = -823274.486964 nChanged 815 SP:Iteration 5F (6768.029959 sec): 3 clusters Score: Raw -825830.599247 + Penalty 2000.878694 = -823829.720553 nChanged 798 SP:Iteration 6F (6768.168961 sec): 3 clusters Score: Raw -826416.223491 + Penalty 2000.878694 = -824415.344797 nChanged 747 SP:Iteration 7F (6768.318029 sec): 3 clusters Score: Raw -827021.904693 + Penalty 2000.878694 = -825021.025998 nChanged 669 SP:Iteration 8Q (6768.466059 sec): 3 clusters Score: Raw -827590.142921 + Penalty 2000.878694 = -825589.264226 nChanged 522 SP:Iteration 9Q (6768.613640 sec): 3 clusters Score: Raw -828002.302618 + Penalty 2000.878694 = -826001.423924 nChanged 436 SP:Iteration 10Q (6768.760329 sec): 3 clusters Score: Raw -828404.680606 + Penalty 2000.878694 = -826403.801912 nChanged 421 SP:Iteration 11Q (6768.914551 sec): 3 clusters Score: Raw -828850.102136 + Penalty 2000.878694 = -826849.223442 nChanged 400 SP:Iteration 12Q (6769.026860 sec): 3 clusters Score: Raw -829271.984699 + Penalty 2000.878694 = -827271.106004 nChanged 337 SP:Iteration 13Q (6769.159997 sec): 3 clusters Score: Raw -829589.981091 + Penalty 2000.878694 = -827589.102397 nChanged 231 SP:Iteration 14Q (6769.289426 sec): 3 clusters Score: Raw -829714.237353 + Penalty 2000.878694 = -827713.358659 nChanged 134 SP:Iteration 15Q (6769.419150 sec): 3 clusters Score: Raw -829751.963872 + Penalty 2000.878694 = -827751.085177 nChanged 61 SP:Iteration 16Q (6769.571468 sec): 3 clusters Score: Raw -829763.884905 + Penalty 2000.878694 = -827763.006211 nChanged 32 SP:Iteration 17Q (6769.755047 sec): 3 clusters Score: Raw -829767.825871 + Penalty 2000.878694 = -827766.947177 nChanged 25 SP:Iteration 18Q (6769.938264 sec): 3 clusters Score: Raw -829770.579867 + Penalty 2000.878694 = -827769.701173 nChanged 19 SP:Iteration 19Q (6770.050870 sec): 3 clusters Score: Raw -829773.077542 + Penalty 2000.878694 = -827772.198848 nChanged 11 SP:Iteration 20F (6770.190132 sec): 3 clusters Score: Raw -829773.809420 + Penalty 2000.878694 = -827772.930726 nChanged 2 SP:Iteration 21Q (6770.353943 sec): 3 clusters Score: Raw -829773.896259 + Penalty 2000.878694 = -827773.017564 nChanged 0 SP:Iteration 22F (6770.510374 sec): 3 clusters Score: Raw -829773.896259 + Penalty 2000.878694 = -827773.017564 nChanged 0 Score: Raw -4223751.809124 + Penalty 21288.940409 = -4202462.868716 Splitting cluster 17 changes total score from -4202255.924351 to -4202462.868716 So it's getting split into cluster 18. Iteration 99Q (6774.363499 sec): 19 clusters Score: Raw -4224273.537187 + Penalty 21288.940409 = -4202984.596779 nChanged 695 Iteration 100F (6776.539370 sec): 19 clusters Score: Raw -4224642.097811 + Penalty 21288.940409 = -4203353.157403 nChanged 638 Iteration 101Q (6778.220271 sec): 19 clusters Score: Raw -4224820.537347 + Penalty 21288.940409 = -4203531.596939 nChanged 432 Iteration 102Q (6779.767277 sec): 19 clusters Score: Raw -4224940.764917 + Penalty 21288.940409 = -4203651.824509 nChanged 346 Iteration 103Q (6781.411787 sec): 19 clusters Score: Raw -4225016.885766 + Penalty 21288.940409 = -4203727.945358 nChanged 271 Iteration 104Q (6783.103421 sec): 19 clusters Score: Raw -4225064.298561 + Penalty 21288.940409 = -4203775.358152 nChanged 211 Iteration 105Q (6784.244465 sec): 19 clusters Score: Raw -4225095.620579 + Penalty 21288.940409 = -4203806.680171 nChanged 164 Iteration 106Q (6785.511723 sec): 19 clusters Score: Raw -4225118.268302 + Penalty 21288.940409 = -4203829.327894 nChanged 131 Iteration 107Q (6786.435808 sec): 19 clusters Score: Raw -4225133.475785 + Penalty 21288.940409 = -4203844.535376 nChanged 105 Iteration 108Q (6787.268840 sec): 19 clusters Score: Raw -4225145.356941 + Penalty 21288.940409 = -4203856.416533 nChanged 110 Iteration 109Q (6788.149260 sec): 19 clusters Score: Raw -4225156.855478 + Penalty 21288.940409 = -4203867.915070 nChanged 103 Iteration 110Q (6789.148676 sec): 19 clusters Score: Raw -4225167.781482 + Penalty 21288.940409 = -4203878.841074 nChanged 67 Iteration 111Q (6790.011312 sec): 19 clusters Score: Raw -4225174.523645 + Penalty 21288.940409 = -4203885.583236 nChanged 53 Iteration 112Q (6790.864355 sec): 19 clusters Score: Raw -4225178.143716 + Penalty 21288.940409 = -4203889.203308 nChanged 38 Iteration 113Q (6791.757928 sec): 19 clusters Score: Raw -4225180.840700 + Penalty 21288.940409 = -4203891.900291 nChanged 42 Iteration 114Q (6792.665360 sec): 19 clusters Score: Raw -4225183.461552 + Penalty 21288.940409 = -4203894.521143 nChanged 29 Iteration 115Q (6793.547496 sec): 19 clusters Score: Raw -4225184.972992 + Penalty 21288.940409 = -4203896.032583 nChanged 23 Iteration 116Q (6794.440245 sec): 19 clusters Score: Raw -4225186.621448 + Penalty 21288.940409 = -4203897.681040 nChanged 21 Iteration 117Q (6795.301484 sec): 19 clusters Score: Raw -4225188.418010 + Penalty 21288.940409 = -4203899.477601 nChanged 22 Iteration 118Q (6796.152704 sec): 19 clusters Score: Raw -4225190.210063 + Penalty 21288.940409 = -4203901.269655 nChanged 17 Iteration 119Q (6797.006462 sec): 19 clusters Score: Raw -4225191.411924 + Penalty 21288.940409 = -4203902.471516 nChanged 15 Iteration 120F (6798.424493 sec): 19 clusters Score: Raw -4225192.299501 + Penalty 21288.940409 = -4203903.359092 nChanged 17 Iteration 121Q (6799.283412 sec): 19 clusters Score: Raw -4225192.975966 + Penalty 21288.940409 = -4203904.035557 nChanged 9 Iteration 122Q (6800.140067 sec): 19 clusters Score: Raw -4225193.362233 + Penalty 21288.940409 = -4203904.421824 nChanged 6 Iteration 123Q (6801.834509 sec): 19 clusters Score: Raw -4225193.608374 + Penalty 21288.940409 = -4203904.667965 nChanged 6 Iteration 124Q (6802.821398 sec): 19 clusters Score: Raw -4225193.880603 + Penalty 21288.940409 = -4203904.940195 nChanged 4 Iteration 125Q (6803.649492 sec): 19 clusters Score: Raw -4225194.015548 + Penalty 21288.940409 = -4203905.075140 nChanged 3 Iteration 126Q (6804.503836 sec): 19 clusters Score: Raw -4225194.141385 + Penalty 21288.940409 = -4203905.200977 nChanged 3 Iteration 127Q (6805.358799 sec): 19 clusters Score: Raw -4225194.286778 + Penalty 21288.940409 = -4203905.346370 nChanged 1 Iteration 128Q (6806.221680 sec): 19 clusters Score: Raw -4225194.314002 + Penalty 21288.940409 = -4203905.373594 nChanged 0 Iteration 129F (6807.642201 sec): 19 clusters Score: Raw -4225194.314002 + Penalty 21288.940409 = -4203905.373594 nChanged 0 Compute initial score before splitting: Score: Raw -4225194.314002 + Penalty 21288.940409 = -4203905.373594 Trying to split cluster 1 (2974 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6807.711885 sec): 2 clusters Score: Raw -170790.029653 + Penalty 839.754628 = -169950.275025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6807.739861 sec): 3 clusters Score: Raw -169293.496395 + Penalty 1679.509257 = -167613.987139 nChanged 1232 SP:Iteration 1F (6807.766909 sec): 3 clusters Score: Raw -170066.458927 + Penalty 1679.509257 = -168386.949670 nChanged 290 SP:Iteration 2F (6807.793930 sec): 3 clusters Score: Raw -170289.031531 + Penalty 1679.509257 = -168609.522274 nChanged 221 SP:Iteration 3F (6807.815805 sec): 3 clusters Score: Raw -170466.397364 + Penalty 1679.509257 = -168786.888107 nChanged 159 SP:Iteration 4F (6807.837783 sec): 3 clusters Score: Raw -170580.520446 + Penalty 1679.509257 = -168901.011189 nChanged 98 SP:Iteration 5Q (6807.860134 sec): 3 clusters Score: Raw -170639.899224 + Penalty 1679.509257 = -168960.389967 nChanged 72 SP:Iteration 6Q (6807.881608 sec): 3 clusters Score: Raw -170688.600418 + Penalty 1679.509257 = -169009.091161 nChanged 61 SP:Iteration 7Q (6807.903856 sec): 3 clusters Score: Raw -170727.135162 + Penalty 1679.509257 = -169047.625905 nChanged 50 SP:Iteration 8Q (6807.926073 sec): 3 clusters Score: Raw -170757.630492 + Penalty 1679.509257 = -169078.121235 nChanged 37 SP:Iteration 9Q (6807.948197 sec): 3 clusters Score: Raw -170775.990183 + Penalty 1679.509257 = -169096.480926 nChanged 31 SP:Iteration 10Q (6807.970228 sec): 3 clusters Score: Raw -170789.579293 + Penalty 1679.509257 = -169110.070036 nChanged 31 SP:Iteration 11Q (6807.992363 sec): 3 clusters Score: Raw -170805.958896 + Penalty 1679.509257 = -169126.449639 nChanged 24 SP:Iteration 12Q (6808.014358 sec): 3 clusters Score: Raw -170817.883247 + Penalty 1679.509257 = -169138.373990 nChanged 14 SP:Iteration 13Q (6808.036356 sec): 3 clusters Score: Raw -170824.494768 + Penalty 1679.509257 = -169144.985512 nChanged 16 SP:Iteration 14Q (6808.058321 sec): 3 clusters Score: Raw -170835.487315 + Penalty 1679.509257 = -169155.978058 nChanged 18 SP:Iteration 15Q (6808.080193 sec): 3 clusters Score: Raw -170847.141166 + Penalty 1679.509257 = -169167.631909 nChanged 18 SP:Iteration 16Q (6808.102021 sec): 3 clusters Score: Raw -170855.694930 + Penalty 1679.509257 = -169176.185673 nChanged 13 SP:Iteration 17Q (6808.123890 sec): 3 clusters Score: Raw -170864.759159 + Penalty 1679.509257 = -169185.249903 nChanged 17 SP:Iteration 18Q (6808.145642 sec): 3 clusters Score: Raw -170874.726643 + Penalty 1679.509257 = -169195.217387 nChanged 11 SP:Iteration 19Q (6808.167455 sec): 3 clusters Score: Raw -170881.300498 + Penalty 1679.509257 = -169201.791241 nChanged 8 SP:Iteration 20F (6808.189251 sec): 3 clusters Score: Raw -170885.433583 + Penalty 1679.509257 = -169205.924326 nChanged 8 SP:Iteration 21Q (6808.210933 sec): 3 clusters Score: Raw -170890.662256 + Penalty 1679.509257 = -169211.152999 nChanged 11 SP:Iteration 22Q (6808.324442 sec): 3 clusters Score: Raw -170896.183847 + Penalty 1679.509257 = -169216.674590 nChanged 9 SP:Iteration 23Q (6808.423775 sec): 3 clusters Score: Raw -170902.949118 + Penalty 1679.509257 = -169223.439861 nChanged 8 SP:Iteration 24Q (6808.534387 sec): 3 clusters Score: Raw -170906.763657 + Penalty 1679.509257 = -169227.254401 nChanged 7 SP:Iteration 25Q (6808.642997 sec): 3 clusters Score: Raw -170911.426933 + Penalty 1679.509257 = -169231.917676 nChanged 9 SP:Iteration 26Q (6808.754829 sec): 3 clusters Score: Raw -170916.887645 + Penalty 1679.509257 = -169237.378388 nChanged 8 SP:Iteration 27Q (6808.859160 sec): 3 clusters Score: Raw -170921.696690 + Penalty 1679.509257 = -169242.187433 nChanged 9 SP:Iteration 28Q (6808.973898 sec): 3 clusters Score: Raw -170926.175802 + Penalty 1679.509257 = -169246.666545 nChanged 8 SP:Iteration 29Q (6809.061382 sec): 3 clusters Score: Raw -170930.724425 + Penalty 1679.509257 = -169251.215169 nChanged 8 SP:Iteration 30Q (6809.173642 sec): 3 clusters Score: Raw -170933.296143 + Penalty 1679.509257 = -169253.786886 nChanged 4 SP:Iteration 31Q (6809.277744 sec): 3 clusters Score: Raw -170935.153025 + Penalty 1679.509257 = -169255.643768 nChanged 3 SP:Iteration 32Q (6809.387287 sec): 3 clusters Score: Raw -170938.877255 + Penalty 1679.509257 = -169259.367998 nChanged 7 SP:Iteration 33Q (6809.478738 sec): 3 clusters Score: Raw -170943.657993 + Penalty 1679.509257 = -169264.148736 nChanged 8 SP:Iteration 34Q (6809.568602 sec): 3 clusters Score: Raw -170948.307920 + Penalty 1679.509257 = -169268.798663 nChanged 8 SP:Iteration 35Q (6809.653976 sec): 3 clusters Score: Raw -170952.290702 + Penalty 1679.509257 = -169272.781446 nChanged 6 SP:Iteration 36Q (6809.744647 sec): 3 clusters Score: Raw -170954.125996 + Penalty 1679.509257 = -169274.616740 nChanged 1 SP:Iteration 37Q (6809.822681 sec): 3 clusters Score: Raw -170954.726581 + Penalty 1679.509257 = -169275.217325 nChanged 1 SP:Iteration 38Q (6809.844309 sec): 3 clusters Score: Raw -170955.033023 + Penalty 1679.509257 = -169275.523766 nChanged 2 SP:Iteration 39Q (6809.865639 sec): 3 clusters Score: Raw -170955.525482 + Penalty 1679.509257 = -169276.016225 nChanged 1 SP:Iteration 40F (6809.887350 sec): 3 clusters Score: Raw -170956.220971 + Penalty 1679.509257 = -169276.711714 nChanged 1 SP:Iteration 41Q (6809.908809 sec): 3 clusters Score: Raw -170956.549454 + Penalty 1679.509257 = -169277.040197 nChanged 1 SP:Iteration 42Q (6809.930187 sec): 3 clusters Score: Raw -170956.775830 + Penalty 1679.509257 = -169277.266573 nChanged 0 SP:Iteration 43F (6809.951877 sec): 3 clusters Score: Raw -170956.775830 + Penalty 1679.509257 = -169277.266573 nChanged 0 Trying to split cluster 2 (1674 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6809.982757 sec): 2 clusters Score: Raw -65241.201989 + Penalty 779.411981 = -64461.790007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6809.997177 sec): 3 clusters Score: Raw -64561.827376 + Penalty 1558.823963 = -63003.003413 nChanged 632 SP:Iteration 1F (6810.010698 sec): 3 clusters Score: Raw -65151.907085 + Penalty 1558.823963 = -63593.083123 nChanged 202 SP:Iteration 2F (6810.024183 sec): 3 clusters Score: Raw -65375.554496 + Penalty 1558.823963 = -63816.730533 nChanged 133 SP:Iteration 3F (6810.037694 sec): 3 clusters Score: Raw -65608.050267 + Penalty 1558.823963 = -64049.226304 nChanged 91 SP:Iteration 4F (6810.051169 sec): 3 clusters Score: Raw -65765.538770 + Penalty 1558.823963 = -64206.714807 nChanged 86 SP:Iteration 5F (6810.067589 sec): 3 clusters Score: Raw -65877.261494 + Penalty 1558.823963 = -64318.437531 nChanged 72 SP:Iteration 6Q (6810.081407 sec): 3 clusters Score: Raw -65967.928256 + Penalty 1558.823963 = -64409.104293 nChanged 57 SP:Iteration 7Q (6810.095137 sec): 3 clusters Score: Raw -66050.556901 + Penalty 1558.823963 = -64491.732938 nChanged 42 SP:Iteration 8Q (6810.202885 sec): 3 clusters Score: Raw -66103.296693 + Penalty 1558.823963 = -64544.472731 nChanged 37 SP:Iteration 9Q (6810.314790 sec): 3 clusters Score: Raw -66135.141324 + Penalty 1558.823963 = -64576.317361 nChanged 41 SP:Iteration 10Q (6810.401041 sec): 3 clusters Score: Raw -66166.611758 + Penalty 1558.823963 = -64607.787795 nChanged 28 SP:Iteration 11Q (6810.514356 sec): 3 clusters Score: Raw -66182.457117 + Penalty 1558.823963 = -64623.633154 nChanged 15 SP:Iteration 12Q (6810.606095 sec): 3 clusters Score: Raw -66194.508194 + Penalty 1558.823963 = -64635.684231 nChanged 27 SP:Iteration 13Q (6810.715962 sec): 3 clusters Score: Raw -66211.589611 + Penalty 1558.823963 = -64652.765648 nChanged 20 SP:Iteration 14Q (6810.828023 sec): 3 clusters Score: Raw -66225.371228 + Penalty 1558.823963 = -64666.547265 nChanged 19 SP:Iteration 15Q (6810.893161 sec): 3 clusters Score: Raw -66237.195140 + Penalty 1558.823963 = -64678.371177 nChanged 17 SP:Iteration 16Q (6810.984505 sec): 3 clusters Score: Raw -66250.673217 + Penalty 1558.823963 = -64691.849254 nChanged 18 SP:Iteration 17Q (6811.094735 sec): 3 clusters Score: Raw -66263.094652 + Penalty 1558.823963 = -64704.270689 nChanged 14 SP:Iteration 18Q (6811.189841 sec): 3 clusters Score: Raw -66273.402361 + Penalty 1558.823963 = -64714.578398 nChanged 15 SP:Iteration 19Q (6811.301743 sec): 3 clusters Score: Raw -66283.061087 + Penalty 1558.823963 = -64724.237124 nChanged 14 SP:Iteration 20F (6811.411870 sec): 3 clusters Score: Raw -66291.899283 + Penalty 1558.823963 = -64733.075321 nChanged 15 SP:Iteration 21Q (6811.523948 sec): 3 clusters Score: Raw -66300.390388 + Penalty 1558.823963 = -64741.566425 nChanged 13 SP:Iteration 22Q (6811.628718 sec): 3 clusters Score: Raw -66306.447866 + Penalty 1558.823963 = -64747.623903 nChanged 9 SP:Iteration 23Q (6811.738683 sec): 3 clusters Score: Raw -66311.000195 + Penalty 1558.823963 = -64752.176232 nChanged 11 SP:Iteration 24Q (6811.821933 sec): 3 clusters Score: Raw -66315.740632 + Penalty 1558.823963 = -64756.916669 nChanged 3 SP:Iteration 25Q (6811.926783 sec): 3 clusters Score: Raw -66316.633046 + Penalty 1558.823963 = -64757.809084 nChanged 3 SP:Iteration 26Q (6812.028632 sec): 3 clusters Score: Raw -66317.535680 + Penalty 1558.823963 = -64758.711718 nChanged 3 SP:Iteration 27Q (6812.115728 sec): 3 clusters Score: Raw -66318.485742 + Penalty 1558.823963 = -64759.661779 nChanged 1 SP:Iteration 28Q (6812.220451 sec): 3 clusters Score: Raw -66318.714890 + Penalty 1558.823963 = -64759.890927 nChanged 1 SP:Iteration 29Q (6812.310205 sec): 3 clusters Score: Raw -66319.064634 + Penalty 1558.823963 = -64760.240672 nChanged 1 SP:Iteration 30Q (6812.396827 sec): 3 clusters Score: Raw -66319.516903 + Penalty 1558.823963 = -64760.692940 nChanged 2 SP:Iteration 31Q (6812.486291 sec): 3 clusters Score: Raw -66320.159037 + Penalty 1558.823963 = -64761.335075 nChanged 1 SP:Iteration 32Q (6812.575826 sec): 3 clusters Score: Raw -66320.421576 + Penalty 1558.823963 = -64761.597614 nChanged 0 SP:Iteration 33F (6812.664719 sec): 3 clusters Score: Raw -66320.421576 + Penalty 1558.823963 = -64761.597614 nChanged 0 Score: Raw -4226273.533590 + Penalty 22471.659320 = -4203801.874270 Splitting cluster 2 changes total score from -4203905.373594 to -4203801.874270 So it's not getting split. Trying to split cluster 3 (8621 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6814.990600 sec): 2 clusters Score: Raw -483551.041488 + Penalty 951.505418 = -482599.536070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6815.170433 sec): 3 clusters Score: Raw -478494.647913 + Penalty 1903.010837 = -476591.637076 nChanged 3825 SP:Iteration 1F (6815.264206 sec): 3 clusters Score: Raw -480928.877368 + Penalty 1903.010837 = -479025.866531 nChanged 731 SP:Iteration 2F (6815.387233 sec): 3 clusters Score: Raw -481493.175779 + Penalty 1903.010837 = -479590.164943 nChanged 688 SP:Iteration 3F (6815.541318 sec): 3 clusters Score: Raw -482043.556022 + Penalty 1903.010837 = -480140.545185 nChanged 582 SP:Iteration 4F (6815.675415 sec): 3 clusters Score: Raw -482455.047999 + Penalty 1903.010837 = -480552.037163 nChanged 477 SP:Iteration 5F (6815.794418 sec): 3 clusters Score: Raw -482726.444751 + Penalty 1903.010837 = -480823.433914 nChanged 358 SP:Iteration 6Q (6815.894242 sec): 3 clusters Score: Raw -482909.092808 + Penalty 1903.010837 = -481006.081971 nChanged 320 SP:Iteration 7Q (6816.007788 sec): 3 clusters Score: Raw -483088.158115 + Penalty 1903.010837 = -481185.147278 nChanged 298 SP:Iteration 8Q (6816.116098 sec): 3 clusters Score: Raw -483248.320040 + Penalty 1903.010837 = -481345.309203 nChanged 264 SP:Iteration 9Q (6816.219717 sec): 3 clusters Score: Raw -483374.123914 + Penalty 1903.010837 = -481471.113077 nChanged 221 SP:Iteration 10Q (6816.330330 sec): 3 clusters Score: Raw -483468.142240 + Penalty 1903.010837 = -481565.131404 nChanged 177 SP:Iteration 11Q (6816.440557 sec): 3 clusters Score: Raw -483541.558712 + Penalty 1903.010837 = -481638.547875 nChanged 149 SP:Iteration 12Q (6816.547280 sec): 3 clusters Score: Raw -483593.456958 + Penalty 1903.010837 = -481690.446121 nChanged 143 SP:Iteration 13Q (6816.655820 sec): 3 clusters Score: Raw -483656.132473 + Penalty 1903.010837 = -481753.121636 nChanged 152 SP:Iteration 14Q (6816.776400 sec): 3 clusters Score: Raw -483725.306834 + Penalty 1903.010837 = -481822.295997 nChanged 136 SP:Iteration 15Q (6816.897991 sec): 3 clusters Score: Raw -483782.109007 + Penalty 1903.010837 = -481879.098170 nChanged 120 SP:Iteration 16Q (6817.008062 sec): 3 clusters Score: Raw -483822.472850 + Penalty 1903.010837 = -481919.462013 nChanged 93 SP:Iteration 17Q (6817.123110 sec): 3 clusters Score: Raw -483855.365306 + Penalty 1903.010837 = -481952.354469 nChanged 88 SP:Iteration 18Q (6817.249381 sec): 3 clusters Score: Raw -483883.928578 + Penalty 1903.010837 = -481980.917741 nChanged 80 SP:Iteration 19Q (6817.360348 sec): 3 clusters Score: Raw -483912.533367 + Penalty 1903.010837 = -482009.522530 nChanged 82 SP:Iteration 20F (6817.441298 sec): 3 clusters Score: Raw -483938.899701 + Penalty 1903.010837 = -482035.888864 nChanged 82 SP:Iteration 21Q (6817.554943 sec): 3 clusters Score: Raw -483975.427609 + Penalty 1903.010837 = -482072.416773 nChanged 93 SP:Iteration 22Q (6817.687598 sec): 3 clusters Score: Raw -484010.891519 + Penalty 1903.010837 = -482107.880682 nChanged 77 SP:Iteration 23Q (6817.789465 sec): 3 clusters Score: Raw -484040.925800 + Penalty 1903.010837 = -482137.914963 nChanged 73 SP:Iteration 24Q (6817.903556 sec): 3 clusters Score: Raw -484074.449578 + Penalty 1903.010837 = -482171.438741 nChanged 66 SP:Iteration 25Q (6818.014354 sec): 3 clusters Score: Raw -484102.453947 + Penalty 1903.010837 = -482199.443110 nChanged 64 SP:Iteration 26Q (6818.108866 sec): 3 clusters Score: Raw -484122.482477 + Penalty 1903.010837 = -482219.471640 nChanged 57 SP:Iteration 27Q (6818.223351 sec): 3 clusters Score: Raw -484144.724779 + Penalty 1903.010837 = -482241.713942 nChanged 58 SP:Iteration 28Q (6818.286453 sec): 3 clusters Score: Raw -484171.705030 + Penalty 1903.010837 = -482268.694194 nChanged 64 SP:Iteration 29Q (6818.331575 sec): 3 clusters Score: Raw -484202.186176 + Penalty 1903.010837 = -482299.175339 nChanged 67 SP:Iteration 30Q (6818.377277 sec): 3 clusters Score: Raw -484234.451928 + Penalty 1903.010837 = -482331.441091 nChanged 52 SP:Iteration 31Q (6818.427801 sec): 3 clusters Score: Raw -484255.745617 + Penalty 1903.010837 = -482352.734780 nChanged 43 SP:Iteration 32Q (6818.480381 sec): 3 clusters Score: Raw -484267.848553 + Penalty 1903.010837 = -482364.837716 nChanged 36 SP:Iteration 33Q (6818.532670 sec): 3 clusters Score: Raw -484277.298735 + Penalty 1903.010837 = -482374.287898 nChanged 34 SP:Iteration 34Q (6818.673074 sec): 3 clusters Score: Raw -484283.778138 + Penalty 1903.010837 = -482380.767301 nChanged 15 SP:Iteration 35Q (6818.789014 sec): 3 clusters Score: Raw -484286.278234 + Penalty 1903.010837 = -482383.267397 nChanged 18 SP:Iteration 36Q (6818.915932 sec): 3 clusters Score: Raw -484289.011106 + Penalty 1903.010837 = -482386.000269 nChanged 15 SP:Iteration 37Q (6819.032638 sec): 3 clusters Score: Raw -484290.973929 + Penalty 1903.010837 = -482387.963092 nChanged 8 SP:Iteration 38Q (6819.150708 sec): 3 clusters Score: Raw -484292.041190 + Penalty 1903.010837 = -482389.030353 nChanged 5 SP:Iteration 39Q (6819.258654 sec): 3 clusters Score: Raw -484292.647423 + Penalty 1903.010837 = -482389.636586 nChanged 6 SP:Iteration 40F (6819.420486 sec): 3 clusters Score: Raw -484293.193876 + Penalty 1903.010837 = -482390.183039 nChanged 4 SP:Iteration 41Q (6819.538813 sec): 3 clusters Score: Raw -484293.551245 + Penalty 1903.010837 = -482390.540408 nChanged 6 SP:Iteration 42Q (6819.656855 sec): 3 clusters Score: Raw -484294.223352 + Penalty 1903.010837 = -482391.212515 nChanged 4 SP:Iteration 43Q (6819.776105 sec): 3 clusters Score: Raw -484294.467666 + Penalty 1903.010837 = -482391.456829 nChanged 3 SP:Iteration 44Q (6819.892740 sec): 3 clusters Score: Raw -484294.950690 + Penalty 1903.010837 = -482391.939853 nChanged 5 SP:Iteration 45Q (6819.976185 sec): 3 clusters Score: Raw -484296.135466 + Penalty 1903.010837 = -482393.124629 nChanged 8 SP:Iteration 46Q (6820.028896 sec): 3 clusters Score: Raw -484296.910158 + Penalty 1903.010837 = -482393.899321 nChanged 5 SP:Iteration 47Q (6820.083068 sec): 3 clusters Score: Raw -484297.425015 + Penalty 1903.010837 = -482394.414178 nChanged 5 SP:Iteration 48Q (6820.137341 sec): 3 clusters Score: Raw -484297.930041 + Penalty 1903.010837 = -482394.919204 nChanged 4 SP:Iteration 49Q (6820.191049 sec): 3 clusters Score: Raw -484298.497822 + Penalty 1903.010837 = -482395.486985 nChanged 6 SP:Iteration 50Q (6820.243099 sec): 3 clusters Score: Raw -484299.145689 + Penalty 1903.010837 = -482396.134852 nChanged 2 SP:Iteration 51Q (6820.295449 sec): 3 clusters Score: Raw -484299.372807 + Penalty 1903.010837 = -482396.361970 nChanged 2 SP:Iteration 52Q (6820.349010 sec): 3 clusters Score: Raw -484299.633902 + Penalty 1903.010837 = -482396.623065 nChanged 3 SP:Iteration 53Q (6820.398099 sec): 3 clusters Score: Raw -484299.907610 + Penalty 1903.010837 = -482396.896773 nChanged 3 SP:Iteration 54Q (6820.443026 sec): 3 clusters Score: Raw -484300.221644 + Penalty 1903.010837 = -482397.210807 nChanged 2 SP:Iteration 55Q (6820.487752 sec): 3 clusters Score: Raw -484300.402802 + Penalty 1903.010837 = -482397.391965 nChanged 2 SP:Iteration 56Q (6820.532530 sec): 3 clusters Score: Raw -484300.517445 + Penalty 1903.010837 = -482397.506608 nChanged 2 SP:Iteration 57Q (6820.579171 sec): 3 clusters Score: Raw -484300.699738 + Penalty 1903.010837 = -482397.688901 nChanged 2 SP:Iteration 58Q (6820.627463 sec): 3 clusters Score: Raw -484300.872690 + Penalty 1903.010837 = -482397.861853 nChanged 1 SP:Iteration 59Q (6820.675776 sec): 3 clusters Score: Raw -484300.962563 + Penalty 1903.010837 = -482397.951726 nChanged 3 SP:Iteration 60F (6820.726690 sec): 3 clusters Score: Raw -484301.339122 + Penalty 1903.010837 = -482398.328285 nChanged 6 SP:Iteration 61Q (6820.774839 sec): 3 clusters Score: Raw -484301.893004 + Penalty 1903.010837 = -482398.882167 nChanged 5 SP:Iteration 62Q (6820.823233 sec): 3 clusters Score: Raw -484302.233884 + Penalty 1903.010837 = -482399.223047 nChanged 2 SP:Iteration 63Q (6820.871554 sec): 3 clusters Score: Raw -484302.362470 + Penalty 1903.010837 = -482399.351634 nChanged 1 SP:Iteration 64Q (6820.919621 sec): 3 clusters Score: Raw -484302.455087 + Penalty 1903.010837 = -482399.444250 nChanged 0 SP:Iteration 65F (6821.053448 sec): 3 clusters Score: Raw -484302.455087 + Penalty 1903.010837 = -482399.444250 nChanged 0 Trying to split cluster 4 (5779 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6821.092739 sec): 2 clusters Score: Raw -297396.749821 + Penalty 909.508523 = -296487.241297 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6821.239542 sec): 3 clusters Score: Raw -294211.832629 + Penalty 1819.017047 = -292392.815583 nChanged 2462 SP:Iteration 1F (6821.371672 sec): 3 clusters Score: Raw -295917.572932 + Penalty 1819.017047 = -294098.555885 nChanged 525 SP:Iteration 2F (6821.482051 sec): 3 clusters Score: Raw -296360.150087 + Penalty 1819.017047 = -294541.133040 nChanged 478 SP:Iteration 3F (6821.596804 sec): 3 clusters Score: Raw -296826.650852 + Penalty 1819.017047 = -295007.633805 nChanged 442 SP:Iteration 4F (6821.710502 sec): 3 clusters Score: Raw -297283.116717 + Penalty 1819.017047 = -295464.099671 nChanged 366 SP:Iteration 5F (6821.803353 sec): 3 clusters Score: Raw -297584.542241 + Penalty 1819.017047 = -295765.525195 nChanged 261 SP:Iteration 6Q (6821.926361 sec): 3 clusters Score: Raw -297762.049685 + Penalty 1819.017047 = -295943.032638 nChanged 201 SP:Iteration 7Q (6822.032460 sec): 3 clusters Score: Raw -297881.913944 + Penalty 1819.017047 = -296062.896898 nChanged 158 SP:Iteration 8Q (6822.156727 sec): 3 clusters Score: Raw -297974.486024 + Penalty 1819.017047 = -296155.468977 nChanged 124 SP:Iteration 9Q (6822.264427 sec): 3 clusters Score: Raw -298035.384953 + Penalty 1819.017047 = -296216.367907 nChanged 80 SP:Iteration 10Q (6822.402504 sec): 3 clusters Score: Raw -298064.164556 + Penalty 1819.017047 = -296245.147510 nChanged 64 SP:Iteration 11Q (6822.475395 sec): 3 clusters Score: Raw -298084.739078 + Penalty 1819.017047 = -296265.722032 nChanged 56 SP:Iteration 12Q (6822.515453 sec): 3 clusters Score: Raw -298100.295694 + Penalty 1819.017047 = -296281.278647 nChanged 39 SP:Iteration 13Q (6822.560569 sec): 3 clusters Score: Raw -298110.696065 + Penalty 1819.017047 = -296291.679018 nChanged 33 SP:Iteration 14Q (6822.605779 sec): 3 clusters Score: Raw -298121.346072 + Penalty 1819.017047 = -296302.329026 nChanged 22 SP:Iteration 15Q (6822.644877 sec): 3 clusters Score: Raw -298126.823651 + Penalty 1819.017047 = -296307.806604 nChanged 29 SP:Iteration 16Q (6822.683954 sec): 3 clusters Score: Raw -298132.093599 + Penalty 1819.017047 = -296313.076552 nChanged 20 SP:Iteration 17Q (6822.723016 sec): 3 clusters Score: Raw -298138.861858 + Penalty 1819.017047 = -296319.844811 nChanged 24 SP:Iteration 18Q (6822.762001 sec): 3 clusters Score: Raw -298143.725686 + Penalty 1819.017047 = -296324.708639 nChanged 14 SP:Iteration 19Q (6822.801092 sec): 3 clusters Score: Raw -298146.757606 + Penalty 1819.017047 = -296327.740560 nChanged 20 SP:Iteration 20F (6822.840227 sec): 3 clusters Score: Raw -298150.484489 + Penalty 1819.017047 = -296331.467443 nChanged 10 SP:Iteration 21Q (6822.879148 sec): 3 clusters Score: Raw -298151.733796 + Penalty 1819.017047 = -296332.716749 nChanged 10 SP:Iteration 22Q (6822.918083 sec): 3 clusters Score: Raw -298153.026594 + Penalty 1819.017047 = -296334.009547 nChanged 9 SP:Iteration 23Q (6822.956927 sec): 3 clusters Score: Raw -298154.294619 + Penalty 1819.017047 = -296335.277573 nChanged 5 SP:Iteration 24Q (6822.995929 sec): 3 clusters Score: Raw -298155.730443 + Penalty 1819.017047 = -296336.713396 nChanged 9 SP:Iteration 25Q (6823.034917 sec): 3 clusters Score: Raw -298157.584336 + Penalty 1819.017047 = -296338.567289 nChanged 10 SP:Iteration 26Q (6823.073729 sec): 3 clusters Score: Raw -298159.058163 + Penalty 1819.017047 = -296340.041116 nChanged 7 SP:Iteration 27Q (6823.112753 sec): 3 clusters Score: Raw -298159.741121 + Penalty 1819.017047 = -296340.724074 nChanged 10 SP:Iteration 28Q (6823.151647 sec): 3 clusters Score: Raw -298161.628125 + Penalty 1819.017047 = -296342.611078 nChanged 12 SP:Iteration 29Q (6823.280406 sec): 3 clusters Score: Raw -298163.941991 + Penalty 1819.017047 = -296344.924944 nChanged 12 SP:Iteration 30Q (6823.394247 sec): 3 clusters Score: Raw -298165.896396 + Penalty 1819.017047 = -296346.879350 nChanged 6 SP:Iteration 31Q (6823.510923 sec): 3 clusters Score: Raw -298166.741076 + Penalty 1819.017047 = -296347.724029 nChanged 5 SP:Iteration 32Q (6823.615208 sec): 3 clusters Score: Raw -298167.323196 + Penalty 1819.017047 = -296348.306149 nChanged 5 SP:Iteration 33Q (6823.723060 sec): 3 clusters Score: Raw -298167.805628 + Penalty 1819.017047 = -296348.788582 nChanged 3 SP:Iteration 34Q (6823.831362 sec): 3 clusters Score: Raw -298168.192955 + Penalty 1819.017047 = -296349.175908 nChanged 2 SP:Iteration 35Q (6823.952290 sec): 3 clusters Score: Raw -298168.414406 + Penalty 1819.017047 = -296349.397359 nChanged 2 SP:Iteration 36Q (6824.071196 sec): 3 clusters Score: Raw -298168.714279 + Penalty 1819.017047 = -296349.697232 nChanged 2 SP:Iteration 37Q (6824.184869 sec): 3 clusters Score: Raw -298168.903233 + Penalty 1819.017047 = -296349.886187 nChanged 3 SP:Iteration 38Q (6824.298412 sec): 3 clusters Score: Raw -298169.224659 + Penalty 1819.017047 = -296350.207613 nChanged 4 SP:Iteration 39Q (6824.429000 sec): 3 clusters Score: Raw -298169.766627 + Penalty 1819.017047 = -296350.749581 nChanged 3 SP:Iteration 40F (6824.527269 sec): 3 clusters Score: Raw -298169.984764 + Penalty 1819.017047 = -296350.967718 nChanged 3 SP:Iteration 41Q (6824.634730 sec): 3 clusters Score: Raw -298170.172353 + Penalty 1819.017047 = -296351.155306 nChanged 2 SP:Iteration 42Q (6824.695846 sec): 3 clusters Score: Raw -298170.507151 + Penalty 1819.017047 = -296351.490104 nChanged 4 SP:Iteration 43Q (6824.739202 sec): 3 clusters Score: Raw -298171.659006 + Penalty 1819.017047 = -296352.641959 nChanged 6 SP:Iteration 44Q (6824.782388 sec): 3 clusters Score: Raw -298172.916259 + Penalty 1819.017047 = -296353.899212 nChanged 8 SP:Iteration 45Q (6824.826666 sec): 3 clusters Score: Raw -298174.284602 + Penalty 1819.017047 = -296355.267555 nChanged 11 SP:Iteration 46Q (6824.869831 sec): 3 clusters Score: Raw -298175.937145 + Penalty 1819.017047 = -296356.920098 nChanged 12 SP:Iteration 47Q (6824.912989 sec): 3 clusters Score: Raw -298178.181634 + Penalty 1819.017047 = -296359.164588 nChanged 8 SP:Iteration 48Q (6824.956829 sec): 3 clusters Score: Raw -298179.411131 + Penalty 1819.017047 = -296360.394084 nChanged 10 SP:Iteration 49Q (6825.000579 sec): 3 clusters Score: Raw -298181.928749 + Penalty 1819.017047 = -296362.911702 nChanged 14 SP:Iteration 50Q (6825.044422 sec): 3 clusters Score: Raw -298185.537305 + Penalty 1819.017047 = -296366.520258 nChanged 14 SP:Iteration 51Q (6825.088212 sec): 3 clusters Score: Raw -298189.111110 + Penalty 1819.017047 = -296370.094063 nChanged 15 SP:Iteration 52Q (6825.131795 sec): 3 clusters Score: Raw -298192.511774 + Penalty 1819.017047 = -296373.494727 nChanged 16 SP:Iteration 53Q (6825.174854 sec): 3 clusters Score: Raw -298195.754662 + Penalty 1819.017047 = -296376.737615 nChanged 19 SP:Iteration 54Q (6825.217751 sec): 3 clusters Score: Raw -298200.500759 + Penalty 1819.017047 = -296381.483713 nChanged 14 SP:Iteration 55Q (6825.260821 sec): 3 clusters Score: Raw -298203.490593 + Penalty 1819.017047 = -296384.473547 nChanged 14 SP:Iteration 56Q (6825.304295 sec): 3 clusters Score: Raw -298206.152436 + Penalty 1819.017047 = -296387.135389 nChanged 11 SP:Iteration 57Q (6825.348423 sec): 3 clusters Score: Raw -298208.285378 + Penalty 1819.017047 = -296389.268331 nChanged 7 SP:Iteration 58Q (6825.392414 sec): 3 clusters Score: Raw -298209.269963 + Penalty 1819.017047 = -296390.252916 nChanged 4 SP:Iteration 59Q (6825.436324 sec): 3 clusters Score: Raw -298209.794212 + Penalty 1819.017047 = -296390.777165 nChanged 5 SP:Iteration 60F (6825.480233 sec): 3 clusters Score: Raw -298210.638945 + Penalty 1819.017047 = -296391.621898 nChanged 5 SP:Iteration 61Q (6825.607427 sec): 3 clusters Score: Raw -298211.479295 + Penalty 1819.017047 = -296392.462249 nChanged 5 SP:Iteration 62Q (6825.732561 sec): 3 clusters Score: Raw -298212.466746 + Penalty 1819.017047 = -296393.449699 nChanged 6 SP:Iteration 63Q (6825.815984 sec): 3 clusters Score: Raw -298213.368949 + Penalty 1819.017047 = -296394.351903 nChanged 6 SP:Iteration 64Q (6825.938170 sec): 3 clusters Score: Raw -298214.622339 + Penalty 1819.017047 = -296395.605292 nChanged 5 SP:Iteration 65Q (6826.058860 sec): 3 clusters Score: Raw -298215.669946 + Penalty 1819.017047 = -296396.652900 nChanged 2 SP:Iteration 66Q (6826.160600 sec): 3 clusters Score: Raw -298215.961059 + Penalty 1819.017047 = -296396.944013 nChanged 1 SP:Iteration 67Q (6826.304288 sec): 3 clusters Score: Raw -298216.189532 + Penalty 1819.017047 = -296397.172485 nChanged 0 SP:Iteration 68F (6826.428006 sec): 3 clusters Score: Raw -298216.189532 + Penalty 1819.017047 = -296397.172485 nChanged 0 Trying to split cluster 5 (2382 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6826.475178 sec): 2 clusters Score: Raw -110763.882264 + Penalty 816.448054 = -109947.434210 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6826.594962 sec): 3 clusters Score: Raw -109611.739591 + Penalty 1632.896107 = -107978.843483 nChanged 960 SP:Iteration 1F (6826.687110 sec): 3 clusters Score: Raw -110500.713376 + Penalty 1632.896107 = -108867.817269 nChanged 263 SP:Iteration 2F (6826.789547 sec): 3 clusters Score: Raw -110812.149538 + Penalty 1632.896107 = -109179.253430 nChanged 190 SP:Iteration 3F (6826.905673 sec): 3 clusters Score: Raw -111022.043350 + Penalty 1632.896107 = -109389.147242 nChanged 156 SP:Iteration 4F (6826.999029 sec): 3 clusters Score: Raw -111178.566237 + Penalty 1632.896107 = -109545.670130 nChanged 111 SP:Iteration 5Q (6827.091171 sec): 3 clusters Score: Raw -111282.011272 + Penalty 1632.896107 = -109649.115165 nChanged 102 SP:Iteration 6Q (6827.208864 sec): 3 clusters Score: Raw -111347.890971 + Penalty 1632.896107 = -109714.994863 nChanged 60 SP:Iteration 7Q (6827.319331 sec): 3 clusters Score: Raw -111381.971934 + Penalty 1632.896107 = -109749.075827 nChanged 31 SP:Iteration 8Q (6827.409902 sec): 3 clusters Score: Raw -111395.206780 + Penalty 1632.896107 = -109762.310673 nChanged 23 SP:Iteration 9Q (6827.496033 sec): 3 clusters Score: Raw -111404.337750 + Penalty 1632.896107 = -109771.441643 nChanged 15 SP:Iteration 10Q (6827.518371 sec): 3 clusters Score: Raw -111411.120076 + Penalty 1632.896107 = -109778.223969 nChanged 12 SP:Iteration 11Q (6827.540625 sec): 3 clusters Score: Raw -111415.247640 + Penalty 1632.896107 = -109782.351533 nChanged 12 SP:Iteration 12Q (6827.562803 sec): 3 clusters Score: Raw -111419.766303 + Penalty 1632.896107 = -109786.870196 nChanged 10 SP:Iteration 13Q (6827.585111 sec): 3 clusters Score: Raw -111423.908965 + Penalty 1632.896107 = -109791.012857 nChanged 18 SP:Iteration 14Q (6827.607384 sec): 3 clusters Score: Raw -111428.807058 + Penalty 1632.896107 = -109795.910950 nChanged 9 SP:Iteration 15Q (6827.629745 sec): 3 clusters Score: Raw -111431.263786 + Penalty 1632.896107 = -109798.367679 nChanged 10 SP:Iteration 16Q (6827.651946 sec): 3 clusters Score: Raw -111434.518634 + Penalty 1632.896107 = -109801.622527 nChanged 11 SP:Iteration 17Q (6827.674125 sec): 3 clusters Score: Raw -111438.987679 + Penalty 1632.896107 = -109806.091572 nChanged 8 SP:Iteration 18Q (6827.696375 sec): 3 clusters Score: Raw -111441.855108 + Penalty 1632.896107 = -109808.959001 nChanged 8 SP:Iteration 19Q (6827.718556 sec): 3 clusters Score: Raw -111444.726980 + Penalty 1632.896107 = -109811.830872 nChanged 10 SP:Iteration 20F (6827.740567 sec): 3 clusters Score: Raw -111448.595254 + Penalty 1632.896107 = -109815.699147 nChanged 5 SP:Iteration 21Q (6827.856594 sec): 3 clusters Score: Raw -111449.941729 + Penalty 1632.896107 = -109817.045622 nChanged 3 SP:Iteration 22Q (6827.973870 sec): 3 clusters Score: Raw -111451.065240 + Penalty 1632.896107 = -109818.169132 nChanged 2 SP:Iteration 23Q (6828.071626 sec): 3 clusters Score: Raw -111452.200620 + Penalty 1632.896107 = -109819.304512 nChanged 0 SP:Iteration 24F (6828.164561 sec): 3 clusters Score: Raw -111452.200620 + Penalty 1632.896107 = -109819.304512 nChanged 0 Trying to split cluster 6 (9430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6828.260569 sec): 2 clusters Score: Raw -533197.925080 + Penalty 960.923394 = -532237.001686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6828.372439 sec): 3 clusters Score: Raw -527714.466569 + Penalty 1921.846789 = -525792.619780 nChanged 4217 SP:Iteration 1F (6828.496219 sec): 3 clusters Score: Raw -530316.842723 + Penalty 1921.846789 = -528394.995934 nChanged 731 SP:Iteration 2F (6828.626779 sec): 3 clusters Score: Raw -530785.452334 + Penalty 1921.846789 = -528863.605545 nChanged 655 SP:Iteration 3F (6828.771959 sec): 3 clusters Score: Raw -531210.730209 + Penalty 1921.846789 = -529288.883420 nChanged 579 SP:Iteration 4F (6828.905136 sec): 3 clusters Score: Raw -531579.567178 + Penalty 1921.846789 = -529657.720389 nChanged 540 SP:Iteration 5F (6829.019717 sec): 3 clusters Score: Raw -531970.295364 + Penalty 1921.846789 = -530048.448575 nChanged 489 SP:Iteration 6F (6829.144487 sec): 3 clusters Score: Raw -532331.001806 + Penalty 1921.846789 = -530409.155017 nChanged 436 SP:Iteration 7Q (6829.270625 sec): 3 clusters Score: Raw -532618.263080 + Penalty 1921.846789 = -530696.416291 nChanged 374 SP:Iteration 8Q (6829.384757 sec): 3 clusters Score: Raw -532833.731952 + Penalty 1921.846789 = -530911.885163 nChanged 291 SP:Iteration 9Q (6829.492090 sec): 3 clusters Score: Raw -532986.805529 + Penalty 1921.846789 = -531064.958740 nChanged 247 SP:Iteration 10Q (6829.536766 sec): 3 clusters Score: Raw -533113.734507 + Penalty 1921.846789 = -531191.887718 nChanged 210 SP:Iteration 11Q (6829.590523 sec): 3 clusters Score: Raw -533211.834375 + Penalty 1921.846789 = -531289.987587 nChanged 169 SP:Iteration 12Q (6829.651048 sec): 3 clusters Score: Raw -533282.316535 + Penalty 1921.846789 = -531360.469746 nChanged 143 SP:Iteration 13Q (6829.787843 sec): 3 clusters Score: Raw -533333.609760 + Penalty 1921.846789 = -531411.762971 nChanged 109 SP:Iteration 14Q (6829.905277 sec): 3 clusters Score: Raw -533365.867142 + Penalty 1921.846789 = -531444.020353 nChanged 95 SP:Iteration 15Q (6829.955232 sec): 3 clusters Score: Raw -533392.603007 + Penalty 1921.846789 = -531470.756218 nChanged 79 SP:Iteration 16Q (6830.006321 sec): 3 clusters Score: Raw -533414.271011 + Penalty 1921.846789 = -531492.424222 nChanged 64 SP:Iteration 17Q (6830.059378 sec): 3 clusters Score: Raw -533434.494867 + Penalty 1921.846789 = -531512.648078 nChanged 72 SP:Iteration 18Q (6830.121511 sec): 3 clusters Score: Raw -533461.469711 + Penalty 1921.846789 = -531539.622922 nChanged 67 SP:Iteration 19Q (6830.184131 sec): 3 clusters Score: Raw -533485.566670 + Penalty 1921.846789 = -531563.719881 nChanged 74 SP:Iteration 20F (6830.242991 sec): 3 clusters Score: Raw -533510.559969 + Penalty 1921.846789 = -531588.713180 nChanged 75 SP:Iteration 21Q (6830.302105 sec): 3 clusters Score: Raw -533532.779306 + Penalty 1921.846789 = -531610.932517 nChanged 66 SP:Iteration 22Q (6830.354497 sec): 3 clusters Score: Raw -533551.403025 + Penalty 1921.846789 = -531629.556237 nChanged 61 SP:Iteration 23Q (6830.411030 sec): 3 clusters Score: Raw -533571.373046 + Penalty 1921.846789 = -531649.526257 nChanged 54 SP:Iteration 24Q (6830.470383 sec): 3 clusters Score: Raw -533586.028812 + Penalty 1921.846789 = -531664.182023 nChanged 49 SP:Iteration 25Q (6830.529439 sec): 3 clusters Score: Raw -533595.623661 + Penalty 1921.846789 = -531673.776872 nChanged 33 SP:Iteration 26Q (6830.675375 sec): 3 clusters Score: Raw -533601.696304 + Penalty 1921.846789 = -531679.849516 nChanged 30 SP:Iteration 27Q (6830.816963 sec): 3 clusters Score: Raw -533607.650607 + Penalty 1921.846789 = -531685.803818 nChanged 26 SP:Iteration 28Q (6830.954958 sec): 3 clusters Score: Raw -533611.192857 + Penalty 1921.846789 = -531689.346069 nChanged 24 SP:Iteration 29Q (6831.093363 sec): 3 clusters Score: Raw -533617.307410 + Penalty 1921.846789 = -531695.460621 nChanged 27 SP:Iteration 30Q (6831.211554 sec): 3 clusters Score: Raw -533624.081418 + Penalty 1921.846789 = -531702.234629 nChanged 25 SP:Iteration 31Q (6831.338341 sec): 3 clusters Score: Raw -533631.558623 + Penalty 1921.846789 = -531709.711834 nChanged 31 SP:Iteration 32Q (6831.460972 sec): 3 clusters Score: Raw -533636.769497 + Penalty 1921.846789 = -531714.922708 nChanged 21 SP:Iteration 33Q (6831.599455 sec): 3 clusters Score: Raw -533640.220201 + Penalty 1921.846789 = -531718.373412 nChanged 16 SP:Iteration 34Q (6831.737291 sec): 3 clusters Score: Raw -533643.302134 + Penalty 1921.846789 = -531721.455346 nChanged 16 SP:Iteration 35Q (6831.875784 sec): 3 clusters Score: Raw -533645.490799 + Penalty 1921.846789 = -531723.644010 nChanged 21 SP:Iteration 36Q (6832.017698 sec): 3 clusters Score: Raw -533648.514666 + Penalty 1921.846789 = -531726.667877 nChanged 12 SP:Iteration 37Q (6832.146253 sec): 3 clusters Score: Raw -533650.141789 + Penalty 1921.846789 = -531728.295000 nChanged 6 SP:Iteration 38Q (6832.302189 sec): 3 clusters Score: Raw -533650.785392 + Penalty 1921.846789 = -531728.938603 nChanged 6 SP:Iteration 39Q (6832.353425 sec): 3 clusters Score: Raw -533651.250855 + Penalty 1921.846789 = -531729.404066 nChanged 2 SP:Iteration 40F (6832.412349 sec): 3 clusters Score: Raw -533651.476045 + Penalty 1921.846789 = -531729.629256 nChanged 3 SP:Iteration 41Q (6832.472155 sec): 3 clusters Score: Raw -533652.148603 + Penalty 1921.846789 = -531730.301814 nChanged 3 SP:Iteration 42Q (6832.531326 sec): 3 clusters Score: Raw -533652.529320 + Penalty 1921.846789 = -531730.682531 nChanged 1 SP:Iteration 43Q (6832.591935 sec): 3 clusters Score: Raw -533652.661739 + Penalty 1921.846789 = -531730.814950 nChanged 4 SP:Iteration 44Q (6832.652763 sec): 3 clusters Score: Raw -533653.106392 + Penalty 1921.846789 = -531731.259603 nChanged 6 SP:Iteration 45Q (6832.712494 sec): 3 clusters Score: Raw -533654.019482 + Penalty 1921.846789 = -531732.172693 nChanged 7 SP:Iteration 46Q (6832.769965 sec): 3 clusters Score: Raw -533654.799905 + Penalty 1921.846789 = -531732.953116 nChanged 8 SP:Iteration 47Q (6832.827111 sec): 3 clusters Score: Raw -533655.453658 + Penalty 1921.846789 = -531733.606869 nChanged 4 SP:Iteration 48Q (6832.887529 sec): 3 clusters Score: Raw -533655.651276 + Penalty 1921.846789 = -531733.804487 nChanged 1 SP:Iteration 49Q (6832.948311 sec): 3 clusters Score: Raw -533655.704945 + Penalty 1921.846789 = -531733.858156 nChanged 2 SP:Iteration 50Q (6833.008668 sec): 3 clusters Score: Raw -533655.790884 + Penalty 1921.846789 = -531733.944095 nChanged 1 SP:Iteration 51Q (6833.067880 sec): 3 clusters Score: Raw -533655.868204 + Penalty 1921.846789 = -531734.021415 nChanged 2 SP:Iteration 52Q (6833.126797 sec): 3 clusters Score: Raw -533656.136850 + Penalty 1921.846789 = -531734.290061 nChanged 4 SP:Iteration 53Q (6833.189040 sec): 3 clusters Score: Raw -533656.641165 + Penalty 1921.846789 = -531734.794376 nChanged 4 SP:Iteration 54Q (6833.246510 sec): 3 clusters Score: Raw -533657.039421 + Penalty 1921.846789 = -531735.192632 nChanged 4 SP:Iteration 55Q (6833.303964 sec): 3 clusters Score: Raw -533657.700832 + Penalty 1921.846789 = -531735.854044 nChanged 8 SP:Iteration 56Q (6833.364407 sec): 3 clusters Score: Raw -533659.344534 + Penalty 1921.846789 = -531737.497745 nChanged 8 SP:Iteration 57Q (6833.424823 sec): 3 clusters Score: Raw -533660.038365 + Penalty 1921.846789 = -531738.191576 nChanged 6 SP:Iteration 58Q (6833.553285 sec): 3 clusters Score: Raw -533660.461256 + Penalty 1921.846789 = -531738.614467 nChanged 3 SP:Iteration 59Q (6833.699887 sec): 3 clusters Score: Raw -533660.791396 + Penalty 1921.846789 = -531738.944607 nChanged 4 SP:Iteration 60F (6833.807631 sec): 3 clusters Score: Raw -533661.353200 + Penalty 1921.846789 = -531739.506411 nChanged 5 SP:Iteration 61Q (6833.969948 sec): 3 clusters Score: Raw -533661.895532 + Penalty 1921.846789 = -531740.048743 nChanged 6 SP:Iteration 62Q (6834.106626 sec): 3 clusters Score: Raw -533662.992397 + Penalty 1921.846789 = -531741.145608 nChanged 9 SP:Iteration 63Q (6834.247974 sec): 3 clusters Score: Raw -533664.020443 + Penalty 1921.846789 = -531742.173654 nChanged 5 SP:Iteration 64Q (6834.360842 sec): 3 clusters Score: Raw -533664.641607 + Penalty 1921.846789 = -531742.794818 nChanged 4 SP:Iteration 65Q (6834.500405 sec): 3 clusters Score: Raw -533664.921505 + Penalty 1921.846789 = -531743.074716 nChanged 0 SP:Iteration 66F (6834.638584 sec): 3 clusters Score: Raw -533664.921505 + Penalty 1921.846789 = -531743.074716 nChanged 0 Trying to split cluster 7 (903 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6834.702415 sec): 2 clusters Score: Raw -42047.912343 + Penalty 714.600868 = -41333.311475 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6834.816269 sec): 3 clusters Score: Raw -41711.322727 + Penalty 1429.201736 = -40282.120990 nChanged 291 SP:Iteration 1F (6834.930130 sec): 3 clusters Score: Raw -41991.865027 + Penalty 1429.201736 = -40562.663291 nChanged 72 SP:Iteration 2F (6835.023138 sec): 3 clusters Score: Raw -42075.975337 + Penalty 1429.201736 = -40646.773601 nChanged 50 SP:Iteration 3F (6835.135929 sec): 3 clusters Score: Raw -42150.757480 + Penalty 1429.201736 = -40721.555743 nChanged 41 SP:Iteration 4Q (6835.174467 sec): 3 clusters Score: Raw -42212.293809 + Penalty 1429.201736 = -40783.092073 nChanged 29 SP:Iteration 5Q (6835.185508 sec): 3 clusters Score: Raw -42245.647624 + Penalty 1429.201736 = -40816.445888 nChanged 21 SP:Iteration 6Q (6835.196520 sec): 3 clusters Score: Raw -42267.758074 + Penalty 1429.201736 = -40838.556338 nChanged 23 SP:Iteration 7Q (6835.207481 sec): 3 clusters Score: Raw -42297.733356 + Penalty 1429.201736 = -40868.531620 nChanged 20 SP:Iteration 8Q (6835.218461 sec): 3 clusters Score: Raw -42327.875077 + Penalty 1429.201736 = -40898.673341 nChanged 18 SP:Iteration 9Q (6835.230796 sec): 3 clusters Score: Raw -42354.748618 + Penalty 1429.201736 = -40925.546882 nChanged 24 SP:Iteration 10Q (6835.241806 sec): 3 clusters Score: Raw -42410.461577 + Penalty 1429.201736 = -40981.259841 nChanged 36 SP:Iteration 11Q (6835.252771 sec): 3 clusters Score: Raw -42483.013049 + Penalty 1429.201736 = -41053.811313 nChanged 31 SP:Iteration 12Q (6835.263647 sec): 3 clusters Score: Raw -42534.008983 + Penalty 1429.201736 = -41104.807246 nChanged 28 SP:Iteration 13Q (6835.274470 sec): 3 clusters Score: Raw -42581.780237 + Penalty 1429.201736 = -41152.578500 nChanged 24 SP:Iteration 14Q (6835.285246 sec): 3 clusters Score: Raw -42612.627765 + Penalty 1429.201736 = -41183.426029 nChanged 10 SP:Iteration 15Q (6835.295969 sec): 3 clusters Score: Raw -42620.473404 + Penalty 1429.201736 = -41191.271668 nChanged 7 SP:Iteration 16Q (6835.306803 sec): 3 clusters Score: Raw -42626.115044 + Penalty 1429.201736 = -41196.913308 nChanged 1 SP:Iteration 17Q (6835.317542 sec): 3 clusters Score: Raw -42628.999472 + Penalty 1429.201736 = -41199.797736 nChanged 1 SP:Iteration 18Q (6835.328215 sec): 3 clusters Score: Raw -42629.466167 + Penalty 1429.201736 = -41200.264430 nChanged 1 SP:Iteration 19Q (6835.341944 sec): 3 clusters Score: Raw -42629.698580 + Penalty 1429.201736 = -41200.496844 nChanged 0 SP:Iteration 20F (6835.352720 sec): 3 clusters Score: Raw -42629.698580 + Penalty 1429.201736 = -41200.496844 nChanged 0 Trying to split cluster 8 (10624 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6835.469991 sec): 2 clusters Score: Raw -640150.783797 + Penalty 973.441442 = -639177.342355 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6835.644373 sec): 3 clusters Score: Raw -633871.099496 + Penalty 1946.882883 = -631924.216613 nChanged 4714 SP:Iteration 1F (6835.791097 sec): 3 clusters Score: Raw -636960.591959 + Penalty 1946.882883 = -635013.709076 nChanged 888 SP:Iteration 2F (6835.906928 sec): 3 clusters Score: Raw -637583.887981 + Penalty 1946.882883 = -635637.005098 nChanged 828 SP:Iteration 3F (6836.056732 sec): 3 clusters Score: Raw -638161.846149 + Penalty 1946.882883 = -636214.963266 nChanged 687 SP:Iteration 4F (6836.197748 sec): 3 clusters Score: Raw -638616.285056 + Penalty 1946.882883 = -636669.402173 nChanged 559 SP:Iteration 5F (6836.315553 sec): 3 clusters Score: Raw -638979.722018 + Penalty 1946.882883 = -637032.839135 nChanged 419 SP:Iteration 6Q (6836.457829 sec): 3 clusters Score: Raw -639221.547936 + Penalty 1946.882883 = -637274.665053 nChanged 335 SP:Iteration 7Q (6836.600969 sec): 3 clusters Score: Raw -639418.586820 + Penalty 1946.882883 = -637471.703937 nChanged 272 SP:Iteration 8Q (6836.768071 sec): 3 clusters Score: Raw -639611.957190 + Penalty 1946.882883 = -637665.074307 nChanged 247 SP:Iteration 9Q (6836.820069 sec): 3 clusters Score: Raw -639814.101173 + Penalty 1946.882883 = -637867.218289 nChanged 184 SP:Iteration 10Q (6836.884168 sec): 3 clusters Score: Raw -639978.108184 + Penalty 1946.882883 = -638031.225301 nChanged 138 SP:Iteration 11Q (6837.021925 sec): 3 clusters Score: Raw -640084.277444 + Penalty 1946.882883 = -638137.394561 nChanged 106 SP:Iteration 12Q (6837.082546 sec): 3 clusters Score: Raw -640161.176603 + Penalty 1946.882883 = -638214.293720 nChanged 91 SP:Iteration 13Q (6837.231386 sec): 3 clusters Score: Raw -640219.952793 + Penalty 1946.882883 = -638273.069910 nChanged 58 SP:Iteration 14Q (6837.312094 sec): 3 clusters Score: Raw -640254.870700 + Penalty 1946.882883 = -638307.987816 nChanged 47 SP:Iteration 15Q (6837.367074 sec): 3 clusters Score: Raw -640273.142548 + Penalty 1946.882883 = -638326.259665 nChanged 37 SP:Iteration 16Q (6837.438753 sec): 3 clusters Score: Raw -640287.499404 + Penalty 1946.882883 = -638340.616521 nChanged 32 SP:Iteration 17Q (6837.511244 sec): 3 clusters Score: Raw -640300.861716 + Penalty 1946.882883 = -638353.978832 nChanged 21 SP:Iteration 18Q (6837.571827 sec): 3 clusters Score: Raw -640308.063167 + Penalty 1946.882883 = -638361.180284 nChanged 16 SP:Iteration 19Q (6837.739901 sec): 3 clusters Score: Raw -640313.046320 + Penalty 1946.882883 = -638366.163437 nChanged 13 SP:Iteration 20F (6837.800557 sec): 3 clusters Score: Raw -640317.592830 + Penalty 1946.882883 = -638370.709947 nChanged 16 SP:Iteration 21Q (6837.859420 sec): 3 clusters Score: Raw -640322.467635 + Penalty 1946.882883 = -638375.584752 nChanged 14 SP:Iteration 22Q (6837.917840 sec): 3 clusters Score: Raw -640326.254985 + Penalty 1946.882883 = -638379.372102 nChanged 12 SP:Iteration 23Q (6837.976993 sec): 3 clusters Score: Raw -640329.652156 + Penalty 1946.882883 = -638382.769273 nChanged 9 SP:Iteration 24Q (6838.041453 sec): 3 clusters Score: Raw -640333.438076 + Penalty 1946.882883 = -638386.555193 nChanged 13 SP:Iteration 25Q (6838.223108 sec): 3 clusters Score: Raw -640337.330458 + Penalty 1946.882883 = -638390.447575 nChanged 7 SP:Iteration 26Q (6838.277860 sec): 3 clusters Score: Raw -640338.420976 + Penalty 1946.882883 = -638391.538093 nChanged 3 SP:Iteration 27Q (6838.339905 sec): 3 clusters Score: Raw -640338.975061 + Penalty 1946.882883 = -638392.092178 nChanged 6 SP:Iteration 28Q (6838.402457 sec): 3 clusters Score: Raw -640340.222811 + Penalty 1946.882883 = -638393.339928 nChanged 2 SP:Iteration 29Q (6838.548818 sec): 3 clusters Score: Raw -640340.443267 + Penalty 1946.882883 = -638393.560384 nChanged 1 SP:Iteration 30Q (6838.715805 sec): 3 clusters Score: Raw -640340.537838 + Penalty 1946.882883 = -638393.654955 nChanged 0 SP:Iteration 31F (6838.857726 sec): 3 clusters Score: Raw -640340.537838 + Penalty 1946.882883 = -638393.654955 nChanged 0 Trying to split cluster 9 (2260 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6838.928444 sec): 2 clusters Score: Raw -110747.390882 + Penalty 810.927610 = -109936.463272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6839.026692 sec): 3 clusters Score: Raw -109677.716844 + Penalty 1621.855219 = -108055.861624 nChanged 866 SP:Iteration 1F (6839.155331 sec): 3 clusters Score: Raw -110377.067022 + Penalty 1621.855219 = -108755.211802 nChanged 230 SP:Iteration 2F (6839.271896 sec): 3 clusters Score: Raw -110583.594606 + Penalty 1621.855219 = -108961.739387 nChanged 146 SP:Iteration 3F (6839.390120 sec): 3 clusters Score: Raw -110712.754766 + Penalty 1621.855219 = -109090.899546 nChanged 109 SP:Iteration 4Q (6839.507463 sec): 3 clusters Score: Raw -110791.032464 + Penalty 1621.855219 = -109169.177244 nChanged 74 SP:Iteration 5Q (6839.624577 sec): 3 clusters Score: Raw -110834.359972 + Penalty 1621.855219 = -109212.504752 nChanged 54 SP:Iteration 6Q (6839.741418 sec): 3 clusters Score: Raw -110863.331695 + Penalty 1621.855219 = -109241.476476 nChanged 46 SP:Iteration 7Q (6839.846252 sec): 3 clusters Score: Raw -110885.849562 + Penalty 1621.855219 = -109263.994343 nChanged 33 SP:Iteration 8Q (6839.963093 sec): 3 clusters Score: Raw -110901.536243 + Penalty 1621.855219 = -109279.681024 nChanged 25 SP:Iteration 9Q (6840.081130 sec): 3 clusters Score: Raw -110912.328402 + Penalty 1621.855219 = -109290.473182 nChanged 16 SP:Iteration 10Q (6840.198305 sec): 3 clusters Score: Raw -110920.812676 + Penalty 1621.855219 = -109298.957457 nChanged 19 SP:Iteration 11Q (6840.313713 sec): 3 clusters Score: Raw -110928.847234 + Penalty 1621.855219 = -109306.992015 nChanged 13 SP:Iteration 12Q (6840.384400 sec): 3 clusters Score: Raw -110934.302726 + Penalty 1621.855219 = -109312.447507 nChanged 14 SP:Iteration 13Q (6840.407241 sec): 3 clusters Score: Raw -110939.974212 + Penalty 1621.855219 = -109318.118993 nChanged 14 SP:Iteration 14Q (6840.430006 sec): 3 clusters Score: Raw -110946.123043 + Penalty 1621.855219 = -109324.267824 nChanged 14 SP:Iteration 15Q (6840.452970 sec): 3 clusters Score: Raw -110949.948998 + Penalty 1621.855219 = -109328.093778 nChanged 6 SP:Iteration 16Q (6840.475773 sec): 3 clusters Score: Raw -110952.755490 + Penalty 1621.855219 = -109330.900271 nChanged 4 SP:Iteration 17Q (6840.498615 sec): 3 clusters Score: Raw -110953.908212 + Penalty 1621.855219 = -109332.052993 nChanged 4 SP:Iteration 18Q (6840.521581 sec): 3 clusters Score: Raw -110955.345654 + Penalty 1621.855219 = -109333.490435 nChanged 4 SP:Iteration 19Q (6840.544281 sec): 3 clusters Score: Raw -110956.340188 + Penalty 1621.855219 = -109334.484968 nChanged 1 SP:Iteration 20F (6840.566679 sec): 3 clusters Score: Raw -110956.657849 + Penalty 1621.855219 = -109334.802630 nChanged 0 Trying to split cluster 10 (1560 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6840.599082 sec): 2 clusters Score: Raw -80185.849640 + Penalty 772.006316 = -79413.843325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6840.616488 sec): 3 clusters Score: Raw -79504.774920 + Penalty 1544.012631 = -77960.762289 nChanged 616 SP:Iteration 1F (6840.637284 sec): 3 clusters Score: Raw -79965.791245 + Penalty 1544.012631 = -78421.778614 nChanged 143 SP:Iteration 2F (6840.653698 sec): 3 clusters Score: Raw -80098.210537 + Penalty 1544.012631 = -78554.197906 nChanged 98 SP:Iteration 3F (6840.670049 sec): 3 clusters Score: Raw -80211.999314 + Penalty 1544.012631 = -78667.986683 nChanged 88 SP:Iteration 4F (6840.790993 sec): 3 clusters Score: Raw -80324.151390 + Penalty 1544.012631 = -78780.138759 nChanged 87 SP:Iteration 5F (6840.901566 sec): 3 clusters Score: Raw -80443.627161 + Penalty 1544.012631 = -78899.614530 nChanged 83 SP:Iteration 6F (6841.016951 sec): 3 clusters Score: Raw -80541.123358 + Penalty 1544.012631 = -78997.110727 nChanged 61 SP:Iteration 7Q (6841.134478 sec): 3 clusters Score: Raw -80598.857712 + Penalty 1544.012631 = -79054.845081 nChanged 44 SP:Iteration 8Q (6841.250738 sec): 3 clusters Score: Raw -80655.853592 + Penalty 1544.012631 = -79111.840961 nChanged 41 SP:Iteration 9Q (6841.368698 sec): 3 clusters Score: Raw -80699.245581 + Penalty 1544.012631 = -79155.232950 nChanged 39 SP:Iteration 10Q (6841.485825 sec): 3 clusters Score: Raw -80732.179771 + Penalty 1544.012631 = -79188.167140 nChanged 33 SP:Iteration 11Q (6841.603526 sec): 3 clusters Score: Raw -80754.249076 + Penalty 1544.012631 = -79210.236445 nChanged 20 SP:Iteration 12Q (6841.721599 sec): 3 clusters Score: Raw -80766.648737 + Penalty 1544.012631 = -79222.636106 nChanged 15 SP:Iteration 13Q (6841.836129 sec): 3 clusters Score: Raw -80775.503806 + Penalty 1544.012631 = -79231.491175 nChanged 11 SP:Iteration 14Q (6841.970885 sec): 3 clusters Score: Raw -80782.180158 + Penalty 1544.012631 = -79238.167527 nChanged 14 SP:Iteration 15Q (6842.059073 sec): 3 clusters Score: Raw -80793.808680 + Penalty 1544.012631 = -79249.796049 nChanged 8 SP:Iteration 16Q (6842.175297 sec): 3 clusters Score: Raw -80799.796636 + Penalty 1544.012631 = -79255.784005 nChanged 6 SP:Iteration 17Q (6842.289736 sec): 3 clusters Score: Raw -80803.083010 + Penalty 1544.012631 = -79259.070379 nChanged 9 SP:Iteration 18Q (6842.404340 sec): 3 clusters Score: Raw -80806.598259 + Penalty 1544.012631 = -79262.585627 nChanged 4 SP:Iteration 19Q (6842.547751 sec): 3 clusters Score: Raw -80808.230680 + Penalty 1544.012631 = -79264.218049 nChanged 2 SP:Iteration 20F (6842.631934 sec): 3 clusters Score: Raw -80808.804748 + Penalty 1544.012631 = -79264.792117 nChanged 0 Trying to split cluster 11 (3310 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6842.707511 sec): 2 clusters Score: Raw -201000.760925 + Penalty 850.993864 = -200149.767061 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6842.752125 sec): 3 clusters Score: Raw -199208.068932 + Penalty 1701.987728 = -197506.081204 nChanged 1381 SP:Iteration 1F (6842.784831 sec): 3 clusters Score: Raw -199949.469169 + Penalty 1701.987728 = -198247.481441 nChanged 261 SP:Iteration 2F (6842.817671 sec): 3 clusters Score: Raw -200081.076629 + Penalty 1701.987728 = -198379.088901 nChanged 178 SP:Iteration 3F (6842.850248 sec): 3 clusters Score: Raw -200163.625723 + Penalty 1701.987728 = -198461.637994 nChanged 135 SP:Iteration 4Q (6842.883182 sec): 3 clusters Score: Raw -200242.150078 + Penalty 1701.987728 = -198540.162350 nChanged 135 SP:Iteration 5Q (6842.915197 sec): 3 clusters Score: Raw -200331.883879 + Penalty 1701.987728 = -198629.896151 nChanged 137 SP:Iteration 6Q (6842.947286 sec): 3 clusters Score: Raw -200421.428998 + Penalty 1701.987728 = -198719.441270 nChanged 125 SP:Iteration 7Q (6842.979284 sec): 3 clusters Score: Raw -200531.433029 + Penalty 1701.987728 = -198829.445301 nChanged 152 SP:Iteration 8Q (6843.011196 sec): 3 clusters Score: Raw -200681.873795 + Penalty 1701.987728 = -198979.886067 nChanged 135 SP:Iteration 9Q (6843.042921 sec): 3 clusters Score: Raw -200805.863848 + Penalty 1701.987728 = -199103.876119 nChanged 115 SP:Iteration 10Q (6843.074646 sec): 3 clusters Score: Raw -200889.789270 + Penalty 1701.987728 = -199187.801542 nChanged 93 SP:Iteration 11Q (6843.106178 sec): 3 clusters Score: Raw -200938.343677 + Penalty 1701.987728 = -199236.355948 nChanged 70 SP:Iteration 12Q (6843.137575 sec): 3 clusters Score: Raw -200979.094913 + Penalty 1701.987728 = -199277.107184 nChanged 55 SP:Iteration 13Q (6843.234202 sec): 3 clusters Score: Raw -201012.158452 + Penalty 1701.987728 = -199310.170723 nChanged 56 SP:Iteration 14Q (6843.353882 sec): 3 clusters Score: Raw -201046.424622 + Penalty 1701.987728 = -199344.436894 nChanged 46 SP:Iteration 15Q (6843.471767 sec): 3 clusters Score: Raw -201064.145332 + Penalty 1701.987728 = -199362.157603 nChanged 34 SP:Iteration 16Q (6843.590570 sec): 3 clusters Score: Raw -201075.835865 + Penalty 1701.987728 = -199373.848136 nChanged 21 SP:Iteration 17Q (6843.709386 sec): 3 clusters Score: Raw -201083.905115 + Penalty 1701.987728 = -199381.917387 nChanged 19 SP:Iteration 18Q (6843.827785 sec): 3 clusters Score: Raw -201093.090944 + Penalty 1701.987728 = -199391.103216 nChanged 27 SP:Iteration 19Q (6843.946333 sec): 3 clusters Score: Raw -201102.501171 + Penalty 1701.987728 = -199400.513443 nChanged 28 SP:Iteration 20F (6844.092539 sec): 3 clusters Score: Raw -201114.387557 + Penalty 1701.987728 = -199412.399829 nChanged 22 SP:Iteration 21Q (6844.186288 sec): 3 clusters Score: Raw -201121.798896 + Penalty 1701.987728 = -199419.811167 nChanged 21 SP:Iteration 22Q (6844.290930 sec): 3 clusters Score: Raw -201131.425770 + Penalty 1701.987728 = -199429.438041 nChanged 27 SP:Iteration 23Q (6844.408272 sec): 3 clusters Score: Raw -201139.221511 + Penalty 1701.987728 = -199437.233782 nChanged 13 SP:Iteration 24Q (6844.525142 sec): 3 clusters Score: Raw -201142.553051 + Penalty 1701.987728 = -199440.565323 nChanged 8 SP:Iteration 25Q (6844.637700 sec): 3 clusters Score: Raw -201144.669039 + Penalty 1701.987728 = -199442.681310 nChanged 10 SP:Iteration 26Q (6844.756774 sec): 3 clusters Score: Raw -201147.565715 + Penalty 1701.987728 = -199445.577986 nChanged 9 SP:Iteration 27Q (6844.849277 sec): 3 clusters Score: Raw -201151.130545 + Penalty 1701.987728 = -199449.142816 nChanged 14 SP:Iteration 28Q (6844.968167 sec): 3 clusters Score: Raw -201156.258716 + Penalty 1701.987728 = -199454.270988 nChanged 17 SP:Iteration 29Q (6845.094983 sec): 3 clusters Score: Raw -201162.952303 + Penalty 1701.987728 = -199460.964574 nChanged 15 SP:Iteration 30Q (6845.191596 sec): 3 clusters Score: Raw -201169.794940 + Penalty 1701.987728 = -199467.807212 nChanged 17 SP:Iteration 31Q (6845.255771 sec): 3 clusters Score: Raw -201175.726320 + Penalty 1701.987728 = -199473.738592 nChanged 12 SP:Iteration 32Q (6845.287019 sec): 3 clusters Score: Raw -201180.999370 + Penalty 1701.987728 = -199479.011642 nChanged 13 SP:Iteration 33Q (6845.318040 sec): 3 clusters Score: Raw -201186.618588 + Penalty 1701.987728 = -199484.630860 nChanged 12 SP:Iteration 34Q (6845.348954 sec): 3 clusters Score: Raw -201190.581259 + Penalty 1701.987728 = -199488.593531 nChanged 7 SP:Iteration 35Q (6845.379729 sec): 3 clusters Score: Raw -201193.668217 + Penalty 1701.987728 = -199491.680489 nChanged 9 SP:Iteration 36Q (6845.410522 sec): 3 clusters Score: Raw -201197.312050 + Penalty 1701.987728 = -199495.324322 nChanged 9 SP:Iteration 37Q (6845.441125 sec): 3 clusters Score: Raw -201200.618658 + Penalty 1701.987728 = -199498.630930 nChanged 9 SP:Iteration 38Q (6845.471899 sec): 3 clusters Score: Raw -201203.480746 + Penalty 1701.987728 = -199501.493018 nChanged 7 SP:Iteration 39Q (6845.502580 sec): 3 clusters Score: Raw -201207.001295 + Penalty 1701.987728 = -199505.013567 nChanged 9 SP:Iteration 40F (6845.533412 sec): 3 clusters Score: Raw -201210.488188 + Penalty 1701.987728 = -199508.500460 nChanged 5 SP:Iteration 41Q (6845.564085 sec): 3 clusters Score: Raw -201213.101835 + Penalty 1701.987728 = -199511.114106 nChanged 4 SP:Iteration 42Q (6845.594711 sec): 3 clusters Score: Raw -201214.549968 + Penalty 1701.987728 = -199512.562240 nChanged 2 SP:Iteration 43Q (6845.625239 sec): 3 clusters Score: Raw -201214.986216 + Penalty 1701.987728 = -199512.998487 nChanged 1 SP:Iteration 44Q (6845.655987 sec): 3 clusters Score: Raw -201215.224774 + Penalty 1701.987728 = -199513.237045 nChanged 0 SP:Iteration 45F (6845.807633 sec): 3 clusters Score: Raw -201215.224774 + Penalty 1701.987728 = -199513.237045 nChanged 0 Trying to split cluster 12 (902 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6845.873934 sec): 2 clusters Score: Raw -40332.753021 + Penalty 714.484525 = -39618.268497 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6846.000915 sec): 3 clusters Score: Raw -40025.087778 + Penalty 1428.969049 = -38596.118729 nChanged 290 SP:Iteration 1F (6846.088681 sec): 3 clusters Score: Raw -40292.294811 + Penalty 1428.969049 = -38863.325762 nChanged 89 SP:Iteration 2F (6846.204506 sec): 3 clusters Score: Raw -40392.409094 + Penalty 1428.969049 = -38963.440045 nChanged 49 SP:Iteration 3F (6846.322070 sec): 3 clusters Score: Raw -40473.765056 + Penalty 1428.969049 = -39044.796007 nChanged 44 SP:Iteration 4Q (6846.422624 sec): 3 clusters Score: Raw -40533.870193 + Penalty 1428.969049 = -39104.901144 nChanged 40 SP:Iteration 5Q (6846.535593 sec): 3 clusters Score: Raw -40583.757256 + Penalty 1428.969049 = -39154.788207 nChanged 38 SP:Iteration 6Q (6846.648911 sec): 3 clusters Score: Raw -40636.113286 + Penalty 1428.969049 = -39207.144236 nChanged 34 SP:Iteration 7Q (6846.761983 sec): 3 clusters Score: Raw -40682.122925 + Penalty 1428.969049 = -39253.153876 nChanged 19 SP:Iteration 8Q (6846.875326 sec): 3 clusters Score: Raw -40724.264972 + Penalty 1428.969049 = -39295.295922 nChanged 25 SP:Iteration 9Q (6846.988746 sec): 3 clusters Score: Raw -40773.598817 + Penalty 1428.969049 = -39344.629768 nChanged 24 SP:Iteration 10Q (6847.101829 sec): 3 clusters Score: Raw -40803.600353 + Penalty 1428.969049 = -39374.631303 nChanged 17 SP:Iteration 11Q (6847.215145 sec): 3 clusters Score: Raw -40826.336124 + Penalty 1428.969049 = -39397.367075 nChanged 8 SP:Iteration 12Q (6847.308619 sec): 3 clusters Score: Raw -40833.773725 + Penalty 1428.969049 = -39404.804676 nChanged 8 SP:Iteration 13Q (6847.422084 sec): 3 clusters Score: Raw -40841.009157 + Penalty 1428.969049 = -39412.040108 nChanged 7 SP:Iteration 14Q (6847.512813 sec): 3 clusters Score: Raw -40848.709379 + Penalty 1428.969049 = -39419.740330 nChanged 4 SP:Iteration 15Q (6847.625008 sec): 3 clusters Score: Raw -40851.708573 + Penalty 1428.969049 = -39422.739523 nChanged 2 SP:Iteration 16Q (6847.737959 sec): 3 clusters Score: Raw -40852.416182 + Penalty 1428.969049 = -39423.447133 nChanged 1 SP:Iteration 17Q (6847.836414 sec): 3 clusters Score: Raw -40852.701594 + Penalty 1428.969049 = -39423.732545 nChanged 2 SP:Iteration 18Q (6847.947715 sec): 3 clusters Score: Raw -40854.715652 + Penalty 1428.969049 = -39425.746602 nChanged 1 SP:Iteration 19Q (6848.059271 sec): 3 clusters Score: Raw -40855.221419 + Penalty 1428.969049 = -39426.252370 nChanged 0 SP:Iteration 20F (6848.171033 sec): 3 clusters Score: Raw -40855.221419 + Penalty 1428.969049 = -39426.252370 nChanged 0 Trying to split cluster 13 (1754 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6848.203811 sec): 2 clusters Score: Raw -92023.919173 + Penalty 784.313688 = -91239.605485 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6848.224210 sec): 3 clusters Score: Raw -91213.559914 + Penalty 1568.627376 = -89644.932537 nChanged 671 SP:Iteration 1F (6848.244366 sec): 3 clusters Score: Raw -91629.979359 + Penalty 1568.627376 = -90061.351982 nChanged 146 SP:Iteration 2F (6848.264530 sec): 3 clusters Score: Raw -91729.557710 + Penalty 1568.627376 = -90160.930333 nChanged 108 SP:Iteration 3F (6848.284947 sec): 3 clusters Score: Raw -91802.606760 + Penalty 1568.627376 = -90233.979383 nChanged 81 SP:Iteration 4Q (6848.305542 sec): 3 clusters Score: Raw -91857.178407 + Penalty 1568.627376 = -90288.551031 nChanged 70 SP:Iteration 5Q (6848.324314 sec): 3 clusters Score: Raw -91913.751371 + Penalty 1568.627376 = -90345.123995 nChanged 71 SP:Iteration 6Q (6848.441462 sec): 3 clusters Score: Raw -91966.178418 + Penalty 1568.627376 = -90397.551041 nChanged 54 SP:Iteration 7Q (6848.560796 sec): 3 clusters Score: Raw -91998.868265 + Penalty 1568.627376 = -90430.240889 nChanged 49 SP:Iteration 8Q (6848.650105 sec): 3 clusters Score: Raw -92030.749679 + Penalty 1568.627376 = -90462.122303 nChanged 36 SP:Iteration 9Q (6848.765451 sec): 3 clusters Score: Raw -92047.021065 + Penalty 1568.627376 = -90478.393689 nChanged 24 SP:Iteration 10Q (6848.880702 sec): 3 clusters Score: Raw -92058.866980 + Penalty 1568.627376 = -90490.239604 nChanged 16 SP:Iteration 11Q (6848.996280 sec): 3 clusters Score: Raw -92067.721736 + Penalty 1568.627376 = -90499.094360 nChanged 19 SP:Iteration 12Q (6849.111704 sec): 3 clusters Score: Raw -92076.468103 + Penalty 1568.627376 = -90507.840727 nChanged 10 SP:Iteration 13Q (6849.227620 sec): 3 clusters Score: Raw -92081.514026 + Penalty 1568.627376 = -90512.886650 nChanged 13 SP:Iteration 14Q (6849.324361 sec): 3 clusters Score: Raw -92087.926453 + Penalty 1568.627376 = -90519.299077 nChanged 8 SP:Iteration 15Q (6849.426788 sec): 3 clusters Score: Raw -92093.141422 + Penalty 1568.627376 = -90524.514046 nChanged 9 SP:Iteration 16Q (6849.542038 sec): 3 clusters Score: Raw -92097.183025 + Penalty 1568.627376 = -90528.555649 nChanged 8 SP:Iteration 17Q (6849.656410 sec): 3 clusters Score: Raw -92100.329011 + Penalty 1568.627376 = -90531.701635 nChanged 8 SP:Iteration 18Q (6849.800409 sec): 3 clusters Score: Raw -92104.857955 + Penalty 1568.627376 = -90536.230579 nChanged 10 SP:Iteration 19Q (6849.913573 sec): 3 clusters Score: Raw -92110.820534 + Penalty 1568.627376 = -90542.193158 nChanged 11 SP:Iteration 20F (6850.021774 sec): 3 clusters Score: Raw -92116.802170 + Penalty 1568.627376 = -90548.174794 nChanged 9 SP:Iteration 21Q (6850.127222 sec): 3 clusters Score: Raw -92120.232627 + Penalty 1568.627376 = -90551.605250 nChanged 8 SP:Iteration 22Q (6850.229904 sec): 3 clusters Score: Raw -92123.370973 + Penalty 1568.627376 = -90554.743596 nChanged 3 SP:Iteration 23Q (6850.344558 sec): 3 clusters Score: Raw -92123.962430 + Penalty 1568.627376 = -90555.335054 nChanged 3 SP:Iteration 24Q (6850.460302 sec): 3 clusters Score: Raw -92125.336575 + Penalty 1568.627376 = -90556.709199 nChanged 3 SP:Iteration 25Q (6850.569266 sec): 3 clusters Score: Raw -92126.038938 + Penalty 1568.627376 = -90557.411562 nChanged 0 SP:Iteration 26F (6850.587852 sec): 3 clusters Score: Raw -92126.038938 + Penalty 1568.627376 = -90557.411562 nChanged 0 Trying to split cluster 14 (4743 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6850.629910 sec): 2 clusters Score: Raw -287780.088869 + Penalty 888.764638 = -286891.324231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6850.680375 sec): 3 clusters Score: Raw -285158.516571 + Penalty 1777.529276 = -283380.987294 nChanged 2040 SP:Iteration 1F (6850.730858 sec): 3 clusters Score: Raw -286342.777602 + Penalty 1777.529276 = -284565.248326 nChanged 343 SP:Iteration 2F (6850.778905 sec): 3 clusters Score: Raw -286521.437923 + Penalty 1777.529276 = -284743.908647 nChanged 275 SP:Iteration 3F (6850.828080 sec): 3 clusters Score: Raw -286666.469092 + Penalty 1777.529276 = -284888.939815 nChanged 239 SP:Iteration 4F (6850.871356 sec): 3 clusters Score: Raw -286787.940841 + Penalty 1777.529276 = -285010.411564 nChanged 190 SP:Iteration 5Q (6850.913561 sec): 3 clusters Score: Raw -286871.692268 + Penalty 1777.529276 = -285094.162992 nChanged 187 SP:Iteration 6Q (6850.955634 sec): 3 clusters Score: Raw -286951.926534 + Penalty 1777.529276 = -285174.397258 nChanged 158 SP:Iteration 7Q (6850.997728 sec): 3 clusters Score: Raw -287018.652664 + Penalty 1777.529276 = -285241.123388 nChanged 147 SP:Iteration 8Q (6851.039863 sec): 3 clusters Score: Raw -287071.717343 + Penalty 1777.529276 = -285294.188066 nChanged 126 SP:Iteration 9Q (6851.162066 sec): 3 clusters Score: Raw -287106.756656 + Penalty 1777.529276 = -285329.227379 nChanged 78 SP:Iteration 10Q (6851.295711 sec): 3 clusters Score: Raw -287132.611462 + Penalty 1777.529276 = -285355.082185 nChanged 75 SP:Iteration 11Q (6851.412601 sec): 3 clusters Score: Raw -287151.753396 + Penalty 1777.529276 = -285374.224120 nChanged 72 SP:Iteration 12Q (6851.531032 sec): 3 clusters Score: Raw -287178.219797 + Penalty 1777.529276 = -285400.690520 nChanged 78 SP:Iteration 13Q (6851.653837 sec): 3 clusters Score: Raw -287202.773345 + Penalty 1777.529276 = -285425.244068 nChanged 65 SP:Iteration 14Q (6851.808137 sec): 3 clusters Score: Raw -287222.875903 + Penalty 1777.529276 = -285445.346626 nChanged 55 SP:Iteration 15Q (6851.907438 sec): 3 clusters Score: Raw -287240.557367 + Penalty 1777.529276 = -285463.028090 nChanged 64 SP:Iteration 16Q (6852.046288 sec): 3 clusters Score: Raw -287260.993392 + Penalty 1777.529276 = -285483.464115 nChanged 59 SP:Iteration 17Q (6852.153955 sec): 3 clusters Score: Raw -287279.008371 + Penalty 1777.529276 = -285501.479095 nChanged 66 SP:Iteration 18Q (6852.297406 sec): 3 clusters Score: Raw -287297.674873 + Penalty 1777.529276 = -285520.145597 nChanged 55 SP:Iteration 19Q (6852.397677 sec): 3 clusters Score: Raw -287315.079111 + Penalty 1777.529276 = -285537.549835 nChanged 72 SP:Iteration 20F (6852.523124 sec): 3 clusters Score: Raw -287339.331778 + Penalty 1777.529276 = -285561.802502 nChanged 68 SP:Iteration 21Q (6852.677298 sec): 3 clusters Score: Raw -287363.731866 + Penalty 1777.529276 = -285586.202589 nChanged 60 SP:Iteration 22Q (6852.775465 sec): 3 clusters Score: Raw -287382.947184 + Penalty 1777.529276 = -285605.417907 nChanged 53 SP:Iteration 23Q (6852.880972 sec): 3 clusters Score: Raw -287397.363206 + Penalty 1777.529276 = -285619.833929 nChanged 45 SP:Iteration 24Q (6853.003560 sec): 3 clusters Score: Raw -287412.202936 + Penalty 1777.529276 = -285634.673660 nChanged 43 SP:Iteration 25Q (6853.066410 sec): 3 clusters Score: Raw -287423.238367 + Penalty 1777.529276 = -285645.709091 nChanged 43 SP:Iteration 26Q (6853.108322 sec): 3 clusters Score: Raw -287435.383755 + Penalty 1777.529276 = -285657.854479 nChanged 37 SP:Iteration 27Q (6853.155431 sec): 3 clusters Score: Raw -287446.620210 + Penalty 1777.529276 = -285669.090933 nChanged 54 SP:Iteration 28Q (6853.202368 sec): 3 clusters Score: Raw -287462.150141 + Penalty 1777.529276 = -285684.620864 nChanged 37 SP:Iteration 29Q (6853.249188 sec): 3 clusters Score: Raw -287471.808870 + Penalty 1777.529276 = -285694.279593 nChanged 36 SP:Iteration 30Q (6853.295745 sec): 3 clusters Score: Raw -287482.730580 + Penalty 1777.529276 = -285705.201304 nChanged 39 SP:Iteration 31Q (6853.339589 sec): 3 clusters Score: Raw -287492.752925 + Penalty 1777.529276 = -285715.223649 nChanged 37 SP:Iteration 32Q (6853.382980 sec): 3 clusters Score: Raw -287504.340598 + Penalty 1777.529276 = -285726.811322 nChanged 35 SP:Iteration 33Q (6853.425630 sec): 3 clusters Score: Raw -287514.299671 + Penalty 1777.529276 = -285736.770394 nChanged 38 SP:Iteration 34Q (6853.468143 sec): 3 clusters Score: Raw -287528.869266 + Penalty 1777.529276 = -285751.339990 nChanged 48 SP:Iteration 35Q (6853.509903 sec): 3 clusters Score: Raw -287550.630235 + Penalty 1777.529276 = -285773.100958 nChanged 52 SP:Iteration 36Q (6853.550710 sec): 3 clusters Score: Raw -287572.426813 + Penalty 1777.529276 = -285794.897537 nChanged 55 SP:Iteration 37Q (6853.591944 sec): 3 clusters Score: Raw -287595.929996 + Penalty 1777.529276 = -285818.400719 nChanged 61 SP:Iteration 38Q (6853.633254 sec): 3 clusters Score: Raw -287622.189346 + Penalty 1777.529276 = -285844.660070 nChanged 57 SP:Iteration 39Q (6853.676496 sec): 3 clusters Score: Raw -287643.513837 + Penalty 1777.529276 = -285865.984560 nChanged 59 SP:Iteration 40F (6853.826349 sec): 3 clusters Score: Raw -287662.271441 + Penalty 1777.529276 = -285884.742165 nChanged 43 SP:Iteration 41Q (6853.941537 sec): 3 clusters Score: Raw -287677.438005 + Penalty 1777.529276 = -285899.908729 nChanged 34 SP:Iteration 42Q (6854.083544 sec): 3 clusters Score: Raw -287689.901609 + Penalty 1777.529276 = -285912.372333 nChanged 45 SP:Iteration 43Q (6854.211930 sec): 3 clusters Score: Raw -287704.797673 + Penalty 1777.529276 = -285927.268396 nChanged 38 SP:Iteration 44Q (6854.357041 sec): 3 clusters Score: Raw -287719.768035 + Penalty 1777.529276 = -285942.238758 nChanged 30 SP:Iteration 45Q (6854.456257 sec): 3 clusters Score: Raw -287732.452353 + Penalty 1777.529276 = -285954.923077 nChanged 28 SP:Iteration 46Q (6854.599650 sec): 3 clusters Score: Raw -287743.428024 + Penalty 1777.529276 = -285965.898748 nChanged 29 SP:Iteration 47Q (6854.725560 sec): 3 clusters Score: Raw -287754.868123 + Penalty 1777.529276 = -285977.338847 nChanged 34 SP:Iteration 48Q (6854.847016 sec): 3 clusters Score: Raw -287772.104866 + Penalty 1777.529276 = -285994.575590 nChanged 38 SP:Iteration 49Q (6854.987012 sec): 3 clusters Score: Raw -287790.781618 + Penalty 1777.529276 = -286013.252341 nChanged 35 SP:Iteration 50Q (6855.080747 sec): 3 clusters Score: Raw -287806.869905 + Penalty 1777.529276 = -286029.340629 nChanged 33 SP:Iteration 51Q (6855.204463 sec): 3 clusters Score: Raw -287824.763369 + Penalty 1777.529276 = -286047.234093 nChanged 28 SP:Iteration 52Q (6855.332702 sec): 3 clusters Score: Raw -287839.878105 + Penalty 1777.529276 = -286062.348829 nChanged 26 SP:Iteration 53Q (6855.443279 sec): 3 clusters Score: Raw -287856.551229 + Penalty 1777.529276 = -286079.021953 nChanged 24 SP:Iteration 54Q (6855.566083 sec): 3 clusters Score: Raw -287870.664950 + Penalty 1777.529276 = -286093.135673 nChanged 16 SP:Iteration 55Q (6855.690284 sec): 3 clusters Score: Raw -287877.675605 + Penalty 1777.529276 = -286100.146328 nChanged 12 SP:Iteration 56Q (6855.820063 sec): 3 clusters Score: Raw -287883.749822 + Penalty 1777.529276 = -286106.220545 nChanged 10 SP:Iteration 57Q (6855.941358 sec): 3 clusters Score: Raw -287887.950826 + Penalty 1777.529276 = -286110.421550 nChanged 16 SP:Iteration 58Q (6856.062575 sec): 3 clusters Score: Raw -287894.842954 + Penalty 1777.529276 = -286117.313678 nChanged 6 SP:Iteration 59Q (6856.178905 sec): 3 clusters Score: Raw -287897.046484 + Penalty 1777.529276 = -286119.517207 nChanged 3 SP:Iteration 60F (6856.294329 sec): 3 clusters Score: Raw -287898.726398 + Penalty 1777.529276 = -286121.197121 nChanged 4 SP:Iteration 61Q (6856.414125 sec): 3 clusters Score: Raw -287902.495060 + Penalty 1777.529276 = -286124.965783 nChanged 9 SP:Iteration 62Q (6856.527318 sec): 3 clusters Score: Raw -287909.592563 + Penalty 1777.529276 = -286132.063286 nChanged 11 SP:Iteration 63Q (6856.643584 sec): 3 clusters Score: Raw -287914.813996 + Penalty 1777.529276 = -286137.284720 nChanged 5 SP:Iteration 64Q (6856.764220 sec): 3 clusters Score: Raw -287917.200352 + Penalty 1777.529276 = -286139.671076 nChanged 4 SP:Iteration 65Q (6856.876505 sec): 3 clusters Score: Raw -287918.729666 + Penalty 1777.529276 = -286141.200390 nChanged 3 SP:Iteration 66Q (6856.992680 sec): 3 clusters Score: Raw -287920.133656 + Penalty 1777.529276 = -286142.604380 nChanged 1 SP:Iteration 67Q (6857.053867 sec): 3 clusters Score: Raw -287920.567180 + Penalty 1777.529276 = -286143.037904 nChanged 1 SP:Iteration 68Q (6857.093255 sec): 3 clusters Score: Raw -287920.801932 + Penalty 1777.529276 = -286143.272656 nChanged 1 SP:Iteration 69Q (6857.133083 sec): 3 clusters Score: Raw -287920.877874 + Penalty 1777.529276 = -286143.348598 nChanged 0 SP:Iteration 70F (6857.174534 sec): 3 clusters Score: Raw -287920.877874 + Penalty 1777.529276 = -286143.348598 nChanged 0 Trying to split cluster 15 (3091 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6857.239807 sec): 2 clusters Score: Raw -182955.382471 + Penalty 843.806244 = -182111.576227 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6857.363199 sec): 3 clusters Score: Raw -181336.681435 + Penalty 1687.612488 = -179649.068947 nChanged 1273 SP:Iteration 1F (6857.477151 sec): 3 clusters Score: Raw -182055.615542 + Penalty 1687.612488 = -180368.003054 nChanged 244 SP:Iteration 2F (6857.623260 sec): 3 clusters Score: Raw -182206.647661 + Penalty 1687.612488 = -180519.035174 nChanged 193 SP:Iteration 3F (6857.704007 sec): 3 clusters Score: Raw -182312.526632 + Penalty 1687.612488 = -180624.914144 nChanged 123 SP:Iteration 4Q (6857.822136 sec): 3 clusters Score: Raw -182385.028212 + Penalty 1687.612488 = -180697.415724 nChanged 132 SP:Iteration 5Q (6857.941286 sec): 3 clusters Score: Raw -182459.524995 + Penalty 1687.612488 = -180771.912508 nChanged 110 SP:Iteration 6Q (6858.061739 sec): 3 clusters Score: Raw -182516.101548 + Penalty 1687.612488 = -180828.489060 nChanged 101 SP:Iteration 7Q (6858.210772 sec): 3 clusters Score: Raw -182559.748834 + Penalty 1687.612488 = -180872.136346 nChanged 93 SP:Iteration 8Q (6858.307250 sec): 3 clusters Score: Raw -182602.909395 + Penalty 1687.612488 = -180915.296907 nChanged 93 SP:Iteration 9Q (6858.421333 sec): 3 clusters Score: Raw -182646.023795 + Penalty 1687.612488 = -180958.411307 nChanged 81 SP:Iteration 10Q (6858.527931 sec): 3 clusters Score: Raw -182687.217725 + Penalty 1687.612488 = -180999.605238 nChanged 92 SP:Iteration 11Q (6858.646599 sec): 3 clusters Score: Raw -182751.112696 + Penalty 1687.612488 = -181063.500209 nChanged 85 SP:Iteration 12Q (6858.762641 sec): 3 clusters Score: Raw -182808.214971 + Penalty 1687.612488 = -181120.602483 nChanged 87 SP:Iteration 13Q (6858.874184 sec): 3 clusters Score: Raw -182862.788646 + Penalty 1687.612488 = -181175.176158 nChanged 77 SP:Iteration 14Q (6858.996332 sec): 3 clusters Score: Raw -182905.914910 + Penalty 1687.612488 = -181218.302423 nChanged 55 SP:Iteration 15Q (6859.116046 sec): 3 clusters Score: Raw -182949.294828 + Penalty 1687.612488 = -181261.682340 nChanged 60 SP:Iteration 16Q (6859.235715 sec): 3 clusters Score: Raw -182995.261786 + Penalty 1687.612488 = -181307.649298 nChanged 54 SP:Iteration 17Q (6859.354633 sec): 3 clusters Score: Raw -183033.876905 + Penalty 1687.612488 = -181346.264417 nChanged 35 SP:Iteration 18Q (6859.383809 sec): 3 clusters Score: Raw -183053.888389 + Penalty 1687.612488 = -181366.275901 nChanged 30 SP:Iteration 19Q (6859.413646 sec): 3 clusters Score: Raw -183073.500299 + Penalty 1687.612488 = -181385.887811 nChanged 28 SP:Iteration 20F (6859.443095 sec): 3 clusters Score: Raw -183090.986296 + Penalty 1687.612488 = -181403.373808 nChanged 27 SP:Iteration 21Q (6859.472761 sec): 3 clusters Score: Raw -183099.922141 + Penalty 1687.612488 = -181412.309653 nChanged 9 SP:Iteration 22Q (6859.502651 sec): 3 clusters Score: Raw -183102.659203 + Penalty 1687.612488 = -181415.046715 nChanged 7 SP:Iteration 23Q (6859.532205 sec): 3 clusters Score: Raw -183104.677957 + Penalty 1687.612488 = -181417.065469 nChanged 3 SP:Iteration 24Q (6859.562030 sec): 3 clusters Score: Raw -183105.786530 + Penalty 1687.612488 = -181418.174042 nChanged 1 SP:Iteration 25Q (6859.591633 sec): 3 clusters Score: Raw -183106.122002 + Penalty 1687.612488 = -181418.509514 nChanged 0 SP:Iteration 26F (6859.621122 sec): 3 clusters Score: Raw -183106.122002 + Penalty 1687.612488 = -181418.509514 nChanged 0 Trying to split cluster 16 (2761 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6859.655894 sec): 2 clusters Score: Raw -169157.514045 + Penalty 831.951562 = -168325.562483 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6859.684272 sec): 3 clusters Score: Raw -167776.452862 + Penalty 1663.903125 = -166112.549737 nChanged 1105 SP:Iteration 1F (6859.710973 sec): 3 clusters Score: Raw -168399.324063 + Penalty 1663.903125 = -166735.420939 nChanged 215 SP:Iteration 2F (6859.846870 sec): 3 clusters Score: Raw -168541.522836 + Penalty 1663.903125 = -166877.619712 nChanged 178 SP:Iteration 3F (6859.991714 sec): 3 clusters Score: Raw -168665.074560 + Penalty 1663.903125 = -167001.171436 nChanged 130 SP:Iteration 4Q (6860.108235 sec): 3 clusters Score: Raw -168757.247245 + Penalty 1663.903125 = -167093.344120 nChanged 124 SP:Iteration 5Q (6860.231979 sec): 3 clusters Score: Raw -168834.003367 + Penalty 1663.903125 = -167170.100243 nChanged 107 SP:Iteration 6Q (6860.354149 sec): 3 clusters Score: Raw -168900.217920 + Penalty 1663.903125 = -167236.314796 nChanged 94 SP:Iteration 7Q (6860.469806 sec): 3 clusters Score: Raw -168952.863038 + Penalty 1663.903125 = -167288.959914 nChanged 73 SP:Iteration 8Q (6860.588044 sec): 3 clusters Score: Raw -168985.858311 + Penalty 1663.903125 = -167321.955186 nChanged 56 SP:Iteration 9Q (6860.705399 sec): 3 clusters Score: Raw -169011.446104 + Penalty 1663.903125 = -167347.542980 nChanged 48 SP:Iteration 10Q (6860.850588 sec): 3 clusters Score: Raw -169028.617959 + Penalty 1663.903125 = -167364.714834 nChanged 38 SP:Iteration 11Q (6860.936189 sec): 3 clusters Score: Raw -169044.794602 + Penalty 1663.903125 = -167380.891478 nChanged 40 SP:Iteration 12Q (6861.053953 sec): 3 clusters Score: Raw -169060.407856 + Penalty 1663.903125 = -167396.504731 nChanged 25 SP:Iteration 13Q (6861.198683 sec): 3 clusters Score: Raw -169070.082977 + Penalty 1663.903125 = -167406.179853 nChanged 32 SP:Iteration 14Q (6861.291009 sec): 3 clusters Score: Raw -169081.485589 + Penalty 1663.903125 = -167417.582464 nChanged 22 SP:Iteration 15Q (6861.386789 sec): 3 clusters Score: Raw -169089.055445 + Penalty 1663.903125 = -167425.152321 nChanged 21 SP:Iteration 16Q (6861.505933 sec): 3 clusters Score: Raw -169094.611380 + Penalty 1663.903125 = -167430.708255 nChanged 25 SP:Iteration 17Q (6861.623259 sec): 3 clusters Score: Raw -169102.232868 + Penalty 1663.903125 = -167438.329744 nChanged 22 SP:Iteration 18Q (6861.731461 sec): 3 clusters Score: Raw -169109.037033 + Penalty 1663.903125 = -167445.133908 nChanged 17 SP:Iteration 19Q (6861.838921 sec): 3 clusters Score: Raw -169115.512644 + Penalty 1663.903125 = -167451.609519 nChanged 17 SP:Iteration 20F (6861.925986 sec): 3 clusters Score: Raw -169120.839044 + Penalty 1663.903125 = -167456.935920 nChanged 17 SP:Iteration 21Q (6861.953140 sec): 3 clusters Score: Raw -169125.576651 + Penalty 1663.903125 = -167461.673526 nChanged 12 SP:Iteration 22Q (6861.980254 sec): 3 clusters Score: Raw -169128.044784 + Penalty 1663.903125 = -167464.141660 nChanged 8 SP:Iteration 23Q (6862.007365 sec): 3 clusters Score: Raw -169130.725858 + Penalty 1663.903125 = -167466.822734 nChanged 10 SP:Iteration 24Q (6862.034184 sec): 3 clusters Score: Raw -169134.155343 + Penalty 1663.903125 = -167470.252219 nChanged 13 SP:Iteration 25Q (6862.061181 sec): 3 clusters Score: Raw -169137.683659 + Penalty 1663.903125 = -167473.780534 nChanged 9 SP:Iteration 26Q (6862.088020 sec): 3 clusters Score: Raw -169140.721975 + Penalty 1663.903125 = -167476.818851 nChanged 10 SP:Iteration 27Q (6862.114930 sec): 3 clusters Score: Raw -169143.771750 + Penalty 1663.903125 = -167479.868625 nChanged 6 SP:Iteration 28Q (6862.141913 sec): 3 clusters Score: Raw -169145.693796 + Penalty 1663.903125 = -167481.790672 nChanged 11 SP:Iteration 29Q (6862.168861 sec): 3 clusters Score: Raw -169149.414848 + Penalty 1663.903125 = -167485.511724 nChanged 9 SP:Iteration 30Q (6862.195855 sec): 3 clusters Score: Raw -169154.177486 + Penalty 1663.903125 = -167490.274362 nChanged 17 SP:Iteration 31Q (6862.222792 sec): 3 clusters Score: Raw -169162.316441 + Penalty 1663.903125 = -167498.413317 nChanged 15 SP:Iteration 32Q (6862.249929 sec): 3 clusters Score: Raw -169167.453149 + Penalty 1663.903125 = -167503.550025 nChanged 8 SP:Iteration 33Q (6862.368942 sec): 3 clusters Score: Raw -169169.696090 + Penalty 1663.903125 = -167505.792965 nChanged 8 SP:Iteration 34Q (6862.527733 sec): 3 clusters Score: Raw -169172.155964 + Penalty 1663.903125 = -167508.252839 nChanged 13 SP:Iteration 35Q (6862.599687 sec): 3 clusters Score: Raw -169177.642479 + Penalty 1663.903125 = -167513.739354 nChanged 19 SP:Iteration 36Q (6862.718608 sec): 3 clusters Score: Raw -169184.223698 + Penalty 1663.903125 = -167520.320573 nChanged 16 SP:Iteration 37Q (6862.837474 sec): 3 clusters Score: Raw -169187.116237 + Penalty 1663.903125 = -167523.213112 nChanged 10 SP:Iteration 38Q (6862.954450 sec): 3 clusters Score: Raw -169190.298434 + Penalty 1663.903125 = -167526.395309 nChanged 10 SP:Iteration 39Q (6863.054118 sec): 3 clusters Score: Raw -169194.934298 + Penalty 1663.903125 = -167531.031173 nChanged 15 SP:Iteration 40F (6863.163945 sec): 3 clusters Score: Raw -169202.345480 + Penalty 1663.903125 = -167538.442355 nChanged 16 SP:Iteration 41Q (6863.282281 sec): 3 clusters Score: Raw -169208.094902 + Penalty 1663.903125 = -167544.191777 nChanged 12 SP:Iteration 42Q (6863.400156 sec): 3 clusters Score: Raw -169211.676407 + Penalty 1663.903125 = -167547.773282 nChanged 6 SP:Iteration 43Q (6863.517923 sec): 3 clusters Score: Raw -169213.493856 + Penalty 1663.903125 = -167549.590732 nChanged 7 SP:Iteration 44Q (6863.635927 sec): 3 clusters Score: Raw -169216.473960 + Penalty 1663.903125 = -167552.570835 nChanged 10 SP:Iteration 45Q (6863.752945 sec): 3 clusters Score: Raw -169220.340113 + Penalty 1663.903125 = -167556.436989 nChanged 11 SP:Iteration 46Q (6863.870562 sec): 3 clusters Score: Raw -169222.285328 + Penalty 1663.903125 = -167558.382204 nChanged 6 SP:Iteration 47Q (6863.988181 sec): 3 clusters Score: Raw -169223.675411 + Penalty 1663.903125 = -167559.772286 nChanged 6 SP:Iteration 48Q (6864.105991 sec): 3 clusters Score: Raw -169224.761422 + Penalty 1663.903125 = -167560.858297 nChanged 5 SP:Iteration 49Q (6864.225604 sec): 3 clusters Score: Raw -169226.242373 + Penalty 1663.903125 = -167562.339248 nChanged 7 SP:Iteration 50Q (6864.344350 sec): 3 clusters Score: Raw -169228.841053 + Penalty 1663.903125 = -167564.937929 nChanged 3 SP:Iteration 51Q (6864.461123 sec): 3 clusters Score: Raw -169229.838890 + Penalty 1663.903125 = -167565.935765 nChanged 6 SP:Iteration 52Q (6864.570384 sec): 3 clusters Score: Raw -169230.882703 + Penalty 1663.903125 = -167566.979578 nChanged 2 SP:Iteration 53Q (6864.678130 sec): 3 clusters Score: Raw -169231.374549 + Penalty 1663.903125 = -167567.471424 nChanged 4 SP:Iteration 54Q (6864.793752 sec): 3 clusters Score: Raw -169232.140027 + Penalty 1663.903125 = -167568.236902 nChanged 0 SP:Iteration 55F (6864.910093 sec): 3 clusters Score: Raw -169232.140027 + Penalty 1663.903125 = -167568.236902 nChanged 0 Trying to split cluster 17 (5371 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6865.006881 sec): 2 clusters Score: Raw -329987.334957 + Penalty 901.820786 = -329085.514171 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6865.086497 sec): 3 clusters Score: Raw -327026.449207 + Penalty 1803.641572 = -325222.807635 nChanged 2279 SP:Iteration 1F (6865.128284 sec): 3 clusters Score: Raw -328313.100204 + Penalty 1803.641572 = -326509.458633 nChanged 369 SP:Iteration 2F (6865.172346 sec): 3 clusters Score: Raw -328504.053799 + Penalty 1803.641572 = -326700.412227 nChanged 304 SP:Iteration 3F (6865.216607 sec): 3 clusters Score: Raw -328676.546745 + Penalty 1803.641572 = -326872.905173 nChanged 293 SP:Iteration 4F (6865.260714 sec): 3 clusters Score: Raw -328848.530035 + Penalty 1803.641572 = -327044.888463 nChanged 267 SP:Iteration 5Q (6865.305914 sec): 3 clusters Score: Raw -328987.394906 + Penalty 1803.641572 = -327183.753334 nChanged 219 SP:Iteration 6Q (6865.352639 sec): 3 clusters Score: Raw -329106.760583 + Penalty 1803.641572 = -327303.119011 nChanged 227 SP:Iteration 7Q (6865.478546 sec): 3 clusters Score: Raw -329246.915048 + Penalty 1803.641572 = -327443.273476 nChanged 215 SP:Iteration 8Q (6865.623617 sec): 3 clusters Score: Raw -329374.898826 + Penalty 1803.641572 = -327571.257254 nChanged 217 SP:Iteration 9Q (6865.746641 sec): 3 clusters Score: Raw -329526.308661 + Penalty 1803.641572 = -327722.667090 nChanged 198 SP:Iteration 10Q (6865.880311 sec): 3 clusters Score: Raw -329674.231962 + Penalty 1803.641572 = -327870.590391 nChanged 156 SP:Iteration 11Q (6866.004369 sec): 3 clusters Score: Raw -329784.394506 + Penalty 1803.641572 = -327980.752934 nChanged 116 SP:Iteration 12Q (6866.136391 sec): 3 clusters Score: Raw -329877.903731 + Penalty 1803.641572 = -328074.262159 nChanged 84 SP:Iteration 13Q (6866.261157 sec): 3 clusters Score: Raw -329942.053003 + Penalty 1803.641572 = -328138.411431 nChanged 57 SP:Iteration 14Q (6866.386969 sec): 3 clusters Score: Raw -329984.550352 + Penalty 1803.641572 = -328180.908781 nChanged 30 SP:Iteration 15Q (6866.508916 sec): 3 clusters Score: Raw -330009.201616 + Penalty 1803.641572 = -328205.560044 nChanged 19 SP:Iteration 16Q (6866.636465 sec): 3 clusters Score: Raw -330024.431259 + Penalty 1803.641572 = -328220.789687 nChanged 15 SP:Iteration 17Q (6866.758443 sec): 3 clusters Score: Raw -330036.216695 + Penalty 1803.641572 = -328232.575123 nChanged 17 SP:Iteration 18Q (6866.885714 sec): 3 clusters Score: Raw -330050.160304 + Penalty 1803.641572 = -328246.518733 nChanged 12 SP:Iteration 19Q (6866.987635 sec): 3 clusters Score: Raw -330058.797687 + Penalty 1803.641572 = -328255.156115 nChanged 6 SP:Iteration 20F (6867.095708 sec): 3 clusters Score: Raw -330061.990561 + Penalty 1803.641572 = -328258.348989 nChanged 3 SP:Iteration 21Q (6867.207685 sec): 3 clusters Score: Raw -330063.560986 + Penalty 1803.641572 = -328259.919414 nChanged 3 SP:Iteration 22Q (6867.328869 sec): 3 clusters Score: Raw -330064.806371 + Penalty 1803.641572 = -328261.164799 nChanged 0 SP:Iteration 23F (6867.455136 sec): 3 clusters Score: Raw -330064.806371 + Penalty 1803.641572 = -328261.164799 nChanged 0 Trying to split cluster 18 (9798 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6867.536245 sec): 2 clusters Score: Raw -594076.008819 + Penalty 964.943024 = -593111.065794 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6867.619261 sec): 3 clusters Score: Raw -588348.936534 + Penalty 1929.886048 = -586419.050486 nChanged 4355 SP:Iteration 1F (6867.672938 sec): 3 clusters Score: Raw -590734.423671 + Penalty 1929.886048 = -588804.537623 nChanged 607 SP:Iteration 2F (6867.726704 sec): 3 clusters Score: Raw -591032.655552 + Penalty 1929.886048 = -589102.769504 nChanged 519 SP:Iteration 3F (6867.782737 sec): 3 clusters Score: Raw -591260.725211 + Penalty 1929.886048 = -589330.839163 nChanged 464 SP:Iteration 4Q (6867.846842 sec): 3 clusters Score: Raw -591475.550207 + Penalty 1929.886048 = -589545.664158 nChanged 443 SP:Iteration 5Q (6867.911338 sec): 3 clusters Score: Raw -591692.010447 + Penalty 1929.886048 = -589762.124399 nChanged 451 SP:Iteration 6Q (6867.975550 sec): 3 clusters Score: Raw -591916.697993 + Penalty 1929.886048 = -589986.811945 nChanged 420 SP:Iteration 7Q (6868.040407 sec): 3 clusters Score: Raw -592121.026659 + Penalty 1929.886048 = -590191.140610 nChanged 382 SP:Iteration 8Q (6868.104391 sec): 3 clusters Score: Raw -592295.581802 + Penalty 1929.886048 = -590365.695754 nChanged 344 SP:Iteration 9Q (6868.165179 sec): 3 clusters Score: Raw -592470.262932 + Penalty 1929.886048 = -590540.376884 nChanged 331 SP:Iteration 10Q (6868.226362 sec): 3 clusters Score: Raw -592628.998307 + Penalty 1929.886048 = -590699.112259 nChanged 264 SP:Iteration 11Q (6868.290609 sec): 3 clusters Score: Raw -592752.726686 + Penalty 1929.886048 = -590822.840638 nChanged 240 SP:Iteration 12Q (6868.417294 sec): 3 clusters Score: Raw -592847.107970 + Penalty 1929.886048 = -590917.221921 nChanged 189 SP:Iteration 13Q (6868.580514 sec): 3 clusters Score: Raw -592905.546599 + Penalty 1929.886048 = -590975.660551 nChanged 125 SP:Iteration 14Q (6868.718943 sec): 3 clusters Score: Raw -592938.500866 + Penalty 1929.886048 = -591008.614818 nChanged 104 SP:Iteration 15Q (6868.863011 sec): 3 clusters Score: Raw -592960.642743 + Penalty 1929.886048 = -591030.756695 nChanged 92 SP:Iteration 16Q (6868.977857 sec): 3 clusters Score: Raw -592981.320421 + Penalty 1929.886048 = -591051.434373 nChanged 76 SP:Iteration 17Q (6869.122294 sec): 3 clusters Score: Raw -592998.149786 + Penalty 1929.886048 = -591068.263738 nChanged 81 SP:Iteration 18Q (6869.266678 sec): 3 clusters Score: Raw -593016.462832 + Penalty 1929.886048 = -591086.576784 nChanged 79 SP:Iteration 19Q (6869.407234 sec): 3 clusters Score: Raw -593033.881170 + Penalty 1929.886048 = -591103.995122 nChanged 78 SP:Iteration 20F (6869.548930 sec): 3 clusters Score: Raw -593049.503103 + Penalty 1929.886048 = -591119.617055 nChanged 73 SP:Iteration 21Q (6869.701742 sec): 3 clusters Score: Raw -593066.784003 + Penalty 1929.886048 = -591136.897955 nChanged 86 SP:Iteration 22Q (6869.825311 sec): 3 clusters Score: Raw -593092.426506 + Penalty 1929.886048 = -591162.540458 nChanged 108 SP:Iteration 23Q (6869.971135 sec): 3 clusters Score: Raw -593121.638874 + Penalty 1929.886048 = -591191.752826 nChanged 96 SP:Iteration 24Q (6870.084548 sec): 3 clusters Score: Raw -593145.776906 + Penalty 1929.886048 = -591215.890858 nChanged 94 SP:Iteration 25Q (6870.143939 sec): 3 clusters Score: Raw -593167.244674 + Penalty 1929.886048 = -591237.358626 nChanged 104 SP:Iteration 26Q (6870.203277 sec): 3 clusters Score: Raw -593198.352430 + Penalty 1929.886048 = -591268.466382 nChanged 115 SP:Iteration 27Q (6870.263659 sec): 3 clusters Score: Raw -593233.954575 + Penalty 1929.886048 = -591304.068527 nChanged 117 SP:Iteration 28Q (6870.325257 sec): 3 clusters Score: Raw -593275.184016 + Penalty 1929.886048 = -591345.297968 nChanged 98 SP:Iteration 29Q (6870.387337 sec): 3 clusters Score: Raw -593309.172125 + Penalty 1929.886048 = -591379.286077 nChanged 111 SP:Iteration 30Q (6870.450149 sec): 3 clusters Score: Raw -593346.809487 + Penalty 1929.886048 = -591416.923439 nChanged 110 SP:Iteration 31Q (6870.512703 sec): 3 clusters Score: Raw -593387.761089 + Penalty 1929.886048 = -591457.875041 nChanged 97 SP:Iteration 32Q (6870.574615 sec): 3 clusters Score: Raw -593417.183512 + Penalty 1929.886048 = -591487.297464 nChanged 95 SP:Iteration 33Q (6870.634093 sec): 3 clusters Score: Raw -593453.080971 + Penalty 1929.886048 = -591523.194923 nChanged 105 SP:Iteration 34Q (6870.693577 sec): 3 clusters Score: Raw -593492.433333 + Penalty 1929.886048 = -591562.547285 nChanged 113 SP:Iteration 35Q (6870.756195 sec): 3 clusters Score: Raw -593532.688772 + Penalty 1929.886048 = -591602.802724 nChanged 123 SP:Iteration 36Q (6870.818305 sec): 3 clusters Score: Raw -593576.187234 + Penalty 1929.886048 = -591646.301185 nChanged 110 SP:Iteration 37Q (6870.879942 sec): 3 clusters Score: Raw -593612.675644 + Penalty 1929.886048 = -591682.789596 nChanged 90 SP:Iteration 38Q (6870.938940 sec): 3 clusters Score: Raw -593637.858196 + Penalty 1929.886048 = -591707.972148 nChanged 84 SP:Iteration 39Q (6870.997671 sec): 3 clusters Score: Raw -593662.477267 + Penalty 1929.886048 = -591732.591219 nChanged 89 SP:Iteration 40F (6871.058952 sec): 3 clusters Score: Raw -593696.921520 + Penalty 1929.886048 = -591767.035472 nChanged 85 SP:Iteration 41Q (6871.121345 sec): 3 clusters Score: Raw -593732.343913 + Penalty 1929.886048 = -591802.457865 nChanged 100 SP:Iteration 42Q (6871.182927 sec): 3 clusters Score: Raw -593772.797191 + Penalty 1929.886048 = -591842.911143 nChanged 98 SP:Iteration 43Q (6871.244686 sec): 3 clusters Score: Raw -593803.419096 + Penalty 1929.886048 = -591873.533048 nChanged 81 SP:Iteration 44Q (6871.398277 sec): 3 clusters Score: Raw -593827.342995 + Penalty 1929.886048 = -591897.456947 nChanged 73 SP:Iteration 45Q (6871.589737 sec): 3 clusters Score: Raw -593846.623563 + Penalty 1929.886048 = -591916.737515 nChanged 75 SP:Iteration 46Q (6871.720846 sec): 3 clusters Score: Raw -593869.046543 + Penalty 1929.886048 = -591939.160495 nChanged 74 SP:Iteration 47Q (6871.858621 sec): 3 clusters Score: Raw -593894.472023 + Penalty 1929.886048 = -591964.585975 nChanged 94 SP:Iteration 48Q (6872.000796 sec): 3 clusters Score: Raw -593924.956234 + Penalty 1929.886048 = -591995.070186 nChanged 88 SP:Iteration 49Q (6872.174859 sec): 3 clusters Score: Raw -593956.362215 + Penalty 1929.886048 = -592026.476166 nChanged 84 SP:Iteration 50Q (6872.326199 sec): 3 clusters Score: Raw -593981.142879 + Penalty 1929.886048 = -592051.256831 nChanged 80 SP:Iteration 51Q (6872.473543 sec): 3 clusters Score: Raw -594005.466476 + Penalty 1929.886048 = -592075.580428 nChanged 75 SP:Iteration 52Q (6872.602851 sec): 3 clusters Score: Raw -594029.959490 + Penalty 1929.886048 = -592100.073442 nChanged 73 SP:Iteration 53Q (6872.733188 sec): 3 clusters Score: Raw -594052.816953 + Penalty 1929.886048 = -592122.930905 nChanged 64 SP:Iteration 54Q (6872.884387 sec): 3 clusters Score: Raw -594074.778146 + Penalty 1929.886048 = -592144.892098 nChanged 68 SP:Iteration 55Q (6873.029174 sec): 3 clusters Score: Raw -594101.808974 + Penalty 1929.886048 = -592171.922926 nChanged 86 SP:Iteration 56Q (6873.135592 sec): 3 clusters Score: Raw -594132.059810 + Penalty 1929.886048 = -592202.173762 nChanged 69 SP:Iteration 57Q (6873.195439 sec): 3 clusters Score: Raw -594157.764557 + Penalty 1929.886048 = -592227.878509 nChanged 72 SP:Iteration 58Q (6873.255353 sec): 3 clusters Score: Raw -594189.627949 + Penalty 1929.886048 = -592259.741901 nChanged 67 SP:Iteration 59Q (6873.315126 sec): 3 clusters Score: Raw -594211.008538 + Penalty 1929.886048 = -592281.122490 nChanged 56 SP:Iteration 60F (6873.374858 sec): 3 clusters Score: Raw -594225.737919 + Penalty 1929.886048 = -592295.851871 nChanged 54 SP:Iteration 61Q (6873.434498 sec): 3 clusters Score: Raw -594237.920910 + Penalty 1929.886048 = -592308.034862 nChanged 43 SP:Iteration 62Q (6873.495286 sec): 3 clusters Score: Raw -594246.215214 + Penalty 1929.886048 = -592316.329166 nChanged 33 SP:Iteration 63Q (6873.556579 sec): 3 clusters Score: Raw -594252.296166 + Penalty 1929.886048 = -592322.410118 nChanged 33 SP:Iteration 64Q (6873.619403 sec): 3 clusters Score: Raw -594257.711288 + Penalty 1929.886048 = -592327.825240 nChanged 32 SP:Iteration 65Q (6873.680587 sec): 3 clusters Score: Raw -594262.759913 + Penalty 1929.886048 = -592332.873865 nChanged 30 SP:Iteration 66Q (6873.742936 sec): 3 clusters Score: Raw -594267.911147 + Penalty 1929.886048 = -592338.025099 nChanged 33 SP:Iteration 67Q (6873.800612 sec): 3 clusters Score: Raw -594272.872047 + Penalty 1929.886048 = -592342.985999 nChanged 30 SP:Iteration 68Q (6873.858077 sec): 3 clusters Score: Raw -594277.183201 + Penalty 1929.886048 = -592347.297153 nChanged 19 SP:Iteration 69Q (6873.918094 sec): 3 clusters Score: Raw -594279.955931 + Penalty 1929.886048 = -592350.069883 nChanged 22 SP:Iteration 70Q (6873.978751 sec): 3 clusters Score: Raw -594284.178509 + Penalty 1929.886048 = -592354.292461 nChanged 27 SP:Iteration 71Q (6874.039610 sec): 3 clusters Score: Raw -594289.038746 + Penalty 1929.886048 = -592359.152698 nChanged 31 SP:Iteration 72Q (6874.099963 sec): 3 clusters Score: Raw -594293.886445 + Penalty 1929.886048 = -592364.000397 nChanged 24 SP:Iteration 73Q (6874.160390 sec): 3 clusters Score: Raw -594297.634849 + Penalty 1929.886048 = -592367.748801 nChanged 25 SP:Iteration 74Q (6874.220150 sec): 3 clusters Score: Raw -594301.624353 + Penalty 1929.886048 = -592371.738305 nChanged 21 SP:Iteration 75Q (6874.375060 sec): 3 clusters Score: Raw -594304.521474 + Penalty 1929.886048 = -592374.635426 nChanged 25 SP:Iteration 76Q (6874.509482 sec): 3 clusters Score: Raw -594307.860169 + Penalty 1929.886048 = -592377.974121 nChanged 26 SP:Iteration 77Q (6874.638482 sec): 3 clusters Score: Raw -594311.093459 + Penalty 1929.886048 = -592381.207410 nChanged 18 SP:Iteration 78Q (6874.789300 sec): 3 clusters Score: Raw -594312.884796 + Penalty 1929.886048 = -592382.998748 nChanged 19 SP:Iteration 79Q (6874.889914 sec): 3 clusters Score: Raw -594314.917914 + Penalty 1929.886048 = -592385.031865 nChanged 15 SP:Iteration 80F (6875.028914 sec): 3 clusters Score: Raw -594316.414788 + Penalty 1929.886048 = -592386.528740 nChanged 15 SP:Iteration 81Q (6875.170914 sec): 3 clusters Score: Raw -594318.156567 + Penalty 1929.886048 = -592388.270519 nChanged 15 SP:Iteration 82Q (6875.316070 sec): 3 clusters Score: Raw -594320.181615 + Penalty 1929.886048 = -592390.295567 nChanged 22 SP:Iteration 83Q (6875.488771 sec): 3 clusters Score: Raw -594322.797061 + Penalty 1929.886048 = -592392.911013 nChanged 23 SP:Iteration 84Q (6875.634842 sec): 3 clusters Score: Raw -594325.802220 + Penalty 1929.886048 = -592395.916172 nChanged 21 SP:Iteration 85Q (6875.770995 sec): 3 clusters Score: Raw -594328.348164 + Penalty 1929.886048 = -592398.462116 nChanged 19 SP:Iteration 86Q (6875.905879 sec): 3 clusters Score: Raw -594330.867517 + Penalty 1929.886048 = -592400.981469 nChanged 15 SP:Iteration 87Q (6876.055294 sec): 3 clusters Score: Raw -594332.900043 + Penalty 1929.886048 = -592403.013995 nChanged 15 SP:Iteration 88Q (6876.111332 sec): 3 clusters Score: Raw -594334.522118 + Penalty 1929.886048 = -592404.636070 nChanged 14 SP:Iteration 89Q (6876.168554 sec): 3 clusters Score: Raw -594335.601969 + Penalty 1929.886048 = -592405.715921 nChanged 6 SP:Iteration 90Q (6876.226152 sec): 3 clusters Score: Raw -594336.042752 + Penalty 1929.886048 = -592406.156704 nChanged 7 SP:Iteration 91Q (6876.283982 sec): 3 clusters Score: Raw -594336.805160 + Penalty 1929.886048 = -592406.919112 nChanged 14 SP:Iteration 92Q (6876.343094 sec): 3 clusters Score: Raw -594338.480253 + Penalty 1929.886048 = -592408.594205 nChanged 17 SP:Iteration 93Q (6876.403706 sec): 3 clusters Score: Raw -594340.058386 + Penalty 1929.886048 = -592410.172338 nChanged 11 SP:Iteration 94Q (6876.464180 sec): 3 clusters Score: Raw -594341.322616 + Penalty 1929.886048 = -592411.436568 nChanged 9 SP:Iteration 95Q (6876.525035 sec): 3 clusters Score: Raw -594342.336013 + Penalty 1929.886048 = -592412.449965 nChanged 10 SP:Iteration 96Q (6876.585621 sec): 3 clusters Score: Raw -594343.367550 + Penalty 1929.886048 = -592413.481502 nChanged 11 SP:Iteration 97Q (6876.646187 sec): 3 clusters Score: Raw -594344.642617 + Penalty 1929.886048 = -592414.756569 nChanged 14 SP:Iteration 98Q (6876.706848 sec): 3 clusters Score: Raw -594346.417900 + Penalty 1929.886048 = -592416.531852 nChanged 12 SP:Iteration 99Q (6876.764670 sec): 3 clusters Score: Raw -594347.481133 + Penalty 1929.886048 = -592417.595085 nChanged 13 SP:Iteration 100F (6876.825882 sec): 3 clusters Score: Raw -594348.964042 + Penalty 1929.886048 = -592419.077994 nChanged 15 SP:Iteration 101Q (6876.887243 sec): 3 clusters Score: Raw -594350.424992 + Penalty 1929.886048 = -592420.538944 nChanged 17 SP:Iteration 102Q (6876.948807 sec): 3 clusters Score: Raw -594352.452823 + Penalty 1929.886048 = -592422.566775 nChanged 23 SP:Iteration 103Q (6877.010057 sec): 3 clusters Score: Raw -594355.692331 + Penalty 1929.886048 = -592425.806283 nChanged 23 SP:Iteration 104Q (6877.071041 sec): 3 clusters Score: Raw -594359.186788 + Penalty 1929.886048 = -592429.300740 nChanged 31 SP:Iteration 105Q (6877.131502 sec): 3 clusters Score: Raw -594364.362617 + Penalty 1929.886048 = -592434.476569 nChanged 34 SP:Iteration 106Q (6877.189408 sec): 3 clusters Score: Raw -594369.870312 + Penalty 1929.886048 = -592439.984264 nChanged 38 SP:Iteration 107Q (6877.325959 sec): 3 clusters Score: Raw -594376.177543 + Penalty 1929.886048 = -592446.291495 nChanged 41 SP:Iteration 108Q (6877.479195 sec): 3 clusters Score: Raw -594383.197515 + Penalty 1929.886048 = -592453.311467 nChanged 43 SP:Iteration 109Q (6877.622815 sec): 3 clusters Score: Raw -594390.688106 + Penalty 1929.886048 = -592460.802058 nChanged 47 SP:Iteration 110Q (6877.745088 sec): 3 clusters Score: Raw -594399.092330 + Penalty 1929.886048 = -592469.206281 nChanged 46 SP:Iteration 111Q (6877.889617 sec): 3 clusters Score: Raw -594407.770709 + Penalty 1929.886048 = -592477.884661 nChanged 38 SP:Iteration 112Q (6878.024672 sec): 3 clusters Score: Raw -594414.663165 + Penalty 1929.886048 = -592484.777117 nChanged 42 SP:Iteration 113Q (6878.147282 sec): 3 clusters Score: Raw -594421.697480 + Penalty 1929.886048 = -592491.811432 nChanged 40 SP:Iteration 114Q (6878.287702 sec): 3 clusters Score: Raw -594428.954904 + Penalty 1929.886048 = -592499.068856 nChanged 40 SP:Iteration 115Q (6878.436504 sec): 3 clusters Score: Raw -594435.007002 + Penalty 1929.886048 = -592505.120954 nChanged 37 SP:Iteration 116Q (6878.579469 sec): 3 clusters Score: Raw -594440.595935 + Penalty 1929.886048 = -592510.709887 nChanged 34 SP:Iteration 117Q (6878.718756 sec): 3 clusters Score: Raw -594446.845485 + Penalty 1929.886048 = -592516.959437 nChanged 36 SP:Iteration 118Q (6878.883200 sec): 3 clusters Score: Raw -594452.404683 + Penalty 1929.886048 = -592522.518635 nChanged 26 SP:Iteration 119Q (6878.987092 sec): 3 clusters Score: Raw -594456.770985 + Penalty 1929.886048 = -592526.884937 nChanged 29 SP:Iteration 120F (6879.070246 sec): 3 clusters Score: Raw -594461.121381 + Penalty 1929.886048 = -592531.235333 nChanged 29 SP:Iteration 121Q (6879.128626 sec): 3 clusters Score: Raw -594465.425166 + Penalty 1929.886048 = -592535.539118 nChanged 29 SP:Iteration 122Q (6879.186944 sec): 3 clusters Score: Raw -594468.927037 + Penalty 1929.886048 = -592539.040988 nChanged 25 SP:Iteration 123Q (6879.244830 sec): 3 clusters Score: Raw -594471.990429 + Penalty 1929.886048 = -592542.104381 nChanged 20 SP:Iteration 124Q (6879.302795 sec): 3 clusters Score: Raw -594473.921154 + Penalty 1929.886048 = -592544.035106 nChanged 18 SP:Iteration 125Q (6879.361531 sec): 3 clusters Score: Raw -594476.012292 + Penalty 1929.886048 = -592546.126244 nChanged 19 SP:Iteration 126Q (6879.421801 sec): 3 clusters Score: Raw -594478.749170 + Penalty 1929.886048 = -592548.863122 nChanged 21 SP:Iteration 127Q (6879.482593 sec): 3 clusters Score: Raw -594481.485719 + Penalty 1929.886048 = -592551.599671 nChanged 20 SP:Iteration 128Q (6879.544262 sec): 3 clusters Score: Raw -594483.922455 + Penalty 1929.886048 = -592554.036407 nChanged 19 SP:Iteration 129Q (6879.605555 sec): 3 clusters Score: Raw -594485.955868 + Penalty 1929.886048 = -592556.069820 nChanged 15 SP:Iteration 130Q (6879.666721 sec): 3 clusters Score: Raw -594487.451935 + Penalty 1929.886048 = -592557.565887 nChanged 9 SP:Iteration 131Q (6879.727977 sec): 3 clusters Score: Raw -594488.209474 + Penalty 1929.886048 = -592558.323426 nChanged 9 SP:Iteration 132Q (6879.787962 sec): 3 clusters Score: Raw -594489.257529 + Penalty 1929.886048 = -592559.371481 nChanged 9 SP:Iteration 133Q (6879.846063 sec): 3 clusters Score: Raw -594490.066916 + Penalty 1929.886048 = -592560.180868 nChanged 3 SP:Iteration 134Q (6879.906298 sec): 3 clusters Score: Raw -594490.321334 + Penalty 1929.886048 = -592560.435285 nChanged 2 SP:Iteration 135Q (6879.967605 sec): 3 clusters Score: Raw -594490.517654 + Penalty 1929.886048 = -592560.631606 nChanged 1 SP:Iteration 136Q (6880.028580 sec): 3 clusters Score: Raw -594490.574048 + Penalty 1929.886048 = -592560.688000 nChanged 1 SP:Iteration 137Q (6880.088294 sec): 3 clusters Score: Raw -594490.633842 + Penalty 1929.886048 = -592560.747794 nChanged 1 SP:Iteration 138Q (6880.227521 sec): 3 clusters Score: Raw -594490.809148 + Penalty 1929.886048 = -592560.923100 nChanged 1 SP:Iteration 139Q (6880.378522 sec): 3 clusters Score: Raw -594490.873136 + Penalty 1929.886048 = -592560.987088 nChanged 1 SP:Iteration 140F (6880.544060 sec): 3 clusters Score: Raw -594490.943721 + Penalty 1929.886048 = -592561.057673 nChanged 0 Time taken for this iteration:502.670135 seconds. 11->19 Clusters: Score -4203905.373594, best is -4207117.855505 Starting from 12 clusters... ------ Clustering full data set of 77963 points ------ SP: Assigned 12 initial classes randomly. Deleting Class 8 (3538 points): Lose 507.083218 but Gain 1182.718912 Iteration 0F (6882.042460 sec): 11 clusters Score: Raw -3846252.766385 + Penalty 11827.189116 = -3834425.577270 nChanged 70133 Iteration 1F (6883.017477 sec): 11 clusters Score: Raw -4045576.750660 + Penalty 11827.189116 = -4033749.561544 nChanged 30565 Iteration 2F (6883.985072 sec): 11 clusters Score: Raw -4110725.176871 + Penalty 11827.189116 = -4098897.987755 nChanged 18337 Iteration 3F (6884.998181 sec): 11 clusters Score: Raw -4137321.323395 + Penalty 11827.189116 = -4125494.134279 nChanged 13096 Iteration 4F (6885.987653 sec): 11 clusters Score: Raw -4154600.871653 + Penalty 11827.189116 = -4142773.682537 nChanged 9573 Iteration 5F (6886.977560 sec): 11 clusters Score: Raw -4165589.953947 + Penalty 11827.189116 = -4153762.764831 nChanged 6918 Iteration 6F (6887.971454 sec): 11 clusters Score: Raw -4172313.919187 + Penalty 11827.189116 = -4160486.730071 nChanged 5045 Iteration 7F (6888.960742 sec): 11 clusters Score: Raw -4176577.134135 + Penalty 11827.189116 = -4164749.945020 nChanged 3982 Iteration 8F (6890.044633 sec): 11 clusters Score: Raw -4179841.671143 + Penalty 11827.189116 = -4168014.482027 nChanged 3557 Iteration 9Q (6890.788512 sec): 11 clusters Score: Raw -4182732.235355 + Penalty 11827.189116 = -4170905.046239 nChanged 3039 Iteration 10Q (6891.541087 sec): 11 clusters Score: Raw -4185294.060550 + Penalty 11827.189116 = -4173466.871434 nChanged 2740 Iteration 11Q (6892.223694 sec): 11 clusters Score: Raw -4187501.397971 + Penalty 11827.189116 = -4175674.208856 nChanged 2364 Iteration 12Q (6892.836620 sec): 11 clusters Score: Raw -4189065.376654 + Penalty 11827.189116 = -4177238.187538 nChanged 1968 Iteration 13Q (6893.476646 sec): 11 clusters Score: Raw -4190097.915626 + Penalty 11827.189116 = -4178270.726510 nChanged 1646 Iteration 14Q (6894.057007 sec): 11 clusters Score: Raw -4190898.071995 + Penalty 11827.189116 = -4179070.882879 nChanged 1490 Iteration 15Q (6894.629632 sec): 11 clusters Score: Raw -4191605.981508 + Penalty 11827.189116 = -4179778.792393 nChanged 1377 Iteration 16Q (6895.257169 sec): 11 clusters Score: Raw -4192231.994664 + Penalty 11827.189116 = -4180404.805548 nChanged 1216 Iteration 17Q (6895.825223 sec): 11 clusters Score: Raw -4192714.823457 + Penalty 11827.189116 = -4180887.634341 nChanged 995 Iteration 18Q (6896.408671 sec): 11 clusters Score: Raw -4193051.653773 + Penalty 11827.189116 = -4181224.464657 nChanged 852 Iteration 19Q (6897.021636 sec): 11 clusters Score: Raw -4193294.901229 + Penalty 11827.189116 = -4181467.712113 nChanged 685 Writing temp clu file Because OldScore, -4181224.464657, is greater than current (better) Score,-4181467.712113 Compute initial score before splitting: Score: Raw -4193294.901229 + Penalty 11827.189116 = -4181467.712113 Trying to split cluster 1 (2324 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6897.160056 sec): 2 clusters Score: Raw -130554.225851 + Penalty 813.859737 = -129740.366114 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6897.246060 sec): 3 clusters Score: Raw -129413.607402 + Penalty 1627.719475 = -127785.887928 nChanged 883 SP:Iteration 1F (6897.306163 sec): 3 clusters Score: Raw -129902.942445 + Penalty 1627.719475 = -128275.222970 nChanged 201 SP:Iteration 2F (6897.424618 sec): 3 clusters Score: Raw -130033.927400 + Penalty 1627.719475 = -128406.207925 nChanged 141 SP:Iteration 3F (6897.543602 sec): 3 clusters Score: Raw -130137.216718 + Penalty 1627.719475 = -128509.497243 nChanged 125 SP:Iteration 4F (6897.619975 sec): 3 clusters Score: Raw -130240.007141 + Penalty 1627.719475 = -128612.287666 nChanged 113 SP:Iteration 5Q (6897.713611 sec): 3 clusters Score: Raw -130335.924539 + Penalty 1627.719475 = -128708.205065 nChanged 120 SP:Iteration 6F (6897.799727 sec): 3 clusters Score: Raw -130455.330197 + Penalty 1627.719475 = -128827.610723 nChanged 120 SP:Iteration 7F (6897.893578 sec): 3 clusters Score: Raw -130588.507416 + Penalty 1627.719475 = -128960.787942 nChanged 105 SP:Iteration 8Q (6897.979812 sec): 3 clusters Score: Raw -130713.986331 + Penalty 1627.719475 = -129086.266856 nChanged 123 SP:Iteration 9F (6898.073239 sec): 3 clusters Score: Raw -130906.601494 + Penalty 1627.719475 = -129278.882020 nChanged 113 SP:Iteration 10Q (6898.159709 sec): 3 clusters Score: Raw -131081.373155 + Penalty 1627.719475 = -129453.653680 nChanged 95 SP:Iteration 11Q (6898.263590 sec): 3 clusters Score: Raw -131164.217944 + Penalty 1627.719475 = -129536.498469 nChanged 55 SP:Iteration 12Q (6898.337625 sec): 3 clusters Score: Raw -131209.822224 + Penalty 1627.719475 = -129582.102749 nChanged 44 SP:Iteration 13Q (6898.430549 sec): 3 clusters Score: Raw -131252.348063 + Penalty 1627.719475 = -129624.628588 nChanged 39 SP:Iteration 14Q (6898.517360 sec): 3 clusters Score: Raw -131288.828429 + Penalty 1627.719475 = -129661.108954 nChanged 35 SP:Iteration 15Q (6898.610243 sec): 3 clusters Score: Raw -131330.407533 + Penalty 1627.719475 = -129702.688058 nChanged 28 SP:Iteration 16Q (6898.697387 sec): 3 clusters Score: Raw -131371.830075 + Penalty 1627.719475 = -129744.110600 nChanged 40 SP:Iteration 17Q (6898.790288 sec): 3 clusters Score: Raw -131423.953258 + Penalty 1627.719475 = -129796.233783 nChanged 28 SP:Iteration 18Q (6898.877275 sec): 3 clusters Score: Raw -131473.568163 + Penalty 1627.719475 = -129845.848688 nChanged 27 SP:Iteration 19Q (6898.969883 sec): 3 clusters Score: Raw -131537.684581 + Penalty 1627.719475 = -129909.965106 nChanged 25 SP:Iteration 20F (6899.057067 sec): 3 clusters Score: Raw -131589.125923 + Penalty 1627.719475 = -129961.406448 nChanged 12 SP:Iteration 21Q (6899.077751 sec): 3 clusters Score: Raw -131611.947803 + Penalty 1627.719475 = -129984.228328 nChanged 5 SP:Iteration 22Q (6899.098121 sec): 3 clusters Score: Raw -131621.214332 + Penalty 1627.719475 = -129993.494857 nChanged 4 SP:Iteration 23Q (6899.118553 sec): 3 clusters Score: Raw -131624.457348 + Penalty 1627.719475 = -129996.737874 nChanged 1 SP:Iteration 24Q (6899.139022 sec): 3 clusters Score: Raw -131625.470326 + Penalty 1627.719475 = -129997.750852 nChanged 2 SP:Iteration 25Q (6899.159485 sec): 3 clusters Score: Raw -131627.595966 + Penalty 1627.719475 = -129999.876491 nChanged 0 SP:Iteration 26F (6899.180627 sec): 3 clusters Score: Raw -131627.595966 + Penalty 1627.719475 = -129999.876491 nChanged 0 Score: Raw -4194466.880684 + Penalty 13009.908027 = -4181456.972657 Splitting cluster 1 changes total score from -4181467.712113 to -4181456.972657 So it's not getting split. Trying to split cluster 2 (3406 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6900.236777 sec): 2 clusters Score: Raw -169462.370587 + Penalty 853.995855 = -168608.374732 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6900.319739 sec): 3 clusters Score: Raw -167744.129291 + Penalty 1707.991711 = -166036.137580 nChanged 1375 SP:Iteration 1F (6900.351454 sec): 3 clusters Score: Raw -168833.611072 + Penalty 1707.991711 = -167125.619361 nChanged 343 SP:Iteration 2F (6900.383516 sec): 3 clusters Score: Raw -169192.203262 + Penalty 1707.991711 = -167484.211551 nChanged 251 SP:Iteration 3F (6900.415525 sec): 3 clusters Score: Raw -169429.081773 + Penalty 1707.991711 = -167721.090062 nChanged 225 SP:Iteration 4F (6900.526098 sec): 3 clusters Score: Raw -169599.621329 + Penalty 1707.991711 = -167891.629618 nChanged 158 SP:Iteration 5Q (6900.606178 sec): 3 clusters Score: Raw -169729.040784 + Penalty 1707.991711 = -168021.049073 nChanged 136 SP:Iteration 6Q (6900.719634 sec): 3 clusters Score: Raw -169826.138482 + Penalty 1707.991711 = -168118.146772 nChanged 116 SP:Iteration 7Q (6900.834080 sec): 3 clusters Score: Raw -169893.649315 + Penalty 1707.991711 = -168185.657604 nChanged 82 SP:Iteration 8Q (6900.949193 sec): 3 clusters Score: Raw -169941.024690 + Penalty 1707.991711 = -168233.032979 nChanged 68 SP:Iteration 9Q (6901.065421 sec): 3 clusters Score: Raw -169978.856453 + Penalty 1707.991711 = -168270.864742 nChanged 42 SP:Iteration 10Q (6901.161579 sec): 3 clusters Score: Raw -169998.442424 + Penalty 1707.991711 = -168290.450713 nChanged 32 SP:Iteration 11Q (6901.256699 sec): 3 clusters Score: Raw -170008.736519 + Penalty 1707.991711 = -168300.744808 nChanged 22 SP:Iteration 12Q (6901.350928 sec): 3 clusters Score: Raw -170017.243804 + Penalty 1707.991711 = -168309.252093 nChanged 25 SP:Iteration 13Q (6901.465216 sec): 3 clusters Score: Raw -170027.049958 + Penalty 1707.991711 = -168319.058247 nChanged 20 SP:Iteration 14Q (6901.562564 sec): 3 clusters Score: Raw -170033.091804 + Penalty 1707.991711 = -168325.100093 nChanged 18 SP:Iteration 15Q (6901.681882 sec): 3 clusters Score: Raw -170040.552159 + Penalty 1707.991711 = -168332.560448 nChanged 19 SP:Iteration 16Q (6901.781887 sec): 3 clusters Score: Raw -170048.467350 + Penalty 1707.991711 = -168340.475639 nChanged 15 SP:Iteration 17Q (6901.815767 sec): 3 clusters Score: Raw -170054.249544 + Penalty 1707.991711 = -168346.257833 nChanged 18 SP:Iteration 18Q (6901.841330 sec): 3 clusters Score: Raw -170062.826901 + Penalty 1707.991711 = -168354.835190 nChanged 19 SP:Iteration 19Q (6901.866861 sec): 3 clusters Score: Raw -170073.002509 + Penalty 1707.991711 = -168365.010799 nChanged 15 SP:Iteration 20F (6901.892460 sec): 3 clusters Score: Raw -170086.328655 + Penalty 1707.991711 = -168378.336944 nChanged 21 SP:Iteration 21Q (6901.918046 sec): 3 clusters Score: Raw -170094.880937 + Penalty 1707.991711 = -168386.889226 nChanged 12 SP:Iteration 22Q (6901.943596 sec): 3 clusters Score: Raw -170101.159637 + Penalty 1707.991711 = -168393.167926 nChanged 8 SP:Iteration 23Q (6901.968932 sec): 3 clusters Score: Raw -170104.839803 + Penalty 1707.991711 = -168396.848092 nChanged 9 SP:Iteration 24Q (6901.994445 sec): 3 clusters Score: Raw -170109.893280 + Penalty 1707.991711 = -168401.901569 nChanged 14 SP:Iteration 25Q (6902.089127 sec): 3 clusters Score: Raw -170117.109105 + Penalty 1707.991711 = -168409.117394 nChanged 14 SP:Iteration 26Q (6902.161961 sec): 3 clusters Score: Raw -170122.197820 + Penalty 1707.991711 = -168414.206109 nChanged 9 SP:Iteration 27Q (6902.302981 sec): 3 clusters Score: Raw -170125.070644 + Penalty 1707.991711 = -168417.078933 nChanged 6 SP:Iteration 28Q (6902.412499 sec): 3 clusters Score: Raw -170126.169761 + Penalty 1707.991711 = -168418.178051 nChanged 1 SP:Iteration 29Q (6902.499227 sec): 3 clusters Score: Raw -170126.366981 + Penalty 1707.991711 = -168418.375271 nChanged 0 SP:Iteration 30F (6902.562870 sec): 3 clusters Score: Raw -170126.366981 + Penalty 1707.991711 = -168418.375271 nChanged 0 Trying to split cluster 3 (2244 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6902.596515 sec): 2 clusters Score: Raw -85051.751244 + Penalty 810.181603 = -84241.569641 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6902.615058 sec): 3 clusters Score: Raw -84077.819643 + Penalty 1620.363206 = -82457.456437 nChanged 924 SP:Iteration 1F (6902.632543 sec): 3 clusters Score: Raw -85427.796949 + Penalty 1620.363206 = -83807.433743 nChanged 280 SP:Iteration 2F (6902.788203 sec): 3 clusters Score: Raw -85860.062832 + Penalty 1620.363206 = -84239.699626 nChanged 154 SP:Iteration 3F (6902.878735 sec): 3 clusters Score: Raw -86007.596909 + Penalty 1620.363206 = -84387.233703 nChanged 73 SP:Iteration 4Q (6902.990527 sec): 3 clusters Score: Raw -86079.045702 + Penalty 1620.363206 = -84458.682496 nChanged 63 SP:Iteration 5Q (6903.096420 sec): 3 clusters Score: Raw -86151.287872 + Penalty 1620.363206 = -84530.924666 nChanged 60 SP:Iteration 6Q (6903.188053 sec): 3 clusters Score: Raw -86208.647052 + Penalty 1620.363206 = -84588.283846 nChanged 50 SP:Iteration 7Q (6903.305084 sec): 3 clusters Score: Raw -86250.308486 + Penalty 1620.363206 = -84629.945280 nChanged 43 SP:Iteration 8Q (6903.411264 sec): 3 clusters Score: Raw -86286.647419 + Penalty 1620.363206 = -84666.284213 nChanged 32 SP:Iteration 9Q (6903.516003 sec): 3 clusters Score: Raw -86321.263014 + Penalty 1620.363206 = -84700.899808 nChanged 31 SP:Iteration 10Q (6903.637189 sec): 3 clusters Score: Raw -86355.242983 + Penalty 1620.363206 = -84734.879777 nChanged 29 SP:Iteration 11Q (6903.715647 sec): 3 clusters Score: Raw -86391.302305 + Penalty 1620.363206 = -84770.939099 nChanged 35 SP:Iteration 12Q (6903.806190 sec): 3 clusters Score: Raw -86414.176186 + Penalty 1620.363206 = -84793.812980 nChanged 23 SP:Iteration 13Q (6903.893103 sec): 3 clusters Score: Raw -86430.882300 + Penalty 1620.363206 = -84810.519094 nChanged 21 SP:Iteration 14Q (6903.982640 sec): 3 clusters Score: Raw -86453.803267 + Penalty 1620.363206 = -84833.440061 nChanged 29 SP:Iteration 15Q (6904.070948 sec): 3 clusters Score: Raw -86478.047403 + Penalty 1620.363206 = -84857.684197 nChanged 19 SP:Iteration 16Q (6904.162476 sec): 3 clusters Score: Raw -86495.468170 + Penalty 1620.363206 = -84875.104964 nChanged 23 SP:Iteration 17Q (6904.251669 sec): 3 clusters Score: Raw -86541.328194 + Penalty 1620.363206 = -84920.964988 nChanged 24 SP:Iteration 18Q (6904.346413 sec): 3 clusters Score: Raw -86579.488649 + Penalty 1620.363206 = -84959.125443 nChanged 17 SP:Iteration 19Q (6904.441229 sec): 3 clusters Score: Raw -86589.999691 + Penalty 1620.363206 = -84969.636485 nChanged 13 SP:Iteration 20F (6904.554098 sec): 3 clusters Score: Raw -86595.964397 + Penalty 1620.363206 = -84975.601191 nChanged 13 SP:Iteration 21Q (6904.571220 sec): 3 clusters Score: Raw -86602.601381 + Penalty 1620.363206 = -84982.238175 nChanged 6 SP:Iteration 22Q (6904.588393 sec): 3 clusters Score: Raw -86605.497010 + Penalty 1620.363206 = -84985.133804 nChanged 6 SP:Iteration 23Q (6904.605632 sec): 3 clusters Score: Raw -86608.198214 + Penalty 1620.363206 = -84987.835008 nChanged 5 SP:Iteration 24Q (6904.622861 sec): 3 clusters Score: Raw -86611.955730 + Penalty 1620.363206 = -84991.592524 nChanged 6 SP:Iteration 25Q (6904.646508 sec): 3 clusters Score: Raw -86614.908918 + Penalty 1620.363206 = -84994.545712 nChanged 10 SP:Iteration 26Q (6904.673016 sec): 3 clusters Score: Raw -86618.374281 + Penalty 1620.363206 = -84998.011075 nChanged 7 SP:Iteration 27Q (6904.699470 sec): 3 clusters Score: Raw -86620.340672 + Penalty 1620.363206 = -84999.977466 nChanged 5 SP:Iteration 28Q (6904.725795 sec): 3 clusters Score: Raw -86621.882333 + Penalty 1620.363206 = -85001.519127 nChanged 5 SP:Iteration 29Q (6904.752247 sec): 3 clusters Score: Raw -86622.763212 + Penalty 1620.363206 = -85002.400006 nChanged 0 SP:Iteration 30F (6904.771576 sec): 3 clusters Score: Raw -86622.763212 + Penalty 1620.363206 = -85002.400006 nChanged 0 Score: Raw -4194964.522536 + Penalty 13009.908027 = -4181954.614509 Splitting cluster 3 changes total score from -4181467.712113 to -4181954.614509 So it's getting split into cluster 8. Trying to split cluster 4 (31987 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6905.750610 sec): 2 clusters Score: Raw -1877878.487625 + Penalty 1089.173909 = -1876789.313716 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6906.000535 sec): 3 clusters Score: Raw -1857659.815368 + Penalty 2178.347818 = -1855481.467549 nChanged 14977 SP:Iteration 1F (6906.228085 sec): 3 clusters Score: Raw -1867078.299450 + Penalty 2178.347818 = -1864899.951632 nChanged 2207 SP:Iteration 2F (6906.441412 sec): 3 clusters Score: Raw -1868457.213362 + Penalty 2178.347818 = -1866278.865544 nChanged 2219 SP:Iteration 3F (6906.660586 sec): 3 clusters Score: Raw -1870027.489049 + Penalty 2178.347818 = -1867849.141230 nChanged 2257 SP:Iteration 4F (6906.866538 sec): 3 clusters Score: Raw -1871843.998067 + Penalty 2178.347818 = -1869665.650248 nChanged 2234 SP:Iteration 5F (6907.047797 sec): 3 clusters Score: Raw -1873933.514661 + Penalty 2178.347818 = -1871755.166843 nChanged 2228 SP:Iteration 6F (6907.156466 sec): 3 clusters Score: Raw -1876496.488212 + Penalty 2178.347818 = -1874318.140393 nChanged 2289 SP:Iteration 7F (6907.329877 sec): 3 clusters Score: Raw -1879169.121814 + Penalty 2178.347818 = -1876990.773996 nChanged 1888 SP:Iteration 8F (6907.433253 sec): 3 clusters Score: Raw -1881080.187669 + Penalty 2178.347818 = -1878901.839850 nChanged 1351 SP:Iteration 9Q (6907.557727 sec): 3 clusters Score: Raw -1882342.145362 + Penalty 2178.347818 = -1880163.797544 nChanged 899 SP:Iteration 10Q (6907.673671 sec): 3 clusters Score: Raw -1882970.683074 + Penalty 2178.347818 = -1880792.335256 nChanged 562 SP:Iteration 11Q (6907.787259 sec): 3 clusters Score: Raw -1883228.503394 + Penalty 2178.347818 = -1881050.155576 nChanged 358 SP:Iteration 12Q (6907.910916 sec): 3 clusters Score: Raw -1883319.839018 + Penalty 2178.347818 = -1881141.491200 nChanged 198 SP:Iteration 13Q (6908.037141 sec): 3 clusters Score: Raw -1883349.491967 + Penalty 2178.347818 = -1881171.144148 nChanged 126 SP:Iteration 14Q (6908.144756 sec): 3 clusters Score: Raw -1883365.088927 + Penalty 2178.347818 = -1881186.741109 nChanged 79 SP:Iteration 15Q (6908.269161 sec): 3 clusters Score: Raw -1883373.794624 + Penalty 2178.347818 = -1881195.446806 nChanged 71 SP:Iteration 16Q (6908.392022 sec): 3 clusters Score: Raw -1883380.118568 + Penalty 2178.347818 = -1881201.770750 nChanged 59 SP:Iteration 17Q (6908.499621 sec): 3 clusters Score: Raw -1883384.877300 + Penalty 2178.347818 = -1881206.529481 nChanged 57 SP:Iteration 18Q (6908.616074 sec): 3 clusters Score: Raw -1883389.874368 + Penalty 2178.347818 = -1881211.526550 nChanged 56 SP:Iteration 19Q (6908.728723 sec): 3 clusters Score: Raw -1883395.643902 + Penalty 2178.347818 = -1881217.296084 nChanged 64 SP:Iteration 20F (6908.847681 sec): 3 clusters Score: Raw -1883401.893168 + Penalty 2178.347818 = -1881223.545349 nChanged 73 SP:Iteration 21Q (6908.965194 sec): 3 clusters Score: Raw -1883408.736225 + Penalty 2178.347818 = -1881230.388406 nChanged 63 SP:Iteration 22Q (6909.088260 sec): 3 clusters Score: Raw -1883415.199744 + Penalty 2178.347818 = -1881236.851926 nChanged 74 SP:Iteration 23Q (6909.215603 sec): 3 clusters Score: Raw -1883422.713174 + Penalty 2178.347818 = -1881244.365356 nChanged 56 SP:Iteration 24Q (6909.321873 sec): 3 clusters Score: Raw -1883427.289190 + Penalty 2178.347818 = -1881248.941372 nChanged 47 SP:Iteration 25Q (6909.445458 sec): 3 clusters Score: Raw -1883431.702350 + Penalty 2178.347818 = -1881253.354531 nChanged 56 SP:Iteration 26Q (6909.572236 sec): 3 clusters Score: Raw -1883437.194273 + Penalty 2178.347818 = -1881258.846454 nChanged 60 SP:Iteration 27Q (6909.688949 sec): 3 clusters Score: Raw -1883442.398177 + Penalty 2178.347818 = -1881264.050359 nChanged 55 SP:Iteration 28Q (6909.823786 sec): 3 clusters Score: Raw -1883448.186556 + Penalty 2178.347818 = -1881269.838737 nChanged 53 SP:Iteration 29Q (6909.959115 sec): 3 clusters Score: Raw -1883452.782995 + Penalty 2178.347818 = -1881274.435177 nChanged 62 SP:Iteration 30Q (6910.095257 sec): 3 clusters Score: Raw -1883458.147416 + Penalty 2178.347818 = -1881279.799598 nChanged 64 SP:Iteration 31Q (6910.317325 sec): 3 clusters Score: Raw -1883464.290644 + Penalty 2178.347818 = -1881285.942825 nChanged 67 SP:Iteration 32Q (6910.553828 sec): 3 clusters Score: Raw -1883471.439863 + Penalty 2178.347818 = -1881293.092045 nChanged 71 SP:Iteration 33Q (6910.788336 sec): 3 clusters Score: Raw -1883479.824129 + Penalty 2178.347818 = -1881301.476311 nChanged 70 SP:Iteration 34Q (6911.050122 sec): 3 clusters Score: Raw -1883487.314901 + Penalty 2178.347818 = -1881308.967083 nChanged 70 SP:Iteration 35Q (6911.282655 sec): 3 clusters Score: Raw -1883495.462375 + Penalty 2178.347818 = -1881317.114557 nChanged 71 SP:Iteration 36Q (6911.404246 sec): 3 clusters Score: Raw -1883504.247522 + Penalty 2178.347818 = -1881325.899704 nChanged 78 SP:Iteration 37Q (6911.555052 sec): 3 clusters Score: Raw -1883513.014137 + Penalty 2178.347818 = -1881334.666319 nChanged 71 SP:Iteration 38Q (6911.649028 sec): 3 clusters Score: Raw -1883520.161760 + Penalty 2178.347818 = -1881341.813941 nChanged 75 SP:Iteration 39Q (6911.790403 sec): 3 clusters Score: Raw -1883527.392931 + Penalty 2178.347818 = -1881349.045112 nChanged 66 SP:Iteration 40F (6911.922728 sec): 3 clusters Score: Raw -1883532.256964 + Penalty 2178.347818 = -1881353.909146 nChanged 40 SP:Iteration 41Q (6912.058627 sec): 3 clusters Score: Raw -1883535.468204 + Penalty 2178.347818 = -1881357.120385 nChanged 38 SP:Iteration 42Q (6912.179477 sec): 3 clusters Score: Raw -1883538.939439 + Penalty 2178.347818 = -1881360.591621 nChanged 41 SP:Iteration 43Q (6912.314597 sec): 3 clusters Score: Raw -1883542.707056 + Penalty 2178.347818 = -1881364.359238 nChanged 39 SP:Iteration 44Q (6912.443683 sec): 3 clusters Score: Raw -1883546.282328 + Penalty 2178.347818 = -1881367.934509 nChanged 50 SP:Iteration 45Q (6912.575186 sec): 3 clusters Score: Raw -1883551.698735 + Penalty 2178.347818 = -1881373.350917 nChanged 62 SP:Iteration 46Q (6912.694009 sec): 3 clusters Score: Raw -1883557.421682 + Penalty 2178.347818 = -1881379.073863 nChanged 47 SP:Iteration 47Q (6912.810215 sec): 3 clusters Score: Raw -1883561.690424 + Penalty 2178.347818 = -1881383.342605 nChanged 57 SP:Iteration 48Q (6912.919138 sec): 3 clusters Score: Raw -1883567.072897 + Penalty 2178.347818 = -1881388.725079 nChanged 49 SP:Iteration 49Q (6913.017370 sec): 3 clusters Score: Raw -1883570.490531 + Penalty 2178.347818 = -1881392.142713 nChanged 44 SP:Iteration 50Q (6913.131424 sec): 3 clusters Score: Raw -1883573.685354 + Penalty 2178.347818 = -1881395.337535 nChanged 42 SP:Iteration 51Q (6913.223986 sec): 3 clusters Score: Raw -1883577.221763 + Penalty 2178.347818 = -1881398.873945 nChanged 40 SP:Iteration 52Q (6913.423947 sec): 3 clusters Score: Raw -1883580.397040 + Penalty 2178.347818 = -1881402.049222 nChanged 37 SP:Iteration 53Q (6913.628668 sec): 3 clusters Score: Raw -1883582.843374 + Penalty 2178.347818 = -1881404.495556 nChanged 41 SP:Iteration 54Q (6913.743381 sec): 3 clusters Score: Raw -1883585.666061 + Penalty 2178.347818 = -1881407.318242 nChanged 35 SP:Iteration 55Q (6913.862125 sec): 3 clusters Score: Raw -1883588.121516 + Penalty 2178.347818 = -1881409.773697 nChanged 31 SP:Iteration 56Q (6913.999982 sec): 3 clusters Score: Raw -1883589.959603 + Penalty 2178.347818 = -1881411.611785 nChanged 21 SP:Iteration 57Q (6914.129543 sec): 3 clusters Score: Raw -1883591.331724 + Penalty 2178.347818 = -1881412.983906 nChanged 25 SP:Iteration 58Q (6914.262403 sec): 3 clusters Score: Raw -1883592.554600 + Penalty 2178.347818 = -1881414.206782 nChanged 24 SP:Iteration 59Q (6914.391601 sec): 3 clusters Score: Raw -1883593.602855 + Penalty 2178.347818 = -1881415.255037 nChanged 18 SP:Iteration 60F (6914.526619 sec): 3 clusters Score: Raw -1883594.530173 + Penalty 2178.347818 = -1881416.182354 nChanged 22 SP:Iteration 61Q (6914.651887 sec): 3 clusters Score: Raw -1883595.306703 + Penalty 2178.347818 = -1881416.958885 nChanged 12 SP:Iteration 62Q (6914.892907 sec): 3 clusters Score: Raw -1883595.650055 + Penalty 2178.347818 = -1881417.302236 nChanged 8 SP:Iteration 63Q (6915.157834 sec): 3 clusters Score: Raw -1883595.882674 + Penalty 2178.347818 = -1881417.534856 nChanged 7 SP:Iteration 64Q (6915.362969 sec): 3 clusters Score: Raw -1883596.074910 + Penalty 2178.347818 = -1881417.727091 nChanged 9 SP:Iteration 65Q (6915.595291 sec): 3 clusters Score: Raw -1883596.393833 + Penalty 2178.347818 = -1881418.046015 nChanged 11 SP:Iteration 66Q (6915.810727 sec): 3 clusters Score: Raw -1883596.760788 + Penalty 2178.347818 = -1881418.412970 nChanged 11 SP:Iteration 67Q (6915.973657 sec): 3 clusters Score: Raw -1883597.100945 + Penalty 2178.347818 = -1881418.753127 nChanged 10 SP:Iteration 68Q (6916.170627 sec): 3 clusters Score: Raw -1883597.467670 + Penalty 2178.347818 = -1881419.119851 nChanged 8 SP:Iteration 69Q (6916.365393 sec): 3 clusters Score: Raw -1883597.711554 + Penalty 2178.347818 = -1881419.363736 nChanged 6 SP:Iteration 70Q (6916.565454 sec): 3 clusters Score: Raw -1883597.882533 + Penalty 2178.347818 = -1881419.534715 nChanged 4 SP:Iteration 71Q (6916.688033 sec): 3 clusters Score: Raw -1883597.990299 + Penalty 2178.347818 = -1881419.642481 nChanged 6 SP:Iteration 72Q (6916.829483 sec): 3 clusters Score: Raw -1883598.196340 + Penalty 2178.347818 = -1881419.848522 nChanged 7 SP:Iteration 73Q (6916.937084 sec): 3 clusters Score: Raw -1883598.387093 + Penalty 2178.347818 = -1881420.039275 nChanged 6 SP:Iteration 74Q (6917.051927 sec): 3 clusters Score: Raw -1883598.727013 + Penalty 2178.347818 = -1881420.379195 nChanged 11 SP:Iteration 75Q (6917.168266 sec): 3 clusters Score: Raw -1883599.530022 + Penalty 2178.347818 = -1881421.182203 nChanged 16 SP:Iteration 76Q (6917.348860 sec): 3 clusters Score: Raw -1883600.426841 + Penalty 2178.347818 = -1881422.079023 nChanged 17 SP:Iteration 77Q (6917.443256 sec): 3 clusters Score: Raw -1883601.136741 + Penalty 2178.347818 = -1881422.788923 nChanged 8 SP:Iteration 78Q (6917.585866 sec): 3 clusters Score: Raw -1883601.536728 + Penalty 2178.347818 = -1881423.188910 nChanged 13 SP:Iteration 79Q (6917.697158 sec): 3 clusters Score: Raw -1883602.058167 + Penalty 2178.347818 = -1881423.710349 nChanged 13 SP:Iteration 80F (6917.812278 sec): 3 clusters Score: Raw -1883602.508116 + Penalty 2178.347818 = -1881424.160298 nChanged 13 SP:Iteration 81Q (6917.938390 sec): 3 clusters Score: Raw -1883603.142779 + Penalty 2178.347818 = -1881424.794961 nChanged 15 SP:Iteration 82Q (6918.064502 sec): 3 clusters Score: Raw -1883603.845454 + Penalty 2178.347818 = -1881425.497635 nChanged 16 SP:Iteration 83Q (6918.173980 sec): 3 clusters Score: Raw -1883604.489558 + Penalty 2178.347818 = -1881426.141739 nChanged 17 SP:Iteration 84Q (6918.300140 sec): 3 clusters Score: Raw -1883605.127440 + Penalty 2178.347818 = -1881426.779622 nChanged 10 SP:Iteration 85Q (6918.422299 sec): 3 clusters Score: Raw -1883605.577536 + Penalty 2178.347818 = -1881427.229718 nChanged 17 SP:Iteration 86Q (6918.530770 sec): 3 clusters Score: Raw -1883606.271953 + Penalty 2178.347818 = -1881427.924135 nChanged 19 SP:Iteration 87Q (6918.646984 sec): 3 clusters Score: Raw -1883606.991600 + Penalty 2178.347818 = -1881428.643782 nChanged 16 SP:Iteration 88Q (6918.759508 sec): 3 clusters Score: Raw -1883607.537487 + Penalty 2178.347818 = -1881429.189669 nChanged 12 SP:Iteration 89Q (6918.876111 sec): 3 clusters Score: Raw -1883607.892035 + Penalty 2178.347818 = -1881429.544216 nChanged 8 SP:Iteration 90Q (6918.990746 sec): 3 clusters Score: Raw -1883608.207621 + Penalty 2178.347818 = -1881429.859802 nChanged 9 SP:Iteration 91Q (6919.113231 sec): 3 clusters Score: Raw -1883608.454668 + Penalty 2178.347818 = -1881430.106850 nChanged 5 SP:Iteration 92Q (6919.238949 sec): 3 clusters Score: Raw -1883608.570884 + Penalty 2178.347818 = -1881430.223065 nChanged 4 SP:Iteration 93Q (6919.429514 sec): 3 clusters Score: Raw -1883608.715439 + Penalty 2178.347818 = -1881430.367620 nChanged 7 SP:Iteration 94Q (6919.625522 sec): 3 clusters Score: Raw -1883609.082128 + Penalty 2178.347818 = -1881430.734310 nChanged 7 SP:Iteration 95Q (6919.847259 sec): 3 clusters Score: Raw -1883609.285438 + Penalty 2178.347818 = -1881430.937620 nChanged 1 SP:Iteration 96Q (6920.039081 sec): 3 clusters Score: Raw -1883609.303540 + Penalty 2178.347818 = -1881430.955722 nChanged 2 SP:Iteration 97Q (6920.262293 sec): 3 clusters Score: Raw -1883609.347012 + Penalty 2178.347818 = -1881430.999194 nChanged 0 SP:Iteration 98F (6920.440730 sec): 3 clusters Score: Raw -1883609.347012 + Penalty 2178.347818 = -1881430.999194 nChanged 0 Score: Raw -4200695.381923 + Penalty 14192.626939 = -4186502.754984 Splitting cluster 4 changes total score from -4181467.712113 to -4186502.754984 So it's getting split into cluster 12. Trying to split cluster 5 (3167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6921.433936 sec): 2 clusters Score: Raw -154911.277549 + Penalty 846.356705 = -154064.920844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6921.464186 sec): 3 clusters Score: Raw -153383.750820 + Penalty 1692.713410 = -151691.037410 nChanged 1227 SP:Iteration 1F (6921.493080 sec): 3 clusters Score: Raw -154354.358492 + Penalty 1692.713410 = -152661.645082 nChanged 278 SP:Iteration 2F (6921.522314 sec): 3 clusters Score: Raw -154597.477849 + Penalty 1692.713410 = -152904.764439 nChanged 216 SP:Iteration 3F (6921.550977 sec): 3 clusters Score: Raw -154809.192352 + Penalty 1692.713410 = -153116.478942 nChanged 200 SP:Iteration 4F (6921.580090 sec): 3 clusters Score: Raw -155014.675286 + Penalty 1692.713410 = -153321.961876 nChanged 194 SP:Iteration 5F (6921.608845 sec): 3 clusters Score: Raw -155188.356424 + Penalty 1692.713410 = -153495.643014 nChanged 157 SP:Iteration 6Q (6921.633613 sec): 3 clusters Score: Raw -155315.765969 + Penalty 1692.713410 = -153623.052559 nChanged 134 SP:Iteration 7Q (6921.660410 sec): 3 clusters Score: Raw -155416.305671 + Penalty 1692.713410 = -153723.592261 nChanged 117 SP:Iteration 8Q (6921.684062 sec): 3 clusters Score: Raw -155503.426852 + Penalty 1692.713410 = -153810.713443 nChanged 79 SP:Iteration 9Q (6921.707777 sec): 3 clusters Score: Raw -155556.952038 + Penalty 1692.713410 = -153864.238628 nChanged 63 SP:Iteration 10Q (6921.731390 sec): 3 clusters Score: Raw -155592.126023 + Penalty 1692.713410 = -153899.412613 nChanged 58 SP:Iteration 11Q (6921.768248 sec): 3 clusters Score: Raw -155621.983926 + Penalty 1692.713410 = -153929.270517 nChanged 56 SP:Iteration 12Q (6921.791837 sec): 3 clusters Score: Raw -155650.504044 + Penalty 1692.713410 = -153957.790634 nChanged 41 SP:Iteration 13Q (6921.815446 sec): 3 clusters Score: Raw -155676.123820 + Penalty 1692.713410 = -153983.410410 nChanged 55 SP:Iteration 14Q (6921.839030 sec): 3 clusters Score: Raw -155707.845578 + Penalty 1692.713410 = -154015.132168 nChanged 60 SP:Iteration 15Q (6921.862640 sec): 3 clusters Score: Raw -155734.096619 + Penalty 1692.713410 = -154041.383210 nChanged 44 SP:Iteration 16Q (6921.886217 sec): 3 clusters Score: Raw -155754.046028 + Penalty 1692.713410 = -154061.332618 nChanged 31 SP:Iteration 17Q (6921.909781 sec): 3 clusters Score: Raw -155771.729588 + Penalty 1692.713410 = -154079.016178 nChanged 31 SP:Iteration 18Q (6921.933189 sec): 3 clusters Score: Raw -155787.487806 + Penalty 1692.713410 = -154094.774396 nChanged 24 SP:Iteration 19Q (6921.956737 sec): 3 clusters Score: Raw -155799.697181 + Penalty 1692.713410 = -154106.983771 nChanged 27 SP:Iteration 20F (6921.980199 sec): 3 clusters Score: Raw -155813.462344 + Penalty 1692.713410 = -154120.748934 nChanged 24 SP:Iteration 21Q (6922.003622 sec): 3 clusters Score: Raw -155824.330986 + Penalty 1692.713410 = -154131.617576 nChanged 30 SP:Iteration 22Q (6922.110332 sec): 3 clusters Score: Raw -155839.441061 + Penalty 1692.713410 = -154146.727651 nChanged 24 SP:Iteration 23Q (6922.208526 sec): 3 clusters Score: Raw -155850.902325 + Penalty 1692.713410 = -154158.188915 nChanged 24 SP:Iteration 24Q (6922.321751 sec): 3 clusters Score: Raw -155857.753079 + Penalty 1692.713410 = -154165.039669 nChanged 17 SP:Iteration 25Q (6922.415442 sec): 3 clusters Score: Raw -155867.141685 + Penalty 1692.713410 = -154174.428275 nChanged 18 SP:Iteration 26Q (6922.509359 sec): 3 clusters Score: Raw -155872.085226 + Penalty 1692.713410 = -154179.371816 nChanged 12 SP:Iteration 27Q (6922.603456 sec): 3 clusters Score: Raw -155874.785669 + Penalty 1692.713410 = -154182.072259 nChanged 9 SP:Iteration 28Q (6922.696198 sec): 3 clusters Score: Raw -155877.574377 + Penalty 1692.713410 = -154184.860968 nChanged 9 SP:Iteration 29Q (6922.789565 sec): 3 clusters Score: Raw -155881.924331 + Penalty 1692.713410 = -154189.210921 nChanged 10 SP:Iteration 30Q (6922.883335 sec): 3 clusters Score: Raw -155885.762396 + Penalty 1692.713410 = -154193.048986 nChanged 9 SP:Iteration 31Q (6922.975922 sec): 3 clusters Score: Raw -155889.347029 + Penalty 1692.713410 = -154196.633620 nChanged 12 SP:Iteration 32Q (6923.069472 sec): 3 clusters Score: Raw -155895.173878 + Penalty 1692.713410 = -154202.460468 nChanged 17 SP:Iteration 33Q (6923.163297 sec): 3 clusters Score: Raw -155902.865181 + Penalty 1692.713410 = -154210.151771 nChanged 14 SP:Iteration 34Q (6923.255908 sec): 3 clusters Score: Raw -155913.368555 + Penalty 1692.713410 = -154220.655146 nChanged 15 SP:Iteration 35Q (6923.348732 sec): 3 clusters Score: Raw -155922.611079 + Penalty 1692.713410 = -154229.897669 nChanged 11 SP:Iteration 36Q (6923.434758 sec): 3 clusters Score: Raw -155927.745144 + Penalty 1692.713410 = -154235.031735 nChanged 9 SP:Iteration 37Q (6923.528466 sec): 3 clusters Score: Raw -155933.729671 + Penalty 1692.713410 = -154241.016261 nChanged 12 SP:Iteration 38Q (6923.614595 sec): 3 clusters Score: Raw -155940.132171 + Penalty 1692.713410 = -154247.418761 nChanged 14 SP:Iteration 39Q (6923.696818 sec): 3 clusters Score: Raw -155945.163105 + Penalty 1692.713410 = -154252.449696 nChanged 9 SP:Iteration 40F (6923.724760 sec): 3 clusters Score: Raw -155948.389122 + Penalty 1692.713410 = -154255.675712 nChanged 7 SP:Iteration 41Q (6923.752468 sec): 3 clusters Score: Raw -155952.846966 + Penalty 1692.713410 = -154260.133557 nChanged 8 SP:Iteration 42Q (6923.780187 sec): 3 clusters Score: Raw -155956.599876 + Penalty 1692.713410 = -154263.886466 nChanged 6 SP:Iteration 43Q (6923.807810 sec): 3 clusters Score: Raw -155959.884872 + Penalty 1692.713410 = -154267.171462 nChanged 7 SP:Iteration 44Q (6923.842172 sec): 3 clusters Score: Raw -155962.973520 + Penalty 1692.713410 = -154270.260110 nChanged 11 SP:Iteration 45Q (6923.869789 sec): 3 clusters Score: Raw -155965.966774 + Penalty 1692.713410 = -154273.253364 nChanged 10 SP:Iteration 46Q (6923.897641 sec): 3 clusters Score: Raw -155970.783067 + Penalty 1692.713410 = -154278.069658 nChanged 6 SP:Iteration 47Q (6923.925277 sec): 3 clusters Score: Raw -155972.635822 + Penalty 1692.713410 = -154279.922412 nChanged 2 SP:Iteration 48Q (6923.952963 sec): 3 clusters Score: Raw -155972.878901 + Penalty 1692.713410 = -154280.165491 nChanged 2 SP:Iteration 49Q (6923.980472 sec): 3 clusters Score: Raw -155973.243677 + Penalty 1692.713410 = -154280.530267 nChanged 3 SP:Iteration 50Q (6924.008045 sec): 3 clusters Score: Raw -155974.241951 + Penalty 1692.713410 = -154281.528541 nChanged 2 SP:Iteration 51Q (6924.035649 sec): 3 clusters Score: Raw -155974.416717 + Penalty 1692.713410 = -154281.703307 nChanged 0 SP:Iteration 52F (6924.063455 sec): 3 clusters Score: Raw -155974.416717 + Penalty 1692.713410 = -154281.703307 nChanged 0 Score: Raw -4201758.521091 + Penalty 15375.345851 = -4186383.175240 Splitting cluster 5 changes total score from -4181467.712113 to -4186383.175240 So it's getting split into cluster 13. Trying to split cluster 6 (5209 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6925.130092 sec): 2 clusters Score: Raw -270832.089464 + Penalty 898.605034 = -269933.484430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6925.296395 sec): 3 clusters Score: Raw -267940.876503 + Penalty 1797.210067 = -266143.666436 nChanged 2186 SP:Iteration 1F (6925.423257 sec): 3 clusters Score: Raw -269470.953987 + Penalty 1797.210067 = -267673.743920 nChanged 536 SP:Iteration 2F (6925.527329 sec): 3 clusters Score: Raw -270021.866261 + Penalty 1797.210067 = -268224.656194 nChanged 484 SP:Iteration 3F (6925.627206 sec): 3 clusters Score: Raw -270584.843087 + Penalty 1797.210067 = -268787.633020 nChanged 452 SP:Iteration 4F (6925.726755 sec): 3 clusters Score: Raw -271174.528613 + Penalty 1797.210067 = -269377.318545 nChanged 391 SP:Iteration 5F (6925.815243 sec): 3 clusters Score: Raw -271629.802017 + Penalty 1797.210067 = -269832.591950 nChanged 306 SP:Iteration 6F (6925.911112 sec): 3 clusters Score: Raw -271934.606713 + Penalty 1797.210067 = -270137.396646 nChanged 243 SP:Iteration 7Q (6926.011414 sec): 3 clusters Score: Raw -272150.453121 + Penalty 1797.210067 = -270353.243054 nChanged 160 SP:Iteration 8Q (6926.125323 sec): 3 clusters Score: Raw -272249.329520 + Penalty 1797.210067 = -270452.119453 nChanged 114 SP:Iteration 9Q (6926.241556 sec): 3 clusters Score: Raw -272307.787565 + Penalty 1797.210067 = -270510.577498 nChanged 75 SP:Iteration 10Q (6926.362720 sec): 3 clusters Score: Raw -272334.820180 + Penalty 1797.210067 = -270537.610113 nChanged 50 SP:Iteration 11Q (6926.480848 sec): 3 clusters Score: Raw -272348.330656 + Penalty 1797.210067 = -270551.120589 nChanged 28 SP:Iteration 12Q (6926.602378 sec): 3 clusters Score: Raw -272354.778440 + Penalty 1797.210067 = -270557.568372 nChanged 20 SP:Iteration 13Q (6926.724240 sec): 3 clusters Score: Raw -272360.358480 + Penalty 1797.210067 = -270563.148412 nChanged 16 SP:Iteration 14Q (6926.845397 sec): 3 clusters Score: Raw -272364.165623 + Penalty 1797.210067 = -270566.955555 nChanged 13 SP:Iteration 15Q (6926.971981 sec): 3 clusters Score: Raw -272370.087759 + Penalty 1797.210067 = -270572.877692 nChanged 16 SP:Iteration 16Q (6927.049228 sec): 3 clusters Score: Raw -272375.389667 + Penalty 1797.210067 = -270578.179599 nChanged 24 SP:Iteration 17Q (6927.093406 sec): 3 clusters Score: Raw -272382.747571 + Penalty 1797.210067 = -270585.537504 nChanged 22 SP:Iteration 18Q (6927.137253 sec): 3 clusters Score: Raw -272387.921424 + Penalty 1797.210067 = -270590.711357 nChanged 18 SP:Iteration 19Q (6927.180974 sec): 3 clusters Score: Raw -272393.571682 + Penalty 1797.210067 = -270596.361615 nChanged 21 SP:Iteration 20F (6927.223781 sec): 3 clusters Score: Raw -272400.880219 + Penalty 1797.210067 = -270603.670152 nChanged 24 SP:Iteration 21Q (6927.264406 sec): 3 clusters Score: Raw -272407.350967 + Penalty 1797.210067 = -270610.140900 nChanged 19 SP:Iteration 22Q (6927.305277 sec): 3 clusters Score: Raw -272412.545691 + Penalty 1797.210067 = -270615.335624 nChanged 18 SP:Iteration 23Q (6927.346042 sec): 3 clusters Score: Raw -272421.549938 + Penalty 1797.210067 = -270624.339870 nChanged 19 SP:Iteration 24Q (6927.387076 sec): 3 clusters Score: Raw -272429.568758 + Penalty 1797.210067 = -270632.358690 nChanged 14 SP:Iteration 25Q (6927.428303 sec): 3 clusters Score: Raw -272434.923436 + Penalty 1797.210067 = -270637.713369 nChanged 16 SP:Iteration 26Q (6927.469781 sec): 3 clusters Score: Raw -272444.767062 + Penalty 1797.210067 = -270647.556995 nChanged 25 SP:Iteration 27Q (6927.511185 sec): 3 clusters Score: Raw -272452.620871 + Penalty 1797.210067 = -270655.410803 nChanged 28 SP:Iteration 28Q (6927.552374 sec): 3 clusters Score: Raw -272462.114139 + Penalty 1797.210067 = -270664.904072 nChanged 31 SP:Iteration 29Q (6927.699646 sec): 3 clusters Score: Raw -272476.900617 + Penalty 1797.210067 = -270679.690550 nChanged 31 SP:Iteration 30Q (6927.827415 sec): 3 clusters Score: Raw -272492.306665 + Penalty 1797.210067 = -270695.096598 nChanged 34 SP:Iteration 31Q (6927.975077 sec): 3 clusters Score: Raw -272506.478368 + Penalty 1797.210067 = -270709.268301 nChanged 33 SP:Iteration 32Q (6928.062219 sec): 3 clusters Score: Raw -272522.098467 + Penalty 1797.210067 = -270724.888399 nChanged 32 SP:Iteration 33Q (6928.185185 sec): 3 clusters Score: Raw -272533.108269 + Penalty 1797.210067 = -270735.898201 nChanged 23 SP:Iteration 34Q (6928.293607 sec): 3 clusters Score: Raw -272542.922800 + Penalty 1797.210067 = -270745.712732 nChanged 20 SP:Iteration 35Q (6928.401603 sec): 3 clusters Score: Raw -272554.423471 + Penalty 1797.210067 = -270757.213404 nChanged 24 SP:Iteration 36Q (6928.511736 sec): 3 clusters Score: Raw -272564.459120 + Penalty 1797.210067 = -270767.249052 nChanged 25 SP:Iteration 37Q (6928.631934 sec): 3 clusters Score: Raw -272574.622037 + Penalty 1797.210067 = -270777.411970 nChanged 28 SP:Iteration 38Q (6928.753578 sec): 3 clusters Score: Raw -272584.117006 + Penalty 1797.210067 = -270786.906938 nChanged 24 SP:Iteration 39Q (6928.893409 sec): 3 clusters Score: Raw -272593.422269 + Penalty 1797.210067 = -270796.212202 nChanged 30 SP:Iteration 40F (6928.974384 sec): 3 clusters Score: Raw -272603.486245 + Penalty 1797.210067 = -270806.276178 nChanged 28 SP:Iteration 41Q (6929.100233 sec): 3 clusters Score: Raw -272618.214621 + Penalty 1797.210067 = -270821.004554 nChanged 35 SP:Iteration 42Q (6929.224299 sec): 3 clusters Score: Raw -272633.806544 + Penalty 1797.210067 = -270836.596477 nChanged 34 SP:Iteration 43Q (6929.340058 sec): 3 clusters Score: Raw -272648.034169 + Penalty 1797.210067 = -270850.824102 nChanged 37 SP:Iteration 44Q (6929.447462 sec): 3 clusters Score: Raw -272661.969508 + Penalty 1797.210067 = -270864.759440 nChanged 35 SP:Iteration 45Q (6929.568697 sec): 3 clusters Score: Raw -272673.151538 + Penalty 1797.210067 = -270875.941470 nChanged 25 SP:Iteration 46Q (6929.658613 sec): 3 clusters Score: Raw -272680.942904 + Penalty 1797.210067 = -270883.732837 nChanged 20 SP:Iteration 47Q (6929.697748 sec): 3 clusters Score: Raw -272685.794065 + Penalty 1797.210067 = -270888.583997 nChanged 17 SP:Iteration 48Q (6929.737161 sec): 3 clusters Score: Raw -272690.695294 + Penalty 1797.210067 = -270893.485227 nChanged 13 SP:Iteration 49Q (6929.776859 sec): 3 clusters Score: Raw -272694.455838 + Penalty 1797.210067 = -270897.245770 nChanged 9 SP:Iteration 50Q (6929.816370 sec): 3 clusters Score: Raw -272696.493372 + Penalty 1797.210067 = -270899.283305 nChanged 4 SP:Iteration 51Q (6929.857647 sec): 3 clusters Score: Raw -272697.211670 + Penalty 1797.210067 = -270900.001603 nChanged 2 SP:Iteration 52Q (6929.899402 sec): 3 clusters Score: Raw -272697.439150 + Penalty 1797.210067 = -270900.229083 nChanged 1 SP:Iteration 53Q (6929.941337 sec): 3 clusters Score: Raw -272698.086743 + Penalty 1797.210067 = -270900.876676 nChanged 6 SP:Iteration 54Q (6929.983015 sec): 3 clusters Score: Raw -272699.046268 + Penalty 1797.210067 = -270901.836201 nChanged 4 SP:Iteration 55Q (6930.033799 sec): 3 clusters Score: Raw -272699.770158 + Penalty 1797.210067 = -270902.560091 nChanged 2 SP:Iteration 56Q (6930.076552 sec): 3 clusters Score: Raw -272700.494880 + Penalty 1797.210067 = -270903.284813 nChanged 1 SP:Iteration 57Q (6930.150114 sec): 3 clusters Score: Raw -272700.637340 + Penalty 1797.210067 = -270903.427273 nChanged 2 SP:Iteration 58Q (6930.192805 sec): 3 clusters Score: Raw -272700.877829 + Penalty 1797.210067 = -270903.667761 nChanged 0 SP:Iteration 59F (6930.234601 sec): 3 clusters Score: Raw -272700.877829 + Penalty 1797.210067 = -270903.667761 nChanged 0 Score: Raw -4203627.309456 + Penalty 16558.064762 = -4187069.244694 Splitting cluster 6 changes total score from -4181467.712113 to -4187069.244694 So it's getting split into cluster 14. Trying to split cluster 7 (3423 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6931.974939 sec): 2 clusters Score: Raw -158083.147798 + Penalty 854.518627 = -157228.629171 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6932.096772 sec): 3 clusters Score: Raw -156278.344652 + Penalty 1709.037254 = -154569.307398 nChanged 1412 SP:Iteration 1F (6932.215649 sec): 3 clusters Score: Raw -157279.435348 + Penalty 1709.037254 = -155570.398094 nChanged 328 SP:Iteration 2F (6932.318879 sec): 3 clusters Score: Raw -157574.250654 + Penalty 1709.037254 = -155865.213399 nChanged 261 SP:Iteration 3F (6932.369297 sec): 3 clusters Score: Raw -157938.075243 + Penalty 1709.037254 = -156229.037989 nChanged 268 SP:Iteration 4F (6932.399319 sec): 3 clusters Score: Raw -158274.856766 + Penalty 1709.037254 = -156565.819512 nChanged 187 SP:Iteration 5F (6932.429545 sec): 3 clusters Score: Raw -158413.511533 + Penalty 1709.037254 = -156704.474279 nChanged 118 SP:Iteration 6Q (6932.459984 sec): 3 clusters Score: Raw -158492.054864 + Penalty 1709.037254 = -156783.017609 nChanged 88 SP:Iteration 7Q (6932.490398 sec): 3 clusters Score: Raw -158549.821932 + Penalty 1709.037254 = -156840.784677 nChanged 78 SP:Iteration 8Q (6932.520707 sec): 3 clusters Score: Raw -158603.953248 + Penalty 1709.037254 = -156894.915994 nChanged 80 SP:Iteration 9Q (6932.551098 sec): 3 clusters Score: Raw -158666.038337 + Penalty 1709.037254 = -156957.001083 nChanged 50 SP:Iteration 10Q (6932.581209 sec): 3 clusters Score: Raw -158696.387059 + Penalty 1709.037254 = -156987.349805 nChanged 45 SP:Iteration 11Q (6932.611282 sec): 3 clusters Score: Raw -158729.614484 + Penalty 1709.037254 = -157020.577230 nChanged 48 SP:Iteration 12Q (6932.641185 sec): 3 clusters Score: Raw -158774.829255 + Penalty 1709.037254 = -157065.792001 nChanged 51 SP:Iteration 13Q (6932.671290 sec): 3 clusters Score: Raw -158805.474453 + Penalty 1709.037254 = -157096.437199 nChanged 36 SP:Iteration 14Q (6932.701237 sec): 3 clusters Score: Raw -158825.334281 + Penalty 1709.037254 = -157116.297027 nChanged 26 SP:Iteration 15Q (6932.731084 sec): 3 clusters Score: Raw -158840.323346 + Penalty 1709.037254 = -157131.286092 nChanged 36 SP:Iteration 16Q (6932.761095 sec): 3 clusters Score: Raw -158862.354457 + Penalty 1709.037254 = -157153.317203 nChanged 31 SP:Iteration 17Q (6932.790992 sec): 3 clusters Score: Raw -158882.483727 + Penalty 1709.037254 = -157173.446473 nChanged 34 SP:Iteration 18Q (6932.820592 sec): 3 clusters Score: Raw -158899.054179 + Penalty 1709.037254 = -157190.016925 nChanged 17 SP:Iteration 19Q (6932.850385 sec): 3 clusters Score: Raw -158906.005183 + Penalty 1709.037254 = -157196.967929 nChanged 20 SP:Iteration 20F (6932.880182 sec): 3 clusters Score: Raw -158910.651244 + Penalty 1709.037254 = -157201.613990 nChanged 9 SP:Iteration 21Q (6932.909961 sec): 3 clusters Score: Raw -158914.095705 + Penalty 1709.037254 = -157205.058451 nChanged 4 SP:Iteration 22Q (6932.939788 sec): 3 clusters Score: Raw -158915.797005 + Penalty 1709.037254 = -157206.759750 nChanged 6 SP:Iteration 23Q (6932.969566 sec): 3 clusters Score: Raw -158917.155341 + Penalty 1709.037254 = -157208.118087 nChanged 6 SP:Iteration 24Q (6932.999526 sec): 3 clusters Score: Raw -158918.007283 + Penalty 1709.037254 = -157208.970029 nChanged 3 SP:Iteration 25Q (6933.029301 sec): 3 clusters Score: Raw -158918.569431 + Penalty 1709.037254 = -157209.532177 nChanged 1 SP:Iteration 26Q (6933.059127 sec): 3 clusters Score: Raw -158918.649839 + Penalty 1709.037254 = -157209.612585 nChanged 0 SP:Iteration 27F (6933.088931 sec): 3 clusters Score: Raw -158918.649839 + Penalty 1709.037254 = -157209.612585 nChanged 0 Trying to split cluster 9 (8514 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6933.159099 sec): 2 clusters Score: Raw -478329.506566 + Penalty 950.194050 = -477379.312516 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6933.308094 sec): 3 clusters Score: Raw -473424.829001 + Penalty 1900.388101 = -471524.440901 nChanged 3748 SP:Iteration 1F (6933.408926 sec): 3 clusters Score: Raw -475599.640084 + Penalty 1900.388101 = -473699.251983 nChanged 636 SP:Iteration 2F (6933.526759 sec): 3 clusters Score: Raw -476023.118821 + Penalty 1900.388101 = -474122.730720 nChanged 601 SP:Iteration 3F (6933.637179 sec): 3 clusters Score: Raw -476485.935087 + Penalty 1900.388101 = -474585.546986 nChanged 551 SP:Iteration 4F (6933.746645 sec): 3 clusters Score: Raw -476937.845715 + Penalty 1900.388101 = -475037.457615 nChanged 532 SP:Iteration 5F (6933.878325 sec): 3 clusters Score: Raw -477344.394269 + Penalty 1900.388101 = -475444.006168 nChanged 503 SP:Iteration 6F (6934.011846 sec): 3 clusters Score: Raw -477710.285731 + Penalty 1900.388101 = -475809.897630 nChanged 440 SP:Iteration 7F (6934.148638 sec): 3 clusters Score: Raw -478015.189124 + Penalty 1900.388101 = -476114.801023 nChanged 399 SP:Iteration 8Q (6934.282089 sec): 3 clusters Score: Raw -478267.831887 + Penalty 1900.388101 = -476367.443786 nChanged 315 SP:Iteration 9Q (6934.388882 sec): 3 clusters Score: Raw -478474.035478 + Penalty 1900.388101 = -476573.647377 nChanged 248 SP:Iteration 10Q (6934.527221 sec): 3 clusters Score: Raw -478605.844049 + Penalty 1900.388101 = -476705.455948 nChanged 174 SP:Iteration 11Q (6934.663050 sec): 3 clusters Score: Raw -478668.435057 + Penalty 1900.388101 = -476768.046956 nChanged 112 SP:Iteration 12Q (6934.798863 sec): 3 clusters Score: Raw -478701.518160 + Penalty 1900.388101 = -476801.130059 nChanged 92 SP:Iteration 13Q (6934.873039 sec): 3 clusters Score: Raw -478725.309955 + Penalty 1900.388101 = -476824.921854 nChanged 67 SP:Iteration 14Q (6934.924166 sec): 3 clusters Score: Raw -478740.379152 + Penalty 1900.388101 = -476839.991051 nChanged 58 SP:Iteration 15Q (6934.975661 sec): 3 clusters Score: Raw -478753.958405 + Penalty 1900.388101 = -476853.570305 nChanged 51 SP:Iteration 16Q (6935.027390 sec): 3 clusters Score: Raw -478766.692180 + Penalty 1900.388101 = -476866.304079 nChanged 43 SP:Iteration 17Q (6935.083672 sec): 3 clusters Score: Raw -478776.547634 + Penalty 1900.388101 = -476876.159533 nChanged 42 SP:Iteration 18Q (6935.139233 sec): 3 clusters Score: Raw -478786.268026 + Penalty 1900.388101 = -476885.879925 nChanged 45 SP:Iteration 19Q (6935.251987 sec): 3 clusters Score: Raw -478798.349168 + Penalty 1900.388101 = -476897.961067 nChanged 45 SP:Iteration 20F (6935.305211 sec): 3 clusters Score: Raw -478809.584688 + Penalty 1900.388101 = -476909.196587 nChanged 42 SP:Iteration 21Q (6935.359685 sec): 3 clusters Score: Raw -478820.421788 + Penalty 1900.388101 = -476920.033687 nChanged 36 SP:Iteration 22Q (6935.413076 sec): 3 clusters Score: Raw -478827.552565 + Penalty 1900.388101 = -476927.164464 nChanged 34 SP:Iteration 23Q (6935.467093 sec): 3 clusters Score: Raw -478833.323611 + Penalty 1900.388101 = -476932.935511 nChanged 24 SP:Iteration 24Q (6935.573303 sec): 3 clusters Score: Raw -478836.317863 + Penalty 1900.388101 = -476935.929762 nChanged 9 SP:Iteration 25Q (6935.631153 sec): 3 clusters Score: Raw -478837.141128 + Penalty 1900.388101 = -476936.753027 nChanged 8 SP:Iteration 26Q (6935.689242 sec): 3 clusters Score: Raw -478837.914544 + Penalty 1900.388101 = -476937.526443 nChanged 8 SP:Iteration 27Q (6935.743370 sec): 3 clusters Score: Raw -478838.989803 + Penalty 1900.388101 = -476938.601702 nChanged 9 SP:Iteration 28Q (6935.797333 sec): 3 clusters Score: Raw -478840.144075 + Penalty 1900.388101 = -476939.755974 nChanged 11 SP:Iteration 29Q (6935.850901 sec): 3 clusters Score: Raw -478842.427514 + Penalty 1900.388101 = -476942.039413 nChanged 13 SP:Iteration 30Q (6935.991615 sec): 3 clusters Score: Raw -478844.281389 + Penalty 1900.388101 = -476943.893289 nChanged 10 SP:Iteration 31Q (6936.077069 sec): 3 clusters Score: Raw -478845.696308 + Penalty 1900.388101 = -476945.308208 nChanged 12 SP:Iteration 32Q (6936.240304 sec): 3 clusters Score: Raw -478847.704826 + Penalty 1900.388101 = -476947.316725 nChanged 18 SP:Iteration 33Q (6936.351160 sec): 3 clusters Score: Raw -478851.407314 + Penalty 1900.388101 = -476951.019213 nChanged 23 SP:Iteration 34Q (6936.499643 sec): 3 clusters Score: Raw -478858.307342 + Penalty 1900.388101 = -476957.919241 nChanged 28 SP:Iteration 35Q (6936.640730 sec): 3 clusters Score: Raw -478867.307027 + Penalty 1900.388101 = -476966.918926 nChanged 36 SP:Iteration 36Q (6936.797708 sec): 3 clusters Score: Raw -478882.665108 + Penalty 1900.388101 = -476982.277007 nChanged 43 SP:Iteration 37Q (6936.938149 sec): 3 clusters Score: Raw -478899.275806 + Penalty 1900.388101 = -476998.887706 nChanged 56 SP:Iteration 38Q (6937.071194 sec): 3 clusters Score: Raw -478923.921516 + Penalty 1900.388101 = -477023.533415 nChanged 63 SP:Iteration 39Q (6937.206294 sec): 3 clusters Score: Raw -478949.917401 + Penalty 1900.388101 = -477049.529301 nChanged 58 SP:Iteration 40F (6937.318419 sec): 3 clusters Score: Raw -478970.719348 + Penalty 1900.388101 = -477070.331247 nChanged 45 SP:Iteration 41Q (6937.487288 sec): 3 clusters Score: Raw -478987.238328 + Penalty 1900.388101 = -477086.850228 nChanged 37 SP:Iteration 42Q (6937.614573 sec): 3 clusters Score: Raw -479001.915561 + Penalty 1900.388101 = -477101.527460 nChanged 33 SP:Iteration 43Q (6937.694891 sec): 3 clusters Score: Raw -479012.720899 + Penalty 1900.388101 = -477112.332798 nChanged 24 SP:Iteration 44Q (6937.747874 sec): 3 clusters Score: Raw -479018.060966 + Penalty 1900.388101 = -477117.672866 nChanged 21 SP:Iteration 45Q (6937.799029 sec): 3 clusters Score: Raw -479022.535272 + Penalty 1900.388101 = -477122.147171 nChanged 9 SP:Iteration 46Q (6937.850093 sec): 3 clusters Score: Raw -479024.715573 + Penalty 1900.388101 = -477124.327472 nChanged 12 SP:Iteration 47Q (6937.908427 sec): 3 clusters Score: Raw -479027.699931 + Penalty 1900.388101 = -477127.311831 nChanged 13 SP:Iteration 48Q (6937.966200 sec): 3 clusters Score: Raw -479032.124122 + Penalty 1900.388101 = -477131.736021 nChanged 18 SP:Iteration 49Q (6938.023450 sec): 3 clusters Score: Raw -479038.956271 + Penalty 1900.388101 = -477138.568170 nChanged 19 SP:Iteration 50Q (6938.077946 sec): 3 clusters Score: Raw -479042.997517 + Penalty 1900.388101 = -477142.609417 nChanged 8 SP:Iteration 51Q (6938.132791 sec): 3 clusters Score: Raw -479045.383775 + Penalty 1900.388101 = -477144.995675 nChanged 8 SP:Iteration 52Q (6938.187517 sec): 3 clusters Score: Raw -479047.015923 + Penalty 1900.388101 = -477146.627822 nChanged 10 SP:Iteration 53Q (6938.243323 sec): 3 clusters Score: Raw -479048.633388 + Penalty 1900.388101 = -477148.245287 nChanged 9 SP:Iteration 54Q (6938.299079 sec): 3 clusters Score: Raw -479049.733571 + Penalty 1900.388101 = -477149.345470 nChanged 11 SP:Iteration 55Q (6938.355617 sec): 3 clusters Score: Raw -479051.509935 + Penalty 1900.388101 = -477151.121834 nChanged 8 SP:Iteration 56Q (6938.411436 sec): 3 clusters Score: Raw -479053.560399 + Penalty 1900.388101 = -477153.172298 nChanged 14 SP:Iteration 57Q (6938.467485 sec): 3 clusters Score: Raw -479058.480433 + Penalty 1900.388101 = -477158.092332 nChanged 16 SP:Iteration 58Q (6938.523386 sec): 3 clusters Score: Raw -479063.213951 + Penalty 1900.388101 = -477162.825850 nChanged 15 SP:Iteration 59Q (6938.578260 sec): 3 clusters Score: Raw -479066.992303 + Penalty 1900.388101 = -477166.604203 nChanged 13 SP:Iteration 60F (6938.634084 sec): 3 clusters Score: Raw -479070.366997 + Penalty 1900.388101 = -477169.978896 nChanged 17 SP:Iteration 61Q (6938.688067 sec): 3 clusters Score: Raw -479074.908800 + Penalty 1900.388101 = -477174.520699 nChanged 25 SP:Iteration 62Q (6938.832075 sec): 3 clusters Score: Raw -479079.873127 + Penalty 1900.388101 = -477179.485026 nChanged 16 SP:Iteration 63Q (6939.006365 sec): 3 clusters Score: Raw -479086.616743 + Penalty 1900.388101 = -477186.228642 nChanged 12 SP:Iteration 64Q (6939.128857 sec): 3 clusters Score: Raw -479090.725922 + Penalty 1900.388101 = -477190.337821 nChanged 15 SP:Iteration 65Q (6939.278521 sec): 3 clusters Score: Raw -479094.133229 + Penalty 1900.388101 = -477193.745128 nChanged 8 SP:Iteration 66Q (6939.412406 sec): 3 clusters Score: Raw -479095.571612 + Penalty 1900.388101 = -477195.183511 nChanged 10 SP:Iteration 67Q (6939.549317 sec): 3 clusters Score: Raw -479097.235205 + Penalty 1900.388101 = -477196.847104 nChanged 9 SP:Iteration 68Q (6939.686200 sec): 3 clusters Score: Raw -479099.118185 + Penalty 1900.388101 = -477198.730085 nChanged 7 SP:Iteration 69Q (6939.823021 sec): 3 clusters Score: Raw -479100.656218 + Penalty 1900.388101 = -477200.268117 nChanged 4 SP:Iteration 70Q (6939.990520 sec): 3 clusters Score: Raw -479101.309317 + Penalty 1900.388101 = -477200.921216 nChanged 2 SP:Iteration 71Q (6940.104635 sec): 3 clusters Score: Raw -479101.564303 + Penalty 1900.388101 = -477201.176202 nChanged 3 SP:Iteration 72Q (6940.251524 sec): 3 clusters Score: Raw -479101.846002 + Penalty 1900.388101 = -477201.457901 nChanged 3 SP:Iteration 73Q (6940.389176 sec): 3 clusters Score: Raw -479102.392985 + Penalty 1900.388101 = -477202.004884 nChanged 1 SP:Iteration 74Q (6940.528646 sec): 3 clusters Score: Raw -479102.479974 + Penalty 1900.388101 = -477202.091873 nChanged 0 SP:Iteration 75F (6940.659953 sec): 3 clusters Score: Raw -479102.479974 + Penalty 1900.388101 = -477202.091873 nChanged 0 Trying to split cluster 10 (9526 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6940.715514 sec): 2 clusters Score: Raw -539061.521367 + Penalty 961.986919 = -538099.534448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6940.802936 sec): 3 clusters Score: Raw -533557.974224 + Penalty 1923.973838 = -531634.000385 nChanged 4194 SP:Iteration 1F (6940.873141 sec): 3 clusters Score: Raw -536746.456780 + Penalty 1923.973838 = -534822.482942 nChanged 1034 SP:Iteration 2F (6940.926209 sec): 3 clusters Score: Raw -537836.579151 + Penalty 1923.973838 = -535912.605313 nChanged 951 SP:Iteration 3F (6940.979226 sec): 3 clusters Score: Raw -538679.107518 + Penalty 1923.973838 = -536755.133680 nChanged 667 SP:Iteration 4F (6941.038185 sec): 3 clusters Score: Raw -539153.376576 + Penalty 1923.973838 = -537229.402738 nChanged 431 SP:Iteration 5Q (6941.102796 sec): 3 clusters Score: Raw -539401.470284 + Penalty 1923.973838 = -537477.496446 nChanged 296 SP:Iteration 6Q (6941.166072 sec): 3 clusters Score: Raw -539549.054925 + Penalty 1923.973838 = -537625.081086 nChanged 202 SP:Iteration 7Q (6941.229186 sec): 3 clusters Score: Raw -539657.097383 + Penalty 1923.973838 = -537733.123545 nChanged 184 SP:Iteration 8Q (6941.292351 sec): 3 clusters Score: Raw -539751.303606 + Penalty 1923.973838 = -537827.329767 nChanged 145 SP:Iteration 9Q (6941.353581 sec): 3 clusters Score: Raw -539823.696926 + Penalty 1923.973838 = -537899.723087 nChanged 130 SP:Iteration 10Q (6941.413330 sec): 3 clusters Score: Raw -539891.466329 + Penalty 1923.973838 = -537967.492491 nChanged 129 SP:Iteration 11Q (6941.472829 sec): 3 clusters Score: Raw -539941.156053 + Penalty 1923.973838 = -538017.182215 nChanged 104 SP:Iteration 12Q (6941.536187 sec): 3 clusters Score: Raw -539979.272602 + Penalty 1923.973838 = -538055.298764 nChanged 94 SP:Iteration 13Q (6941.598998 sec): 3 clusters Score: Raw -540012.124838 + Penalty 1923.973838 = -538088.151000 nChanged 70 SP:Iteration 14Q (6941.661146 sec): 3 clusters Score: Raw -540033.253935 + Penalty 1923.973838 = -538109.280097 nChanged 67 SP:Iteration 15Q (6941.807394 sec): 3 clusters Score: Raw -540050.272399 + Penalty 1923.973838 = -538126.298561 nChanged 42 SP:Iteration 16Q (6941.943124 sec): 3 clusters Score: Raw -540061.849177 + Penalty 1923.973838 = -538137.875339 nChanged 43 SP:Iteration 17Q (6942.082413 sec): 3 clusters Score: Raw -540071.225004 + Penalty 1923.973838 = -538147.251166 nChanged 36 SP:Iteration 18Q (6942.239924 sec): 3 clusters Score: Raw -540079.523968 + Penalty 1923.973838 = -538155.550130 nChanged 36 SP:Iteration 19Q (6942.350364 sec): 3 clusters Score: Raw -540086.244937 + Penalty 1923.973838 = -538162.271099 nChanged 35 SP:Iteration 20F (6942.490741 sec): 3 clusters Score: Raw -540094.453438 + Penalty 1923.973838 = -538170.479600 nChanged 36 SP:Iteration 21Q (6942.637349 sec): 3 clusters Score: Raw -540101.855622 + Penalty 1923.973838 = -538177.881784 nChanged 19 SP:Iteration 22Q (6942.799265 sec): 3 clusters Score: Raw -540105.229979 + Penalty 1923.973838 = -538181.256141 nChanged 21 SP:Iteration 23Q (6942.897863 sec): 3 clusters Score: Raw -540108.360620 + Penalty 1923.973838 = -538184.386782 nChanged 18 SP:Iteration 24Q (6943.043628 sec): 3 clusters Score: Raw -540111.419230 + Penalty 1923.973838 = -538187.445392 nChanged 16 SP:Iteration 25Q (6943.199877 sec): 3 clusters Score: Raw -540113.754210 + Penalty 1923.973838 = -538189.780372 nChanged 14 SP:Iteration 26Q (6943.328221 sec): 3 clusters Score: Raw -540116.119625 + Penalty 1923.973838 = -538192.145787 nChanged 9 SP:Iteration 27Q (6943.470161 sec): 3 clusters Score: Raw -540117.650760 + Penalty 1923.973838 = -538193.676922 nChanged 10 SP:Iteration 28Q (6943.549816 sec): 3 clusters Score: Raw -540119.930195 + Penalty 1923.973838 = -538195.956357 nChanged 11 SP:Iteration 29Q (6943.605040 sec): 3 clusters Score: Raw -540123.252591 + Penalty 1923.973838 = -538199.278753 nChanged 9 SP:Iteration 30Q (6943.659820 sec): 3 clusters Score: Raw -540125.917632 + Penalty 1923.973838 = -538201.943794 nChanged 16 SP:Iteration 31Q (6943.716013 sec): 3 clusters Score: Raw -540129.694809 + Penalty 1923.973838 = -538205.720971 nChanged 18 SP:Iteration 32Q (6943.778995 sec): 3 clusters Score: Raw -540133.942205 + Penalty 1923.973838 = -538209.968367 nChanged 16 SP:Iteration 33Q (6943.845258 sec): 3 clusters Score: Raw -540136.774254 + Penalty 1923.973838 = -538212.800415 nChanged 10 SP:Iteration 34Q (6943.911483 sec): 3 clusters Score: Raw -540138.536373 + Penalty 1923.973838 = -538214.562535 nChanged 8 SP:Iteration 35Q (6943.970105 sec): 3 clusters Score: Raw -540139.861280 + Penalty 1923.973838 = -538215.887441 nChanged 11 SP:Iteration 36Q (6944.028804 sec): 3 clusters Score: Raw -540141.446811 + Penalty 1923.973838 = -538217.472973 nChanged 10 SP:Iteration 37Q (6944.087646 sec): 3 clusters Score: Raw -540142.652046 + Penalty 1923.973838 = -538218.678208 nChanged 4 SP:Iteration 38Q (6944.146978 sec): 3 clusters Score: Raw -540142.984920 + Penalty 1923.973838 = -538219.011082 nChanged 4 SP:Iteration 39Q (6944.208375 sec): 3 clusters Score: Raw -540143.623689 + Penalty 1923.973838 = -538219.649851 nChanged 4 SP:Iteration 40F (6944.269919 sec): 3 clusters Score: Raw -540144.724348 + Penalty 1923.973838 = -538220.750510 nChanged 7 SP:Iteration 41Q (6944.331579 sec): 3 clusters Score: Raw -540146.160555 + Penalty 1923.973838 = -538222.186717 nChanged 10 SP:Iteration 42Q (6944.395327 sec): 3 clusters Score: Raw -540147.486031 + Penalty 1923.973838 = -538223.512193 nChanged 7 SP:Iteration 43Q (6944.456413 sec): 3 clusters Score: Raw -540148.639311 + Penalty 1923.973838 = -538224.665473 nChanged 5 SP:Iteration 44Q (6944.515084 sec): 3 clusters Score: Raw -540148.914141 + Penalty 1923.973838 = -538224.940303 nChanged 0 SP:Iteration 45F (6944.575228 sec): 3 clusters Score: Raw -540148.914141 + Penalty 1923.973838 = -538224.940303 nChanged 0 Score: Raw -4204714.702230 + Penalty 17740.783674 = -4186973.918556 Splitting cluster 10 changes total score from -4181467.712113 to -4186973.918556 So it's getting split into cluster 15. Trying to split cluster 11 (8141 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6946.120873 sec): 2 clusters Score: Raw -476897.854271 + Penalty 945.490172 = -475952.364099 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6946.253101 sec): 3 clusters Score: Raw -472173.340626 + Penalty 1890.980343 = -470282.360282 nChanged 3563 SP:Iteration 1F (6946.388680 sec): 3 clusters Score: Raw -474445.984411 + Penalty 1890.980343 = -472555.004068 nChanged 707 SP:Iteration 2F (6946.525765 sec): 3 clusters Score: Raw -475100.394608 + Penalty 1890.980343 = -473209.414264 nChanged 682 SP:Iteration 3F (6946.653412 sec): 3 clusters Score: Raw -475759.430611 + Penalty 1890.980343 = -473868.450268 nChanged 610 SP:Iteration 4F (6946.774148 sec): 3 clusters Score: Raw -476338.766931 + Penalty 1890.980343 = -474447.786587 nChanged 496 SP:Iteration 5F (6946.902343 sec): 3 clusters Score: Raw -476736.544331 + Penalty 1890.980343 = -474845.563988 nChanged 397 SP:Iteration 6Q (6947.031673 sec): 3 clusters Score: Raw -476979.976960 + Penalty 1890.980343 = -475088.996617 nChanged 298 SP:Iteration 7Q (6947.137301 sec): 3 clusters Score: Raw -477141.057066 + Penalty 1890.980343 = -475250.076722 nChanged 238 SP:Iteration 8Q (6947.307629 sec): 3 clusters Score: Raw -477293.610818 + Penalty 1890.980343 = -475402.630474 nChanged 214 SP:Iteration 9Q (6947.417455 sec): 3 clusters Score: Raw -477444.566881 + Penalty 1890.980343 = -475553.586538 nChanged 203 SP:Iteration 10Q (6947.550588 sec): 3 clusters Score: Raw -477565.599192 + Penalty 1890.980343 = -475674.618848 nChanged 158 SP:Iteration 11Q (6947.684658 sec): 3 clusters Score: Raw -477640.743628 + Penalty 1890.980343 = -475749.763284 nChanged 158 SP:Iteration 12Q (6947.764119 sec): 3 clusters Score: Raw -477728.078499 + Penalty 1890.980343 = -475837.098156 nChanged 129 SP:Iteration 13Q (6947.818871 sec): 3 clusters Score: Raw -477786.351323 + Penalty 1890.980343 = -475895.370979 nChanged 94 SP:Iteration 14Q (6947.875436 sec): 3 clusters Score: Raw -477817.210813 + Penalty 1890.980343 = -475926.230470 nChanged 82 SP:Iteration 15Q (6947.929633 sec): 3 clusters Score: Raw -477849.138262 + Penalty 1890.980343 = -475958.157918 nChanged 73 SP:Iteration 16Q (6947.984457 sec): 3 clusters Score: Raw -477869.953164 + Penalty 1890.980343 = -475978.972821 nChanged 70 SP:Iteration 17Q (6948.038710 sec): 3 clusters Score: Raw -477889.781763 + Penalty 1890.980343 = -475998.801420 nChanged 67 SP:Iteration 18Q (6948.093848 sec): 3 clusters Score: Raw -477906.009212 + Penalty 1890.980343 = -476015.028869 nChanged 52 SP:Iteration 19Q (6948.149017 sec): 3 clusters Score: Raw -477921.703111 + Penalty 1890.980343 = -476030.722768 nChanged 66 SP:Iteration 20F (6948.205277 sec): 3 clusters Score: Raw -477949.585847 + Penalty 1890.980343 = -476058.605504 nChanged 86 SP:Iteration 21Q (6948.259595 sec): 3 clusters Score: Raw -478009.459181 + Penalty 1890.980343 = -476118.478838 nChanged 133 SP:Iteration 22Q (6948.314120 sec): 3 clusters Score: Raw -478165.748485 + Penalty 1890.980343 = -476274.768142 nChanged 181 SP:Iteration 23Q (6948.368653 sec): 3 clusters Score: Raw -478468.227757 + Penalty 1890.980343 = -476577.247414 nChanged 215 SP:Iteration 24Q (6948.424005 sec): 3 clusters Score: Raw -478875.788615 + Penalty 1890.980343 = -476984.808272 nChanged 192 SP:Iteration 25Q (6948.478798 sec): 3 clusters Score: Raw -479156.662141 + Penalty 1890.980343 = -477265.681798 nChanged 147 SP:Iteration 26Q (6948.532934 sec): 3 clusters Score: Raw -479296.456882 + Penalty 1890.980343 = -477405.476538 nChanged 96 SP:Iteration 27Q (6948.585802 sec): 3 clusters Score: Raw -479358.420788 + Penalty 1890.980343 = -477467.440445 nChanged 65 SP:Iteration 28Q (6948.638562 sec): 3 clusters Score: Raw -479389.644430 + Penalty 1890.980343 = -477498.664086 nChanged 43 SP:Iteration 29Q (6948.766644 sec): 3 clusters Score: Raw -479402.964389 + Penalty 1890.980343 = -477511.984046 nChanged 27 SP:Iteration 30Q (6948.907567 sec): 3 clusters Score: Raw -479408.671097 + Penalty 1890.980343 = -477517.690754 nChanged 17 SP:Iteration 31Q (6949.031637 sec): 3 clusters Score: Raw -479411.177898 + Penalty 1890.980343 = -477520.197555 nChanged 10 SP:Iteration 32Q (6949.158348 sec): 3 clusters Score: Raw -479412.855442 + Penalty 1890.980343 = -477521.875099 nChanged 9 SP:Iteration 33Q (6949.292670 sec): 3 clusters Score: Raw -479414.358511 + Penalty 1890.980343 = -477523.378167 nChanged 5 SP:Iteration 34Q (6949.423425 sec): 3 clusters Score: Raw -479414.776681 + Penalty 1890.980343 = -477523.796338 nChanged 2 SP:Iteration 35Q (6949.583855 sec): 3 clusters Score: Raw -479414.887079 + Penalty 1890.980343 = -477523.906736 nChanged 1 SP:Iteration 36Q (6949.692671 sec): 3 clusters Score: Raw -479414.959138 + Penalty 1890.980343 = -477523.978795 nChanged 2 SP:Iteration 37Q (6949.843837 sec): 3 clusters Score: Raw -479415.320800 + Penalty 1890.980343 = -477524.340456 nChanged 3 SP:Iteration 38Q (6949.937259 sec): 3 clusters Score: Raw -479415.641043 + Penalty 1890.980343 = -477524.660700 nChanged 1 SP:Iteration 39Q (6950.107640 sec): 3 clusters Score: Raw -479415.787165 + Penalty 1890.980343 = -477524.806822 nChanged 1 SP:Iteration 40F (6950.217714 sec): 3 clusters Score: Raw -479415.825479 + Penalty 1890.980343 = -477524.845135 nChanged 2 SP:Iteration 41Q (6950.381261 sec): 3 clusters Score: Raw -479416.084238 + Penalty 1890.980343 = -477525.103895 nChanged 2 SP:Iteration 42Q (6950.490767 sec): 3 clusters Score: Raw -479416.200967 + Penalty 1890.980343 = -477525.220623 nChanged 0 SP:Iteration 43F (6950.597864 sec): 3 clusters Score: Raw -479416.200967 + Penalty 1890.980343 = -477525.220623 nChanged 0 Score: Raw -4207233.048925 + Penalty 18923.502585 = -4188309.546340 Splitting cluster 11 changes total score from -4181467.712113 to -4188309.546340 So it's getting split into cluster 16. Iteration 20F (6953.679072 sec): 17 clusters Score: Raw -4210939.203839 + Penalty 18923.502585 = -4192015.701253 nChanged 4442 Iteration 21F (6955.220678 sec): 17 clusters Score: Raw -4213261.174906 + Penalty 18923.502585 = -4194337.672321 nChanged 2025 Iteration 22Q (6956.222672 sec): 17 clusters Score: Raw -4214360.255563 + Penalty 18923.502585 = -4195436.752978 nChanged 1406 Iteration 23Q (6957.189346 sec): 17 clusters Score: Raw -4215114.797342 + Penalty 18923.502585 = -4196191.294757 nChanged 1228 Iteration 24Q (6958.139471 sec): 17 clusters Score: Raw -4215630.776925 + Penalty 18923.502585 = -4196707.274339 nChanged 993 Iteration 25Q (6959.079956 sec): 17 clusters Score: Raw -4216007.315454 + Penalty 18923.502585 = -4197083.812869 nChanged 874 Iteration 26Q (6960.042271 sec): 17 clusters Score: Raw -4216363.566785 + Penalty 18923.502585 = -4197440.064200 nChanged 725 Iteration 27Q (6961.065922 sec): 17 clusters Score: Raw -4216691.762696 + Penalty 18923.502585 = -4197768.260111 nChanged 637 Iteration 28Q (6961.918644 sec): 17 clusters Score: Raw -4216962.109855 + Penalty 18923.502585 = -4198038.607270 nChanged 579 Iteration 29Q (6962.745019 sec): 17 clusters Score: Raw -4217244.985024 + Penalty 18923.502585 = -4198321.482439 nChanged 553 Iteration 30Q (6963.509177 sec): 17 clusters Score: Raw -4217559.430612 + Penalty 18923.502585 = -4198635.928027 nChanged 492 Iteration 31Q (6964.303247 sec): 17 clusters Score: Raw -4217778.078020 + Penalty 18923.502585 = -4198854.575435 nChanged 395 Iteration 32Q (6965.064088 sec): 17 clusters Score: Raw -4217895.232041 + Penalty 18923.502585 = -4198971.729456 nChanged 365 Iteration 33Q (6965.856087 sec): 17 clusters Score: Raw -4217985.905077 + Penalty 18923.502585 = -4199062.402492 nChanged 323 Iteration 34Q (6966.617196 sec): 17 clusters Score: Raw -4218060.677960 + Penalty 18923.502585 = -4199137.175374 nChanged 269 Iteration 35Q (6968.065682 sec): 17 clusters Score: Raw -4218122.094711 + Penalty 18923.502585 = -4199198.592126 nChanged 231 Iteration 36Q (6968.966003 sec): 17 clusters Score: Raw -4218177.491247 + Penalty 18923.502585 = -4199253.988662 nChanged 193 Iteration 37Q (6969.781332 sec): 17 clusters Score: Raw -4218233.413768 + Penalty 18923.502585 = -4199309.911183 nChanged 197 Iteration 38Q (6970.597482 sec): 17 clusters Score: Raw -4218291.467017 + Penalty 18923.502585 = -4199367.964431 nChanged 195 Iteration 39Q (6971.351078 sec): 17 clusters Score: Raw -4218338.929536 + Penalty 18923.502585 = -4199415.426950 nChanged 180 Iteration 40F (6972.688120 sec): 17 clusters Score: Raw -4218403.275158 + Penalty 18923.502585 = -4199479.772573 nChanged 196 Iteration 41Q (6973.495627 sec): 17 clusters Score: Raw -4218456.802734 + Penalty 18923.502585 = -4199533.300149 nChanged 176 Iteration 42Q (6974.330268 sec): 17 clusters Score: Raw -4218493.366503 + Penalty 18923.502585 = -4199569.863918 nChanged 175 Iteration 43Q (6975.162124 sec): 17 clusters Score: Raw -4218521.964006 + Penalty 18923.502585 = -4199598.461421 nChanged 163 Iteration 44Q (6975.938739 sec): 17 clusters Score: Raw -4218546.332136 + Penalty 18923.502585 = -4199622.829550 nChanged 152 Iteration 45Q (6976.750241 sec): 17 clusters Score: Raw -4218571.012448 + Penalty 18923.502585 = -4199647.509863 nChanged 135 Iteration 46Q (6977.582912 sec): 17 clusters Score: Raw -4218591.263037 + Penalty 18923.502585 = -4199667.760452 nChanged 129 Iteration 47Q (6978.365725 sec): 17 clusters Score: Raw -4218610.884502 + Penalty 18923.502585 = -4199687.381917 nChanged 117 Iteration 48Q (6979.169571 sec): 17 clusters Score: Raw -4218626.796102 + Penalty 18923.502585 = -4199703.293517 nChanged 102 Iteration 49Q (6980.028078 sec): 17 clusters Score: Raw -4218643.358535 + Penalty 18923.502585 = -4199719.855949 nChanged 127 Iteration 50Q (6980.859475 sec): 17 clusters Score: Raw -4218664.751784 + Penalty 18923.502585 = -4199741.249199 nChanged 141 Iteration 51Q (6981.633225 sec): 17 clusters Score: Raw -4218686.200118 + Penalty 18923.502585 = -4199762.697532 nChanged 103 Iteration 52Q (6982.435150 sec): 17 clusters Score: Raw -4218700.768607 + Penalty 18923.502585 = -4199777.266021 nChanged 82 Iteration 53Q (6983.268217 sec): 17 clusters Score: Raw -4218713.853766 + Penalty 18923.502585 = -4199790.351181 nChanged 76 Iteration 54Q (6984.139195 sec): 17 clusters Score: Raw -4218727.342767 + Penalty 18923.502585 = -4199803.840181 nChanged 107 Iteration 55Q (6984.953362 sec): 17 clusters Score: Raw -4218744.043061 + Penalty 18923.502585 = -4199820.540475 nChanged 101 Iteration 56Q (6985.774006 sec): 17 clusters Score: Raw -4218758.604058 + Penalty 18923.502585 = -4199835.101472 nChanged 84 Iteration 57Q (6986.560758 sec): 17 clusters Score: Raw -4218771.375067 + Penalty 18923.502585 = -4199847.872482 nChanged 73 Iteration 58Q (6987.357270 sec): 17 clusters Score: Raw -4218781.810685 + Penalty 18923.502585 = -4199858.308100 nChanged 85 Writing temp clu file Because OldScore, -4199847.872482, is greater than current (better) Score,-4199858.308100 Compute initial score before splitting: Score: Raw -4218781.810685 + Penalty 18923.502585 = -4199858.308100 Trying to split cluster 1 (1375 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6987.472289 sec): 2 clusters Score: Raw -75230.192916 + Penalty 758.751946 = -74471.440970 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6987.592815 sec): 3 clusters Score: Raw -74615.272587 + Penalty 1517.503892 = -73097.768694 nChanged 486 SP:Iteration 1F (6987.703347 sec): 3 clusters Score: Raw -74947.520077 + Penalty 1517.503892 = -73430.016185 nChanged 83 SP:Iteration 2F (6987.801650 sec): 3 clusters Score: Raw -75006.728303 + Penalty 1517.503892 = -73489.224411 nChanged 54 SP:Iteration 3Q (6987.915133 sec): 3 clusters Score: Raw -75046.328280 + Penalty 1517.503892 = -73528.824388 nChanged 39 SP:Iteration 4Q (6988.009141 sec): 3 clusters Score: Raw -75069.640006 + Penalty 1517.503892 = -73552.136114 nChanged 25 SP:Iteration 5Q (6988.110658 sec): 3 clusters Score: Raw -75084.284951 + Penalty 1517.503892 = -73566.781059 nChanged 28 SP:Iteration 6Q (6988.223091 sec): 3 clusters Score: Raw -75099.940927 + Penalty 1517.503892 = -73582.437035 nChanged 19 SP:Iteration 7Q (6988.308937 sec): 3 clusters Score: Raw -75110.359756 + Penalty 1517.503892 = -73592.855864 nChanged 22 SP:Iteration 8Q (6988.398414 sec): 3 clusters Score: Raw -75127.434888 + Penalty 1517.503892 = -73609.930996 nChanged 28 SP:Iteration 9Q (6988.468773 sec): 3 clusters Score: Raw -75147.801264 + Penalty 1517.503892 = -73630.297372 nChanged 23 SP:Iteration 10Q (6988.558178 sec): 3 clusters Score: Raw -75163.631872 + Penalty 1517.503892 = -73646.127980 nChanged 26 SP:Iteration 11Q (6988.646572 sec): 3 clusters Score: Raw -75184.964423 + Penalty 1517.503892 = -73667.460531 nChanged 33 SP:Iteration 12Q (6988.734610 sec): 3 clusters Score: Raw -75211.208816 + Penalty 1517.503892 = -73693.704924 nChanged 30 SP:Iteration 13Q (6988.823488 sec): 3 clusters Score: Raw -75244.290262 + Penalty 1517.503892 = -73726.786370 nChanged 40 SP:Iteration 14Q (6988.912739 sec): 3 clusters Score: Raw -75283.381096 + Penalty 1517.503892 = -73765.877204 nChanged 38 SP:Iteration 15Q (6988.988710 sec): 3 clusters Score: Raw -75314.585078 + Penalty 1517.503892 = -73797.081186 nChanged 27 SP:Iteration 16Q (6989.082566 sec): 3 clusters Score: Raw -75340.567949 + Penalty 1517.503892 = -73823.064056 nChanged 23 SP:Iteration 17Q (6989.179722 sec): 3 clusters Score: Raw -75365.357826 + Penalty 1517.503892 = -73847.853934 nChanged 27 SP:Iteration 18Q (6989.292723 sec): 3 clusters Score: Raw -75395.624051 + Penalty 1517.503892 = -73878.120159 nChanged 37 SP:Iteration 19Q (6989.385227 sec): 3 clusters Score: Raw -75434.257244 + Penalty 1517.503892 = -73916.753352 nChanged 35 SP:Iteration 20F (6989.522058 sec): 3 clusters Score: Raw -75475.534431 + Penalty 1517.503892 = -73958.030538 nChanged 32 SP:Iteration 21Q (6989.595876 sec): 3 clusters Score: Raw -75523.550786 + Penalty 1517.503892 = -74006.046894 nChanged 37 SP:Iteration 22Q (6989.610086 sec): 3 clusters Score: Raw -75568.072400 + Penalty 1517.503892 = -74050.568508 nChanged 30 SP:Iteration 23Q (6989.624035 sec): 3 clusters Score: Raw -75626.345539 + Penalty 1517.503892 = -74108.841647 nChanged 37 SP:Iteration 24Q (6989.641907 sec): 3 clusters Score: Raw -75695.761398 + Penalty 1517.503892 = -74178.257506 nChanged 28 SP:Iteration 25Q (6989.656017 sec): 3 clusters Score: Raw -75755.471256 + Penalty 1517.503892 = -74237.967364 nChanged 21 SP:Iteration 26Q (6989.670082 sec): 3 clusters Score: Raw -75795.734342 + Penalty 1517.503892 = -74278.230450 nChanged 17 SP:Iteration 27Q (6989.684091 sec): 3 clusters Score: Raw -75812.092259 + Penalty 1517.503892 = -74294.588367 nChanged 15 SP:Iteration 28Q (6989.698074 sec): 3 clusters Score: Raw -75823.307629 + Penalty 1517.503892 = -74305.803737 nChanged 14 SP:Iteration 29Q (6989.711842 sec): 3 clusters Score: Raw -75838.882558 + Penalty 1517.503892 = -74321.378666 nChanged 19 SP:Iteration 30Q (6989.725839 sec): 3 clusters Score: Raw -75868.049651 + Penalty 1517.503892 = -74350.545759 nChanged 14 SP:Iteration 31Q (6989.739858 sec): 3 clusters Score: Raw -75880.189361 + Penalty 1517.503892 = -74362.685469 nChanged 15 SP:Iteration 32Q (6989.753856 sec): 3 clusters Score: Raw -75894.711387 + Penalty 1517.503892 = -74377.207495 nChanged 16 SP:Iteration 33Q (6989.767962 sec): 3 clusters Score: Raw -75918.492714 + Penalty 1517.503892 = -74400.988821 nChanged 18 SP:Iteration 34Q (6989.781960 sec): 3 clusters Score: Raw -75946.337042 + Penalty 1517.503892 = -74428.833150 nChanged 13 SP:Iteration 35Q (6989.795895 sec): 3 clusters Score: Raw -75963.322481 + Penalty 1517.503892 = -74445.818589 nChanged 9 SP:Iteration 36Q (6989.934614 sec): 3 clusters Score: Raw -75979.771726 + Penalty 1517.503892 = -74462.267834 nChanged 10 SP:Iteration 37Q (6990.034688 sec): 3 clusters Score: Raw -75999.112722 + Penalty 1517.503892 = -74481.608830 nChanged 5 SP:Iteration 38Q (6990.107323 sec): 3 clusters Score: Raw -76004.342120 + Penalty 1517.503892 = -74486.838228 nChanged 2 SP:Iteration 39Q (6990.198106 sec): 3 clusters Score: Raw -76005.840244 + Penalty 1517.503892 = -74488.336352 nChanged 3 SP:Iteration 40F (6990.286398 sec): 3 clusters Score: Raw -76008.591792 + Penalty 1517.503892 = -74491.087900 nChanged 3 SP:Iteration 41Q (6990.373738 sec): 3 clusters Score: Raw -76010.507865 + Penalty 1517.503892 = -74493.003973 nChanged 2 SP:Iteration 42Q (6990.464359 sec): 3 clusters Score: Raw -76012.032379 + Penalty 1517.503892 = -74494.528487 nChanged 1 SP:Iteration 43Q (6990.555863 sec): 3 clusters Score: Raw -76012.868956 + Penalty 1517.503892 = -74495.365063 nChanged 0 SP:Iteration 44F (6990.628122 sec): 3 clusters Score: Raw -76012.868956 + Penalty 1517.503892 = -74495.365063 nChanged 0 Score: Raw -4219573.995930 + Penalty 20106.221497 = -4199467.774433 Splitting cluster 1 changes total score from -4199858.308100 to -4199467.774433 So it's not getting split. Trying to split cluster 2 (3784 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6992.288196 sec): 2 clusters Score: Raw -197446.383590 + Penalty 865.046378 = -196581.337212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6992.317194 sec): 3 clusters Score: Raw -195460.224754 + Penalty 1730.092755 = -193730.131998 nChanged 1598 SP:Iteration 1F (6992.346447 sec): 3 clusters Score: Raw -196426.954455 + Penalty 1730.092755 = -194696.861700 nChanged 285 SP:Iteration 2F (6992.379957 sec): 3 clusters Score: Raw -196597.774332 + Penalty 1730.092755 = -194867.681577 nChanged 235 SP:Iteration 3F (6992.409335 sec): 3 clusters Score: Raw -196751.941288 + Penalty 1730.092755 = -195021.848533 nChanged 206 SP:Iteration 4F (6992.438677 sec): 3 clusters Score: Raw -196897.219957 + Penalty 1730.092755 = -195167.127201 nChanged 208 SP:Iteration 5F (6992.466005 sec): 3 clusters Score: Raw -197086.401824 + Penalty 1730.092755 = -195356.309068 nChanged 211 SP:Iteration 6F (6992.493241 sec): 3 clusters Score: Raw -197270.456570 + Penalty 1730.092755 = -195540.363815 nChanged 166 SP:Iteration 7Q (6992.521043 sec): 3 clusters Score: Raw -197417.313326 + Penalty 1730.092755 = -195687.220570 nChanged 118 SP:Iteration 8Q (6992.548718 sec): 3 clusters Score: Raw -197496.282743 + Penalty 1730.092755 = -195766.189988 nChanged 118 SP:Iteration 9Q (6992.576280 sec): 3 clusters Score: Raw -197582.920385 + Penalty 1730.092755 = -195852.827630 nChanged 95 SP:Iteration 10Q (6992.605463 sec): 3 clusters Score: Raw -197637.486521 + Penalty 1730.092755 = -195907.393766 nChanged 76 SP:Iteration 11Q (6992.632959 sec): 3 clusters Score: Raw -197678.688475 + Penalty 1730.092755 = -195948.595720 nChanged 59 SP:Iteration 12Q (6992.661052 sec): 3 clusters Score: Raw -197706.876914 + Penalty 1730.092755 = -195976.784159 nChanged 45 SP:Iteration 13Q (6992.688510 sec): 3 clusters Score: Raw -197723.039428 + Penalty 1730.092755 = -195992.946673 nChanged 38 SP:Iteration 14Q (6992.715892 sec): 3 clusters Score: Raw -197737.853998 + Penalty 1730.092755 = -196007.761242 nChanged 37 SP:Iteration 15Q (6992.743179 sec): 3 clusters Score: Raw -197752.802029 + Penalty 1730.092755 = -196022.709274 nChanged 28 SP:Iteration 16Q (6992.770499 sec): 3 clusters Score: Raw -197762.279737 + Penalty 1730.092755 = -196032.186982 nChanged 23 SP:Iteration 17Q (6992.797773 sec): 3 clusters Score: Raw -197769.694978 + Penalty 1730.092755 = -196039.602222 nChanged 29 SP:Iteration 18Q (6992.824992 sec): 3 clusters Score: Raw -197778.770502 + Penalty 1730.092755 = -196048.677747 nChanged 17 SP:Iteration 19Q (6992.943861 sec): 3 clusters Score: Raw -197782.456596 + Penalty 1730.092755 = -196052.363841 nChanged 11 SP:Iteration 20F (6993.039587 sec): 3 clusters Score: Raw -197785.205460 + Penalty 1730.092755 = -196055.112704 nChanged 7 SP:Iteration 21Q (6993.184768 sec): 3 clusters Score: Raw -197786.655268 + Penalty 1730.092755 = -196056.562512 nChanged 6 SP:Iteration 22Q (6993.258205 sec): 3 clusters Score: Raw -197787.957798 + Penalty 1730.092755 = -196057.865043 nChanged 7 SP:Iteration 23Q (6993.376035 sec): 3 clusters Score: Raw -197789.842176 + Penalty 1730.092755 = -196059.749421 nChanged 8 SP:Iteration 24Q (6993.479490 sec): 3 clusters Score: Raw -197792.456948 + Penalty 1730.092755 = -196062.364193 nChanged 11 SP:Iteration 25Q (6993.584620 sec): 3 clusters Score: Raw -197794.451873 + Penalty 1730.092755 = -196064.359118 nChanged 5 SP:Iteration 26Q (6993.683236 sec): 3 clusters Score: Raw -197795.022757 + Penalty 1730.092755 = -196064.930001 nChanged 6 SP:Iteration 27Q (6993.812051 sec): 3 clusters Score: Raw -197796.367548 + Penalty 1730.092755 = -196066.274793 nChanged 3 SP:Iteration 28Q (6993.890447 sec): 3 clusters Score: Raw -197797.396971 + Penalty 1730.092755 = -196067.304216 nChanged 4 SP:Iteration 29Q (6993.987985 sec): 3 clusters Score: Raw -197798.113955 + Penalty 1730.092755 = -196068.021200 nChanged 1 SP:Iteration 30Q (6994.108852 sec): 3 clusters Score: Raw -197798.199666 + Penalty 1730.092755 = -196068.106911 nChanged 1 SP:Iteration 31Q (6994.208982 sec): 3 clusters Score: Raw -197798.328480 + Penalty 1730.092755 = -196068.235724 nChanged 3 SP:Iteration 32Q (6994.302801 sec): 3 clusters Score: Raw -197798.832951 + Penalty 1730.092755 = -196068.740196 nChanged 1 SP:Iteration 33Q (6994.394642 sec): 3 clusters Score: Raw -197798.994861 + Penalty 1730.092755 = -196068.902106 nChanged 0 SP:Iteration 34F (6994.487102 sec): 3 clusters Score: Raw -197798.994861 + Penalty 1730.092755 = -196068.902106 nChanged 0 Trying to split cluster 3 (1212 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6994.517286 sec): 2 clusters Score: Raw -49592.121015 + Penalty 745.502852 = -48846.618163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6994.534349 sec): 3 clusters Score: Raw -49120.647283 + Penalty 1491.005705 = -47629.641578 nChanged 432 SP:Iteration 1F (6994.544897 sec): 3 clusters Score: Raw -49539.919712 + Penalty 1491.005705 = -48048.914007 nChanged 139 SP:Iteration 2F (6994.555294 sec): 3 clusters Score: Raw -49763.488302 + Penalty 1491.005705 = -48272.482597 nChanged 105 SP:Iteration 3F (6994.565810 sec): 3 clusters Score: Raw -49977.275696 + Penalty 1491.005705 = -48486.269991 nChanged 77 SP:Iteration 4F (6994.576256 sec): 3 clusters Score: Raw -50090.241291 + Penalty 1491.005705 = -48599.235586 nChanged 53 SP:Iteration 5Q (6994.586813 sec): 3 clusters Score: Raw -50155.137322 + Penalty 1491.005705 = -48664.131617 nChanged 31 SP:Iteration 6Q (6994.597302 sec): 3 clusters Score: Raw -50184.030381 + Penalty 1491.005705 = -48693.024676 nChanged 23 SP:Iteration 7Q (6994.607865 sec): 3 clusters Score: Raw -50202.726217 + Penalty 1491.005705 = -48711.720512 nChanged 23 SP:Iteration 8Q (6994.618340 sec): 3 clusters Score: Raw -50222.786658 + Penalty 1491.005705 = -48731.780953 nChanged 15 SP:Iteration 9Q (6994.628780 sec): 3 clusters Score: Raw -50232.796918 + Penalty 1491.005705 = -48741.791213 nChanged 11 SP:Iteration 10Q (6994.639211 sec): 3 clusters Score: Raw -50237.270755 + Penalty 1491.005705 = -48746.265050 nChanged 7 SP:Iteration 11Q (6994.649648 sec): 3 clusters Score: Raw -50240.036440 + Penalty 1491.005705 = -48749.030735 nChanged 4 SP:Iteration 12Q (6994.660084 sec): 3 clusters Score: Raw -50244.078882 + Penalty 1491.005705 = -48753.073177 nChanged 2 SP:Iteration 13Q (6994.670802 sec): 3 clusters Score: Raw -50248.776666 + Penalty 1491.005705 = -48757.770961 nChanged 1 SP:Iteration 14Q (6994.794368 sec): 3 clusters Score: Raw -50248.978038 + Penalty 1491.005705 = -48757.972333 nChanged 0 SP:Iteration 15F (6994.883037 sec): 3 clusters Score: Raw -50248.978038 + Penalty 1491.005705 = -48757.972333 nChanged 0 Trying to split cluster 4 (17381 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6995.016990 sec): 2 clusters Score: Raw -1039786.587195 + Penalty 1025.128958 = -1038761.458237 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6995.193977 sec): 3 clusters Score: Raw -1029160.661758 + Penalty 2050.257916 = -1027110.403841 nChanged 8008 SP:Iteration 1F (6995.342636 sec): 3 clusters Score: Raw -1033970.069408 + Penalty 2050.257916 = -1031919.811492 nChanged 1103 SP:Iteration 2F (6995.480751 sec): 3 clusters Score: Raw -1034611.505609 + Penalty 2050.257916 = -1032561.247693 nChanged 1201 SP:Iteration 3F (6995.603828 sec): 3 clusters Score: Raw -1035403.900629 + Penalty 2050.257916 = -1033353.642713 nChanged 1139 SP:Iteration 4F (6995.759936 sec): 3 clusters Score: Raw -1036252.161836 + Penalty 2050.257916 = -1034201.903919 nChanged 1122 SP:Iteration 5F (6995.841790 sec): 3 clusters Score: Raw -1037106.484206 + Penalty 2050.257916 = -1035056.226290 nChanged 954 SP:Iteration 6F (6995.916475 sec): 3 clusters Score: Raw -1037747.284024 + Penalty 2050.257916 = -1035697.026108 nChanged 720 SP:Iteration 7Q (6996.039479 sec): 3 clusters Score: Raw -1038091.785586 + Penalty 2050.257916 = -1036041.527670 nChanged 495 SP:Iteration 8Q (6996.117998 sec): 3 clusters Score: Raw -1038297.166946 + Penalty 2050.257916 = -1036246.909029 nChanged 353 SP:Iteration 9Q (6996.194420 sec): 3 clusters Score: Raw -1038423.807456 + Penalty 2050.257916 = -1036373.549539 nChanged 272 SP:Iteration 10Q (6996.275065 sec): 3 clusters Score: Raw -1038524.116272 + Penalty 2050.257916 = -1036473.858356 nChanged 277 SP:Iteration 11Q (6996.351682 sec): 3 clusters Score: Raw -1038640.346381 + Penalty 2050.257916 = -1036590.088464 nChanged 285 SP:Iteration 12Q (6996.423559 sec): 3 clusters Score: Raw -1038781.217891 + Penalty 2050.257916 = -1036730.959975 nChanged 324 SP:Iteration 13Q (6996.495235 sec): 3 clusters Score: Raw -1038973.267649 + Penalty 2050.257916 = -1036923.009733 nChanged 380 SP:Iteration 14Q (6996.571023 sec): 3 clusters Score: Raw -1039256.077364 + Penalty 2050.257916 = -1037205.819448 nChanged 404 SP:Iteration 15Q (6996.646114 sec): 3 clusters Score: Raw -1039615.698143 + Penalty 2050.257916 = -1037565.440227 nChanged 453 SP:Iteration 16Q (6996.735477 sec): 3 clusters Score: Raw -1040068.918530 + Penalty 2050.257916 = -1038018.660614 nChanged 457 SP:Iteration 17Q (6996.809714 sec): 3 clusters Score: Raw -1040580.518607 + Penalty 2050.257916 = -1038530.260691 nChanged 465 SP:Iteration 18Q (6996.884747 sec): 3 clusters Score: Raw -1041055.211126 + Penalty 2050.257916 = -1039004.953210 nChanged 388 SP:Iteration 19Q (6996.976646 sec): 3 clusters Score: Raw -1041416.369744 + Penalty 2050.257916 = -1039366.111828 nChanged 292 SP:Iteration 20F (6997.071515 sec): 3 clusters Score: Raw -1041624.304463 + Penalty 2050.257916 = -1039574.046547 nChanged 195 SP:Iteration 21Q (6997.146348 sec): 3 clusters Score: Raw -1041728.313555 + Penalty 2050.257916 = -1039678.055639 nChanged 128 SP:Iteration 22Q (6997.221572 sec): 3 clusters Score: Raw -1041772.367013 + Penalty 2050.257916 = -1039722.109097 nChanged 93 SP:Iteration 23Q (6997.300679 sec): 3 clusters Score: Raw -1041793.746544 + Penalty 2050.257916 = -1039743.488628 nChanged 55 SP:Iteration 24Q (6997.385335 sec): 3 clusters Score: Raw -1041803.182701 + Penalty 2050.257916 = -1039752.924785 nChanged 34 SP:Iteration 25Q (6997.469658 sec): 3 clusters Score: Raw -1041809.265372 + Penalty 2050.257916 = -1039759.007456 nChanged 27 SP:Iteration 26Q (6997.551485 sec): 3 clusters Score: Raw -1041812.971389 + Penalty 2050.257916 = -1039762.713473 nChanged 25 SP:Iteration 27Q (6997.727392 sec): 3 clusters Score: Raw -1041815.596612 + Penalty 2050.257916 = -1039765.338696 nChanged 17 SP:Iteration 28Q (6997.854165 sec): 3 clusters Score: Raw -1041817.132097 + Penalty 2050.257916 = -1039766.874181 nChanged 12 SP:Iteration 29Q (6997.985860 sec): 3 clusters Score: Raw -1041817.971101 + Penalty 2050.257916 = -1039767.713185 nChanged 8 SP:Iteration 30Q (6998.116207 sec): 3 clusters Score: Raw -1041818.341716 + Penalty 2050.257916 = -1039768.083800 nChanged 5 SP:Iteration 31Q (6998.254181 sec): 3 clusters Score: Raw -1041818.781596 + Penalty 2050.257916 = -1039768.523679 nChanged 7 SP:Iteration 32Q (6998.422704 sec): 3 clusters Score: Raw -1041819.406782 + Penalty 2050.257916 = -1039769.148865 nChanged 7 SP:Iteration 33Q (6998.532452 sec): 3 clusters Score: Raw -1041819.900343 + Penalty 2050.257916 = -1039769.642427 nChanged 8 SP:Iteration 34Q (6998.669205 sec): 3 clusters Score: Raw -1041820.568220 + Penalty 2050.257916 = -1039770.310304 nChanged 6 SP:Iteration 35Q (6998.799651 sec): 3 clusters Score: Raw -1041821.042740 + Penalty 2050.257916 = -1039770.784823 nChanged 6 SP:Iteration 36Q (6998.914937 sec): 3 clusters Score: Raw -1041821.382996 + Penalty 2050.257916 = -1039771.125080 nChanged 3 SP:Iteration 37Q (6998.983718 sec): 3 clusters Score: Raw -1041821.526227 + Penalty 2050.257916 = -1039771.268311 nChanged 5 SP:Iteration 38Q (6999.065367 sec): 3 clusters Score: Raw -1041821.960737 + Penalty 2050.257916 = -1039771.702821 nChanged 7 SP:Iteration 39Q (6999.147143 sec): 3 clusters Score: Raw -1041822.635648 + Penalty 2050.257916 = -1039772.377732 nChanged 10 SP:Iteration 40F (6999.237891 sec): 3 clusters Score: Raw -1041823.371933 + Penalty 2050.257916 = -1039773.114017 nChanged 9 SP:Iteration 41Q (6999.314224 sec): 3 clusters Score: Raw -1041823.979966 + Penalty 2050.257916 = -1039773.722049 nChanged 5 SP:Iteration 42Q (6999.385167 sec): 3 clusters Score: Raw -1041824.222546 + Penalty 2050.257916 = -1039773.964630 nChanged 6 SP:Iteration 43Q (6999.466707 sec): 3 clusters Score: Raw -1041824.640345 + Penalty 2050.257916 = -1039774.382428 nChanged 5 SP:Iteration 44Q (6999.550937 sec): 3 clusters Score: Raw -1041825.108290 + Penalty 2050.257916 = -1039774.850373 nChanged 6 SP:Iteration 45Q (6999.634163 sec): 3 clusters Score: Raw -1041825.910863 + Penalty 2050.257916 = -1039775.652947 nChanged 11 SP:Iteration 46Q (6999.716933 sec): 3 clusters Score: Raw -1041826.766244 + Penalty 2050.257916 = -1039776.508327 nChanged 11 SP:Iteration 47Q (6999.792064 sec): 3 clusters Score: Raw -1041827.653930 + Penalty 2050.257916 = -1039777.396013 nChanged 11 SP:Iteration 48Q (6999.868729 sec): 3 clusters Score: Raw -1041828.463662 + Penalty 2050.257916 = -1039778.205746 nChanged 11 SP:Iteration 49Q (6999.947658 sec): 3 clusters Score: Raw -1041829.303987 + Penalty 2050.257916 = -1039779.046071 nChanged 10 SP:Iteration 50Q (7000.032673 sec): 3 clusters Score: Raw -1041830.124795 + Penalty 2050.257916 = -1039779.866878 nChanged 13 SP:Iteration 51Q (7000.116028 sec): 3 clusters Score: Raw -1041831.110947 + Penalty 2050.257916 = -1039780.853030 nChanged 10 SP:Iteration 52Q (7000.197230 sec): 3 clusters Score: Raw -1041831.792215 + Penalty 2050.257916 = -1039781.534299 nChanged 12 SP:Iteration 53Q (7000.278829 sec): 3 clusters Score: Raw -1041832.808580 + Penalty 2050.257916 = -1039782.550664 nChanged 11 SP:Iteration 54Q (7000.352618 sec): 3 clusters Score: Raw -1041833.738416 + Penalty 2050.257916 = -1039783.480500 nChanged 13 SP:Iteration 55Q (7000.429954 sec): 3 clusters Score: Raw -1041834.949057 + Penalty 2050.257916 = -1039784.691141 nChanged 11 SP:Iteration 56Q (7000.509779 sec): 3 clusters Score: Raw -1041835.822620 + Penalty 2050.257916 = -1039785.564704 nChanged 6 SP:Iteration 57Q (7000.595163 sec): 3 clusters Score: Raw -1041836.387268 + Penalty 2050.257916 = -1039786.129352 nChanged 4 SP:Iteration 58Q (7000.785132 sec): 3 clusters Score: Raw -1041836.587344 + Penalty 2050.257916 = -1039786.329427 nChanged 2 SP:Iteration 59Q (7000.927316 sec): 3 clusters Score: Raw -1041836.665620 + Penalty 2050.257916 = -1039786.407704 nChanged 1 SP:Iteration 60F (7001.055586 sec): 3 clusters Score: Raw -1041836.678683 + Penalty 2050.257916 = -1039786.420767 nChanged 0 Score: Raw -4220841.411380 + Penalty 20106.221497 = -4200735.189883 Splitting cluster 4 changes total score from -4199858.308100 to -4200735.189883 So it's getting split into cluster 17. Trying to split cluster 5 (940 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7003.176969 sec): 2 clusters Score: Raw -45640.898153 + Penalty 718.817387 = -44922.080766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7003.188845 sec): 3 clusters Score: Raw -45278.173801 + Penalty 1437.634774 = -43840.539027 nChanged 311 SP:Iteration 1F (7003.200154 sec): 3 clusters Score: Raw -45559.173562 + Penalty 1437.634774 = -44121.538788 nChanged 84 SP:Iteration 2F (7003.212782 sec): 3 clusters Score: Raw -45660.383332 + Penalty 1437.634774 = -44222.748558 nChanged 54 SP:Iteration 3F (7003.225334 sec): 3 clusters Score: Raw -45714.389999 + Penalty 1437.634774 = -44276.755226 nChanged 30 SP:Iteration 4Q (7003.238168 sec): 3 clusters Score: Raw -45748.106513 + Penalty 1437.634774 = -44310.471739 nChanged 22 SP:Iteration 5Q (7003.250939 sec): 3 clusters Score: Raw -45764.426144 + Penalty 1437.634774 = -44326.791371 nChanged 15 SP:Iteration 6Q (7003.263748 sec): 3 clusters Score: Raw -45776.694832 + Penalty 1437.634774 = -44339.060058 nChanged 13 SP:Iteration 7Q (7003.276533 sec): 3 clusters Score: Raw -45788.469089 + Penalty 1437.634774 = -44350.834315 nChanged 11 SP:Iteration 8Q (7003.289248 sec): 3 clusters Score: Raw -45795.239421 + Penalty 1437.634774 = -44357.604648 nChanged 6 SP:Iteration 9Q (7003.301972 sec): 3 clusters Score: Raw -45799.282257 + Penalty 1437.634774 = -44361.647484 nChanged 5 SP:Iteration 10Q (7003.314623 sec): 3 clusters Score: Raw -45803.561698 + Penalty 1437.634774 = -44365.926924 nChanged 4 SP:Iteration 11Q (7003.327279 sec): 3 clusters Score: Raw -45804.774041 + Penalty 1437.634774 = -44367.139267 nChanged 3 SP:Iteration 12Q (7003.338565 sec): 3 clusters Score: Raw -45807.730042 + Penalty 1437.634774 = -44370.095268 nChanged 3 SP:Iteration 13Q (7003.349859 sec): 3 clusters Score: Raw -45808.767571 + Penalty 1437.634774 = -44371.132798 nChanged 2 SP:Iteration 14Q (7003.361071 sec): 3 clusters Score: Raw -45810.837777 + Penalty 1437.634774 = -44373.203003 nChanged 1 SP:Iteration 15Q (7003.372347 sec): 3 clusters Score: Raw -45811.086360 + Penalty 1437.634774 = -44373.451586 nChanged 1 SP:Iteration 16Q (7003.383595 sec): 3 clusters Score: Raw -45811.763895 + Penalty 1437.634774 = -44374.129122 nChanged 2 SP:Iteration 17Q (7003.394930 sec): 3 clusters Score: Raw -45813.666465 + Penalty 1437.634774 = -44376.031692 nChanged 2 SP:Iteration 18Q (7003.405582 sec): 3 clusters Score: Raw -45814.901810 + Penalty 1437.634774 = -44377.267036 nChanged 0 SP:Iteration 19F (7003.416708 sec): 3 clusters Score: Raw -45814.901810 + Penalty 1437.634774 = -44377.267036 nChanged 0 Trying to split cluster 6 (3884 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7003.457489 sec): 2 clusters Score: Raw -197985.288159 + Penalty 867.785187 = -197117.502972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7003.495833 sec): 3 clusters Score: Raw -195929.813315 + Penalty 1735.570374 = -194194.242941 nChanged 1600 SP:Iteration 1F (7003.533586 sec): 3 clusters Score: Raw -197053.901637 + Penalty 1735.570374 = -195318.331263 nChanged 341 SP:Iteration 2F (7003.573274 sec): 3 clusters Score: Raw -197322.261811 + Penalty 1735.570374 = -195586.691436 nChanged 272 SP:Iteration 3F (7003.611180 sec): 3 clusters Score: Raw -197531.986284 + Penalty 1735.570374 = -195796.415910 nChanged 221 SP:Iteration 4F (7003.739965 sec): 3 clusters Score: Raw -197740.687343 + Penalty 1735.570374 = -196005.116969 nChanged 211 SP:Iteration 5F (7003.865883 sec): 3 clusters Score: Raw -197946.666284 + Penalty 1735.570374 = -196211.095909 nChanged 168 SP:Iteration 6Q (7003.992188 sec): 3 clusters Score: Raw -198070.716450 + Penalty 1735.570374 = -196335.146076 nChanged 150 SP:Iteration 7Q (7004.111760 sec): 3 clusters Score: Raw -198161.968561 + Penalty 1735.570374 = -196426.398186 nChanged 110 SP:Iteration 8Q (7004.232299 sec): 3 clusters Score: Raw -198235.381116 + Penalty 1735.570374 = -196499.810742 nChanged 102 SP:Iteration 9Q (7004.352092 sec): 3 clusters Score: Raw -198298.375197 + Penalty 1735.570374 = -196562.804823 nChanged 109 SP:Iteration 10Q (7004.472798 sec): 3 clusters Score: Raw -198351.718014 + Penalty 1735.570374 = -196616.147640 nChanged 83 SP:Iteration 11Q (7004.582781 sec): 3 clusters Score: Raw -198394.011045 + Penalty 1735.570374 = -196658.440671 nChanged 70 SP:Iteration 12Q (7004.730232 sec): 3 clusters Score: Raw -198424.825702 + Penalty 1735.570374 = -196689.255327 nChanged 56 SP:Iteration 13Q (7004.854515 sec): 3 clusters Score: Raw -198447.870337 + Penalty 1735.570374 = -196712.299962 nChanged 43 SP:Iteration 14Q (7004.982908 sec): 3 clusters Score: Raw -198460.757590 + Penalty 1735.570374 = -196725.187216 nChanged 37 SP:Iteration 15Q (7005.112150 sec): 3 clusters Score: Raw -198475.968146 + Penalty 1735.570374 = -196740.397771 nChanged 38 SP:Iteration 16Q (7005.216689 sec): 3 clusters Score: Raw -198488.438973 + Penalty 1735.570374 = -196752.868599 nChanged 40 SP:Iteration 17Q (7005.329067 sec): 3 clusters Score: Raw -198501.755507 + Penalty 1735.570374 = -196766.185133 nChanged 34 SP:Iteration 18Q (7005.448885 sec): 3 clusters Score: Raw -198515.879890 + Penalty 1735.570374 = -196780.309516 nChanged 39 SP:Iteration 19Q (7005.569119 sec): 3 clusters Score: Raw -198531.629898 + Penalty 1735.570374 = -196796.059524 nChanged 35 SP:Iteration 20F (7005.685441 sec): 3 clusters Score: Raw -198545.346658 + Penalty 1735.570374 = -196809.776284 nChanged 35 SP:Iteration 21Q (7005.805404 sec): 3 clusters Score: Raw -198561.759995 + Penalty 1735.570374 = -196826.189621 nChanged 32 SP:Iteration 22Q (7005.924301 sec): 3 clusters Score: Raw -198578.158069 + Penalty 1735.570374 = -196842.587695 nChanged 29 SP:Iteration 23Q (7006.013090 sec): 3 clusters Score: Raw -198594.285347 + Penalty 1735.570374 = -196858.714973 nChanged 34 SP:Iteration 24Q (7006.049484 sec): 3 clusters Score: Raw -198608.295945 + Penalty 1735.570374 = -196872.725571 nChanged 30 SP:Iteration 25Q (7006.085867 sec): 3 clusters Score: Raw -198625.603950 + Penalty 1735.570374 = -196890.033576 nChanged 37 SP:Iteration 26Q (7006.122649 sec): 3 clusters Score: Raw -198642.269580 + Penalty 1735.570374 = -196906.699206 nChanged 23 SP:Iteration 27Q (7006.159355 sec): 3 clusters Score: Raw -198651.975143 + Penalty 1735.570374 = -196916.404769 nChanged 23 SP:Iteration 28Q (7006.195918 sec): 3 clusters Score: Raw -198660.915860 + Penalty 1735.570374 = -196925.345486 nChanged 19 SP:Iteration 29Q (7006.232035 sec): 3 clusters Score: Raw -198668.057239 + Penalty 1735.570374 = -196932.486864 nChanged 18 SP:Iteration 30Q (7006.267882 sec): 3 clusters Score: Raw -198674.099389 + Penalty 1735.570374 = -196938.529015 nChanged 11 SP:Iteration 31Q (7006.303630 sec): 3 clusters Score: Raw -198679.464299 + Penalty 1735.570374 = -196943.893925 nChanged 12 SP:Iteration 32Q (7006.339410 sec): 3 clusters Score: Raw -198684.142138 + Penalty 1735.570374 = -196948.571764 nChanged 13 SP:Iteration 33Q (7006.374956 sec): 3 clusters Score: Raw -198687.755496 + Penalty 1735.570374 = -196952.185122 nChanged 9 SP:Iteration 34Q (7006.410693 sec): 3 clusters Score: Raw -198690.759019 + Penalty 1735.570374 = -196955.188645 nChanged 9 SP:Iteration 35Q (7006.531957 sec): 3 clusters Score: Raw -198693.566542 + Penalty 1735.570374 = -196957.996168 nChanged 3 SP:Iteration 36Q (7006.663051 sec): 3 clusters Score: Raw -198694.272507 + Penalty 1735.570374 = -196958.702133 nChanged 0 SP:Iteration 37F (7006.779320 sec): 3 clusters Score: Raw -198694.272507 + Penalty 1735.570374 = -196958.702133 nChanged 0 Trying to split cluster 7 (2331 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7006.868991 sec): 2 clusters Score: Raw -105076.374718 + Penalty 814.175527 = -104262.199191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7006.965918 sec): 3 clusters Score: Raw -103929.384262 + Penalty 1628.351054 = -102301.033208 nChanged 928 SP:Iteration 1F (7007.085314 sec): 3 clusters Score: Raw -104500.940717 + Penalty 1628.351054 = -102872.589663 nChanged 230 SP:Iteration 2F (7007.204631 sec): 3 clusters Score: Raw -104667.898357 + Penalty 1628.351054 = -103039.547303 nChanged 148 SP:Iteration 3F (7007.324676 sec): 3 clusters Score: Raw -104787.857782 + Penalty 1628.351054 = -103159.506728 nChanged 122 SP:Iteration 4F (7007.426578 sec): 3 clusters Score: Raw -104898.974729 + Penalty 1628.351054 = -103270.623674 nChanged 119 SP:Iteration 5F (7007.543042 sec): 3 clusters Score: Raw -104982.003375 + Penalty 1628.351054 = -103353.652320 nChanged 89 SP:Iteration 6Q (7007.647612 sec): 3 clusters Score: Raw -105039.897797 + Penalty 1628.351054 = -103411.546743 nChanged 80 SP:Iteration 7Q (7007.755126 sec): 3 clusters Score: Raw -105101.839012 + Penalty 1628.351054 = -103473.487958 nChanged 92 SP:Iteration 8Q (7007.872214 sec): 3 clusters Score: Raw -105173.808287 + Penalty 1628.351054 = -103545.457233 nChanged 87 SP:Iteration 9Q (7007.987363 sec): 3 clusters Score: Raw -105249.785069 + Penalty 1628.351054 = -103621.434015 nChanged 86 SP:Iteration 10Q (7008.102839 sec): 3 clusters Score: Raw -105317.307854 + Penalty 1628.351054 = -103688.956800 nChanged 74 SP:Iteration 11Q (7008.217865 sec): 3 clusters Score: Raw -105366.980482 + Penalty 1628.351054 = -103738.629428 nChanged 54 SP:Iteration 12Q (7008.359336 sec): 3 clusters Score: Raw -105402.634762 + Penalty 1628.351054 = -103774.283708 nChanged 49 SP:Iteration 13Q (7008.392027 sec): 3 clusters Score: Raw -105431.889679 + Penalty 1628.351054 = -103803.538625 nChanged 48 SP:Iteration 14Q (7008.414806 sec): 3 clusters Score: Raw -105462.368905 + Penalty 1628.351054 = -103834.017851 nChanged 49 SP:Iteration 15Q (7008.437761 sec): 3 clusters Score: Raw -105493.872460 + Penalty 1628.351054 = -103865.521406 nChanged 39 SP:Iteration 16Q (7008.460300 sec): 3 clusters Score: Raw -105511.746044 + Penalty 1628.351054 = -103883.394990 nChanged 28 SP:Iteration 17Q (7008.482759 sec): 3 clusters Score: Raw -105524.310099 + Penalty 1628.351054 = -103895.959044 nChanged 15 SP:Iteration 18Q (7008.505424 sec): 3 clusters Score: Raw -105533.053156 + Penalty 1628.351054 = -103904.702102 nChanged 24 SP:Iteration 19Q (7008.527932 sec): 3 clusters Score: Raw -105547.566672 + Penalty 1628.351054 = -103919.215618 nChanged 22 SP:Iteration 20F (7008.550197 sec): 3 clusters Score: Raw -105557.669248 + Penalty 1628.351054 = -103929.318194 nChanged 12 SP:Iteration 21Q (7008.572751 sec): 3 clusters Score: Raw -105561.675230 + Penalty 1628.351054 = -103933.324176 nChanged 10 SP:Iteration 22Q (7008.595416 sec): 3 clusters Score: Raw -105568.003270 + Penalty 1628.351054 = -103939.652216 nChanged 6 SP:Iteration 23Q (7008.617550 sec): 3 clusters Score: Raw -105571.856190 + Penalty 1628.351054 = -103943.505136 nChanged 12 SP:Iteration 24Q (7008.639592 sec): 3 clusters Score: Raw -105577.896508 + Penalty 1628.351054 = -103949.545454 nChanged 13 SP:Iteration 25Q (7008.661648 sec): 3 clusters Score: Raw -105587.653107 + Penalty 1628.351054 = -103959.302053 nChanged 18 SP:Iteration 26Q (7008.683735 sec): 3 clusters Score: Raw -105600.339163 + Penalty 1628.351054 = -103971.988109 nChanged 20 SP:Iteration 27Q (7008.791690 sec): 3 clusters Score: Raw -105609.977915 + Penalty 1628.351054 = -103981.626860 nChanged 12 SP:Iteration 28Q (7008.924738 sec): 3 clusters Score: Raw -105614.326294 + Penalty 1628.351054 = -103985.975240 nChanged 17 SP:Iteration 29Q (7009.017596 sec): 3 clusters Score: Raw -105621.991178 + Penalty 1628.351054 = -103993.640124 nChanged 13 SP:Iteration 30Q (7009.103499 sec): 3 clusters Score: Raw -105630.207958 + Penalty 1628.351054 = -104001.856904 nChanged 12 SP:Iteration 31Q (7009.195080 sec): 3 clusters Score: Raw -105634.818110 + Penalty 1628.351054 = -104006.467056 nChanged 6 SP:Iteration 32Q (7009.280547 sec): 3 clusters Score: Raw -105637.075380 + Penalty 1628.351054 = -104008.724326 nChanged 7 SP:Iteration 33Q (7009.370396 sec): 3 clusters Score: Raw -105640.155130 + Penalty 1628.351054 = -104011.804075 nChanged 5 SP:Iteration 34Q (7009.460063 sec): 3 clusters Score: Raw -105644.654730 + Penalty 1628.351054 = -104016.303676 nChanged 5 SP:Iteration 35Q (7009.550404 sec): 3 clusters Score: Raw -105646.478415 + Penalty 1628.351054 = -104018.127361 nChanged 5 SP:Iteration 36Q (7009.640070 sec): 3 clusters Score: Raw -105648.019517 + Penalty 1628.351054 = -104019.668462 nChanged 1 SP:Iteration 37Q (7009.729451 sec): 3 clusters Score: Raw -105648.303456 + Penalty 1628.351054 = -104019.952402 nChanged 3 SP:Iteration 38Q (7009.864462 sec): 3 clusters Score: Raw -105649.801899 + Penalty 1628.351054 = -104021.450845 nChanged 2 SP:Iteration 39Q (7009.950966 sec): 3 clusters Score: Raw -105650.679709 + Penalty 1628.351054 = -104022.328654 nChanged 2 SP:Iteration 40F (7010.077166 sec): 3 clusters Score: Raw -105651.959362 + Penalty 1628.351054 = -104023.608308 nChanged 5 SP:Iteration 41Q (7010.175591 sec): 3 clusters Score: Raw -105653.839700 + Penalty 1628.351054 = -104025.488646 nChanged 1 SP:Iteration 42Q (7010.287873 sec): 3 clusters Score: Raw -105654.007555 + Penalty 1628.351054 = -104025.656501 nChanged 0 SP:Iteration 43F (7010.402591 sec): 3 clusters Score: Raw -105654.007555 + Penalty 1628.351054 = -104025.656501 nChanged 0 Trying to split cluster 8 (1381 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7010.491428 sec): 2 clusters Score: Raw -54817.955130 + Penalty 759.209131 = -54058.745999 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7010.583026 sec): 3 clusters Score: Raw -54303.273902 + Penalty 1518.418262 = -52784.855640 nChanged 512 SP:Iteration 1F (7010.689395 sec): 3 clusters Score: Raw -55024.322865 + Penalty 1518.418262 = -53505.904603 nChanged 164 SP:Iteration 2F (7010.777919 sec): 3 clusters Score: Raw -55289.433305 + Penalty 1518.418262 = -53771.015043 nChanged 91 SP:Iteration 3F (7010.866244 sec): 3 clusters Score: Raw -55418.423425 + Penalty 1518.418262 = -53900.005162 nChanged 53 SP:Iteration 4Q (7010.950617 sec): 3 clusters Score: Raw -55460.043111 + Penalty 1518.418262 = -53941.624849 nChanged 31 SP:Iteration 5Q (7010.964739 sec): 3 clusters Score: Raw -55486.288011 + Penalty 1518.418262 = -53967.869749 nChanged 24 SP:Iteration 6Q (7010.979691 sec): 3 clusters Score: Raw -55506.501542 + Penalty 1518.418262 = -53988.083280 nChanged 22 SP:Iteration 7Q (7010.993665 sec): 3 clusters Score: Raw -55529.272994 + Penalty 1518.418262 = -54010.854732 nChanged 11 SP:Iteration 8Q (7011.007597 sec): 3 clusters Score: Raw -55554.256887 + Penalty 1518.418262 = -54035.838625 nChanged 17 SP:Iteration 9Q (7011.021675 sec): 3 clusters Score: Raw -55567.475651 + Penalty 1518.418262 = -54049.057389 nChanged 15 SP:Iteration 10Q (7011.035657 sec): 3 clusters Score: Raw -55575.594355 + Penalty 1518.418262 = -54057.176092 nChanged 5 SP:Iteration 11Q (7011.049590 sec): 3 clusters Score: Raw -55577.249719 + Penalty 1518.418262 = -54058.831457 nChanged 2 SP:Iteration 12Q (7011.063485 sec): 3 clusters Score: Raw -55578.217163 + Penalty 1518.418262 = -54059.798900 nChanged 3 SP:Iteration 13Q (7011.204222 sec): 3 clusters Score: Raw -55579.412118 + Penalty 1518.418262 = -54060.993856 nChanged 3 SP:Iteration 14Q (7011.298204 sec): 3 clusters Score: Raw -55580.638137 + Penalty 1518.418262 = -54062.219875 nChanged 3 SP:Iteration 15Q (7011.418177 sec): 3 clusters Score: Raw -55582.457018 + Penalty 1518.418262 = -54064.038756 nChanged 2 SP:Iteration 16Q (7011.509642 sec): 3 clusters Score: Raw -55583.027331 + Penalty 1518.418262 = -54064.609068 nChanged 0 SP:Iteration 17F (7011.611404 sec): 3 clusters Score: Raw -55583.027331 + Penalty 1518.418262 = -54064.609068 nChanged 0 Score: Raw -4221606.483580 + Penalty 21288.940409 = -4200317.543171 Splitting cluster 8 changes total score from -4199858.308100 to -4200317.543171 So it's getting split into cluster 18. Trying to split cluster 9 (8471 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7013.551946 sec): 2 clusters Score: Raw -475939.387248 + Penalty 949.662404 = -474989.724844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7013.611258 sec): 3 clusters Score: Raw -471117.326188 + Penalty 1899.324807 = -469218.001381 nChanged 3715 SP:Iteration 1F (7013.675315 sec): 3 clusters Score: Raw -473555.042511 + Penalty 1899.324807 = -471655.717704 nChanged 702 SP:Iteration 2F (7013.737087 sec): 3 clusters Score: Raw -474044.754108 + Penalty 1899.324807 = -472145.429301 nChanged 637 SP:Iteration 3F (7013.799042 sec): 3 clusters Score: Raw -474449.089945 + Penalty 1899.324807 = -472549.765138 nChanged 551 SP:Iteration 4F (7013.851385 sec): 3 clusters Score: Raw -474785.950326 + Penalty 1899.324807 = -472886.625519 nChanged 439 SP:Iteration 5F (7013.900054 sec): 3 clusters Score: Raw -475042.438794 + Penalty 1899.324807 = -473143.113987 nChanged 338 SP:Iteration 6Q (7013.949798 sec): 3 clusters Score: Raw -475242.998966 + Penalty 1899.324807 = -473343.674159 nChanged 284 SP:Iteration 7Q (7014.004379 sec): 3 clusters Score: Raw -475414.513936 + Penalty 1899.324807 = -473515.189128 nChanged 250 SP:Iteration 8Q (7014.062042 sec): 3 clusters Score: Raw -475566.233656 + Penalty 1899.324807 = -473666.908849 nChanged 185 SP:Iteration 9Q (7014.119156 sec): 3 clusters Score: Raw -475671.732563 + Penalty 1899.324807 = -473772.407756 nChanged 151 SP:Iteration 10Q (7014.173768 sec): 3 clusters Score: Raw -475756.027295 + Penalty 1899.324807 = -473856.702488 nChanged 138 SP:Iteration 11Q (7014.227187 sec): 3 clusters Score: Raw -475833.503275 + Penalty 1899.324807 = -473934.178467 nChanged 101 SP:Iteration 12Q (7014.280441 sec): 3 clusters Score: Raw -475897.005834 + Penalty 1899.324807 = -473997.681027 nChanged 94 SP:Iteration 13Q (7014.335020 sec): 3 clusters Score: Raw -475956.665214 + Penalty 1899.324807 = -474057.340406 nChanged 82 SP:Iteration 14Q (7014.389578 sec): 3 clusters Score: Raw -476012.096767 + Penalty 1899.324807 = -474112.771959 nChanged 60 SP:Iteration 15Q (7014.443990 sec): 3 clusters Score: Raw -476050.886074 + Penalty 1899.324807 = -474151.561266 nChanged 59 SP:Iteration 16Q (7014.496662 sec): 3 clusters Score: Raw -476084.827535 + Penalty 1899.324807 = -474185.502727 nChanged 46 SP:Iteration 17Q (7014.548520 sec): 3 clusters Score: Raw -476118.814767 + Penalty 1899.324807 = -474219.489960 nChanged 43 SP:Iteration 18Q (7014.600493 sec): 3 clusters Score: Raw -476148.995601 + Penalty 1899.324807 = -474249.670793 nChanged 33 SP:Iteration 19Q (7014.653338 sec): 3 clusters Score: Raw -476167.779358 + Penalty 1899.324807 = -474268.454550 nChanged 25 SP:Iteration 20F (7014.707662 sec): 3 clusters Score: Raw -476185.452846 + Penalty 1899.324807 = -474286.128039 nChanged 22 SP:Iteration 21Q (7014.760130 sec): 3 clusters Score: Raw -476197.426825 + Penalty 1899.324807 = -474298.102018 nChanged 20 SP:Iteration 22Q (7014.811553 sec): 3 clusters Score: Raw -476206.180369 + Penalty 1899.324807 = -474306.855561 nChanged 9 SP:Iteration 23Q (7014.977999 sec): 3 clusters Score: Raw -476210.504026 + Penalty 1899.324807 = -474311.179218 nChanged 9 SP:Iteration 24Q (7015.087913 sec): 3 clusters Score: Raw -476214.129289 + Penalty 1899.324807 = -474314.804482 nChanged 6 SP:Iteration 25Q (7015.237809 sec): 3 clusters Score: Raw -476216.433037 + Penalty 1899.324807 = -474317.108230 nChanged 2 SP:Iteration 26Q (7015.340983 sec): 3 clusters Score: Raw -476216.918674 + Penalty 1899.324807 = -474317.593867 nChanged 3 SP:Iteration 27Q (7015.513043 sec): 3 clusters Score: Raw -476218.969062 + Penalty 1899.324807 = -474319.644255 nChanged 8 SP:Iteration 28Q (7015.620831 sec): 3 clusters Score: Raw -476223.265993 + Penalty 1899.324807 = -474323.941186 nChanged 6 SP:Iteration 29Q (7015.784884 sec): 3 clusters Score: Raw -476228.131503 + Penalty 1899.324807 = -474328.806695 nChanged 7 SP:Iteration 30Q (7015.929161 sec): 3 clusters Score: Raw -476232.785791 + Penalty 1899.324807 = -474333.460983 nChanged 6 SP:Iteration 31Q (7016.037708 sec): 3 clusters Score: Raw -476236.714152 + Penalty 1899.324807 = -474337.389344 nChanged 5 SP:Iteration 32Q (7016.151848 sec): 3 clusters Score: Raw -476239.845431 + Penalty 1899.324807 = -474340.520624 nChanged 6 SP:Iteration 33Q (7016.278279 sec): 3 clusters Score: Raw -476242.588197 + Penalty 1899.324807 = -474343.263390 nChanged 7 SP:Iteration 34Q (7016.410663 sec): 3 clusters Score: Raw -476245.280196 + Penalty 1899.324807 = -474345.955388 nChanged 5 SP:Iteration 35Q (7016.545238 sec): 3 clusters Score: Raw -476247.537097 + Penalty 1899.324807 = -474348.212290 nChanged 4 SP:Iteration 36Q (7016.674796 sec): 3 clusters Score: Raw -476250.856588 + Penalty 1899.324807 = -474351.531781 nChanged 5 SP:Iteration 37Q (7016.745397 sec): 3 clusters Score: Raw -476252.072712 + Penalty 1899.324807 = -474352.747905 nChanged 5 SP:Iteration 38Q (7016.794637 sec): 3 clusters Score: Raw -476254.337981 + Penalty 1899.324807 = -474355.013174 nChanged 4 SP:Iteration 39Q (7016.894940 sec): 3 clusters Score: Raw -476256.453604 + Penalty 1899.324807 = -474357.128796 nChanged 3 SP:Iteration 40F (7016.954977 sec): 3 clusters Score: Raw -476258.388464 + Penalty 1899.324807 = -474359.063657 nChanged 2 SP:Iteration 41Q (7017.011167 sec): 3 clusters Score: Raw -476258.745531 + Penalty 1899.324807 = -474359.420724 nChanged 1 SP:Iteration 42Q (7017.060166 sec): 3 clusters Score: Raw -476258.850679 + Penalty 1899.324807 = -474359.525871 nChanged 0 SP:Iteration 43F (7017.112571 sec): 3 clusters Score: Raw -476258.850679 + Penalty 1899.324807 = -474359.525871 nChanged 0 Trying to split cluster 10 (8138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7017.161630 sec): 2 clusters Score: Raw -472161.235765 + Penalty 945.451471 = -471215.784293 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7017.233333 sec): 3 clusters Score: Raw -467462.092150 + Penalty 1890.902943 = -465571.189207 nChanged 3550 SP:Iteration 1F (7017.283234 sec): 3 clusters Score: Raw -469593.813291 + Penalty 1890.902943 = -467702.910348 nChanged 585 SP:Iteration 2F (7017.333098 sec): 3 clusters Score: Raw -469947.193500 + Penalty 1890.902943 = -468056.290557 nChanged 564 SP:Iteration 3F (7017.383016 sec): 3 clusters Score: Raw -470327.870737 + Penalty 1890.902943 = -468436.967794 nChanged 552 SP:Iteration 4F (7017.440888 sec): 3 clusters Score: Raw -470733.265188 + Penalty 1890.902943 = -468842.362245 nChanged 487 SP:Iteration 5F (7017.498636 sec): 3 clusters Score: Raw -471117.241289 + Penalty 1890.902943 = -469226.338346 nChanged 462 SP:Iteration 6F (7017.556568 sec): 3 clusters Score: Raw -471501.132739 + Penalty 1890.902943 = -469610.229796 nChanged 369 SP:Iteration 7Q (7017.611690 sec): 3 clusters Score: Raw -471802.469839 + Penalty 1890.902943 = -469911.566896 nChanged 318 SP:Iteration 8Q (7017.666626 sec): 3 clusters Score: Raw -471983.285482 + Penalty 1890.902943 = -470092.382539 nChanged 217 SP:Iteration 9Q (7017.798256 sec): 3 clusters Score: Raw -472088.449214 + Penalty 1890.902943 = -470197.546271 nChanged 160 SP:Iteration 10Q (7017.943335 sec): 3 clusters Score: Raw -472145.248614 + Penalty 1890.902943 = -470254.345671 nChanged 101 SP:Iteration 11Q (7018.070280 sec): 3 clusters Score: Raw -472175.546953 + Penalty 1890.902943 = -470284.644010 nChanged 72 SP:Iteration 12Q (7018.205588 sec): 3 clusters Score: Raw -472199.101116 + Penalty 1890.902943 = -470308.198173 nChanged 68 SP:Iteration 13Q (7018.364274 sec): 3 clusters Score: Raw -472216.498194 + Penalty 1890.902943 = -470325.595251 nChanged 61 SP:Iteration 14Q (7018.471939 sec): 3 clusters Score: Raw -472230.745363 + Penalty 1890.902943 = -470339.842420 nChanged 37 SP:Iteration 15Q (7018.617359 sec): 3 clusters Score: Raw -472238.219494 + Penalty 1890.902943 = -470347.316551 nChanged 40 SP:Iteration 16Q (7018.783143 sec): 3 clusters Score: Raw -472244.696838 + Penalty 1890.902943 = -470353.793895 nChanged 30 SP:Iteration 17Q (7018.892896 sec): 3 clusters Score: Raw -472250.722091 + Penalty 1890.902943 = -470359.819148 nChanged 29 SP:Iteration 18Q (7019.029836 sec): 3 clusters Score: Raw -472254.638753 + Penalty 1890.902943 = -470363.735810 nChanged 24 SP:Iteration 19Q (7019.158811 sec): 3 clusters Score: Raw -472257.619356 + Penalty 1890.902943 = -470366.716413 nChanged 19 SP:Iteration 20F (7019.314537 sec): 3 clusters Score: Raw -472260.685422 + Penalty 1890.902943 = -470369.782479 nChanged 20 SP:Iteration 21Q (7019.413644 sec): 3 clusters Score: Raw -472265.149377 + Penalty 1890.902943 = -470374.246434 nChanged 26 SP:Iteration 22Q (7019.562125 sec): 3 clusters Score: Raw -472272.078184 + Penalty 1890.902943 = -470381.175241 nChanged 31 SP:Iteration 23Q (7019.613166 sec): 3 clusters Score: Raw -472279.718368 + Penalty 1890.902943 = -470388.815425 nChanged 32 SP:Iteration 24Q (7019.669036 sec): 3 clusters Score: Raw -472284.353240 + Penalty 1890.902943 = -470393.450297 nChanged 21 SP:Iteration 25Q (7019.725445 sec): 3 clusters Score: Raw -472288.536776 + Penalty 1890.902943 = -470397.633833 nChanged 26 SP:Iteration 26Q (7019.782786 sec): 3 clusters Score: Raw -472292.366979 + Penalty 1890.902943 = -470401.464036 nChanged 16 SP:Iteration 27Q (7019.839945 sec): 3 clusters Score: Raw -472293.652206 + Penalty 1890.902943 = -470402.749263 nChanged 5 SP:Iteration 28Q (7019.896567 sec): 3 clusters Score: Raw -472294.214618 + Penalty 1890.902943 = -470403.311675 nChanged 9 SP:Iteration 29Q (7019.951761 sec): 3 clusters Score: Raw -472296.084950 + Penalty 1890.902943 = -470405.182007 nChanged 12 SP:Iteration 30Q (7020.006801 sec): 3 clusters Score: Raw -472297.750634 + Penalty 1890.902943 = -470406.847691 nChanged 11 SP:Iteration 31Q (7020.062366 sec): 3 clusters Score: Raw -472298.659898 + Penalty 1890.902943 = -470407.756955 nChanged 9 SP:Iteration 32Q (7020.118233 sec): 3 clusters Score: Raw -472299.828313 + Penalty 1890.902943 = -470408.925370 nChanged 7 SP:Iteration 33Q (7020.174134 sec): 3 clusters Score: Raw -472300.581420 + Penalty 1890.902943 = -470409.678477 nChanged 7 SP:Iteration 34Q (7020.287613 sec): 3 clusters Score: Raw -472301.046569 + Penalty 1890.902943 = -470410.143626 nChanged 3 SP:Iteration 35Q (7020.342793 sec): 3 clusters Score: Raw -472301.205620 + Penalty 1890.902943 = -470410.302677 nChanged 0 SP:Iteration 36F (7020.397627 sec): 3 clusters Score: Raw -472301.205620 + Penalty 1890.902943 = -470410.302677 nChanged 0 Trying to split cluster 11 (2694 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7020.437713 sec): 2 clusters Score: Raw -164584.760562 + Penalty 829.372147 = -163755.388414 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7020.465821 sec): 3 clusters Score: Raw -163178.717320 + Penalty 1658.744295 = -161519.973025 nChanged 1122 SP:Iteration 1F (7020.494289 sec): 3 clusters Score: Raw -163865.304012 + Penalty 1658.744295 = -162206.559717 nChanged 188 SP:Iteration 2F (7020.670563 sec): 3 clusters Score: Raw -163965.967924 + Penalty 1658.744295 = -162307.223629 nChanged 142 SP:Iteration 3F (7020.769974 sec): 3 clusters Score: Raw -164040.279957 + Penalty 1658.744295 = -162381.535662 nChanged 103 SP:Iteration 4Q (7020.890214 sec): 3 clusters Score: Raw -164102.068040 + Penalty 1658.744295 = -162443.323745 nChanged 106 SP:Iteration 5Q (7021.011319 sec): 3 clusters Score: Raw -164160.838890 + Penalty 1658.744295 = -162502.094595 nChanged 91 SP:Iteration 6Q (7021.125008 sec): 3 clusters Score: Raw -164217.613854 + Penalty 1658.744295 = -162558.869559 nChanged 77 SP:Iteration 7Q (7021.234861 sec): 3 clusters Score: Raw -164271.572579 + Penalty 1658.744295 = -162612.828284 nChanged 85 SP:Iteration 8Q (7021.344262 sec): 3 clusters Score: Raw -164328.424403 + Penalty 1658.744295 = -162669.680108 nChanged 90 SP:Iteration 9Q (7021.456395 sec): 3 clusters Score: Raw -164382.774500 + Penalty 1658.744295 = -162724.030205 nChanged 85 SP:Iteration 10Q (7021.568121 sec): 3 clusters Score: Raw -164434.947653 + Penalty 1658.744295 = -162776.203358 nChanged 77 SP:Iteration 11Q (7021.686316 sec): 3 clusters Score: Raw -164475.340248 + Penalty 1658.744295 = -162816.595953 nChanged 78 SP:Iteration 12Q (7021.803515 sec): 3 clusters Score: Raw -164516.872807 + Penalty 1658.744295 = -162858.128512 nChanged 79 SP:Iteration 13Q (7021.921701 sec): 3 clusters Score: Raw -164570.571789 + Penalty 1658.744295 = -162911.827494 nChanged 90 SP:Iteration 14Q (7022.037336 sec): 3 clusters Score: Raw -164627.223108 + Penalty 1658.744295 = -162968.478813 nChanged 78 SP:Iteration 15Q (7022.155604 sec): 3 clusters Score: Raw -164668.429814 + Penalty 1658.744295 = -163009.685519 nChanged 74 SP:Iteration 16Q (7022.252828 sec): 3 clusters Score: Raw -164712.545179 + Penalty 1658.744295 = -163053.800884 nChanged 68 SP:Iteration 17Q (7022.366536 sec): 3 clusters Score: Raw -164743.963390 + Penalty 1658.744295 = -163085.219095 nChanged 56 SP:Iteration 18Q (7022.479923 sec): 3 clusters Score: Raw -164770.578393 + Penalty 1658.744295 = -163111.834098 nChanged 53 SP:Iteration 19Q (7022.582938 sec): 3 clusters Score: Raw -164796.833222 + Penalty 1658.744295 = -163138.088927 nChanged 53 SP:Iteration 20F (7022.701079 sec): 3 clusters Score: Raw -164823.029614 + Penalty 1658.744295 = -163164.285319 nChanged 54 SP:Iteration 21Q (7022.805783 sec): 3 clusters Score: Raw -164846.706102 + Penalty 1658.744295 = -163187.961807 nChanged 47 SP:Iteration 22Q (7022.912982 sec): 3 clusters Score: Raw -164869.673987 + Penalty 1658.744295 = -163210.929692 nChanged 41 SP:Iteration 23Q (7023.020033 sec): 3 clusters Score: Raw -164889.290079 + Penalty 1658.744295 = -163230.545784 nChanged 35 SP:Iteration 24Q (7023.133644 sec): 3 clusters Score: Raw -164904.701284 + Penalty 1658.744295 = -163245.956989 nChanged 23 SP:Iteration 25Q (7023.249254 sec): 3 clusters Score: Raw -164912.541508 + Penalty 1658.744295 = -163253.797213 nChanged 17 SP:Iteration 26Q (7023.366686 sec): 3 clusters Score: Raw -164919.050882 + Penalty 1658.744295 = -163260.306587 nChanged 16 SP:Iteration 27Q (7023.483184 sec): 3 clusters Score: Raw -164926.490363 + Penalty 1658.744295 = -163267.746068 nChanged 16 SP:Iteration 28Q (7023.600460 sec): 3 clusters Score: Raw -164932.410409 + Penalty 1658.744295 = -163273.666115 nChanged 11 SP:Iteration 29Q (7023.718828 sec): 3 clusters Score: Raw -164937.714515 + Penalty 1658.744295 = -163278.970220 nChanged 13 SP:Iteration 30Q (7023.836699 sec): 3 clusters Score: Raw -164943.486527 + Penalty 1658.744295 = -163284.742232 nChanged 11 SP:Iteration 31Q (7023.955071 sec): 3 clusters Score: Raw -164947.060349 + Penalty 1658.744295 = -163288.316055 nChanged 9 SP:Iteration 32Q (7024.072536 sec): 3 clusters Score: Raw -164949.686479 + Penalty 1658.744295 = -163290.942184 nChanged 6 SP:Iteration 33Q (7024.190081 sec): 3 clusters Score: Raw -164951.422194 + Penalty 1658.744295 = -163292.677899 nChanged 1 SP:Iteration 34Q (7024.308372 sec): 3 clusters Score: Raw -164951.583089 + Penalty 1658.744295 = -163292.838794 nChanged 0 SP:Iteration 35F (7024.426157 sec): 3 clusters Score: Raw -164951.583089 + Penalty 1658.744295 = -163292.838794 nChanged 0 Trying to split cluster 12 (12869 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7024.519802 sec): 2 clusters Score: Raw -770491.992194 + Penalty 993.570543 = -769498.421651 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7024.696630 sec): 3 clusters Score: Raw -762628.691953 + Penalty 1987.141085 = -760641.550868 nChanged 5858 SP:Iteration 1F (7024.841735 sec): 3 clusters Score: Raw -765940.675075 + Penalty 1987.141085 = -763953.533990 nChanged 839 SP:Iteration 2F (7024.990485 sec): 3 clusters Score: Raw -766398.556440 + Penalty 1987.141085 = -764411.415354 nChanged 880 SP:Iteration 3F (7025.139609 sec): 3 clusters Score: Raw -766974.615402 + Penalty 1987.141085 = -764987.474317 nChanged 908 SP:Iteration 4F (7025.292703 sec): 3 clusters Score: Raw -767624.908825 + Penalty 1987.141085 = -765637.767740 nChanged 834 SP:Iteration 5F (7025.436508 sec): 3 clusters Score: Raw -768279.525207 + Penalty 1987.141085 = -766292.384122 nChanged 759 SP:Iteration 6F (7025.585932 sec): 3 clusters Score: Raw -768880.869941 + Penalty 1987.141085 = -766893.728855 nChanged 610 SP:Iteration 7Q (7025.667028 sec): 3 clusters Score: Raw -769362.236838 + Penalty 1987.141085 = -767375.095752 nChanged 504 SP:Iteration 8Q (7025.737554 sec): 3 clusters Score: Raw -769754.523362 + Penalty 1987.141085 = -767767.382277 nChanged 376 SP:Iteration 9Q (7025.816255 sec): 3 clusters Score: Raw -770026.854188 + Penalty 1987.141085 = -768039.713103 nChanged 293 SP:Iteration 10Q (7025.893916 sec): 3 clusters Score: Raw -770223.305906 + Penalty 1987.141085 = -768236.164821 nChanged 234 SP:Iteration 11Q (7025.961313 sec): 3 clusters Score: Raw -770380.662463 + Penalty 1987.141085 = -768393.521378 nChanged 189 SP:Iteration 12Q (7026.027128 sec): 3 clusters Score: Raw -770491.929298 + Penalty 1987.141085 = -768504.788212 nChanged 126 SP:Iteration 13Q (7026.096678 sec): 3 clusters Score: Raw -770570.806844 + Penalty 1987.141085 = -768583.665759 nChanged 112 SP:Iteration 14Q (7026.167207 sec): 3 clusters Score: Raw -770652.058257 + Penalty 1987.141085 = -768664.917172 nChanged 106 SP:Iteration 15Q (7026.236050 sec): 3 clusters Score: Raw -770731.353499 + Penalty 1987.141085 = -768744.212414 nChanged 94 SP:Iteration 16Q (7026.302627 sec): 3 clusters Score: Raw -770804.803677 + Penalty 1987.141085 = -768817.662591 nChanged 77 SP:Iteration 17Q (7026.368907 sec): 3 clusters Score: Raw -770867.138218 + Penalty 1987.141085 = -768879.997133 nChanged 67 SP:Iteration 18Q (7026.435290 sec): 3 clusters Score: Raw -770913.604993 + Penalty 1987.141085 = -768926.463907 nChanged 39 SP:Iteration 19Q (7026.501613 sec): 3 clusters Score: Raw -770941.609036 + Penalty 1987.141085 = -768954.467950 nChanged 47 SP:Iteration 20F (7026.572811 sec): 3 clusters Score: Raw -770986.319176 + Penalty 1987.141085 = -768999.178090 nChanged 49 SP:Iteration 21Q (7026.639248 sec): 3 clusters Score: Raw -771023.939809 + Penalty 1987.141085 = -769036.798723 nChanged 34 SP:Iteration 22Q (7026.713675 sec): 3 clusters Score: Raw -771046.596407 + Penalty 1987.141085 = -769059.455322 nChanged 28 SP:Iteration 23Q (7026.787349 sec): 3 clusters Score: Raw -771061.839845 + Penalty 1987.141085 = -769074.698760 nChanged 22 SP:Iteration 24Q (7026.849460 sec): 3 clusters Score: Raw -771071.697890 + Penalty 1987.141085 = -769084.556804 nChanged 14 SP:Iteration 25Q (7026.910796 sec): 3 clusters Score: Raw -771077.323321 + Penalty 1987.141085 = -769090.182235 nChanged 10 SP:Iteration 26Q (7026.973868 sec): 3 clusters Score: Raw -771082.283887 + Penalty 1987.141085 = -769095.142801 nChanged 9 SP:Iteration 27Q (7027.157372 sec): 3 clusters Score: Raw -771086.294729 + Penalty 1987.141085 = -769099.153644 nChanged 13 SP:Iteration 28Q (7027.314106 sec): 3 clusters Score: Raw -771090.602886 + Penalty 1987.141085 = -769103.461800 nChanged 5 SP:Iteration 29Q (7027.479331 sec): 3 clusters Score: Raw -771092.670482 + Penalty 1987.141085 = -769105.529397 nChanged 7 SP:Iteration 30Q (7027.570707 sec): 3 clusters Score: Raw -771095.668468 + Penalty 1987.141085 = -769108.527382 nChanged 7 SP:Iteration 31Q (7027.700340 sec): 3 clusters Score: Raw -771098.500819 + Penalty 1987.141085 = -769111.359734 nChanged 6 SP:Iteration 32Q (7027.848171 sec): 3 clusters Score: Raw -771100.437193 + Penalty 1987.141085 = -769113.296108 nChanged 4 SP:Iteration 33Q (7027.996993 sec): 3 clusters Score: Raw -771102.288604 + Penalty 1987.141085 = -769115.147519 nChanged 7 SP:Iteration 34Q (7028.143822 sec): 3 clusters Score: Raw -771104.398331 + Penalty 1987.141085 = -769117.257245 nChanged 10 SP:Iteration 35Q (7028.275243 sec): 3 clusters Score: Raw -771109.287051 + Penalty 1987.141085 = -769122.145965 nChanged 14 SP:Iteration 36Q (7028.417077 sec): 3 clusters Score: Raw -771116.269741 + Penalty 1987.141085 = -769129.128655 nChanged 11 SP:Iteration 37Q (7028.548162 sec): 3 clusters Score: Raw -771120.313895 + Penalty 1987.141085 = -769133.172810 nChanged 10 SP:Iteration 38Q (7028.691459 sec): 3 clusters Score: Raw -771124.472220 + Penalty 1987.141085 = -769137.331134 nChanged 8 SP:Iteration 39Q (7028.855447 sec): 3 clusters Score: Raw -771129.129013 + Penalty 1987.141085 = -769141.987928 nChanged 15 SP:Iteration 40F (7028.924141 sec): 3 clusters Score: Raw -771134.911057 + Penalty 1987.141085 = -769147.769971 nChanged 7 SP:Iteration 41Q (7028.986156 sec): 3 clusters Score: Raw -771136.555619 + Penalty 1987.141085 = -769149.414533 nChanged 3 SP:Iteration 42Q (7029.048539 sec): 3 clusters Score: Raw -771136.972765 + Penalty 1987.141085 = -769149.831679 nChanged 1 SP:Iteration 43Q (7029.118710 sec): 3 clusters Score: Raw -771137.180413 + Penalty 1987.141085 = -769150.039328 nChanged 2 SP:Iteration 44Q (7029.189771 sec): 3 clusters Score: Raw -771137.651847 + Penalty 1987.141085 = -769150.510761 nChanged 2 SP:Iteration 45Q (7029.260503 sec): 3 clusters Score: Raw -771138.532984 + Penalty 1987.141085 = -769151.391899 nChanged 4 SP:Iteration 46Q (7029.334613 sec): 3 clusters Score: Raw -771140.154312 + Penalty 1987.141085 = -769153.013226 nChanged 3 SP:Iteration 47Q (7029.397541 sec): 3 clusters Score: Raw -771140.828074 + Penalty 1987.141085 = -769153.686988 nChanged 2 SP:Iteration 48Q (7029.460663 sec): 3 clusters Score: Raw -771141.233655 + Penalty 1987.141085 = -769154.092569 nChanged 3 SP:Iteration 49Q (7029.524321 sec): 3 clusters Score: Raw -771141.959567 + Penalty 1987.141085 = -769154.818481 nChanged 1 SP:Iteration 50Q (7029.589605 sec): 3 clusters Score: Raw -771142.126405 + Penalty 1987.141085 = -769154.985320 nChanged 2 SP:Iteration 51Q (7029.656022 sec): 3 clusters Score: Raw -771142.506427 + Penalty 1987.141085 = -769155.365342 nChanged 1 SP:Iteration 52Q (7029.803198 sec): 3 clusters Score: Raw -771142.697465 + Penalty 1987.141085 = -769155.556379 nChanged 0 SP:Iteration 53F (7029.955077 sec): 3 clusters Score: Raw -771142.697465 + Penalty 1987.141085 = -769155.556379 nChanged 0 Trying to split cluster 13 (2571 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7029.999548 sec): 2 clusters Score: Raw -131954.958266 + Penalty 824.465272 = -131130.492994 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7030.029484 sec): 3 clusters Score: Raw -130645.015736 + Penalty 1648.930544 = -128996.085192 nChanged 1016 SP:Iteration 1F (7030.057740 sec): 3 clusters Score: Raw -131245.005436 + Penalty 1648.930544 = -129596.074893 nChanged 220 SP:Iteration 2F (7030.181079 sec): 3 clusters Score: Raw -131395.748951 + Penalty 1648.930544 = -129746.818407 nChanged 154 SP:Iteration 3F (7030.302492 sec): 3 clusters Score: Raw -131497.221951 + Penalty 1648.930544 = -129848.291408 nChanged 128 SP:Iteration 4Q (7030.422938 sec): 3 clusters Score: Raw -131586.380997 + Penalty 1648.930544 = -129937.450453 nChanged 119 SP:Iteration 5Q (7030.540821 sec): 3 clusters Score: Raw -131673.427966 + Penalty 1648.930544 = -130024.497423 nChanged 106 SP:Iteration 6Q (7030.657784 sec): 3 clusters Score: Raw -131758.761740 + Penalty 1648.930544 = -130109.831196 nChanged 113 SP:Iteration 7Q (7030.766860 sec): 3 clusters Score: Raw -131852.917172 + Penalty 1648.930544 = -130203.986629 nChanged 95 SP:Iteration 8Q (7030.884927 sec): 3 clusters Score: Raw -131928.802471 + Penalty 1648.930544 = -130279.871927 nChanged 83 SP:Iteration 9Q (7031.002533 sec): 3 clusters Score: Raw -131990.352458 + Penalty 1648.930544 = -130341.421914 nChanged 73 SP:Iteration 10Q (7031.120184 sec): 3 clusters Score: Raw -132039.528063 + Penalty 1648.930544 = -130390.597520 nChanged 59 SP:Iteration 11Q (7031.238100 sec): 3 clusters Score: Raw -132077.402481 + Penalty 1648.930544 = -130428.471937 nChanged 59 SP:Iteration 12Q (7031.382210 sec): 3 clusters Score: Raw -132108.866491 + Penalty 1648.930544 = -130459.935948 nChanged 48 SP:Iteration 13Q (7031.468863 sec): 3 clusters Score: Raw -132137.028952 + Penalty 1648.930544 = -130488.098409 nChanged 32 SP:Iteration 14Q (7031.589636 sec): 3 clusters Score: Raw -132152.500554 + Penalty 1648.930544 = -130503.570011 nChanged 39 SP:Iteration 15Q (7031.708450 sec): 3 clusters Score: Raw -132175.039292 + Penalty 1648.930544 = -130526.108748 nChanged 40 SP:Iteration 16Q (7031.826531 sec): 3 clusters Score: Raw -132197.693873 + Penalty 1648.930544 = -130548.763330 nChanged 31 SP:Iteration 17Q (7031.943524 sec): 3 clusters Score: Raw -132215.882259 + Penalty 1648.930544 = -130566.951715 nChanged 37 SP:Iteration 18Q (7032.062452 sec): 3 clusters Score: Raw -132236.034544 + Penalty 1648.930544 = -130587.104001 nChanged 38 SP:Iteration 19Q (7032.174208 sec): 3 clusters Score: Raw -132253.481521 + Penalty 1648.930544 = -130604.550978 nChanged 22 SP:Iteration 20F (7032.290729 sec): 3 clusters Score: Raw -132264.220841 + Penalty 1648.930544 = -130615.290297 nChanged 20 SP:Iteration 21Q (7032.407055 sec): 3 clusters Score: Raw -132276.777814 + Penalty 1648.930544 = -130627.847271 nChanged 25 SP:Iteration 22Q (7032.522143 sec): 3 clusters Score: Raw -132290.301839 + Penalty 1648.930544 = -130641.371296 nChanged 20 SP:Iteration 23Q (7032.638756 sec): 3 clusters Score: Raw -132302.254113 + Penalty 1648.930544 = -130653.323569 nChanged 19 SP:Iteration 24Q (7032.755974 sec): 3 clusters Score: Raw -132316.237720 + Penalty 1648.930544 = -130667.307176 nChanged 25 SP:Iteration 25Q (7032.873849 sec): 3 clusters Score: Raw -132340.159150 + Penalty 1648.930544 = -130691.228607 nChanged 32 SP:Iteration 26Q (7032.987224 sec): 3 clusters Score: Raw -132366.930531 + Penalty 1648.930544 = -130717.999988 nChanged 30 SP:Iteration 27Q (7033.016190 sec): 3 clusters Score: Raw -132391.159408 + Penalty 1648.930544 = -130742.228864 nChanged 29 SP:Iteration 28Q (7033.041917 sec): 3 clusters Score: Raw -132423.938493 + Penalty 1648.930544 = -130775.007949 nChanged 37 SP:Iteration 29Q (7033.067452 sec): 3 clusters Score: Raw -132452.490462 + Penalty 1648.930544 = -130803.559918 nChanged 33 SP:Iteration 30Q (7033.093014 sec): 3 clusters Score: Raw -132481.200805 + Penalty 1648.930544 = -130832.270261 nChanged 34 SP:Iteration 31Q (7033.118521 sec): 3 clusters Score: Raw -132521.332888 + Penalty 1648.930544 = -130872.402344 nChanged 36 SP:Iteration 32Q (7033.143992 sec): 3 clusters Score: Raw -132547.776872 + Penalty 1648.930544 = -130898.846328 nChanged 21 SP:Iteration 33Q (7033.169456 sec): 3 clusters Score: Raw -132558.570812 + Penalty 1648.930544 = -130909.640269 nChanged 16 SP:Iteration 34Q (7033.279529 sec): 3 clusters Score: Raw -132564.532097 + Penalty 1648.930544 = -130915.601554 nChanged 16 SP:Iteration 35Q (7033.400236 sec): 3 clusters Score: Raw -132570.499184 + Penalty 1648.930544 = -130921.568640 nChanged 16 SP:Iteration 36Q (7033.517217 sec): 3 clusters Score: Raw -132576.811391 + Penalty 1648.930544 = -130927.880848 nChanged 9 SP:Iteration 37Q (7033.633884 sec): 3 clusters Score: Raw -132579.039443 + Penalty 1648.930544 = -130930.108899 nChanged 5 SP:Iteration 38Q (7033.751247 sec): 3 clusters Score: Raw -132579.924777 + Penalty 1648.930544 = -130930.994234 nChanged 2 SP:Iteration 39Q (7033.859937 sec): 3 clusters Score: Raw -132580.352224 + Penalty 1648.930544 = -130931.421680 nChanged 2 SP:Iteration 40F (7033.967655 sec): 3 clusters Score: Raw -132580.711645 + Penalty 1648.930544 = -130931.781102 nChanged 0 Trying to split cluster 14 (2941 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7034.022461 sec): 2 clusters Score: Raw -165640.435046 + Penalty 838.583019 = -164801.852027 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7034.154490 sec): 3 clusters Score: Raw -164161.873218 + Penalty 1677.166037 = -162484.707181 nChanged 1160 SP:Iteration 1F (7034.276171 sec): 3 clusters Score: Raw -164870.048398 + Penalty 1677.166037 = -163192.882360 nChanged 221 SP:Iteration 2F (7034.393193 sec): 3 clusters Score: Raw -165026.221128 + Penalty 1677.166037 = -163349.055091 nChanged 193 SP:Iteration 3F (7034.511036 sec): 3 clusters Score: Raw -165168.551505 + Penalty 1677.166037 = -163491.385468 nChanged 174 SP:Iteration 4F (7034.629474 sec): 3 clusters Score: Raw -165319.283160 + Penalty 1677.166037 = -163642.117123 nChanged 183 SP:Iteration 5F (7034.747545 sec): 3 clusters Score: Raw -165515.745331 + Penalty 1677.166037 = -163838.579294 nChanged 180 SP:Iteration 6F (7034.892190 sec): 3 clusters Score: Raw -165692.775298 + Penalty 1677.166037 = -164015.609261 nChanged 153 SP:Iteration 7F (7034.978605 sec): 3 clusters Score: Raw -165822.486061 + Penalty 1677.166037 = -164145.320024 nChanged 123 SP:Iteration 8Q (7035.095091 sec): 3 clusters Score: Raw -165903.182259 + Penalty 1677.166037 = -164226.016222 nChanged 114 SP:Iteration 9Q (7035.205022 sec): 3 clusters Score: Raw -165986.298209 + Penalty 1677.166037 = -164309.132171 nChanged 107 SP:Iteration 10Q (7035.317250 sec): 3 clusters Score: Raw -166065.722415 + Penalty 1677.166037 = -164388.556378 nChanged 96 SP:Iteration 11Q (7035.434275 sec): 3 clusters Score: Raw -166119.604231 + Penalty 1677.166037 = -164442.438194 nChanged 59 SP:Iteration 12Q (7035.549197 sec): 3 clusters Score: Raw -166147.388667 + Penalty 1677.166037 = -164470.222630 nChanged 43 SP:Iteration 13Q (7035.583335 sec): 3 clusters Score: Raw -166171.702975 + Penalty 1677.166037 = -164494.536937 nChanged 37 SP:Iteration 14Q (7035.611659 sec): 3 clusters Score: Raw -166187.092664 + Penalty 1677.166037 = -164509.926627 nChanged 18 SP:Iteration 15Q (7035.640070 sec): 3 clusters Score: Raw -166194.777428 + Penalty 1677.166037 = -164517.611391 nChanged 17 SP:Iteration 16Q (7035.668548 sec): 3 clusters Score: Raw -166201.214749 + Penalty 1677.166037 = -164524.048712 nChanged 9 SP:Iteration 17Q (7035.696916 sec): 3 clusters Score: Raw -166203.281670 + Penalty 1677.166037 = -164526.115633 nChanged 6 SP:Iteration 18Q (7035.725377 sec): 3 clusters Score: Raw -166204.690895 + Penalty 1677.166037 = -164527.524858 nChanged 3 SP:Iteration 19Q (7035.753844 sec): 3 clusters Score: Raw -166205.253057 + Penalty 1677.166037 = -164528.087020 nChanged 0 SP:Iteration 20F (7035.781973 sec): 3 clusters Score: Raw -166205.253057 + Penalty 1677.166037 = -164528.087020 nChanged 0 Trying to split cluster 15 (2172 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7035.815627 sec): 2 clusters Score: Raw -118931.397346 + Penalty 806.757387 = -118124.639959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7035.965206 sec): 3 clusters Score: Raw -117903.979666 + Penalty 1613.514773 = -116290.464893 nChanged 841 SP:Iteration 1F (7036.084451 sec): 3 clusters Score: Raw -118481.987803 + Penalty 1613.514773 = -116868.473030 nChanged 218 SP:Iteration 2F (7036.192299 sec): 3 clusters Score: Raw -118685.001294 + Penalty 1613.514773 = -117071.486521 nChanged 142 SP:Iteration 3F (7036.301593 sec): 3 clusters Score: Raw -118794.442856 + Penalty 1613.514773 = -117180.928083 nChanged 99 SP:Iteration 4Q (7036.397528 sec): 3 clusters Score: Raw -118861.770403 + Penalty 1613.514773 = -117248.255630 nChanged 79 SP:Iteration 5Q (7036.513602 sec): 3 clusters Score: Raw -118935.887279 + Penalty 1613.514773 = -117322.372506 nChanged 72 SP:Iteration 6Q (7036.631063 sec): 3 clusters Score: Raw -118988.582097 + Penalty 1613.514773 = -117375.067324 nChanged 62 SP:Iteration 7Q (7036.752404 sec): 3 clusters Score: Raw -119027.155736 + Penalty 1613.514773 = -117413.640963 nChanged 44 SP:Iteration 8Q (7036.872178 sec): 3 clusters Score: Raw -119056.344075 + Penalty 1613.514773 = -117442.829302 nChanged 40 SP:Iteration 9Q (7036.989144 sec): 3 clusters Score: Raw -119078.459992 + Penalty 1613.514773 = -117464.945219 nChanged 36 SP:Iteration 10Q (7037.105741 sec): 3 clusters Score: Raw -119099.265441 + Penalty 1613.514773 = -117485.750668 nChanged 30 SP:Iteration 11Q (7037.222341 sec): 3 clusters Score: Raw -119112.304442 + Penalty 1613.514773 = -117498.789669 nChanged 16 SP:Iteration 12Q (7037.339157 sec): 3 clusters Score: Raw -119118.967675 + Penalty 1613.514773 = -117505.452902 nChanged 16 SP:Iteration 13Q (7037.455900 sec): 3 clusters Score: Raw -119126.469520 + Penalty 1613.514773 = -117512.954747 nChanged 17 SP:Iteration 14Q (7037.572040 sec): 3 clusters Score: Raw -119133.267895 + Penalty 1613.514773 = -117519.753122 nChanged 12 SP:Iteration 15Q (7037.689993 sec): 3 clusters Score: Raw -119136.597536 + Penalty 1613.514773 = -117523.082763 nChanged 8 SP:Iteration 16Q (7037.809260 sec): 3 clusters Score: Raw -119139.101596 + Penalty 1613.514773 = -117525.586823 nChanged 4 SP:Iteration 17Q (7037.926053 sec): 3 clusters Score: Raw -119140.355333 + Penalty 1613.514773 = -117526.840560 nChanged 5 SP:Iteration 18Q (7038.039925 sec): 3 clusters Score: Raw -119143.031124 + Penalty 1613.514773 = -117529.516351 nChanged 3 SP:Iteration 19Q (7038.076324 sec): 3 clusters Score: Raw -119144.013473 + Penalty 1613.514773 = -117530.498700 nChanged 3 SP:Iteration 20F (7038.097889 sec): 3 clusters Score: Raw -119144.836310 + Penalty 1613.514773 = -117531.321537 nChanged 2 SP:Iteration 21Q (7038.119861 sec): 3 clusters Score: Raw -119145.109702 + Penalty 1613.514773 = -117531.594929 nChanged 0 SP:Iteration 22F (7038.141675 sec): 3 clusters Score: Raw -119145.109702 + Penalty 1613.514773 = -117531.594929 nChanged 0 Trying to split cluster 16 (5796 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7038.188081 sec): 2 clusters Score: Raw -342062.223574 + Penalty 909.816947 = -341152.406627 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7038.249308 sec): 3 clusters Score: Raw -338815.062421 + Penalty 1819.633894 = -336995.428527 nChanged 2438 SP:Iteration 1F (7038.308144 sec): 3 clusters Score: Raw -340211.414146 + Penalty 1819.633894 = -338391.780252 nChanged 415 SP:Iteration 2F (7038.370517 sec): 3 clusters Score: Raw -340455.741174 + Penalty 1819.633894 = -338636.107281 nChanged 381 SP:Iteration 3F (7038.420345 sec): 3 clusters Score: Raw -340708.429097 + Penalty 1819.633894 = -338888.795203 nChanged 362 SP:Iteration 4F (7038.464223 sec): 3 clusters Score: Raw -340973.151175 + Penalty 1819.633894 = -339153.517281 nChanged 347 SP:Iteration 5F (7038.507934 sec): 3 clusters Score: Raw -341199.383306 + Penalty 1819.633894 = -339379.749412 nChanged 273 SP:Iteration 6Q (7038.658052 sec): 3 clusters Score: Raw -341359.749650 + Penalty 1819.633894 = -339540.115757 nChanged 227 SP:Iteration 7Q (7038.803280 sec): 3 clusters Score: Raw -341494.666570 + Penalty 1819.633894 = -339675.032676 nChanged 172 SP:Iteration 8Q (7038.905027 sec): 3 clusters Score: Raw -341599.776826 + Penalty 1819.633894 = -339780.142932 nChanged 184 SP:Iteration 9Q (7039.066337 sec): 3 clusters Score: Raw -341731.821158 + Penalty 1819.633894 = -339912.187264 nChanged 182 SP:Iteration 10Q (7039.164868 sec): 3 clusters Score: Raw -341847.490699 + Penalty 1819.633894 = -340027.856805 nChanged 155 SP:Iteration 11Q (7039.326807 sec): 3 clusters Score: Raw -341950.582958 + Penalty 1819.633894 = -340130.949064 nChanged 171 SP:Iteration 12Q (7039.428974 sec): 3 clusters Score: Raw -342048.700062 + Penalty 1819.633894 = -340229.066168 nChanged 132 SP:Iteration 13Q (7039.591889 sec): 3 clusters Score: Raw -342115.706798 + Penalty 1819.633894 = -340296.072905 nChanged 129 SP:Iteration 14Q (7039.686299 sec): 3 clusters Score: Raw -342196.963639 + Penalty 1819.633894 = -340377.329745 nChanged 136 SP:Iteration 15Q (7039.846744 sec): 3 clusters Score: Raw -342302.286173 + Penalty 1819.633894 = -340482.652280 nChanged 137 SP:Iteration 16Q (7039.947439 sec): 3 clusters Score: Raw -342414.577222 + Penalty 1819.633894 = -340594.943328 nChanged 123 SP:Iteration 17Q (7040.107230 sec): 3 clusters Score: Raw -342510.036842 + Penalty 1819.633894 = -340690.402948 nChanged 124 SP:Iteration 18Q (7040.208189 sec): 3 clusters Score: Raw -342587.957036 + Penalty 1819.633894 = -340768.323142 nChanged 101 SP:Iteration 19Q (7040.372341 sec): 3 clusters Score: Raw -342650.051072 + Penalty 1819.633894 = -340830.417178 nChanged 77 SP:Iteration 20F (7040.467550 sec): 3 clusters Score: Raw -342694.599636 + Penalty 1819.633894 = -340874.965742 nChanged 77 SP:Iteration 21Q (7040.541840 sec): 3 clusters Score: Raw -342739.037907 + Penalty 1819.633894 = -340919.404013 nChanged 66 SP:Iteration 22Q (7040.587390 sec): 3 clusters Score: Raw -342778.703325 + Penalty 1819.633894 = -340959.069431 nChanged 58 SP:Iteration 23Q (7040.632091 sec): 3 clusters Score: Raw -342815.779533 + Penalty 1819.633894 = -340996.145640 nChanged 63 SP:Iteration 24Q (7040.676500 sec): 3 clusters Score: Raw -342852.167573 + Penalty 1819.633894 = -341032.533680 nChanged 53 SP:Iteration 25Q (7040.721366 sec): 3 clusters Score: Raw -342889.134931 + Penalty 1819.633894 = -341069.501037 nChanged 69 SP:Iteration 26Q (7040.769223 sec): 3 clusters Score: Raw -342951.484393 + Penalty 1819.633894 = -341131.850499 nChanged 70 SP:Iteration 27Q (7040.817113 sec): 3 clusters Score: Raw -343000.545805 + Penalty 1819.633894 = -341180.911911 nChanged 70 SP:Iteration 28Q (7040.865186 sec): 3 clusters Score: Raw -343055.540625 + Penalty 1819.633894 = -341235.906732 nChanged 65 SP:Iteration 29Q (7040.911993 sec): 3 clusters Score: Raw -343100.333303 + Penalty 1819.633894 = -341280.699409 nChanged 52 SP:Iteration 30Q (7040.955387 sec): 3 clusters Score: Raw -343128.738981 + Penalty 1819.633894 = -341309.105087 nChanged 42 SP:Iteration 31Q (7040.998720 sec): 3 clusters Score: Raw -343151.183793 + Penalty 1819.633894 = -341331.549900 nChanged 36 SP:Iteration 32Q (7041.041881 sec): 3 clusters Score: Raw -343171.517949 + Penalty 1819.633894 = -341351.884055 nChanged 28 SP:Iteration 33Q (7041.085376 sec): 3 clusters Score: Raw -343181.715246 + Penalty 1819.633894 = -341362.081352 nChanged 21 SP:Iteration 34Q (7041.131242 sec): 3 clusters Score: Raw -343186.688119 + Penalty 1819.633894 = -341367.054226 nChanged 13 SP:Iteration 35Q (7041.177390 sec): 3 clusters Score: Raw -343189.419088 + Penalty 1819.633894 = -341369.785194 nChanged 8 SP:Iteration 36Q (7041.223261 sec): 3 clusters Score: Raw -343190.660218 + Penalty 1819.633894 = -341371.026324 nChanged 6 SP:Iteration 37Q (7041.268724 sec): 3 clusters Score: Raw -343191.869050 + Penalty 1819.633894 = -341372.235156 nChanged 8 SP:Iteration 38Q (7041.401105 sec): 3 clusters Score: Raw -343193.580562 + Penalty 1819.633894 = -341373.946668 nChanged 9 SP:Iteration 39Q (7041.553168 sec): 3 clusters Score: Raw -343195.495619 + Penalty 1819.633894 = -341375.861725 nChanged 8 SP:Iteration 40F (7041.706911 sec): 3 clusters Score: Raw -343199.194376 + Penalty 1819.633894 = -341379.560482 nChanged 9 SP:Iteration 41Q (7041.791704 sec): 3 clusters Score: Raw -343200.885495 + Penalty 1819.633894 = -341381.251602 nChanged 3 SP:Iteration 42Q (7041.932495 sec): 3 clusters Score: Raw -343201.197147 + Penalty 1819.633894 = -341381.563253 nChanged 1 SP:Iteration 43Q (7042.057593 sec): 3 clusters Score: Raw -343201.408863 + Penalty 1819.633894 = -341381.774969 nChanged 3 SP:Iteration 44Q (7042.183272 sec): 3 clusters Score: Raw -343202.252773 + Penalty 1819.633894 = -341382.618879 nChanged 3 SP:Iteration 45Q (7042.307076 sec): 3 clusters Score: Raw -343203.019796 + Penalty 1819.633894 = -341383.385902 nChanged 6 SP:Iteration 46Q (7042.433493 sec): 3 clusters Score: Raw -343204.163515 + Penalty 1819.633894 = -341384.529621 nChanged 6 SP:Iteration 47Q (7042.549587 sec): 3 clusters Score: Raw -343205.103798 + Penalty 1819.633894 = -341385.469904 nChanged 2 SP:Iteration 48Q (7042.676181 sec): 3 clusters Score: Raw -343205.404876 + Penalty 1819.633894 = -341385.770982 nChanged 1 SP:Iteration 49Q (7042.810527 sec): 3 clusters Score: Raw -343205.505428 + Penalty 1819.633894 = -341385.871534 nChanged 3 SP:Iteration 50Q (7042.962142 sec): 3 clusters Score: Raw -343205.987418 + Penalty 1819.633894 = -341386.353525 nChanged 4 SP:Iteration 51Q (7043.052440 sec): 3 clusters Score: Raw -343206.515306 + Penalty 1819.633894 = -341386.881412 nChanged 5 SP:Iteration 52Q (7043.190191 sec): 3 clusters Score: Raw -343207.274373 + Penalty 1819.633894 = -341387.640479 nChanged 5 SP:Iteration 53Q (7043.317904 sec): 3 clusters Score: Raw -343207.984321 + Penalty 1819.633894 = -341388.350427 nChanged 3 SP:Iteration 54Q (7043.425182 sec): 3 clusters Score: Raw -343208.280647 + Penalty 1819.633894 = -341388.646754 nChanged 1 SP:Iteration 55Q (7043.468942 sec): 3 clusters Score: Raw -343208.335548 + Penalty 1819.633894 = -341388.701654 nChanged 1 SP:Iteration 56Q (7043.512889 sec): 3 clusters Score: Raw -343208.481563 + Penalty 1819.633894 = -341388.847669 nChanged 0 SP:Iteration 57F (7043.557845 sec): 3 clusters Score: Raw -343208.481563 + Penalty 1819.633894 = -341388.847669 nChanged 0 Score: Raw -4222752.741569 + Penalty 22471.659320 = -4200281.082249 Splitting cluster 16 changes total score from -4199858.308100 to -4200281.082249 So it's getting split into cluster 19. Iteration 59Q (7046.649292 sec): 20 clusters Score: Raw -4223762.927304 + Penalty 22471.659320 = -4201291.267984 nChanged 1478 Iteration 60F (7048.476989 sec): 20 clusters Score: Raw -4224417.115996 + Penalty 22471.659320 = -4201945.456676 nChanged 915 Iteration 61Q (7049.522793 sec): 20 clusters Score: Raw -4224660.792447 + Penalty 22471.659320 = -4202189.133127 nChanged 557 Iteration 62Q (7050.581234 sec): 20 clusters Score: Raw -4224800.258615 + Penalty 22471.659320 = -4202328.599295 nChanged 371 Iteration 63Q (7051.610886 sec): 20 clusters Score: Raw -4224899.885351 + Penalty 22471.659320 = -4202428.226031 nChanged 297 Iteration 64Q (7052.579018 sec): 20 clusters Score: Raw -4224996.101055 + Penalty 22471.659320 = -4202524.441735 nChanged 273 Iteration 65Q (7053.450671 sec): 20 clusters Score: Raw -4225084.431925 + Penalty 22471.659320 = -4202612.772605 nChanged 243 Iteration 66Q (7054.378023 sec): 20 clusters Score: Raw -4225162.946510 + Penalty 22471.659320 = -4202691.287190 nChanged 240 Iteration 67Q (7055.278486 sec): 20 clusters Score: Raw -4225232.552557 + Penalty 22471.659320 = -4202760.893237 nChanged 205 Iteration 68Q (7056.174657 sec): 20 clusters Score: Raw -4225280.423451 + Penalty 22471.659320 = -4202808.764131 nChanged 176 Iteration 69Q (7057.911005 sec): 20 clusters Score: Raw -4225311.050613 + Penalty 22471.659320 = -4202839.391293 nChanged 141 Iteration 70Q (7058.766156 sec): 20 clusters Score: Raw -4225337.568063 + Penalty 22471.659320 = -4202865.908743 nChanged 145 Iteration 71Q (7059.683259 sec): 20 clusters Score: Raw -4225361.214682 + Penalty 22471.659320 = -4202889.555362 nChanged 128 Iteration 72Q (7060.551622 sec): 20 clusters Score: Raw -4225382.373086 + Penalty 22471.659320 = -4202910.713766 nChanged 132 Iteration 73Q (7061.416013 sec): 20 clusters Score: Raw -4225409.292146 + Penalty 22471.659320 = -4202937.632826 nChanged 97 Iteration 74Q (7062.345387 sec): 20 clusters Score: Raw -4225433.742025 + Penalty 22471.659320 = -4202962.082705 nChanged 101 Iteration 75Q (7063.242942 sec): 20 clusters Score: Raw -4225457.917918 + Penalty 22471.659320 = -4202986.258598 nChanged 112 Iteration 76Q (7064.106533 sec): 20 clusters Score: Raw -4225476.075822 + Penalty 22471.659320 = -4203004.416502 nChanged 100 Iteration 77Q (7065.008513 sec): 20 clusters Score: Raw -4225495.962048 + Penalty 22471.659320 = -4203024.302728 nChanged 74 Iteration 78Q (7065.836452 sec): 20 clusters Score: Raw -4225510.216015 + Penalty 22471.659320 = -4203038.556695 nChanged 74 Iteration 79Q (7067.281619 sec): 20 clusters Score: Raw -4225525.528025 + Penalty 22471.659320 = -4203053.868705 nChanged 78 Iteration 80F (7068.770470 sec): 20 clusters Score: Raw -4225541.009982 + Penalty 22471.659320 = -4203069.350662 nChanged 61 Iteration 81Q (7069.598117 sec): 20 clusters Score: Raw -4225553.949328 + Penalty 22471.659320 = -4203082.290008 nChanged 60 Iteration 82Q (7070.447513 sec): 20 clusters Score: Raw -4225567.251317 + Penalty 22471.659320 = -4203095.591997 nChanged 71 Iteration 83Q (7071.305390 sec): 20 clusters Score: Raw -4225581.039355 + Penalty 22471.659320 = -4203109.380035 nChanged 64 Iteration 84Q (7072.152079 sec): 20 clusters Score: Raw -4225591.064983 + Penalty 22471.659320 = -4203119.405663 nChanged 56 Iteration 85Q (7073.013033 sec): 20 clusters Score: Raw -4225597.588853 + Penalty 22471.659320 = -4203125.929533 nChanged 48 Iteration 86Q (7073.832911 sec): 20 clusters Score: Raw -4225602.223122 + Penalty 22471.659320 = -4203130.563801 nChanged 41 Iteration 87Q (7074.691398 sec): 20 clusters Score: Raw -4225607.498709 + Penalty 22471.659320 = -4203135.839389 nChanged 40 Iteration 88Q (7075.539761 sec): 20 clusters Score: Raw -4225613.809663 + Penalty 22471.659320 = -4203142.150343 nChanged 39 Iteration 89Q (7076.411851 sec): 20 clusters Score: Raw -4225623.647919 + Penalty 22471.659320 = -4203151.988599 nChanged 40 Iteration 90Q (7077.308163 sec): 20 clusters Score: Raw -4225631.863964 + Penalty 22471.659320 = -4203160.204643 nChanged 35 Iteration 91Q (7078.135902 sec): 20 clusters Score: Raw -4225636.019333 + Penalty 22471.659320 = -4203164.360013 nChanged 30 Iteration 92Q (7078.975998 sec): 20 clusters Score: Raw -4225639.072785 + Penalty 22471.659320 = -4203167.413465 nChanged 31 Iteration 93Q (7079.802986 sec): 20 clusters Score: Raw -4225642.219629 + Penalty 22471.659320 = -4203170.560309 nChanged 26 Iteration 94Q (7080.622938 sec): 20 clusters Score: Raw -4225645.048286 + Penalty 22471.659320 = -4203173.388966 nChanged 33 Iteration 95Q (7081.479660 sec): 20 clusters Score: Raw -4225648.764330 + Penalty 22471.659320 = -4203177.105010 nChanged 30 Iteration 96Q (7082.330225 sec): 20 clusters Score: Raw -4225652.715800 + Penalty 22471.659320 = -4203181.056480 nChanged 41 Iteration 97Q (7083.186169 sec): 20 clusters Score: Raw -4225657.972099 + Penalty 22471.659320 = -4203186.312779 nChanged 49 Iteration 98Q (7084.189470 sec): 20 clusters Score: Raw -4225665.498574 + Penalty 22471.659320 = -4203193.839254 nChanged 57 Writing temp clu file Because OldScore, -4203186.312779, is greater than current (better) Score,-4203193.839254 Compute initial score before splitting: Score: Raw -4225665.498574 + Penalty 22471.659320 = -4203193.839254 Trying to split cluster 1 (1226 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7084.291697 sec): 2 clusters Score: Raw -66897.328098 + Penalty 746.708772 = -66150.619326 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7084.462921 sec): 3 clusters Score: Raw -66412.145029 + Penalty 1493.417544 = -64918.727484 nChanged 444 SP:Iteration 1F (7084.557552 sec): 3 clusters Score: Raw -66724.133731 + Penalty 1493.417544 = -65230.716187 nChanged 95 SP:Iteration 2F (7084.646918 sec): 3 clusters Score: Raw -66806.763618 + Penalty 1493.417544 = -65313.346074 nChanged 68 SP:Iteration 3F (7084.735598 sec): 3 clusters Score: Raw -66868.833553 + Penalty 1493.417544 = -65375.416009 nChanged 48 SP:Iteration 4Q (7084.823958 sec): 3 clusters Score: Raw -66908.506210 + Penalty 1493.417544 = -65415.088666 nChanged 35 SP:Iteration 5Q (7084.911668 sec): 3 clusters Score: Raw -66940.138638 + Penalty 1493.417544 = -65446.721094 nChanged 29 SP:Iteration 6Q (7085.000494 sec): 3 clusters Score: Raw -66962.063986 + Penalty 1493.417544 = -65468.646441 nChanged 26 SP:Iteration 7Q (7085.089430 sec): 3 clusters Score: Raw -66990.423479 + Penalty 1493.417544 = -65497.005934 nChanged 25 SP:Iteration 8Q (7085.177866 sec): 3 clusters Score: Raw -67006.488271 + Penalty 1493.417544 = -65513.070727 nChanged 18 SP:Iteration 9Q (7085.266614 sec): 3 clusters Score: Raw -67017.804926 + Penalty 1493.417544 = -65524.387382 nChanged 11 SP:Iteration 10Q (7085.350334 sec): 3 clusters Score: Raw -67023.480946 + Penalty 1493.417544 = -65530.063401 nChanged 12 SP:Iteration 11Q (7085.447919 sec): 3 clusters Score: Raw -67033.556259 + Penalty 1493.417544 = -65540.138714 nChanged 12 SP:Iteration 12Q (7085.524964 sec): 3 clusters Score: Raw -67042.100719 + Penalty 1493.417544 = -65548.683175 nChanged 6 SP:Iteration 13Q (7085.624566 sec): 3 clusters Score: Raw -67046.640580 + Penalty 1493.417544 = -65553.223035 nChanged 8 SP:Iteration 14Q (7085.713827 sec): 3 clusters Score: Raw -67050.564658 + Penalty 1493.417544 = -65557.147114 nChanged 8 SP:Iteration 15Q (7085.803778 sec): 3 clusters Score: Raw -67054.355043 + Penalty 1493.417544 = -65560.937498 nChanged 7 SP:Iteration 16Q (7085.893668 sec): 3 clusters Score: Raw -67061.160615 + Penalty 1493.417544 = -65567.743071 nChanged 9 SP:Iteration 17Q (7085.936053 sec): 3 clusters Score: Raw -67067.657380 + Penalty 1493.417544 = -65574.239835 nChanged 7 SP:Iteration 18Q (7085.946778 sec): 3 clusters Score: Raw -67071.172500 + Penalty 1493.417544 = -65577.754955 nChanged 5 SP:Iteration 19Q (7085.957426 sec): 3 clusters Score: Raw -67074.720240 + Penalty 1493.417544 = -65581.302695 nChanged 4 SP:Iteration 20F (7085.967971 sec): 3 clusters Score: Raw -67078.800143 + Penalty 1493.417544 = -65585.382598 nChanged 3 SP:Iteration 21Q (7085.978454 sec): 3 clusters Score: Raw -67079.884695 + Penalty 1493.417544 = -65586.467151 nChanged 1 SP:Iteration 22Q (7085.989052 sec): 3 clusters Score: Raw -67080.746649 + Penalty 1493.417544 = -65587.329104 nChanged 1 SP:Iteration 23Q (7085.999652 sec): 3 clusters Score: Raw -67081.268989 + Penalty 1493.417544 = -65587.851444 nChanged 3 SP:Iteration 24Q (7086.010321 sec): 3 clusters Score: Raw -67082.215034 + Penalty 1493.417544 = -65588.797490 nChanged 2 SP:Iteration 25Q (7086.020922 sec): 3 clusters Score: Raw -67083.910160 + Penalty 1493.417544 = -65590.492616 nChanged 1 SP:Iteration 26Q (7086.031568 sec): 3 clusters Score: Raw -67084.204261 + Penalty 1493.417544 = -65590.786716 nChanged 0 SP:Iteration 27F (7086.042024 sec): 3 clusters Score: Raw -67084.204261 + Penalty 1493.417544 = -65590.786716 nChanged 0 Trying to split cluster 2 (3470 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7086.076006 sec): 2 clusters Score: Raw -183349.609560 + Penalty 855.950537 = -182493.659023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7086.203071 sec): 3 clusters Score: Raw -181588.099322 + Penalty 1711.901073 = -179876.198249 nChanged 1391 SP:Iteration 1F (7086.311208 sec): 3 clusters Score: Raw -182538.652734 + Penalty 1711.901073 = -180826.751661 nChanged 354 SP:Iteration 2F (7086.403890 sec): 3 clusters Score: Raw -182930.312195 + Penalty 1711.901073 = -181218.411122 nChanged 307 SP:Iteration 3F (7086.500614 sec): 3 clusters Score: Raw -183253.606590 + Penalty 1711.901073 = -181541.705517 nChanged 241 SP:Iteration 4F (7086.608505 sec): 3 clusters Score: Raw -183482.441158 + Penalty 1711.901073 = -181770.540084 nChanged 173 SP:Iteration 5Q (7086.701105 sec): 3 clusters Score: Raw -183625.243266 + Penalty 1711.901073 = -181913.342193 nChanged 122 SP:Iteration 6Q (7086.804672 sec): 3 clusters Score: Raw -183726.896657 + Penalty 1711.901073 = -182014.995584 nChanged 106 SP:Iteration 7Q (7086.906263 sec): 3 clusters Score: Raw -183802.725928 + Penalty 1711.901073 = -182090.824855 nChanged 93 SP:Iteration 8Q (7087.040010 sec): 3 clusters Score: Raw -183855.738614 + Penalty 1711.901073 = -182143.837541 nChanged 53 SP:Iteration 9Q (7087.132545 sec): 3 clusters Score: Raw -183879.377217 + Penalty 1711.901073 = -182167.476144 nChanged 30 SP:Iteration 10Q (7087.217044 sec): 3 clusters Score: Raw -183890.046819 + Penalty 1711.901073 = -182178.145745 nChanged 27 SP:Iteration 11Q (7087.310930 sec): 3 clusters Score: Raw -183898.441002 + Penalty 1711.901073 = -182186.539928 nChanged 20 SP:Iteration 12Q (7087.405769 sec): 3 clusters Score: Raw -183904.745851 + Penalty 1711.901073 = -182192.844777 nChanged 18 SP:Iteration 13Q (7087.489746 sec): 3 clusters Score: Raw -183911.360722 + Penalty 1711.901073 = -182199.459649 nChanged 14 SP:Iteration 14Q (7087.583285 sec): 3 clusters Score: Raw -183916.720205 + Penalty 1711.901073 = -182204.819132 nChanged 13 SP:Iteration 15Q (7087.652447 sec): 3 clusters Score: Raw -183920.734440 + Penalty 1711.901073 = -182208.833366 nChanged 19 SP:Iteration 16Q (7087.677979 sec): 3 clusters Score: Raw -183931.734055 + Penalty 1711.901073 = -182219.832981 nChanged 25 SP:Iteration 17Q (7087.703370 sec): 3 clusters Score: Raw -183940.930327 + Penalty 1711.901073 = -182229.029254 nChanged 15 SP:Iteration 18Q (7087.728749 sec): 3 clusters Score: Raw -183947.132228 + Penalty 1711.901073 = -182235.231155 nChanged 17 SP:Iteration 19Q (7087.754177 sec): 3 clusters Score: Raw -183956.374827 + Penalty 1711.901073 = -182244.473753 nChanged 19 SP:Iteration 20F (7087.779447 sec): 3 clusters Score: Raw -183965.516061 + Penalty 1711.901073 = -182253.614988 nChanged 23 SP:Iteration 21Q (7087.804780 sec): 3 clusters Score: Raw -183976.013668 + Penalty 1711.901073 = -182264.112594 nChanged 25 SP:Iteration 22Q (7087.830170 sec): 3 clusters Score: Raw -183985.486004 + Penalty 1711.901073 = -182273.584930 nChanged 31 SP:Iteration 23Q (7087.855562 sec): 3 clusters Score: Raw -183999.152712 + Penalty 1711.901073 = -182287.251638 nChanged 27 SP:Iteration 24Q (7087.881116 sec): 3 clusters Score: Raw -184009.165309 + Penalty 1711.901073 = -182297.264236 nChanged 25 SP:Iteration 25Q (7087.906468 sec): 3 clusters Score: Raw -184017.676004 + Penalty 1711.901073 = -182305.774930 nChanged 22 SP:Iteration 26Q (7087.931867 sec): 3 clusters Score: Raw -184024.367456 + Penalty 1711.901073 = -182312.466383 nChanged 14 SP:Iteration 27Q (7087.957120 sec): 3 clusters Score: Raw -184028.852465 + Penalty 1711.901073 = -182316.951392 nChanged 16 SP:Iteration 28Q (7087.982457 sec): 3 clusters Score: Raw -184034.665583 + Penalty 1711.901073 = -182322.764510 nChanged 13 SP:Iteration 29Q (7088.007917 sec): 3 clusters Score: Raw -184038.819609 + Penalty 1711.901073 = -182326.918536 nChanged 15 SP:Iteration 30Q (7088.033146 sec): 3 clusters Score: Raw -184047.610120 + Penalty 1711.901073 = -182335.709047 nChanged 17 SP:Iteration 31Q (7088.130196 sec): 3 clusters Score: Raw -184056.900959 + Penalty 1711.901073 = -182344.999885 nChanged 21 SP:Iteration 32Q (7088.221508 sec): 3 clusters Score: Raw -184064.910404 + Penalty 1711.901073 = -182353.009331 nChanged 20 SP:Iteration 33Q (7088.329616 sec): 3 clusters Score: Raw -184076.737306 + Penalty 1711.901073 = -182364.836233 nChanged 26 SP:Iteration 34Q (7088.436563 sec): 3 clusters Score: Raw -184103.794414 + Penalty 1711.901073 = -182391.893341 nChanged 42 SP:Iteration 35Q (7088.528598 sec): 3 clusters Score: Raw -184163.389923 + Penalty 1711.901073 = -182451.488849 nChanged 57 SP:Iteration 36Q (7088.600797 sec): 3 clusters Score: Raw -184258.019119 + Penalty 1711.901073 = -182546.118046 nChanged 61 SP:Iteration 37Q (7088.707361 sec): 3 clusters Score: Raw -184325.696293 + Penalty 1711.901073 = -182613.795220 nChanged 52 SP:Iteration 38Q (7088.819762 sec): 3 clusters Score: Raw -184353.704838 + Penalty 1711.901073 = -182641.803765 nChanged 25 SP:Iteration 39Q (7088.930266 sec): 3 clusters Score: Raw -184363.796020 + Penalty 1711.901073 = -182651.894947 nChanged 16 SP:Iteration 40F (7089.040241 sec): 3 clusters Score: Raw -184370.516146 + Penalty 1711.901073 = -182658.615073 nChanged 17 SP:Iteration 41Q (7089.153376 sec): 3 clusters Score: Raw -184378.124001 + Penalty 1711.901073 = -182666.222928 nChanged 16 SP:Iteration 42Q (7089.266732 sec): 3 clusters Score: Raw -184382.069914 + Penalty 1711.901073 = -182670.168841 nChanged 6 SP:Iteration 43Q (7089.376258 sec): 3 clusters Score: Raw -184383.952175 + Penalty 1711.901073 = -182672.051101 nChanged 4 SP:Iteration 44Q (7089.488503 sec): 3 clusters Score: Raw -184384.706861 + Penalty 1711.901073 = -182672.805788 nChanged 4 SP:Iteration 45Q (7089.602983 sec): 3 clusters Score: Raw -184385.355086 + Penalty 1711.901073 = -182673.454013 nChanged 0 SP:Iteration 46F (7089.710670 sec): 3 clusters Score: Raw -184385.355086 + Penalty 1711.901073 = -182673.454013 nChanged 0 Score: Raw -4226707.599298 + Penalty 23654.378232 = -4203053.221067 Splitting cluster 2 changes total score from -4203193.839254 to -4203053.221067 So it's not getting split. Trying to split cluster 3 (1216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7091.192820 sec): 2 clusters Score: Raw -49691.698563 + Penalty 745.848817 = -48945.849746 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7091.203938 sec): 3 clusters Score: Raw -49221.096798 + Penalty 1491.697633 = -47729.399165 nChanged 462 SP:Iteration 1F (7091.214425 sec): 3 clusters Score: Raw -49881.343405 + Penalty 1491.697633 = -48389.645771 nChanged 182 SP:Iteration 2F (7091.224919 sec): 3 clusters Score: Raw -50293.359426 + Penalty 1491.697633 = -48801.661793 nChanged 108 SP:Iteration 3F (7091.235798 sec): 3 clusters Score: Raw -50493.891383 + Penalty 1491.697633 = -49002.193750 nChanged 68 SP:Iteration 4F (7091.246644 sec): 3 clusters Score: Raw -50581.718024 + Penalty 1491.697633 = -49090.020391 nChanged 29 SP:Iteration 5Q (7091.257395 sec): 3 clusters Score: Raw -50611.260048 + Penalty 1491.697633 = -49119.562415 nChanged 19 SP:Iteration 6Q (7091.268146 sec): 3 clusters Score: Raw -50633.664318 + Penalty 1491.697633 = -49141.966685 nChanged 16 SP:Iteration 7Q (7091.278864 sec): 3 clusters Score: Raw -50643.756613 + Penalty 1491.697633 = -49152.058980 nChanged 3 SP:Iteration 8Q (7091.289560 sec): 3 clusters Score: Raw -50646.090031 + Penalty 1491.697633 = -49154.392398 nChanged 6 SP:Iteration 9Q (7091.300348 sec): 3 clusters Score: Raw -50651.053036 + Penalty 1491.697633 = -49159.355403 nChanged 3 SP:Iteration 10Q (7091.311069 sec): 3 clusters Score: Raw -50656.008202 + Penalty 1491.697633 = -49164.310569 nChanged 4 SP:Iteration 11Q (7091.321765 sec): 3 clusters Score: Raw -50657.158936 + Penalty 1491.697633 = -49165.461303 nChanged 1 SP:Iteration 12Q (7091.332181 sec): 3 clusters Score: Raw -50657.314968 + Penalty 1491.697633 = -49165.617335 nChanged 0 SP:Iteration 13F (7091.438286 sec): 3 clusters Score: Raw -50657.314968 + Penalty 1491.697633 = -49165.617335 nChanged 0 Score: Raw -4226637.470177 + Penalty 23654.378232 = -4202983.091945 Splitting cluster 3 changes total score from -4203193.839254 to -4202983.091945 So it's not getting split. Trying to split cluster 4 (4883 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7093.459599 sec): 2 clusters Score: Raw -296256.995739 + Penalty 891.819082 = -295365.176657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7093.589374 sec): 3 clusters Score: Raw -293601.419847 + Penalty 1783.638163 = -291817.781683 nChanged 2074 SP:Iteration 1F (7093.657659 sec): 3 clusters Score: Raw -294786.877814 + Penalty 1783.638163 = -293003.239651 nChanged 342 SP:Iteration 2F (7093.698616 sec): 3 clusters Score: Raw -294983.833578 + Penalty 1783.638163 = -293200.195414 nChanged 279 SP:Iteration 3F (7093.733981 sec): 3 clusters Score: Raw -295156.508566 + Penalty 1783.638163 = -293372.870403 nChanged 245 SP:Iteration 4F (7093.768466 sec): 3 clusters Score: Raw -295283.334176 + Penalty 1783.638163 = -293499.696013 nChanged 201 SP:Iteration 5Q (7093.803701 sec): 3 clusters Score: Raw -295367.953799 + Penalty 1783.638163 = -293584.315636 nChanged 172 SP:Iteration 6Q (7093.838947 sec): 3 clusters Score: Raw -295436.092549 + Penalty 1783.638163 = -293652.454386 nChanged 136 SP:Iteration 7Q (7093.874192 sec): 3 clusters Score: Raw -295495.175684 + Penalty 1783.638163 = -293711.537520 nChanged 140 SP:Iteration 8Q (7093.909279 sec): 3 clusters Score: Raw -295554.299458 + Penalty 1783.638163 = -293770.661295 nChanged 129 SP:Iteration 9Q (7093.943640 sec): 3 clusters Score: Raw -295616.525697 + Penalty 1783.638163 = -293832.887533 nChanged 125 SP:Iteration 10Q (7093.978220 sec): 3 clusters Score: Raw -295678.284317 + Penalty 1783.638163 = -293894.646154 nChanged 119 SP:Iteration 11Q (7094.012633 sec): 3 clusters Score: Raw -295722.367861 + Penalty 1783.638163 = -293938.729697 nChanged 103 SP:Iteration 12Q (7094.047169 sec): 3 clusters Score: Raw -295763.719448 + Penalty 1783.638163 = -293980.081285 nChanged 75 SP:Iteration 13Q (7094.081593 sec): 3 clusters Score: Raw -295795.004855 + Penalty 1783.638163 = -294011.366692 nChanged 88 SP:Iteration 14Q (7094.116625 sec): 3 clusters Score: Raw -295834.042645 + Penalty 1783.638163 = -294050.404482 nChanged 84 SP:Iteration 15Q (7094.151516 sec): 3 clusters Score: Raw -295868.997578 + Penalty 1783.638163 = -294085.359415 nChanged 69 SP:Iteration 16Q (7094.186272 sec): 3 clusters Score: Raw -295896.691639 + Penalty 1783.638163 = -294113.053476 nChanged 58 SP:Iteration 17Q (7094.221013 sec): 3 clusters Score: Raw -295913.887023 + Penalty 1783.638163 = -294130.248859 nChanged 53 SP:Iteration 18Q (7094.255721 sec): 3 clusters Score: Raw -295932.899653 + Penalty 1783.638163 = -294149.261490 nChanged 51 SP:Iteration 19Q (7094.290398 sec): 3 clusters Score: Raw -295946.982068 + Penalty 1783.638163 = -294163.343904 nChanged 40 SP:Iteration 20F (7094.324086 sec): 3 clusters Score: Raw -295956.143369 + Penalty 1783.638163 = -294172.505206 nChanged 21 SP:Iteration 21Q (7094.358367 sec): 3 clusters Score: Raw -295960.989739 + Penalty 1783.638163 = -294177.351576 nChanged 22 SP:Iteration 22Q (7094.392475 sec): 3 clusters Score: Raw -295965.044464 + Penalty 1783.638163 = -294181.406301 nChanged 22 SP:Iteration 23Q (7094.426939 sec): 3 clusters Score: Raw -295968.867440 + Penalty 1783.638163 = -294185.229276 nChanged 16 SP:Iteration 24Q (7094.461135 sec): 3 clusters Score: Raw -295971.936714 + Penalty 1783.638163 = -294188.298551 nChanged 19 SP:Iteration 25Q (7094.495779 sec): 3 clusters Score: Raw -295975.467068 + Penalty 1783.638163 = -294191.828904 nChanged 11 SP:Iteration 26Q (7094.530287 sec): 3 clusters Score: Raw -295977.066383 + Penalty 1783.638163 = -294193.428220 nChanged 10 SP:Iteration 27Q (7094.636640 sec): 3 clusters Score: Raw -295978.931433 + Penalty 1783.638163 = -294195.293270 nChanged 13 SP:Iteration 28Q (7094.781773 sec): 3 clusters Score: Raw -295981.969840 + Penalty 1783.638163 = -294198.331677 nChanged 14 SP:Iteration 29Q (7094.882627 sec): 3 clusters Score: Raw -295984.275452 + Penalty 1783.638163 = -294200.637288 nChanged 8 SP:Iteration 30Q (7094.987393 sec): 3 clusters Score: Raw -295985.201432 + Penalty 1783.638163 = -294201.563268 nChanged 10 SP:Iteration 31Q (7095.094845 sec): 3 clusters Score: Raw -295986.383216 + Penalty 1783.638163 = -294202.745053 nChanged 4 SP:Iteration 32Q (7095.202506 sec): 3 clusters Score: Raw -295986.855939 + Penalty 1783.638163 = -294203.217776 nChanged 2 SP:Iteration 33Q (7095.313545 sec): 3 clusters Score: Raw -295987.235418 + Penalty 1783.638163 = -294203.597255 nChanged 1 SP:Iteration 34Q (7095.422419 sec): 3 clusters Score: Raw -295987.316198 + Penalty 1783.638163 = -294203.678035 nChanged 1 SP:Iteration 35Q (7095.526901 sec): 3 clusters Score: Raw -295987.403629 + Penalty 1783.638163 = -294203.765465 nChanged 2 SP:Iteration 36Q (7095.650167 sec): 3 clusters Score: Raw -295987.580833 + Penalty 1783.638163 = -294203.942670 nChanged 4 SP:Iteration 37Q (7095.736426 sec): 3 clusters Score: Raw -295988.072687 + Penalty 1783.638163 = -294204.434524 nChanged 8 SP:Iteration 38Q (7095.847352 sec): 3 clusters Score: Raw -295989.227430 + Penalty 1783.638163 = -294205.589267 nChanged 7 SP:Iteration 39Q (7095.988659 sec): 3 clusters Score: Raw -295990.767681 + Penalty 1783.638163 = -294207.129518 nChanged 7 SP:Iteration 40F (7096.083607 sec): 3 clusters Score: Raw -295991.950279 + Penalty 1783.638163 = -294208.312115 nChanged 4 SP:Iteration 41Q (7096.151888 sec): 3 clusters Score: Raw -295992.507265 + Penalty 1783.638163 = -294208.869102 nChanged 5 SP:Iteration 42Q (7096.191867 sec): 3 clusters Score: Raw -295993.357494 + Penalty 1783.638163 = -294209.719331 nChanged 4 SP:Iteration 43Q (7096.229025 sec): 3 clusters Score: Raw -295993.742651 + Penalty 1783.638163 = -294210.104487 nChanged 2 SP:Iteration 44Q (7096.266530 sec): 3 clusters Score: Raw -295993.982369 + Penalty 1783.638163 = -294210.344206 nChanged 1 SP:Iteration 45Q (7096.304165 sec): 3 clusters Score: Raw -295994.034265 + Penalty 1783.638163 = -294210.396101 nChanged 0 SP:Iteration 46F (7096.341019 sec): 3 clusters Score: Raw -295994.034265 + Penalty 1783.638163 = -294210.396101 nChanged 0 Trying to split cluster 5 (854 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7096.371722 sec): 2 clusters Score: Raw -41769.321405 + Penalty 708.742775 = -41060.578630 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7096.382249 sec): 3 clusters Score: Raw -41479.929195 + Penalty 1417.485551 = -40062.443644 nChanged 285 SP:Iteration 1F (7096.391841 sec): 3 clusters Score: Raw -41766.951221 + Penalty 1417.485551 = -40349.465670 nChanged 75 SP:Iteration 2F (7096.401554 sec): 3 clusters Score: Raw -41862.797719 + Penalty 1417.485551 = -40445.312168 nChanged 45 SP:Iteration 3F (7096.411248 sec): 3 clusters Score: Raw -41897.348712 + Penalty 1417.485551 = -40479.863162 nChanged 15 SP:Iteration 4Q (7096.421017 sec): 3 clusters Score: Raw -41917.271900 + Penalty 1417.485551 = -40499.786349 nChanged 12 SP:Iteration 5Q (7096.430754 sec): 3 clusters Score: Raw -41928.111281 + Penalty 1417.485551 = -40510.625731 nChanged 5 SP:Iteration 6Q (7096.440554 sec): 3 clusters Score: Raw -41931.807564 + Penalty 1417.485551 = -40514.322013 nChanged 2 SP:Iteration 7Q (7096.450300 sec): 3 clusters Score: Raw -41935.029604 + Penalty 1417.485551 = -40517.544054 nChanged 4 SP:Iteration 8Q (7096.460025 sec): 3 clusters Score: Raw -41940.550519 + Penalty 1417.485551 = -40523.064968 nChanged 3 SP:Iteration 9Q (7096.469734 sec): 3 clusters Score: Raw -41942.126048 + Penalty 1417.485551 = -40524.640497 nChanged 3 SP:Iteration 10Q (7096.589166 sec): 3 clusters Score: Raw -41942.897925 + Penalty 1417.485551 = -40525.412374 nChanged 0 SP:Iteration 11F (7096.713859 sec): 3 clusters Score: Raw -41942.897925 + Penalty 1417.485551 = -40525.412374 nChanged 0 Trying to split cluster 6 (4100 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7096.777849 sec): 2 clusters Score: Raw -209197.240973 + Penalty 873.467937 = -208323.773037 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7096.942718 sec): 3 clusters Score: Raw -207004.448657 + Penalty 1746.935873 = -205257.512784 nChanged 1718 SP:Iteration 1F (7097.016322 sec): 3 clusters Score: Raw -208134.025091 + Penalty 1746.935873 = -206387.089218 nChanged 393 SP:Iteration 2F (7097.132541 sec): 3 clusters Score: Raw -208495.120016 + Penalty 1746.935873 = -206748.184143 nChanged 350 SP:Iteration 3F (7097.262449 sec): 3 clusters Score: Raw -208818.545439 + Penalty 1746.935873 = -207071.609566 nChanged 309 SP:Iteration 4F (7097.359863 sec): 3 clusters Score: Raw -209109.294627 + Penalty 1746.935873 = -207362.358754 nChanged 263 SP:Iteration 5F (7097.474590 sec): 3 clusters Score: Raw -209330.085574 + Penalty 1746.935873 = -207583.149701 nChanged 216 SP:Iteration 6F (7097.591752 sec): 3 clusters Score: Raw -209483.748669 + Penalty 1746.935873 = -207736.812796 nChanged 162 SP:Iteration 7Q (7097.693954 sec): 3 clusters Score: Raw -209584.742882 + Penalty 1746.935873 = -207837.807008 nChanged 104 SP:Iteration 8Q (7097.798492 sec): 3 clusters Score: Raw -209635.307263 + Penalty 1746.935873 = -207888.371390 nChanged 85 SP:Iteration 9Q (7097.900814 sec): 3 clusters Score: Raw -209663.142002 + Penalty 1746.935873 = -207916.206129 nChanged 51 SP:Iteration 10Q (7098.015462 sec): 3 clusters Score: Raw -209679.976735 + Penalty 1746.935873 = -207933.040862 nChanged 36 SP:Iteration 11Q (7098.154668 sec): 3 clusters Score: Raw -209693.752386 + Penalty 1746.935873 = -207946.816513 nChanged 28 SP:Iteration 12Q (7098.244899 sec): 3 clusters Score: Raw -209701.652647 + Penalty 1746.935873 = -207954.716774 nChanged 23 SP:Iteration 13Q (7098.358389 sec): 3 clusters Score: Raw -209706.790148 + Penalty 1746.935873 = -207959.854275 nChanged 27 SP:Iteration 14Q (7098.466714 sec): 3 clusters Score: Raw -209713.887609 + Penalty 1746.935873 = -207966.951736 nChanged 17 SP:Iteration 15Q (7098.526484 sec): 3 clusters Score: Raw -209717.327577 + Penalty 1746.935873 = -207970.391704 nChanged 16 SP:Iteration 16Q (7098.562132 sec): 3 clusters Score: Raw -209720.323439 + Penalty 1746.935873 = -207973.387566 nChanged 11 SP:Iteration 17Q (7098.599306 sec): 3 clusters Score: Raw -209723.551232 + Penalty 1746.935873 = -207976.615359 nChanged 17 SP:Iteration 18Q (7098.638450 sec): 3 clusters Score: Raw -209728.808895 + Penalty 1746.935873 = -207981.873022 nChanged 18 SP:Iteration 19Q (7098.677618 sec): 3 clusters Score: Raw -209732.936199 + Penalty 1746.935873 = -207986.000326 nChanged 16 SP:Iteration 20F (7098.716611 sec): 3 clusters Score: Raw -209735.994634 + Penalty 1746.935873 = -207989.058761 nChanged 11 SP:Iteration 21Q (7098.756088 sec): 3 clusters Score: Raw -209737.285514 + Penalty 1746.935873 = -207990.349641 nChanged 6 SP:Iteration 22Q (7098.793614 sec): 3 clusters Score: Raw -209738.238786 + Penalty 1746.935873 = -207991.302913 nChanged 7 SP:Iteration 23Q (7098.828831 sec): 3 clusters Score: Raw -209739.201774 + Penalty 1746.935873 = -207992.265901 nChanged 6 SP:Iteration 24Q (7098.864134 sec): 3 clusters Score: Raw -209741.953419 + Penalty 1746.935873 = -207995.017546 nChanged 6 SP:Iteration 25Q (7098.899433 sec): 3 clusters Score: Raw -209742.643752 + Penalty 1746.935873 = -207995.707879 nChanged 5 SP:Iteration 26Q (7098.934658 sec): 3 clusters Score: Raw -209743.470451 + Penalty 1746.935873 = -207996.534578 nChanged 3 SP:Iteration 27Q (7098.970172 sec): 3 clusters Score: Raw -209743.861855 + Penalty 1746.935873 = -207996.925982 nChanged 2 SP:Iteration 28Q (7099.091560 sec): 3 clusters Score: Raw -209743.980422 + Penalty 1746.935873 = -207997.044549 nChanged 1 SP:Iteration 29Q (7099.249499 sec): 3 clusters Score: Raw -209744.043836 + Penalty 1746.935873 = -207997.107963 nChanged 0 SP:Iteration 30F (7099.356794 sec): 3 clusters Score: Raw -209744.043836 + Penalty 1746.935873 = -207997.107963 nChanged 0 Trying to split cluster 7 (2011 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7099.448498 sec): 2 clusters Score: Raw -89591.719540 + Penalty 798.670676 = -88793.048864 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7099.532583 sec): 3 clusters Score: Raw -88688.611829 + Penalty 1597.341352 = -87091.270477 nChanged 753 SP:Iteration 1F (7099.656886 sec): 3 clusters Score: Raw -89293.970695 + Penalty 1597.341352 = -87696.629343 nChanged 168 SP:Iteration 2F (7099.773627 sec): 3 clusters Score: Raw -89425.317053 + Penalty 1597.341352 = -87827.975701 nChanged 114 SP:Iteration 3F (7099.888800 sec): 3 clusters Score: Raw -89516.542354 + Penalty 1597.341352 = -87919.201002 nChanged 84 SP:Iteration 4Q (7100.004480 sec): 3 clusters Score: Raw -89578.331645 + Penalty 1597.341352 = -87980.990293 nChanged 81 SP:Iteration 5Q (7100.119459 sec): 3 clusters Score: Raw -89646.526560 + Penalty 1597.341352 = -88049.185209 nChanged 64 SP:Iteration 6Q (7100.235291 sec): 3 clusters Score: Raw -89691.959703 + Penalty 1597.341352 = -88094.618351 nChanged 59 SP:Iteration 7Q (7100.346526 sec): 3 clusters Score: Raw -89734.080222 + Penalty 1597.341352 = -88136.738870 nChanged 50 SP:Iteration 8Q (7100.462018 sec): 3 clusters Score: Raw -89763.447862 + Penalty 1597.341352 = -88166.106510 nChanged 43 SP:Iteration 9Q (7100.573792 sec): 3 clusters Score: Raw -89786.692674 + Penalty 1597.341352 = -88189.351322 nChanged 38 SP:Iteration 10Q (7100.689649 sec): 3 clusters Score: Raw -89806.195241 + Penalty 1597.341352 = -88208.853889 nChanged 46 SP:Iteration 11Q (7100.798964 sec): 3 clusters Score: Raw -89833.592129 + Penalty 1597.341352 = -88236.250777 nChanged 40 SP:Iteration 12Q (7100.915146 sec): 3 clusters Score: Raw -89855.605841 + Penalty 1597.341352 = -88258.264489 nChanged 36 SP:Iteration 13Q (7101.008151 sec): 3 clusters Score: Raw -89872.530261 + Penalty 1597.341352 = -88275.188910 nChanged 33 SP:Iteration 14Q (7101.124009 sec): 3 clusters Score: Raw -89892.869331 + Penalty 1597.341352 = -88295.527979 nChanged 31 SP:Iteration 15Q (7101.238841 sec): 3 clusters Score: Raw -89906.093026 + Penalty 1597.341352 = -88308.751674 nChanged 30 SP:Iteration 16Q (7101.354126 sec): 3 clusters Score: Raw -89922.776217 + Penalty 1597.341352 = -88325.434865 nChanged 26 SP:Iteration 17Q (7101.467052 sec): 3 clusters Score: Raw -89932.366904 + Penalty 1597.341352 = -88335.025553 nChanged 18 SP:Iteration 18Q (7101.510649 sec): 3 clusters Score: Raw -89938.763218 + Penalty 1597.341352 = -88341.421866 nChanged 10 SP:Iteration 19Q (7101.531034 sec): 3 clusters Score: Raw -89942.040141 + Penalty 1597.341352 = -88344.698789 nChanged 4 SP:Iteration 20F (7101.551175 sec): 3 clusters Score: Raw -89943.460222 + Penalty 1597.341352 = -88346.118870 nChanged 7 SP:Iteration 21Q (7101.571569 sec): 3 clusters Score: Raw -89945.923772 + Penalty 1597.341352 = -88348.582420 nChanged 7 SP:Iteration 22Q (7101.593408 sec): 3 clusters Score: Raw -89948.414987 + Penalty 1597.341352 = -88351.073635 nChanged 5 SP:Iteration 23Q (7101.615164 sec): 3 clusters Score: Raw -89949.893046 + Penalty 1597.341352 = -88352.551694 nChanged 5 SP:Iteration 24Q (7101.636987 sec): 3 clusters Score: Raw -89952.861811 + Penalty 1597.341352 = -88355.520459 nChanged 4 SP:Iteration 25Q (7101.658706 sec): 3 clusters Score: Raw -89955.330912 + Penalty 1597.341352 = -88357.989560 nChanged 6 SP:Iteration 26Q (7101.680430 sec): 3 clusters Score: Raw -89957.462097 + Penalty 1597.341352 = -88360.120745 nChanged 4 SP:Iteration 27Q (7101.823536 sec): 3 clusters Score: Raw -89959.041232 + Penalty 1597.341352 = -88361.699880 nChanged 3 SP:Iteration 28Q (7101.907200 sec): 3 clusters Score: Raw -89960.089150 + Penalty 1597.341352 = -88362.747798 nChanged 1 SP:Iteration 29Q (7102.035226 sec): 3 clusters Score: Raw -89960.336662 + Penalty 1597.341352 = -88362.995310 nChanged 2 SP:Iteration 30Q (7102.139251 sec): 3 clusters Score: Raw -89960.748279 + Penalty 1597.341352 = -88363.406927 nChanged 2 SP:Iteration 31Q (7102.247076 sec): 3 clusters Score: Raw -89961.176617 + Penalty 1597.341352 = -88363.835265 nChanged 1 SP:Iteration 32Q (7102.361280 sec): 3 clusters Score: Raw -89961.260493 + Penalty 1597.341352 = -88363.919141 nChanged 0 SP:Iteration 33F (7102.477125 sec): 3 clusters Score: Raw -89961.260493 + Penalty 1597.341352 = -88363.919141 nChanged 0 Trying to split cluster 8 (1297 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7102.537986 sec): 2 clusters Score: Raw -58748.749983 + Penalty 752.619964 = -57996.130018 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7102.656372 sec): 3 clusters Score: Raw -58205.782999 + Penalty 1505.239929 = -56700.543071 nChanged 481 SP:Iteration 1F (7102.757504 sec): 3 clusters Score: Raw -58664.449312 + Penalty 1505.239929 = -57159.209383 nChanged 142 SP:Iteration 2F (7102.872081 sec): 3 clusters Score: Raw -58856.947613 + Penalty 1505.239929 = -57351.707684 nChanged 101 SP:Iteration 3F (7102.986448 sec): 3 clusters Score: Raw -58971.779827 + Penalty 1505.239929 = -57466.539898 nChanged 65 SP:Iteration 4F (7103.085109 sec): 3 clusters Score: Raw -59028.738409 + Penalty 1505.239929 = -57523.498480 nChanged 45 SP:Iteration 5Q (7103.199503 sec): 3 clusters Score: Raw -59065.889301 + Penalty 1505.239929 = -57560.649372 nChanged 32 SP:Iteration 6Q (7103.297492 sec): 3 clusters Score: Raw -59088.396226 + Penalty 1505.239929 = -57583.156297 nChanged 28 SP:Iteration 7Q (7103.411891 sec): 3 clusters Score: Raw -59111.554284 + Penalty 1505.239929 = -57606.314355 nChanged 29 SP:Iteration 8Q (7103.524897 sec): 3 clusters Score: Raw -59144.396159 + Penalty 1505.239929 = -57639.156230 nChanged 24 SP:Iteration 9Q (7103.639875 sec): 3 clusters Score: Raw -59159.607104 + Penalty 1505.239929 = -57654.367175 nChanged 8 SP:Iteration 10Q (7103.739780 sec): 3 clusters Score: Raw -59164.880465 + Penalty 1505.239929 = -57659.640536 nChanged 6 SP:Iteration 11Q (7103.853309 sec): 3 clusters Score: Raw -59168.080764 + Penalty 1505.239929 = -57662.840836 nChanged 6 SP:Iteration 12Q (7103.948327 sec): 3 clusters Score: Raw -59171.453646 + Penalty 1505.239929 = -57666.213717 nChanged 8 SP:Iteration 13Q (7104.061683 sec): 3 clusters Score: Raw -59175.935552 + Penalty 1505.239929 = -57670.695624 nChanged 6 SP:Iteration 14Q (7104.175122 sec): 3 clusters Score: Raw -59181.149887 + Penalty 1505.239929 = -57675.909958 nChanged 6 SP:Iteration 15Q (7104.288954 sec): 3 clusters Score: Raw -59183.419033 + Penalty 1505.239929 = -57678.179105 nChanged 6 SP:Iteration 16Q (7104.334552 sec): 3 clusters Score: Raw -59186.187877 + Penalty 1505.239929 = -57680.947948 nChanged 2 SP:Iteration 17Q (7104.360678 sec): 3 clusters Score: Raw -59186.852575 + Penalty 1505.239929 = -57681.612647 nChanged 2 SP:Iteration 18Q (7104.375033 sec): 3 clusters Score: Raw -59187.632859 + Penalty 1505.239929 = -57682.392930 nChanged 1 SP:Iteration 19Q (7104.389400 sec): 3 clusters Score: Raw -59188.179838 + Penalty 1505.239929 = -57682.939909 nChanged 0 SP:Iteration 20F (7104.404138 sec): 3 clusters Score: Raw -59188.179838 + Penalty 1505.239929 = -57682.939909 nChanged 0 Trying to split cluster 9 (8421 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7104.460122 sec): 2 clusters Score: Raw -473286.913526 + Penalty 949.040806 = -472337.872720 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7104.605165 sec): 3 clusters Score: Raw -468465.248945 + Penalty 1898.081612 = -466567.167334 nChanged 3677 SP:Iteration 1F (7104.730340 sec): 3 clusters Score: Raw -470644.375056 + Penalty 1898.081612 = -468746.293444 nChanged 635 SP:Iteration 2F (7104.861222 sec): 3 clusters Score: Raw -471086.680806 + Penalty 1898.081612 = -469188.599194 nChanged 595 SP:Iteration 3F (7105.021750 sec): 3 clusters Score: Raw -471530.743351 + Penalty 1898.081612 = -469632.661739 nChanged 553 SP:Iteration 4F (7105.119057 sec): 3 clusters Score: Raw -471922.152105 + Penalty 1898.081612 = -470024.070494 nChanged 448 SP:Iteration 5F (7105.241989 sec): 3 clusters Score: Raw -472214.277085 + Penalty 1898.081612 = -470316.195473 nChanged 393 SP:Iteration 6Q (7105.372909 sec): 3 clusters Score: Raw -472482.159676 + Penalty 1898.081612 = -470584.078064 nChanged 309 SP:Iteration 7Q (7105.492378 sec): 3 clusters Score: Raw -472690.477590 + Penalty 1898.081612 = -470792.395978 nChanged 279 SP:Iteration 8Q (7105.631909 sec): 3 clusters Score: Raw -472859.326010 + Penalty 1898.081612 = -470961.244398 nChanged 226 SP:Iteration 9Q (7105.769812 sec): 3 clusters Score: Raw -472973.386969 + Penalty 1898.081612 = -471075.305357 nChanged 179 SP:Iteration 10Q (7105.907982 sec): 3 clusters Score: Raw -473070.192108 + Penalty 1898.081612 = -471172.110496 nChanged 170 SP:Iteration 11Q (7106.049762 sec): 3 clusters Score: Raw -473159.907553 + Penalty 1898.081612 = -471261.825942 nChanged 160 SP:Iteration 12Q (7106.177498 sec): 3 clusters Score: Raw -473245.378333 + Penalty 1898.081612 = -471347.296721 nChanged 146 SP:Iteration 13Q (7106.307658 sec): 3 clusters Score: Raw -473318.078105 + Penalty 1898.081612 = -471419.996493 nChanged 129 SP:Iteration 14Q (7106.446722 sec): 3 clusters Score: Raw -473406.963484 + Penalty 1898.081612 = -471508.881872 nChanged 159 SP:Iteration 15Q (7106.584415 sec): 3 clusters Score: Raw -473585.739293 + Penalty 1898.081612 = -471687.657681 nChanged 208 SP:Iteration 16Q (7106.652169 sec): 3 clusters Score: Raw -473829.139440 + Penalty 1898.081612 = -471931.057828 nChanged 217 SP:Iteration 17Q (7106.704904 sec): 3 clusters Score: Raw -474051.316734 + Penalty 1898.081612 = -472153.235122 nChanged 211 SP:Iteration 18Q (7106.757587 sec): 3 clusters Score: Raw -474324.215804 + Penalty 1898.081612 = -472426.134192 nChanged 207 SP:Iteration 19Q (7106.811486 sec): 3 clusters Score: Raw -474562.140557 + Penalty 1898.081612 = -472664.058946 nChanged 168 SP:Iteration 20F (7106.866969 sec): 3 clusters Score: Raw -474729.303543 + Penalty 1898.081612 = -472831.221931 nChanged 107 SP:Iteration 21Q (7106.920718 sec): 3 clusters Score: Raw -474808.987478 + Penalty 1898.081612 = -472910.905866 nChanged 83 SP:Iteration 22Q (7106.974674 sec): 3 clusters Score: Raw -474854.655550 + Penalty 1898.081612 = -472956.573938 nChanged 40 SP:Iteration 23Q (7107.028644 sec): 3 clusters Score: Raw -474869.298057 + Penalty 1898.081612 = -472971.216445 nChanged 29 SP:Iteration 24Q (7107.082629 sec): 3 clusters Score: Raw -474875.870793 + Penalty 1898.081612 = -472977.789181 nChanged 22 SP:Iteration 25Q (7107.135753 sec): 3 clusters Score: Raw -474882.287875 + Penalty 1898.081612 = -472984.206264 nChanged 14 SP:Iteration 26Q (7107.188619 sec): 3 clusters Score: Raw -474885.777978 + Penalty 1898.081612 = -472987.696366 nChanged 16 SP:Iteration 27Q (7107.243904 sec): 3 clusters Score: Raw -474888.943515 + Penalty 1898.081612 = -472990.861903 nChanged 7 SP:Iteration 28Q (7107.297519 sec): 3 clusters Score: Raw -474889.833290 + Penalty 1898.081612 = -472991.751679 nChanged 4 SP:Iteration 29Q (7107.351012 sec): 3 clusters Score: Raw -474890.116080 + Penalty 1898.081612 = -472992.034468 nChanged 1 SP:Iteration 30Q (7107.404420 sec): 3 clusters Score: Raw -474890.149018 + Penalty 1898.081612 = -472992.067406 nChanged 1 SP:Iteration 31Q (7107.457572 sec): 3 clusters Score: Raw -474890.210766 + Penalty 1898.081612 = -472992.129155 nChanged 2 SP:Iteration 32Q (7107.582366 sec): 3 clusters Score: Raw -474890.538322 + Penalty 1898.081612 = -472992.456710 nChanged 2 SP:Iteration 33Q (7107.739138 sec): 3 clusters Score: Raw -474890.857098 + Penalty 1898.081612 = -472992.775486 nChanged 4 SP:Iteration 34Q (7107.870208 sec): 3 clusters Score: Raw -474891.522045 + Penalty 1898.081612 = -472993.440434 nChanged 5 SP:Iteration 35Q (7108.017673 sec): 3 clusters Score: Raw -474892.120386 + Penalty 1898.081612 = -472994.038775 nChanged 4 SP:Iteration 36Q (7108.136116 sec): 3 clusters Score: Raw -474892.745016 + Penalty 1898.081612 = -472994.663404 nChanged 2 SP:Iteration 37Q (7108.262625 sec): 3 clusters Score: Raw -474893.305290 + Penalty 1898.081612 = -472995.223679 nChanged 2 SP:Iteration 38Q (7108.393655 sec): 3 clusters Score: Raw -474893.413004 + Penalty 1898.081612 = -472995.331393 nChanged 1 SP:Iteration 39Q (7108.526958 sec): 3 clusters Score: Raw -474893.447794 + Penalty 1898.081612 = -472995.366182 nChanged 1 SP:Iteration 40F (7108.690265 sec): 3 clusters Score: Raw -474893.485183 + Penalty 1898.081612 = -472995.403572 nChanged 0 Score: Raw -4227278.425430 + Penalty 23654.378232 = -4203624.047198 Splitting cluster 9 changes total score from -4203193.839254 to -4203624.047198 So it's getting split into cluster 20. Trying to split cluster 10 (7885 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7110.398797 sec): 2 clusters Score: Raw -458031.205308 + Penalty 942.135337 = -457089.069971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7110.450248 sec): 3 clusters Score: Raw -453533.302525 + Penalty 1884.270675 = -451649.031851 nChanged 3429 SP:Iteration 1F (7110.511218 sec): 3 clusters Score: Raw -455537.848417 + Penalty 1884.270675 = -453653.577742 nChanged 569 SP:Iteration 2F (7110.556228 sec): 3 clusters Score: Raw -455851.415337 + Penalty 1884.270675 = -453967.144663 nChanged 491 SP:Iteration 3F (7110.601217 sec): 3 clusters Score: Raw -456140.056032 + Penalty 1884.270675 = -454255.785357 nChanged 455 SP:Iteration 4F (7110.646317 sec): 3 clusters Score: Raw -456446.626073 + Penalty 1884.270675 = -454562.355398 nChanged 450 SP:Iteration 5F (7110.702552 sec): 3 clusters Score: Raw -456748.708171 + Penalty 1884.270675 = -454864.437496 nChanged 397 SP:Iteration 6F (7110.758321 sec): 3 clusters Score: Raw -456996.067981 + Penalty 1884.270675 = -455111.797306 nChanged 299 SP:Iteration 7Q (7110.815103 sec): 3 clusters Score: Raw -457167.384137 + Penalty 1884.270675 = -455283.113462 nChanged 255 SP:Iteration 8Q (7110.865203 sec): 3 clusters Score: Raw -457302.253567 + Penalty 1884.270675 = -455417.982893 nChanged 201 SP:Iteration 9Q (7110.912640 sec): 3 clusters Score: Raw -457397.281171 + Penalty 1884.270675 = -455513.010496 nChanged 173 SP:Iteration 10Q (7110.959982 sec): 3 clusters Score: Raw -457464.979791 + Penalty 1884.270675 = -455580.709116 nChanged 132 SP:Iteration 11Q (7111.008590 sec): 3 clusters Score: Raw -457515.544817 + Penalty 1884.270675 = -455631.274142 nChanged 115 SP:Iteration 12Q (7111.059594 sec): 3 clusters Score: Raw -457552.491006 + Penalty 1884.270675 = -455668.220331 nChanged 94 SP:Iteration 13Q (7111.110125 sec): 3 clusters Score: Raw -457587.650495 + Penalty 1884.270675 = -455703.379820 nChanged 83 SP:Iteration 14Q (7111.160699 sec): 3 clusters Score: Raw -457620.122083 + Penalty 1884.270675 = -455735.851408 nChanged 91 SP:Iteration 15Q (7111.210861 sec): 3 clusters Score: Raw -457660.088226 + Penalty 1884.270675 = -455775.817551 nChanged 83 SP:Iteration 16Q (7111.261464 sec): 3 clusters Score: Raw -457689.050215 + Penalty 1884.270675 = -455804.779540 nChanged 85 SP:Iteration 17Q (7111.314268 sec): 3 clusters Score: Raw -457731.061742 + Penalty 1884.270675 = -455846.791067 nChanged 97 SP:Iteration 18Q (7111.363215 sec): 3 clusters Score: Raw -457783.961957 + Penalty 1884.270675 = -455899.691282 nChanged 93 SP:Iteration 19Q (7111.505102 sec): 3 clusters Score: Raw -457840.634486 + Penalty 1884.270675 = -455956.363811 nChanged 109 SP:Iteration 20F (7111.658678 sec): 3 clusters Score: Raw -457899.213508 + Penalty 1884.270675 = -456014.942833 nChanged 100 SP:Iteration 21Q (7111.773504 sec): 3 clusters Score: Raw -457979.376258 + Penalty 1884.270675 = -456095.105583 nChanged 118 SP:Iteration 22Q (7111.939344 sec): 3 clusters Score: Raw -458107.668720 + Penalty 1884.270675 = -456223.398045 nChanged 142 SP:Iteration 23Q (7112.042218 sec): 3 clusters Score: Raw -458269.164672 + Penalty 1884.270675 = -456384.893997 nChanged 173 SP:Iteration 24Q (7112.176445 sec): 3 clusters Score: Raw -458440.219879 + Penalty 1884.270675 = -456555.949204 nChanged 145 SP:Iteration 25Q (7112.331720 sec): 3 clusters Score: Raw -458550.094445 + Penalty 1884.270675 = -456665.823770 nChanged 142 SP:Iteration 26Q (7112.421866 sec): 3 clusters Score: Raw -458644.520464 + Penalty 1884.270675 = -456760.249789 nChanged 118 SP:Iteration 27Q (7112.532640 sec): 3 clusters Score: Raw -458715.651269 + Penalty 1884.270675 = -456831.380595 nChanged 101 SP:Iteration 28Q (7112.660575 sec): 3 clusters Score: Raw -458766.383007 + Penalty 1884.270675 = -456882.112332 nChanged 82 SP:Iteration 29Q (7112.814636 sec): 3 clusters Score: Raw -458806.370302 + Penalty 1884.270675 = -456922.099627 nChanged 70 SP:Iteration 30Q (7112.943730 sec): 3 clusters Score: Raw -458841.485580 + Penalty 1884.270675 = -456957.214905 nChanged 71 SP:Iteration 31Q (7113.049857 sec): 3 clusters Score: Raw -458870.451366 + Penalty 1884.270675 = -456986.180691 nChanged 59 SP:Iteration 32Q (7113.168133 sec): 3 clusters Score: Raw -458891.915975 + Penalty 1884.270675 = -457007.645301 nChanged 46 SP:Iteration 33Q (7113.295173 sec): 3 clusters Score: Raw -458911.909850 + Penalty 1884.270675 = -457027.639176 nChanged 43 SP:Iteration 34Q (7113.360418 sec): 3 clusters Score: Raw -458930.442869 + Penalty 1884.270675 = -457046.172194 nChanged 41 SP:Iteration 35Q (7113.405448 sec): 3 clusters Score: Raw -458945.319211 + Penalty 1884.270675 = -457061.048536 nChanged 35 SP:Iteration 36Q (7113.450558 sec): 3 clusters Score: Raw -458955.546104 + Penalty 1884.270675 = -457071.275430 nChanged 30 SP:Iteration 37Q (7113.499547 sec): 3 clusters Score: Raw -458962.968697 + Penalty 1884.270675 = -457078.698022 nChanged 28 SP:Iteration 38Q (7113.550358 sec): 3 clusters Score: Raw -458970.354098 + Penalty 1884.270675 = -457086.083423 nChanged 31 SP:Iteration 39Q (7113.601087 sec): 3 clusters Score: Raw -458980.195175 + Penalty 1884.270675 = -457095.924500 nChanged 25 SP:Iteration 40F (7113.653193 sec): 3 clusters Score: Raw -458992.460150 + Penalty 1884.270675 = -457108.189475 nChanged 33 SP:Iteration 41Q (7113.701002 sec): 3 clusters Score: Raw -459003.209233 + Penalty 1884.270675 = -457118.938558 nChanged 31 SP:Iteration 42Q (7113.750440 sec): 3 clusters Score: Raw -459012.075632 + Penalty 1884.270675 = -457127.804957 nChanged 21 SP:Iteration 43Q (7113.798825 sec): 3 clusters Score: Raw -459016.312759 + Penalty 1884.270675 = -457132.042084 nChanged 18 SP:Iteration 44Q (7113.849737 sec): 3 clusters Score: Raw -459021.017597 + Penalty 1884.270675 = -457136.746923 nChanged 21 SP:Iteration 45Q (7113.900607 sec): 3 clusters Score: Raw -459024.917566 + Penalty 1884.270675 = -457140.646891 nChanged 14 SP:Iteration 46Q (7113.951433 sec): 3 clusters Score: Raw -459028.689888 + Penalty 1884.270675 = -457144.419213 nChanged 20 SP:Iteration 47Q (7113.999964 sec): 3 clusters Score: Raw -459035.721118 + Penalty 1884.270675 = -457151.450443 nChanged 21 SP:Iteration 48Q (7114.047706 sec): 3 clusters Score: Raw -459043.503033 + Penalty 1884.270675 = -457159.232358 nChanged 21 SP:Iteration 49Q (7114.095448 sec): 3 clusters Score: Raw -459050.928867 + Penalty 1884.270675 = -457166.658192 nChanged 21 SP:Iteration 50Q (7114.260291 sec): 3 clusters Score: Raw -459056.814461 + Penalty 1884.270675 = -457172.543787 nChanged 13 SP:Iteration 51Q (7114.397007 sec): 3 clusters Score: Raw -459059.767461 + Penalty 1884.270675 = -457175.496786 nChanged 11 SP:Iteration 52Q (7114.538571 sec): 3 clusters Score: Raw -459061.872132 + Penalty 1884.270675 = -457177.601457 nChanged 10 SP:Iteration 53Q (7114.658092 sec): 3 clusters Score: Raw -459063.548859 + Penalty 1884.270675 = -457179.278184 nChanged 11 SP:Iteration 54Q (7114.826407 sec): 3 clusters Score: Raw -459065.797410 + Penalty 1884.270675 = -457181.526735 nChanged 9 SP:Iteration 55Q (7114.958778 sec): 3 clusters Score: Raw -459067.504024 + Penalty 1884.270675 = -457183.233350 nChanged 10 SP:Iteration 56Q (7115.095067 sec): 3 clusters Score: Raw -459069.562612 + Penalty 1884.270675 = -457185.291937 nChanged 9 SP:Iteration 57Q (7115.233332 sec): 3 clusters Score: Raw -459071.061638 + Penalty 1884.270675 = -457186.790963 nChanged 6 SP:Iteration 58Q (7115.346630 sec): 3 clusters Score: Raw -459072.321814 + Penalty 1884.270675 = -457188.051139 nChanged 5 SP:Iteration 59Q (7115.469874 sec): 3 clusters Score: Raw -459073.855812 + Penalty 1884.270675 = -457189.585137 nChanged 6 SP:Iteration 60F (7115.602560 sec): 3 clusters Score: Raw -459075.032825 + Penalty 1884.270675 = -457190.762150 nChanged 5 SP:Iteration 61Q (7115.737621 sec): 3 clusters Score: Raw -459075.844416 + Penalty 1884.270675 = -457191.573742 nChanged 5 SP:Iteration 62Q (7115.869731 sec): 3 clusters Score: Raw -459076.480982 + Penalty 1884.270675 = -457192.210307 nChanged 8 SP:Iteration 63Q (7116.002643 sec): 3 clusters Score: Raw -459077.608932 + Penalty 1884.270675 = -457193.338257 nChanged 1 SP:Iteration 64Q (7116.124554 sec): 3 clusters Score: Raw -459077.737311 + Penalty 1884.270675 = -457193.466636 nChanged 0 SP:Iteration 65F (7116.176973 sec): 3 clusters Score: Raw -459077.737311 + Penalty 1884.270675 = -457193.466636 nChanged 0 Score: Raw -4228324.957432 + Penalty 24837.097143 = -4203487.860289 Splitting cluster 10 changes total score from -4203193.839254 to -4203487.860289 So it's getting split into cluster 21. Trying to split cluster 11 (2789 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7118.100252 sec): 2 clusters Score: Raw -170143.999019 + Penalty 833.011031 = -169310.987988 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7118.132812 sec): 3 clusters Score: Raw -168749.914504 + Penalty 1666.022061 = -167083.892443 nChanged 1076 SP:Iteration 1F (7118.163347 sec): 3 clusters Score: Raw -169457.744082 + Penalty 1666.022061 = -167791.722021 nChanged 266 SP:Iteration 2F (7118.193930 sec): 3 clusters Score: Raw -169759.932854 + Penalty 1666.022061 = -168093.910792 nChanged 237 SP:Iteration 3F (7118.224511 sec): 3 clusters Score: Raw -170044.880633 + Penalty 1666.022061 = -168378.858571 nChanged 221 SP:Iteration 4F (7118.255029 sec): 3 clusters Score: Raw -170253.809752 + Penalty 1666.022061 = -168587.787691 nChanged 139 SP:Iteration 5Q (7118.297180 sec): 3 clusters Score: Raw -170342.502324 + Penalty 1666.022061 = -168676.480263 nChanged 87 SP:Iteration 6Q (7118.324560 sec): 3 clusters Score: Raw -170387.095536 + Penalty 1666.022061 = -168721.073474 nChanged 58 SP:Iteration 7Q (7118.358250 sec): 3 clusters Score: Raw -170422.794487 + Penalty 1666.022061 = -168756.772425 nChanged 60 SP:Iteration 8Q (7118.385596 sec): 3 clusters Score: Raw -170451.357308 + Penalty 1666.022061 = -168785.335246 nChanged 47 SP:Iteration 9Q (7118.412914 sec): 3 clusters Score: Raw -170470.290850 + Penalty 1666.022061 = -168804.268788 nChanged 28 SP:Iteration 10Q (7118.440384 sec): 3 clusters Score: Raw -170480.940021 + Penalty 1666.022061 = -168814.917959 nChanged 28 SP:Iteration 11Q (7118.467528 sec): 3 clusters Score: Raw -170491.181373 + Penalty 1666.022061 = -168825.159312 nChanged 19 SP:Iteration 12Q (7118.571299 sec): 3 clusters Score: Raw -170496.718825 + Penalty 1666.022061 = -168830.696763 nChanged 14 SP:Iteration 13Q (7118.690945 sec): 3 clusters Score: Raw -170499.854423 + Penalty 1666.022061 = -168833.832362 nChanged 11 SP:Iteration 14Q (7118.810466 sec): 3 clusters Score: Raw -170502.897652 + Penalty 1666.022061 = -168836.875591 nChanged 10 SP:Iteration 15Q (7118.952299 sec): 3 clusters Score: Raw -170505.947732 + Penalty 1666.022061 = -168839.925670 nChanged 14 SP:Iteration 16Q (7119.035223 sec): 3 clusters Score: Raw -170510.502584 + Penalty 1666.022061 = -168844.480523 nChanged 8 SP:Iteration 17Q (7119.138774 sec): 3 clusters Score: Raw -170512.268221 + Penalty 1666.022061 = -168846.246160 nChanged 7 SP:Iteration 18Q (7119.257055 sec): 3 clusters Score: Raw -170514.198778 + Penalty 1666.022061 = -168848.176716 nChanged 5 SP:Iteration 19Q (7119.375465 sec): 3 clusters Score: Raw -170515.326569 + Penalty 1666.022061 = -168849.304508 nChanged 5 SP:Iteration 20F (7119.492956 sec): 3 clusters Score: Raw -170516.510900 + Penalty 1666.022061 = -168850.488838 nChanged 2 SP:Iteration 21Q (7119.611194 sec): 3 clusters Score: Raw -170516.992426 + Penalty 1666.022061 = -168850.970364 nChanged 6 SP:Iteration 22Q (7119.728593 sec): 3 clusters Score: Raw -170518.137978 + Penalty 1666.022061 = -168852.115916 nChanged 4 SP:Iteration 23Q (7119.845898 sec): 3 clusters Score: Raw -170519.132205 + Penalty 1666.022061 = -168853.110144 nChanged 3 SP:Iteration 24Q (7119.964349 sec): 3 clusters Score: Raw -170519.753388 + Penalty 1666.022061 = -168853.731327 nChanged 4 SP:Iteration 25Q (7120.083513 sec): 3 clusters Score: Raw -170520.467426 + Penalty 1666.022061 = -168854.445364 nChanged 3 SP:Iteration 26Q (7120.205670 sec): 3 clusters Score: Raw -170520.923040 + Penalty 1666.022061 = -168854.900978 nChanged 3 SP:Iteration 27Q (7120.324463 sec): 3 clusters Score: Raw -170521.312965 + Penalty 1666.022061 = -168855.290904 nChanged 1 SP:Iteration 28Q (7120.438896 sec): 3 clusters Score: Raw -170521.469505 + Penalty 1666.022061 = -168855.447444 nChanged 1 SP:Iteration 29Q (7120.580204 sec): 3 clusters Score: Raw -170521.667628 + Penalty 1666.022061 = -168855.645566 nChanged 1 SP:Iteration 30Q (7120.673814 sec): 3 clusters Score: Raw -170521.757012 + Penalty 1666.022061 = -168855.734951 nChanged 1 SP:Iteration 31Q (7120.773760 sec): 3 clusters Score: Raw -170521.825192 + Penalty 1666.022061 = -168855.803131 nChanged 2 SP:Iteration 32Q (7120.891034 sec): 3 clusters Score: Raw -170522.387355 + Penalty 1666.022061 = -168856.365294 nChanged 1 SP:Iteration 33Q (7121.008354 sec): 3 clusters Score: Raw -170522.503584 + Penalty 1666.022061 = -168856.481523 nChanged 1 SP:Iteration 34Q (7121.125074 sec): 3 clusters Score: Raw -170522.680733 + Penalty 1666.022061 = -168856.658672 nChanged 2 SP:Iteration 35Q (7121.242760 sec): 3 clusters Score: Raw -170523.322499 + Penalty 1666.022061 = -168857.300438 nChanged 0 SP:Iteration 36F (7121.360347 sec): 3 clusters Score: Raw -170523.322499 + Penalty 1666.022061 = -168857.300438 nChanged 0 Trying to split cluster 12 (12407 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7121.454582 sec): 2 clusters Score: Raw -743557.746832 + Penalty 989.731691 = -742568.015141 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7121.594589 sec): 3 clusters Score: Raw -736147.530106 + Penalty 1979.463383 = -734168.066723 nChanged 5646 SP:Iteration 1F (7121.736564 sec): 3 clusters Score: Raw -739675.880633 + Penalty 1979.463383 = -737696.417251 nChanged 869 SP:Iteration 2F (7121.823226 sec): 3 clusters Score: Raw -740195.712946 + Penalty 1979.463383 = -738216.249563 nChanged 897 SP:Iteration 3F (7121.888291 sec): 3 clusters Score: Raw -740719.175406 + Penalty 1979.463383 = -738739.712024 nChanged 809 SP:Iteration 4F (7121.953085 sec): 3 clusters Score: Raw -741129.949396 + Penalty 1979.463383 = -739150.486014 nChanged 670 SP:Iteration 5F (7122.136307 sec): 3 clusters Score: Raw -741458.706318 + Penalty 1979.463383 = -739479.242935 nChanged 591 SP:Iteration 6Q (7122.281567 sec): 3 clusters Score: Raw -741723.014638 + Penalty 1979.463383 = -739743.551255 nChanged 462 SP:Iteration 7Q (7122.441166 sec): 3 clusters Score: Raw -741920.131282 + Penalty 1979.463383 = -739940.667900 nChanged 413 SP:Iteration 8Q (7122.613109 sec): 3 clusters Score: Raw -742075.281340 + Penalty 1979.463383 = -740095.817957 nChanged 339 SP:Iteration 9Q (7122.733433 sec): 3 clusters Score: Raw -742204.338065 + Penalty 1979.463383 = -740224.874682 nChanged 327 SP:Iteration 10Q (7122.925341 sec): 3 clusters Score: Raw -742334.959259 + Penalty 1979.463383 = -740355.495876 nChanged 322 SP:Iteration 11Q (7123.065510 sec): 3 clusters Score: Raw -742475.511175 + Penalty 1979.463383 = -740496.047792 nChanged 311 SP:Iteration 12Q (7123.228614 sec): 3 clusters Score: Raw -742620.832598 + Penalty 1979.463383 = -740641.369215 nChanged 294 SP:Iteration 13Q (7123.404383 sec): 3 clusters Score: Raw -742762.052036 + Penalty 1979.463383 = -740782.588653 nChanged 284 SP:Iteration 14Q (7123.526418 sec): 3 clusters Score: Raw -742904.169103 + Penalty 1979.463383 = -740924.705720 nChanged 273 SP:Iteration 15Q (7123.720438 sec): 3 clusters Score: Raw -743053.712989 + Penalty 1979.463383 = -741074.249606 nChanged 231 SP:Iteration 16Q (7123.841344 sec): 3 clusters Score: Raw -743167.916774 + Penalty 1979.463383 = -741188.453391 nChanged 203 SP:Iteration 17Q (7123.945503 sec): 3 clusters Score: Raw -743267.472068 + Penalty 1979.463383 = -741288.008685 nChanged 175 SP:Iteration 18Q (7124.015136 sec): 3 clusters Score: Raw -743361.998301 + Penalty 1979.463383 = -741382.534918 nChanged 146 SP:Iteration 19Q (7124.077620 sec): 3 clusters Score: Raw -743442.547969 + Penalty 1979.463383 = -741463.084587 nChanged 136 SP:Iteration 20F (7124.144911 sec): 3 clusters Score: Raw -743529.226959 + Penalty 1979.463383 = -741549.763576 nChanged 122 SP:Iteration 21Q (7124.220898 sec): 3 clusters Score: Raw -743602.016384 + Penalty 1979.463383 = -741622.553001 nChanged 87 SP:Iteration 22Q (7124.294014 sec): 3 clusters Score: Raw -743655.778969 + Penalty 1979.463383 = -741676.315586 nChanged 61 SP:Iteration 23Q (7124.363077 sec): 3 clusters Score: Raw -743697.431821 + Penalty 1979.463383 = -741717.968438 nChanged 46 SP:Iteration 24Q (7124.430899 sec): 3 clusters Score: Raw -743733.150314 + Penalty 1979.463383 = -741753.686931 nChanged 37 SP:Iteration 25Q (7124.497721 sec): 3 clusters Score: Raw -743758.694761 + Penalty 1979.463383 = -741779.231379 nChanged 28 SP:Iteration 26Q (7124.665641 sec): 3 clusters Score: Raw -743783.575588 + Penalty 1979.463383 = -741804.112205 nChanged 29 SP:Iteration 27Q (7124.722368 sec): 3 clusters Score: Raw -743813.166335 + Penalty 1979.463383 = -741833.702953 nChanged 16 SP:Iteration 28Q (7124.791070 sec): 3 clusters Score: Raw -743824.676786 + Penalty 1979.463383 = -741845.213403 nChanged 13 SP:Iteration 29Q (7124.855480 sec): 3 clusters Score: Raw -743832.380901 + Penalty 1979.463383 = -741852.917518 nChanged 9 SP:Iteration 30Q (7124.924666 sec): 3 clusters Score: Raw -743842.301376 + Penalty 1979.463383 = -741862.837993 nChanged 8 SP:Iteration 31Q (7124.996884 sec): 3 clusters Score: Raw -743846.752707 + Penalty 1979.463383 = -741867.289324 nChanged 5 SP:Iteration 32Q (7125.060320 sec): 3 clusters Score: Raw -743848.457732 + Penalty 1979.463383 = -741868.994350 nChanged 2 SP:Iteration 33Q (7125.123715 sec): 3 clusters Score: Raw -743848.979505 + Penalty 1979.463383 = -741869.516122 nChanged 0 SP:Iteration 34F (7125.192498 sec): 3 clusters Score: Raw -743848.979505 + Penalty 1979.463383 = -741869.516122 nChanged 0 Trying to split cluster 13 (2651 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7125.238624 sec): 2 clusters Score: Raw -136094.655633 + Penalty 827.682682 = -135266.972952 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7125.344207 sec): 3 clusters Score: Raw -134747.531973 + Penalty 1655.365363 = -133092.166610 nChanged 1042 SP:Iteration 1F (7125.465345 sec): 3 clusters Score: Raw -135394.228629 + Penalty 1655.365363 = -133738.863266 nChanged 242 SP:Iteration 2F (7125.583615 sec): 3 clusters Score: Raw -135613.711764 + Penalty 1655.365363 = -133958.346401 nChanged 199 SP:Iteration 3F (7125.696714 sec): 3 clusters Score: Raw -135815.744186 + Penalty 1655.365363 = -134160.378823 nChanged 174 SP:Iteration 4F (7125.813992 sec): 3 clusters Score: Raw -135985.750365 + Penalty 1655.365363 = -134330.385001 nChanged 149 SP:Iteration 5F (7125.931414 sec): 3 clusters Score: Raw -136110.876246 + Penalty 1655.365363 = -134455.510882 nChanged 103 SP:Iteration 6Q (7126.049757 sec): 3 clusters Score: Raw -136196.847279 + Penalty 1655.365363 = -134541.481915 nChanged 95 SP:Iteration 7Q (7126.167480 sec): 3 clusters Score: Raw -136267.598502 + Penalty 1655.365363 = -134612.233138 nChanged 80 SP:Iteration 8Q (7126.286498 sec): 3 clusters Score: Raw -136321.076581 + Penalty 1655.365363 = -134665.711217 nChanged 74 SP:Iteration 9Q (7126.404610 sec): 3 clusters Score: Raw -136378.625711 + Penalty 1655.365363 = -134723.260348 nChanged 76 SP:Iteration 10Q (7126.521611 sec): 3 clusters Score: Raw -136435.004513 + Penalty 1655.365363 = -134779.639150 nChanged 61 SP:Iteration 11Q (7126.666197 sec): 3 clusters Score: Raw -136477.201502 + Penalty 1655.365363 = -134821.836139 nChanged 60 SP:Iteration 12Q (7126.750635 sec): 3 clusters Score: Raw -136505.745985 + Penalty 1655.365363 = -134850.380621 nChanged 43 SP:Iteration 13Q (7126.869655 sec): 3 clusters Score: Raw -136520.529792 + Penalty 1655.365363 = -134865.164428 nChanged 26 SP:Iteration 14Q (7126.987744 sec): 3 clusters Score: Raw -136529.388137 + Penalty 1655.365363 = -134874.022773 nChanged 20 SP:Iteration 15Q (7127.078504 sec): 3 clusters Score: Raw -136536.245190 + Penalty 1655.365363 = -134880.879827 nChanged 20 SP:Iteration 16Q (7127.196273 sec): 3 clusters Score: Raw -136543.297809 + Penalty 1655.365363 = -134887.932446 nChanged 12 SP:Iteration 17Q (7127.288101 sec): 3 clusters Score: Raw -136547.811405 + Penalty 1655.365363 = -134892.446041 nChanged 13 SP:Iteration 18Q (7127.401281 sec): 3 clusters Score: Raw -136554.932680 + Penalty 1655.365363 = -134899.567316 nChanged 15 SP:Iteration 19Q (7127.518185 sec): 3 clusters Score: Raw -136563.027675 + Penalty 1655.365363 = -134907.662312 nChanged 22 SP:Iteration 20F (7127.556703 sec): 3 clusters Score: Raw -136573.148167 + Penalty 1655.365363 = -134917.782804 nChanged 23 SP:Iteration 21Q (7127.582693 sec): 3 clusters Score: Raw -136585.703233 + Penalty 1655.365363 = -134930.337870 nChanged 21 SP:Iteration 22Q (7127.608618 sec): 3 clusters Score: Raw -136595.950265 + Penalty 1655.365363 = -134940.584902 nChanged 17 SP:Iteration 23Q (7127.634732 sec): 3 clusters Score: Raw -136604.425369 + Penalty 1655.365363 = -134949.060006 nChanged 18 SP:Iteration 24Q (7127.660638 sec): 3 clusters Score: Raw -136612.397941 + Penalty 1655.365363 = -134957.032577 nChanged 16 SP:Iteration 25Q (7127.686634 sec): 3 clusters Score: Raw -136618.649193 + Penalty 1655.365363 = -134963.283829 nChanged 15 SP:Iteration 26Q (7127.712551 sec): 3 clusters Score: Raw -136624.238264 + Penalty 1655.365363 = -134968.872901 nChanged 16 SP:Iteration 27Q (7127.738408 sec): 3 clusters Score: Raw -136630.386519 + Penalty 1655.365363 = -134975.021155 nChanged 20 SP:Iteration 28Q (7127.764384 sec): 3 clusters Score: Raw -136641.299134 + Penalty 1655.365363 = -134985.933770 nChanged 20 SP:Iteration 29Q (7127.790217 sec): 3 clusters Score: Raw -136650.227235 + Penalty 1655.365363 = -134994.861872 nChanged 15 SP:Iteration 30Q (7127.816153 sec): 3 clusters Score: Raw -136658.539109 + Penalty 1655.365363 = -135003.173745 nChanged 21 SP:Iteration 31Q (7127.962943 sec): 3 clusters Score: Raw -136669.792775 + Penalty 1655.365363 = -135014.427412 nChanged 22 SP:Iteration 32Q (7128.065254 sec): 3 clusters Score: Raw -136682.044028 + Penalty 1655.365363 = -135026.678665 nChanged 20 SP:Iteration 33Q (7128.190974 sec): 3 clusters Score: Raw -136691.708448 + Penalty 1655.365363 = -135036.343085 nChanged 10 SP:Iteration 34Q (7128.309712 sec): 3 clusters Score: Raw -136697.840892 + Penalty 1655.365363 = -135042.475529 nChanged 10 SP:Iteration 35Q (7128.426565 sec): 3 clusters Score: Raw -136703.782276 + Penalty 1655.365363 = -135048.416913 nChanged 12 SP:Iteration 36Q (7128.571140 sec): 3 clusters Score: Raw -136706.964712 + Penalty 1655.365363 = -135051.599349 nChanged 3 SP:Iteration 37Q (7128.681500 sec): 3 clusters Score: Raw -136707.741021 + Penalty 1655.365363 = -135052.375657 nChanged 4 SP:Iteration 38Q (7128.780931 sec): 3 clusters Score: Raw -136708.461896 + Penalty 1655.365363 = -135053.096533 nChanged 2 SP:Iteration 39Q (7128.892337 sec): 3 clusters Score: Raw -136708.988870 + Penalty 1655.365363 = -135053.623506 nChanged 1 SP:Iteration 40F (7128.998598 sec): 3 clusters Score: Raw -136709.182343 + Penalty 1655.365363 = -135053.816979 nChanged 3 SP:Iteration 41Q (7129.116025 sec): 3 clusters Score: Raw -136709.728644 + Penalty 1655.365363 = -135054.363281 nChanged 2 SP:Iteration 42Q (7129.233858 sec): 3 clusters Score: Raw -136710.200916 + Penalty 1655.365363 = -135054.835553 nChanged 3 SP:Iteration 43Q (7129.351409 sec): 3 clusters Score: Raw -136711.272764 + Penalty 1655.365363 = -135055.907401 nChanged 4 SP:Iteration 44Q (7129.467822 sec): 3 clusters Score: Raw -136713.195126 + Penalty 1655.365363 = -135057.829762 nChanged 2 SP:Iteration 45Q (7129.584089 sec): 3 clusters Score: Raw -136714.032299 + Penalty 1655.365363 = -135058.666935 nChanged 3 SP:Iteration 46Q (7129.728204 sec): 3 clusters Score: Raw -136714.915305 + Penalty 1655.365363 = -135059.549942 nChanged 2 SP:Iteration 47Q (7129.819645 sec): 3 clusters Score: Raw -136715.264029 + Penalty 1655.365363 = -135059.898666 nChanged 1 SP:Iteration 48Q (7129.934849 sec): 3 clusters Score: Raw -136715.346937 + Penalty 1655.365363 = -135059.981574 nChanged 0 SP:Iteration 49F (7130.051156 sec): 3 clusters Score: Raw -136715.346937 + Penalty 1655.365363 = -135059.981574 nChanged 0 Trying to split cluster 14 (2961 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7130.107346 sec): 2 clusters Score: Raw -169201.108064 + Penalty 839.294644 = -168361.813419 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7130.137443 sec): 3 clusters Score: Raw -167662.897378 + Penalty 1678.589289 = -165984.308089 nChanged 1241 SP:Iteration 1F (7130.165718 sec): 3 clusters Score: Raw -168449.173478 + Penalty 1678.589289 = -166770.584189 nChanged 269 SP:Iteration 2F (7130.194753 sec): 3 clusters Score: Raw -168629.848110 + Penalty 1678.589289 = -166951.258821 nChanged 176 SP:Iteration 3F (7130.226290 sec): 3 clusters Score: Raw -168747.185971 + Penalty 1678.589289 = -167068.596682 nChanged 142 SP:Iteration 4Q (7130.256133 sec): 3 clusters Score: Raw -168822.677724 + Penalty 1678.589289 = -167144.088435 nChanged 102 SP:Iteration 5Q (7130.285534 sec): 3 clusters Score: Raw -168885.724589 + Penalty 1678.589289 = -167207.135300 nChanged 95 SP:Iteration 6Q (7130.315047 sec): 3 clusters Score: Raw -168936.801832 + Penalty 1678.589289 = -167258.212543 nChanged 71 SP:Iteration 7Q (7130.344491 sec): 3 clusters Score: Raw -168967.705489 + Penalty 1678.589289 = -167289.116201 nChanged 61 SP:Iteration 8Q (7130.373646 sec): 3 clusters Score: Raw -168994.534243 + Penalty 1678.589289 = -167315.944954 nChanged 57 SP:Iteration 9Q (7130.402600 sec): 3 clusters Score: Raw -169021.761071 + Penalty 1678.589289 = -167343.171782 nChanged 51 SP:Iteration 10Q (7130.431506 sec): 3 clusters Score: Raw -169049.294102 + Penalty 1678.589289 = -167370.704813 nChanged 43 SP:Iteration 11Q (7130.543093 sec): 3 clusters Score: Raw -169067.294078 + Penalty 1678.589289 = -167388.704789 nChanged 47 SP:Iteration 12Q (7130.666645 sec): 3 clusters Score: Raw -169086.862472 + Penalty 1678.589289 = -167408.273183 nChanged 51 SP:Iteration 13Q (7130.786205 sec): 3 clusters Score: Raw -169116.910379 + Penalty 1678.589289 = -167438.321091 nChanged 50 SP:Iteration 14Q (7130.904036 sec): 3 clusters Score: Raw -169139.257426 + Penalty 1678.589289 = -167460.668137 nChanged 40 SP:Iteration 15Q (7131.022227 sec): 3 clusters Score: Raw -169156.656490 + Penalty 1678.589289 = -167478.067202 nChanged 40 SP:Iteration 16Q (7131.133207 sec): 3 clusters Score: Raw -169174.279292 + Penalty 1678.589289 = -167495.690003 nChanged 42 SP:Iteration 17Q (7131.278352 sec): 3 clusters Score: Raw -169193.641537 + Penalty 1678.589289 = -167515.052249 nChanged 32 SP:Iteration 18Q (7131.371608 sec): 3 clusters Score: Raw -169204.190186 + Penalty 1678.589289 = -167525.600897 nChanged 24 SP:Iteration 19Q (7131.485224 sec): 3 clusters Score: Raw -169212.567247 + Penalty 1678.589289 = -167533.977959 nChanged 20 SP:Iteration 20F (7131.592793 sec): 3 clusters Score: Raw -169220.692783 + Penalty 1678.589289 = -167542.103494 nChanged 14 SP:Iteration 21Q (7131.703781 sec): 3 clusters Score: Raw -169226.054604 + Penalty 1678.589289 = -167547.465315 nChanged 17 SP:Iteration 22Q (7131.808573 sec): 3 clusters Score: Raw -169230.544637 + Penalty 1678.589289 = -167551.955348 nChanged 13 SP:Iteration 23Q (7131.943702 sec): 3 clusters Score: Raw -169235.432756 + Penalty 1678.589289 = -167556.843467 nChanged 18 SP:Iteration 24Q (7132.031176 sec): 3 clusters Score: Raw -169245.445343 + Penalty 1678.589289 = -167566.856054 nChanged 25 SP:Iteration 25Q (7132.136734 sec): 3 clusters Score: Raw -169255.487235 + Penalty 1678.589289 = -167576.897946 nChanged 22 SP:Iteration 26Q (7132.251384 sec): 3 clusters Score: Raw -169263.436056 + Penalty 1678.589289 = -167584.846767 nChanged 15 SP:Iteration 27Q (7132.372806 sec): 3 clusters Score: Raw -169269.060262 + Penalty 1678.589289 = -167590.470973 nChanged 14 SP:Iteration 28Q (7132.491852 sec): 3 clusters Score: Raw -169273.474604 + Penalty 1678.589289 = -167594.885315 nChanged 13 SP:Iteration 29Q (7132.610508 sec): 3 clusters Score: Raw -169278.121359 + Penalty 1678.589289 = -167599.532070 nChanged 9 SP:Iteration 30Q (7132.725444 sec): 3 clusters Score: Raw -169280.821854 + Penalty 1678.589289 = -167602.232565 nChanged 9 SP:Iteration 31Q (7132.830863 sec): 3 clusters Score: Raw -169283.258501 + Penalty 1678.589289 = -167604.669212 nChanged 8 SP:Iteration 32Q (7132.859778 sec): 3 clusters Score: Raw -169284.830328 + Penalty 1678.589289 = -167606.241039 nChanged 5 SP:Iteration 33Q (7132.888390 sec): 3 clusters Score: Raw -169285.387893 + Penalty 1678.589289 = -167606.798604 nChanged 4 SP:Iteration 34Q (7132.917037 sec): 3 clusters Score: Raw -169286.512367 + Penalty 1678.589289 = -167607.923078 nChanged 3 SP:Iteration 35Q (7132.945491 sec): 3 clusters Score: Raw -169287.815875 + Penalty 1678.589289 = -167609.226586 nChanged 6 SP:Iteration 36Q (7132.973927 sec): 3 clusters Score: Raw -169289.470060 + Penalty 1678.589289 = -167610.880771 nChanged 11 SP:Iteration 37Q (7133.002608 sec): 3 clusters Score: Raw -169293.186261 + Penalty 1678.589289 = -167614.596973 nChanged 15 SP:Iteration 38Q (7133.031167 sec): 3 clusters Score: Raw -169297.334564 + Penalty 1678.589289 = -167618.745275 nChanged 13 SP:Iteration 39Q (7133.059741 sec): 3 clusters Score: Raw -169302.553200 + Penalty 1678.589289 = -167623.963912 nChanged 15 SP:Iteration 40F (7133.088113 sec): 3 clusters Score: Raw -169307.112578 + Penalty 1678.589289 = -167628.523289 nChanged 15 SP:Iteration 41Q (7133.116532 sec): 3 clusters Score: Raw -169312.899755 + Penalty 1678.589289 = -167634.310466 nChanged 24 SP:Iteration 42Q (7133.236208 sec): 3 clusters Score: Raw -169324.893657 + Penalty 1678.589289 = -167646.304368 nChanged 26 SP:Iteration 43Q (7133.363116 sec): 3 clusters Score: Raw -169337.787084 + Penalty 1678.589289 = -167659.197795 nChanged 17 SP:Iteration 44Q (7133.490495 sec): 3 clusters Score: Raw -169344.656790 + Penalty 1678.589289 = -167666.067501 nChanged 16 SP:Iteration 45Q (7133.609912 sec): 3 clusters Score: Raw -169350.382401 + Penalty 1678.589289 = -167671.793112 nChanged 18 SP:Iteration 46Q (7133.738304 sec): 3 clusters Score: Raw -169356.309474 + Penalty 1678.589289 = -167677.720185 nChanged 11 SP:Iteration 47Q (7133.851188 sec): 3 clusters Score: Raw -169362.588124 + Penalty 1678.589289 = -167683.998835 nChanged 10 SP:Iteration 48Q (7133.966621 sec): 3 clusters Score: Raw -169368.279031 + Penalty 1678.589289 = -167689.689742 nChanged 11 SP:Iteration 49Q (7134.084301 sec): 3 clusters Score: Raw -169373.598230 + Penalty 1678.589289 = -167695.008941 nChanged 12 SP:Iteration 50Q (7134.202489 sec): 3 clusters Score: Raw -169378.558262 + Penalty 1678.589289 = -167699.968973 nChanged 7 SP:Iteration 51Q (7134.319622 sec): 3 clusters Score: Raw -169382.832615 + Penalty 1678.589289 = -167704.243326 nChanged 8 SP:Iteration 52Q (7134.436814 sec): 3 clusters Score: Raw -169386.565665 + Penalty 1678.589289 = -167707.976377 nChanged 7 SP:Iteration 53Q (7134.554041 sec): 3 clusters Score: Raw -169388.596890 + Penalty 1678.589289 = -167710.007601 nChanged 4 SP:Iteration 54Q (7134.649461 sec): 3 clusters Score: Raw -169390.711827 + Penalty 1678.589289 = -167712.122538 nChanged 8 SP:Iteration 55Q (7134.677611 sec): 3 clusters Score: Raw -169394.118807 + Penalty 1678.589289 = -167715.529518 nChanged 6 SP:Iteration 56Q (7134.705824 sec): 3 clusters Score: Raw -169396.249581 + Penalty 1678.589289 = -167717.660292 nChanged 6 SP:Iteration 57Q (7134.734081 sec): 3 clusters Score: Raw -169397.815372 + Penalty 1678.589289 = -167719.226083 nChanged 8 SP:Iteration 58Q (7134.762322 sec): 3 clusters Score: Raw -169401.226868 + Penalty 1678.589289 = -167722.637579 nChanged 6 SP:Iteration 59Q (7134.790505 sec): 3 clusters Score: Raw -169403.981366 + Penalty 1678.589289 = -167725.392077 nChanged 4 SP:Iteration 60F (7134.818848 sec): 3 clusters Score: Raw -169406.082747 + Penalty 1678.589289 = -167727.493458 nChanged 6 SP:Iteration 61Q (7134.930042 sec): 3 clusters Score: Raw -169408.864546 + Penalty 1678.589289 = -167730.275257 nChanged 3 SP:Iteration 62Q (7135.056385 sec): 3 clusters Score: Raw -169409.333264 + Penalty 1678.589289 = -167730.743975 nChanged 4 SP:Iteration 63Q (7135.151231 sec): 3 clusters Score: Raw -169411.922458 + Penalty 1678.589289 = -167733.333170 nChanged 6 SP:Iteration 64Q (7135.269470 sec): 3 clusters Score: Raw -169416.890660 + Penalty 1678.589289 = -167738.301371 nChanged 5 SP:Iteration 65Q (7135.388975 sec): 3 clusters Score: Raw -169419.450507 + Penalty 1678.589289 = -167740.861218 nChanged 4 SP:Iteration 66Q (7135.505582 sec): 3 clusters Score: Raw -169422.375281 + Penalty 1678.589289 = -167743.785992 nChanged 2 SP:Iteration 67Q (7135.614749 sec): 3 clusters Score: Raw -169423.545650 + Penalty 1678.589289 = -167744.956361 nChanged 2 SP:Iteration 68Q (7135.684521 sec): 3 clusters Score: Raw -169424.019590 + Penalty 1678.589289 = -167745.430301 nChanged 2 SP:Iteration 69Q (7135.828087 sec): 3 clusters Score: Raw -169424.862519 + Penalty 1678.589289 = -167746.273230 nChanged 0 SP:Iteration 70F (7135.908440 sec): 3 clusters Score: Raw -169424.862519 + Penalty 1678.589289 = -167746.273230 nChanged 0 Trying to split cluster 15 (2238 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7135.969403 sec): 2 clusters Score: Raw -122300.818156 + Penalty 809.900478 = -121490.917678 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7136.060962 sec): 3 clusters Score: Raw -121242.217316 + Penalty 1619.800957 = -119622.416360 nChanged 889 SP:Iteration 1F (7136.083827 sec): 3 clusters Score: Raw -121908.179395 + Penalty 1619.800957 = -120288.378439 nChanged 229 SP:Iteration 2F (7136.106452 sec): 3 clusters Score: Raw -122117.184333 + Penalty 1619.800957 = -120497.383376 nChanged 153 SP:Iteration 3F (7136.129150 sec): 3 clusters Score: Raw -122248.194655 + Penalty 1619.800957 = -120628.393698 nChanged 107 SP:Iteration 4Q (7136.152136 sec): 3 clusters Score: Raw -122316.714279 + Penalty 1619.800957 = -120696.913322 nChanged 79 SP:Iteration 5Q (7136.175149 sec): 3 clusters Score: Raw -122368.374942 + Penalty 1619.800957 = -120748.573985 nChanged 81 SP:Iteration 6Q (7136.294695 sec): 3 clusters Score: Raw -122419.992253 + Penalty 1619.800957 = -120800.191296 nChanged 66 SP:Iteration 7Q (7136.422564 sec): 3 clusters Score: Raw -122456.207915 + Penalty 1619.800957 = -120836.406958 nChanged 53 SP:Iteration 8Q (7136.541818 sec): 3 clusters Score: Raw -122488.600653 + Penalty 1619.800957 = -120868.799696 nChanged 43 SP:Iteration 9Q (7136.656487 sec): 3 clusters Score: Raw -122512.669101 + Penalty 1619.800957 = -120892.868145 nChanged 40 SP:Iteration 10Q (7136.767527 sec): 3 clusters Score: Raw -122536.013931 + Penalty 1619.800957 = -120916.212974 nChanged 38 SP:Iteration 11Q (7136.863468 sec): 3 clusters Score: Raw -122556.241432 + Penalty 1619.800957 = -120936.440476 nChanged 31 SP:Iteration 12Q (7136.982729 sec): 3 clusters Score: Raw -122575.386515 + Penalty 1619.800957 = -120955.585559 nChanged 34 SP:Iteration 13Q (7137.101238 sec): 3 clusters Score: Raw -122594.759181 + Penalty 1619.800957 = -120974.958224 nChanged 25 SP:Iteration 14Q (7137.190563 sec): 3 clusters Score: Raw -122607.642157 + Penalty 1619.800957 = -120987.841200 nChanged 22 SP:Iteration 15Q (7137.306570 sec): 3 clusters Score: Raw -122619.371977 + Penalty 1619.800957 = -120999.571020 nChanged 20 SP:Iteration 16Q (7137.427370 sec): 3 clusters Score: Raw -122629.444144 + Penalty 1619.800957 = -121009.643188 nChanged 16 SP:Iteration 17Q (7137.517301 sec): 3 clusters Score: Raw -122636.195936 + Penalty 1619.800957 = -121016.394979 nChanged 11 SP:Iteration 18Q (7137.628325 sec): 3 clusters Score: Raw -122640.208239 + Penalty 1619.800957 = -121020.407283 nChanged 6 SP:Iteration 19Q (7137.747550 sec): 3 clusters Score: Raw -122642.708739 + Penalty 1619.800957 = -121022.907782 nChanged 8 SP:Iteration 20F (7137.864235 sec): 3 clusters Score: Raw -122646.119357 + Penalty 1619.800957 = -121026.318400 nChanged 11 SP:Iteration 21Q (7138.003599 sec): 3 clusters Score: Raw -122650.036894 + Penalty 1619.800957 = -121030.235938 nChanged 13 SP:Iteration 22Q (7138.085231 sec): 3 clusters Score: Raw -122654.527616 + Penalty 1619.800957 = -121034.726659 nChanged 13 SP:Iteration 23Q (7138.202215 sec): 3 clusters Score: Raw -122658.478268 + Penalty 1619.800957 = -121038.677311 nChanged 5 SP:Iteration 24Q (7138.318692 sec): 3 clusters Score: Raw -122660.428323 + Penalty 1619.800957 = -121040.627366 nChanged 7 SP:Iteration 25Q (7138.412843 sec): 3 clusters Score: Raw -122664.162255 + Penalty 1619.800957 = -121044.361299 nChanged 8 SP:Iteration 26Q (7138.527702 sec): 3 clusters Score: Raw -122666.681231 + Penalty 1619.800957 = -121046.880274 nChanged 5 SP:Iteration 27Q (7138.642782 sec): 3 clusters Score: Raw -122668.043622 + Penalty 1619.800957 = -121048.242666 nChanged 2 SP:Iteration 28Q (7138.710897 sec): 3 clusters Score: Raw -122668.754979 + Penalty 1619.800957 = -121048.954023 nChanged 2 SP:Iteration 29Q (7138.733534 sec): 3 clusters Score: Raw -122669.496389 + Penalty 1619.800957 = -121049.695432 nChanged 2 SP:Iteration 30Q (7138.756196 sec): 3 clusters Score: Raw -122669.948626 + Penalty 1619.800957 = -121050.147669 nChanged 2 SP:Iteration 31Q (7138.780468 sec): 3 clusters Score: Raw -122670.544394 + Penalty 1619.800957 = -121050.743437 nChanged 2 SP:Iteration 32Q (7138.803350 sec): 3 clusters Score: Raw -122671.261025 + Penalty 1619.800957 = -121051.460068 nChanged 3 SP:Iteration 33Q (7138.919901 sec): 3 clusters Score: Raw -122672.114261 + Penalty 1619.800957 = -121052.313304 nChanged 4 SP:Iteration 34Q (7139.057157 sec): 3 clusters Score: Raw -122673.237599 + Penalty 1619.800957 = -121053.436643 nChanged 3 SP:Iteration 35Q (7139.138938 sec): 3 clusters Score: Raw -122673.924161 + Penalty 1619.800957 = -121054.123204 nChanged 3 SP:Iteration 36Q (7139.257989 sec): 3 clusters Score: Raw -122674.610614 + Penalty 1619.800957 = -121054.809658 nChanged 3 SP:Iteration 37Q (7139.375423 sec): 3 clusters Score: Raw -122675.040965 + Penalty 1619.800957 = -121055.240009 nChanged 3 SP:Iteration 38Q (7139.491528 sec): 3 clusters Score: Raw -122676.408399 + Penalty 1619.800957 = -121056.607443 nChanged 5 SP:Iteration 39Q (7139.599158 sec): 3 clusters Score: Raw -122677.921274 + Penalty 1619.800957 = -121058.120317 nChanged 2 SP:Iteration 40F (7139.720600 sec): 3 clusters Score: Raw -122678.213840 + Penalty 1619.800957 = -121058.412883 nChanged 2 SP:Iteration 41Q (7139.802190 sec): 3 clusters Score: Raw -122678.693932 + Penalty 1619.800957 = -121058.892975 nChanged 3 SP:Iteration 42Q (7139.911549 sec): 3 clusters Score: Raw -122679.135076 + Penalty 1619.800957 = -121059.334119 nChanged 1 SP:Iteration 43Q (7140.027144 sec): 3 clusters Score: Raw -122679.310165 + Penalty 1619.800957 = -121059.509208 nChanged 2 SP:Iteration 44Q (7140.144887 sec): 3 clusters Score: Raw -122679.580479 + Penalty 1619.800957 = -121059.779522 nChanged 2 SP:Iteration 45Q (7140.261479 sec): 3 clusters Score: Raw -122680.175130 + Penalty 1619.800957 = -121060.374173 nChanged 0 SP:Iteration 46F (7140.353595 sec): 3 clusters Score: Raw -122680.175130 + Penalty 1619.800957 = -121060.374173 nChanged 0 Trying to split cluster 16 (3107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7140.417233 sec): 2 clusters Score: Raw -183697.731924 + Penalty 844.348355 = -182853.383569 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7140.540968 sec): 3 clusters Score: Raw -182106.645570 + Penalty 1688.696711 = -180417.948859 nChanged 1252 SP:Iteration 1F (7140.663038 sec): 3 clusters Score: Raw -182872.677610 + Penalty 1688.696711 = -181183.980899 nChanged 243 SP:Iteration 2F (7140.781724 sec): 3 clusters Score: Raw -183033.105545 + Penalty 1688.696711 = -181344.408834 nChanged 175 SP:Iteration 3F (7140.879974 sec): 3 clusters Score: Raw -183142.999384 + Penalty 1688.696711 = -181454.302673 nChanged 149 SP:Iteration 4Q (7140.969611 sec): 3 clusters Score: Raw -183241.574452 + Penalty 1688.696711 = -181552.877741 nChanged 128 SP:Iteration 5Q (7141.000206 sec): 3 clusters Score: Raw -183324.333189 + Penalty 1688.696711 = -181635.636478 nChanged 106 SP:Iteration 6Q (7141.030563 sec): 3 clusters Score: Raw -183388.237495 + Penalty 1688.696711 = -181699.540784 nChanged 99 SP:Iteration 7Q (7141.060825 sec): 3 clusters Score: Raw -183429.294589 + Penalty 1688.696711 = -181740.597878 nChanged 81 SP:Iteration 8Q (7141.091453 sec): 3 clusters Score: Raw -183466.570353 + Penalty 1688.696711 = -181777.873642 nChanged 70 SP:Iteration 9Q (7141.121643 sec): 3 clusters Score: Raw -183501.125614 + Penalty 1688.696711 = -181812.428903 nChanged 66 SP:Iteration 10Q (7141.151910 sec): 3 clusters Score: Raw -183536.285673 + Penalty 1688.696711 = -181847.588963 nChanged 65 SP:Iteration 11Q (7141.182267 sec): 3 clusters Score: Raw -183572.458052 + Penalty 1688.696711 = -181883.761341 nChanged 66 SP:Iteration 12Q (7141.213991 sec): 3 clusters Score: Raw -183608.996073 + Penalty 1688.696711 = -181920.299362 nChanged 66 SP:Iteration 13Q (7141.244210 sec): 3 clusters Score: Raw -183644.401386 + Penalty 1688.696711 = -181955.704675 nChanged 64 SP:Iteration 14Q (7141.274234 sec): 3 clusters Score: Raw -183677.391843 + Penalty 1688.696711 = -181988.695132 nChanged 50 SP:Iteration 15Q (7141.379647 sec): 3 clusters Score: Raw -183704.540362 + Penalty 1688.696711 = -182015.843651 nChanged 43 SP:Iteration 16Q (7141.507058 sec): 3 clusters Score: Raw -183723.035359 + Penalty 1688.696711 = -182034.338648 nChanged 30 SP:Iteration 17Q (7141.621106 sec): 3 clusters Score: Raw -183733.699851 + Penalty 1688.696711 = -182045.003140 nChanged 21 SP:Iteration 18Q (7141.736379 sec): 3 clusters Score: Raw -183741.997538 + Penalty 1688.696711 = -182053.300827 nChanged 22 SP:Iteration 19Q (7141.848868 sec): 3 clusters Score: Raw -183751.059212 + Penalty 1688.696711 = -182062.362501 nChanged 26 SP:Iteration 20F (7141.959416 sec): 3 clusters Score: Raw -183759.976882 + Penalty 1688.696711 = -182071.280172 nChanged 18 SP:Iteration 21Q (7142.072667 sec): 3 clusters Score: Raw -183765.614894 + Penalty 1688.696711 = -182076.918183 nChanged 13 SP:Iteration 22Q (7142.191552 sec): 3 clusters Score: Raw -183771.022907 + Penalty 1688.696711 = -182082.326196 nChanged 17 SP:Iteration 23Q (7142.308494 sec): 3 clusters Score: Raw -183775.374392 + Penalty 1688.696711 = -182086.677681 nChanged 12 SP:Iteration 24Q (7142.426507 sec): 3 clusters Score: Raw -183778.325672 + Penalty 1688.696711 = -182089.628961 nChanged 9 SP:Iteration 25Q (7142.545291 sec): 3 clusters Score: Raw -183779.691895 + Penalty 1688.696711 = -182090.995184 nChanged 3 SP:Iteration 26Q (7142.645879 sec): 3 clusters Score: Raw -183780.259098 + Penalty 1688.696711 = -182091.562387 nChanged 3 SP:Iteration 27Q (7142.756317 sec): 3 clusters Score: Raw -183780.443490 + Penalty 1688.696711 = -182091.746779 nChanged 0 SP:Iteration 28F (7142.872503 sec): 3 clusters Score: Raw -183780.443490 + Penalty 1688.696711 = -182091.746779 nChanged 0 Trying to split cluster 17 (12667 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7142.951346 sec): 2 clusters Score: Raw -765804.439560 + Penalty 991.909324 = -764812.530236 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7143.045817 sec): 3 clusters Score: Raw -758151.723355 + Penalty 1983.818648 = -756167.904707 nChanged 5800 SP:Iteration 1F (7143.106369 sec): 3 clusters Score: Raw -761299.361806 + Penalty 1983.818648 = -759315.543158 nChanged 741 SP:Iteration 2F (7143.169971 sec): 3 clusters Score: Raw -761627.371261 + Penalty 1983.818648 = -759643.552613 nChanged 714 SP:Iteration 3F (7143.246245 sec): 3 clusters Score: Raw -761964.378020 + Penalty 1983.818648 = -759980.559372 nChanged 688 SP:Iteration 4F (7143.321444 sec): 3 clusters Score: Raw -762282.008270 + Penalty 1983.818648 = -760298.189622 nChanged 634 SP:Iteration 5F (7143.389008 sec): 3 clusters Score: Raw -762591.651027 + Penalty 1983.818648 = -760607.832379 nChanged 626 SP:Iteration 6Q (7143.459269 sec): 3 clusters Score: Raw -762892.953501 + Penalty 1983.818648 = -760909.134853 nChanged 539 SP:Iteration 7Q (7143.532371 sec): 3 clusters Score: Raw -763126.747402 + Penalty 1983.818648 = -761142.928754 nChanged 465 SP:Iteration 8Q (7143.605060 sec): 3 clusters Score: Raw -763317.942553 + Penalty 1983.818648 = -761334.123906 nChanged 420 SP:Iteration 9Q (7143.677175 sec): 3 clusters Score: Raw -763490.618039 + Penalty 1983.818648 = -761506.799391 nChanged 408 SP:Iteration 10Q (7143.749179 sec): 3 clusters Score: Raw -763670.317347 + Penalty 1983.818648 = -761686.498699 nChanged 332 SP:Iteration 11Q (7143.821518 sec): 3 clusters Score: Raw -763814.435684 + Penalty 1983.818648 = -761830.617036 nChanged 290 SP:Iteration 12Q (7143.893463 sec): 3 clusters Score: Raw -763921.410467 + Penalty 1983.818648 = -761937.591820 nChanged 255 SP:Iteration 13Q (7143.972147 sec): 3 clusters Score: Raw -763989.815912 + Penalty 1983.818648 = -762005.997264 nChanged 203 SP:Iteration 14Q (7144.043901 sec): 3 clusters Score: Raw -764036.120851 + Penalty 1983.818648 = -762052.302203 nChanged 146 SP:Iteration 15Q (7144.115852 sec): 3 clusters Score: Raw -764065.202145 + Penalty 1983.818648 = -762081.383497 nChanged 132 SP:Iteration 16Q (7144.306261 sec): 3 clusters Score: Raw -764090.912454 + Penalty 1983.818648 = -762107.093806 nChanged 128 SP:Iteration 17Q (7144.463959 sec): 3 clusters Score: Raw -764116.644884 + Penalty 1983.818648 = -762132.826237 nChanged 135 SP:Iteration 18Q (7144.633218 sec): 3 clusters Score: Raw -764149.153329 + Penalty 1983.818648 = -762165.334682 nChanged 142 SP:Iteration 19Q (7144.792522 sec): 3 clusters Score: Raw -764184.765782 + Penalty 1983.818648 = -762200.947135 nChanged 159 SP:Iteration 20F (7144.973252 sec): 3 clusters Score: Raw -764224.011636 + Penalty 1983.818648 = -762240.192988 nChanged 146 SP:Iteration 21Q (7145.112889 sec): 3 clusters Score: Raw -764260.159830 + Penalty 1983.818648 = -762276.341183 nChanged 151 SP:Iteration 22Q (7145.233743 sec): 3 clusters Score: Raw -764297.943743 + Penalty 1983.818648 = -762314.125095 nChanged 157 SP:Iteration 23Q (7145.429065 sec): 3 clusters Score: Raw -764341.300008 + Penalty 1983.818648 = -762357.481360 nChanged 159 SP:Iteration 24Q (7145.571798 sec): 3 clusters Score: Raw -764392.508289 + Penalty 1983.818648 = -762408.689641 nChanged 173 SP:Iteration 25Q (7145.713346 sec): 3 clusters Score: Raw -764455.657729 + Penalty 1983.818648 = -762471.839081 nChanged 205 SP:Iteration 26Q (7145.859311 sec): 3 clusters Score: Raw -764548.729268 + Penalty 1983.818648 = -762564.910620 nChanged 239 SP:Iteration 27Q (7146.005207 sec): 3 clusters Score: Raw -764671.164904 + Penalty 1983.818648 = -762687.346257 nChanged 304 SP:Iteration 28Q (7146.054495 sec): 3 clusters Score: Raw -764832.145694 + Penalty 1983.818648 = -762848.327046 nChanged 312 SP:Iteration 29Q (7146.120180 sec): 3 clusters Score: Raw -765026.960210 + Penalty 1983.818648 = -763043.141562 nChanged 331 SP:Iteration 30Q (7146.193030 sec): 3 clusters Score: Raw -765241.613546 + Penalty 1983.818648 = -763257.794898 nChanged 365 SP:Iteration 31Q (7146.267193 sec): 3 clusters Score: Raw -765523.138667 + Penalty 1983.818648 = -763539.320019 nChanged 379 SP:Iteration 32Q (7146.338440 sec): 3 clusters Score: Raw -765832.482265 + Penalty 1983.818648 = -763848.663618 nChanged 380 SP:Iteration 33Q (7146.408090 sec): 3 clusters Score: Raw -766184.164180 + Penalty 1983.818648 = -764200.345532 nChanged 352 SP:Iteration 34Q (7146.477217 sec): 3 clusters Score: Raw -766470.427356 + Penalty 1983.818648 = -764486.608708 nChanged 231 SP:Iteration 35Q (7146.548220 sec): 3 clusters Score: Raw -766651.050152 + Penalty 1983.818648 = -764667.231504 nChanged 195 SP:Iteration 36Q (7146.625159 sec): 3 clusters Score: Raw -766780.577471 + Penalty 1983.818648 = -764796.758823 nChanged 125 SP:Iteration 37Q (7146.700512 sec): 3 clusters Score: Raw -766865.622782 + Penalty 1983.818648 = -764881.804134 nChanged 84 SP:Iteration 38Q (7146.763993 sec): 3 clusters Score: Raw -766919.037589 + Penalty 1983.818648 = -764935.218941 nChanged 68 SP:Iteration 39Q (7146.827085 sec): 3 clusters Score: Raw -766956.370658 + Penalty 1983.818648 = -764972.552011 nChanged 55 SP:Iteration 40F (7146.898013 sec): 3 clusters Score: Raw -767046.024645 + Penalty 1983.818648 = -765062.205997 nChanged 80 SP:Iteration 41Q (7146.965508 sec): 3 clusters Score: Raw -767086.026332 + Penalty 1983.818648 = -765102.207684 nChanged 49 SP:Iteration 42Q (7147.032727 sec): 3 clusters Score: Raw -767099.688231 + Penalty 1983.818648 = -765115.869584 nChanged 36 SP:Iteration 43Q (7147.099317 sec): 3 clusters Score: Raw -767105.566840 + Penalty 1983.818648 = -765121.748192 nChanged 22 SP:Iteration 44Q (7147.165943 sec): 3 clusters Score: Raw -767107.822681 + Penalty 1983.818648 = -765124.004033 nChanged 10 SP:Iteration 45Q (7147.232715 sec): 3 clusters Score: Raw -767108.761155 + Penalty 1983.818648 = -765124.942507 nChanged 7 SP:Iteration 46Q (7147.299359 sec): 3 clusters Score: Raw -767109.466670 + Penalty 1983.818648 = -765125.648023 nChanged 5 SP:Iteration 47Q (7147.459225 sec): 3 clusters Score: Raw -767109.786349 + Penalty 1983.818648 = -765125.967701 nChanged 2 SP:Iteration 48Q (7147.626278 sec): 3 clusters Score: Raw -767109.897408 + Penalty 1983.818648 = -765126.078761 nChanged 2 SP:Iteration 49Q (7147.787650 sec): 3 clusters Score: Raw -767110.195475 + Penalty 1983.818648 = -765126.376827 nChanged 4 SP:Iteration 50Q (7147.909111 sec): 3 clusters Score: Raw -767110.483180 + Penalty 1983.818648 = -765126.664533 nChanged 5 SP:Iteration 51Q (7148.036361 sec): 3 clusters Score: Raw -767110.828086 + Penalty 1983.818648 = -765127.009438 nChanged 3 SP:Iteration 52Q (7148.204905 sec): 3 clusters Score: Raw -767111.152117 + Penalty 1983.818648 = -765127.333469 nChanged 2 SP:Iteration 53Q (7148.328312 sec): 3 clusters Score: Raw -767111.263843 + Penalty 1983.818648 = -765127.445195 nChanged 0 SP:Iteration 54F (7148.514287 sec): 3 clusters Score: Raw -767111.263843 + Penalty 1983.818648 = -765127.445195 nChanged 0 Score: Raw -4229631.781715 + Penalty 26019.816055 = -4203611.965660 Splitting cluster 17 changes total score from -4203193.839254 to -4203611.965660 So it's getting split into cluster 22. Trying to split cluster 18 (735 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7150.296057 sec): 2 clusters Score: Raw -29364.037563 + Penalty 692.986402 = -28671.051161 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7150.303847 sec): 3 clusters Score: Raw -29136.840181 + Penalty 1385.972805 = -27750.867376 nChanged 242 SP:Iteration 1F (7150.311165 sec): 3 clusters Score: Raw -29394.158891 + Penalty 1385.972805 = -28008.186086 nChanged 75 SP:Iteration 2F (7150.318458 sec): 3 clusters Score: Raw -29488.825700 + Penalty 1385.972805 = -28102.852895 nChanged 43 SP:Iteration 3F (7150.325741 sec): 3 clusters Score: Raw -29549.448850 + Penalty 1385.972805 = -28163.476045 nChanged 29 SP:Iteration 4Q (7150.333090 sec): 3 clusters Score: Raw -29587.033033 + Penalty 1385.972805 = -28201.060228 nChanged 23 SP:Iteration 5Q (7150.340924 sec): 3 clusters Score: Raw -29606.113996 + Penalty 1385.972805 = -28220.141191 nChanged 13 SP:Iteration 6Q (7150.348807 sec): 3 clusters Score: Raw -29619.701134 + Penalty 1385.972805 = -28233.728329 nChanged 10 SP:Iteration 7Q (7150.356694 sec): 3 clusters Score: Raw -29631.806505 + Penalty 1385.972805 = -28245.833700 nChanged 4 SP:Iteration 8Q (7150.364573 sec): 3 clusters Score: Raw -29636.888403 + Penalty 1385.972805 = -28250.915598 nChanged 6 SP:Iteration 9Q (7150.372412 sec): 3 clusters Score: Raw -29650.110930 + Penalty 1385.972805 = -28264.138126 nChanged 8 SP:Iteration 10Q (7150.380267 sec): 3 clusters Score: Raw -29656.179557 + Penalty 1385.972805 = -28270.206752 nChanged 5 SP:Iteration 11Q (7150.388144 sec): 3 clusters Score: Raw -29662.970360 + Penalty 1385.972805 = -28276.997555 nChanged 5 SP:Iteration 12Q (7150.395975 sec): 3 clusters Score: Raw -29672.555870 + Penalty 1385.972805 = -28286.583065 nChanged 10 SP:Iteration 13Q (7150.403916 sec): 3 clusters Score: Raw -29681.217303 + Penalty 1385.972805 = -28295.244498 nChanged 7 SP:Iteration 14Q (7150.411226 sec): 3 clusters Score: Raw -29690.769841 + Penalty 1385.972805 = -28304.797036 nChanged 7 SP:Iteration 15Q (7150.418476 sec): 3 clusters Score: Raw -29696.811678 + Penalty 1385.972805 = -28310.838873 nChanged 4 SP:Iteration 16Q (7150.430059 sec): 3 clusters Score: Raw -29699.658592 + Penalty 1385.972805 = -28313.685788 nChanged 2 SP:Iteration 17Q (7150.437334 sec): 3 clusters Score: Raw -29700.415702 + Penalty 1385.972805 = -28314.442897 nChanged 2 SP:Iteration 18Q (7150.444628 sec): 3 clusters Score: Raw -29703.263929 + Penalty 1385.972805 = -28317.291124 nChanged 3 SP:Iteration 19Q (7150.451902 sec): 3 clusters Score: Raw -29704.923903 + Penalty 1385.972805 = -28318.951098 nChanged 0 SP:Iteration 20F (7150.459138 sec): 3 clusters Score: Raw -29704.923903 + Penalty 1385.972805 = -28318.951098 nChanged 0 Trying to split cluster 19 (3022 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7150.523139 sec): 2 clusters Score: Raw -183707.757176 + Penalty 841.435785 = -182866.321391 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7150.669158 sec): 3 clusters Score: Raw -182166.050107 + Penalty 1682.871570 = -180483.178537 nChanged 1192 SP:Iteration 1F (7150.785200 sec): 3 clusters Score: Raw -182904.867751 + Penalty 1682.871570 = -181221.996181 nChanged 228 SP:Iteration 2F (7150.900335 sec): 3 clusters Score: Raw -183036.761260 + Penalty 1682.871570 = -181353.889690 nChanged 172 SP:Iteration 3F (7151.016288 sec): 3 clusters Score: Raw -183125.655501 + Penalty 1682.871570 = -181442.783931 nChanged 122 SP:Iteration 4Q (7151.130576 sec): 3 clusters Score: Raw -183184.314330 + Penalty 1682.871570 = -181501.442760 nChanged 99 SP:Iteration 5Q (7151.224502 sec): 3 clusters Score: Raw -183238.508516 + Penalty 1682.871570 = -181555.636946 nChanged 121 SP:Iteration 6Q (7151.338575 sec): 3 clusters Score: Raw -183306.638457 + Penalty 1682.871570 = -181623.766887 nChanged 103 SP:Iteration 7Q (7151.453957 sec): 3 clusters Score: Raw -183366.489088 + Penalty 1682.871570 = -181683.617518 nChanged 102 SP:Iteration 8Q (7151.570436 sec): 3 clusters Score: Raw -183441.979445 + Penalty 1682.871570 = -181759.107875 nChanged 106 SP:Iteration 9Q (7151.682969 sec): 3 clusters Score: Raw -183528.103335 + Penalty 1682.871570 = -181845.231765 nChanged 87 SP:Iteration 10Q (7151.792095 sec): 3 clusters Score: Raw -183574.826250 + Penalty 1682.871570 = -181891.954680 nChanged 53 SP:Iteration 11Q (7151.899283 sec): 3 clusters Score: Raw -183604.947731 + Penalty 1682.871570 = -181922.076161 nChanged 54 SP:Iteration 12Q (7151.935118 sec): 3 clusters Score: Raw -183631.547523 + Penalty 1682.871570 = -181948.675953 nChanged 39 SP:Iteration 13Q (7151.962510 sec): 3 clusters Score: Raw -183649.703857 + Penalty 1682.871570 = -181966.832287 nChanged 32 SP:Iteration 14Q (7151.989761 sec): 3 clusters Score: Raw -183664.429543 + Penalty 1682.871570 = -181981.557973 nChanged 34 SP:Iteration 15Q (7152.016978 sec): 3 clusters Score: Raw -183679.868691 + Penalty 1682.871570 = -181996.997121 nChanged 27 SP:Iteration 16Q (7152.044160 sec): 3 clusters Score: Raw -183688.045184 + Penalty 1682.871570 = -182005.173614 nChanged 18 SP:Iteration 17Q (7152.071505 sec): 3 clusters Score: Raw -183693.638751 + Penalty 1682.871570 = -182010.767181 nChanged 10 SP:Iteration 18Q (7152.098523 sec): 3 clusters Score: Raw -183697.095287 + Penalty 1682.871570 = -182014.223717 nChanged 10 SP:Iteration 19Q (7152.125879 sec): 3 clusters Score: Raw -183701.099454 + Penalty 1682.871570 = -182018.227884 nChanged 13 SP:Iteration 20F (7152.152918 sec): 3 clusters Score: Raw -183707.197317 + Penalty 1682.871570 = -182024.325747 nChanged 13 SP:Iteration 21Q (7152.180017 sec): 3 clusters Score: Raw -183710.989326 + Penalty 1682.871570 = -182028.117756 nChanged 12 SP:Iteration 22Q (7152.207216 sec): 3 clusters Score: Raw -183713.826867 + Penalty 1682.871570 = -182030.955297 nChanged 10 SP:Iteration 23Q (7152.234363 sec): 3 clusters Score: Raw -183715.940235 + Penalty 1682.871570 = -182033.068665 nChanged 5 SP:Iteration 24Q (7152.261483 sec): 3 clusters Score: Raw -183717.092122 + Penalty 1682.871570 = -182034.220552 nChanged 4 SP:Iteration 25Q (7152.288655 sec): 3 clusters Score: Raw -183717.642898 + Penalty 1682.871570 = -182034.771328 nChanged 4 SP:Iteration 26Q (7152.315789 sec): 3 clusters Score: Raw -183718.615490 + Penalty 1682.871570 = -182035.743920 nChanged 3 SP:Iteration 27Q (7152.342946 sec): 3 clusters Score: Raw -183719.856554 + Penalty 1682.871570 = -182036.984984 nChanged 2 SP:Iteration 28Q (7152.369955 sec): 3 clusters Score: Raw -183720.906596 + Penalty 1682.871570 = -182038.035026 nChanged 4 SP:Iteration 29Q (7152.476672 sec): 3 clusters Score: Raw -183722.906344 + Penalty 1682.871570 = -182040.034774 nChanged 5 SP:Iteration 30Q (7152.612837 sec): 3 clusters Score: Raw -183726.045928 + Penalty 1682.871570 = -182043.174358 nChanged 7 SP:Iteration 31Q (7152.713659 sec): 3 clusters Score: Raw -183728.397982 + Penalty 1682.871570 = -182045.526412 nChanged 4 SP:Iteration 32Q (7152.831797 sec): 3 clusters Score: Raw -183730.296250 + Penalty 1682.871570 = -182047.424680 nChanged 5 SP:Iteration 33Q (7152.923018 sec): 3 clusters Score: Raw -183731.410483 + Penalty 1682.871570 = -182048.538913 nChanged 5 SP:Iteration 34Q (7153.036737 sec): 3 clusters Score: Raw -183735.034401 + Penalty 1682.871570 = -182052.162831 nChanged 8 SP:Iteration 35Q (7153.152875 sec): 3 clusters Score: Raw -183738.580625 + Penalty 1682.871570 = -182055.709055 nChanged 8 SP:Iteration 36Q (7153.246643 sec): 3 clusters Score: Raw -183741.728422 + Penalty 1682.871570 = -182058.856852 nChanged 12 SP:Iteration 37Q (7153.360280 sec): 3 clusters Score: Raw -183747.311976 + Penalty 1682.871570 = -182064.440406 nChanged 10 SP:Iteration 38Q (7153.475833 sec): 3 clusters Score: Raw -183751.113867 + Penalty 1682.871570 = -182068.242297 nChanged 8 SP:Iteration 39Q (7153.593318 sec): 3 clusters Score: Raw -183756.480048 + Penalty 1682.871570 = -182073.608478 nChanged 11 SP:Iteration 40F (7153.701065 sec): 3 clusters Score: Raw -183760.750977 + Penalty 1682.871570 = -182077.879407 nChanged 8 SP:Iteration 41Q (7153.805885 sec): 3 clusters Score: Raw -183764.656759 + Penalty 1682.871570 = -182081.785189 nChanged 9 SP:Iteration 42Q (7153.923375 sec): 3 clusters Score: Raw -183767.760751 + Penalty 1682.871570 = -182084.889181 nChanged 8 SP:Iteration 43Q (7154.034624 sec): 3 clusters Score: Raw -183771.696182 + Penalty 1682.871570 = -182088.824612 nChanged 11 SP:Iteration 44Q (7154.118781 sec): 3 clusters Score: Raw -183777.596549 + Penalty 1682.871570 = -182094.724979 nChanged 11 SP:Iteration 45Q (7154.234382 sec): 3 clusters Score: Raw -183781.436520 + Penalty 1682.871570 = -182098.564950 nChanged 7 SP:Iteration 46Q (7154.325272 sec): 3 clusters Score: Raw -183785.372726 + Penalty 1682.871570 = -182102.501156 nChanged 12 SP:Iteration 47Q (7154.439232 sec): 3 clusters Score: Raw -183790.417188 + Penalty 1682.871570 = -182107.545618 nChanged 7 SP:Iteration 48Q (7154.555621 sec): 3 clusters Score: Raw -183794.947312 + Penalty 1682.871570 = -182112.075742 nChanged 12 SP:Iteration 49Q (7154.667274 sec): 3 clusters Score: Raw -183798.991596 + Penalty 1682.871570 = -182116.120026 nChanged 11 SP:Iteration 50Q (7154.759259 sec): 3 clusters Score: Raw -183804.968067 + Penalty 1682.871570 = -182122.096497 nChanged 11 SP:Iteration 51Q (7154.786712 sec): 3 clusters Score: Raw -183807.950526 + Penalty 1682.871570 = -182125.078956 nChanged 6 SP:Iteration 52Q (7154.813659 sec): 3 clusters Score: Raw -183810.024665 + Penalty 1682.871570 = -182127.153095 nChanged 2 SP:Iteration 53Q (7154.840646 sec): 3 clusters Score: Raw -183810.762825 + Penalty 1682.871570 = -182127.891255 nChanged 4 SP:Iteration 54Q (7154.867606 sec): 3 clusters Score: Raw -183812.377249 + Penalty 1682.871570 = -182129.505679 nChanged 8 SP:Iteration 55Q (7154.894557 sec): 3 clusters Score: Raw -183815.374452 + Penalty 1682.871570 = -182132.502882 nChanged 8 SP:Iteration 56Q (7154.921411 sec): 3 clusters Score: Raw -183817.844410 + Penalty 1682.871570 = -182134.972840 nChanged 6 SP:Iteration 57Q (7154.948252 sec): 3 clusters Score: Raw -183820.233683 + Penalty 1682.871570 = -182137.362113 nChanged 5 SP:Iteration 58Q (7154.975193 sec): 3 clusters Score: Raw -183821.890067 + Penalty 1682.871570 = -182139.018497 nChanged 2 SP:Iteration 59Q (7155.002072 sec): 3 clusters Score: Raw -183822.234538 + Penalty 1682.871570 = -182139.362968 nChanged 2 SP:Iteration 60F (7155.029137 sec): 3 clusters Score: Raw -183822.737528 + Penalty 1682.871570 = -182139.865958 nChanged 2 SP:Iteration 61Q (7155.132720 sec): 3 clusters Score: Raw -183823.245689 + Penalty 1682.871570 = -182140.374119 nChanged 2 SP:Iteration 62Q (7155.229753 sec): 3 clusters Score: Raw -183823.704366 + Penalty 1682.871570 = -182140.832796 nChanged 3 SP:Iteration 63Q (7155.351072 sec): 3 clusters Score: Raw -183824.516343 + Penalty 1682.871570 = -182141.644773 nChanged 3 SP:Iteration 64Q (7155.457136 sec): 3 clusters Score: Raw -183825.018620 + Penalty 1682.871570 = -182142.147050 nChanged 0 SP:Iteration 65F (7155.567058 sec): 3 clusters Score: Raw -183825.018620 + Penalty 1682.871570 = -182142.147050 nChanged 0 Iteration 99Q (7157.629288 sec): 23 clusters Score: Raw -4230284.704588 + Penalty 26019.816055 = -4204264.888533 nChanged 1203 Iteration 100F (7159.374129 sec): 23 clusters Score: Raw -4230898.420131 + Penalty 26019.816055 = -4204878.604076 nChanged 1063 Iteration 101Q (7160.405648 sec): 23 clusters Score: Raw -4231243.331128 + Penalty 26019.816055 = -4205223.515074 nChanged 632 Iteration 102Q (7161.636960 sec): 23 clusters Score: Raw -4231412.594166 + Penalty 26019.816055 = -4205392.778111 nChanged 462 Iteration 103Q (7162.641959 sec): 23 clusters Score: Raw -4231530.495641 + Penalty 26019.816055 = -4205510.679586 nChanged 444 Iteration 104Q (7163.632702 sec): 23 clusters Score: Raw -4231638.872812 + Penalty 26019.816055 = -4205619.056757 nChanged 377 Iteration 105Q (7164.650270 sec): 23 clusters Score: Raw -4231726.258050 + Penalty 26019.816055 = -4205706.441995 nChanged 346 Iteration 106Q (7165.663152 sec): 23 clusters Score: Raw -4231805.272758 + Penalty 26019.816055 = -4205785.456703 nChanged 314 Iteration 107Q (7166.681013 sec): 23 clusters Score: Raw -4231866.604740 + Penalty 26019.816055 = -4205846.788685 nChanged 300 Iteration 108Q (7167.744714 sec): 23 clusters Score: Raw -4231921.962120 + Penalty 26019.816055 = -4205902.146065 nChanged 235 Iteration 109Q (7168.757419 sec): 23 clusters Score: Raw -4231962.285406 + Penalty 26019.816055 = -4205942.469351 nChanged 226 Iteration 110Q (7169.768277 sec): 23 clusters Score: Raw -4231998.084312 + Penalty 26019.816055 = -4205978.268257 nChanged 210 Iteration 111Q (7170.780669 sec): 23 clusters Score: Raw -4232031.624280 + Penalty 26019.816055 = -4206011.808225 nChanged 206 Iteration 112Q (7171.795981 sec): 23 clusters Score: Raw -4232060.421393 + Penalty 26019.816055 = -4206040.605338 nChanged 161 Iteration 113Q (7172.808521 sec): 23 clusters Score: Raw -4232080.683475 + Penalty 26019.816055 = -4206060.867421 nChanged 124 Iteration 114Q (7173.762796 sec): 23 clusters Score: Raw -4232097.759392 + Penalty 26019.816055 = -4206077.943337 nChanged 113 Iteration 115Q (7174.749766 sec): 23 clusters Score: Raw -4232111.586372 + Penalty 26019.816055 = -4206091.770317 nChanged 103 Iteration 116Q (7175.730508 sec): 23 clusters Score: Raw -4232123.510057 + Penalty 26019.816055 = -4206103.694002 nChanged 89 Iteration 117Q (7176.744847 sec): 23 clusters Score: Raw -4232134.585257 + Penalty 26019.816055 = -4206114.769202 nChanged 79 Iteration 118Q (7177.792290 sec): 23 clusters Score: Raw -4232144.806755 + Penalty 26019.816055 = -4206124.990700 nChanged 76 Iteration 119Q (7178.797438 sec): 23 clusters Score: Raw -4232153.376484 + Penalty 26019.816055 = -4206133.560429 nChanged 68 Iteration 120F (7180.555949 sec): 23 clusters Score: Raw -4232161.483374 + Penalty 26019.816055 = -4206141.667319 nChanged 61 Iteration 121Q (7181.516457 sec): 23 clusters Score: Raw -4232166.597619 + Penalty 26019.816055 = -4206146.781564 nChanged 45 Iteration 122Q (7182.504017 sec): 23 clusters Score: Raw -4232170.594674 + Penalty 26019.816055 = -4206150.778620 nChanged 38 Iteration 123Q (7183.653405 sec): 23 clusters Score: Raw -4232174.249861 + Penalty 26019.816055 = -4206154.433807 nChanged 37 Iteration 124Q (7184.727245 sec): 23 clusters Score: Raw -4232177.765033 + Penalty 26019.816055 = -4206157.948978 nChanged 36 Iteration 125Q (7185.725698 sec): 23 clusters Score: Raw -4232181.425828 + Penalty 26019.816055 = -4206161.609773 nChanged 26 Iteration 126Q (7187.720781 sec): 23 clusters Score: Raw -4232183.833593 + Penalty 26019.816055 = -4206164.017538 nChanged 28 Iteration 127Q (7188.733916 sec): 23 clusters Score: Raw -4232186.183144 + Penalty 26019.816055 = -4206166.367089 nChanged 26 Iteration 128Q (7189.750076 sec): 23 clusters Score: Raw -4232188.815423 + Penalty 26019.816055 = -4206168.999368 nChanged 25 Iteration 129Q (7190.770587 sec): 23 clusters Score: Raw -4232191.025849 + Penalty 26019.816055 = -4206171.209794 nChanged 27 Iteration 130Q (7191.789118 sec): 23 clusters Score: Raw -4232193.145393 + Penalty 26019.816055 = -4206173.329339 nChanged 22 Iteration 131Q (7192.816990 sec): 23 clusters Score: Raw -4232195.175800 + Penalty 26019.816055 = -4206175.359745 nChanged 18 Iteration 132Q (7193.836978 sec): 23 clusters Score: Raw -4232196.724165 + Penalty 26019.816055 = -4206176.908110 nChanged 23 Iteration 133Q (7194.796942 sec): 23 clusters Score: Raw -4232198.730740 + Penalty 26019.816055 = -4206178.914685 nChanged 24 Iteration 134Q (7195.786864 sec): 23 clusters Score: Raw -4232200.564255 + Penalty 26019.816055 = -4206180.748200 nChanged 29 Iteration 135Q (7196.771008 sec): 23 clusters Score: Raw -4232203.637557 + Penalty 26019.816055 = -4206183.821502 nChanged 36 Iteration 136Q (7197.855122 sec): 23 clusters Score: Raw -4232207.183010 + Penalty 26019.816055 = -4206187.366956 nChanged 30 Iteration 137Q (7198.839945 sec): 23 clusters Score: Raw -4232210.385582 + Penalty 26019.816055 = -4206190.569527 nChanged 24 Iteration 138Q (7199.829241 sec): 23 clusters Score: Raw -4232213.034864 + Penalty 26019.816055 = -4206193.218810 nChanged 26 Writing temp clu file Because OldScore, -4206190.569527, is greater than current (better) Score,-4206193.218810 Compute initial score before splitting: Score: Raw -4232213.034864 + Penalty 26019.816055 = -4206193.218810 Trying to split cluster 1 (1055 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7199.956133 sec): 2 clusters Score: Raw -57548.679986 + Penalty 730.936085 = -56817.743902 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7200.072568 sec): 3 clusters Score: Raw -57135.551987 + Penalty 1461.872170 = -55673.679818 nChanged 341 SP:Iteration 1F (7200.185446 sec): 3 clusters Score: Raw -57429.938222 + Penalty 1461.872170 = -55968.066052 nChanged 90 SP:Iteration 2F (7200.296660 sec): 3 clusters Score: Raw -57510.624261 + Penalty 1461.872170 = -56048.752091 nChanged 53 SP:Iteration 3F (7200.393606 sec): 3 clusters Score: Raw -57554.488678 + Penalty 1461.872170 = -56092.616508 nChanged 41 SP:Iteration 4Q (7200.507624 sec): 3 clusters Score: Raw -57593.215316 + Penalty 1461.872170 = -56131.343147 nChanged 31 SP:Iteration 5Q (7200.534255 sec): 3 clusters Score: Raw -57619.042822 + Penalty 1461.872170 = -56157.170652 nChanged 24 SP:Iteration 6Q (7200.546335 sec): 3 clusters Score: Raw -57638.682117 + Penalty 1461.872170 = -56176.809948 nChanged 21 SP:Iteration 7Q (7200.558369 sec): 3 clusters Score: Raw -57654.345751 + Penalty 1461.872170 = -56192.473581 nChanged 21 SP:Iteration 8Q (7200.570346 sec): 3 clusters Score: Raw -57674.119682 + Penalty 1461.872170 = -56212.247512 nChanged 17 SP:Iteration 9Q (7200.582420 sec): 3 clusters Score: Raw -57689.877398 + Penalty 1461.872170 = -56228.005228 nChanged 11 SP:Iteration 10Q (7200.594365 sec): 3 clusters Score: Raw -57698.160546 + Penalty 1461.872170 = -56236.288376 nChanged 7 SP:Iteration 11Q (7200.606309 sec): 3 clusters Score: Raw -57702.874543 + Penalty 1461.872170 = -56241.002373 nChanged 4 SP:Iteration 12Q (7200.618258 sec): 3 clusters Score: Raw -57705.172435 + Penalty 1461.872170 = -56243.300265 nChanged 2 SP:Iteration 13Q (7200.630172 sec): 3 clusters Score: Raw -57705.735319 + Penalty 1461.872170 = -56243.863149 nChanged 1 SP:Iteration 14Q (7200.642348 sec): 3 clusters Score: Raw -57706.491150 + Penalty 1461.872170 = -56244.618980 nChanged 3 SP:Iteration 15Q (7200.735835 sec): 3 clusters Score: Raw -57709.166177 + Penalty 1461.872170 = -56247.294007 nChanged 4 SP:Iteration 16Q (7200.824427 sec): 3 clusters Score: Raw -57711.913222 + Penalty 1461.872170 = -56250.041053 nChanged 2 SP:Iteration 17Q (7200.912913 sec): 3 clusters Score: Raw -57712.645051 + Penalty 1461.872170 = -56250.772881 nChanged 1 SP:Iteration 18Q (7201.001465 sec): 3 clusters Score: Raw -57712.812081 + Penalty 1461.872170 = -56250.939912 nChanged 1 SP:Iteration 19Q (7201.089974 sec): 3 clusters Score: Raw -57713.395727 + Penalty 1461.872170 = -56251.523557 nChanged 4 SP:Iteration 20F (7201.179781 sec): 3 clusters Score: Raw -57717.424382 + Penalty 1461.872170 = -56255.552213 nChanged 3 SP:Iteration 21Q (7201.273685 sec): 3 clusters Score: Raw -57719.204882 + Penalty 1461.872170 = -56257.332712 nChanged 7 SP:Iteration 22Q (7201.362344 sec): 3 clusters Score: Raw -57722.960514 + Penalty 1461.872170 = -56261.088345 nChanged 5 SP:Iteration 23Q (7201.450961 sec): 3 clusters Score: Raw -57725.165013 + Penalty 1461.872170 = -56263.292844 nChanged 3 SP:Iteration 24Q (7201.543856 sec): 3 clusters Score: Raw -57726.262820 + Penalty 1461.872170 = -56264.390650 nChanged 0 SP:Iteration 25F (7201.637527 sec): 3 clusters Score: Raw -57726.262820 + Penalty 1461.872170 = -56264.390650 nChanged 0 Trying to split cluster 2 (3311 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7201.716304 sec): 2 clusters Score: Raw -175304.916191 + Penalty 851.025581 = -174453.890610 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7201.869113 sec): 3 clusters Score: Raw -173564.331834 + Penalty 1702.051163 = -171862.280671 nChanged 1376 SP:Iteration 1F (7201.971504 sec): 3 clusters Score: Raw -174504.211833 + Penalty 1702.051163 = -172802.160670 nChanged 292 SP:Iteration 2F (7202.085851 sec): 3 clusters Score: Raw -174746.948498 + Penalty 1702.051163 = -173044.897335 nChanged 222 SP:Iteration 3F (7202.200908 sec): 3 clusters Score: Raw -174936.366754 + Penalty 1702.051163 = -173234.315591 nChanged 163 SP:Iteration 4Q (7202.304866 sec): 3 clusters Score: Raw -175090.397245 + Penalty 1702.051163 = -173388.346083 nChanged 149 SP:Iteration 5Q (7202.423532 sec): 3 clusters Score: Raw -175227.542492 + Penalty 1702.051163 = -173525.491330 nChanged 116 SP:Iteration 6Q (7202.518254 sec): 3 clusters Score: Raw -175302.755018 + Penalty 1702.051163 = -173600.703855 nChanged 90 SP:Iteration 7Q (7202.613682 sec): 3 clusters Score: Raw -175349.791512 + Penalty 1702.051163 = -173647.740349 nChanged 68 SP:Iteration 8Q (7202.710325 sec): 3 clusters Score: Raw -175380.818609 + Penalty 1702.051163 = -173678.767446 nChanged 61 SP:Iteration 9Q (7202.784638 sec): 3 clusters Score: Raw -175401.855400 + Penalty 1702.051163 = -173699.804237 nChanged 47 SP:Iteration 10Q (7202.810495 sec): 3 clusters Score: Raw -175419.743030 + Penalty 1702.051163 = -173717.691868 nChanged 40 SP:Iteration 11Q (7202.835108 sec): 3 clusters Score: Raw -175439.452350 + Penalty 1702.051163 = -173737.401187 nChanged 49 SP:Iteration 12Q (7202.861517 sec): 3 clusters Score: Raw -175471.563648 + Penalty 1702.051163 = -173769.512485 nChanged 69 SP:Iteration 13Q (7202.891581 sec): 3 clusters Score: Raw -175507.356098 + Penalty 1702.051163 = -173805.304935 nChanged 68 SP:Iteration 14Q (7202.921721 sec): 3 clusters Score: Raw -175543.451397 + Penalty 1702.051163 = -173841.400234 nChanged 58 SP:Iteration 15Q (7202.951780 sec): 3 clusters Score: Raw -175571.113070 + Penalty 1702.051163 = -173869.061907 nChanged 50 SP:Iteration 16Q (7202.981514 sec): 3 clusters Score: Raw -175597.796362 + Penalty 1702.051163 = -173895.745199 nChanged 55 SP:Iteration 17Q (7203.006052 sec): 3 clusters Score: Raw -175633.491663 + Penalty 1702.051163 = -173931.440500 nChanged 62 SP:Iteration 18Q (7203.032237 sec): 3 clusters Score: Raw -175669.074479 + Penalty 1702.051163 = -173967.023316 nChanged 46 SP:Iteration 19Q (7203.152843 sec): 3 clusters Score: Raw -175698.598599 + Penalty 1702.051163 = -173996.547436 nChanged 42 SP:Iteration 20F (7203.259102 sec): 3 clusters Score: Raw -175725.677814 + Penalty 1702.051163 = -174023.626651 nChanged 47 SP:Iteration 21Q (7203.359994 sec): 3 clusters Score: Raw -175774.262850 + Penalty 1702.051163 = -174072.211687 nChanged 57 SP:Iteration 22Q (7203.452816 sec): 3 clusters Score: Raw -175831.874667 + Penalty 1702.051163 = -174129.823504 nChanged 53 SP:Iteration 23Q (7203.566818 sec): 3 clusters Score: Raw -175865.720730 + Penalty 1702.051163 = -174163.669567 nChanged 46 SP:Iteration 24Q (7203.658798 sec): 3 clusters Score: Raw -175897.766279 + Penalty 1702.051163 = -174195.715117 nChanged 51 SP:Iteration 25Q (7203.776182 sec): 3 clusters Score: Raw -175934.932738 + Penalty 1702.051163 = -174232.881576 nChanged 52 SP:Iteration 26Q (7203.889946 sec): 3 clusters Score: Raw -175970.548257 + Penalty 1702.051163 = -174268.497094 nChanged 50 SP:Iteration 27Q (7204.020319 sec): 3 clusters Score: Raw -176004.997352 + Penalty 1702.051163 = -174302.946189 nChanged 41 SP:Iteration 28Q (7204.100517 sec): 3 clusters Score: Raw -176035.225461 + Penalty 1702.051163 = -174333.174298 nChanged 48 SP:Iteration 29Q (7204.176614 sec): 3 clusters Score: Raw -176078.449234 + Penalty 1702.051163 = -174376.398071 nChanged 46 SP:Iteration 30Q (7204.268837 sec): 3 clusters Score: Raw -176112.838657 + Penalty 1702.051163 = -174410.787494 nChanged 42 SP:Iteration 31Q (7204.356983 sec): 3 clusters Score: Raw -176152.674062 + Penalty 1702.051163 = -174450.622899 nChanged 49 SP:Iteration 32Q (7204.448950 sec): 3 clusters Score: Raw -176211.347479 + Penalty 1702.051163 = -174509.296316 nChanged 47 SP:Iteration 33Q (7204.535272 sec): 3 clusters Score: Raw -176293.097233 + Penalty 1702.051163 = -174591.046070 nChanged 39 SP:Iteration 34Q (7204.616074 sec): 3 clusters Score: Raw -176348.344388 + Penalty 1702.051163 = -174646.293225 nChanged 30 SP:Iteration 35Q (7204.706725 sec): 3 clusters Score: Raw -176382.626127 + Penalty 1702.051163 = -174680.574965 nChanged 25 SP:Iteration 36Q (7204.786316 sec): 3 clusters Score: Raw -176401.029464 + Penalty 1702.051163 = -174698.978301 nChanged 20 SP:Iteration 37Q (7204.810686 sec): 3 clusters Score: Raw -176407.190506 + Penalty 1702.051163 = -174705.139343 nChanged 16 SP:Iteration 38Q (7204.834648 sec): 3 clusters Score: Raw -176412.378453 + Penalty 1702.051163 = -174710.327290 nChanged 14 SP:Iteration 39Q (7204.859500 sec): 3 clusters Score: Raw -176417.196666 + Penalty 1702.051163 = -174715.145504 nChanged 12 SP:Iteration 40F (7204.894282 sec): 3 clusters Score: Raw -176420.649954 + Penalty 1702.051163 = -174718.598791 nChanged 6 SP:Iteration 41Q (7204.928769 sec): 3 clusters Score: Raw -176422.434139 + Penalty 1702.051163 = -174720.382976 nChanged 7 SP:Iteration 42Q (7204.963091 sec): 3 clusters Score: Raw -176424.622470 + Penalty 1702.051163 = -174722.571307 nChanged 7 SP:Iteration 43Q (7204.997517 sec): 3 clusters Score: Raw -176426.369914 + Penalty 1702.051163 = -174724.318751 nChanged 3 SP:Iteration 44Q (7205.031816 sec): 3 clusters Score: Raw -176427.106178 + Penalty 1702.051163 = -174725.055015 nChanged 1 SP:Iteration 45Q (7205.059612 sec): 3 clusters Score: Raw -176427.622340 + Penalty 1702.051163 = -174725.571177 nChanged 2 SP:Iteration 46Q (7205.083576 sec): 3 clusters Score: Raw -176427.953907 + Penalty 1702.051163 = -174725.902744 nChanged 2 SP:Iteration 47Q (7205.107587 sec): 3 clusters Score: Raw -176428.476943 + Penalty 1702.051163 = -174726.425780 nChanged 1 SP:Iteration 48Q (7205.131544 sec): 3 clusters Score: Raw -176428.826540 + Penalty 1702.051163 = -174726.775377 nChanged 1 SP:Iteration 49Q (7205.155549 sec): 3 clusters Score: Raw -176428.974042 + Penalty 1702.051163 = -174726.922879 nChanged 1 SP:Iteration 50Q (7205.274416 sec): 3 clusters Score: Raw -176429.279427 + Penalty 1702.051163 = -174727.228264 nChanged 0 SP:Iteration 51F (7205.402140 sec): 3 clusters Score: Raw -176429.279427 + Penalty 1702.051163 = -174727.228264 nChanged 0 Score: Raw -4233339.176210 + Penalty 27202.534966 = -4206136.641244 Splitting cluster 2 changes total score from -4206193.218810 to -4206136.641244 So it's not getting split. Trying to split cluster 3 (1195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7207.583583 sec): 2 clusters Score: Raw -48789.939735 + Penalty 744.019654 = -48045.920082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7207.594718 sec): 3 clusters Score: Raw -48318.518805 + Penalty 1488.039308 = -46830.479497 nChanged 445 SP:Iteration 1F (7207.605136 sec): 3 clusters Score: Raw -48919.884697 + Penalty 1488.039308 = -47431.845390 nChanged 161 SP:Iteration 2F (7207.615511 sec): 3 clusters Score: Raw -49234.676346 + Penalty 1488.039308 = -47746.637039 nChanged 97 SP:Iteration 3F (7207.625855 sec): 3 clusters Score: Raw -49412.616827 + Penalty 1488.039308 = -47924.577520 nChanged 76 SP:Iteration 4F (7207.636369 sec): 3 clusters Score: Raw -49545.627293 + Penalty 1488.039308 = -48057.587986 nChanged 47 SP:Iteration 5Q (7207.646857 sec): 3 clusters Score: Raw -49606.689259 + Penalty 1488.039308 = -48118.649951 nChanged 33 SP:Iteration 6Q (7207.657297 sec): 3 clusters Score: Raw -49640.153451 + Penalty 1488.039308 = -48152.114143 nChanged 19 SP:Iteration 7Q (7207.667751 sec): 3 clusters Score: Raw -49665.796762 + Penalty 1488.039308 = -48177.757454 nChanged 13 SP:Iteration 8Q (7207.678174 sec): 3 clusters Score: Raw -49681.926234 + Penalty 1488.039308 = -48193.886926 nChanged 13 SP:Iteration 9Q (7207.688600 sec): 3 clusters Score: Raw -49696.887311 + Penalty 1488.039308 = -48208.848004 nChanged 10 SP:Iteration 10Q (7207.699090 sec): 3 clusters Score: Raw -49708.874733 + Penalty 1488.039308 = -48220.835425 nChanged 10 SP:Iteration 11Q (7207.709505 sec): 3 clusters Score: Raw -49734.894238 + Penalty 1488.039308 = -48246.854930 nChanged 13 SP:Iteration 12Q (7207.719936 sec): 3 clusters Score: Raw -49755.491866 + Penalty 1488.039308 = -48267.452559 nChanged 9 SP:Iteration 13Q (7207.730347 sec): 3 clusters Score: Raw -49768.601634 + Penalty 1488.039308 = -48280.562327 nChanged 5 SP:Iteration 14Q (7207.740709 sec): 3 clusters Score: Raw -49772.202684 + Penalty 1488.039308 = -48284.163376 nChanged 3 SP:Iteration 15Q (7207.751047 sec): 3 clusters Score: Raw -49773.824273 + Penalty 1488.039308 = -48285.784966 nChanged 1 SP:Iteration 16Q (7207.761503 sec): 3 clusters Score: Raw -49774.789998 + Penalty 1488.039308 = -48286.750690 nChanged 0 SP:Iteration 17F (7207.771898 sec): 3 clusters Score: Raw -49774.789998 + Penalty 1488.039308 = -48286.750690 nChanged 0 Score: Raw -4233199.663236 + Penalty 27202.534966 = -4205997.128270 Splitting cluster 3 changes total score from -4206193.218810 to -4205997.128270 So it's not getting split. Trying to split cluster 4 (4589 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7209.509347 sec): 2 clusters Score: Raw -278376.607555 + Penalty 885.298829 = -277491.308726 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7209.543818 sec): 3 clusters Score: Raw -275868.426809 + Penalty 1770.597657 = -274097.829152 nChanged 1936 SP:Iteration 1F (7209.576630 sec): 3 clusters Score: Raw -276956.235061 + Penalty 1770.597657 = -275185.637404 nChanged 371 SP:Iteration 2F (7209.613966 sec): 3 clusters Score: Raw -277162.575930 + Penalty 1770.597657 = -275391.978273 nChanged 281 SP:Iteration 3F (7209.650870 sec): 3 clusters Score: Raw -277333.078409 + Penalty 1770.597657 = -275562.480752 nChanged 259 SP:Iteration 4F (7209.688094 sec): 3 clusters Score: Raw -277505.206533 + Penalty 1770.597657 = -275734.608876 nChanged 243 SP:Iteration 5F (7209.838017 sec): 3 clusters Score: Raw -277687.100538 + Penalty 1770.597657 = -275916.502881 nChanged 212 SP:Iteration 6Q (7209.927371 sec): 3 clusters Score: Raw -277862.093333 + Penalty 1770.597657 = -276091.495676 nChanged 218 SP:Iteration 7Q (7210.043174 sec): 3 clusters Score: Raw -278023.290343 + Penalty 1770.597657 = -276252.692686 nChanged 181 SP:Iteration 8Q (7210.149616 sec): 3 clusters Score: Raw -278169.471299 + Penalty 1770.597657 = -276398.873642 nChanged 139 SP:Iteration 9Q (7210.258935 sec): 3 clusters Score: Raw -278298.343748 + Penalty 1770.597657 = -276527.746091 nChanged 113 SP:Iteration 10Q (7210.361358 sec): 3 clusters Score: Raw -278404.715505 + Penalty 1770.597657 = -276634.117848 nChanged 97 SP:Iteration 11Q (7210.458476 sec): 3 clusters Score: Raw -278478.244554 + Penalty 1770.597657 = -276707.646897 nChanged 80 SP:Iteration 12Q (7210.554618 sec): 3 clusters Score: Raw -278544.069140 + Penalty 1770.597657 = -276773.471483 nChanged 67 SP:Iteration 13Q (7210.654100 sec): 3 clusters Score: Raw -278576.896685 + Penalty 1770.597657 = -276806.299028 nChanged 40 SP:Iteration 14Q (7210.733682 sec): 3 clusters Score: Raw -278593.315864 + Penalty 1770.597657 = -276822.718206 nChanged 36 SP:Iteration 15Q (7210.826615 sec): 3 clusters Score: Raw -278601.708127 + Penalty 1770.597657 = -276831.110470 nChanged 25 SP:Iteration 16Q (7210.928041 sec): 3 clusters Score: Raw -278607.647315 + Penalty 1770.597657 = -276837.049658 nChanged 12 SP:Iteration 17Q (7211.029361 sec): 3 clusters Score: Raw -278612.484902 + Penalty 1770.597657 = -276841.887245 nChanged 16 SP:Iteration 18Q (7211.110106 sec): 3 clusters Score: Raw -278618.000485 + Penalty 1770.597657 = -276847.402828 nChanged 17 SP:Iteration 19Q (7211.205450 sec): 3 clusters Score: Raw -278624.122364 + Penalty 1770.597657 = -276853.524707 nChanged 20 SP:Iteration 20F (7211.309219 sec): 3 clusters Score: Raw -278631.962324 + Penalty 1770.597657 = -276861.364667 nChanged 20 SP:Iteration 21Q (7211.379119 sec): 3 clusters Score: Raw -278637.658350 + Penalty 1770.597657 = -276867.060693 nChanged 20 SP:Iteration 22Q (7211.411088 sec): 3 clusters Score: Raw -278645.802812 + Penalty 1770.597657 = -276875.205155 nChanged 16 SP:Iteration 23Q (7211.443273 sec): 3 clusters Score: Raw -278650.622103 + Penalty 1770.597657 = -276880.024445 nChanged 14 SP:Iteration 24Q (7211.475172 sec): 3 clusters Score: Raw -278654.065446 + Penalty 1770.597657 = -276883.467789 nChanged 12 SP:Iteration 25Q (7211.507228 sec): 3 clusters Score: Raw -278657.287028 + Penalty 1770.597657 = -276886.689371 nChanged 11 SP:Iteration 26Q (7211.539939 sec): 3 clusters Score: Raw -278659.902107 + Penalty 1770.597657 = -276889.304450 nChanged 11 SP:Iteration 27Q (7211.571886 sec): 3 clusters Score: Raw -278662.996302 + Penalty 1770.597657 = -276892.398645 nChanged 13 SP:Iteration 28Q (7211.603805 sec): 3 clusters Score: Raw -278666.062532 + Penalty 1770.597657 = -276895.464875 nChanged 13 SP:Iteration 29Q (7211.635876 sec): 3 clusters Score: Raw -278669.121312 + Penalty 1770.597657 = -276898.523655 nChanged 10 SP:Iteration 30Q (7211.667982 sec): 3 clusters Score: Raw -278671.460745 + Penalty 1770.597657 = -276900.863088 nChanged 7 SP:Iteration 31Q (7211.700130 sec): 3 clusters Score: Raw -278673.982337 + Penalty 1770.597657 = -276903.384680 nChanged 13 SP:Iteration 32Q (7211.732285 sec): 3 clusters Score: Raw -278678.933976 + Penalty 1770.597657 = -276908.336319 nChanged 15 SP:Iteration 33Q (7211.764576 sec): 3 clusters Score: Raw -278685.330932 + Penalty 1770.597657 = -276914.733274 nChanged 18 SP:Iteration 34Q (7211.796822 sec): 3 clusters Score: Raw -278690.733613 + Penalty 1770.597657 = -276920.135956 nChanged 16 SP:Iteration 35Q (7211.829172 sec): 3 clusters Score: Raw -278695.069039 + Penalty 1770.597657 = -276924.471382 nChanged 13 SP:Iteration 36Q (7211.861013 sec): 3 clusters Score: Raw -278697.944975 + Penalty 1770.597657 = -276927.347318 nChanged 10 SP:Iteration 37Q (7211.985915 sec): 3 clusters Score: Raw -278700.891967 + Penalty 1770.597657 = -276930.294310 nChanged 16 SP:Iteration 38Q (7212.087380 sec): 3 clusters Score: Raw -278705.216506 + Penalty 1770.597657 = -276934.618849 nChanged 19 SP:Iteration 39Q (7212.204808 sec): 3 clusters Score: Raw -278709.779763 + Penalty 1770.597657 = -276939.182106 nChanged 16 SP:Iteration 40F (7212.320028 sec): 3 clusters Score: Raw -278714.279411 + Penalty 1770.597657 = -276943.681754 nChanged 12 SP:Iteration 41Q (7212.418851 sec): 3 clusters Score: Raw -278717.197422 + Penalty 1770.597657 = -276946.599765 nChanged 10 SP:Iteration 42Q (7212.538414 sec): 3 clusters Score: Raw -278719.055978 + Penalty 1770.597657 = -276948.458321 nChanged 10 SP:Iteration 43Q (7212.658410 sec): 3 clusters Score: Raw -278721.366600 + Penalty 1770.597657 = -276950.768943 nChanged 9 SP:Iteration 44Q (7212.748003 sec): 3 clusters Score: Raw -278723.403141 + Penalty 1770.597657 = -276952.805484 nChanged 5 SP:Iteration 45Q (7212.868572 sec): 3 clusters Score: Raw -278724.563769 + Penalty 1770.597657 = -276953.966112 nChanged 9 SP:Iteration 46Q (7212.958939 sec): 3 clusters Score: Raw -278726.911478 + Penalty 1770.597657 = -276956.313821 nChanged 7 SP:Iteration 47Q (7213.062904 sec): 3 clusters Score: Raw -278729.539390 + Penalty 1770.597657 = -276958.941733 nChanged 6 SP:Iteration 48Q (7213.167874 sec): 3 clusters Score: Raw -278731.694695 + Penalty 1770.597657 = -276961.097038 nChanged 8 SP:Iteration 49Q (7213.276934 sec): 3 clusters Score: Raw -278734.139854 + Penalty 1770.597657 = -276963.542197 nChanged 7 SP:Iteration 50Q (7213.399617 sec): 3 clusters Score: Raw -278735.639336 + Penalty 1770.597657 = -276965.041679 nChanged 7 SP:Iteration 51Q (7213.500124 sec): 3 clusters Score: Raw -278736.992624 + Penalty 1770.597657 = -276966.394967 nChanged 5 SP:Iteration 52Q (7213.598342 sec): 3 clusters Score: Raw -278738.086846 + Penalty 1770.597657 = -276967.489189 nChanged 5 SP:Iteration 53Q (7213.632574 sec): 3 clusters Score: Raw -278738.693303 + Penalty 1770.597657 = -276968.095646 nChanged 4 SP:Iteration 54Q (7213.665289 sec): 3 clusters Score: Raw -278739.216346 + Penalty 1770.597657 = -276968.618689 nChanged 3 SP:Iteration 55Q (7213.702510 sec): 3 clusters Score: Raw -278739.945793 + Penalty 1770.597657 = -276969.348136 nChanged 2 SP:Iteration 56Q (7213.739870 sec): 3 clusters Score: Raw -278740.154855 + Penalty 1770.597657 = -276969.557198 nChanged 2 SP:Iteration 57Q (7213.777284 sec): 3 clusters Score: Raw -278740.502725 + Penalty 1770.597657 = -276969.905068 nChanged 3 SP:Iteration 58Q (7213.814199 sec): 3 clusters Score: Raw -278741.283693 + Penalty 1770.597657 = -276970.686036 nChanged 3 SP:Iteration 59Q (7213.881543 sec): 3 clusters Score: Raw -278741.618513 + Penalty 1770.597657 = -276971.020856 nChanged 1 SP:Iteration 60F (7213.915428 sec): 3 clusters Score: Raw -278742.170725 + Penalty 1770.597657 = -276971.573068 nChanged 4 SP:Iteration 61Q (7213.947938 sec): 3 clusters Score: Raw -278742.844148 + Penalty 1770.597657 = -276972.246491 nChanged 1 SP:Iteration 62Q (7213.980620 sec): 3 clusters Score: Raw -278742.915367 + Penalty 1770.597657 = -276972.317710 nChanged 1 SP:Iteration 63Q (7214.013202 sec): 3 clusters Score: Raw -278743.095823 + Penalty 1770.597657 = -276972.498166 nChanged 2 SP:Iteration 64Q (7214.051062 sec): 3 clusters Score: Raw -278743.776429 + Penalty 1770.597657 = -276973.178772 nChanged 5 SP:Iteration 65Q (7214.089314 sec): 3 clusters Score: Raw -278744.819810 + Penalty 1770.597657 = -276974.222153 nChanged 6 SP:Iteration 66Q (7214.127657 sec): 3 clusters Score: Raw -278745.859843 + Penalty 1770.597657 = -276975.262186 nChanged 5 SP:Iteration 67Q (7214.168757 sec): 3 clusters Score: Raw -278747.355330 + Penalty 1770.597657 = -276976.757673 nChanged 6 SP:Iteration 68Q (7214.207233 sec): 3 clusters Score: Raw -278749.936740 + Penalty 1770.597657 = -276979.339083 nChanged 6 SP:Iteration 69Q (7214.324255 sec): 3 clusters Score: Raw -278752.151204 + Penalty 1770.597657 = -276981.553547 nChanged 12 SP:Iteration 70Q (7214.457328 sec): 3 clusters Score: Raw -278755.844101 + Penalty 1770.597657 = -276985.246444 nChanged 15 SP:Iteration 71Q (7214.558452 sec): 3 clusters Score: Raw -278759.619568 + Penalty 1770.597657 = -276989.021910 nChanged 10 SP:Iteration 72Q (7214.679898 sec): 3 clusters Score: Raw -278761.771044 + Penalty 1770.597657 = -276991.173387 nChanged 12 SP:Iteration 73Q (7214.777704 sec): 3 clusters Score: Raw -278764.413669 + Penalty 1770.597657 = -276993.816012 nChanged 10 SP:Iteration 74Q (7214.869540 sec): 3 clusters Score: Raw -278767.075333 + Penalty 1770.597657 = -276996.477676 nChanged 8 SP:Iteration 75Q (7214.982568 sec): 3 clusters Score: Raw -278768.822420 + Penalty 1770.597657 = -276998.224763 nChanged 4 SP:Iteration 76Q (7215.102319 sec): 3 clusters Score: Raw -278769.399252 + Penalty 1770.597657 = -276998.801595 nChanged 4 SP:Iteration 77Q (7215.203890 sec): 3 clusters Score: Raw -278770.046156 + Penalty 1770.597657 = -276999.448499 nChanged 2 SP:Iteration 78Q (7215.316403 sec): 3 clusters Score: Raw -278770.424371 + Penalty 1770.597657 = -276999.826714 nChanged 4 SP:Iteration 79Q (7215.435383 sec): 3 clusters Score: Raw -278770.990803 + Penalty 1770.597657 = -277000.393146 nChanged 0 SP:Iteration 80F (7215.548682 sec): 3 clusters Score: Raw -278770.990803 + Penalty 1770.597657 = -277000.393146 nChanged 0 Trying to split cluster 5 (840 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7215.607049 sec): 2 clusters Score: Raw -41056.039121 + Penalty 707.007199 = -40349.031923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7215.718024 sec): 3 clusters Score: Raw -40728.445487 + Penalty 1414.014397 = -39314.431090 nChanged 291 SP:Iteration 1F (7215.836060 sec): 3 clusters Score: Raw -41018.268078 + Penalty 1414.014397 = -39604.253680 nChanged 78 SP:Iteration 2F (7215.942410 sec): 3 clusters Score: Raw -41129.793611 + Penalty 1414.014397 = -39715.779213 nChanged 47 SP:Iteration 3F (7215.950735 sec): 3 clusters Score: Raw -41170.462967 + Penalty 1414.014397 = -39756.448569 nChanged 26 SP:Iteration 4Q (7215.958878 sec): 3 clusters Score: Raw -41198.402292 + Penalty 1414.014397 = -39784.387895 nChanged 27 SP:Iteration 5Q (7215.967016 sec): 3 clusters Score: Raw -41221.113288 + Penalty 1414.014397 = -39807.098890 nChanged 18 SP:Iteration 6Q (7215.975061 sec): 3 clusters Score: Raw -41235.770857 + Penalty 1414.014397 = -39821.756459 nChanged 9 SP:Iteration 7Q (7215.983142 sec): 3 clusters Score: Raw -41240.412167 + Penalty 1414.014397 = -39826.397770 nChanged 6 SP:Iteration 8Q (7215.991185 sec): 3 clusters Score: Raw -41247.386841 + Penalty 1414.014397 = -39833.372444 nChanged 6 SP:Iteration 9Q (7216.000690 sec): 3 clusters Score: Raw -41251.810598 + Penalty 1414.014397 = -39837.796201 nChanged 4 SP:Iteration 10Q (7216.010568 sec): 3 clusters Score: Raw -41254.821250 + Penalty 1414.014397 = -39840.806853 nChanged 3 SP:Iteration 11Q (7216.020413 sec): 3 clusters Score: Raw -41257.640246 + Penalty 1414.014397 = -39843.625849 nChanged 4 SP:Iteration 12Q (7216.030213 sec): 3 clusters Score: Raw -41259.511826 + Penalty 1414.014397 = -39845.497429 nChanged 2 SP:Iteration 13Q (7216.040050 sec): 3 clusters Score: Raw -41261.222834 + Penalty 1414.014397 = -39847.208436 nChanged 2 SP:Iteration 14Q (7216.049899 sec): 3 clusters Score: Raw -41263.661858 + Penalty 1414.014397 = -39849.647461 nChanged 1 SP:Iteration 15Q (7216.059780 sec): 3 clusters Score: Raw -41264.110002 + Penalty 1414.014397 = -39850.095605 nChanged 0 SP:Iteration 16F (7216.069581 sec): 3 clusters Score: Raw -41264.110002 + Penalty 1414.014397 = -39850.095605 nChanged 0 Trying to split cluster 6 (4229 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7216.137205 sec): 2 clusters Score: Raw -216160.679520 + Penalty 876.720688 = -215283.958832 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7216.273017 sec): 3 clusters Score: Raw -213847.163837 + Penalty 1753.441376 = -212093.722461 nChanged 1831 SP:Iteration 1F (7216.400984 sec): 3 clusters Score: Raw -215179.878469 + Penalty 1753.441376 = -213426.437094 nChanged 456 SP:Iteration 2F (7216.516085 sec): 3 clusters Score: Raw -215608.204036 + Penalty 1753.441376 = -213854.762660 nChanged 356 SP:Iteration 3F (7216.636780 sec): 3 clusters Score: Raw -215936.915718 + Penalty 1753.441376 = -214183.474342 nChanged 282 SP:Iteration 4F (7216.731851 sec): 3 clusters Score: Raw -216217.737112 + Penalty 1753.441376 = -214464.295737 nChanged 204 SP:Iteration 5Q (7216.855355 sec): 3 clusters Score: Raw -216387.872341 + Penalty 1753.441376 = -214634.430965 nChanged 165 SP:Iteration 6Q (7216.977901 sec): 3 clusters Score: Raw -216487.917460 + Penalty 1753.441376 = -214734.476084 nChanged 113 SP:Iteration 7Q (7217.102739 sec): 3 clusters Score: Raw -216545.944895 + Penalty 1753.441376 = -214792.503519 nChanged 91 SP:Iteration 8Q (7217.218344 sec): 3 clusters Score: Raw -216598.056721 + Penalty 1753.441376 = -214844.615345 nChanged 85 SP:Iteration 9Q (7217.335031 sec): 3 clusters Score: Raw -216641.077525 + Penalty 1753.441376 = -214887.636149 nChanged 69 SP:Iteration 10Q (7217.453407 sec): 3 clusters Score: Raw -216670.106870 + Penalty 1753.441376 = -214916.665494 nChanged 53 SP:Iteration 11Q (7217.595142 sec): 3 clusters Score: Raw -216690.815751 + Penalty 1753.441376 = -214937.374375 nChanged 37 SP:Iteration 12Q (7217.714866 sec): 3 clusters Score: Raw -216699.545595 + Penalty 1753.441376 = -214946.104219 nChanged 29 SP:Iteration 13Q (7217.802884 sec): 3 clusters Score: Raw -216705.217230 + Penalty 1753.441376 = -214951.775854 nChanged 22 SP:Iteration 14Q (7217.922423 sec): 3 clusters Score: Raw -216710.247010 + Penalty 1753.441376 = -214956.805635 nChanged 24 SP:Iteration 15Q (7218.063949 sec): 3 clusters Score: Raw -216715.417080 + Penalty 1753.441376 = -214961.975704 nChanged 16 SP:Iteration 16Q (7218.143128 sec): 3 clusters Score: Raw -216718.016601 + Penalty 1753.441376 = -214964.575225 nChanged 16 SP:Iteration 17Q (7218.204233 sec): 3 clusters Score: Raw -216720.295180 + Penalty 1753.441376 = -214966.853804 nChanged 12 SP:Iteration 18Q (7218.241576 sec): 3 clusters Score: Raw -216722.257256 + Penalty 1753.441376 = -214968.815880 nChanged 7 SP:Iteration 19Q (7218.278845 sec): 3 clusters Score: Raw -216723.841060 + Penalty 1753.441376 = -214970.399684 nChanged 8 SP:Iteration 20F (7218.314653 sec): 3 clusters Score: Raw -216725.020983 + Penalty 1753.441376 = -214971.579607 nChanged 4 SP:Iteration 21Q (7218.350821 sec): 3 clusters Score: Raw -216725.676006 + Penalty 1753.441376 = -214972.234630 nChanged 4 SP:Iteration 22Q (7218.386899 sec): 3 clusters Score: Raw -216726.515400 + Penalty 1753.441376 = -214973.074025 nChanged 4 SP:Iteration 23Q (7218.423184 sec): 3 clusters Score: Raw -216726.873621 + Penalty 1753.441376 = -214973.432245 nChanged 1 SP:Iteration 24Q (7218.459454 sec): 3 clusters Score: Raw -216726.952157 + Penalty 1753.441376 = -214973.510781 nChanged 2 SP:Iteration 25Q (7218.496282 sec): 3 clusters Score: Raw -216727.063734 + Penalty 1753.441376 = -214973.622358 nChanged 2 SP:Iteration 26Q (7218.533352 sec): 3 clusters Score: Raw -216727.180666 + Penalty 1753.441376 = -214973.739291 nChanged 0 SP:Iteration 27F (7218.570216 sec): 3 clusters Score: Raw -216727.180666 + Penalty 1753.441376 = -214973.739291 nChanged 0 Trying to split cluster 7 (1986 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7218.604383 sec): 2 clusters Score: Raw -88349.613631 + Penalty 797.357174 = -87552.256457 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7218.758678 sec): 3 clusters Score: Raw -87411.724607 + Penalty 1594.714347 = -85817.010260 nChanged 775 SP:Iteration 1F (7218.857212 sec): 3 clusters Score: Raw -87986.501241 + Penalty 1594.714347 = -86391.786894 nChanged 185 SP:Iteration 2F (7218.971216 sec): 3 clusters Score: Raw -88132.126735 + Penalty 1594.714347 = -86537.412387 nChanged 125 SP:Iteration 3F (7219.076753 sec): 3 clusters Score: Raw -88242.151354 + Penalty 1594.714347 = -86647.437006 nChanged 104 SP:Iteration 4F (7219.190005 sec): 3 clusters Score: Raw -88322.837169 + Penalty 1594.714347 = -86728.122821 nChanged 80 SP:Iteration 5Q (7219.304807 sec): 3 clusters Score: Raw -88376.486240 + Penalty 1594.714347 = -86781.771893 nChanged 67 SP:Iteration 6Q (7219.417157 sec): 3 clusters Score: Raw -88436.643009 + Penalty 1594.714347 = -86841.928662 nChanged 61 SP:Iteration 7Q (7219.517969 sec): 3 clusters Score: Raw -88475.993616 + Penalty 1594.714347 = -86881.279269 nChanged 50 SP:Iteration 8Q (7219.636064 sec): 3 clusters Score: Raw -88508.517555 + Penalty 1594.714347 = -86913.803207 nChanged 38 SP:Iteration 9Q (7219.758005 sec): 3 clusters Score: Raw -88540.899809 + Penalty 1594.714347 = -86946.185462 nChanged 50 SP:Iteration 10Q (7219.880441 sec): 3 clusters Score: Raw -88588.560031 + Penalty 1594.714347 = -86993.845683 nChanged 45 SP:Iteration 11Q (7220.002629 sec): 3 clusters Score: Raw -88616.420855 + Penalty 1594.714347 = -87021.706508 nChanged 41 SP:Iteration 12Q (7220.117440 sec): 3 clusters Score: Raw -88634.312864 + Penalty 1594.714347 = -87039.598517 nChanged 23 SP:Iteration 13Q (7220.233381 sec): 3 clusters Score: Raw -88644.593710 + Penalty 1594.714347 = -87049.879362 nChanged 17 SP:Iteration 14Q (7220.348577 sec): 3 clusters Score: Raw -88652.924012 + Penalty 1594.714347 = -87058.209665 nChanged 13 SP:Iteration 15Q (7220.464261 sec): 3 clusters Score: Raw -88658.598570 + Penalty 1594.714347 = -87063.884223 nChanged 11 SP:Iteration 16Q (7220.579319 sec): 3 clusters Score: Raw -88662.063472 + Penalty 1594.714347 = -87067.349125 nChanged 12 SP:Iteration 17Q (7220.694635 sec): 3 clusters Score: Raw -88665.606234 + Penalty 1594.714347 = -87070.891887 nChanged 10 SP:Iteration 18Q (7220.811395 sec): 3 clusters Score: Raw -88668.713450 + Penalty 1594.714347 = -87073.999103 nChanged 7 SP:Iteration 19Q (7220.923204 sec): 3 clusters Score: Raw -88670.707586 + Penalty 1594.714347 = -87075.993239 nChanged 4 SP:Iteration 20F (7221.037066 sec): 3 clusters Score: Raw -88671.878582 + Penalty 1594.714347 = -87077.164235 nChanged 3 SP:Iteration 21Q (7221.149513 sec): 3 clusters Score: Raw -88672.591566 + Penalty 1594.714347 = -87077.877219 nChanged 1 SP:Iteration 22Q (7221.240163 sec): 3 clusters Score: Raw -88673.021183 + Penalty 1594.714347 = -87078.306836 nChanged 1 SP:Iteration 23Q (7221.356332 sec): 3 clusters Score: Raw -88673.169046 + Penalty 1594.714347 = -87078.454698 nChanged 1 SP:Iteration 24Q (7221.471724 sec): 3 clusters Score: Raw -88673.328550 + Penalty 1594.714347 = -87078.614203 nChanged 0 SP:Iteration 25F (7221.507817 sec): 3 clusters Score: Raw -88673.328550 + Penalty 1594.714347 = -87078.614203 nChanged 0 Trying to split cluster 8 (1387 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7221.539645 sec): 2 clusters Score: Raw -63151.516160 + Penalty 759.664334 = -62391.851825 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7221.556087 sec): 3 clusters Score: Raw -62595.115791 + Penalty 1519.328668 = -61075.787122 nChanged 510 SP:Iteration 1F (7221.572128 sec): 3 clusters Score: Raw -63040.237113 + Penalty 1519.328668 = -61520.908444 nChanged 149 SP:Iteration 2F (7221.588245 sec): 3 clusters Score: Raw -63217.372095 + Penalty 1519.328668 = -61698.043427 nChanged 101 SP:Iteration 3F (7221.604424 sec): 3 clusters Score: Raw -63334.328392 + Penalty 1519.328668 = -61814.999724 nChanged 78 SP:Iteration 4F (7221.620741 sec): 3 clusters Score: Raw -63419.346461 + Penalty 1519.328668 = -61900.017793 nChanged 59 SP:Iteration 5Q (7221.745845 sec): 3 clusters Score: Raw -63468.921604 + Penalty 1519.328668 = -61949.592936 nChanged 41 SP:Iteration 6Q (7221.864266 sec): 3 clusters Score: Raw -63505.039850 + Penalty 1519.328668 = -61985.711182 nChanged 31 SP:Iteration 7Q (7221.980706 sec): 3 clusters Score: Raw -63522.924236 + Penalty 1519.328668 = -62003.595568 nChanged 17 SP:Iteration 8Q (7222.095585 sec): 3 clusters Score: Raw -63531.263499 + Penalty 1519.328668 = -62011.934830 nChanged 11 SP:Iteration 9Q (7222.210712 sec): 3 clusters Score: Raw -63536.381462 + Penalty 1519.328668 = -62017.052793 nChanged 4 SP:Iteration 10Q (7222.326019 sec): 3 clusters Score: Raw -63537.370086 + Penalty 1519.328668 = -62018.041418 nChanged 1 SP:Iteration 11Q (7222.438708 sec): 3 clusters Score: Raw -63537.476339 + Penalty 1519.328668 = -62018.147671 nChanged 0 SP:Iteration 12F (7222.552742 sec): 3 clusters Score: Raw -63537.476339 + Penalty 1519.328668 = -62018.147671 nChanged 0 Trying to split cluster 9 (6644 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7222.619745 sec): 2 clusters Score: Raw -375161.870324 + Penalty 924.154294 = -374237.716030 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7222.795308 sec): 3 clusters Score: Raw -371409.875554 + Penalty 1848.308589 = -369561.566965 nChanged 2882 SP:Iteration 1F (7222.906066 sec): 3 clusters Score: Raw -373087.587426 + Penalty 1848.308589 = -371239.278837 nChanged 469 SP:Iteration 2F (7223.023159 sec): 3 clusters Score: Raw -373360.357878 + Penalty 1848.308589 = -371512.049289 nChanged 406 SP:Iteration 3F (7223.147834 sec): 3 clusters Score: Raw -373608.941437 + Penalty 1848.308589 = -371760.632848 nChanged 383 SP:Iteration 4F (7223.276565 sec): 3 clusters Score: Raw -373832.724597 + Penalty 1848.308589 = -371984.416008 nChanged 326 SP:Iteration 5Q (7223.406376 sec): 3 clusters Score: Raw -374004.612886 + Penalty 1848.308589 = -372156.304297 nChanged 294 SP:Iteration 6Q (7223.536952 sec): 3 clusters Score: Raw -374182.502445 + Penalty 1848.308589 = -372334.193856 nChanged 266 SP:Iteration 7Q (7223.667862 sec): 3 clusters Score: Raw -374322.805861 + Penalty 1848.308589 = -372474.497272 nChanged 213 SP:Iteration 8Q (7223.776013 sec): 3 clusters Score: Raw -374425.461614 + Penalty 1848.308589 = -372577.153025 nChanged 194 SP:Iteration 9Q (7223.850271 sec): 3 clusters Score: Raw -374519.178023 + Penalty 1848.308589 = -372670.869434 nChanged 190 SP:Iteration 10Q (7223.898704 sec): 3 clusters Score: Raw -374623.759468 + Penalty 1848.308589 = -372775.450879 nChanged 214 SP:Iteration 11Q (7223.947345 sec): 3 clusters Score: Raw -374730.719795 + Penalty 1848.308589 = -372882.411207 nChanged 193 SP:Iteration 12Q (7223.998098 sec): 3 clusters Score: Raw -374828.985904 + Penalty 1848.308589 = -372980.677315 nChanged 176 SP:Iteration 13Q (7224.048784 sec): 3 clusters Score: Raw -374926.057533 + Penalty 1848.308589 = -373077.748944 nChanged 170 SP:Iteration 14Q (7224.116260 sec): 3 clusters Score: Raw -375016.570728 + Penalty 1848.308589 = -373168.262139 nChanged 165 SP:Iteration 15Q (7224.165851 sec): 3 clusters Score: Raw -375122.065419 + Penalty 1848.308589 = -373273.756830 nChanged 159 SP:Iteration 16Q (7224.215200 sec): 3 clusters Score: Raw -375213.135606 + Penalty 1848.308589 = -373364.827017 nChanged 125 SP:Iteration 17Q (7224.264136 sec): 3 clusters Score: Raw -375283.934448 + Penalty 1848.308589 = -373435.625859 nChanged 124 SP:Iteration 18Q (7224.313289 sec): 3 clusters Score: Raw -375356.922638 + Penalty 1848.308589 = -373508.614049 nChanged 113 SP:Iteration 19Q (7224.362794 sec): 3 clusters Score: Raw -375431.269386 + Penalty 1848.308589 = -373582.960797 nChanged 123 SP:Iteration 20F (7224.411646 sec): 3 clusters Score: Raw -375527.977081 + Penalty 1848.308589 = -373679.668492 nChanged 141 SP:Iteration 21Q (7224.560862 sec): 3 clusters Score: Raw -375637.721996 + Penalty 1848.308589 = -373789.413407 nChanged 136 SP:Iteration 22Q (7224.702339 sec): 3 clusters Score: Raw -375742.419512 + Penalty 1848.308589 = -373894.110923 nChanged 111 SP:Iteration 23Q (7224.850461 sec): 3 clusters Score: Raw -375830.662898 + Penalty 1848.308589 = -373982.354310 nChanged 115 SP:Iteration 24Q (7224.994580 sec): 3 clusters Score: Raw -375910.166506 + Penalty 1848.308589 = -374061.857917 nChanged 79 SP:Iteration 25Q (7225.137351 sec): 3 clusters Score: Raw -375951.585155 + Penalty 1848.308589 = -374103.276566 nChanged 53 SP:Iteration 26Q (7225.280761 sec): 3 clusters Score: Raw -375972.915860 + Penalty 1848.308589 = -374124.607272 nChanged 40 SP:Iteration 27Q (7225.424963 sec): 3 clusters Score: Raw -375986.398442 + Penalty 1848.308589 = -374138.089853 nChanged 26 SP:Iteration 28Q (7225.568741 sec): 3 clusters Score: Raw -375992.526232 + Penalty 1848.308589 = -374144.217644 nChanged 20 SP:Iteration 29Q (7225.712807 sec): 3 clusters Score: Raw -375996.672772 + Penalty 1848.308589 = -374148.364184 nChanged 18 SP:Iteration 30Q (7225.853863 sec): 3 clusters Score: Raw -376000.154218 + Penalty 1848.308589 = -374151.845629 nChanged 10 SP:Iteration 31Q (7225.996573 sec): 3 clusters Score: Raw -376001.231595 + Penalty 1848.308589 = -374152.923006 nChanged 2 SP:Iteration 32Q (7226.141003 sec): 3 clusters Score: Raw -376001.441976 + Penalty 1848.308589 = -374153.133387 nChanged 1 SP:Iteration 33Q (7226.260677 sec): 3 clusters Score: Raw -376001.572663 + Penalty 1848.308589 = -374153.264074 nChanged 1 SP:Iteration 34Q (7226.393963 sec): 3 clusters Score: Raw -376001.636420 + Penalty 1848.308589 = -374153.327831 nChanged 1 SP:Iteration 35Q (7226.440014 sec): 3 clusters Score: Raw -376001.804613 + Penalty 1848.308589 = -374153.496024 nChanged 2 SP:Iteration 36Q (7226.486515 sec): 3 clusters Score: Raw -376002.053640 + Penalty 1848.308589 = -374153.745051 nChanged 1 SP:Iteration 37Q (7226.533393 sec): 3 clusters Score: Raw -376002.084958 + Penalty 1848.308589 = -374153.776369 nChanged 0 SP:Iteration 38F (7226.582610 sec): 3 clusters Score: Raw -376002.084958 + Penalty 1848.308589 = -374153.776369 nChanged 0 Trying to split cluster 10 (6057 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7226.627714 sec): 2 clusters Score: Raw -353380.359831 + Penalty 914.441840 = -352465.917991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7226.676440 sec): 3 clusters Score: Raw -349947.687142 + Penalty 1828.883680 = -348118.803462 nChanged 2627 SP:Iteration 1F (7226.732711 sec): 3 clusters Score: Raw -351473.658326 + Penalty 1828.883680 = -349644.774645 nChanged 438 SP:Iteration 2F (7226.779287 sec): 3 clusters Score: Raw -351689.822349 + Penalty 1828.883680 = -349860.938669 nChanged 354 SP:Iteration 3F (7226.824213 sec): 3 clusters Score: Raw -351848.487277 + Penalty 1828.883680 = -350019.603596 nChanged 292 SP:Iteration 4Q (7226.870047 sec): 3 clusters Score: Raw -351983.659892 + Penalty 1828.883680 = -350154.776211 nChanged 250 SP:Iteration 5Q (7226.916647 sec): 3 clusters Score: Raw -352104.663246 + Penalty 1828.883680 = -350275.779566 nChanged 240 SP:Iteration 6Q (7226.967456 sec): 3 clusters Score: Raw -352234.117671 + Penalty 1828.883680 = -350405.233990 nChanged 234 SP:Iteration 7Q (7227.017668 sec): 3 clusters Score: Raw -352353.331562 + Penalty 1828.883680 = -350524.447881 nChanged 219 SP:Iteration 8Q (7227.067367 sec): 3 clusters Score: Raw -352472.869528 + Penalty 1828.883680 = -350643.985847 nChanged 207 SP:Iteration 9Q (7227.115765 sec): 3 clusters Score: Raw -352595.888846 + Penalty 1828.883680 = -350767.005166 nChanged 203 SP:Iteration 10Q (7227.162701 sec): 3 clusters Score: Raw -352718.523334 + Penalty 1828.883680 = -350889.639653 nChanged 190 SP:Iteration 11Q (7227.209282 sec): 3 clusters Score: Raw -352845.980713 + Penalty 1828.883680 = -351017.097033 nChanged 158 SP:Iteration 12Q (7227.339914 sec): 3 clusters Score: Raw -352955.345906 + Penalty 1828.883680 = -351126.462225 nChanged 142 SP:Iteration 13Q (7227.458753 sec): 3 clusters Score: Raw -353050.962934 + Penalty 1828.883680 = -351222.079253 nChanged 118 SP:Iteration 14Q (7227.585548 sec): 3 clusters Score: Raw -353136.487384 + Penalty 1828.883680 = -351307.603704 nChanged 104 SP:Iteration 15Q (7227.711794 sec): 3 clusters Score: Raw -353211.481218 + Penalty 1828.883680 = -351382.597537 nChanged 96 SP:Iteration 16Q (7227.838672 sec): 3 clusters Score: Raw -353272.872635 + Penalty 1828.883680 = -351443.988954 nChanged 74 SP:Iteration 17Q (7227.956658 sec): 3 clusters Score: Raw -353315.207330 + Penalty 1828.883680 = -351486.323649 nChanged 46 SP:Iteration 18Q (7228.092868 sec): 3 clusters Score: Raw -353344.560315 + Penalty 1828.883680 = -351515.676635 nChanged 46 SP:Iteration 19Q (7228.187647 sec): 3 clusters Score: Raw -353371.342908 + Penalty 1828.883680 = -351542.459227 nChanged 40 SP:Iteration 20F (7228.314812 sec): 3 clusters Score: Raw -353390.960801 + Penalty 1828.883680 = -351562.077121 nChanged 38 SP:Iteration 21Q (7228.448940 sec): 3 clusters Score: Raw -353408.920345 + Penalty 1828.883680 = -351580.036665 nChanged 31 SP:Iteration 22Q (7228.575450 sec): 3 clusters Score: Raw -353424.432982 + Penalty 1828.883680 = -351595.549302 nChanged 26 SP:Iteration 23Q (7228.727376 sec): 3 clusters Score: Raw -353434.267614 + Penalty 1828.883680 = -351605.383934 nChanged 17 SP:Iteration 24Q (7228.810096 sec): 3 clusters Score: Raw -353442.631073 + Penalty 1828.883680 = -351613.747392 nChanged 15 SP:Iteration 25Q (7228.942943 sec): 3 clusters Score: Raw -353449.742837 + Penalty 1828.883680 = -351620.859157 nChanged 13 SP:Iteration 26Q (7229.067947 sec): 3 clusters Score: Raw -353455.397303 + Penalty 1828.883680 = -351626.513623 nChanged 14 SP:Iteration 27Q (7229.194593 sec): 3 clusters Score: Raw -353460.009099 + Penalty 1828.883680 = -351631.125419 nChanged 14 SP:Iteration 28Q (7229.320667 sec): 3 clusters Score: Raw -353466.594356 + Penalty 1828.883680 = -351637.710675 nChanged 12 SP:Iteration 29Q (7229.362728 sec): 3 clusters Score: Raw -353470.688920 + Penalty 1828.883680 = -351641.805240 nChanged 12 SP:Iteration 30Q (7229.406065 sec): 3 clusters Score: Raw -353475.431781 + Penalty 1828.883680 = -351646.548100 nChanged 7 SP:Iteration 31Q (7229.449672 sec): 3 clusters Score: Raw -353479.005959 + Penalty 1828.883680 = -351650.122279 nChanged 10 SP:Iteration 32Q (7229.495666 sec): 3 clusters Score: Raw -353486.907334 + Penalty 1828.883680 = -351658.023654 nChanged 10 SP:Iteration 33Q (7229.541864 sec): 3 clusters Score: Raw -353491.990003 + Penalty 1828.883680 = -351663.106323 nChanged 5 SP:Iteration 34Q (7229.588019 sec): 3 clusters Score: Raw -353496.299762 + Penalty 1828.883680 = -351667.416082 nChanged 9 SP:Iteration 35Q (7229.632087 sec): 3 clusters Score: Raw -353500.376856 + Penalty 1828.883680 = -351671.493175 nChanged 7 SP:Iteration 36Q (7229.675929 sec): 3 clusters Score: Raw -353503.883188 + Penalty 1828.883680 = -351674.999507 nChanged 7 SP:Iteration 37Q (7229.720160 sec): 3 clusters Score: Raw -353507.430166 + Penalty 1828.883680 = -351678.546485 nChanged 10 SP:Iteration 38Q (7229.765126 sec): 3 clusters Score: Raw -353513.593519 + Penalty 1828.883680 = -351684.709838 nChanged 11 SP:Iteration 39Q (7229.811868 sec): 3 clusters Score: Raw -353520.720149 + Penalty 1828.883680 = -351691.836468 nChanged 8 SP:Iteration 40F (7229.860725 sec): 3 clusters Score: Raw -353525.631833 + Penalty 1828.883680 = -351696.748152 nChanged 5 SP:Iteration 41Q (7229.907041 sec): 3 clusters Score: Raw -353528.641961 + Penalty 1828.883680 = -351699.758280 nChanged 4 SP:Iteration 42Q (7229.952206 sec): 3 clusters Score: Raw -353529.716175 + Penalty 1828.883680 = -351700.832495 nChanged 5 SP:Iteration 43Q (7230.089507 sec): 3 clusters Score: Raw -353531.621632 + Penalty 1828.883680 = -351702.737951 nChanged 5 SP:Iteration 44Q (7230.244313 sec): 3 clusters Score: Raw -353535.537336 + Penalty 1828.883680 = -351706.653656 nChanged 2 SP:Iteration 45Q (7230.363443 sec): 3 clusters Score: Raw -353536.414622 + Penalty 1828.883680 = -351707.530941 nChanged 1 SP:Iteration 46Q (7230.513459 sec): 3 clusters Score: Raw -353536.880648 + Penalty 1828.883680 = -351707.996967 nChanged 1 SP:Iteration 47Q (7230.617844 sec): 3 clusters Score: Raw -353537.103705 + Penalty 1828.883680 = -351708.220025 nChanged 0 SP:Iteration 48F (7230.747809 sec): 3 clusters Score: Raw -353537.103705 + Penalty 1828.883680 = -351708.220025 nChanged 0 Trying to split cluster 11 (2778 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7230.807182 sec): 2 clusters Score: Raw -169540.108543 + Penalty 832.596085 = -168707.512458 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7230.900242 sec): 3 clusters Score: Raw -168125.813137 + Penalty 1665.192170 = -166460.620967 nChanged 1082 SP:Iteration 1F (7231.020676 sec): 3 clusters Score: Raw -168893.940416 + Penalty 1665.192170 = -167228.748246 nChanged 262 SP:Iteration 2F (7231.138716 sec): 3 clusters Score: Raw -169183.680802 + Penalty 1665.192170 = -167518.488632 nChanged 257 SP:Iteration 3F (7231.250776 sec): 3 clusters Score: Raw -169448.324206 + Penalty 1665.192170 = -167783.132036 nChanged 216 SP:Iteration 4F (7231.367775 sec): 3 clusters Score: Raw -169630.280719 + Penalty 1665.192170 = -167965.088549 nChanged 162 SP:Iteration 5F (7231.485172 sec): 3 clusters Score: Raw -169741.644731 + Penalty 1665.192170 = -168076.452562 nChanged 103 SP:Iteration 6Q (7231.597086 sec): 3 clusters Score: Raw -169807.666732 + Penalty 1665.192170 = -168142.474562 nChanged 80 SP:Iteration 7Q (7231.712900 sec): 3 clusters Score: Raw -169850.316302 + Penalty 1665.192170 = -168185.124132 nChanged 50 SP:Iteration 8Q (7231.858242 sec): 3 clusters Score: Raw -169877.834289 + Penalty 1665.192170 = -168212.642120 nChanged 47 SP:Iteration 9Q (7231.939956 sec): 3 clusters Score: Raw -169898.434860 + Penalty 1665.192170 = -168233.242690 nChanged 31 SP:Iteration 10Q (7232.028683 sec): 3 clusters Score: Raw -169911.377311 + Penalty 1665.192170 = -168246.185141 nChanged 24 SP:Iteration 11Q (7232.056052 sec): 3 clusters Score: Raw -169922.043998 + Penalty 1665.192170 = -168256.851828 nChanged 16 SP:Iteration 12Q (7232.083138 sec): 3 clusters Score: Raw -169928.224874 + Penalty 1665.192170 = -168263.032704 nChanged 15 SP:Iteration 13Q (7232.110339 sec): 3 clusters Score: Raw -169932.033895 + Penalty 1665.192170 = -168266.841726 nChanged 7 SP:Iteration 14Q (7232.137424 sec): 3 clusters Score: Raw -169934.294687 + Penalty 1665.192170 = -168269.102517 nChanged 8 SP:Iteration 15Q (7232.164550 sec): 3 clusters Score: Raw -169936.517604 + Penalty 1665.192170 = -168271.325434 nChanged 9 SP:Iteration 16Q (7232.191293 sec): 3 clusters Score: Raw -169938.475042 + Penalty 1665.192170 = -168273.282873 nChanged 6 SP:Iteration 17Q (7232.218359 sec): 3 clusters Score: Raw -169939.756453 + Penalty 1665.192170 = -168274.564283 nChanged 2 SP:Iteration 18Q (7232.245458 sec): 3 clusters Score: Raw -169939.930331 + Penalty 1665.192170 = -168274.738161 nChanged 2 SP:Iteration 19Q (7232.272393 sec): 3 clusters Score: Raw -169940.189730 + Penalty 1665.192170 = -168274.997560 nChanged 1 SP:Iteration 20F (7232.298937 sec): 3 clusters Score: Raw -169940.357388 + Penalty 1665.192170 = -168275.165218 nChanged 2 SP:Iteration 21Q (7232.326022 sec): 3 clusters Score: Raw -169940.690511 + Penalty 1665.192170 = -168275.498341 nChanged 1 SP:Iteration 22Q (7232.353105 sec): 3 clusters Score: Raw -169940.790515 + Penalty 1665.192170 = -168275.598345 nChanged 0 SP:Iteration 23F (7232.379460 sec): 3 clusters Score: Raw -169940.790515 + Penalty 1665.192170 = -168275.598345 nChanged 0 Trying to split cluster 12 (10093 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7232.458231 sec): 2 clusters Score: Raw -609015.577018 + Penalty 968.057726 = -608047.519292 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7232.620935 sec): 3 clusters Score: Raw -603033.586606 + Penalty 1936.115453 = -601097.471154 nChanged 4508 SP:Iteration 1F (7232.771333 sec): 3 clusters Score: Raw -605670.136987 + Penalty 1936.115453 = -603734.021535 nChanged 649 SP:Iteration 2F (7232.864315 sec): 3 clusters Score: Raw -605971.745826 + Penalty 1936.115453 = -604035.630374 nChanged 526 SP:Iteration 3F (7233.011928 sec): 3 clusters Score: Raw -606216.883541 + Penalty 1936.115453 = -604280.768089 nChanged 472 SP:Iteration 4Q (7233.184085 sec): 3 clusters Score: Raw -606438.125462 + Penalty 1936.115453 = -604502.010010 nChanged 501 SP:Iteration 5Q (7233.326163 sec): 3 clusters Score: Raw -606689.870776 + Penalty 1936.115453 = -604753.755323 nChanged 481 SP:Iteration 6Q (7233.445913 sec): 3 clusters Score: Raw -606964.854964 + Penalty 1936.115453 = -605028.739512 nChanged 511 SP:Iteration 7F (7233.588261 sec): 3 clusters Score: Raw -607258.644780 + Penalty 1936.115453 = -605322.529328 nChanged 451 SP:Iteration 8Q (7233.729232 sec): 3 clusters Score: Raw -607513.219996 + Penalty 1936.115453 = -605577.104544 nChanged 410 SP:Iteration 9Q (7233.872807 sec): 3 clusters Score: Raw -607738.629234 + Penalty 1936.115453 = -605802.513782 nChanged 348 SP:Iteration 10Q (7234.020634 sec): 3 clusters Score: Raw -607919.763391 + Penalty 1936.115453 = -605983.647938 nChanged 278 SP:Iteration 11Q (7234.082417 sec): 3 clusters Score: Raw -608066.757670 + Penalty 1936.115453 = -606130.642217 nChanged 267 SP:Iteration 12Q (7234.143430 sec): 3 clusters Score: Raw -608204.568537 + Penalty 1936.115453 = -606268.453085 nChanged 232 SP:Iteration 13Q (7234.203038 sec): 3 clusters Score: Raw -608310.562705 + Penalty 1936.115453 = -606374.447252 nChanged 175 SP:Iteration 14Q (7234.267056 sec): 3 clusters Score: Raw -608381.691506 + Penalty 1936.115453 = -606445.576053 nChanged 162 SP:Iteration 15Q (7234.332107 sec): 3 clusters Score: Raw -608444.052446 + Penalty 1936.115453 = -606507.936993 nChanged 129 SP:Iteration 16Q (7234.463033 sec): 3 clusters Score: Raw -608497.758843 + Penalty 1936.115453 = -606561.643390 nChanged 123 SP:Iteration 17Q (7234.583793 sec): 3 clusters Score: Raw -608547.853792 + Penalty 1936.115453 = -606611.738339 nChanged 118 SP:Iteration 18Q (7234.643038 sec): 3 clusters Score: Raw -608597.212568 + Penalty 1936.115453 = -606661.097115 nChanged 107 SP:Iteration 19Q (7234.701434 sec): 3 clusters Score: Raw -608644.806923 + Penalty 1936.115453 = -606708.691470 nChanged 100 SP:Iteration 20F (7234.760696 sec): 3 clusters Score: Raw -608686.051670 + Penalty 1936.115453 = -606749.936217 nChanged 109 SP:Iteration 21Q (7234.819776 sec): 3 clusters Score: Raw -608735.127262 + Penalty 1936.115453 = -606799.011810 nChanged 94 SP:Iteration 22Q (7234.882938 sec): 3 clusters Score: Raw -608775.274996 + Penalty 1936.115453 = -606839.159544 nChanged 86 SP:Iteration 23Q (7234.948049 sec): 3 clusters Score: Raw -608813.865225 + Penalty 1936.115453 = -606877.749772 nChanged 74 SP:Iteration 24Q (7235.012334 sec): 3 clusters Score: Raw -608843.665798 + Penalty 1936.115453 = -606907.550346 nChanged 67 SP:Iteration 25Q (7235.072029 sec): 3 clusters Score: Raw -608868.309758 + Penalty 1936.115453 = -606932.194305 nChanged 55 SP:Iteration 26Q (7235.131712 sec): 3 clusters Score: Raw -608891.282731 + Penalty 1936.115453 = -606955.167279 nChanged 54 SP:Iteration 27Q (7235.190874 sec): 3 clusters Score: Raw -608919.417964 + Penalty 1936.115453 = -606983.302512 nChanged 60 SP:Iteration 28Q (7235.249236 sec): 3 clusters Score: Raw -608944.716017 + Penalty 1936.115453 = -607008.600564 nChanged 44 SP:Iteration 29Q (7235.388721 sec): 3 clusters Score: Raw -608964.865031 + Penalty 1936.115453 = -607028.749578 nChanged 63 SP:Iteration 30Q (7235.532687 sec): 3 clusters Score: Raw -608995.746723 + Penalty 1936.115453 = -607059.631270 nChanged 58 SP:Iteration 31Q (7235.667260 sec): 3 clusters Score: Raw -609035.488613 + Penalty 1936.115453 = -607099.373160 nChanged 47 SP:Iteration 32Q (7235.794866 sec): 3 clusters Score: Raw -609071.192930 + Penalty 1936.115453 = -607135.077477 nChanged 46 SP:Iteration 33Q (7235.920814 sec): 3 clusters Score: Raw -609100.071816 + Penalty 1936.115453 = -607163.956364 nChanged 37 SP:Iteration 34Q (7236.049080 sec): 3 clusters Score: Raw -609123.656224 + Penalty 1936.115453 = -607187.540771 nChanged 28 SP:Iteration 35Q (7236.201572 sec): 3 clusters Score: Raw -609140.151029 + Penalty 1936.115453 = -607204.035576 nChanged 22 SP:Iteration 36Q (7236.313161 sec): 3 clusters Score: Raw -609150.699272 + Penalty 1936.115453 = -607214.583819 nChanged 17 SP:Iteration 37Q (7236.471954 sec): 3 clusters Score: Raw -609160.765943 + Penalty 1936.115453 = -607224.650490 nChanged 16 SP:Iteration 38Q (7236.587148 sec): 3 clusters Score: Raw -609168.902813 + Penalty 1936.115453 = -607232.787360 nChanged 13 SP:Iteration 39Q (7236.727006 sec): 3 clusters Score: Raw -609173.286731 + Penalty 1936.115453 = -607237.171279 nChanged 5 SP:Iteration 40F (7236.870040 sec): 3 clusters Score: Raw -609174.912478 + Penalty 1936.115453 = -607238.797026 nChanged 6 SP:Iteration 41Q (7236.994580 sec): 3 clusters Score: Raw -609177.559128 + Penalty 1936.115453 = -607241.443675 nChanged 5 SP:Iteration 42Q (7237.131906 sec): 3 clusters Score: Raw -609180.441069 + Penalty 1936.115453 = -607244.325616 nChanged 7 SP:Iteration 43Q (7237.187867 sec): 3 clusters Score: Raw -609183.452633 + Penalty 1936.115453 = -607247.337180 nChanged 5 SP:Iteration 44Q (7237.303440 sec): 3 clusters Score: Raw -609185.949532 + Penalty 1936.115453 = -607249.834079 nChanged 5 SP:Iteration 45Q (7237.361036 sec): 3 clusters Score: Raw -609189.313311 + Penalty 1936.115453 = -607253.197858 nChanged 4 SP:Iteration 46Q (7237.418243 sec): 3 clusters Score: Raw -609190.751617 + Penalty 1936.115453 = -607254.636164 nChanged 1 SP:Iteration 47Q (7237.475761 sec): 3 clusters Score: Raw -609190.871821 + Penalty 1936.115453 = -607254.756368 nChanged 1 SP:Iteration 48Q (7237.533742 sec): 3 clusters Score: Raw -609191.152368 + Penalty 1936.115453 = -607255.036915 nChanged 2 SP:Iteration 49Q (7237.590658 sec): 3 clusters Score: Raw -609191.829068 + Penalty 1936.115453 = -607255.713615 nChanged 3 SP:Iteration 50Q (7237.649442 sec): 3 clusters Score: Raw -609193.629346 + Penalty 1936.115453 = -607257.513894 nChanged 3 SP:Iteration 51Q (7237.708369 sec): 3 clusters Score: Raw -609194.319589 + Penalty 1936.115453 = -607258.204136 nChanged 1 SP:Iteration 52Q (7237.767537 sec): 3 clusters Score: Raw -609195.049048 + Penalty 1936.115453 = -607258.933596 nChanged 1 SP:Iteration 53Q (7237.825900 sec): 3 clusters Score: Raw -609195.273925 + Penalty 1936.115453 = -607259.158473 nChanged 0 SP:Iteration 54F (7237.889247 sec): 3 clusters Score: Raw -609195.273925 + Penalty 1936.115453 = -607259.158473 nChanged 0 Trying to split cluster 13 (2578 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7237.934732 sec): 2 clusters Score: Raw -132189.973438 + Penalty 824.750764 = -131365.222674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7237.961771 sec): 3 clusters Score: Raw -130879.304144 + Penalty 1649.501529 = -129229.802615 nChanged 1007 SP:Iteration 1F (7237.987441 sec): 3 clusters Score: Raw -131503.957998 + Penalty 1649.501529 = -129854.456469 nChanged 255 SP:Iteration 2F (7238.016726 sec): 3 clusters Score: Raw -131710.504973 + Penalty 1649.501529 = -130061.003444 nChanged 190 SP:Iteration 3F (7238.046023 sec): 3 clusters Score: Raw -131866.344339 + Penalty 1649.501529 = -130216.842811 nChanged 157 SP:Iteration 4F (7238.204568 sec): 3 clusters Score: Raw -132016.594927 + Penalty 1649.501529 = -130367.093399 nChanged 122 SP:Iteration 5Q (7238.323847 sec): 3 clusters Score: Raw -132135.494661 + Penalty 1649.501529 = -130485.993133 nChanged 95 SP:Iteration 6Q (7238.445241 sec): 3 clusters Score: Raw -132226.331047 + Penalty 1649.501529 = -130576.829518 nChanged 104 SP:Iteration 7Q (7238.554665 sec): 3 clusters Score: Raw -132341.447629 + Penalty 1649.501529 = -130691.946100 nChanged 90 SP:Iteration 8Q (7238.664704 sec): 3 clusters Score: Raw -132436.074315 + Penalty 1649.501529 = -130786.572786 nChanged 74 SP:Iteration 9Q (7238.782789 sec): 3 clusters Score: Raw -132498.786696 + Penalty 1649.501529 = -130849.285167 nChanged 56 SP:Iteration 10Q (7238.899809 sec): 3 clusters Score: Raw -132540.445224 + Penalty 1649.501529 = -130890.943696 nChanged 57 SP:Iteration 11Q (7239.016709 sec): 3 clusters Score: Raw -132577.278523 + Penalty 1649.501529 = -130927.776995 nChanged 43 SP:Iteration 12Q (7239.133837 sec): 3 clusters Score: Raw -132604.776263 + Penalty 1649.501529 = -130955.274735 nChanged 35 SP:Iteration 13Q (7239.228844 sec): 3 clusters Score: Raw -132627.371608 + Penalty 1649.501529 = -130977.870080 nChanged 27 SP:Iteration 14Q (7239.345685 sec): 3 clusters Score: Raw -132639.913898 + Penalty 1649.501529 = -130990.412369 nChanged 15 SP:Iteration 15Q (7239.463772 sec): 3 clusters Score: Raw -132645.041420 + Penalty 1649.501529 = -130995.539891 nChanged 9 SP:Iteration 16Q (7239.557145 sec): 3 clusters Score: Raw -132648.387284 + Penalty 1649.501529 = -130998.885756 nChanged 5 SP:Iteration 17Q (7239.667688 sec): 3 clusters Score: Raw -132649.282893 + Penalty 1649.501529 = -130999.781365 nChanged 1 SP:Iteration 18Q (7239.776278 sec): 3 clusters Score: Raw -132649.549119 + Penalty 1649.501529 = -131000.047591 nChanged 1 SP:Iteration 19Q (7239.891264 sec): 3 clusters Score: Raw -132651.099342 + Penalty 1649.501529 = -131001.597813 nChanged 8 SP:Iteration 20F (7240.007424 sec): 3 clusters Score: Raw -132655.451177 + Penalty 1649.501529 = -131005.949648 nChanged 7 SP:Iteration 21Q (7240.124994 sec): 3 clusters Score: Raw -132658.691633 + Penalty 1649.501529 = -131009.190104 nChanged 10 SP:Iteration 22Q (7240.241751 sec): 3 clusters Score: Raw -132661.797193 + Penalty 1649.501529 = -131012.295664 nChanged 5 SP:Iteration 23Q (7240.357246 sec): 3 clusters Score: Raw -132663.769820 + Penalty 1649.501529 = -131014.268292 nChanged 6 SP:Iteration 24Q (7240.419125 sec): 3 clusters Score: Raw -132666.301148 + Penalty 1649.501529 = -131016.799620 nChanged 5 SP:Iteration 25Q (7240.447403 sec): 3 clusters Score: Raw -132667.839446 + Penalty 1649.501529 = -131018.337917 nChanged 3 SP:Iteration 26Q (7240.472799 sec): 3 clusters Score: Raw -132668.774174 + Penalty 1649.501529 = -131019.272645 nChanged 3 SP:Iteration 27Q (7240.498121 sec): 3 clusters Score: Raw -132670.533675 + Penalty 1649.501529 = -131021.032146 nChanged 2 SP:Iteration 28Q (7240.523465 sec): 3 clusters Score: Raw -132671.469556 + Penalty 1649.501529 = -131021.968027 nChanged 3 SP:Iteration 29Q (7240.548809 sec): 3 clusters Score: Raw -132672.173257 + Penalty 1649.501529 = -131022.671728 nChanged 2 SP:Iteration 30Q (7240.574078 sec): 3 clusters Score: Raw -132672.591039 + Penalty 1649.501529 = -131023.089511 nChanged 1 SP:Iteration 31Q (7240.599360 sec): 3 clusters Score: Raw -132673.096038 + Penalty 1649.501529 = -131023.594510 nChanged 0 SP:Iteration 32F (7240.624527 sec): 3 clusters Score: Raw -132673.096038 + Penalty 1649.501529 = -131023.594510 nChanged 0 Trying to split cluster 14 (2924 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7240.660067 sec): 2 clusters Score: Raw -167317.567982 + Penalty 837.974321 = -166479.593661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7240.689855 sec): 3 clusters Score: Raw -165805.135958 + Penalty 1675.948642 = -164129.187316 nChanged 1194 SP:Iteration 1F (7240.839149 sec): 3 clusters Score: Raw -166550.910979 + Penalty 1675.948642 = -164874.962337 nChanged 254 SP:Iteration 2F (7240.933170 sec): 3 clusters Score: Raw -166780.451190 + Penalty 1675.948642 = -165104.502548 nChanged 220 SP:Iteration 3F (7241.055605 sec): 3 clusters Score: Raw -166979.614916 + Penalty 1675.948642 = -165303.666274 nChanged 194 SP:Iteration 4F (7241.173232 sec): 3 clusters Score: Raw -167149.178334 + Penalty 1675.948642 = -165473.229692 nChanged 168 SP:Iteration 5F (7241.288246 sec): 3 clusters Score: Raw -167276.604933 + Penalty 1675.948642 = -165600.656291 nChanged 145 SP:Iteration 6Q (7241.407276 sec): 3 clusters Score: Raw -167376.012126 + Penalty 1675.948642 = -165700.063484 nChanged 112 SP:Iteration 7Q (7241.519492 sec): 3 clusters Score: Raw -167434.862898 + Penalty 1675.948642 = -165758.914255 nChanged 78 SP:Iteration 8Q (7241.617515 sec): 3 clusters Score: Raw -167475.450885 + Penalty 1675.948642 = -165799.502242 nChanged 69 SP:Iteration 9Q (7241.735831 sec): 3 clusters Score: Raw -167514.999034 + Penalty 1675.948642 = -165839.050392 nChanged 47 SP:Iteration 10Q (7241.850261 sec): 3 clusters Score: Raw -167535.295694 + Penalty 1675.948642 = -165859.347051 nChanged 29 SP:Iteration 11Q (7241.958964 sec): 3 clusters Score: Raw -167545.085174 + Penalty 1675.948642 = -165869.136531 nChanged 20 SP:Iteration 12Q (7242.067911 sec): 3 clusters Score: Raw -167552.491720 + Penalty 1675.948642 = -165876.543078 nChanged 24 SP:Iteration 13Q (7242.176780 sec): 3 clusters Score: Raw -167558.549737 + Penalty 1675.948642 = -165882.601095 nChanged 17 SP:Iteration 14Q (7242.286754 sec): 3 clusters Score: Raw -167562.661024 + Penalty 1675.948642 = -165886.712382 nChanged 11 SP:Iteration 15Q (7242.397274 sec): 3 clusters Score: Raw -167566.403785 + Penalty 1675.948642 = -165890.455142 nChanged 6 SP:Iteration 16Q (7242.507523 sec): 3 clusters Score: Raw -167568.300446 + Penalty 1675.948642 = -165892.351804 nChanged 5 SP:Iteration 17Q (7242.618479 sec): 3 clusters Score: Raw -167569.230351 + Penalty 1675.948642 = -165893.281709 nChanged 3 SP:Iteration 18Q (7242.727961 sec): 3 clusters Score: Raw -167570.098821 + Penalty 1675.948642 = -165894.150178 nChanged 5 SP:Iteration 19Q (7242.839111 sec): 3 clusters Score: Raw -167571.558932 + Penalty 1675.948642 = -165895.610290 nChanged 6 SP:Iteration 20F (7242.949313 sec): 3 clusters Score: Raw -167572.765347 + Penalty 1675.948642 = -165896.816705 nChanged 5 SP:Iteration 21Q (7243.057473 sec): 3 clusters Score: Raw -167573.861838 + Penalty 1675.948642 = -165897.913196 nChanged 1 SP:Iteration 22Q (7243.166304 sec): 3 clusters Score: Raw -167574.127435 + Penalty 1675.948642 = -165898.178793 nChanged 4 SP:Iteration 23Q (7243.276138 sec): 3 clusters Score: Raw -167574.604589 + Penalty 1675.948642 = -165898.655946 nChanged 2 SP:Iteration 24Q (7243.384931 sec): 3 clusters Score: Raw -167575.222058 + Penalty 1675.948642 = -165899.273415 nChanged 0 SP:Iteration 25F (7243.496592 sec): 3 clusters Score: Raw -167575.222058 + Penalty 1675.948642 = -165899.273415 nChanged 0 Trying to split cluster 15 (2114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7243.539713 sec): 2 clusters Score: Raw -114333.176697 + Penalty 803.915402 = -113529.261294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7243.562276 sec): 3 clusters Score: Raw -113313.050177 + Penalty 1607.830805 = -111705.219372 nChanged 821 SP:Iteration 1F (7243.584478 sec): 3 clusters Score: Raw -113805.666003 + Penalty 1607.830805 = -112197.835198 nChanged 169 SP:Iteration 2F (7243.615284 sec): 3 clusters Score: Raw -113936.710602 + Penalty 1607.830805 = -112328.879797 nChanged 141 SP:Iteration 3F (7243.637309 sec): 3 clusters Score: Raw -114042.924006 + Penalty 1607.830805 = -112435.093201 nChanged 125 SP:Iteration 4F (7243.752801 sec): 3 clusters Score: Raw -114136.036162 + Penalty 1607.830805 = -112528.205357 nChanged 96 SP:Iteration 5Q (7243.870652 sec): 3 clusters Score: Raw -114209.387219 + Penalty 1607.830805 = -112601.556414 nChanged 98 SP:Iteration 6Q (7243.988767 sec): 3 clusters Score: Raw -114283.312894 + Penalty 1607.830805 = -112675.482089 nChanged 76 SP:Iteration 7Q (7244.105934 sec): 3 clusters Score: Raw -114337.787284 + Penalty 1607.830805 = -112729.956479 nChanged 70 SP:Iteration 8Q (7244.222545 sec): 3 clusters Score: Raw -114391.343609 + Penalty 1607.830805 = -112783.512804 nChanged 55 SP:Iteration 9Q (7244.336535 sec): 3 clusters Score: Raw -114435.564068 + Penalty 1607.830805 = -112827.733263 nChanged 40 SP:Iteration 10Q (7244.450956 sec): 3 clusters Score: Raw -114457.362423 + Penalty 1607.830805 = -112849.531618 nChanged 28 SP:Iteration 11Q (7244.574203 sec): 3 clusters Score: Raw -114473.718710 + Penalty 1607.830805 = -112865.887905 nChanged 20 SP:Iteration 12Q (7244.683177 sec): 3 clusters Score: Raw -114484.835358 + Penalty 1607.830805 = -112877.004553 nChanged 14 SP:Iteration 13Q (7244.780159 sec): 3 clusters Score: Raw -114490.512600 + Penalty 1607.830805 = -112882.681795 nChanged 13 SP:Iteration 14Q (7244.893266 sec): 3 clusters Score: Raw -114496.979108 + Penalty 1607.830805 = -112889.148303 nChanged 12 SP:Iteration 15Q (7245.011141 sec): 3 clusters Score: Raw -114501.452983 + Penalty 1607.830805 = -112893.622178 nChanged 8 SP:Iteration 16Q (7245.123115 sec): 3 clusters Score: Raw -114504.463893 + Penalty 1607.830805 = -112896.633088 nChanged 8 SP:Iteration 17Q (7245.218488 sec): 3 clusters Score: Raw -114507.459849 + Penalty 1607.830805 = -112899.629044 nChanged 10 SP:Iteration 18Q (7245.337764 sec): 3 clusters Score: Raw -114512.203730 + Penalty 1607.830805 = -112904.372925 nChanged 7 SP:Iteration 19Q (7245.454231 sec): 3 clusters Score: Raw -114515.224109 + Penalty 1607.830805 = -112907.393304 nChanged 3 SP:Iteration 20F (7245.547214 sec): 3 clusters Score: Raw -114516.940856 + Penalty 1607.830805 = -112909.110051 nChanged 5 SP:Iteration 21Q (7245.663710 sec): 3 clusters Score: Raw -114518.599266 + Penalty 1607.830805 = -112910.768461 nChanged 2 SP:Iteration 22Q (7245.779778 sec): 3 clusters Score: Raw -114519.047428 + Penalty 1607.830805 = -112911.216623 nChanged 0 SP:Iteration 23F (7245.921328 sec): 3 clusters Score: Raw -114519.047428 + Penalty 1607.830805 = -112911.216623 nChanged 0 Trying to split cluster 16 (3045 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7245.958043 sec): 2 clusters Score: Raw -180090.958783 + Penalty 842.231899 = -179248.726884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7246.061576 sec): 3 clusters Score: Raw -178536.761312 + Penalty 1684.463798 = -176852.297514 nChanged 1195 SP:Iteration 1F (7246.092379 sec): 3 clusters Score: Raw -179210.676376 + Penalty 1684.463798 = -177526.212578 nChanged 266 SP:Iteration 2F (7246.123365 sec): 3 clusters Score: Raw -179392.337919 + Penalty 1684.463798 = -177707.874121 nChanged 187 SP:Iteration 3F (7246.154309 sec): 3 clusters Score: Raw -179510.296004 + Penalty 1684.463798 = -177825.832206 nChanged 168 SP:Iteration 4F (7246.184006 sec): 3 clusters Score: Raw -179600.082218 + Penalty 1684.463798 = -177915.618420 nChanged 129 SP:Iteration 5Q (7246.214338 sec): 3 clusters Score: Raw -179672.523594 + Penalty 1684.463798 = -177988.059796 nChanged 110 SP:Iteration 6Q (7246.244756 sec): 3 clusters Score: Raw -179737.769446 + Penalty 1684.463798 = -178053.305648 nChanged 107 SP:Iteration 7Q (7246.275010 sec): 3 clusters Score: Raw -179796.267573 + Penalty 1684.463798 = -178111.803775 nChanged 87 SP:Iteration 8Q (7246.305168 sec): 3 clusters Score: Raw -179835.960929 + Penalty 1684.463798 = -178151.497131 nChanged 68 SP:Iteration 9Q (7246.335468 sec): 3 clusters Score: Raw -179861.621696 + Penalty 1684.463798 = -178177.157898 nChanged 55 SP:Iteration 10Q (7246.455329 sec): 3 clusters Score: Raw -179881.682849 + Penalty 1684.463798 = -178197.219051 nChanged 43 SP:Iteration 11Q (7246.523711 sec): 3 clusters Score: Raw -179898.648215 + Penalty 1684.463798 = -178214.184417 nChanged 38 SP:Iteration 12Q (7246.645015 sec): 3 clusters Score: Raw -179910.427806 + Penalty 1684.463798 = -178225.964008 nChanged 28 SP:Iteration 13Q (7246.768191 sec): 3 clusters Score: Raw -179920.347189 + Penalty 1684.463798 = -178235.883392 nChanged 32 SP:Iteration 14Q (7246.886114 sec): 3 clusters Score: Raw -179933.699278 + Penalty 1684.463798 = -178249.235481 nChanged 25 SP:Iteration 15Q (7247.004713 sec): 3 clusters Score: Raw -179942.345601 + Penalty 1684.463798 = -178257.881803 nChanged 21 SP:Iteration 16Q (7247.123365 sec): 3 clusters Score: Raw -179948.674577 + Penalty 1684.463798 = -178264.210780 nChanged 18 SP:Iteration 17Q (7247.242378 sec): 3 clusters Score: Raw -179955.395460 + Penalty 1684.463798 = -178270.931662 nChanged 25 SP:Iteration 18Q (7247.361228 sec): 3 clusters Score: Raw -179965.615442 + Penalty 1684.463798 = -178281.151644 nChanged 21 SP:Iteration 19Q (7247.479042 sec): 3 clusters Score: Raw -179972.284004 + Penalty 1684.463798 = -178287.820207 nChanged 18 SP:Iteration 20F (7247.597838 sec): 3 clusters Score: Raw -179978.275752 + Penalty 1684.463798 = -178293.811954 nChanged 14 SP:Iteration 21Q (7247.715837 sec): 3 clusters Score: Raw -179981.531230 + Penalty 1684.463798 = -178297.067432 nChanged 11 SP:Iteration 22Q (7247.834951 sec): 3 clusters Score: Raw -179985.050560 + Penalty 1684.463798 = -178300.586763 nChanged 16 SP:Iteration 23Q (7247.951413 sec): 3 clusters Score: Raw -179989.544732 + Penalty 1684.463798 = -178305.080934 nChanged 9 SP:Iteration 24Q (7248.069786 sec): 3 clusters Score: Raw -179992.410004 + Penalty 1684.463798 = -178307.946206 nChanged 9 SP:Iteration 25Q (7248.188859 sec): 3 clusters Score: Raw -179995.464180 + Penalty 1684.463798 = -178311.000382 nChanged 10 SP:Iteration 26Q (7248.307597 sec): 3 clusters Score: Raw -179999.333386 + Penalty 1684.463798 = -178314.869588 nChanged 10 SP:Iteration 27Q (7248.426588 sec): 3 clusters Score: Raw -180000.942716 + Penalty 1684.463798 = -178316.478918 nChanged 2 SP:Iteration 28Q (7248.543092 sec): 3 clusters Score: Raw -180001.226646 + Penalty 1684.463798 = -178316.762848 nChanged 3 SP:Iteration 29Q (7248.687116 sec): 3 clusters Score: Raw -180001.688045 + Penalty 1684.463798 = -178317.224247 nChanged 2 SP:Iteration 30Q (7248.718518 sec): 3 clusters Score: Raw -180001.869685 + Penalty 1684.463798 = -178317.405888 nChanged 2 SP:Iteration 31Q (7248.748096 sec): 3 clusters Score: Raw -180001.999266 + Penalty 1684.463798 = -178317.535468 nChanged 2 SP:Iteration 32Q (7248.785158 sec): 3 clusters Score: Raw -180002.566316 + Penalty 1684.463798 = -178318.102518 nChanged 4 SP:Iteration 33Q (7248.815381 sec): 3 clusters Score: Raw -180003.698277 + Penalty 1684.463798 = -178319.234479 nChanged 3 SP:Iteration 34Q (7248.845196 sec): 3 clusters Score: Raw -180004.735164 + Penalty 1684.463798 = -178320.271367 nChanged 5 SP:Iteration 35Q (7248.878016 sec): 3 clusters Score: Raw -180006.185826 + Penalty 1684.463798 = -178321.722028 nChanged 7 SP:Iteration 36Q (7248.908766 sec): 3 clusters Score: Raw -180008.206278 + Penalty 1684.463798 = -178323.742480 nChanged 5 SP:Iteration 37Q (7248.938591 sec): 3 clusters Score: Raw -180009.805898 + Penalty 1684.463798 = -178325.342100 nChanged 4 SP:Iteration 38Q (7248.968470 sec): 3 clusters Score: Raw -180011.735047 + Penalty 1684.463798 = -178327.271249 nChanged 9 SP:Iteration 39Q (7248.998045 sec): 3 clusters Score: Raw -180013.998910 + Penalty 1684.463798 = -178329.535112 nChanged 4 SP:Iteration 40F (7249.027010 sec): 3 clusters Score: Raw -180014.789369 + Penalty 1684.463798 = -178330.325571 nChanged 3 SP:Iteration 41Q (7249.056471 sec): 3 clusters Score: Raw -180015.682179 + Penalty 1684.463798 = -178331.218381 nChanged 7 SP:Iteration 42Q (7249.207349 sec): 3 clusters Score: Raw -180017.556343 + Penalty 1684.463798 = -178333.092545 nChanged 9 SP:Iteration 43Q (7249.327836 sec): 3 clusters Score: Raw -180018.886922 + Penalty 1684.463798 = -178334.423124 nChanged 5 SP:Iteration 44Q (7249.438211 sec): 3 clusters Score: Raw -180020.081287 + Penalty 1684.463798 = -178335.617490 nChanged 3 SP:Iteration 45Q (7249.549592 sec): 3 clusters Score: Raw -180020.625033 + Penalty 1684.463798 = -178336.161235 nChanged 0 SP:Iteration 46F (7249.657919 sec): 3 clusters Score: Raw -180020.625033 + Penalty 1684.463798 = -178336.161235 nChanged 0 Trying to split cluster 17 (5162 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7249.739437 sec): 2 clusters Score: Raw -317583.945211 + Penalty 897.653335 = -316686.291876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7249.887043 sec): 3 clusters Score: Raw -314735.248312 + Penalty 1795.306670 = -312939.941642 nChanged 2139 SP:Iteration 1F (7250.016267 sec): 3 clusters Score: Raw -315820.293527 + Penalty 1795.306670 = -314024.986858 nChanged 304 SP:Iteration 2F (7250.140416 sec): 3 clusters Score: Raw -315951.575957 + Penalty 1795.306670 = -314156.269287 nChanged 266 SP:Iteration 3F (7250.254820 sec): 3 clusters Score: Raw -316054.344542 + Penalty 1795.306670 = -314259.037872 nChanged 214 SP:Iteration 4Q (7250.322928 sec): 3 clusters Score: Raw -316137.100593 + Penalty 1795.306670 = -314341.793923 nChanged 202 SP:Iteration 5Q (7250.366844 sec): 3 clusters Score: Raw -316220.722360 + Penalty 1795.306670 = -314425.415690 nChanged 182 SP:Iteration 6Q (7250.418640 sec): 3 clusters Score: Raw -316288.814028 + Penalty 1795.306670 = -314493.507358 nChanged 150 SP:Iteration 7Q (7250.463329 sec): 3 clusters Score: Raw -316344.702836 + Penalty 1795.306670 = -314549.396166 nChanged 138 SP:Iteration 8Q (7250.510155 sec): 3 clusters Score: Raw -316400.783621 + Penalty 1795.306670 = -314605.476951 nChanged 151 SP:Iteration 9Q (7250.554882 sec): 3 clusters Score: Raw -316452.630304 + Penalty 1795.306670 = -314657.323635 nChanged 124 SP:Iteration 10Q (7250.599655 sec): 3 clusters Score: Raw -316502.932107 + Penalty 1795.306670 = -314707.625438 nChanged 125 SP:Iteration 11Q (7250.644387 sec): 3 clusters Score: Raw -316550.594848 + Penalty 1795.306670 = -314755.288178 nChanged 143 SP:Iteration 12Q (7250.689232 sec): 3 clusters Score: Raw -316604.495168 + Penalty 1795.306670 = -314809.188498 nChanged 139 SP:Iteration 13Q (7250.734006 sec): 3 clusters Score: Raw -316666.727657 + Penalty 1795.306670 = -314871.420987 nChanged 134 SP:Iteration 14Q (7250.778266 sec): 3 clusters Score: Raw -316731.628876 + Penalty 1795.306670 = -314936.322206 nChanged 124 SP:Iteration 15Q (7250.822495 sec): 3 clusters Score: Raw -316792.419702 + Penalty 1795.306670 = -314997.113032 nChanged 147 SP:Iteration 16Q (7250.867092 sec): 3 clusters Score: Raw -316869.845401 + Penalty 1795.306670 = -315074.538731 nChanged 133 SP:Iteration 17Q (7250.911547 sec): 3 clusters Score: Raw -316937.845016 + Penalty 1795.306670 = -315142.538346 nChanged 109 SP:Iteration 18Q (7250.955973 sec): 3 clusters Score: Raw -316989.573387 + Penalty 1795.306670 = -315194.266717 nChanged 95 SP:Iteration 19Q (7251.000559 sec): 3 clusters Score: Raw -317046.693790 + Penalty 1795.306670 = -315251.387120 nChanged 101 SP:Iteration 20F (7251.044190 sec): 3 clusters Score: Raw -317097.745877 + Penalty 1795.306670 = -315302.439207 nChanged 94 SP:Iteration 21Q (7251.088561 sec): 3 clusters Score: Raw -317142.550878 + Penalty 1795.306670 = -315347.244208 nChanged 85 SP:Iteration 22Q (7251.132409 sec): 3 clusters Score: Raw -317181.066453 + Penalty 1795.306670 = -315385.759783 nChanged 68 SP:Iteration 23Q (7251.175965 sec): 3 clusters Score: Raw -317210.278159 + Penalty 1795.306670 = -315414.971489 nChanged 61 SP:Iteration 24Q (7251.299426 sec): 3 clusters Score: Raw -317235.912234 + Penalty 1795.306670 = -315440.605564 nChanged 49 SP:Iteration 25Q (7251.430639 sec): 3 clusters Score: Raw -317251.895807 + Penalty 1795.306670 = -315456.589138 nChanged 50 SP:Iteration 26Q (7251.553808 sec): 3 clusters Score: Raw -317271.447761 + Penalty 1795.306670 = -315476.141091 nChanged 44 SP:Iteration 27Q (7251.676418 sec): 3 clusters Score: Raw -317287.542334 + Penalty 1795.306670 = -315492.235664 nChanged 33 SP:Iteration 28Q (7251.800724 sec): 3 clusters Score: Raw -317295.876058 + Penalty 1795.306670 = -315500.569389 nChanged 30 SP:Iteration 29Q (7251.924792 sec): 3 clusters Score: Raw -317303.931754 + Penalty 1795.306670 = -315508.625085 nChanged 29 SP:Iteration 30Q (7252.048524 sec): 3 clusters Score: Raw -317315.589565 + Penalty 1795.306670 = -315520.282895 nChanged 31 SP:Iteration 31Q (7252.173350 sec): 3 clusters Score: Raw -317328.183421 + Penalty 1795.306670 = -315532.876751 nChanged 31 SP:Iteration 32Q (7252.298099 sec): 3 clusters Score: Raw -317339.870441 + Penalty 1795.306670 = -315544.563771 nChanged 34 SP:Iteration 33Q (7252.422113 sec): 3 clusters Score: Raw -317351.881497 + Penalty 1795.306670 = -315556.574827 nChanged 30 SP:Iteration 34Q (7252.546104 sec): 3 clusters Score: Raw -317362.926313 + Penalty 1795.306670 = -315567.619643 nChanged 31 SP:Iteration 35Q (7252.645706 sec): 3 clusters Score: Raw -317374.116440 + Penalty 1795.306670 = -315578.809770 nChanged 32 SP:Iteration 36Q (7252.796815 sec): 3 clusters Score: Raw -317388.193257 + Penalty 1795.306670 = -315592.886587 nChanged 34 SP:Iteration 37Q (7252.935776 sec): 3 clusters Score: Raw -317403.180563 + Penalty 1795.306670 = -315607.873893 nChanged 44 SP:Iteration 38Q (7253.059423 sec): 3 clusters Score: Raw -317420.546819 + Penalty 1795.306670 = -315625.240149 nChanged 37 SP:Iteration 39Q (7253.182377 sec): 3 clusters Score: Raw -317439.134941 + Penalty 1795.306670 = -315643.828271 nChanged 36 SP:Iteration 40F (7253.304442 sec): 3 clusters Score: Raw -317462.672278 + Penalty 1795.306670 = -315667.365608 nChanged 30 SP:Iteration 41Q (7253.417059 sec): 3 clusters Score: Raw -317479.796147 + Penalty 1795.306670 = -315684.489478 nChanged 35 SP:Iteration 42Q (7253.505838 sec): 3 clusters Score: Raw -317501.521838 + Penalty 1795.306670 = -315706.215168 nChanged 38 SP:Iteration 43Q (7253.546887 sec): 3 clusters Score: Raw -317528.555050 + Penalty 1795.306670 = -315733.248380 nChanged 41 SP:Iteration 44Q (7253.588896 sec): 3 clusters Score: Raw -317556.912337 + Penalty 1795.306670 = -315761.605668 nChanged 44 SP:Iteration 45Q (7253.630928 sec): 3 clusters Score: Raw -317598.107361 + Penalty 1795.306670 = -315802.800691 nChanged 40 SP:Iteration 46Q (7253.672808 sec): 3 clusters Score: Raw -317624.983740 + Penalty 1795.306670 = -315829.677070 nChanged 30 SP:Iteration 47Q (7253.714665 sec): 3 clusters Score: Raw -317641.293097 + Penalty 1795.306670 = -315845.986427 nChanged 24 SP:Iteration 48Q (7253.756599 sec): 3 clusters Score: Raw -317650.377834 + Penalty 1795.306670 = -315855.071164 nChanged 17 SP:Iteration 49Q (7253.798545 sec): 3 clusters Score: Raw -317658.059852 + Penalty 1795.306670 = -315862.753183 nChanged 20 SP:Iteration 50Q (7253.840415 sec): 3 clusters Score: Raw -317668.567789 + Penalty 1795.306670 = -315873.261119 nChanged 16 SP:Iteration 51Q (7253.882648 sec): 3 clusters Score: Raw -317680.279051 + Penalty 1795.306670 = -315884.972381 nChanged 16 SP:Iteration 52Q (7253.924738 sec): 3 clusters Score: Raw -317686.318193 + Penalty 1795.306670 = -315891.011523 nChanged 13 SP:Iteration 53Q (7253.966454 sec): 3 clusters Score: Raw -317690.708641 + Penalty 1795.306670 = -315895.401971 nChanged 6 SP:Iteration 54Q (7254.008324 sec): 3 clusters Score: Raw -317692.338281 + Penalty 1795.306670 = -315897.031611 nChanged 8 SP:Iteration 55Q (7254.049880 sec): 3 clusters Score: Raw -317694.758820 + Penalty 1795.306670 = -315899.452150 nChanged 4 SP:Iteration 56Q (7254.182262 sec): 3 clusters Score: Raw -317695.635533 + Penalty 1795.306670 = -315900.328864 nChanged 1 SP:Iteration 57Q (7254.310819 sec): 3 clusters Score: Raw -317696.004617 + Penalty 1795.306670 = -315900.697947 nChanged 3 SP:Iteration 58Q (7254.438560 sec): 3 clusters Score: Raw -317696.969956 + Penalty 1795.306670 = -315901.663287 nChanged 7 SP:Iteration 59Q (7254.560187 sec): 3 clusters Score: Raw -317699.439110 + Penalty 1795.306670 = -315904.132440 nChanged 8 SP:Iteration 60F (7254.684635 sec): 3 clusters Score: Raw -317703.834250 + Penalty 1795.306670 = -315908.527580 nChanged 10 SP:Iteration 61Q (7254.807929 sec): 3 clusters Score: Raw -317707.919797 + Penalty 1795.306670 = -315912.613127 nChanged 10 SP:Iteration 62Q (7254.912975 sec): 3 clusters Score: Raw -317711.121554 + Penalty 1795.306670 = -315915.814884 nChanged 9 SP:Iteration 63Q (7255.034898 sec): 3 clusters Score: Raw -317715.064954 + Penalty 1795.306670 = -315919.758284 nChanged 7 SP:Iteration 64Q (7255.140260 sec): 3 clusters Score: Raw -317718.271128 + Penalty 1795.306670 = -315922.964458 nChanged 6 SP:Iteration 65Q (7255.263498 sec): 3 clusters Score: Raw -317720.657898 + Penalty 1795.306670 = -315925.351228 nChanged 5 SP:Iteration 66Q (7255.384784 sec): 3 clusters Score: Raw -317722.426971 + Penalty 1795.306670 = -315927.120301 nChanged 2 SP:Iteration 67Q (7255.500747 sec): 3 clusters Score: Raw -317722.823491 + Penalty 1795.306670 = -315927.516821 nChanged 1 SP:Iteration 68Q (7255.600822 sec): 3 clusters Score: Raw -317723.273424 + Penalty 1795.306670 = -315927.966755 nChanged 1 SP:Iteration 69Q (7255.722349 sec): 3 clusters Score: Raw -317723.742749 + Penalty 1795.306670 = -315928.436079 nChanged 1 SP:Iteration 70Q (7255.844417 sec): 3 clusters Score: Raw -317724.179290 + Penalty 1795.306670 = -315928.872620 nChanged 2 SP:Iteration 71Q (7255.970744 sec): 3 clusters Score: Raw -317725.035203 + Penalty 1795.306670 = -315929.728533 nChanged 6 SP:Iteration 72Q (7256.123465 sec): 3 clusters Score: Raw -317727.317081 + Penalty 1795.306670 = -315932.010411 nChanged 3 SP:Iteration 73Q (7256.220237 sec): 3 clusters Score: Raw -317728.161956 + Penalty 1795.306670 = -315932.855286 nChanged 2 SP:Iteration 74Q (7256.340869 sec): 3 clusters Score: Raw -317728.638130 + Penalty 1795.306670 = -315933.331461 nChanged 0 SP:Iteration 75F (7256.464655 sec): 3 clusters Score: Raw -317728.638130 + Penalty 1795.306670 = -315933.331461 nChanged 0 Trying to split cluster 18 (731 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7256.518860 sec): 2 clusters Score: Raw -29232.479125 + Penalty 692.413413 = -28540.065711 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7256.528949 sec): 3 clusters Score: Raw -29004.038499 + Penalty 1384.826827 = -27619.211673 nChanged 245 SP:Iteration 1F (7256.538447 sec): 3 clusters Score: Raw -29301.648393 + Penalty 1384.826827 = -27916.821566 nChanged 89 SP:Iteration 2F (7256.547921 sec): 3 clusters Score: Raw -29439.722194 + Penalty 1384.826827 = -28054.895367 nChanged 44 SP:Iteration 3F (7256.557063 sec): 3 clusters Score: Raw -29499.294016 + Penalty 1384.826827 = -28114.467189 nChanged 35 SP:Iteration 4Q (7256.566594 sec): 3 clusters Score: Raw -29535.260476 + Penalty 1384.826827 = -28150.433650 nChanged 15 SP:Iteration 5Q (7256.576339 sec): 3 clusters Score: Raw -29550.972151 + Penalty 1384.826827 = -28166.145324 nChanged 14 SP:Iteration 6Q (7256.586015 sec): 3 clusters Score: Raw -29574.545307 + Penalty 1384.826827 = -28189.718481 nChanged 7 SP:Iteration 7Q (7256.595652 sec): 3 clusters Score: Raw -29579.065480 + Penalty 1384.826827 = -28194.238653 nChanged 2 SP:Iteration 8Q (7256.605255 sec): 3 clusters Score: Raw -29580.344290 + Penalty 1384.826827 = -28195.517464 nChanged 0 SP:Iteration 9F (7256.614820 sec): 3 clusters Score: Raw -29580.344290 + Penalty 1384.826827 = -28195.517464 nChanged 0 Trying to split cluster 19 (3362 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7256.701900 sec): 2 clusters Score: Raw -204052.279475 + Penalty 852.630588 = -203199.648887 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7256.857517 sec): 3 clusters Score: Raw -202347.912192 + Penalty 1705.261176 = -200642.651016 nChanged 1332 SP:Iteration 1F (7256.951195 sec): 3 clusters Score: Raw -203176.786198 + Penalty 1705.261176 = -201471.525022 nChanged 271 SP:Iteration 2F (7257.079505 sec): 3 clusters Score: Raw -203381.132678 + Penalty 1705.261176 = -201675.871502 nChanged 212 SP:Iteration 3F (7257.206648 sec): 3 clusters Score: Raw -203523.436654 + Penalty 1705.261176 = -201818.175478 nChanged 157 SP:Iteration 4Q (7257.310939 sec): 3 clusters Score: Raw -203623.495805 + Penalty 1705.261176 = -201918.234629 nChanged 135 SP:Iteration 5Q (7257.442162 sec): 3 clusters Score: Raw -203705.853146 + Penalty 1705.261176 = -202000.591970 nChanged 126 SP:Iteration 6Q (7257.565616 sec): 3 clusters Score: Raw -203780.763127 + Penalty 1705.261176 = -202075.501951 nChanged 113 SP:Iteration 7Q (7257.711514 sec): 3 clusters Score: Raw -203871.021968 + Penalty 1705.261176 = -202165.760792 nChanged 105 SP:Iteration 8Q (7257.805491 sec): 3 clusters Score: Raw -203949.777410 + Penalty 1705.261176 = -202244.516234 nChanged 98 SP:Iteration 9Q (7257.939397 sec): 3 clusters Score: Raw -204012.857093 + Penalty 1705.261176 = -202307.595917 nChanged 89 SP:Iteration 10Q (7258.066351 sec): 3 clusters Score: Raw -204058.629538 + Penalty 1705.261176 = -202353.368362 nChanged 56 SP:Iteration 11Q (7258.184155 sec): 3 clusters Score: Raw -204078.022138 + Penalty 1705.261176 = -202372.760962 nChanged 32 SP:Iteration 12Q (7258.303586 sec): 3 clusters Score: Raw -204089.397494 + Penalty 1705.261176 = -202384.136318 nChanged 28 SP:Iteration 13Q (7258.410259 sec): 3 clusters Score: Raw -204099.476444 + Penalty 1705.261176 = -202394.215268 nChanged 28 SP:Iteration 14Q (7258.527720 sec): 3 clusters Score: Raw -204112.258706 + Penalty 1705.261176 = -202406.997531 nChanged 31 SP:Iteration 15Q (7258.646997 sec): 3 clusters Score: Raw -204125.380203 + Penalty 1705.261176 = -202420.119027 nChanged 27 SP:Iteration 16Q (7258.738759 sec): 3 clusters Score: Raw -204136.012368 + Penalty 1705.261176 = -202430.751192 nChanged 24 SP:Iteration 17Q (7258.853655 sec): 3 clusters Score: Raw -204149.943070 + Penalty 1705.261176 = -202444.681894 nChanged 32 SP:Iteration 18Q (7258.961801 sec): 3 clusters Score: Raw -204163.122252 + Penalty 1705.261176 = -202457.861076 nChanged 28 SP:Iteration 19Q (7259.070176 sec): 3 clusters Score: Raw -204174.936447 + Penalty 1705.261176 = -202469.675271 nChanged 27 SP:Iteration 20F (7259.178297 sec): 3 clusters Score: Raw -204182.088559 + Penalty 1705.261176 = -202476.827383 nChanged 18 SP:Iteration 21Q (7259.293529 sec): 3 clusters Score: Raw -204187.175531 + Penalty 1705.261176 = -202481.914355 nChanged 16 SP:Iteration 22Q (7259.397036 sec): 3 clusters Score: Raw -204191.509347 + Penalty 1705.261176 = -202486.248171 nChanged 12 SP:Iteration 23Q (7259.502911 sec): 3 clusters Score: Raw -204195.989333 + Penalty 1705.261176 = -202490.728157 nChanged 11 SP:Iteration 24Q (7259.620436 sec): 3 clusters Score: Raw -204199.479139 + Penalty 1705.261176 = -202494.217963 nChanged 7 SP:Iteration 25Q (7259.735864 sec): 3 clusters Score: Raw -204201.561510 + Penalty 1705.261176 = -202496.300334 nChanged 8 SP:Iteration 26Q (7259.855114 sec): 3 clusters Score: Raw -204204.200412 + Penalty 1705.261176 = -202498.939236 nChanged 9 SP:Iteration 27Q (7259.967421 sec): 3 clusters Score: Raw -204207.690679 + Penalty 1705.261176 = -202502.429503 nChanged 12 SP:Iteration 28Q (7260.064311 sec): 3 clusters Score: Raw -204211.853955 + Penalty 1705.261176 = -202506.592779 nChanged 13 SP:Iteration 29Q (7260.183788 sec): 3 clusters Score: Raw -204216.337288 + Penalty 1705.261176 = -202511.076112 nChanged 17 SP:Iteration 30Q (7260.328837 sec): 3 clusters Score: Raw -204222.007955 + Penalty 1705.261176 = -202516.746779 nChanged 19 SP:Iteration 31Q (7260.410299 sec): 3 clusters Score: Raw -204228.293977 + Penalty 1705.261176 = -202523.032801 nChanged 16 SP:Iteration 32Q (7260.532964 sec): 3 clusters Score: Raw -204233.241666 + Penalty 1705.261176 = -202527.980490 nChanged 17 SP:Iteration 33Q (7260.647543 sec): 3 clusters Score: Raw -204238.633865 + Penalty 1705.261176 = -202533.372689 nChanged 17 SP:Iteration 34Q (7260.767037 sec): 3 clusters Score: Raw -204243.700801 + Penalty 1705.261176 = -202538.439625 nChanged 14 SP:Iteration 35Q (7260.886812 sec): 3 clusters Score: Raw -204248.056541 + Penalty 1705.261176 = -202542.795365 nChanged 21 SP:Iteration 36Q (7261.006210 sec): 3 clusters Score: Raw -204255.097195 + Penalty 1705.261176 = -202549.836020 nChanged 12 SP:Iteration 37Q (7261.125979 sec): 3 clusters Score: Raw -204258.264056 + Penalty 1705.261176 = -202553.002880 nChanged 10 SP:Iteration 38Q (7261.245818 sec): 3 clusters Score: Raw -204261.028497 + Penalty 1705.261176 = -202555.767321 nChanged 8 SP:Iteration 39Q (7261.363938 sec): 3 clusters Score: Raw -204262.979096 + Penalty 1705.261176 = -202557.717920 nChanged 6 SP:Iteration 40F (7261.483267 sec): 3 clusters Score: Raw -204264.242502 + Penalty 1705.261176 = -202558.981326 nChanged 6 SP:Iteration 41Q (7261.603391 sec): 3 clusters Score: Raw -204265.385695 + Penalty 1705.261176 = -202560.124519 nChanged 5 SP:Iteration 42Q (7261.716976 sec): 3 clusters Score: Raw -204266.221246 + Penalty 1705.261176 = -202560.960070 nChanged 6 SP:Iteration 43Q (7261.836805 sec): 3 clusters Score: Raw -204267.423120 + Penalty 1705.261176 = -202562.161945 nChanged 10 SP:Iteration 44Q (7261.953797 sec): 3 clusters Score: Raw -204269.310448 + Penalty 1705.261176 = -202564.049273 nChanged 7 SP:Iteration 45Q (7262.070549 sec): 3 clusters Score: Raw -204270.719723 + Penalty 1705.261176 = -202565.458547 nChanged 8 SP:Iteration 46Q (7262.189904 sec): 3 clusters Score: Raw -204272.159722 + Penalty 1705.261176 = -202566.898546 nChanged 3 SP:Iteration 47Q (7262.315330 sec): 3 clusters Score: Raw -204272.669884 + Penalty 1705.261176 = -202567.408708 nChanged 3 SP:Iteration 48Q (7262.420511 sec): 3 clusters Score: Raw -204273.051996 + Penalty 1705.261176 = -202567.790820 nChanged 1 SP:Iteration 49Q (7262.515960 sec): 3 clusters Score: Raw -204273.214424 + Penalty 1705.261176 = -202567.953248 nChanged 0 SP:Iteration 50F (7262.632562 sec): 3 clusters Score: Raw -204273.214424 + Penalty 1705.261176 = -202567.953248 nChanged 0 Trying to split cluster 20 (1857 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7262.717801 sec): 2 clusters Score: Raw -108582.235054 + Penalty 790.305344 = -107791.929710 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7262.798238 sec): 3 clusters Score: Raw -107768.646130 + Penalty 1580.610688 = -106188.035442 nChanged 697 SP:Iteration 1F (7262.920671 sec): 3 clusters Score: Raw -108321.659909 + Penalty 1580.610688 = -106741.049221 nChanged 158 SP:Iteration 2F (7262.946438 sec): 3 clusters Score: Raw -108451.324473 + Penalty 1580.610688 = -106870.713785 nChanged 113 SP:Iteration 3F (7262.965541 sec): 3 clusters Score: Raw -108559.082614 + Penalty 1580.610688 = -106978.471926 nChanged 81 SP:Iteration 4Q (7262.985859 sec): 3 clusters Score: Raw -108615.652619 + Penalty 1580.610688 = -107035.041931 nChanged 59 SP:Iteration 5Q (7263.031006 sec): 3 clusters Score: Raw -108658.149351 + Penalty 1580.610688 = -107077.538663 nChanged 47 SP:Iteration 6Q (7263.056853 sec): 3 clusters Score: Raw -108694.640342 + Penalty 1580.610688 = -107114.029654 nChanged 48 SP:Iteration 7Q (7263.081101 sec): 3 clusters Score: Raw -108730.566809 + Penalty 1580.610688 = -107149.956121 nChanged 36 SP:Iteration 8Q (7263.200139 sec): 3 clusters Score: Raw -108753.794699 + Penalty 1580.610688 = -107173.184012 nChanged 35 SP:Iteration 9Q (7263.293330 sec): 3 clusters Score: Raw -108776.955969 + Penalty 1580.610688 = -107196.345281 nChanged 31 SP:Iteration 10Q (7263.413918 sec): 3 clusters Score: Raw -108797.816997 + Penalty 1580.610688 = -107217.206309 nChanged 30 SP:Iteration 11Q (7263.528800 sec): 3 clusters Score: Raw -108818.652595 + Penalty 1580.610688 = -107238.041907 nChanged 24 SP:Iteration 12Q (7263.645238 sec): 3 clusters Score: Raw -108832.354873 + Penalty 1580.610688 = -107251.744185 nChanged 9 SP:Iteration 13Q (7263.761333 sec): 3 clusters Score: Raw -108836.273621 + Penalty 1580.610688 = -107255.662933 nChanged 10 SP:Iteration 14Q (7263.875704 sec): 3 clusters Score: Raw -108840.355651 + Penalty 1580.610688 = -107259.744963 nChanged 6 SP:Iteration 15Q (7263.991536 sec): 3 clusters Score: Raw -108842.558477 + Penalty 1580.610688 = -107261.947790 nChanged 8 SP:Iteration 16Q (7264.106513 sec): 3 clusters Score: Raw -108846.066388 + Penalty 1580.610688 = -107265.455701 nChanged 7 SP:Iteration 17Q (7264.212273 sec): 3 clusters Score: Raw -108848.512328 + Penalty 1580.610688 = -107267.901640 nChanged 4 SP:Iteration 18Q (7264.313322 sec): 3 clusters Score: Raw -108849.616476 + Penalty 1580.610688 = -107269.005788 nChanged 3 SP:Iteration 19Q (7264.421091 sec): 3 clusters Score: Raw -108850.388958 + Penalty 1580.610688 = -107269.778270 nChanged 1 SP:Iteration 20F (7264.536119 sec): 3 clusters Score: Raw -108850.614626 + Penalty 1580.610688 = -107270.003938 nChanged 2 SP:Iteration 21Q (7264.651288 sec): 3 clusters Score: Raw -108852.330143 + Penalty 1580.610688 = -107271.719455 nChanged 2 SP:Iteration 22Q (7264.767345 sec): 3 clusters Score: Raw -108854.007744 + Penalty 1580.610688 = -107273.397056 nChanged 4 SP:Iteration 23Q (7264.883147 sec): 3 clusters Score: Raw -108855.413747 + Penalty 1580.610688 = -107274.803059 nChanged 1 SP:Iteration 24Q (7265.026746 sec): 3 clusters Score: Raw -108855.927068 + Penalty 1580.610688 = -107275.316380 nChanged 2 SP:Iteration 25Q (7265.119987 sec): 3 clusters Score: Raw -108856.415066 + Penalty 1580.610688 = -107275.804379 nChanged 4 SP:Iteration 26Q (7265.239311 sec): 3 clusters Score: Raw -108857.298088 + Penalty 1580.610688 = -107276.687401 nChanged 1 SP:Iteration 27Q (7265.354452 sec): 3 clusters Score: Raw -108857.508869 + Penalty 1580.610688 = -107276.898181 nChanged 4 SP:Iteration 28Q (7265.469708 sec): 3 clusters Score: Raw -108858.593798 + Penalty 1580.610688 = -107277.983110 nChanged 3 SP:Iteration 29Q (7265.509368 sec): 3 clusters Score: Raw -108859.956126 + Penalty 1580.610688 = -107279.345438 nChanged 3 SP:Iteration 30Q (7265.528704 sec): 3 clusters Score: Raw -108861.175871 + Penalty 1580.610688 = -107280.565183 nChanged 4 SP:Iteration 31Q (7265.548024 sec): 3 clusters Score: Raw -108862.876321 + Penalty 1580.610688 = -107282.265633 nChanged 1 SP:Iteration 32Q (7265.567240 sec): 3 clusters Score: Raw -108863.066493 + Penalty 1580.610688 = -107282.455805 nChanged 0 SP:Iteration 33F (7265.586266 sec): 3 clusters Score: Raw -108863.066493 + Penalty 1580.610688 = -107282.455805 nChanged 0 Trying to split cluster 21 (2250 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7265.634689 sec): 2 clusters Score: Raw -134808.389144 + Penalty 810.461977 = -133997.927167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7265.658308 sec): 3 clusters Score: Raw -133729.233482 + Penalty 1620.923954 = -132108.309528 nChanged 865 SP:Iteration 1F (7265.680647 sec): 3 clusters Score: Raw -134259.356882 + Penalty 1620.923954 = -132638.432928 nChanged 199 SP:Iteration 2F (7265.702876 sec): 3 clusters Score: Raw -134382.211198 + Penalty 1620.923954 = -132761.287244 nChanged 112 SP:Iteration 3Q (7265.725716 sec): 3 clusters Score: Raw -134459.415222 + Penalty 1620.923954 = -132838.491268 nChanged 94 SP:Iteration 4Q (7265.877859 sec): 3 clusters Score: Raw -134516.919323 + Penalty 1620.923954 = -132895.995369 nChanged 80 SP:Iteration 5Q (7265.983608 sec): 3 clusters Score: Raw -134562.628195 + Penalty 1620.923954 = -132941.704241 nChanged 58 SP:Iteration 6Q (7266.108423 sec): 3 clusters Score: Raw -134593.481852 + Penalty 1620.923954 = -132972.557898 nChanged 53 SP:Iteration 7Q (7266.202336 sec): 3 clusters Score: Raw -134623.470338 + Penalty 1620.923954 = -133002.546384 nChanged 46 SP:Iteration 8Q (7266.324008 sec): 3 clusters Score: Raw -134650.335847 + Penalty 1620.923954 = -133029.411893 nChanged 47 SP:Iteration 9Q (7266.445351 sec): 3 clusters Score: Raw -134671.784848 + Penalty 1620.923954 = -133050.860894 nChanged 39 SP:Iteration 10Q (7266.568926 sec): 3 clusters Score: Raw -134686.835630 + Penalty 1620.923954 = -133065.911676 nChanged 23 SP:Iteration 11Q (7266.690243 sec): 3 clusters Score: Raw -134697.787513 + Penalty 1620.923954 = -133076.863559 nChanged 21 SP:Iteration 12Q (7266.800018 sec): 3 clusters Score: Raw -134706.183236 + Penalty 1620.923954 = -133085.259282 nChanged 17 SP:Iteration 13Q (7266.893242 sec): 3 clusters Score: Raw -134710.686027 + Penalty 1620.923954 = -133089.762073 nChanged 12 SP:Iteration 14Q (7266.986609 sec): 3 clusters Score: Raw -134715.050713 + Penalty 1620.923954 = -133094.126759 nChanged 16 SP:Iteration 15Q (7267.077305 sec): 3 clusters Score: Raw -134720.560194 + Penalty 1620.923954 = -133099.636240 nChanged 8 SP:Iteration 16Q (7267.170111 sec): 3 clusters Score: Raw -134722.722061 + Penalty 1620.923954 = -133101.798107 nChanged 6 SP:Iteration 17Q (7267.257295 sec): 3 clusters Score: Raw -134724.622561 + Penalty 1620.923954 = -133103.698607 nChanged 5 SP:Iteration 18Q (7267.350310 sec): 3 clusters Score: Raw -134725.335802 + Penalty 1620.923954 = -133104.411848 nChanged 5 SP:Iteration 19Q (7267.437256 sec): 3 clusters Score: Raw -134726.145795 + Penalty 1620.923954 = -133105.221841 nChanged 3 SP:Iteration 20F (7267.529484 sec): 3 clusters Score: Raw -134726.662503 + Penalty 1620.923954 = -133105.738549 nChanged 4 SP:Iteration 21Q (7267.616069 sec): 3 clusters Score: Raw -134728.573643 + Penalty 1620.923954 = -133107.649689 nChanged 9 SP:Iteration 22Q (7267.708596 sec): 3 clusters Score: Raw -134732.250095 + Penalty 1620.923954 = -133111.326141 nChanged 9 SP:Iteration 23Q (7267.776088 sec): 3 clusters Score: Raw -134735.247949 + Penalty 1620.923954 = -133114.323995 nChanged 7 SP:Iteration 24Q (7267.797594 sec): 3 clusters Score: Raw -134736.478798 + Penalty 1620.923954 = -133115.554844 nChanged 3 SP:Iteration 25Q (7267.818796 sec): 3 clusters Score: Raw -134737.439953 + Penalty 1620.923954 = -133116.515999 nChanged 5 SP:Iteration 26Q (7267.839902 sec): 3 clusters Score: Raw -134738.131584 + Penalty 1620.923954 = -133117.207630 nChanged 1 SP:Iteration 27Q (7267.861109 sec): 3 clusters Score: Raw -134738.523756 + Penalty 1620.923954 = -133117.599802 nChanged 4 SP:Iteration 28Q (7267.882239 sec): 3 clusters Score: Raw -134740.412259 + Penalty 1620.923954 = -133119.488305 nChanged 6 SP:Iteration 29Q (7267.904875 sec): 3 clusters Score: Raw -134742.033861 + Penalty 1620.923954 = -133121.109907 nChanged 5 SP:Iteration 30Q (7267.926003 sec): 3 clusters Score: Raw -134743.025899 + Penalty 1620.923954 = -133122.101945 nChanged 2 SP:Iteration 31Q (7267.947180 sec): 3 clusters Score: Raw -134743.620660 + Penalty 1620.923954 = -133122.696706 nChanged 3 SP:Iteration 32Q (7267.968109 sec): 3 clusters Score: Raw -134745.122033 + Penalty 1620.923954 = -133124.198079 nChanged 4 SP:Iteration 33Q (7267.989085 sec): 3 clusters Score: Raw -134745.504280 + Penalty 1620.923954 = -133124.580326 nChanged 0 SP:Iteration 34F (7268.009794 sec): 3 clusters Score: Raw -134745.504280 + Penalty 1620.923954 = -133124.580326 nChanged 0 Trying to split cluster 22 (9753 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7268.085832 sec): 2 clusters Score: Raw -591161.618007 + Penalty 964.459672 = -590197.158335 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7268.249233 sec): 3 clusters Score: Raw -585499.674378 + Penalty 1928.919344 = -583570.755035 nChanged 4318 SP:Iteration 1F (7268.372181 sec): 3 clusters Score: Raw -587781.328900 + Penalty 1928.919344 = -585852.409556 nChanged 565 SP:Iteration 2F (7268.484895 sec): 3 clusters Score: Raw -588029.269866 + Penalty 1928.919344 = -586100.350522 nChanged 532 SP:Iteration 3F (7268.606059 sec): 3 clusters Score: Raw -588251.488385 + Penalty 1928.919344 = -586322.569041 nChanged 482 SP:Iteration 4Q (7268.768664 sec): 3 clusters Score: Raw -588468.811690 + Penalty 1928.919344 = -586539.892346 nChanged 455 SP:Iteration 5Q (7268.849077 sec): 3 clusters Score: Raw -588668.812825 + Penalty 1928.919344 = -586739.893481 nChanged 436 SP:Iteration 6Q (7268.988788 sec): 3 clusters Score: Raw -588849.361766 + Penalty 1928.919344 = -586920.442422 nChanged 372 SP:Iteration 7Q (7269.130516 sec): 3 clusters Score: Raw -588987.981604 + Penalty 1928.919344 = -587059.062260 nChanged 344 SP:Iteration 8Q (7269.259869 sec): 3 clusters Score: Raw -589116.823463 + Penalty 1928.919344 = -587187.904119 nChanged 303 SP:Iteration 9Q (7269.420963 sec): 3 clusters Score: Raw -589236.061580 + Penalty 1928.919344 = -587307.142236 nChanged 286 SP:Iteration 10Q (7269.512673 sec): 3 clusters Score: Raw -589354.652218 + Penalty 1928.919344 = -587425.732875 nChanged 279 SP:Iteration 11Q (7269.637521 sec): 3 clusters Score: Raw -589477.272032 + Penalty 1928.919344 = -587548.352688 nChanged 281 SP:Iteration 12Q (7269.690225 sec): 3 clusters Score: Raw -589603.421378 + Penalty 1928.919344 = -587674.502034 nChanged 257 SP:Iteration 13Q (7269.742764 sec): 3 clusters Score: Raw -589713.869676 + Penalty 1928.919344 = -587784.950333 nChanged 235 SP:Iteration 14Q (7269.798082 sec): 3 clusters Score: Raw -589801.224813 + Penalty 1928.919344 = -587872.305469 nChanged 223 SP:Iteration 15Q (7269.863651 sec): 3 clusters Score: Raw -589869.775940 + Penalty 1928.919344 = -587940.856596 nChanged 170 SP:Iteration 16Q (7269.929472 sec): 3 clusters Score: Raw -589916.092566 + Penalty 1928.919344 = -587987.173222 nChanged 123 SP:Iteration 17Q (7269.987955 sec): 3 clusters Score: Raw -589944.600483 + Penalty 1928.919344 = -588015.681139 nChanged 91 SP:Iteration 18Q (7270.040832 sec): 3 clusters Score: Raw -589962.602680 + Penalty 1928.919344 = -588033.683336 nChanged 83 SP:Iteration 19Q (7270.093479 sec): 3 clusters Score: Raw -589977.199690 + Penalty 1928.919344 = -588048.280347 nChanged 64 SP:Iteration 20F (7270.151857 sec): 3 clusters Score: Raw -589988.001007 + Penalty 1928.919344 = -588059.081663 nChanged 57 SP:Iteration 21Q (7270.213537 sec): 3 clusters Score: Raw -589995.989839 + Penalty 1928.919344 = -588067.070496 nChanged 54 SP:Iteration 22Q (7270.274978 sec): 3 clusters Score: Raw -590004.608926 + Penalty 1928.919344 = -588075.689582 nChanged 45 SP:Iteration 23Q (7270.334328 sec): 3 clusters Score: Raw -590011.821010 + Penalty 1928.919344 = -588082.901667 nChanged 43 SP:Iteration 24Q (7270.393747 sec): 3 clusters Score: Raw -590018.713841 + Penalty 1928.919344 = -588089.794497 nChanged 41 SP:Iteration 25Q (7270.451914 sec): 3 clusters Score: Raw -590024.093074 + Penalty 1928.919344 = -588095.173730 nChanged 45 SP:Iteration 26Q (7270.507876 sec): 3 clusters Score: Raw -590031.246154 + Penalty 1928.919344 = -588102.326810 nChanged 41 SP:Iteration 27Q (7270.563626 sec): 3 clusters Score: Raw -590039.148395 + Penalty 1928.919344 = -588110.229051 nChanged 47 SP:Iteration 28Q (7270.622852 sec): 3 clusters Score: Raw -590047.107086 + Penalty 1928.919344 = -588118.187742 nChanged 55 SP:Iteration 29Q (7270.683258 sec): 3 clusters Score: Raw -590056.681955 + Penalty 1928.919344 = -588127.762611 nChanged 49 SP:Iteration 30Q (7270.813245 sec): 3 clusters Score: Raw -590065.027883 + Penalty 1928.919344 = -588136.108539 nChanged 61 SP:Iteration 31Q (7270.987262 sec): 3 clusters Score: Raw -590075.839295 + Penalty 1928.919344 = -588146.919952 nChanged 64 SP:Iteration 32Q (7271.089774 sec): 3 clusters Score: Raw -590088.576476 + Penalty 1928.919344 = -588159.657132 nChanged 69 SP:Iteration 33Q (7271.226504 sec): 3 clusters Score: Raw -590101.350599 + Penalty 1928.919344 = -588172.431255 nChanged 58 SP:Iteration 34Q (7271.389296 sec): 3 clusters Score: Raw -590113.335023 + Penalty 1928.919344 = -588184.415679 nChanged 69 SP:Iteration 35Q (7271.502784 sec): 3 clusters Score: Raw -590129.184607 + Penalty 1928.919344 = -588200.265263 nChanged 67 SP:Iteration 36Q (7271.632405 sec): 3 clusters Score: Raw -590142.098059 + Penalty 1928.919344 = -588213.178716 nChanged 51 SP:Iteration 37Q (7271.771274 sec): 3 clusters Score: Raw -590153.076684 + Penalty 1928.919344 = -588224.157340 nChanged 51 SP:Iteration 38Q (7271.910869 sec): 3 clusters Score: Raw -590163.106494 + Penalty 1928.919344 = -588234.187150 nChanged 47 SP:Iteration 39Q (7272.078685 sec): 3 clusters Score: Raw -590170.327584 + Penalty 1928.919344 = -588241.408240 nChanged 59 SP:Iteration 40F (7272.176313 sec): 3 clusters Score: Raw -590181.929483 + Penalty 1928.919344 = -588253.010139 nChanged 63 SP:Iteration 41Q (7272.341695 sec): 3 clusters Score: Raw -590196.051732 + Penalty 1928.919344 = -588267.132388 nChanged 80 SP:Iteration 42Q (7272.429685 sec): 3 clusters Score: Raw -590216.458329 + Penalty 1928.919344 = -588287.538985 nChanged 85 SP:Iteration 43Q (7272.557961 sec): 3 clusters Score: Raw -590236.730141 + Penalty 1928.919344 = -588307.810798 nChanged 80 SP:Iteration 44Q (7272.664241 sec): 3 clusters Score: Raw -590254.405291 + Penalty 1928.919344 = -588325.485947 nChanged 76 SP:Iteration 45Q (7272.720585 sec): 3 clusters Score: Raw -590272.635139 + Penalty 1928.919344 = -588343.715795 nChanged 86 SP:Iteration 46Q (7272.777933 sec): 3 clusters Score: Raw -590292.277060 + Penalty 1928.919344 = -588363.357717 nChanged 95 SP:Iteration 47Q (7272.839777 sec): 3 clusters Score: Raw -590313.579843 + Penalty 1928.919344 = -588384.660500 nChanged 92 SP:Iteration 48Q (7272.907590 sec): 3 clusters Score: Raw -590333.357637 + Penalty 1928.919344 = -588404.438293 nChanged 90 SP:Iteration 49Q (7272.975468 sec): 3 clusters Score: Raw -590353.019380 + Penalty 1928.919344 = -588424.100037 nChanged 86 SP:Iteration 50Q (7273.040701 sec): 3 clusters Score: Raw -590370.703524 + Penalty 1928.919344 = -588441.784180 nChanged 92 SP:Iteration 51Q (7273.113667 sec): 3 clusters Score: Raw -590391.347301 + Penalty 1928.919344 = -588462.427957 nChanged 82 SP:Iteration 52Q (7273.170697 sec): 3 clusters Score: Raw -590410.009463 + Penalty 1928.919344 = -588481.090119 nChanged 86 SP:Iteration 53Q (7273.233332 sec): 3 clusters Score: Raw -590429.296953 + Penalty 1928.919344 = -588500.377609 nChanged 80 SP:Iteration 54Q (7273.300568 sec): 3 clusters Score: Raw -590448.416361 + Penalty 1928.919344 = -588519.497017 nChanged 91 SP:Iteration 55Q (7273.361799 sec): 3 clusters Score: Raw -590470.746159 + Penalty 1928.919344 = -588541.826815 nChanged 84 SP:Iteration 56Q (7273.420326 sec): 3 clusters Score: Raw -590489.665786 + Penalty 1928.919344 = -588560.746442 nChanged 80 SP:Iteration 57Q (7273.478386 sec): 3 clusters Score: Raw -590505.344751 + Penalty 1928.919344 = -588576.425408 nChanged 60 SP:Iteration 58Q (7273.540104 sec): 3 clusters Score: Raw -590516.048631 + Penalty 1928.919344 = -588587.129287 nChanged 58 SP:Iteration 59Q (7273.601814 sec): 3 clusters Score: Raw -590526.900285 + Penalty 1928.919344 = -588597.980941 nChanged 63 SP:Iteration 60F (7273.663492 sec): 3 clusters Score: Raw -590539.171881 + Penalty 1928.919344 = -588610.252537 nChanged 55 SP:Iteration 61Q (7273.836690 sec): 3 clusters Score: Raw -590549.495557 + Penalty 1928.919344 = -588620.576213 nChanged 55 SP:Iteration 62Q (7273.958887 sec): 3 clusters Score: Raw -590560.251954 + Penalty 1928.919344 = -588631.332610 nChanged 54 SP:Iteration 63Q (7274.088334 sec): 3 clusters Score: Raw -590574.032285 + Penalty 1928.919344 = -588645.112941 nChanged 72 SP:Iteration 64Q (7274.258120 sec): 3 clusters Score: Raw -590594.601865 + Penalty 1928.919344 = -588665.682522 nChanged 79 SP:Iteration 65Q (7274.371193 sec): 3 clusters Score: Raw -590623.115544 + Penalty 1928.919344 = -588694.196200 nChanged 88 SP:Iteration 66Q (7274.511516 sec): 3 clusters Score: Raw -590663.793806 + Penalty 1928.919344 = -588734.874462 nChanged 88 SP:Iteration 67Q (7274.679363 sec): 3 clusters Score: Raw -590703.642186 + Penalty 1928.919344 = -588774.722842 nChanged 90 SP:Iteration 68Q (7274.820522 sec): 3 clusters Score: Raw -590741.288991 + Penalty 1928.919344 = -588812.369647 nChanged 90 SP:Iteration 69Q (7274.922994 sec): 3 clusters Score: Raw -590779.434433 + Penalty 1928.919344 = -588850.515090 nChanged 92 SP:Iteration 70Q (7275.062073 sec): 3 clusters Score: Raw -590816.304368 + Penalty 1928.919344 = -588887.385024 nChanged 93 SP:Iteration 71Q (7275.193418 sec): 3 clusters Score: Raw -590853.310885 + Penalty 1928.919344 = -588924.391541 nChanged 94 SP:Iteration 72Q (7275.332242 sec): 3 clusters Score: Raw -590890.577121 + Penalty 1928.919344 = -588961.657777 nChanged 104 SP:Iteration 73Q (7275.460574 sec): 3 clusters Score: Raw -590936.215737 + Penalty 1928.919344 = -589007.296393 nChanged 96 SP:Iteration 74Q (7275.609606 sec): 3 clusters Score: Raw -590982.288262 + Penalty 1928.919344 = -589053.368918 nChanged 78 SP:Iteration 75Q (7275.742318 sec): 3 clusters Score: Raw -591011.168874 + Penalty 1928.919344 = -589082.249530 nChanged 62 SP:Iteration 76Q (7275.872649 sec): 3 clusters Score: Raw -591033.834406 + Penalty 1928.919344 = -589104.915062 nChanged 52 SP:Iteration 77Q (7276.006420 sec): 3 clusters Score: Raw -591053.258551 + Penalty 1928.919344 = -589124.339207 nChanged 49 SP:Iteration 78Q (7276.059951 sec): 3 clusters Score: Raw -591076.776627 + Penalty 1928.919344 = -589147.857283 nChanged 42 SP:Iteration 79Q (7276.115447 sec): 3 clusters Score: Raw -591095.217873 + Penalty 1928.919344 = -589166.298529 nChanged 42 SP:Iteration 80F (7276.174855 sec): 3 clusters Score: Raw -591115.480969 + Penalty 1928.919344 = -589186.561625 nChanged 43 SP:Iteration 81Q (7276.330153 sec): 3 clusters Score: Raw -591132.219748 + Penalty 1928.919344 = -589203.300404 nChanged 41 SP:Iteration 82Q (7276.391195 sec): 3 clusters Score: Raw -591147.830935 + Penalty 1928.919344 = -589218.911591 nChanged 33 SP:Iteration 83Q (7276.445644 sec): 3 clusters Score: Raw -591163.241739 + Penalty 1928.919344 = -589234.322395 nChanged 35 SP:Iteration 84Q (7276.499402 sec): 3 clusters Score: Raw -591176.938469 + Penalty 1928.919344 = -589248.019125 nChanged 33 SP:Iteration 85Q (7276.552904 sec): 3 clusters Score: Raw -591188.822352 + Penalty 1928.919344 = -589259.903008 nChanged 27 SP:Iteration 86Q (7276.608627 sec): 3 clusters Score: Raw -591199.294144 + Penalty 1928.919344 = -589270.374800 nChanged 24 SP:Iteration 87Q (7276.669677 sec): 3 clusters Score: Raw -591208.143175 + Penalty 1928.919344 = -589279.223831 nChanged 23 SP:Iteration 88Q (7276.728755 sec): 3 clusters Score: Raw -591217.213354 + Penalty 1928.919344 = -589288.294010 nChanged 25 SP:Iteration 89Q (7276.786641 sec): 3 clusters Score: Raw -591227.608431 + Penalty 1928.919344 = -589298.689088 nChanged 19 SP:Iteration 90Q (7276.844682 sec): 3 clusters Score: Raw -591237.226336 + Penalty 1928.919344 = -589308.306992 nChanged 19 SP:Iteration 91Q (7276.900703 sec): 3 clusters Score: Raw -591245.199168 + Penalty 1928.919344 = -589316.279824 nChanged 22 SP:Iteration 92Q (7276.956893 sec): 3 clusters Score: Raw -591251.752371 + Penalty 1928.919344 = -589322.833027 nChanged 15 SP:Iteration 93Q (7277.102784 sec): 3 clusters Score: Raw -591256.030862 + Penalty 1928.919344 = -589327.111518 nChanged 18 SP:Iteration 94Q (7277.241561 sec): 3 clusters Score: Raw -591261.575879 + Penalty 1928.919344 = -589332.656535 nChanged 20 SP:Iteration 95Q (7277.385761 sec): 3 clusters Score: Raw -591270.321128 + Penalty 1928.919344 = -589341.401785 nChanged 17 SP:Iteration 96Q (7277.525709 sec): 3 clusters Score: Raw -591278.923257 + Penalty 1928.919344 = -589350.003913 nChanged 20 SP:Iteration 97Q (7277.685186 sec): 3 clusters Score: Raw -591291.199018 + Penalty 1928.919344 = -589362.279674 nChanged 26 SP:Iteration 98Q (7277.777945 sec): 3 clusters Score: Raw -591302.554038 + Penalty 1928.919344 = -589373.634694 nChanged 21 SP:Iteration 99Q (7277.944713 sec): 3 clusters Score: Raw -591310.307664 + Penalty 1928.919344 = -589381.388320 nChanged 11 SP:Iteration 100F (7278.061940 sec): 3 clusters Score: Raw -591314.497523 + Penalty 1928.919344 = -589385.578179 nChanged 9 SP:Iteration 101Q (7278.224230 sec): 3 clusters Score: Raw -591318.655967 + Penalty 1928.919344 = -589389.736623 nChanged 10 SP:Iteration 102Q (7278.322852 sec): 3 clusters Score: Raw -591323.456672 + Penalty 1928.919344 = -589394.537328 nChanged 9 SP:Iteration 103Q (7278.462097 sec): 3 clusters Score: Raw -591327.422241 + Penalty 1928.919344 = -589398.502898 nChanged 10 SP:Iteration 104Q (7278.602296 sec): 3 clusters Score: Raw -591331.908009 + Penalty 1928.919344 = -589402.988665 nChanged 7 SP:Iteration 105Q (7278.757505 sec): 3 clusters Score: Raw -591334.416894 + Penalty 1928.919344 = -589405.497550 nChanged 4 SP:Iteration 106Q (7278.853779 sec): 3 clusters Score: Raw -591335.774147 + Penalty 1928.919344 = -589406.854803 nChanged 3 SP:Iteration 107Q (7278.912733 sec): 3 clusters Score: Raw -591336.871698 + Penalty 1928.919344 = -589407.952355 nChanged 3 SP:Iteration 108Q (7278.969925 sec): 3 clusters Score: Raw -591338.254912 + Penalty 1928.919344 = -589409.335568 nChanged 1 SP:Iteration 109Q (7279.021224 sec): 3 clusters Score: Raw -591338.623958 + Penalty 1928.919344 = -589409.704614 nChanged 0 SP:Iteration 110F (7279.076786 sec): 3 clusters Score: Raw -591338.623958 + Penalty 1928.919344 = -589409.704614 nChanged 0 Iteration 139Q (7280.230199 sec): 23 clusters Score: Raw -4232215.426726 + Penalty 26019.816055 = -4206195.610671 nChanged 27 Iteration 140F (7282.315180 sec): 23 clusters Score: Raw -4232218.439724 + Penalty 26019.816055 = -4206198.623669 nChanged 26 Iteration 141Q (7283.440642 sec): 23 clusters Score: Raw -4232221.046571 + Penalty 26019.816055 = -4206201.230516 nChanged 28 Iteration 142Q (7284.567081 sec): 23 clusters Score: Raw -4232223.778896 + Penalty 26019.816055 = -4206203.962841 nChanged 21 Iteration 143Q (7285.693391 sec): 23 clusters Score: Raw -4232226.823587 + Penalty 26019.816055 = -4206207.007532 nChanged 24 Iteration 144Q (7286.819945 sec): 23 clusters Score: Raw -4232229.994936 + Penalty 26019.816055 = -4206210.178882 nChanged 21 Iteration 145Q (7287.955110 sec): 23 clusters Score: Raw -4232233.351789 + Penalty 26019.816055 = -4206213.535734 nChanged 28 Iteration 146Q (7288.987336 sec): 23 clusters Score: Raw -4232236.842882 + Penalty 26019.816055 = -4206217.026827 nChanged 25 Iteration 147Q (7289.982772 sec): 23 clusters Score: Raw -4232239.517817 + Penalty 26019.816055 = -4206219.701763 nChanged 26 Iteration 148Q (7291.001556 sec): 23 clusters Score: Raw -4232241.651184 + Penalty 26019.816055 = -4206221.835129 nChanged 23 Iteration 149Q (7291.967122 sec): 23 clusters Score: Raw -4232243.692480 + Penalty 26019.816055 = -4206223.876425 nChanged 22 Iteration 150Q (7292.998234 sec): 23 clusters Score: Raw -4232245.948428 + Penalty 26019.816055 = -4206226.132373 nChanged 22 Iteration 151Q (7293.999541 sec): 23 clusters Score: Raw -4232248.046635 + Penalty 26019.816055 = -4206228.230580 nChanged 20 Iteration 152Q (7295.893352 sec): 23 clusters Score: Raw -4232249.543891 + Penalty 26019.816055 = -4206229.727836 nChanged 20 Iteration 153Q (7296.868143 sec): 23 clusters Score: Raw -4232251.611286 + Penalty 26019.816055 = -4206231.795231 nChanged 21 Iteration 154Q (7297.827520 sec): 23 clusters Score: Raw -4232253.807211 + Penalty 26019.816055 = -4206233.991156 nChanged 26 Iteration 155Q (7298.814064 sec): 23 clusters Score: Raw -4232256.640687 + Penalty 26019.816055 = -4206236.824632 nChanged 23 Iteration 156Q (7299.753997 sec): 23 clusters Score: Raw -4232258.706039 + Penalty 26019.816055 = -4206238.889984 nChanged 17 Iteration 157Q (7300.818632 sec): 23 clusters Score: Raw -4232260.307578 + Penalty 26019.816055 = -4206240.491523 nChanged 16 Iteration 158Q (7301.757531 sec): 23 clusters Score: Raw -4232262.032248 + Penalty 26019.816055 = -4206242.216193 nChanged 18 Iteration 159Q (7302.745082 sec): 23 clusters Score: Raw -4232264.253160 + Penalty 26019.816055 = -4206244.437105 nChanged 22 Iteration 160F (7304.457001 sec): 23 clusters Score: Raw -4232266.477200 + Penalty 26019.816055 = -4206246.661145 nChanged 20 Iteration 161Q (7305.408668 sec): 23 clusters Score: Raw -4232268.671548 + Penalty 26019.816055 = -4206248.855493 nChanged 17 Iteration 162Q (7306.536365 sec): 23 clusters Score: Raw -4232270.304334 + Penalty 26019.816055 = -4206250.488279 nChanged 16 Iteration 163Q (7307.470163 sec): 23 clusters Score: Raw -4232272.028905 + Penalty 26019.816055 = -4206252.212850 nChanged 17 Iteration 164Q (7308.428739 sec): 23 clusters Score: Raw -4232274.131156 + Penalty 26019.816055 = -4206254.315101 nChanged 19 Iteration 165Q (7309.415981 sec): 23 clusters Score: Raw -4232277.208129 + Penalty 26019.816055 = -4206257.392074 nChanged 17 Iteration 166Q (7310.340993 sec): 23 clusters Score: Raw -4232280.112374 + Penalty 26019.816055 = -4206260.296319 nChanged 23 Iteration 167Q (7311.315682 sec): 23 clusters Score: Raw -4232283.396136 + Penalty 26019.816055 = -4206263.580081 nChanged 30 Iteration 168Q (7312.368526 sec): 23 clusters Score: Raw -4232286.802086 + Penalty 26019.816055 = -4206266.986031 nChanged 36 Iteration 169Q (7313.384156 sec): 23 clusters Score: Raw -4232292.321914 + Penalty 26019.816055 = -4206272.505859 nChanged 38 Iteration 170Q (7314.362570 sec): 23 clusters Score: Raw -4232298.233588 + Penalty 26019.816055 = -4206278.417533 nChanged 49 Iteration 171Q (7315.351988 sec): 23 clusters Score: Raw -4232305.560898 + Penalty 26019.816055 = -4206285.744844 nChanged 52 Iteration 172Q (7316.276806 sec): 23 clusters Score: Raw -4232313.775427 + Penalty 26019.816055 = -4206293.959372 nChanged 47 Iteration 173Q (7317.259992 sec): 23 clusters Score: Raw -4232321.664087 + Penalty 26019.816055 = -4206301.848032 nChanged 54 Iteration 174Q (7318.358777 sec): 23 clusters Score: Raw -4232331.402774 + Penalty 26019.816055 = -4206311.586719 nChanged 56 Iteration 175Q (7319.313405 sec): 23 clusters Score: Raw -4232339.225850 + Penalty 26019.816055 = -4206319.409795 nChanged 57 Iteration 176Q (7320.310656 sec): 23 clusters Score: Raw -4232346.774622 + Penalty 26019.816055 = -4206326.958567 nChanged 42 Iteration 177Q (7321.337604 sec): 23 clusters Score: Raw -4232352.701128 + Penalty 26019.816055 = -4206332.885073 nChanged 35 Iteration 178Q (7322.325347 sec): 23 clusters Score: Raw -4232359.067665 + Penalty 26019.816055 = -4206339.251610 nChanged 50 Writing temp clu file Because OldScore, -4206332.885073, is greater than current (better) Score,-4206339.251610 Compute initial score before splitting: Score: Raw -4232359.067665 + Penalty 26019.816055 = -4206339.251610 Trying to split cluster 1 (1009 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7322.435734 sec): 2 clusters Score: Raw -55040.900414 + Penalty 726.255077 = -54314.645337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7322.606284 sec): 3 clusters Score: Raw -54640.851505 + Penalty 1452.510154 = -53188.341350 nChanged 332 SP:Iteration 1F (7322.692564 sec): 3 clusters Score: Raw -54901.452325 + Penalty 1452.510154 = -53448.942170 nChanged 83 SP:Iteration 2F (7322.797506 sec): 3 clusters Score: Raw -54963.545758 + Penalty 1452.510154 = -53511.035604 nChanged 43 SP:Iteration 3Q (7322.906297 sec): 3 clusters Score: Raw -54999.568694 + Penalty 1452.510154 = -53547.058539 nChanged 32 SP:Iteration 4Q (7323.015308 sec): 3 clusters Score: Raw -55021.435467 + Penalty 1452.510154 = -53568.925313 nChanged 18 SP:Iteration 5Q (7323.118591 sec): 3 clusters Score: Raw -55036.328607 + Penalty 1452.510154 = -53583.818453 nChanged 13 SP:Iteration 6Q (7323.202798 sec): 3 clusters Score: Raw -55047.327162 + Penalty 1452.510154 = -53594.817008 nChanged 14 SP:Iteration 7Q (7323.310440 sec): 3 clusters Score: Raw -55054.212088 + Penalty 1452.510154 = -53601.701933 nChanged 13 SP:Iteration 8Q (7323.390345 sec): 3 clusters Score: Raw -55062.987782 + Penalty 1452.510154 = -53610.477628 nChanged 13 SP:Iteration 9Q (7323.498968 sec): 3 clusters Score: Raw -55073.184255 + Penalty 1452.510154 = -53620.674101 nChanged 12 SP:Iteration 10Q (7323.622354 sec): 3 clusters Score: Raw -55082.575919 + Penalty 1452.510154 = -53630.065765 nChanged 13 SP:Iteration 11Q (7323.681275 sec): 3 clusters Score: Raw -55090.097772 + Penalty 1452.510154 = -53637.587618 nChanged 9 SP:Iteration 12Q (7323.768773 sec): 3 clusters Score: Raw -55096.286554 + Penalty 1452.510154 = -53643.776400 nChanged 10 SP:Iteration 13Q (7323.856425 sec): 3 clusters Score: Raw -55104.001222 + Penalty 1452.510154 = -53651.491068 nChanged 12 SP:Iteration 14Q (7323.966806 sec): 3 clusters Score: Raw -55114.124999 + Penalty 1452.510154 = -53661.614845 nChanged 14 SP:Iteration 15Q (7324.059055 sec): 3 clusters Score: Raw -55129.880182 + Penalty 1452.510154 = -53677.370028 nChanged 14 SP:Iteration 16Q (7324.159342 sec): 3 clusters Score: Raw -55141.846353 + Penalty 1452.510154 = -53689.336199 nChanged 12 SP:Iteration 17Q (7324.248507 sec): 3 clusters Score: Raw -55151.750115 + Penalty 1452.510154 = -53699.239961 nChanged 12 SP:Iteration 18Q (7324.362039 sec): 3 clusters Score: Raw -55162.428258 + Penalty 1452.510154 = -53709.918104 nChanged 12 SP:Iteration 19Q (7324.418824 sec): 3 clusters Score: Raw -55173.361892 + Penalty 1452.510154 = -53720.851738 nChanged 9 SP:Iteration 20F (7324.431195 sec): 3 clusters Score: Raw -55176.803628 + Penalty 1452.510154 = -53724.293474 nChanged 7 SP:Iteration 21Q (7324.440414 sec): 3 clusters Score: Raw -55180.508072 + Penalty 1452.510154 = -53727.997917 nChanged 4 SP:Iteration 22Q (7324.449558 sec): 3 clusters Score: Raw -55183.300482 + Penalty 1452.510154 = -53730.790328 nChanged 8 SP:Iteration 23Q (7324.458697 sec): 3 clusters Score: Raw -55187.471847 + Penalty 1452.510154 = -53734.961692 nChanged 3 SP:Iteration 24Q (7324.467856 sec): 3 clusters Score: Raw -55188.643403 + Penalty 1452.510154 = -53736.133249 nChanged 0 SP:Iteration 25F (7324.476918 sec): 3 clusters Score: Raw -55188.643403 + Penalty 1452.510154 = -53736.133249 nChanged 0 Trying to split cluster 2 (3317 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7324.512633 sec): 2 clusters Score: Raw -175650.385526 + Penalty 851.215684 = -174799.169842 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7324.538525 sec): 3 clusters Score: Raw -173957.315423 + Penalty 1702.431368 = -172254.884055 nChanged 1338 SP:Iteration 1F (7324.562830 sec): 3 clusters Score: Raw -174879.831346 + Penalty 1702.431368 = -173177.399978 nChanged 280 SP:Iteration 2F (7324.588049 sec): 3 clusters Score: Raw -175115.612101 + Penalty 1702.431368 = -173413.180733 nChanged 219 SP:Iteration 3F (7324.613350 sec): 3 clusters Score: Raw -175334.420135 + Penalty 1702.431368 = -173631.988766 nChanged 218 SP:Iteration 4F (7324.638518 sec): 3 clusters Score: Raw -175600.264853 + Penalty 1702.431368 = -173897.833485 nChanged 223 SP:Iteration 5F (7324.756859 sec): 3 clusters Score: Raw -175875.918950 + Penalty 1702.431368 = -174173.487582 nChanged 196 SP:Iteration 6F (7324.883811 sec): 3 clusters Score: Raw -176113.034733 + Penalty 1702.431368 = -174410.603365 nChanged 159 SP:Iteration 7Q (7324.959912 sec): 3 clusters Score: Raw -176336.351526 + Penalty 1702.431368 = -174633.920157 nChanged 145 SP:Iteration 8Q (7325.082992 sec): 3 clusters Score: Raw -176566.677074 + Penalty 1702.431368 = -174864.245706 nChanged 104 SP:Iteration 9Q (7325.168958 sec): 3 clusters Score: Raw -176676.716474 + Penalty 1702.431368 = -174974.285106 nChanged 84 SP:Iteration 10Q (7325.274676 sec): 3 clusters Score: Raw -176736.429070 + Penalty 1702.431368 = -175033.997702 nChanged 45 SP:Iteration 11Q (7325.362542 sec): 3 clusters Score: Raw -176759.585087 + Penalty 1702.431368 = -175057.153719 nChanged 30 SP:Iteration 12Q (7325.464297 sec): 3 clusters Score: Raw -176770.587601 + Penalty 1702.431368 = -175068.156233 nChanged 11 SP:Iteration 13Q (7325.566377 sec): 3 clusters Score: Raw -176775.886396 + Penalty 1702.431368 = -175073.455028 nChanged 10 SP:Iteration 14Q (7325.669963 sec): 3 clusters Score: Raw -176779.348053 + Penalty 1702.431368 = -175076.916685 nChanged 8 SP:Iteration 15Q (7325.794364 sec): 3 clusters Score: Raw -176782.503120 + Penalty 1702.431368 = -175080.071752 nChanged 6 SP:Iteration 16Q (7325.878000 sec): 3 clusters Score: Raw -176785.067981 + Penalty 1702.431368 = -175082.636613 nChanged 11 SP:Iteration 17Q (7325.982253 sec): 3 clusters Score: Raw -176789.891928 + Penalty 1702.431368 = -175087.460560 nChanged 6 SP:Iteration 18Q (7326.086996 sec): 3 clusters Score: Raw -176793.143873 + Penalty 1702.431368 = -175090.712505 nChanged 7 SP:Iteration 19Q (7326.163885 sec): 3 clusters Score: Raw -176795.414623 + Penalty 1702.431368 = -175092.983255 nChanged 7 SP:Iteration 20F (7326.283877 sec): 3 clusters Score: Raw -176797.991130 + Penalty 1702.431368 = -175095.559761 nChanged 4 SP:Iteration 21Q (7326.364124 sec): 3 clusters Score: Raw -176799.653698 + Penalty 1702.431368 = -175097.222330 nChanged 1 SP:Iteration 22Q (7326.388376 sec): 3 clusters Score: Raw -176799.833843 + Penalty 1702.431368 = -175097.402475 nChanged 1 SP:Iteration 23Q (7326.412546 sec): 3 clusters Score: Raw -176800.058380 + Penalty 1702.431368 = -175097.627012 nChanged 1 SP:Iteration 24Q (7326.436597 sec): 3 clusters Score: Raw -176800.237724 + Penalty 1702.431368 = -175097.806356 nChanged 1 SP:Iteration 25Q (7326.460594 sec): 3 clusters Score: Raw -176800.422581 + Penalty 1702.431368 = -175097.991213 nChanged 0 SP:Iteration 26F (7326.484968 sec): 3 clusters Score: Raw -176800.422581 + Penalty 1702.431368 = -175097.991213 nChanged 0 Score: Raw -4233514.545186 + Penalty 27202.534966 = -4206312.010220 Splitting cluster 2 changes total score from -4206339.251610 to -4206312.010220 So it's not getting split. Trying to split cluster 3 (1190 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7328.238323 sec): 2 clusters Score: Raw -48605.850145 + Penalty 743.579402 = -47862.270743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7328.249339 sec): 3 clusters Score: Raw -48140.609002 + Penalty 1487.158803 = -46653.450198 nChanged 431 SP:Iteration 1F (7328.259690 sec): 3 clusters Score: Raw -48702.980409 + Penalty 1487.158803 = -47215.821606 nChanged 164 SP:Iteration 2F (7328.270620 sec): 3 clusters Score: Raw -49076.951359 + Penalty 1487.158803 = -47589.792556 nChanged 101 SP:Iteration 3F (7328.280945 sec): 3 clusters Score: Raw -49263.968207 + Penalty 1487.158803 = -47776.809404 nChanged 67 SP:Iteration 4F (7328.291298 sec): 3 clusters Score: Raw -49377.638004 + Penalty 1487.158803 = -47890.479201 nChanged 55 SP:Iteration 5Q (7328.301802 sec): 3 clusters Score: Raw -49447.942975 + Penalty 1487.158803 = -47960.784172 nChanged 41 SP:Iteration 6Q (7328.312243 sec): 3 clusters Score: Raw -49500.460821 + Penalty 1487.158803 = -48013.302018 nChanged 27 SP:Iteration 7Q (7328.413197 sec): 3 clusters Score: Raw -49549.853736 + Penalty 1487.158803 = -48062.694933 nChanged 28 SP:Iteration 8Q (7328.504482 sec): 3 clusters Score: Raw -49577.049385 + Penalty 1487.158803 = -48089.890582 nChanged 12 SP:Iteration 9Q (7328.595553 sec): 3 clusters Score: Raw -49584.613629 + Penalty 1487.158803 = -48097.454826 nChanged 9 SP:Iteration 10Q (7328.686001 sec): 3 clusters Score: Raw -49591.347464 + Penalty 1487.158803 = -48104.188661 nChanged 4 SP:Iteration 11Q (7328.763358 sec): 3 clusters Score: Raw -49592.846387 + Penalty 1487.158803 = -48105.687584 nChanged 1 SP:Iteration 12Q (7328.851724 sec): 3 clusters Score: Raw -49593.348901 + Penalty 1487.158803 = -48106.190097 nChanged 1 SP:Iteration 13Q (7328.940263 sec): 3 clusters Score: Raw -49593.722179 + Penalty 1487.158803 = -48106.563376 nChanged 2 SP:Iteration 14Q (7329.028946 sec): 3 clusters Score: Raw -49594.830807 + Penalty 1487.158803 = -48107.672004 nChanged 1 SP:Iteration 15Q (7329.115751 sec): 3 clusters Score: Raw -49595.099834 + Penalty 1487.158803 = -48107.941031 nChanged 0 SP:Iteration 16F (7329.203398 sec): 3 clusters Score: Raw -49595.099834 + Penalty 1487.158803 = -48107.941031 nChanged 0 Score: Raw -4233353.757821 + Penalty 27202.534966 = -4206151.222854 Splitting cluster 3 changes total score from -4206339.251610 to -4206151.222854 So it's not getting split. Trying to split cluster 4 (4583 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7331.118890 sec): 2 clusters Score: Raw -277996.748529 + Penalty 885.161454 = -277111.587075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7331.158035 sec): 3 clusters Score: Raw -275492.425183 + Penalty 1770.322908 = -273722.102275 nChanged 1906 SP:Iteration 1F (7331.197103 sec): 3 clusters Score: Raw -276487.206273 + Penalty 1770.322908 = -274716.883366 nChanged 259 SP:Iteration 2F (7331.237592 sec): 3 clusters Score: Raw -276600.339722 + Penalty 1770.322908 = -274830.016814 nChanged 236 SP:Iteration 3F (7331.277570 sec): 3 clusters Score: Raw -276703.634224 + Penalty 1770.322908 = -274933.311317 nChanged 189 SP:Iteration 4Q (7331.318134 sec): 3 clusters Score: Raw -276800.198320 + Penalty 1770.322908 = -275029.875412 nChanged 185 SP:Iteration 5Q (7331.358805 sec): 3 clusters Score: Raw -276890.017941 + Penalty 1770.322908 = -275119.695033 nChanged 168 SP:Iteration 6Q (7331.399403 sec): 3 clusters Score: Raw -276967.587528 + Penalty 1770.322908 = -275197.264620 nChanged 151 SP:Iteration 7Q (7331.436207 sec): 3 clusters Score: Raw -277031.449842 + Penalty 1770.322908 = -275261.126935 nChanged 133 SP:Iteration 8Q (7331.473733 sec): 3 clusters Score: Raw -277095.119221 + Penalty 1770.322908 = -275324.796313 nChanged 145 SP:Iteration 9Q (7331.511242 sec): 3 clusters Score: Raw -277161.072429 + Penalty 1770.322908 = -275390.749522 nChanged 155 SP:Iteration 10Q (7331.548741 sec): 3 clusters Score: Raw -277226.388378 + Penalty 1770.322908 = -275456.065470 nChanged 139 SP:Iteration 11Q (7331.586363 sec): 3 clusters Score: Raw -277280.811779 + Penalty 1770.322908 = -275510.488871 nChanged 116 SP:Iteration 12Q (7331.623971 sec): 3 clusters Score: Raw -277327.436650 + Penalty 1770.322908 = -275557.113743 nChanged 116 SP:Iteration 13Q (7331.662988 sec): 3 clusters Score: Raw -277372.528193 + Penalty 1770.322908 = -275602.205285 nChanged 100 SP:Iteration 14Q (7331.703116 sec): 3 clusters Score: Raw -277407.485733 + Penalty 1770.322908 = -275637.162826 nChanged 79 SP:Iteration 15Q (7331.743053 sec): 3 clusters Score: Raw -277437.993750 + Penalty 1770.322908 = -275667.670842 nChanged 71 SP:Iteration 16Q (7331.782777 sec): 3 clusters Score: Raw -277469.218493 + Penalty 1770.322908 = -275698.895586 nChanged 63 SP:Iteration 17Q (7331.822367 sec): 3 clusters Score: Raw -277490.318119 + Penalty 1770.322908 = -275719.995211 nChanged 54 SP:Iteration 18Q (7331.952322 sec): 3 clusters Score: Raw -277511.186546 + Penalty 1770.322908 = -275740.863638 nChanged 58 SP:Iteration 19Q (7332.084454 sec): 3 clusters Score: Raw -277530.145952 + Penalty 1770.322908 = -275759.823044 nChanged 44 SP:Iteration 20F (7332.193252 sec): 3 clusters Score: Raw -277544.236831 + Penalty 1770.322908 = -275773.913923 nChanged 41 SP:Iteration 21Q (7332.302277 sec): 3 clusters Score: Raw -277556.980224 + Penalty 1770.322908 = -275786.657317 nChanged 35 SP:Iteration 22Q (7332.420133 sec): 3 clusters Score: Raw -277566.407051 + Penalty 1770.322908 = -275796.084143 nChanged 33 SP:Iteration 23Q (7332.545438 sec): 3 clusters Score: Raw -277577.937495 + Penalty 1770.322908 = -275807.614588 nChanged 36 SP:Iteration 24Q (7332.618163 sec): 3 clusters Score: Raw -277591.805196 + Penalty 1770.322908 = -275821.482289 nChanged 40 SP:Iteration 25Q (7332.747259 sec): 3 clusters Score: Raw -277608.009750 + Penalty 1770.322908 = -275837.686842 nChanged 48 SP:Iteration 26Q (7332.855312 sec): 3 clusters Score: Raw -277628.098862 + Penalty 1770.322908 = -275857.775955 nChanged 40 SP:Iteration 27Q (7332.993786 sec): 3 clusters Score: Raw -277643.871038 + Penalty 1770.322908 = -275873.548131 nChanged 41 SP:Iteration 28Q (7333.070383 sec): 3 clusters Score: Raw -277655.163163 + Penalty 1770.322908 = -275884.840256 nChanged 38 SP:Iteration 29Q (7333.200785 sec): 3 clusters Score: Raw -277666.831971 + Penalty 1770.322908 = -275896.509063 nChanged 36 SP:Iteration 30Q (7333.307991 sec): 3 clusters Score: Raw -277677.559502 + Penalty 1770.322908 = -275907.236595 nChanged 33 SP:Iteration 31Q (7333.423212 sec): 3 clusters Score: Raw -277690.243406 + Penalty 1770.322908 = -275919.920499 nChanged 28 SP:Iteration 32Q (7333.544984 sec): 3 clusters Score: Raw -277699.459132 + Penalty 1770.322908 = -275929.136224 nChanged 34 SP:Iteration 33Q (7333.645924 sec): 3 clusters Score: Raw -277709.715017 + Penalty 1770.322908 = -275939.392109 nChanged 35 SP:Iteration 34Q (7333.770970 sec): 3 clusters Score: Raw -277719.327929 + Penalty 1770.322908 = -275949.005021 nChanged 28 SP:Iteration 35Q (7333.885292 sec): 3 clusters Score: Raw -277726.714972 + Penalty 1770.322908 = -275956.392065 nChanged 32 SP:Iteration 36Q (7333.993962 sec): 3 clusters Score: Raw -277738.034022 + Penalty 1770.322908 = -275967.711114 nChanged 35 SP:Iteration 37Q (7334.033556 sec): 3 clusters Score: Raw -277747.635290 + Penalty 1770.322908 = -275977.312382 nChanged 24 SP:Iteration 38Q (7334.073165 sec): 3 clusters Score: Raw -277752.789683 + Penalty 1770.322908 = -275982.466775 nChanged 22 SP:Iteration 39Q (7334.112707 sec): 3 clusters Score: Raw -277758.116264 + Penalty 1770.322908 = -275987.793356 nChanged 17 SP:Iteration 40F (7334.150544 sec): 3 clusters Score: Raw -277763.384348 + Penalty 1770.322908 = -275993.061441 nChanged 21 SP:Iteration 41Q (7334.187621 sec): 3 clusters Score: Raw -277767.986835 + Penalty 1770.322908 = -275997.663927 nChanged 18 SP:Iteration 42Q (7334.224741 sec): 3 clusters Score: Raw -277771.517748 + Penalty 1770.322908 = -276001.194840 nChanged 15 SP:Iteration 43Q (7334.261941 sec): 3 clusters Score: Raw -277774.084109 + Penalty 1770.322908 = -276003.761201 nChanged 15 SP:Iteration 44Q (7334.299243 sec): 3 clusters Score: Raw -277777.527942 + Penalty 1770.322908 = -276007.205034 nChanged 15 SP:Iteration 45Q (7334.338848 sec): 3 clusters Score: Raw -277781.153609 + Penalty 1770.322908 = -276010.830702 nChanged 21 SP:Iteration 46Q (7334.378391 sec): 3 clusters Score: Raw -277787.529276 + Penalty 1770.322908 = -276017.206368 nChanged 31 SP:Iteration 47Q (7334.417854 sec): 3 clusters Score: Raw -277797.818428 + Penalty 1770.322908 = -276027.495521 nChanged 37 SP:Iteration 48Q (7334.457345 sec): 3 clusters Score: Raw -277811.104286 + Penalty 1770.322908 = -276040.781378 nChanged 31 SP:Iteration 49Q (7334.496722 sec): 3 clusters Score: Raw -277823.065055 + Penalty 1770.322908 = -276052.742147 nChanged 33 SP:Iteration 50Q (7334.597122 sec): 3 clusters Score: Raw -277833.488831 + Penalty 1770.322908 = -276063.165923 nChanged 27 SP:Iteration 51Q (7334.715538 sec): 3 clusters Score: Raw -277841.280631 + Penalty 1770.322908 = -276070.957724 nChanged 24 SP:Iteration 52Q (7334.844157 sec): 3 clusters Score: Raw -277848.563004 + Penalty 1770.322908 = -276078.240096 nChanged 18 SP:Iteration 53Q (7334.961973 sec): 3 clusters Score: Raw -277853.745581 + Penalty 1770.322908 = -276083.422673 nChanged 19 SP:Iteration 54Q (7335.078496 sec): 3 clusters Score: Raw -277859.078488 + Penalty 1770.322908 = -276088.755580 nChanged 21 SP:Iteration 55Q (7335.170556 sec): 3 clusters Score: Raw -277864.885760 + Penalty 1770.322908 = -276094.562852 nChanged 21 SP:Iteration 56Q (7335.287666 sec): 3 clusters Score: Raw -277868.976008 + Penalty 1770.322908 = -276098.653100 nChanged 20 SP:Iteration 57Q (7335.424747 sec): 3 clusters Score: Raw -277873.579712 + Penalty 1770.322908 = -276103.256805 nChanged 13 SP:Iteration 58Q (7335.514552 sec): 3 clusters Score: Raw -277876.787141 + Penalty 1770.322908 = -276106.464233 nChanged 10 SP:Iteration 59Q (7335.632034 sec): 3 clusters Score: Raw -277879.446596 + Penalty 1770.322908 = -276109.123688 nChanged 15 SP:Iteration 60F (7335.733199 sec): 3 clusters Score: Raw -277884.388085 + Penalty 1770.322908 = -276114.065177 nChanged 15 SP:Iteration 61Q (7335.840681 sec): 3 clusters Score: Raw -277888.290221 + Penalty 1770.322908 = -276117.967314 nChanged 12 SP:Iteration 62Q (7335.945778 sec): 3 clusters Score: Raw -277891.116181 + Penalty 1770.322908 = -276120.793273 nChanged 8 SP:Iteration 63Q (7336.067970 sec): 3 clusters Score: Raw -277892.750548 + Penalty 1770.322908 = -276122.427640 nChanged 6 SP:Iteration 64Q (7336.184157 sec): 3 clusters Score: Raw -277893.947904 + Penalty 1770.322908 = -276123.624996 nChanged 7 SP:Iteration 65Q (7336.300664 sec): 3 clusters Score: Raw -277895.485000 + Penalty 1770.322908 = -276125.162092 nChanged 7 SP:Iteration 66Q (7336.417332 sec): 3 clusters Score: Raw -277896.811726 + Penalty 1770.322908 = -276126.488818 nChanged 9 SP:Iteration 67Q (7336.511621 sec): 3 clusters Score: Raw -277898.578773 + Penalty 1770.322908 = -276128.255866 nChanged 4 SP:Iteration 68Q (7336.625080 sec): 3 clusters Score: Raw -277899.076894 + Penalty 1770.322908 = -276128.753987 nChanged 3 SP:Iteration 69Q (7336.759974 sec): 3 clusters Score: Raw -277900.471498 + Penalty 1770.322908 = -276130.148590 nChanged 5 SP:Iteration 70Q (7336.847649 sec): 3 clusters Score: Raw -277901.521278 + Penalty 1770.322908 = -276131.198371 nChanged 5 SP:Iteration 71Q (7336.994789 sec): 3 clusters Score: Raw -277902.297210 + Penalty 1770.322908 = -276131.974302 nChanged 6 SP:Iteration 72Q (7337.015012 sec): 3 clusters Score: Raw -277903.483102 + Penalty 1770.322908 = -276133.160194 nChanged 4 SP:Iteration 73Q (7337.052629 sec): 3 clusters Score: Raw -277905.334549 + Penalty 1770.322908 = -276135.011641 nChanged 9 SP:Iteration 74Q (7337.090530 sec): 3 clusters Score: Raw -277908.483464 + Penalty 1770.322908 = -276138.160556 nChanged 12 SP:Iteration 75Q (7337.128322 sec): 3 clusters Score: Raw -277912.974831 + Penalty 1770.322908 = -276142.651923 nChanged 13 SP:Iteration 76Q (7337.167970 sec): 3 clusters Score: Raw -277916.752933 + Penalty 1770.322908 = -276146.430025 nChanged 11 SP:Iteration 77Q (7337.207720 sec): 3 clusters Score: Raw -277920.723665 + Penalty 1770.322908 = -276150.400757 nChanged 5 SP:Iteration 78Q (7337.247429 sec): 3 clusters Score: Raw -277922.997089 + Penalty 1770.322908 = -276152.674181 nChanged 7 SP:Iteration 79Q (7337.287257 sec): 3 clusters Score: Raw -277924.412536 + Penalty 1770.322908 = -276154.089628 nChanged 6 SP:Iteration 80F (7337.327217 sec): 3 clusters Score: Raw -277925.300320 + Penalty 1770.322908 = -276154.977412 nChanged 2 SP:Iteration 81Q (7337.445529 sec): 3 clusters Score: Raw -277925.927719 + Penalty 1770.322908 = -276155.604811 nChanged 6 SP:Iteration 82Q (7337.576461 sec): 3 clusters Score: Raw -277927.346702 + Penalty 1770.322908 = -276157.023794 nChanged 7 SP:Iteration 83Q (7337.710359 sec): 3 clusters Score: Raw -277929.042818 + Penalty 1770.322908 = -276158.719910 nChanged 7 SP:Iteration 84Q (7337.817535 sec): 3 clusters Score: Raw -277930.895186 + Penalty 1770.322908 = -276160.572278 nChanged 3 SP:Iteration 85Q (7337.912396 sec): 3 clusters Score: Raw -277932.121738 + Penalty 1770.322908 = -276161.798830 nChanged 4 SP:Iteration 86Q (7338.032429 sec): 3 clusters Score: Raw -277934.025765 + Penalty 1770.322908 = -276163.702858 nChanged 7 SP:Iteration 87Q (7338.140899 sec): 3 clusters Score: Raw -277936.030768 + Penalty 1770.322908 = -276165.707860 nChanged 7 SP:Iteration 88Q (7338.242058 sec): 3 clusters Score: Raw -277938.271496 + Penalty 1770.322908 = -276167.948589 nChanged 5 SP:Iteration 89Q (7338.345008 sec): 3 clusters Score: Raw -277939.275037 + Penalty 1770.322908 = -276168.952130 nChanged 3 SP:Iteration 90Q (7338.445103 sec): 3 clusters Score: Raw -277939.997509 + Penalty 1770.322908 = -276169.674601 nChanged 5 SP:Iteration 91Q (7338.543407 sec): 3 clusters Score: Raw -277941.823724 + Penalty 1770.322908 = -276171.500816 nChanged 6 SP:Iteration 92Q (7338.645428 sec): 3 clusters Score: Raw -277942.852251 + Penalty 1770.322908 = -276172.529344 nChanged 3 SP:Iteration 93Q (7338.746184 sec): 3 clusters Score: Raw -277943.988507 + Penalty 1770.322908 = -276173.665600 nChanged 7 SP:Iteration 94Q (7338.853323 sec): 3 clusters Score: Raw -277946.136919 + Penalty 1770.322908 = -276175.814011 nChanged 4 SP:Iteration 95Q (7338.957543 sec): 3 clusters Score: Raw -277946.977070 + Penalty 1770.322908 = -276176.654162 nChanged 2 SP:Iteration 96Q (7339.079941 sec): 3 clusters Score: Raw -277947.083914 + Penalty 1770.322908 = -276176.761006 nChanged 0 SP:Iteration 97F (7339.225288 sec): 3 clusters Score: Raw -277947.083914 + Penalty 1770.322908 = -276176.761006 nChanged 0 Trying to split cluster 5 (838 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7339.252625 sec): 2 clusters Score: Raw -40956.468414 + Penalty 706.756901 = -40249.711513 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7339.263559 sec): 3 clusters Score: Raw -40651.866675 + Penalty 1413.513801 = -39238.352874 nChanged 269 SP:Iteration 1F (7339.273596 sec): 3 clusters Score: Raw -40895.177093 + Penalty 1413.513801 = -39481.663291 nChanged 73 SP:Iteration 2F (7339.283666 sec): 3 clusters Score: Raw -40970.336836 + Penalty 1413.513801 = -39556.823035 nChanged 47 SP:Iteration 3F (7339.293681 sec): 3 clusters Score: Raw -41015.088972 + Penalty 1413.513801 = -39601.575171 nChanged 34 SP:Iteration 4Q (7339.303824 sec): 3 clusters Score: Raw -41051.320207 + Penalty 1413.513801 = -39637.806406 nChanged 27 SP:Iteration 5Q (7339.313981 sec): 3 clusters Score: Raw -41073.049425 + Penalty 1413.513801 = -39659.535624 nChanged 19 SP:Iteration 6Q (7339.324210 sec): 3 clusters Score: Raw -41093.088142 + Penalty 1413.513801 = -39679.574341 nChanged 17 SP:Iteration 7Q (7339.334359 sec): 3 clusters Score: Raw -41116.401451 + Penalty 1413.513801 = -39702.887650 nChanged 16 SP:Iteration 8Q (7339.344197 sec): 3 clusters Score: Raw -41133.041581 + Penalty 1413.513801 = -39719.527780 nChanged 17 SP:Iteration 9Q (7339.354291 sec): 3 clusters Score: Raw -41146.732004 + Penalty 1413.513801 = -39733.218203 nChanged 9 SP:Iteration 10Q (7339.364379 sec): 3 clusters Score: Raw -41156.259201 + Penalty 1413.513801 = -39742.745400 nChanged 7 SP:Iteration 11Q (7339.374480 sec): 3 clusters Score: Raw -41161.101266 + Penalty 1413.513801 = -39747.587465 nChanged 0 SP:Iteration 12F (7339.384566 sec): 3 clusters Score: Raw -41161.101266 + Penalty 1413.513801 = -39747.587465 nChanged 0 Trying to split cluster 6 (4243 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7339.468667 sec): 2 clusters Score: Raw -216945.537205 + Penalty 877.067714 = -216068.469491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7339.510037 sec): 3 clusters Score: Raw -214640.213851 + Penalty 1754.135427 = -212886.078423 nChanged 1793 SP:Iteration 1F (7339.549017 sec): 3 clusters Score: Raw -215775.623622 + Penalty 1754.135427 = -214021.488194 nChanged 374 SP:Iteration 2F (7339.587850 sec): 3 clusters Score: Raw -216078.478425 + Penalty 1754.135427 = -214324.342997 nChanged 298 SP:Iteration 3F (7339.626705 sec): 3 clusters Score: Raw -216307.034569 + Penalty 1754.135427 = -214552.899141 nChanged 267 SP:Iteration 4F (7339.665554 sec): 3 clusters Score: Raw -216542.501113 + Penalty 1754.135427 = -214788.365686 nChanged 226 SP:Iteration 5F (7339.785014 sec): 3 clusters Score: Raw -216738.178506 + Penalty 1754.135427 = -214984.043079 nChanged 190 SP:Iteration 6Q (7339.906380 sec): 3 clusters Score: Raw -216893.229148 + Penalty 1754.135427 = -215139.093721 nChanged 161 SP:Iteration 7Q (7340.029988 sec): 3 clusters Score: Raw -217006.897430 + Penalty 1754.135427 = -215252.762002 nChanged 127 SP:Iteration 8Q (7340.176065 sec): 3 clusters Score: Raw -217101.175126 + Penalty 1754.135427 = -215347.039698 nChanged 119 SP:Iteration 9Q (7340.271564 sec): 3 clusters Score: Raw -217199.121580 + Penalty 1754.135427 = -215444.986153 nChanged 99 SP:Iteration 10Q (7340.394434 sec): 3 clusters Score: Raw -217260.508472 + Penalty 1754.135427 = -215506.373045 nChanged 80 SP:Iteration 11Q (7340.515584 sec): 3 clusters Score: Raw -217298.277807 + Penalty 1754.135427 = -215544.142380 nChanged 62 SP:Iteration 12Q (7340.636692 sec): 3 clusters Score: Raw -217323.829205 + Penalty 1754.135427 = -215569.693777 nChanged 39 SP:Iteration 13Q (7340.757575 sec): 3 clusters Score: Raw -217340.699203 + Penalty 1754.135427 = -215586.563776 nChanged 41 SP:Iteration 14Q (7340.878961 sec): 3 clusters Score: Raw -217357.114288 + Penalty 1754.135427 = -215602.978860 nChanged 40 SP:Iteration 15Q (7340.999379 sec): 3 clusters Score: Raw -217372.505436 + Penalty 1754.135427 = -215618.370009 nChanged 35 SP:Iteration 16Q (7341.110229 sec): 3 clusters Score: Raw -217388.890672 + Penalty 1754.135427 = -215634.755244 nChanged 27 SP:Iteration 17Q (7341.231020 sec): 3 clusters Score: Raw -217397.617586 + Penalty 1754.135427 = -215643.482159 nChanged 20 SP:Iteration 18Q (7341.351213 sec): 3 clusters Score: Raw -217406.390836 + Penalty 1754.135427 = -215652.255408 nChanged 18 SP:Iteration 19Q (7341.467331 sec): 3 clusters Score: Raw -217416.700604 + Penalty 1754.135427 = -215662.565177 nChanged 20 SP:Iteration 20F (7341.613278 sec): 3 clusters Score: Raw -217423.094933 + Penalty 1754.135427 = -215668.959505 nChanged 16 SP:Iteration 21Q (7341.710916 sec): 3 clusters Score: Raw -217429.302491 + Penalty 1754.135427 = -215675.167063 nChanged 16 SP:Iteration 22Q (7341.772554 sec): 3 clusters Score: Raw -217435.792500 + Penalty 1754.135427 = -215681.657072 nChanged 25 SP:Iteration 23Q (7341.812259 sec): 3 clusters Score: Raw -217448.050497 + Penalty 1754.135427 = -215693.915069 nChanged 33 SP:Iteration 24Q (7341.855749 sec): 3 clusters Score: Raw -217463.148196 + Penalty 1754.135427 = -215709.012769 nChanged 27 SP:Iteration 25Q (7341.900785 sec): 3 clusters Score: Raw -217475.173767 + Penalty 1754.135427 = -215721.038339 nChanged 28 SP:Iteration 26Q (7341.945371 sec): 3 clusters Score: Raw -217487.183050 + Penalty 1754.135427 = -215733.047622 nChanged 25 SP:Iteration 27Q (7341.985232 sec): 3 clusters Score: Raw -217501.894951 + Penalty 1754.135427 = -215747.759523 nChanged 25 SP:Iteration 28Q (7342.024456 sec): 3 clusters Score: Raw -217516.823453 + Penalty 1754.135427 = -215762.688025 nChanged 37 SP:Iteration 29Q (7342.063450 sec): 3 clusters Score: Raw -217537.056291 + Penalty 1754.135427 = -215782.920863 nChanged 31 SP:Iteration 30Q (7342.173623 sec): 3 clusters Score: Raw -217563.719836 + Penalty 1754.135427 = -215809.584408 nChanged 35 SP:Iteration 31Q (7342.306458 sec): 3 clusters Score: Raw -217588.724908 + Penalty 1754.135427 = -215834.589480 nChanged 30 SP:Iteration 32Q (7342.427840 sec): 3 clusters Score: Raw -217608.085033 + Penalty 1754.135427 = -215853.949605 nChanged 36 SP:Iteration 33Q (7342.548024 sec): 3 clusters Score: Raw -217632.836584 + Penalty 1754.135427 = -215878.701156 nChanged 22 SP:Iteration 34Q (7342.666864 sec): 3 clusters Score: Raw -217643.043955 + Penalty 1754.135427 = -215888.908527 nChanged 18 SP:Iteration 35Q (7342.783299 sec): 3 clusters Score: Raw -217649.890918 + Penalty 1754.135427 = -215895.755490 nChanged 9 SP:Iteration 36Q (7342.905739 sec): 3 clusters Score: Raw -217653.071095 + Penalty 1754.135427 = -215898.935668 nChanged 7 SP:Iteration 37Q (7343.027241 sec): 3 clusters Score: Raw -217654.521658 + Penalty 1754.135427 = -215900.386230 nChanged 6 SP:Iteration 38Q (7343.149589 sec): 3 clusters Score: Raw -217656.278963 + Penalty 1754.135427 = -215902.143535 nChanged 3 SP:Iteration 39Q (7343.270089 sec): 3 clusters Score: Raw -217656.990565 + Penalty 1754.135427 = -215902.855137 nChanged 2 SP:Iteration 40F (7343.390576 sec): 3 clusters Score: Raw -217657.298416 + Penalty 1754.135427 = -215903.162988 nChanged 2 SP:Iteration 41Q (7343.512021 sec): 3 clusters Score: Raw -217658.002384 + Penalty 1754.135427 = -215903.866956 nChanged 1 SP:Iteration 42Q (7343.632937 sec): 3 clusters Score: Raw -217658.211471 + Penalty 1754.135427 = -215904.076044 nChanged 0 SP:Iteration 43F (7343.756427 sec): 3 clusters Score: Raw -217658.211471 + Penalty 1754.135427 = -215904.076044 nChanged 0 Trying to split cluster 7 (1980 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7343.846721 sec): 2 clusters Score: Raw -88082.995503 + Penalty 797.039473 = -87285.956030 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7343.940994 sec): 3 clusters Score: Raw -87139.384232 + Penalty 1594.078946 = -85545.305286 nChanged 783 SP:Iteration 1F (7344.045763 sec): 3 clusters Score: Raw -87648.400695 + Penalty 1594.078946 = -86054.321749 nChanged 215 SP:Iteration 2F (7344.164648 sec): 3 clusters Score: Raw -87933.237461 + Penalty 1594.078946 = -86339.158515 nChanged 177 SP:Iteration 3F (7344.249464 sec): 3 clusters Score: Raw -88122.964842 + Penalty 1594.078946 = -86528.885896 nChanged 125 SP:Iteration 4F (7344.269576 sec): 3 clusters Score: Raw -88224.900336 + Penalty 1594.078946 = -86630.821390 nChanged 84 SP:Iteration 5Q (7344.289984 sec): 3 clusters Score: Raw -88289.603018 + Penalty 1594.078946 = -86695.524072 nChanged 58 SP:Iteration 6Q (7344.310319 sec): 3 clusters Score: Raw -88324.070228 + Penalty 1594.078946 = -86729.991282 nChanged 48 SP:Iteration 7Q (7344.330674 sec): 3 clusters Score: Raw -88348.879694 + Penalty 1594.078946 = -86754.800748 nChanged 34 SP:Iteration 8Q (7344.351003 sec): 3 clusters Score: Raw -88366.702487 + Penalty 1594.078946 = -86772.623541 nChanged 21 SP:Iteration 9Q (7344.371357 sec): 3 clusters Score: Raw -88372.841724 + Penalty 1594.078946 = -86778.762778 nChanged 17 SP:Iteration 10Q (7344.391586 sec): 3 clusters Score: Raw -88379.152870 + Penalty 1594.078946 = -86785.073924 nChanged 15 SP:Iteration 11Q (7344.411891 sec): 3 clusters Score: Raw -88385.440306 + Penalty 1594.078946 = -86791.361360 nChanged 15 SP:Iteration 12Q (7344.432116 sec): 3 clusters Score: Raw -88391.252232 + Penalty 1594.078946 = -86797.173286 nChanged 15 SP:Iteration 13Q (7344.452511 sec): 3 clusters Score: Raw -88398.410141 + Penalty 1594.078946 = -86804.331195 nChanged 15 SP:Iteration 14Q (7344.472842 sec): 3 clusters Score: Raw -88402.946733 + Penalty 1594.078946 = -86808.867787 nChanged 8 SP:Iteration 15Q (7344.493067 sec): 3 clusters Score: Raw -88405.465901 + Penalty 1594.078946 = -86811.386955 nChanged 6 SP:Iteration 16Q (7344.609415 sec): 3 clusters Score: Raw -88407.403368 + Penalty 1594.078946 = -86813.324422 nChanged 2 SP:Iteration 17Q (7344.775674 sec): 3 clusters Score: Raw -88408.414038 + Penalty 1594.078946 = -86814.335092 nChanged 1 SP:Iteration 18Q (7344.846563 sec): 3 clusters Score: Raw -88408.921514 + Penalty 1594.078946 = -86814.842568 nChanged 3 SP:Iteration 19Q (7344.962819 sec): 3 clusters Score: Raw -88410.553875 + Penalty 1594.078946 = -86816.474929 nChanged 2 SP:Iteration 20F (7345.079414 sec): 3 clusters Score: Raw -88412.800603 + Penalty 1594.078946 = -86818.721657 nChanged 2 SP:Iteration 21Q (7345.200493 sec): 3 clusters Score: Raw -88415.099469 + Penalty 1594.078946 = -86821.020523 nChanged 7 SP:Iteration 22Q (7345.290059 sec): 3 clusters Score: Raw -88419.769235 + Penalty 1594.078946 = -86825.690289 nChanged 11 SP:Iteration 23Q (7345.401948 sec): 3 clusters Score: Raw -88424.113702 + Penalty 1594.078946 = -86830.034756 nChanged 10 SP:Iteration 24Q (7345.491601 sec): 3 clusters Score: Raw -88428.503712 + Penalty 1594.078946 = -86834.424766 nChanged 8 SP:Iteration 25Q (7345.607665 sec): 3 clusters Score: Raw -88431.114817 + Penalty 1594.078946 = -86837.035871 nChanged 1 SP:Iteration 26Q (7345.700352 sec): 3 clusters Score: Raw -88431.207391 + Penalty 1594.078946 = -86837.128445 nChanged 0 SP:Iteration 27F (7345.816158 sec): 3 clusters Score: Raw -88431.207391 + Penalty 1594.078946 = -86837.128445 nChanged 0 Trying to split cluster 8 (1396 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7345.902618 sec): 2 clusters Score: Raw -63653.714400 + Penalty 760.343460 = -62893.370940 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7345.992314 sec): 3 clusters Score: Raw -63061.063540 + Penalty 1520.686919 = -61540.376620 nChanged 533 SP:Iteration 1F (7346.110053 sec): 3 clusters Score: Raw -63550.788762 + Penalty 1520.686919 = -62030.101843 nChanged 151 SP:Iteration 2F (7346.226547 sec): 3 clusters Score: Raw -63735.996641 + Penalty 1520.686919 = -62215.309722 nChanged 103 SP:Iteration 3F (7346.341468 sec): 3 clusters Score: Raw -63844.099586 + Penalty 1520.686919 = -62323.412667 nChanged 67 SP:Iteration 4Q (7346.452814 sec): 3 clusters Score: Raw -63895.340734 + Penalty 1520.686919 = -62374.653815 nChanged 44 SP:Iteration 5Q (7346.567801 sec): 3 clusters Score: Raw -63928.063718 + Penalty 1520.686919 = -62407.376799 nChanged 37 SP:Iteration 6Q (7346.682585 sec): 3 clusters Score: Raw -63947.913884 + Penalty 1520.686919 = -62427.226965 nChanged 17 SP:Iteration 7Q (7346.796699 sec): 3 clusters Score: Raw -63960.488867 + Penalty 1520.686919 = -62439.801947 nChanged 25 SP:Iteration 8Q (7346.910244 sec): 3 clusters Score: Raw -63980.213859 + Penalty 1520.686919 = -62459.526940 nChanged 23 SP:Iteration 9Q (7347.024584 sec): 3 clusters Score: Raw -63997.776166 + Penalty 1520.686919 = -62477.089246 nChanged 9 SP:Iteration 10Q (7347.062210 sec): 3 clusters Score: Raw -64001.354080 + Penalty 1520.686919 = -62480.667160 nChanged 9 SP:Iteration 11Q (7347.077495 sec): 3 clusters Score: Raw -64004.686689 + Penalty 1520.686919 = -62483.999769 nChanged 4 SP:Iteration 12Q (7347.092735 sec): 3 clusters Score: Raw -64009.277855 + Penalty 1520.686919 = -62488.590935 nChanged 10 SP:Iteration 13Q (7347.108046 sec): 3 clusters Score: Raw -64017.607918 + Penalty 1520.686919 = -62496.920999 nChanged 6 SP:Iteration 14Q (7347.123288 sec): 3 clusters Score: Raw -64026.322140 + Penalty 1520.686919 = -62505.635221 nChanged 9 SP:Iteration 15Q (7347.138660 sec): 3 clusters Score: Raw -64029.621315 + Penalty 1520.686919 = -62508.934395 nChanged 5 SP:Iteration 16Q (7347.153929 sec): 3 clusters Score: Raw -64032.907560 + Penalty 1520.686919 = -62512.220641 nChanged 5 SP:Iteration 17Q (7347.169202 sec): 3 clusters Score: Raw -64036.120337 + Penalty 1520.686919 = -62515.433417 nChanged 6 SP:Iteration 18Q (7347.285300 sec): 3 clusters Score: Raw -64041.253051 + Penalty 1520.686919 = -62520.566132 nChanged 7 SP:Iteration 19Q (7347.396995 sec): 3 clusters Score: Raw -64044.761923 + Penalty 1520.686919 = -62524.075003 nChanged 8 SP:Iteration 20F (7347.511534 sec): 3 clusters Score: Raw -64050.296442 + Penalty 1520.686919 = -62529.609522 nChanged 4 SP:Iteration 21Q (7347.625691 sec): 3 clusters Score: Raw -64052.206732 + Penalty 1520.686919 = -62531.519813 nChanged 3 SP:Iteration 22Q (7347.724985 sec): 3 clusters Score: Raw -64053.236532 + Penalty 1520.686919 = -62532.549612 nChanged 1 SP:Iteration 23Q (7347.840304 sec): 3 clusters Score: Raw -64053.433696 + Penalty 1520.686919 = -62532.746776 nChanged 1 SP:Iteration 24Q (7347.954877 sec): 3 clusters Score: Raw -64053.775750 + Penalty 1520.686919 = -62533.088831 nChanged 1 SP:Iteration 25Q (7348.069933 sec): 3 clusters Score: Raw -64053.933525 + Penalty 1520.686919 = -62533.246606 nChanged 0 SP:Iteration 26F (7348.168566 sec): 3 clusters Score: Raw -64053.933525 + Penalty 1520.686919 = -62533.246606 nChanged 0 Trying to split cluster 9 (6646 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7348.246677 sec): 2 clusters Score: Raw -375273.513701 + Penalty 924.185897 = -374349.327804 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7348.409883 sec): 3 clusters Score: Raw -371432.945933 + Penalty 1848.371794 = -369584.574139 nChanged 2935 SP:Iteration 1F (7348.550705 sec): 3 clusters Score: Raw -373338.621654 + Penalty 1848.371794 = -371490.249859 nChanged 586 SP:Iteration 2F (7348.649531 sec): 3 clusters Score: Raw -373773.871342 + Penalty 1848.371794 = -371925.499548 nChanged 508 SP:Iteration 3F (7348.749478 sec): 3 clusters Score: Raw -374124.963067 + Penalty 1848.371794 = -372276.591273 nChanged 422 SP:Iteration 4F (7348.874759 sec): 3 clusters Score: Raw -374384.202787 + Penalty 1848.371794 = -372535.830993 nChanged 329 SP:Iteration 5Q (7349.032459 sec): 3 clusters Score: Raw -374549.684520 + Penalty 1848.371794 = -372701.312726 nChanged 255 SP:Iteration 6Q (7349.156305 sec): 3 clusters Score: Raw -374670.635857 + Penalty 1848.371794 = -372822.264062 nChanged 198 SP:Iteration 7Q (7349.273098 sec): 3 clusters Score: Raw -374765.989363 + Penalty 1848.371794 = -372917.617568 nChanged 182 SP:Iteration 8Q (7349.300145 sec): 3 clusters Score: Raw -374842.358607 + Penalty 1848.371794 = -372993.986812 nChanged 136 SP:Iteration 9Q (7349.350407 sec): 3 clusters Score: Raw -374900.183443 + Penalty 1848.371794 = -373051.811648 nChanged 117 SP:Iteration 10Q (7349.401103 sec): 3 clusters Score: Raw -374949.550233 + Penalty 1848.371794 = -373101.178439 nChanged 86 SP:Iteration 11Q (7349.452840 sec): 3 clusters Score: Raw -374972.895770 + Penalty 1848.371794 = -373124.523976 nChanged 64 SP:Iteration 12Q (7349.504288 sec): 3 clusters Score: Raw -374987.702158 + Penalty 1848.371794 = -373139.330364 nChanged 46 SP:Iteration 13Q (7349.555831 sec): 3 clusters Score: Raw -374996.685891 + Penalty 1848.371794 = -373148.314097 nChanged 36 SP:Iteration 14Q (7349.606238 sec): 3 clusters Score: Raw -375004.922032 + Penalty 1848.371794 = -373156.550237 nChanged 37 SP:Iteration 15Q (7349.656451 sec): 3 clusters Score: Raw -375012.144917 + Penalty 1848.371794 = -373163.773123 nChanged 23 SP:Iteration 16Q (7349.706615 sec): 3 clusters Score: Raw -375016.301698 + Penalty 1848.371794 = -373167.929904 nChanged 26 SP:Iteration 17Q (7349.755823 sec): 3 clusters Score: Raw -375023.011033 + Penalty 1848.371794 = -373174.639239 nChanged 27 SP:Iteration 18Q (7349.804371 sec): 3 clusters Score: Raw -375028.974026 + Penalty 1848.371794 = -373180.602232 nChanged 32 SP:Iteration 19Q (7349.852593 sec): 3 clusters Score: Raw -375035.264649 + Penalty 1848.371794 = -373186.892855 nChanged 29 SP:Iteration 20F (7349.901384 sec): 3 clusters Score: Raw -375040.979132 + Penalty 1848.371794 = -373192.607338 nChanged 34 SP:Iteration 21Q (7350.023038 sec): 3 clusters Score: Raw -375047.629248 + Penalty 1848.371794 = -373199.257453 nChanged 36 SP:Iteration 22Q (7350.172775 sec): 3 clusters Score: Raw -375057.885781 + Penalty 1848.371794 = -373209.513987 nChanged 36 SP:Iteration 23Q (7350.305170 sec): 3 clusters Score: Raw -375069.146081 + Penalty 1848.371794 = -373220.774287 nChanged 32 SP:Iteration 24Q (7350.443606 sec): 3 clusters Score: Raw -375078.073561 + Penalty 1848.371794 = -373229.701766 nChanged 40 SP:Iteration 25Q (7350.540664 sec): 3 clusters Score: Raw -375088.156574 + Penalty 1848.371794 = -373239.784779 nChanged 37 SP:Iteration 26Q (7350.678115 sec): 3 clusters Score: Raw -375098.132292 + Penalty 1848.371794 = -373249.760497 nChanged 30 SP:Iteration 27Q (7350.806374 sec): 3 clusters Score: Raw -375105.626255 + Penalty 1848.371794 = -373257.254461 nChanged 35 SP:Iteration 28Q (7350.936982 sec): 3 clusters Score: Raw -375117.044472 + Penalty 1848.371794 = -373268.672678 nChanged 34 SP:Iteration 29Q (7351.067245 sec): 3 clusters Score: Raw -375126.719012 + Penalty 1848.371794 = -373278.347217 nChanged 36 SP:Iteration 30Q (7351.196849 sec): 3 clusters Score: Raw -375136.425442 + Penalty 1848.371794 = -373288.053648 nChanged 21 SP:Iteration 31Q (7351.330501 sec): 3 clusters Score: Raw -375141.384135 + Penalty 1848.371794 = -373293.012341 nChanged 25 SP:Iteration 32Q (7351.463187 sec): 3 clusters Score: Raw -375146.197923 + Penalty 1848.371794 = -373297.826129 nChanged 22 SP:Iteration 33Q (7351.595285 sec): 3 clusters Score: Raw -375150.977430 + Penalty 1848.371794 = -373302.605635 nChanged 21 SP:Iteration 34Q (7351.730400 sec): 3 clusters Score: Raw -375156.003978 + Penalty 1848.371794 = -373307.632183 nChanged 25 SP:Iteration 35Q (7351.861829 sec): 3 clusters Score: Raw -375160.747127 + Penalty 1848.371794 = -373312.375333 nChanged 24 SP:Iteration 36Q (7351.994609 sec): 3 clusters Score: Raw -375165.188866 + Penalty 1848.371794 = -373316.817072 nChanged 29 SP:Iteration 37Q (7352.056914 sec): 3 clusters Score: Raw -375172.894050 + Penalty 1848.371794 = -373324.522256 nChanged 40 SP:Iteration 38Q (7352.117919 sec): 3 clusters Score: Raw -375182.533480 + Penalty 1848.371794 = -373334.161686 nChanged 34 SP:Iteration 39Q (7352.165260 sec): 3 clusters Score: Raw -375191.249913 + Penalty 1848.371794 = -373342.878119 nChanged 35 SP:Iteration 40F (7352.216110 sec): 3 clusters Score: Raw -375202.951465 + Penalty 1848.371794 = -373354.579671 nChanged 37 SP:Iteration 41Q (7352.266328 sec): 3 clusters Score: Raw -375216.415617 + Penalty 1848.371794 = -373368.043823 nChanged 33 SP:Iteration 42Q (7352.316915 sec): 3 clusters Score: Raw -375230.009765 + Penalty 1848.371794 = -373381.637971 nChanged 32 SP:Iteration 43Q (7352.448305 sec): 3 clusters Score: Raw -375241.005856 + Penalty 1848.371794 = -373392.634062 nChanged 31 SP:Iteration 44Q (7352.577886 sec): 3 clusters Score: Raw -375250.157627 + Penalty 1848.371794 = -373401.785832 nChanged 27 SP:Iteration 45Q (7352.704643 sec): 3 clusters Score: Raw -375257.620019 + Penalty 1848.371794 = -373409.248224 nChanged 28 SP:Iteration 46Q (7352.749342 sec): 3 clusters Score: Raw -375268.918856 + Penalty 1848.371794 = -373420.547062 nChanged 34 SP:Iteration 47Q (7352.795072 sec): 3 clusters Score: Raw -375283.000737 + Penalty 1848.371794 = -373434.628943 nChanged 33 SP:Iteration 48Q (7352.841362 sec): 3 clusters Score: Raw -375297.088219 + Penalty 1848.371794 = -373448.716424 nChanged 37 SP:Iteration 49Q (7352.890734 sec): 3 clusters Score: Raw -375313.179604 + Penalty 1848.371794 = -373464.807810 nChanged 23 SP:Iteration 50Q (7352.940007 sec): 3 clusters Score: Raw -375321.485240 + Penalty 1848.371794 = -373473.113446 nChanged 19 SP:Iteration 51Q (7352.989377 sec): 3 clusters Score: Raw -375328.044499 + Penalty 1848.371794 = -373479.672704 nChanged 13 SP:Iteration 52Q (7353.122547 sec): 3 clusters Score: Raw -375331.639880 + Penalty 1848.371794 = -373483.268086 nChanged 8 SP:Iteration 53Q (7353.265455 sec): 3 clusters Score: Raw -375333.376156 + Penalty 1848.371794 = -373485.004361 nChanged 6 SP:Iteration 54Q (7353.402526 sec): 3 clusters Score: Raw -375335.403033 + Penalty 1848.371794 = -373487.031239 nChanged 7 SP:Iteration 55Q (7353.526498 sec): 3 clusters Score: Raw -375336.789992 + Penalty 1848.371794 = -373488.418198 nChanged 2 SP:Iteration 56Q (7353.660673 sec): 3 clusters Score: Raw -375337.279975 + Penalty 1848.371794 = -373488.908180 nChanged 2 SP:Iteration 57Q (7353.762828 sec): 3 clusters Score: Raw -375337.487297 + Penalty 1848.371794 = -373489.115503 nChanged 0 SP:Iteration 58F (7353.920169 sec): 3 clusters Score: Raw -375337.487297 + Penalty 1848.371794 = -373489.115503 nChanged 0 Trying to split cluster 10 (5704 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7353.948944 sec): 2 clusters Score: Raw -333138.581582 + Penalty 908.136911 = -332230.444671 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7354.094582 sec): 3 clusters Score: Raw -329915.821096 + Penalty 1816.273822 = -328099.547274 nChanged 2449 SP:Iteration 1F (7354.209937 sec): 3 clusters Score: Raw -331256.568937 + Penalty 1816.273822 = -329440.295115 nChanged 378 SP:Iteration 2F (7354.336650 sec): 3 clusters Score: Raw -331428.841127 + Penalty 1816.273822 = -329612.567305 nChanged 289 SP:Iteration 3F (7354.449015 sec): 3 clusters Score: Raw -331579.614772 + Penalty 1816.273822 = -329763.340950 nChanged 285 SP:Iteration 4Q (7354.559956 sec): 3 clusters Score: Raw -331735.551899 + Penalty 1816.273822 = -329919.278077 nChanged 273 SP:Iteration 5Q (7354.681396 sec): 3 clusters Score: Raw -331869.530122 + Penalty 1816.273822 = -330053.256300 nChanged 219 SP:Iteration 6Q (7354.806176 sec): 3 clusters Score: Raw -331984.049241 + Penalty 1816.273822 = -330167.775419 nChanged 239 SP:Iteration 7Q (7354.927009 sec): 3 clusters Score: Raw -332103.925331 + Penalty 1816.273822 = -330287.651509 nChanged 210 SP:Iteration 8Q (7355.025464 sec): 3 clusters Score: Raw -332223.757883 + Penalty 1816.273822 = -330407.484061 nChanged 202 SP:Iteration 9Q (7355.134788 sec): 3 clusters Score: Raw -332344.919647 + Penalty 1816.273822 = -330528.645825 nChanged 185 SP:Iteration 10Q (7355.286409 sec): 3 clusters Score: Raw -332459.075156 + Penalty 1816.273822 = -330642.801334 nChanged 187 SP:Iteration 11Q (7355.329153 sec): 3 clusters Score: Raw -332550.872344 + Penalty 1816.273822 = -330734.598522 nChanged 150 SP:Iteration 12Q (7355.375685 sec): 3 clusters Score: Raw -332625.647714 + Penalty 1816.273822 = -330809.373892 nChanged 151 SP:Iteration 13Q (7355.423941 sec): 3 clusters Score: Raw -332700.856508 + Penalty 1816.273822 = -330884.582686 nChanged 135 SP:Iteration 14Q (7355.473147 sec): 3 clusters Score: Raw -332767.481918 + Penalty 1816.273822 = -330951.208096 nChanged 116 SP:Iteration 15Q (7355.518433 sec): 3 clusters Score: Raw -332825.240592 + Penalty 1816.273822 = -331008.966770 nChanged 108 SP:Iteration 16Q (7355.563918 sec): 3 clusters Score: Raw -332878.540449 + Penalty 1816.273822 = -331062.266627 nChanged 101 SP:Iteration 17Q (7355.609219 sec): 3 clusters Score: Raw -332919.065311 + Penalty 1816.273822 = -331102.791489 nChanged 87 SP:Iteration 18Q (7355.654410 sec): 3 clusters Score: Raw -332958.218275 + Penalty 1816.273822 = -331141.944453 nChanged 91 SP:Iteration 19Q (7355.699837 sec): 3 clusters Score: Raw -333004.442849 + Penalty 1816.273822 = -331188.169027 nChanged 72 SP:Iteration 20F (7355.746924 sec): 3 clusters Score: Raw -333039.166416 + Penalty 1816.273822 = -331222.892594 nChanged 72 SP:Iteration 21Q (7355.794385 sec): 3 clusters Score: Raw -333072.428561 + Penalty 1816.273822 = -331256.154739 nChanged 61 SP:Iteration 22Q (7355.840979 sec): 3 clusters Score: Raw -333095.915598 + Penalty 1816.273822 = -331279.641776 nChanged 59 SP:Iteration 23Q (7355.966275 sec): 3 clusters Score: Raw -333121.097206 + Penalty 1816.273822 = -331304.823384 nChanged 56 SP:Iteration 24Q (7356.099580 sec): 3 clusters Score: Raw -333145.939557 + Penalty 1816.273822 = -331329.665735 nChanged 59 SP:Iteration 25Q (7356.227265 sec): 3 clusters Score: Raw -333169.180727 + Penalty 1816.273822 = -331352.906905 nChanged 50 SP:Iteration 26Q (7356.341944 sec): 3 clusters Score: Raw -333183.426139 + Penalty 1816.273822 = -331367.152317 nChanged 37 SP:Iteration 27Q (7356.467850 sec): 3 clusters Score: Raw -333195.075918 + Penalty 1816.273822 = -331378.802096 nChanged 40 SP:Iteration 28Q (7356.620884 sec): 3 clusters Score: Raw -333208.442522 + Penalty 1816.273822 = -331392.168700 nChanged 45 SP:Iteration 29Q (7356.712267 sec): 3 clusters Score: Raw -333222.174432 + Penalty 1816.273822 = -331405.900610 nChanged 35 SP:Iteration 30Q (7356.847142 sec): 3 clusters Score: Raw -333233.558163 + Penalty 1816.273822 = -331417.284341 nChanged 28 SP:Iteration 31Q (7356.972687 sec): 3 clusters Score: Raw -333241.818826 + Penalty 1816.273822 = -331425.545003 nChanged 25 SP:Iteration 32Q (7357.098689 sec): 3 clusters Score: Raw -333247.340316 + Penalty 1816.273822 = -331431.066494 nChanged 14 SP:Iteration 33Q (7357.226528 sec): 3 clusters Score: Raw -333250.688735 + Penalty 1816.273822 = -331434.414913 nChanged 18 SP:Iteration 34Q (7357.352705 sec): 3 clusters Score: Raw -333257.013588 + Penalty 1816.273822 = -331440.739766 nChanged 17 SP:Iteration 35Q (7357.504291 sec): 3 clusters Score: Raw -333260.306149 + Penalty 1816.273822 = -331444.032327 nChanged 13 SP:Iteration 36Q (7357.604878 sec): 3 clusters Score: Raw -333263.137259 + Penalty 1816.273822 = -331446.863437 nChanged 17 SP:Iteration 37Q (7357.757595 sec): 3 clusters Score: Raw -333266.850340 + Penalty 1816.273822 = -331450.576518 nChanged 13 SP:Iteration 38Q (7357.856171 sec): 3 clusters Score: Raw -333269.919045 + Penalty 1816.273822 = -331453.645223 nChanged 10 SP:Iteration 39Q (7357.966029 sec): 3 clusters Score: Raw -333272.127980 + Penalty 1816.273822 = -331455.854158 nChanged 12 SP:Iteration 40F (7358.027798 sec): 3 clusters Score: Raw -333274.753985 + Penalty 1816.273822 = -331458.480163 nChanged 10 SP:Iteration 41Q (7358.071301 sec): 3 clusters Score: Raw -333277.294976 + Penalty 1816.273822 = -331461.021154 nChanged 8 SP:Iteration 42Q (7358.197963 sec): 3 clusters Score: Raw -333279.742920 + Penalty 1816.273822 = -331463.469097 nChanged 10 SP:Iteration 43Q (7358.264216 sec): 3 clusters Score: Raw -333282.046453 + Penalty 1816.273822 = -331465.772631 nChanged 10 SP:Iteration 44Q (7358.310312 sec): 3 clusters Score: Raw -333284.151332 + Penalty 1816.273822 = -331467.877510 nChanged 7 SP:Iteration 45Q (7358.354947 sec): 3 clusters Score: Raw -333285.251003 + Penalty 1816.273822 = -331468.977181 nChanged 7 SP:Iteration 46Q (7358.399629 sec): 3 clusters Score: Raw -333286.638452 + Penalty 1816.273822 = -331470.364630 nChanged 4 SP:Iteration 47Q (7358.444048 sec): 3 clusters Score: Raw -333287.533749 + Penalty 1816.273822 = -331471.259927 nChanged 3 SP:Iteration 48Q (7358.567232 sec): 3 clusters Score: Raw -333287.981837 + Penalty 1816.273822 = -331471.708015 nChanged 2 SP:Iteration 49Q (7358.653964 sec): 3 clusters Score: Raw -333288.260659 + Penalty 1816.273822 = -331471.986837 nChanged 1 SP:Iteration 50Q (7358.698056 sec): 3 clusters Score: Raw -333288.406689 + Penalty 1816.273822 = -331472.132867 nChanged 2 SP:Iteration 51Q (7358.820117 sec): 3 clusters Score: Raw -333288.674302 + Penalty 1816.273822 = -331472.400480 nChanged 0 SP:Iteration 52F (7358.882373 sec): 3 clusters Score: Raw -333288.674302 + Penalty 1816.273822 = -331472.400480 nChanged 0 Trying to split cluster 11 (2771 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7358.919665 sec): 2 clusters Score: Raw -169126.597765 + Penalty 832.331172 = -168294.266593 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7359.080595 sec): 3 clusters Score: Raw -167751.908857 + Penalty 1664.662344 = -166087.246512 nChanged 1107 SP:Iteration 1F (7359.184944 sec): 3 clusters Score: Raw -168539.278291 + Penalty 1664.662344 = -166874.615946 nChanged 258 SP:Iteration 2F (7359.305409 sec): 3 clusters Score: Raw -168766.221738 + Penalty 1664.662344 = -167101.559394 nChanged 197 SP:Iteration 3F (7359.421719 sec): 3 clusters Score: Raw -168918.407607 + Penalty 1664.662344 = -167253.745262 nChanged 169 SP:Iteration 4F (7359.539065 sec): 3 clusters Score: Raw -169054.908995 + Penalty 1664.662344 = -167390.246650 nChanged 134 SP:Iteration 5Q (7359.657426 sec): 3 clusters Score: Raw -169164.458736 + Penalty 1664.662344 = -167499.796391 nChanged 128 SP:Iteration 6Q (7359.774741 sec): 3 clusters Score: Raw -169253.338781 + Penalty 1664.662344 = -167588.676436 nChanged 94 SP:Iteration 7Q (7359.891573 sec): 3 clusters Score: Raw -169309.902422 + Penalty 1664.662344 = -167645.240078 nChanged 78 SP:Iteration 8Q (7360.009115 sec): 3 clusters Score: Raw -169349.990305 + Penalty 1664.662344 = -167685.327960 nChanged 65 SP:Iteration 9Q (7360.126946 sec): 3 clusters Score: Raw -169388.079704 + Penalty 1664.662344 = -167723.417360 nChanged 61 SP:Iteration 10Q (7360.245173 sec): 3 clusters Score: Raw -169419.385721 + Penalty 1664.662344 = -167754.723376 nChanged 47 SP:Iteration 11Q (7360.342077 sec): 3 clusters Score: Raw -169443.180283 + Penalty 1664.662344 = -167778.517939 nChanged 35 SP:Iteration 12Q (7360.459991 sec): 3 clusters Score: Raw -169465.285737 + Penalty 1664.662344 = -167800.623393 nChanged 36 SP:Iteration 13Q (7360.552089 sec): 3 clusters Score: Raw -169482.619077 + Penalty 1664.662344 = -167817.956733 nChanged 33 SP:Iteration 14Q (7360.669753 sec): 3 clusters Score: Raw -169494.941043 + Penalty 1664.662344 = -167830.278699 nChanged 20 SP:Iteration 15Q (7360.788331 sec): 3 clusters Score: Raw -169502.385442 + Penalty 1664.662344 = -167837.723098 nChanged 15 SP:Iteration 16Q (7360.906173 sec): 3 clusters Score: Raw -169507.459255 + Penalty 1664.662344 = -167842.796911 nChanged 9 SP:Iteration 17Q (7361.024550 sec): 3 clusters Score: Raw -169510.282891 + Penalty 1664.662344 = -167845.620546 nChanged 8 SP:Iteration 18Q (7361.115599 sec): 3 clusters Score: Raw -169514.270796 + Penalty 1664.662344 = -167849.608451 nChanged 7 SP:Iteration 19Q (7361.233886 sec): 3 clusters Score: Raw -169516.843621 + Penalty 1664.662344 = -167852.181277 nChanged 5 SP:Iteration 20F (7361.343781 sec): 3 clusters Score: Raw -169517.974680 + Penalty 1664.662344 = -167853.312336 nChanged 4 SP:Iteration 21Q (7361.417826 sec): 3 clusters Score: Raw -169518.502857 + Penalty 1664.662344 = -167853.840513 nChanged 3 SP:Iteration 22Q (7361.445245 sec): 3 clusters Score: Raw -169519.018771 + Penalty 1664.662344 = -167854.356426 nChanged 0 SP:Iteration 23F (7361.472009 sec): 3 clusters Score: Raw -169519.018771 + Penalty 1664.662344 = -167854.356426 nChanged 0 Trying to split cluster 12 (9933 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7361.530904 sec): 2 clusters Score: Raw -599924.217355 + Penalty 966.379872 = -598957.837483 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7361.586620 sec): 3 clusters Score: Raw -594018.966750 + Penalty 1932.759744 = -592086.207007 nChanged 4472 SP:Iteration 1F (7361.658054 sec): 3 clusters Score: Raw -596678.712487 + Penalty 1932.759744 = -594745.952743 nChanged 717 SP:Iteration 2F (7361.737952 sec): 3 clusters Score: Raw -597062.016395 + Penalty 1932.759744 = -595129.256652 nChanged 672 SP:Iteration 3F (7361.797081 sec): 3 clusters Score: Raw -597425.747119 + Penalty 1932.759744 = -595492.987375 nChanged 627 SP:Iteration 4F (7361.856529 sec): 3 clusters Score: Raw -597754.871085 + Penalty 1932.759744 = -595822.111342 nChanged 557 SP:Iteration 5F (7362.005604 sec): 3 clusters Score: Raw -598077.987929 + Penalty 1932.759744 = -596145.228185 nChanged 535 SP:Iteration 6F (7362.186124 sec): 3 clusters Score: Raw -598381.798288 + Penalty 1932.759744 = -596449.038545 nChanged 492 SP:Iteration 7Q (7362.282958 sec): 3 clusters Score: Raw -598640.511181 + Penalty 1932.759744 = -596707.751438 nChanged 428 SP:Iteration 8Q (7362.489699 sec): 3 clusters Score: Raw -598859.255143 + Penalty 1932.759744 = -596926.495400 nChanged 323 SP:Iteration 9Q (7362.609921 sec): 3 clusters Score: Raw -599028.727149 + Penalty 1932.759744 = -597095.967406 nChanged 300 SP:Iteration 10Q (7362.788604 sec): 3 clusters Score: Raw -599192.999662 + Penalty 1932.759744 = -597260.239918 nChanged 276 SP:Iteration 11Q (7362.934458 sec): 3 clusters Score: Raw -599352.462666 + Penalty 1932.759744 = -597419.702922 nChanged 236 SP:Iteration 12Q (7363.071313 sec): 3 clusters Score: Raw -599492.138420 + Penalty 1932.759744 = -597559.378676 nChanged 200 SP:Iteration 13Q (7363.189858 sec): 3 clusters Score: Raw -599614.779090 + Penalty 1932.759744 = -597682.019347 nChanged 179 SP:Iteration 14Q (7363.319043 sec): 3 clusters Score: Raw -599725.829061 + Penalty 1932.759744 = -597793.069318 nChanged 149 SP:Iteration 15Q (7363.459231 sec): 3 clusters Score: Raw -599822.448318 + Penalty 1932.759744 = -597889.688574 nChanged 109 SP:Iteration 16Q (7363.627503 sec): 3 clusters Score: Raw -599889.507446 + Penalty 1932.759744 = -597956.747703 nChanged 65 SP:Iteration 17Q (7363.728321 sec): 3 clusters Score: Raw -599928.940150 + Penalty 1932.759744 = -597996.180407 nChanged 54 SP:Iteration 18Q (7363.843721 sec): 3 clusters Score: Raw -599961.243777 + Penalty 1932.759744 = -598028.484034 nChanged 49 SP:Iteration 19Q (7363.904378 sec): 3 clusters Score: Raw -599993.077861 + Penalty 1932.759744 = -598060.318118 nChanged 38 SP:Iteration 20F (7363.963440 sec): 3 clusters Score: Raw -600018.305767 + Penalty 1932.759744 = -598085.546024 nChanged 34 SP:Iteration 21Q (7364.022603 sec): 3 clusters Score: Raw -600041.658357 + Penalty 1932.759744 = -598108.898614 nChanged 26 SP:Iteration 22Q (7364.082493 sec): 3 clusters Score: Raw -600056.163575 + Penalty 1932.759744 = -598123.403831 nChanged 16 SP:Iteration 23Q (7364.148063 sec): 3 clusters Score: Raw -600065.977939 + Penalty 1932.759744 = -598133.218195 nChanged 12 SP:Iteration 24Q (7364.213927 sec): 3 clusters Score: Raw -600074.365501 + Penalty 1932.759744 = -598141.605758 nChanged 13 SP:Iteration 25Q (7364.276309 sec): 3 clusters Score: Raw -600084.145479 + Penalty 1932.759744 = -598151.385736 nChanged 16 SP:Iteration 26Q (7364.333459 sec): 3 clusters Score: Raw -600094.035700 + Penalty 1932.759744 = -598161.275956 nChanged 5 SP:Iteration 27Q (7364.391398 sec): 3 clusters Score: Raw -600097.101078 + Penalty 1932.759744 = -598164.341335 nChanged 5 SP:Iteration 28Q (7364.452990 sec): 3 clusters Score: Raw -600099.461998 + Penalty 1932.759744 = -598166.702255 nChanged 1 SP:Iteration 29Q (7364.514293 sec): 3 clusters Score: Raw -600100.186549 + Penalty 1932.759744 = -598167.426805 nChanged 5 SP:Iteration 30Q (7364.575271 sec): 3 clusters Score: Raw -600103.875125 + Penalty 1932.759744 = -598171.115381 nChanged 6 SP:Iteration 31Q (7364.633787 sec): 3 clusters Score: Raw -600108.627871 + Penalty 1932.759744 = -598175.868128 nChanged 6 SP:Iteration 32Q (7364.691853 sec): 3 clusters Score: Raw -600112.408853 + Penalty 1932.759744 = -598179.649110 nChanged 5 SP:Iteration 33Q (7364.752686 sec): 3 clusters Score: Raw -600114.923813 + Penalty 1932.759744 = -598182.164070 nChanged 4 SP:Iteration 34Q (7364.812905 sec): 3 clusters Score: Raw -600118.016214 + Penalty 1932.759744 = -598185.256471 nChanged 3 SP:Iteration 35Q (7364.874422 sec): 3 clusters Score: Raw -600120.615555 + Penalty 1932.759744 = -598187.855812 nChanged 1 SP:Iteration 36Q (7364.935677 sec): 3 clusters Score: Raw -600121.297917 + Penalty 1932.759744 = -598188.538173 nChanged 2 SP:Iteration 37Q (7365.085939 sec): 3 clusters Score: Raw -600122.823347 + Penalty 1932.759744 = -598190.063604 nChanged 4 SP:Iteration 38Q (7365.271857 sec): 3 clusters Score: Raw -600125.115284 + Penalty 1932.759744 = -598192.355540 nChanged 2 SP:Iteration 39Q (7365.387030 sec): 3 clusters Score: Raw -600127.283570 + Penalty 1932.759744 = -598194.523827 nChanged 3 SP:Iteration 40F (7365.564646 sec): 3 clusters Score: Raw -600130.577362 + Penalty 1932.759744 = -598197.817619 nChanged 8 SP:Iteration 41Q (7365.722466 sec): 3 clusters Score: Raw -600141.025717 + Penalty 1932.759744 = -598208.265974 nChanged 10 SP:Iteration 42Q (7365.883498 sec): 3 clusters Score: Raw -600148.460247 + Penalty 1932.759744 = -598215.700503 nChanged 4 SP:Iteration 43Q (7366.041338 sec): 3 clusters Score: Raw -600151.587894 + Penalty 1932.759744 = -598218.828150 nChanged 2 SP:Iteration 44Q (7366.186916 sec): 3 clusters Score: Raw -600152.965042 + Penalty 1932.759744 = -598220.205299 nChanged 3 SP:Iteration 45Q (7366.330141 sec): 3 clusters Score: Raw -600155.814812 + Penalty 1932.759744 = -598223.055069 nChanged 3 SP:Iteration 46Q (7366.475155 sec): 3 clusters Score: Raw -600158.116375 + Penalty 1932.759744 = -598225.356632 nChanged 0 SP:Iteration 47F (7366.590947 sec): 3 clusters Score: Raw -600158.116375 + Penalty 1932.759744 = -598225.356632 nChanged 0 Trying to split cluster 13 (2571 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7366.626184 sec): 2 clusters Score: Raw -131827.788006 + Penalty 824.465272 = -131003.322734 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7366.690151 sec): 3 clusters Score: Raw -130633.777838 + Penalty 1648.930544 = -128984.847294 nChanged 996 SP:Iteration 1F (7366.718882 sec): 3 clusters Score: Raw -131339.196400 + Penalty 1648.930544 = -129690.265856 nChanged 242 SP:Iteration 2F (7366.747495 sec): 3 clusters Score: Raw -131535.282827 + Penalty 1648.930544 = -129886.352283 nChanged 156 SP:Iteration 3F (7366.773800 sec): 3 clusters Score: Raw -131647.072228 + Penalty 1648.930544 = -129998.141685 nChanged 120 SP:Iteration 4Q (7366.800729 sec): 3 clusters Score: Raw -131722.670176 + Penalty 1648.930544 = -130073.739632 nChanged 98 SP:Iteration 5Q (7366.827581 sec): 3 clusters Score: Raw -131775.498715 + Penalty 1648.930544 = -130126.568171 nChanged 70 SP:Iteration 6Q (7366.854387 sec): 3 clusters Score: Raw -131812.934039 + Penalty 1648.930544 = -130164.003495 nChanged 58 SP:Iteration 7Q (7366.881004 sec): 3 clusters Score: Raw -131845.812568 + Penalty 1648.930544 = -130196.882024 nChanged 54 SP:Iteration 8Q (7366.907891 sec): 3 clusters Score: Raw -131875.151069 + Penalty 1648.930544 = -130226.220525 nChanged 42 SP:Iteration 9Q (7366.934546 sec): 3 clusters Score: Raw -131894.058723 + Penalty 1648.930544 = -130245.128179 nChanged 44 SP:Iteration 10Q (7366.960851 sec): 3 clusters Score: Raw -131911.719035 + Penalty 1648.930544 = -130262.788491 nChanged 37 SP:Iteration 11Q (7366.986788 sec): 3 clusters Score: Raw -131931.342314 + Penalty 1648.930544 = -130282.411771 nChanged 42 SP:Iteration 12Q (7367.012870 sec): 3 clusters Score: Raw -131955.470178 + Penalty 1648.930544 = -130306.539634 nChanged 45 SP:Iteration 13Q (7367.038747 sec): 3 clusters Score: Raw -131980.862959 + Penalty 1648.930544 = -130331.932415 nChanged 59 SP:Iteration 14Q (7367.064763 sec): 3 clusters Score: Raw -132024.643155 + Penalty 1648.930544 = -130375.712612 nChanged 57 SP:Iteration 15Q (7367.090307 sec): 3 clusters Score: Raw -132068.478758 + Penalty 1648.930544 = -130419.548214 nChanged 62 SP:Iteration 16Q (7367.116145 sec): 3 clusters Score: Raw -132120.394918 + Penalty 1648.930544 = -130471.464374 nChanged 64 SP:Iteration 17Q (7367.142214 sec): 3 clusters Score: Raw -132168.868585 + Penalty 1648.930544 = -130519.938041 nChanged 44 SP:Iteration 18Q (7367.260485 sec): 3 clusters Score: Raw -132194.802156 + Penalty 1648.930544 = -130545.871613 nChanged 38 SP:Iteration 19Q (7367.383748 sec): 3 clusters Score: Raw -132219.242824 + Penalty 1648.930544 = -130570.312280 nChanged 36 SP:Iteration 20F (7367.503996 sec): 3 clusters Score: Raw -132245.041918 + Penalty 1648.930544 = -130596.111374 nChanged 28 SP:Iteration 21Q (7367.621828 sec): 3 clusters Score: Raw -132259.351916 + Penalty 1648.930544 = -130610.421372 nChanged 20 SP:Iteration 22Q (7367.728504 sec): 3 clusters Score: Raw -132272.084437 + Penalty 1648.930544 = -130623.153893 nChanged 30 SP:Iteration 23Q (7367.845939 sec): 3 clusters Score: Raw -132298.904608 + Penalty 1648.930544 = -130649.974064 nChanged 33 SP:Iteration 24Q (7367.963537 sec): 3 clusters Score: Raw -132319.963924 + Penalty 1648.930544 = -130671.033380 nChanged 31 SP:Iteration 25Q (7368.081059 sec): 3 clusters Score: Raw -132340.251591 + Penalty 1648.930544 = -130691.321048 nChanged 29 SP:Iteration 26Q (7368.198777 sec): 3 clusters Score: Raw -132357.741300 + Penalty 1648.930544 = -130708.810756 nChanged 25 SP:Iteration 27Q (7368.316558 sec): 3 clusters Score: Raw -132376.218752 + Penalty 1648.930544 = -130727.288208 nChanged 27 SP:Iteration 28Q (7368.433793 sec): 3 clusters Score: Raw -132392.863114 + Penalty 1648.930544 = -130743.932570 nChanged 28 SP:Iteration 29Q (7368.577448 sec): 3 clusters Score: Raw -132410.619413 + Penalty 1648.930544 = -130761.688870 nChanged 20 SP:Iteration 30Q (7368.661477 sec): 3 clusters Score: Raw -132418.455874 + Penalty 1648.930544 = -130769.525331 nChanged 13 SP:Iteration 31Q (7368.774415 sec): 3 clusters Score: Raw -132422.429732 + Penalty 1648.930544 = -130773.499189 nChanged 6 SP:Iteration 32Q (7368.880540 sec): 3 clusters Score: Raw -132424.537660 + Penalty 1648.930544 = -130775.607116 nChanged 6 SP:Iteration 33Q (7368.998094 sec): 3 clusters Score: Raw -132426.141940 + Penalty 1648.930544 = -130777.211397 nChanged 7 SP:Iteration 34Q (7369.092678 sec): 3 clusters Score: Raw -132428.344304 + Penalty 1648.930544 = -130779.413761 nChanged 5 SP:Iteration 35Q (7369.209968 sec): 3 clusters Score: Raw -132429.839752 + Penalty 1648.930544 = -130780.909208 nChanged 5 SP:Iteration 36Q (7369.326986 sec): 3 clusters Score: Raw -132431.307922 + Penalty 1648.930544 = -130782.377379 nChanged 2 SP:Iteration 37Q (7369.420623 sec): 3 clusters Score: Raw -132431.549190 + Penalty 1648.930544 = -130782.618647 nChanged 0 SP:Iteration 38F (7369.537002 sec): 3 clusters Score: Raw -132431.549190 + Penalty 1648.930544 = -130782.618647 nChanged 0 Trying to split cluster 14 (2923 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7369.626216 sec): 2 clusters Score: Raw -167282.332524 + Penalty 837.938405 = -166444.394119 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7369.730887 sec): 3 clusters Score: Raw -165793.470161 + Penalty 1675.876811 = -164117.593351 nChanged 1168 SP:Iteration 1F (7369.822341 sec): 3 clusters Score: Raw -166549.197559 + Penalty 1675.876811 = -164873.320748 nChanged 291 SP:Iteration 2F (7369.851772 sec): 3 clusters Score: Raw -166822.391821 + Penalty 1675.876811 = -165146.515010 nChanged 253 SP:Iteration 3F (7369.880912 sec): 3 clusters Score: Raw -167044.643818 + Penalty 1675.876811 = -165368.767007 nChanged 187 SP:Iteration 4F (7369.909576 sec): 3 clusters Score: Raw -167190.444438 + Penalty 1675.876811 = -165514.567628 nChanged 142 SP:Iteration 5Q (7369.938675 sec): 3 clusters Score: Raw -167277.251638 + Penalty 1675.876811 = -165601.374828 nChanged 94 SP:Iteration 6Q (7369.967877 sec): 3 clusters Score: Raw -167330.676859 + Penalty 1675.876811 = -165654.800048 nChanged 58 SP:Iteration 7Q (7369.996706 sec): 3 clusters Score: Raw -167359.062858 + Penalty 1675.876811 = -165683.186047 nChanged 40 SP:Iteration 8Q (7370.025356 sec): 3 clusters Score: Raw -167380.517016 + Penalty 1675.876811 = -165704.640205 nChanged 43 SP:Iteration 9Q (7370.146749 sec): 3 clusters Score: Raw -167400.232665 + Penalty 1675.876811 = -165724.355854 nChanged 41 SP:Iteration 10Q (7370.251038 sec): 3 clusters Score: Raw -167423.458151 + Penalty 1675.876811 = -165747.581341 nChanged 38 SP:Iteration 11Q (7370.369815 sec): 3 clusters Score: Raw -167445.570030 + Penalty 1675.876811 = -165769.693219 nChanged 30 SP:Iteration 12Q (7370.488355 sec): 3 clusters Score: Raw -167467.631976 + Penalty 1675.876811 = -165791.755165 nChanged 34 SP:Iteration 13Q (7370.633580 sec): 3 clusters Score: Raw -167486.893900 + Penalty 1675.876811 = -165811.017090 nChanged 24 SP:Iteration 14Q (7370.725411 sec): 3 clusters Score: Raw -167499.893945 + Penalty 1675.876811 = -165824.017134 nChanged 31 SP:Iteration 15Q (7370.847495 sec): 3 clusters Score: Raw -167515.318888 + Penalty 1675.876811 = -165839.442078 nChanged 16 SP:Iteration 16Q (7370.949799 sec): 3 clusters Score: Raw -167521.874748 + Penalty 1675.876811 = -165845.997937 nChanged 14 SP:Iteration 17Q (7371.065896 sec): 3 clusters Score: Raw -167526.633382 + Penalty 1675.876811 = -165850.756572 nChanged 10 SP:Iteration 18Q (7371.184815 sec): 3 clusters Score: Raw -167530.344420 + Penalty 1675.876811 = -165854.467609 nChanged 10 SP:Iteration 19Q (7371.303580 sec): 3 clusters Score: Raw -167533.890383 + Penalty 1675.876811 = -165858.013572 nChanged 10 SP:Iteration 20F (7371.421453 sec): 3 clusters Score: Raw -167536.963050 + Penalty 1675.876811 = -165861.086239 nChanged 8 SP:Iteration 21Q (7371.540372 sec): 3 clusters Score: Raw -167540.241504 + Penalty 1675.876811 = -165864.364693 nChanged 5 SP:Iteration 22Q (7371.684006 sec): 3 clusters Score: Raw -167542.065570 + Penalty 1675.876811 = -165866.188760 nChanged 5 SP:Iteration 23Q (7371.777089 sec): 3 clusters Score: Raw -167544.501848 + Penalty 1675.876811 = -165868.625037 nChanged 7 SP:Iteration 24Q (7371.891326 sec): 3 clusters Score: Raw -167546.794069 + Penalty 1675.876811 = -165870.917258 nChanged 5 SP:Iteration 25Q (7372.005103 sec): 3 clusters Score: Raw -167547.878655 + Penalty 1675.876811 = -165872.001844 nChanged 2 SP:Iteration 26Q (7372.151272 sec): 3 clusters Score: Raw -167548.505675 + Penalty 1675.876811 = -165872.628865 nChanged 4 SP:Iteration 27Q (7372.242760 sec): 3 clusters Score: Raw -167549.964543 + Penalty 1675.876811 = -165874.087732 nChanged 0 SP:Iteration 28F (7372.349805 sec): 3 clusters Score: Raw -167549.964543 + Penalty 1675.876811 = -165874.087732 nChanged 0 Trying to split cluster 15 (2046 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7372.410521 sec): 2 clusters Score: Raw -110348.341569 + Penalty 800.482404 = -109547.859165 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7372.527169 sec): 3 clusters Score: Raw -109354.098586 + Penalty 1600.964809 = -107753.133777 nChanged 790 SP:Iteration 1F (7372.644047 sec): 3 clusters Score: Raw -109863.929386 + Penalty 1600.964809 = -108262.964577 nChanged 189 SP:Iteration 2F (7372.754866 sec): 3 clusters Score: Raw -110034.117956 + Penalty 1600.964809 = -108433.153147 nChanged 129 SP:Iteration 3F (7372.775477 sec): 3 clusters Score: Raw -110135.307986 + Penalty 1600.964809 = -108534.343177 nChanged 114 SP:Iteration 4F (7372.795975 sec): 3 clusters Score: Raw -110236.774711 + Penalty 1600.964809 = -108635.809902 nChanged 102 SP:Iteration 5Q (7372.816901 sec): 3 clusters Score: Raw -110314.638824 + Penalty 1600.964809 = -108713.674015 nChanged 89 SP:Iteration 6Q (7372.837926 sec): 3 clusters Score: Raw -110374.029513 + Penalty 1600.964809 = -108773.064705 nChanged 80 SP:Iteration 7Q (7372.888062 sec): 3 clusters Score: Raw -110431.047341 + Penalty 1600.964809 = -108830.082532 nChanged 88 SP:Iteration 8Q (7372.909206 sec): 3 clusters Score: Raw -110500.702906 + Penalty 1600.964809 = -108899.738097 nChanged 63 SP:Iteration 9Q (7372.930215 sec): 3 clusters Score: Raw -110551.467882 + Penalty 1600.964809 = -108950.503073 nChanged 52 SP:Iteration 10Q (7373.041718 sec): 3 clusters Score: Raw -110586.834141 + Penalty 1600.964809 = -108985.869332 nChanged 48 SP:Iteration 11Q (7373.154973 sec): 3 clusters Score: Raw -110623.864059 + Penalty 1600.964809 = -109022.899250 nChanged 46 SP:Iteration 12Q (7373.270508 sec): 3 clusters Score: Raw -110657.793505 + Penalty 1600.964809 = -109056.828696 nChanged 41 SP:Iteration 13Q (7373.386276 sec): 3 clusters Score: Raw -110685.648387 + Penalty 1600.964809 = -109084.683578 nChanged 34 SP:Iteration 14Q (7373.529832 sec): 3 clusters Score: Raw -110711.573214 + Penalty 1600.964809 = -109110.608405 nChanged 38 SP:Iteration 15Q (7373.641425 sec): 3 clusters Score: Raw -110736.717488 + Penalty 1600.964809 = -109135.752680 nChanged 32 SP:Iteration 16Q (7373.769265 sec): 3 clusters Score: Raw -110759.900456 + Penalty 1600.964809 = -109158.935647 nChanged 27 SP:Iteration 17Q (7373.863851 sec): 3 clusters Score: Raw -110772.194466 + Penalty 1600.964809 = -109171.229657 nChanged 17 SP:Iteration 18Q (7373.979701 sec): 3 clusters Score: Raw -110778.117244 + Penalty 1600.964809 = -109177.152435 nChanged 11 SP:Iteration 19Q (7374.095488 sec): 3 clusters Score: Raw -110782.774915 + Penalty 1600.964809 = -109181.810106 nChanged 12 SP:Iteration 20F (7374.187625 sec): 3 clusters Score: Raw -110786.424221 + Penalty 1600.964809 = -109185.459413 nChanged 9 SP:Iteration 21Q (7374.303392 sec): 3 clusters Score: Raw -110789.709232 + Penalty 1600.964809 = -109188.744424 nChanged 5 SP:Iteration 22Q (7374.419180 sec): 3 clusters Score: Raw -110790.968987 + Penalty 1600.964809 = -109190.004178 nChanged 5 SP:Iteration 23Q (7374.534638 sec): 3 clusters Score: Raw -110793.436631 + Penalty 1600.964809 = -109192.471822 nChanged 5 SP:Iteration 24Q (7374.650254 sec): 3 clusters Score: Raw -110794.469891 + Penalty 1600.964809 = -109193.505083 nChanged 1 SP:Iteration 25Q (7374.750831 sec): 3 clusters Score: Raw -110794.751053 + Penalty 1600.964809 = -109193.786244 nChanged 2 SP:Iteration 26Q (7374.866492 sec): 3 clusters Score: Raw -110795.875098 + Penalty 1600.964809 = -109194.910290 nChanged 4 SP:Iteration 27Q (7374.938619 sec): 3 clusters Score: Raw -110797.532110 + Penalty 1600.964809 = -109196.567302 nChanged 3 SP:Iteration 28Q (7375.051231 sec): 3 clusters Score: Raw -110798.256010 + Penalty 1600.964809 = -109197.291202 nChanged 1 SP:Iteration 29Q (7375.167024 sec): 3 clusters Score: Raw -110798.760683 + Penalty 1600.964809 = -109197.795875 nChanged 1 SP:Iteration 30Q (7375.260234 sec): 3 clusters Score: Raw -110798.950607 + Penalty 1600.964809 = -109197.985798 nChanged 0 SP:Iteration 31F (7375.374031 sec): 3 clusters Score: Raw -110798.950607 + Penalty 1600.964809 = -109197.985798 nChanged 0 Trying to split cluster 16 (3040 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7375.410725 sec): 2 clusters Score: Raw -179793.202040 + Penalty 842.059343 = -178951.142697 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7375.442302 sec): 3 clusters Score: Raw -178216.400135 + Penalty 1684.118687 = -176532.281449 nChanged 1251 SP:Iteration 1F (7375.473840 sec): 3 clusters Score: Raw -178924.810910 + Penalty 1684.118687 = -177240.692223 nChanged 250 SP:Iteration 2F (7375.506819 sec): 3 clusters Score: Raw -179090.533923 + Penalty 1684.118687 = -177406.415236 nChanged 191 SP:Iteration 3F (7375.538260 sec): 3 clusters Score: Raw -179193.775360 + Penalty 1684.118687 = -177509.656673 nChanged 122 SP:Iteration 4Q (7375.570192 sec): 3 clusters Score: Raw -179260.855212 + Penalty 1684.118687 = -177576.736525 nChanged 111 SP:Iteration 5Q (7375.599959 sec): 3 clusters Score: Raw -179314.503894 + Penalty 1684.118687 = -177630.385207 nChanged 87 SP:Iteration 6Q (7375.629745 sec): 3 clusters Score: Raw -179355.083280 + Penalty 1684.118687 = -177670.964594 nChanged 80 SP:Iteration 7Q (7375.741130 sec): 3 clusters Score: Raw -179399.646808 + Penalty 1684.118687 = -177715.528121 nChanged 87 SP:Iteration 8Q (7375.865083 sec): 3 clusters Score: Raw -179451.634990 + Penalty 1684.118687 = -177767.516303 nChanged 82 SP:Iteration 9Q (7375.984006 sec): 3 clusters Score: Raw -179488.958679 + Penalty 1684.118687 = -177804.839992 nChanged 56 SP:Iteration 10Q (7376.102632 sec): 3 clusters Score: Raw -179514.726389 + Penalty 1684.118687 = -177830.607702 nChanged 57 SP:Iteration 11Q (7376.221757 sec): 3 clusters Score: Raw -179538.504469 + Penalty 1684.118687 = -177854.385782 nChanged 42 SP:Iteration 12Q (7376.341466 sec): 3 clusters Score: Raw -179556.249897 + Penalty 1684.118687 = -177872.131210 nChanged 36 SP:Iteration 13Q (7376.461755 sec): 3 clusters Score: Raw -179569.959772 + Penalty 1684.118687 = -177885.841085 nChanged 36 SP:Iteration 14Q (7376.581622 sec): 3 clusters Score: Raw -179583.965929 + Penalty 1684.118687 = -177899.847242 nChanged 25 SP:Iteration 15Q (7376.698029 sec): 3 clusters Score: Raw -179593.890721 + Penalty 1684.118687 = -177909.772034 nChanged 22 SP:Iteration 16Q (7376.819125 sec): 3 clusters Score: Raw -179600.961054 + Penalty 1684.118687 = -177916.842367 nChanged 25 SP:Iteration 17Q (7376.940347 sec): 3 clusters Score: Raw -179610.363797 + Penalty 1684.118687 = -177926.245110 nChanged 20 SP:Iteration 18Q (7377.059193 sec): 3 clusters Score: Raw -179621.142372 + Penalty 1684.118687 = -177937.023685 nChanged 27 SP:Iteration 19Q (7377.177827 sec): 3 clusters Score: Raw -179633.184967 + Penalty 1684.118687 = -177949.066280 nChanged 34 SP:Iteration 20F (7377.292478 sec): 3 clusters Score: Raw -179647.207712 + Penalty 1684.118687 = -177963.089025 nChanged 34 SP:Iteration 21Q (7377.408052 sec): 3 clusters Score: Raw -179660.199662 + Penalty 1684.118687 = -177976.080976 nChanged 36 SP:Iteration 22Q (7377.512005 sec): 3 clusters Score: Raw -179673.925012 + Penalty 1684.118687 = -177989.806325 nChanged 36 SP:Iteration 23Q (7377.628245 sec): 3 clusters Score: Raw -179688.423186 + Penalty 1684.118687 = -178004.304499 nChanged 31 SP:Iteration 24Q (7377.739716 sec): 3 clusters Score: Raw -179700.501231 + Penalty 1684.118687 = -178016.382544 nChanged 22 SP:Iteration 25Q (7377.840416 sec): 3 clusters Score: Raw -179711.638783 + Penalty 1684.118687 = -178027.520096 nChanged 31 SP:Iteration 26Q (7377.959365 sec): 3 clusters Score: Raw -179726.998344 + Penalty 1684.118687 = -178042.879657 nChanged 36 SP:Iteration 27Q (7378.076940 sec): 3 clusters Score: Raw -179740.735065 + Penalty 1684.118687 = -178056.616378 nChanged 35 SP:Iteration 28Q (7378.167063 sec): 3 clusters Score: Raw -179755.765780 + Penalty 1684.118687 = -178071.647093 nChanged 27 SP:Iteration 29Q (7378.197129 sec): 3 clusters Score: Raw -179766.806957 + Penalty 1684.118687 = -178082.688270 nChanged 25 SP:Iteration 30Q (7378.227641 sec): 3 clusters Score: Raw -179777.567232 + Penalty 1684.118687 = -178093.448546 nChanged 30 SP:Iteration 31Q (7378.259545 sec): 3 clusters Score: Raw -179787.965294 + Penalty 1684.118687 = -178103.846607 nChanged 26 SP:Iteration 32Q (7378.291231 sec): 3 clusters Score: Raw -179803.235465 + Penalty 1684.118687 = -178119.116778 nChanged 32 SP:Iteration 33Q (7378.322982 sec): 3 clusters Score: Raw -179819.133359 + Penalty 1684.118687 = -178135.014672 nChanged 28 SP:Iteration 34Q (7378.354777 sec): 3 clusters Score: Raw -179836.850664 + Penalty 1684.118687 = -178152.731977 nChanged 31 SP:Iteration 35Q (7378.384647 sec): 3 clusters Score: Raw -179850.088529 + Penalty 1684.118687 = -178165.969843 nChanged 35 SP:Iteration 36Q (7378.414196 sec): 3 clusters Score: Raw -179870.956316 + Penalty 1684.118687 = -178186.837629 nChanged 25 SP:Iteration 37Q (7378.443678 sec): 3 clusters Score: Raw -179880.121092 + Penalty 1684.118687 = -178196.002406 nChanged 10 SP:Iteration 38Q (7378.473013 sec): 3 clusters Score: Raw -179883.322661 + Penalty 1684.118687 = -178199.203975 nChanged 4 SP:Iteration 39Q (7378.613080 sec): 3 clusters Score: Raw -179884.728675 + Penalty 1684.118687 = -178200.609988 nChanged 3 SP:Iteration 40F (7378.738444 sec): 3 clusters Score: Raw -179885.320006 + Penalty 1684.118687 = -178201.201319 nChanged 2 SP:Iteration 41Q (7378.842812 sec): 3 clusters Score: Raw -179885.828945 + Penalty 1684.118687 = -178201.710258 nChanged 4 SP:Iteration 42Q (7378.987945 sec): 3 clusters Score: Raw -179886.912844 + Penalty 1684.118687 = -178202.794157 nChanged 4 SP:Iteration 43Q (7379.069523 sec): 3 clusters Score: Raw -179888.113301 + Penalty 1684.118687 = -178203.994614 nChanged 7 SP:Iteration 44Q (7379.198579 sec): 3 clusters Score: Raw -179890.832701 + Penalty 1684.118687 = -178206.714014 nChanged 9 SP:Iteration 45Q (7379.316938 sec): 3 clusters Score: Raw -179892.874583 + Penalty 1684.118687 = -178208.755896 nChanged 2 SP:Iteration 46Q (7379.432948 sec): 3 clusters Score: Raw -179893.194017 + Penalty 1684.118687 = -178209.075330 nChanged 0 SP:Iteration 47F (7379.540468 sec): 3 clusters Score: Raw -179893.194017 + Penalty 1684.118687 = -178209.075330 nChanged 0 Trying to split cluster 17 (5169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7379.610976 sec): 2 clusters Score: Raw -318010.790573 + Penalty 897.795625 = -317112.994948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7379.830114 sec): 3 clusters Score: Raw -315204.471247 + Penalty 1795.591250 = -313408.879996 nChanged 2142 SP:Iteration 1F (7379.929968 sec): 3 clusters Score: Raw -316359.231047 + Penalty 1795.591250 = -314563.639797 nChanged 386 SP:Iteration 2F (7380.091100 sec): 3 clusters Score: Raw -316565.590017 + Penalty 1795.591250 = -314769.998766 nChanged 339 SP:Iteration 3F (7380.182269 sec): 3 clusters Score: Raw -316765.883656 + Penalty 1795.591250 = -314970.292406 nChanged 272 SP:Iteration 4F (7380.314750 sec): 3 clusters Score: Raw -316918.239118 + Penalty 1795.591250 = -315122.647868 nChanged 235 SP:Iteration 5Q (7380.433191 sec): 3 clusters Score: Raw -317029.829762 + Penalty 1795.591250 = -315234.238511 nChanged 197 SP:Iteration 6Q (7380.558861 sec): 3 clusters Score: Raw -317120.404934 + Penalty 1795.591250 = -315324.813684 nChanged 183 SP:Iteration 7Q (7380.665364 sec): 3 clusters Score: Raw -317213.661055 + Penalty 1795.591250 = -315418.069805 nChanged 169 SP:Iteration 8Q (7380.722493 sec): 3 clusters Score: Raw -317310.769854 + Penalty 1795.591250 = -315515.178604 nChanged 164 SP:Iteration 9Q (7380.766612 sec): 3 clusters Score: Raw -317400.439207 + Penalty 1795.591250 = -315604.847956 nChanged 146 SP:Iteration 10Q (7380.811133 sec): 3 clusters Score: Raw -317482.592154 + Penalty 1795.591250 = -315687.000904 nChanged 122 SP:Iteration 11Q (7380.855450 sec): 3 clusters Score: Raw -317539.059960 + Penalty 1795.591250 = -315743.468710 nChanged 118 SP:Iteration 12Q (7380.899802 sec): 3 clusters Score: Raw -317585.568961 + Penalty 1795.591250 = -315789.977710 nChanged 98 SP:Iteration 13Q (7380.944012 sec): 3 clusters Score: Raw -317621.687527 + Penalty 1795.591250 = -315826.096277 nChanged 70 SP:Iteration 14Q (7380.988410 sec): 3 clusters Score: Raw -317644.380223 + Penalty 1795.591250 = -315848.788972 nChanged 55 SP:Iteration 15Q (7381.032751 sec): 3 clusters Score: Raw -317660.811643 + Penalty 1795.591250 = -315865.220392 nChanged 54 SP:Iteration 16Q (7381.077221 sec): 3 clusters Score: Raw -317677.291440 + Penalty 1795.591250 = -315881.700190 nChanged 51 SP:Iteration 17Q (7381.121692 sec): 3 clusters Score: Raw -317689.951291 + Penalty 1795.591250 = -315894.360041 nChanged 37 SP:Iteration 18Q (7381.165941 sec): 3 clusters Score: Raw -317700.063380 + Penalty 1795.591250 = -315904.472130 nChanged 30 SP:Iteration 19Q (7381.210093 sec): 3 clusters Score: Raw -317708.001947 + Penalty 1795.591250 = -315912.410697 nChanged 33 SP:Iteration 20F (7381.361912 sec): 3 clusters Score: Raw -317714.071369 + Penalty 1795.591250 = -315918.480119 nChanged 23 SP:Iteration 21Q (7381.490121 sec): 3 clusters Score: Raw -317719.372593 + Penalty 1795.591250 = -315923.781342 nChanged 22 SP:Iteration 22Q (7381.623091 sec): 3 clusters Score: Raw -317724.248800 + Penalty 1795.591250 = -315928.657550 nChanged 19 SP:Iteration 23Q (7381.756465 sec): 3 clusters Score: Raw -317728.271602 + Penalty 1795.591250 = -315932.680351 nChanged 19 SP:Iteration 24Q (7381.880117 sec): 3 clusters Score: Raw -317731.975167 + Penalty 1795.591250 = -315936.383917 nChanged 19 SP:Iteration 25Q (7382.024751 sec): 3 clusters Score: Raw -317734.428440 + Penalty 1795.591250 = -315938.837189 nChanged 14 SP:Iteration 26Q (7382.158443 sec): 3 clusters Score: Raw -317736.582070 + Penalty 1795.591250 = -315940.990819 nChanged 15 SP:Iteration 27Q (7382.263504 sec): 3 clusters Score: Raw -317738.738262 + Penalty 1795.591250 = -315943.147012 nChanged 16 SP:Iteration 28Q (7382.399534 sec): 3 clusters Score: Raw -317741.387297 + Penalty 1795.591250 = -315945.796047 nChanged 14 SP:Iteration 29Q (7382.514331 sec): 3 clusters Score: Raw -317743.278673 + Penalty 1795.591250 = -315947.687423 nChanged 12 SP:Iteration 30Q (7382.637890 sec): 3 clusters Score: Raw -317745.917047 + Penalty 1795.591250 = -315950.325797 nChanged 18 SP:Iteration 31Q (7382.758064 sec): 3 clusters Score: Raw -317750.395472 + Penalty 1795.591250 = -315954.804222 nChanged 17 SP:Iteration 32Q (7382.876287 sec): 3 clusters Score: Raw -317753.846284 + Penalty 1795.591250 = -315958.255034 nChanged 19 SP:Iteration 33Q (7382.997743 sec): 3 clusters Score: Raw -317758.326958 + Penalty 1795.591250 = -315962.735708 nChanged 16 SP:Iteration 34Q (7383.124208 sec): 3 clusters Score: Raw -317763.307778 + Penalty 1795.591250 = -315967.716528 nChanged 21 SP:Iteration 35Q (7383.237894 sec): 3 clusters Score: Raw -317771.231791 + Penalty 1795.591250 = -315975.640541 nChanged 23 SP:Iteration 36Q (7383.389792 sec): 3 clusters Score: Raw -317776.930924 + Penalty 1795.591250 = -315981.339674 nChanged 14 SP:Iteration 37Q (7383.456005 sec): 3 clusters Score: Raw -317780.235538 + Penalty 1795.591250 = -315984.644288 nChanged 17 SP:Iteration 38Q (7383.498931 sec): 3 clusters Score: Raw -317783.287720 + Penalty 1795.591250 = -315987.696470 nChanged 13 SP:Iteration 39Q (7383.544959 sec): 3 clusters Score: Raw -317785.793673 + Penalty 1795.591250 = -315990.202423 nChanged 7 SP:Iteration 40F (7383.592081 sec): 3 clusters Score: Raw -317787.006899 + Penalty 1795.591250 = -315991.415649 nChanged 7 SP:Iteration 41Q (7383.639046 sec): 3 clusters Score: Raw -317787.673466 + Penalty 1795.591250 = -315992.082216 nChanged 4 SP:Iteration 42Q (7383.686076 sec): 3 clusters Score: Raw -317788.150461 + Penalty 1795.591250 = -315992.559211 nChanged 1 SP:Iteration 43Q (7383.758907 sec): 3 clusters Score: Raw -317788.500523 + Penalty 1795.591250 = -315992.909273 nChanged 2 SP:Iteration 44Q (7383.801643 sec): 3 clusters Score: Raw -317789.023557 + Penalty 1795.591250 = -315993.432307 nChanged 3 SP:Iteration 45Q (7383.844603 sec): 3 clusters Score: Raw -317789.630072 + Penalty 1795.591250 = -315994.038822 nChanged 5 SP:Iteration 46Q (7383.887111 sec): 3 clusters Score: Raw -317790.627122 + Penalty 1795.591250 = -315995.035872 nChanged 4 SP:Iteration 47Q (7383.929843 sec): 3 clusters Score: Raw -317791.599456 + Penalty 1795.591250 = -315996.008205 nChanged 1 SP:Iteration 48Q (7383.973695 sec): 3 clusters Score: Raw -317791.663427 + Penalty 1795.591250 = -315996.072177 nChanged 2 SP:Iteration 49Q (7384.017687 sec): 3 clusters Score: Raw -317791.829808 + Penalty 1795.591250 = -315996.238558 nChanged 2 SP:Iteration 50Q (7384.061604 sec): 3 clusters Score: Raw -317791.931016 + Penalty 1795.591250 = -315996.339766 nChanged 0 SP:Iteration 51F (7384.104721 sec): 3 clusters Score: Raw -317791.931016 + Penalty 1795.591250 = -315996.339766 nChanged 0 Trying to split cluster 18 (738 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7384.167280 sec): 2 clusters Score: Raw -29497.940889 + Penalty 693.414102 = -28804.526788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7384.279184 sec): 3 clusters Score: Raw -29310.578408 + Penalty 1386.828203 = -27923.750205 nChanged 253 SP:Iteration 1F (7384.393455 sec): 3 clusters Score: Raw -29591.637024 + Penalty 1386.828203 = -28204.808821 nChanged 80 SP:Iteration 2F (7384.495882 sec): 3 clusters Score: Raw -29676.704507 + Penalty 1386.828203 = -28289.876304 nChanged 20 SP:Iteration 3Q (7384.609663 sec): 3 clusters Score: Raw -29694.956464 + Penalty 1386.828203 = -28308.128261 nChanged 18 SP:Iteration 4Q (7384.722929 sec): 3 clusters Score: Raw -29717.488521 + Penalty 1386.828203 = -28330.660318 nChanged 15 SP:Iteration 5Q (7384.836261 sec): 3 clusters Score: Raw -29737.087426 + Penalty 1386.828203 = -28350.259223 nChanged 13 SP:Iteration 6Q (7384.949668 sec): 3 clusters Score: Raw -29761.617965 + Penalty 1386.828203 = -28374.789762 nChanged 12 SP:Iteration 7Q (7385.061842 sec): 3 clusters Score: Raw -29774.500006 + Penalty 1386.828203 = -28387.671803 nChanged 11 SP:Iteration 8Q (7385.183215 sec): 3 clusters Score: Raw -29782.533682 + Penalty 1386.828203 = -28395.705478 nChanged 7 SP:Iteration 9Q (7385.275405 sec): 3 clusters Score: Raw -29787.624645 + Penalty 1386.828203 = -28400.796442 nChanged 4 SP:Iteration 10Q (7385.388147 sec): 3 clusters Score: Raw -29790.252455 + Penalty 1386.828203 = -28403.424252 nChanged 2 SP:Iteration 11Q (7385.528434 sec): 3 clusters Score: Raw -29791.023301 + Penalty 1386.828203 = -28404.195098 nChanged 2 SP:Iteration 12Q (7385.614553 sec): 3 clusters Score: Raw -29799.202608 + Penalty 1386.828203 = -28412.374405 nChanged 4 SP:Iteration 13Q (7385.755818 sec): 3 clusters Score: Raw -29805.758039 + Penalty 1386.828203 = -28418.929836 nChanged 5 SP:Iteration 14Q (7385.841743 sec): 3 clusters Score: Raw -29812.837159 + Penalty 1386.828203 = -28426.008956 nChanged 4 SP:Iteration 15Q (7385.943943 sec): 3 clusters Score: Raw -29815.504566 + Penalty 1386.828203 = -28428.676363 nChanged 2 SP:Iteration 16Q (7386.066470 sec): 3 clusters Score: Raw -29818.102223 + Penalty 1386.828203 = -28431.274020 nChanged 0 SP:Iteration 17F (7386.158215 sec): 3 clusters Score: Raw -29818.102223 + Penalty 1386.828203 = -28431.274020 nChanged 0 Trying to split cluster 19 (3381 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7386.224612 sec): 2 clusters Score: Raw -205180.827746 + Penalty 853.222314 = -204327.605431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7386.352933 sec): 3 clusters Score: Raw -203383.353200 + Penalty 1706.444629 = -201676.908571 nChanged 1373 SP:Iteration 1F (7386.389838 sec): 3 clusters Score: Raw -204110.659656 + Penalty 1706.444629 = -202404.215028 nChanged 222 SP:Iteration 2F (7386.425124 sec): 3 clusters Score: Raw -204227.893165 + Penalty 1706.444629 = -202521.448537 nChanged 175 SP:Iteration 3F (7386.460315 sec): 3 clusters Score: Raw -204330.466951 + Penalty 1706.444629 = -202624.022322 nChanged 161 SP:Iteration 4Q (7386.496392 sec): 3 clusters Score: Raw -204444.309559 + Penalty 1706.444629 = -202737.864930 nChanged 168 SP:Iteration 5Q (7386.532414 sec): 3 clusters Score: Raw -204572.672911 + Penalty 1706.444629 = -202866.228282 nChanged 159 SP:Iteration 6Q (7386.566814 sec): 3 clusters Score: Raw -204669.753853 + Penalty 1706.444629 = -202963.309225 nChanged 143 SP:Iteration 7Q (7386.599442 sec): 3 clusters Score: Raw -204762.753458 + Penalty 1706.444629 = -203056.308830 nChanged 138 SP:Iteration 8Q (7386.631943 sec): 3 clusters Score: Raw -204853.823162 + Penalty 1706.444629 = -203147.378533 nChanged 145 SP:Iteration 9Q (7386.664083 sec): 3 clusters Score: Raw -204977.430592 + Penalty 1706.444629 = -203270.985964 nChanged 143 SP:Iteration 10Q (7386.761040 sec): 3 clusters Score: Raw -205092.281091 + Penalty 1706.444629 = -203385.836463 nChanged 151 SP:Iteration 11Q (7386.879328 sec): 3 clusters Score: Raw -205231.049293 + Penalty 1706.444629 = -203524.604664 nChanged 136 SP:Iteration 12Q (7386.998172 sec): 3 clusters Score: Raw -205353.681931 + Penalty 1706.444629 = -203647.237302 nChanged 126 SP:Iteration 13Q (7387.117624 sec): 3 clusters Score: Raw -205453.911073 + Penalty 1706.444629 = -203747.466444 nChanged 90 SP:Iteration 14Q (7387.237172 sec): 3 clusters Score: Raw -205538.857496 + Penalty 1706.444629 = -203832.412867 nChanged 73 SP:Iteration 15Q (7387.356244 sec): 3 clusters Score: Raw -205590.689111 + Penalty 1706.444629 = -203884.244482 nChanged 49 SP:Iteration 16Q (7387.475125 sec): 3 clusters Score: Raw -205622.974605 + Penalty 1706.444629 = -203916.529977 nChanged 41 SP:Iteration 17Q (7387.594414 sec): 3 clusters Score: Raw -205643.913013 + Penalty 1706.444629 = -203937.468384 nChanged 38 SP:Iteration 18Q (7387.711986 sec): 3 clusters Score: Raw -205667.099583 + Penalty 1706.444629 = -203960.654954 nChanged 35 SP:Iteration 19Q (7387.829940 sec): 3 clusters Score: Raw -205685.716937 + Penalty 1706.444629 = -203979.272308 nChanged 31 SP:Iteration 20F (7387.949364 sec): 3 clusters Score: Raw -205702.160184 + Penalty 1706.444629 = -203995.715556 nChanged 30 SP:Iteration 21Q (7388.054076 sec): 3 clusters Score: Raw -205717.672969 + Penalty 1706.444629 = -204011.228340 nChanged 34 SP:Iteration 22Q (7388.172405 sec): 3 clusters Score: Raw -205734.219151 + Penalty 1706.444629 = -204027.774523 nChanged 35 SP:Iteration 23Q (7388.291148 sec): 3 clusters Score: Raw -205747.949753 + Penalty 1706.444629 = -204041.505124 nChanged 25 SP:Iteration 24Q (7388.410100 sec): 3 clusters Score: Raw -205757.074457 + Penalty 1706.444629 = -204050.629829 nChanged 23 SP:Iteration 25Q (7388.530034 sec): 3 clusters Score: Raw -205765.713444 + Penalty 1706.444629 = -204059.268815 nChanged 15 SP:Iteration 26Q (7388.651810 sec): 3 clusters Score: Raw -205770.373195 + Penalty 1706.444629 = -204063.928566 nChanged 7 SP:Iteration 27Q (7388.771185 sec): 3 clusters Score: Raw -205771.415883 + Penalty 1706.444629 = -204064.971254 nChanged 3 SP:Iteration 28Q (7388.885816 sec): 3 clusters Score: Raw -205772.170864 + Penalty 1706.444629 = -204065.726235 nChanged 4 SP:Iteration 29Q (7389.004535 sec): 3 clusters Score: Raw -205772.915386 + Penalty 1706.444629 = -204066.470758 nChanged 2 SP:Iteration 30Q (7389.123159 sec): 3 clusters Score: Raw -205773.169971 + Penalty 1706.444629 = -204066.725343 nChanged 0 SP:Iteration 31F (7389.241075 sec): 3 clusters Score: Raw -205773.169971 + Penalty 1706.444629 = -204066.725343 nChanged 0 Trying to split cluster 20 (1858 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7389.300162 sec): 2 clusters Score: Raw -108639.251326 + Penalty 790.361872 = -107848.889454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7389.320356 sec): 3 clusters Score: Raw -107787.014141 + Penalty 1580.723743 = -106206.290398 nChanged 710 SP:Iteration 1F (7389.339341 sec): 3 clusters Score: Raw -108281.574024 + Penalty 1580.723743 = -106700.850281 nChanged 176 SP:Iteration 2F (7389.358282 sec): 3 clusters Score: Raw -108409.760022 + Penalty 1580.723743 = -106829.036279 nChanged 108 SP:Iteration 3F (7389.377403 sec): 3 clusters Score: Raw -108489.239394 + Penalty 1580.723743 = -106908.515651 nChanged 91 SP:Iteration 4Q (7389.396973 sec): 3 clusters Score: Raw -108548.452173 + Penalty 1580.723743 = -106967.728430 nChanged 63 SP:Iteration 5Q (7389.416438 sec): 3 clusters Score: Raw -108579.398602 + Penalty 1580.723743 = -106998.674859 nChanged 45 SP:Iteration 6Q (7389.436023 sec): 3 clusters Score: Raw -108601.596473 + Penalty 1580.723743 = -107020.872730 nChanged 36 SP:Iteration 7Q (7389.455468 sec): 3 clusters Score: Raw -108623.067326 + Penalty 1580.723743 = -107042.343583 nChanged 36 SP:Iteration 8Q (7389.559817 sec): 3 clusters Score: Raw -108645.937120 + Penalty 1580.723743 = -107065.213377 nChanged 37 SP:Iteration 9Q (7389.676206 sec): 3 clusters Score: Raw -108669.795918 + Penalty 1580.723743 = -107089.072175 nChanged 36 SP:Iteration 10Q (7389.793044 sec): 3 clusters Score: Raw -108685.818237 + Penalty 1580.723743 = -107105.094494 nChanged 25 SP:Iteration 11Q (7389.898307 sec): 3 clusters Score: Raw -108696.623695 + Penalty 1580.723743 = -107115.899952 nChanged 25 SP:Iteration 12Q (7390.015060 sec): 3 clusters Score: Raw -108712.330996 + Penalty 1580.723743 = -107131.607253 nChanged 25 SP:Iteration 13Q (7390.131067 sec): 3 clusters Score: Raw -108725.069136 + Penalty 1580.723743 = -107144.345393 nChanged 31 SP:Iteration 14Q (7390.247617 sec): 3 clusters Score: Raw -108745.547170 + Penalty 1580.723743 = -107164.823427 nChanged 29 SP:Iteration 15Q (7390.363446 sec): 3 clusters Score: Raw -108768.656399 + Penalty 1580.723743 = -107187.932656 nChanged 33 SP:Iteration 16Q (7390.480060 sec): 3 clusters Score: Raw -108792.529419 + Penalty 1580.723743 = -107211.805676 nChanged 21 SP:Iteration 17Q (7390.596336 sec): 3 clusters Score: Raw -108811.184109 + Penalty 1580.723743 = -107230.460366 nChanged 30 SP:Iteration 18Q (7390.712521 sec): 3 clusters Score: Raw -108828.523057 + Penalty 1580.723743 = -107247.799314 nChanged 25 SP:Iteration 19Q (7390.829378 sec): 3 clusters Score: Raw -108843.173330 + Penalty 1580.723743 = -107262.449587 nChanged 14 SP:Iteration 20F (7390.945576 sec): 3 clusters Score: Raw -108851.689903 + Penalty 1580.723743 = -107270.966159 nChanged 14 SP:Iteration 21Q (7391.062440 sec): 3 clusters Score: Raw -108860.626961 + Penalty 1580.723743 = -107279.903218 nChanged 13 SP:Iteration 22Q (7391.179064 sec): 3 clusters Score: Raw -108868.885254 + Penalty 1580.723743 = -107288.161511 nChanged 16 SP:Iteration 23Q (7391.295794 sec): 3 clusters Score: Raw -108883.656375 + Penalty 1580.723743 = -107302.932632 nChanged 27 SP:Iteration 24Q (7391.403045 sec): 3 clusters Score: Raw -108907.210867 + Penalty 1580.723743 = -107326.487123 nChanged 21 SP:Iteration 25Q (7391.507768 sec): 3 clusters Score: Raw -108915.904520 + Penalty 1580.723743 = -107335.180777 nChanged 12 SP:Iteration 26Q (7391.606392 sec): 3 clusters Score: Raw -108923.453737 + Penalty 1580.723743 = -107342.729994 nChanged 11 SP:Iteration 27Q (7391.717360 sec): 3 clusters Score: Raw -108927.682713 + Penalty 1580.723743 = -107346.958970 nChanged 9 SP:Iteration 28Q (7391.821128 sec): 3 clusters Score: Raw -108932.259460 + Penalty 1580.723743 = -107351.535717 nChanged 12 SP:Iteration 29Q (7391.911070 sec): 3 clusters Score: Raw -108942.701745 + Penalty 1580.723743 = -107361.978002 nChanged 16 SP:Iteration 30Q (7391.978289 sec): 3 clusters Score: Raw -108964.481501 + Penalty 1580.723743 = -107383.757757 nChanged 17 SP:Iteration 31Q (7391.996597 sec): 3 clusters Score: Raw -108985.850625 + Penalty 1580.723743 = -107405.126882 nChanged 15 SP:Iteration 32Q (7392.014824 sec): 3 clusters Score: Raw -108999.516594 + Penalty 1580.723743 = -107418.792851 nChanged 15 SP:Iteration 33Q (7392.033091 sec): 3 clusters Score: Raw -109013.303753 + Penalty 1580.723743 = -107432.580010 nChanged 15 SP:Iteration 34Q (7392.050983 sec): 3 clusters Score: Raw -109024.954837 + Penalty 1580.723743 = -107444.231094 nChanged 11 SP:Iteration 35Q (7392.068843 sec): 3 clusters Score: Raw -109033.387966 + Penalty 1580.723743 = -107452.664222 nChanged 11 SP:Iteration 36Q (7392.086845 sec): 3 clusters Score: Raw -109039.954268 + Penalty 1580.723743 = -107459.230525 nChanged 7 SP:Iteration 37Q (7392.104630 sec): 3 clusters Score: Raw -109045.381674 + Penalty 1580.723743 = -107464.657931 nChanged 5 SP:Iteration 38Q (7392.122380 sec): 3 clusters Score: Raw -109050.512143 + Penalty 1580.723743 = -107469.788400 nChanged 6 SP:Iteration 39Q (7392.183140 sec): 3 clusters Score: Raw -109056.523180 + Penalty 1580.723743 = -107475.799437 nChanged 6 SP:Iteration 40F (7392.272564 sec): 3 clusters Score: Raw -109063.532380 + Penalty 1580.723743 = -107482.808637 nChanged 6 SP:Iteration 41Q (7392.361867 sec): 3 clusters Score: Raw -109069.407956 + Penalty 1580.723743 = -107488.684212 nChanged 3 SP:Iteration 42Q (7392.451435 sec): 3 clusters Score: Raw -109072.545704 + Penalty 1580.723743 = -107491.821961 nChanged 4 SP:Iteration 43Q (7392.540453 sec): 3 clusters Score: Raw -109075.896378 + Penalty 1580.723743 = -107495.172635 nChanged 3 SP:Iteration 44Q (7392.630436 sec): 3 clusters Score: Raw -109078.705619 + Penalty 1580.723743 = -107497.981876 nChanged 5 SP:Iteration 45Q (7392.718352 sec): 3 clusters Score: Raw -109083.851338 + Penalty 1580.723743 = -107503.127595 nChanged 5 SP:Iteration 46Q (7392.807288 sec): 3 clusters Score: Raw -109087.992493 + Penalty 1580.723743 = -107507.268749 nChanged 4 SP:Iteration 47Q (7392.896786 sec): 3 clusters Score: Raw -109093.912370 + Penalty 1580.723743 = -107513.188627 nChanged 2 SP:Iteration 48Q (7392.985226 sec): 3 clusters Score: Raw -109097.099150 + Penalty 1580.723743 = -107516.375407 nChanged 2 SP:Iteration 49Q (7393.074431 sec): 3 clusters Score: Raw -109099.836215 + Penalty 1580.723743 = -107519.112472 nChanged 6 SP:Iteration 50Q (7393.164396 sec): 3 clusters Score: Raw -109106.281586 + Penalty 1580.723743 = -107525.557843 nChanged 5 SP:Iteration 51Q (7393.253594 sec): 3 clusters Score: Raw -109112.931104 + Penalty 1580.723743 = -107532.207360 nChanged 3 SP:Iteration 52Q (7393.342810 sec): 3 clusters Score: Raw -109114.768514 + Penalty 1580.723743 = -107534.044771 nChanged 1 SP:Iteration 53Q (7393.419940 sec): 3 clusters Score: Raw -109114.957621 + Penalty 1580.723743 = -107534.233878 nChanged 1 SP:Iteration 54Q (7393.508752 sec): 3 clusters Score: Raw -109115.087676 + Penalty 1580.723743 = -107534.363933 nChanged 1 SP:Iteration 55Q (7393.598891 sec): 3 clusters Score: Raw -109115.414047 + Penalty 1580.723743 = -107534.690304 nChanged 0 SP:Iteration 56F (7393.688633 sec): 3 clusters Score: Raw -109115.414047 + Penalty 1580.723743 = -107534.690304 nChanged 0 Trying to split cluster 21 (2759 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7393.751696 sec): 2 clusters Score: Raw -164161.062413 + Penalty 831.875475 = -163329.186938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7393.847755 sec): 3 clusters Score: Raw -162745.704338 + Penalty 1663.750951 = -161081.953387 nChanged 1107 SP:Iteration 1F (7393.965886 sec): 3 clusters Score: Raw -163454.656716 + Penalty 1663.750951 = -161790.905765 nChanged 244 SP:Iteration 2F (7394.084087 sec): 3 clusters Score: Raw -163643.119852 + Penalty 1663.750951 = -161979.368902 nChanged 195 SP:Iteration 3F (7394.201935 sec): 3 clusters Score: Raw -163776.249818 + Penalty 1663.750951 = -162112.498868 nChanged 139 SP:Iteration 4F (7394.320388 sec): 3 clusters Score: Raw -163878.771447 + Penalty 1663.750951 = -162215.020497 nChanged 122 SP:Iteration 5Q (7394.439197 sec): 3 clusters Score: Raw -163960.674496 + Penalty 1663.750951 = -162296.923545 nChanged 95 SP:Iteration 6Q (7394.551255 sec): 3 clusters Score: Raw -164021.940541 + Penalty 1663.750951 = -162358.189590 nChanged 69 SP:Iteration 7Q (7394.666702 sec): 3 clusters Score: Raw -164068.028750 + Penalty 1663.750951 = -162404.277799 nChanged 61 SP:Iteration 8Q (7394.808361 sec): 3 clusters Score: Raw -164119.041226 + Penalty 1663.750951 = -162455.290275 nChanged 60 SP:Iteration 9Q (7394.880466 sec): 3 clusters Score: Raw -164165.979189 + Penalty 1663.750951 = -162502.228238 nChanged 40 SP:Iteration 10Q (7394.982834 sec): 3 clusters Score: Raw -164194.677013 + Penalty 1663.750951 = -162530.926063 nChanged 35 SP:Iteration 11Q (7395.100775 sec): 3 clusters Score: Raw -164215.451315 + Penalty 1663.750951 = -162551.700365 nChanged 29 SP:Iteration 12Q (7395.127123 sec): 3 clusters Score: Raw -164231.871855 + Penalty 1663.750951 = -162568.120904 nChanged 20 SP:Iteration 13Q (7395.152879 sec): 3 clusters Score: Raw -164238.588988 + Penalty 1663.750951 = -162574.838038 nChanged 15 SP:Iteration 14Q (7395.178619 sec): 3 clusters Score: Raw -164245.789139 + Penalty 1663.750951 = -162582.038189 nChanged 14 SP:Iteration 15Q (7395.204272 sec): 3 clusters Score: Raw -164252.085799 + Penalty 1663.750951 = -162588.334848 nChanged 12 SP:Iteration 16Q (7395.230159 sec): 3 clusters Score: Raw -164256.834035 + Penalty 1663.750951 = -162593.083085 nChanged 12 SP:Iteration 17Q (7395.255847 sec): 3 clusters Score: Raw -164262.415329 + Penalty 1663.750951 = -162598.664378 nChanged 12 SP:Iteration 18Q (7395.350962 sec): 3 clusters Score: Raw -164269.071385 + Penalty 1663.750951 = -162605.320434 nChanged 16 SP:Iteration 19Q (7395.425626 sec): 3 clusters Score: Raw -164277.310407 + Penalty 1663.750951 = -162613.559456 nChanged 15 SP:Iteration 20F (7395.563887 sec): 3 clusters Score: Raw -164285.780402 + Penalty 1663.750951 = -162622.029451 nChanged 15 SP:Iteration 21Q (7395.684338 sec): 3 clusters Score: Raw -164295.463150 + Penalty 1663.750951 = -162631.712200 nChanged 20 SP:Iteration 22Q (7395.799083 sec): 3 clusters Score: Raw -164309.359283 + Penalty 1663.750951 = -162645.608332 nChanged 16 SP:Iteration 23Q (7395.915866 sec): 3 clusters Score: Raw -164317.400584 + Penalty 1663.750951 = -162653.649633 nChanged 10 SP:Iteration 24Q (7396.030657 sec): 3 clusters Score: Raw -164322.423349 + Penalty 1663.750951 = -162658.672399 nChanged 12 SP:Iteration 25Q (7396.131657 sec): 3 clusters Score: Raw -164327.410164 + Penalty 1663.750951 = -162663.659214 nChanged 7 SP:Iteration 26Q (7396.246188 sec): 3 clusters Score: Raw -164330.717761 + Penalty 1663.750951 = -162666.966810 nChanged 8 SP:Iteration 27Q (7396.338203 sec): 3 clusters Score: Raw -164335.455456 + Penalty 1663.750951 = -162671.704506 nChanged 9 SP:Iteration 28Q (7396.451580 sec): 3 clusters Score: Raw -164338.523957 + Penalty 1663.750951 = -162674.773006 nChanged 5 SP:Iteration 29Q (7396.566421 sec): 3 clusters Score: Raw -164341.741534 + Penalty 1663.750951 = -162677.990584 nChanged 6 SP:Iteration 30Q (7396.682811 sec): 3 clusters Score: Raw -164346.155924 + Penalty 1663.750951 = -162682.404973 nChanged 7 SP:Iteration 31Q (7396.795738 sec): 3 clusters Score: Raw -164349.193249 + Penalty 1663.750951 = -162685.442299 nChanged 5 SP:Iteration 32Q (7396.911051 sec): 3 clusters Score: Raw -164350.711984 + Penalty 1663.750951 = -162686.961034 nChanged 2 SP:Iteration 33Q (7397.054632 sec): 3 clusters Score: Raw -164351.428033 + Penalty 1663.750951 = -162687.677083 nChanged 3 SP:Iteration 34Q (7397.125323 sec): 3 clusters Score: Raw -164352.741408 + Penalty 1663.750951 = -162688.990458 nChanged 3 SP:Iteration 35Q (7397.235202 sec): 3 clusters Score: Raw -164353.520683 + Penalty 1663.750951 = -162689.769732 nChanged 3 SP:Iteration 36Q (7397.348369 sec): 3 clusters Score: Raw -164355.652385 + Penalty 1663.750951 = -162691.901434 nChanged 2 SP:Iteration 37Q (7397.441745 sec): 3 clusters Score: Raw -164356.970398 + Penalty 1663.750951 = -162693.219447 nChanged 3 SP:Iteration 38Q (7397.528228 sec): 3 clusters Score: Raw -164358.342793 + Penalty 1663.750951 = -162694.591842 nChanged 5 SP:Iteration 39Q (7397.618946 sec): 3 clusters Score: Raw -164359.879268 + Penalty 1663.750951 = -162696.128318 nChanged 2 SP:Iteration 40F (7397.707922 sec): 3 clusters Score: Raw -164360.160641 + Penalty 1663.750951 = -162696.409691 nChanged 1 SP:Iteration 41Q (7397.797632 sec): 3 clusters Score: Raw -164360.594722 + Penalty 1663.750951 = -162696.843771 nChanged 2 SP:Iteration 42Q (7397.887549 sec): 3 clusters Score: Raw -164361.940128 + Penalty 1663.750951 = -162698.189177 nChanged 2 SP:Iteration 43Q (7397.950531 sec): 3 clusters Score: Raw -164362.937929 + Penalty 1663.750951 = -162699.186978 nChanged 3 SP:Iteration 44Q (7397.975299 sec): 3 clusters Score: Raw -164364.179931 + Penalty 1663.750951 = -162700.428980 nChanged 2 SP:Iteration 45Q (7397.999839 sec): 3 clusters Score: Raw -164364.929414 + Penalty 1663.750951 = -162701.178464 nChanged 0 SP:Iteration 46F (7398.024742 sec): 3 clusters Score: Raw -164364.929414 + Penalty 1663.750951 = -162701.178464 nChanged 0 Trying to split cluster 22 (9845 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7398.128164 sec): 2 clusters Score: Raw -596536.947541 + Penalty 965.445494 = -595571.502047 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7398.276875 sec): 3 clusters Score: Raw -590827.122046 + Penalty 1930.890988 = -588896.231057 nChanged 4300 SP:Iteration 1F (7398.434007 sec): 3 clusters Score: Raw -593412.963933 + Penalty 1930.890988 = -591482.072944 nChanged 630 SP:Iteration 2F (7398.559846 sec): 3 clusters Score: Raw -593746.669612 + Penalty 1930.890988 = -591815.778624 nChanged 607 SP:Iteration 3F (7398.702848 sec): 3 clusters Score: Raw -594063.912241 + Penalty 1930.890988 = -592133.021253 nChanged 544 SP:Iteration 4F (7398.871501 sec): 3 clusters Score: Raw -594340.974181 + Penalty 1930.890988 = -592410.083193 nChanged 502 SP:Iteration 5F (7398.986454 sec): 3 clusters Score: Raw -594587.873620 + Penalty 1930.890988 = -592656.982632 nChanged 450 SP:Iteration 6Q (7399.129781 sec): 3 clusters Score: Raw -594800.136422 + Penalty 1930.890988 = -592869.245434 nChanged 422 SP:Iteration 7Q (7399.253853 sec): 3 clusters Score: Raw -595008.886058 + Penalty 1930.890988 = -593077.995070 nChanged 417 SP:Iteration 8Q (7399.398285 sec): 3 clusters Score: Raw -595222.943089 + Penalty 1930.890988 = -593292.052101 nChanged 395 SP:Iteration 9Q (7399.521756 sec): 3 clusters Score: Raw -595444.814398 + Penalty 1930.890988 = -593513.923410 nChanged 372 SP:Iteration 10Q (7399.665492 sec): 3 clusters Score: Raw -595649.927834 + Penalty 1930.890988 = -593719.036846 nChanged 337 SP:Iteration 11Q (7399.811878 sec): 3 clusters Score: Raw -595855.872852 + Penalty 1930.890988 = -593924.981864 nChanged 279 SP:Iteration 12Q (7399.955012 sec): 3 clusters Score: Raw -596044.816919 + Penalty 1930.890988 = -594113.925931 nChanged 227 SP:Iteration 13Q (7400.024686 sec): 3 clusters Score: Raw -596221.656665 + Penalty 1930.890988 = -594290.765677 nChanged 183 SP:Iteration 14Q (7400.082026 sec): 3 clusters Score: Raw -596351.821605 + Penalty 1930.890988 = -594420.930617 nChanged 133 SP:Iteration 15Q (7400.139694 sec): 3 clusters Score: Raw -596454.560189 + Penalty 1930.890988 = -594523.669201 nChanged 116 SP:Iteration 16Q (7400.202211 sec): 3 clusters Score: Raw -596541.780625 + Penalty 1930.890988 = -594610.889637 nChanged 85 SP:Iteration 17Q (7400.263019 sec): 3 clusters Score: Raw -596588.894715 + Penalty 1930.890988 = -594658.003727 nChanged 57 SP:Iteration 18Q (7400.321158 sec): 3 clusters Score: Raw -596622.730332 + Penalty 1930.890988 = -594691.839344 nChanged 38 SP:Iteration 19Q (7400.370891 sec): 3 clusters Score: Raw -596641.463681 + Penalty 1930.890988 = -594710.572693 nChanged 40 SP:Iteration 20F (7400.423249 sec): 3 clusters Score: Raw -596660.086112 + Penalty 1930.890988 = -594729.195124 nChanged 38 SP:Iteration 21Q (7400.475255 sec): 3 clusters Score: Raw -596682.130544 + Penalty 1930.890988 = -594751.239556 nChanged 22 SP:Iteration 22Q (7400.532342 sec): 3 clusters Score: Raw -596692.137116 + Penalty 1930.890988 = -594761.246128 nChanged 21 SP:Iteration 23Q (7400.656290 sec): 3 clusters Score: Raw -596703.076216 + Penalty 1930.890988 = -594772.185228 nChanged 14 SP:Iteration 24Q (7400.713376 sec): 3 clusters Score: Raw -596709.839661 + Penalty 1930.890988 = -594778.948673 nChanged 17 SP:Iteration 25Q (7400.769687 sec): 3 clusters Score: Raw -596719.591625 + Penalty 1930.890988 = -594788.700636 nChanged 14 SP:Iteration 26Q (7400.909033 sec): 3 clusters Score: Raw -596728.384549 + Penalty 1930.890988 = -594797.493561 nChanged 11 SP:Iteration 27Q (7401.054779 sec): 3 clusters Score: Raw -596736.414453 + Penalty 1930.890988 = -594805.523465 nChanged 15 SP:Iteration 28Q (7401.209638 sec): 3 clusters Score: Raw -596746.918581 + Penalty 1930.890988 = -594816.027592 nChanged 15 SP:Iteration 29Q (7401.327884 sec): 3 clusters Score: Raw -596756.992965 + Penalty 1930.890988 = -594826.101977 nChanged 8 SP:Iteration 30Q (7401.491257 sec): 3 clusters Score: Raw -596761.956116 + Penalty 1930.890988 = -594831.065128 nChanged 7 SP:Iteration 31Q (7401.598284 sec): 3 clusters Score: Raw -596765.312009 + Penalty 1930.890988 = -594834.421021 nChanged 10 SP:Iteration 32Q (7401.762210 sec): 3 clusters Score: Raw -596769.832329 + Penalty 1930.890988 = -594838.941341 nChanged 7 SP:Iteration 33Q (7401.871913 sec): 3 clusters Score: Raw -596775.541019 + Penalty 1930.890988 = -594844.650031 nChanged 7 SP:Iteration 34Q (7402.009430 sec): 3 clusters Score: Raw -596779.142714 + Penalty 1930.890988 = -594848.251726 nChanged 7 SP:Iteration 35Q (7402.159734 sec): 3 clusters Score: Raw -596783.200914 + Penalty 1930.890988 = -594852.309926 nChanged 6 SP:Iteration 36Q (7402.268852 sec): 3 clusters Score: Raw -596785.866759 + Penalty 1930.890988 = -594854.975771 nChanged 5 SP:Iteration 37Q (7402.404321 sec): 3 clusters Score: Raw -596789.004372 + Penalty 1930.890988 = -594858.113383 nChanged 2 SP:Iteration 38Q (7402.553554 sec): 3 clusters Score: Raw -596790.232287 + Penalty 1930.890988 = -594859.341298 nChanged 4 SP:Iteration 39Q (7402.680244 sec): 3 clusters Score: Raw -596791.666378 + Penalty 1930.890988 = -594860.775390 nChanged 3 SP:Iteration 40F (7402.739020 sec): 3 clusters Score: Raw -596793.095131 + Penalty 1930.890988 = -594862.204142 nChanged 2 SP:Iteration 41Q (7402.793732 sec): 3 clusters Score: Raw -596793.528949 + Penalty 1930.890988 = -594862.637961 nChanged 1 SP:Iteration 42Q (7402.849244 sec): 3 clusters Score: Raw -596793.851145 + Penalty 1930.890988 = -594862.960157 nChanged 2 SP:Iteration 43Q (7402.905923 sec): 3 clusters Score: Raw -596794.597921 + Penalty 1930.890988 = -594863.706933 nChanged 2 SP:Iteration 44Q (7402.965914 sec): 3 clusters Score: Raw -596795.663872 + Penalty 1930.890988 = -594864.772884 nChanged 3 SP:Iteration 45Q (7403.025726 sec): 3 clusters Score: Raw -596796.259469 + Penalty 1930.890988 = -594865.368481 nChanged 0 SP:Iteration 46F (7403.088762 sec): 3 clusters Score: Raw -596796.259469 + Penalty 1930.890988 = -594865.368481 nChanged 0 Iteration 179Q (7404.302694 sec): 23 clusters Score: Raw -4232366.372032 + Penalty 26019.816055 = -4206346.555977 nChanged 49 Iteration 180F (7406.459170 sec): 23 clusters Score: Raw -4232373.353203 + Penalty 26019.816055 = -4206353.537148 nChanged 55 Iteration 181Q (7407.588498 sec): 23 clusters Score: Raw -4232381.148062 + Penalty 26019.816055 = -4206361.332007 nChanged 52 Iteration 182Q (7408.713859 sec): 23 clusters Score: Raw -4232387.125459 + Penalty 26019.816055 = -4206367.309404 nChanged 41 Iteration 183Q (7409.859634 sec): 23 clusters Score: Raw -4232391.561371 + Penalty 26019.816055 = -4206371.745317 nChanged 29 Iteration 184Q (7411.043243 sec): 23 clusters Score: Raw -4232394.736104 + Penalty 26019.816055 = -4206374.920049 nChanged 23 Iteration 185Q (7412.188231 sec): 23 clusters Score: Raw -4232397.828876 + Penalty 26019.816055 = -4206378.012821 nChanged 21 Iteration 186Q (7413.237473 sec): 23 clusters Score: Raw -4232400.416795 + Penalty 26019.816055 = -4206380.600741 nChanged 24 Iteration 187Q (7414.253163 sec): 23 clusters Score: Raw -4232403.879995 + Penalty 26019.816055 = -4206384.063940 nChanged 27 Iteration 188Q (7415.269133 sec): 23 clusters Score: Raw -4232407.794078 + Penalty 26019.816055 = -4206387.978023 nChanged 28 Iteration 189Q (7416.284793 sec): 23 clusters Score: Raw -4232410.533303 + Penalty 26019.816055 = -4206390.717248 nChanged 23 Iteration 190Q (7418.188377 sec): 23 clusters Score: Raw -4232413.021055 + Penalty 26019.816055 = -4206393.205000 nChanged 22 Iteration 191Q (7419.221421 sec): 23 clusters Score: Raw -4232414.883907 + Penalty 26019.816055 = -4206395.067852 nChanged 12 Iteration 192Q (7420.202792 sec): 23 clusters Score: Raw -4232416.324902 + Penalty 26019.816055 = -4206396.508847 nChanged 12 Iteration 193Q (7421.214652 sec): 23 clusters Score: Raw -4232418.182217 + Penalty 26019.816055 = -4206398.366163 nChanged 8 Iteration 194Q (7422.235468 sec): 23 clusters Score: Raw -4232419.204959 + Penalty 26019.816055 = -4206399.388904 nChanged 4 Iteration 195Q (7423.248412 sec): 23 clusters Score: Raw -4232419.767383 + Penalty 26019.816055 = -4206399.951328 nChanged 5 Iteration 196Q (7424.262781 sec): 23 clusters Score: Raw -4232420.224183 + Penalty 26019.816055 = -4206400.408128 nChanged 3 Iteration 197Q (7425.274499 sec): 23 clusters Score: Raw -4232420.436476 + Penalty 26019.816055 = -4206400.620421 nChanged 2 Iteration 198Q (7426.227002 sec): 23 clusters Score: Raw -4232420.546642 + Penalty 26019.816055 = -4206400.730587 nChanged 2 Iteration 199Q (7427.211362 sec): 23 clusters Score: Raw -4232420.667310 + Penalty 26019.816055 = -4206400.851255 nChanged 3 Iteration 200F (7428.977217 sec): 23 clusters Score: Raw -4232420.774269 + Penalty 26019.816055 = -4206400.958214 nChanged 1 Iteration 201Q (7430.007904 sec): 23 clusters Score: Raw -4232420.819353 + Penalty 26019.816055 = -4206401.003298 nChanged 2 Iteration 202Q (7431.019059 sec): 23 clusters Score: Raw -4232420.863210 + Penalty 26019.816055 = -4206401.047155 nChanged 1 Iteration 203Q (7432.036610 sec): 23 clusters Score: Raw -4232420.925920 + Penalty 26019.816055 = -4206401.109865 nChanged 0 Iteration 204F (7433.802771 sec): 23 clusters Score: Raw -4232420.925920 + Penalty 26019.816055 = -4206401.109865 nChanged 0 Compute initial score before splitting: Score: Raw -4232420.925920 + Penalty 26019.816055 = -4206401.109865 Trying to split cluster 1 (989 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7433.866641 sec): 2 clusters Score: Raw -53960.792841 + Penalty 724.152905 = -53236.639936 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7433.876232 sec): 3 clusters Score: Raw -53570.663521 + Penalty 1448.305810 = -52122.357712 nChanged 345 SP:Iteration 1F (7433.885286 sec): 3 clusters Score: Raw -53826.102420 + Penalty 1448.305810 = -52377.796611 nChanged 76 SP:Iteration 2F (7433.894245 sec): 3 clusters Score: Raw -53909.648704 + Penalty 1448.305810 = -52461.342894 nChanged 53 SP:Iteration 3F (7433.904446 sec): 3 clusters Score: Raw -53947.388473 + Penalty 1448.305810 = -52499.082663 nChanged 26 SP:Iteration 4Q (7433.913563 sec): 3 clusters Score: Raw -53964.392138 + Penalty 1448.305810 = -52516.086328 nChanged 10 SP:Iteration 5Q (7433.922620 sec): 3 clusters Score: Raw -53972.049313 + Penalty 1448.305810 = -52523.743504 nChanged 5 SP:Iteration 6Q (7433.931715 sec): 3 clusters Score: Raw -53975.850895 + Penalty 1448.305810 = -52527.545086 nChanged 6 SP:Iteration 7Q (7433.942575 sec): 3 clusters Score: Raw -53980.652602 + Penalty 1448.305810 = -52532.346792 nChanged 5 SP:Iteration 8Q (7433.953349 sec): 3 clusters Score: Raw -53984.033260 + Penalty 1448.305810 = -52535.727451 nChanged 6 SP:Iteration 9Q (7433.964132 sec): 3 clusters Score: Raw -53989.573691 + Penalty 1448.305810 = -52541.267881 nChanged 12 SP:Iteration 10Q (7433.974850 sec): 3 clusters Score: Raw -53999.980441 + Penalty 1448.305810 = -52551.674632 nChanged 9 SP:Iteration 11Q (7433.985633 sec): 3 clusters Score: Raw -54006.264899 + Penalty 1448.305810 = -52557.959090 nChanged 9 SP:Iteration 12Q (7433.996418 sec): 3 clusters Score: Raw -54011.182085 + Penalty 1448.305810 = -52562.876275 nChanged 6 SP:Iteration 13Q (7434.007199 sec): 3 clusters Score: Raw -54016.054668 + Penalty 1448.305810 = -52567.748859 nChanged 6 SP:Iteration 14Q (7434.127802 sec): 3 clusters Score: Raw -54018.731780 + Penalty 1448.305810 = -52570.425971 nChanged 3 SP:Iteration 15Q (7434.216773 sec): 3 clusters Score: Raw -54020.599508 + Penalty 1448.305810 = -52572.293699 nChanged 2 SP:Iteration 16Q (7434.313385 sec): 3 clusters Score: Raw -54022.489016 + Penalty 1448.305810 = -52574.183206 nChanged 3 SP:Iteration 17Q (7434.403905 sec): 3 clusters Score: Raw -54024.215203 + Penalty 1448.305810 = -52575.909394 nChanged 2 SP:Iteration 18Q (7434.495064 sec): 3 clusters Score: Raw -54025.298585 + Penalty 1448.305810 = -52576.992775 nChanged 2 SP:Iteration 19Q (7434.607410 sec): 3 clusters Score: Raw -54026.111515 + Penalty 1448.305810 = -52577.805705 nChanged 1 SP:Iteration 20F (7434.727999 sec): 3 clusters Score: Raw -54026.683478 + Penalty 1448.305810 = -52578.377669 nChanged 2 SP:Iteration 21Q (7434.828957 sec): 3 clusters Score: Raw -54027.627828 + Penalty 1448.305810 = -52579.322018 nChanged 1 SP:Iteration 22Q (7434.911178 sec): 3 clusters Score: Raw -54028.684581 + Penalty 1448.305810 = -52580.378771 nChanged 1 SP:Iteration 23Q (7434.997815 sec): 3 clusters Score: Raw -54031.226279 + Penalty 1448.305810 = -52582.920469 nChanged 2 SP:Iteration 24Q (7435.109640 sec): 3 clusters Score: Raw -54031.616252 + Penalty 1448.305810 = -52583.310442 nChanged 0 SP:Iteration 25F (7435.203848 sec): 3 clusters Score: Raw -54031.616252 + Penalty 1448.305810 = -52583.310442 nChanged 0 Trying to split cluster 2 (3323 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7435.268429 sec): 2 clusters Score: Raw -175971.167714 + Penalty 851.405443 = -175119.762271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7435.415427 sec): 3 clusters Score: Raw -174294.775582 + Penalty 1702.810886 = -172591.964695 nChanged 1384 SP:Iteration 1F (7435.549777 sec): 3 clusters Score: Raw -175127.071342 + Penalty 1702.810886 = -173424.260455 nChanged 296 SP:Iteration 2F (7435.661994 sec): 3 clusters Score: Raw -175356.027081 + Penalty 1702.810886 = -173653.216194 nChanged 265 SP:Iteration 3F (7435.743805 sec): 3 clusters Score: Raw -175590.570501 + Penalty 1702.810886 = -173887.759615 nChanged 254 SP:Iteration 4F (7435.789604 sec): 3 clusters Score: Raw -175848.845538 + Penalty 1702.810886 = -174146.034652 nChanged 213 SP:Iteration 5F (7435.819811 sec): 3 clusters Score: Raw -176051.204497 + Penalty 1702.810886 = -174348.393610 nChanged 170 SP:Iteration 6F (7435.855211 sec): 3 clusters Score: Raw -176209.647873 + Penalty 1702.810886 = -174506.836987 nChanged 129 SP:Iteration 7Q (7435.884824 sec): 3 clusters Score: Raw -176327.341689 + Penalty 1702.810886 = -174624.530802 nChanged 126 SP:Iteration 8Q (7435.914388 sec): 3 clusters Score: Raw -176442.491225 + Penalty 1702.810886 = -174739.680339 nChanged 101 SP:Iteration 9Q (7435.942536 sec): 3 clusters Score: Raw -176554.112336 + Penalty 1702.810886 = -174851.301450 nChanged 95 SP:Iteration 10Q (7435.972023 sec): 3 clusters Score: Raw -176643.297882 + Penalty 1702.810886 = -174940.486996 nChanged 76 SP:Iteration 11Q (7436.001441 sec): 3 clusters Score: Raw -176696.937440 + Penalty 1702.810886 = -174994.126553 nChanged 64 SP:Iteration 12Q (7436.030928 sec): 3 clusters Score: Raw -176739.857416 + Penalty 1702.810886 = -175037.046530 nChanged 56 SP:Iteration 13Q (7436.060297 sec): 3 clusters Score: Raw -176781.528560 + Penalty 1702.810886 = -175078.717673 nChanged 57 SP:Iteration 14Q (7436.089631 sec): 3 clusters Score: Raw -176838.933480 + Penalty 1702.810886 = -175136.122594 nChanged 54 SP:Iteration 15Q (7436.118898 sec): 3 clusters Score: Raw -176883.939406 + Penalty 1702.810886 = -175181.128520 nChanged 54 SP:Iteration 16Q (7436.148246 sec): 3 clusters Score: Raw -176917.496333 + Penalty 1702.810886 = -175214.685446 nChanged 47 SP:Iteration 17Q (7436.177512 sec): 3 clusters Score: Raw -176940.975614 + Penalty 1702.810886 = -175238.164727 nChanged 35 SP:Iteration 18Q (7436.282008 sec): 3 clusters Score: Raw -176958.103976 + Penalty 1702.810886 = -175255.293089 nChanged 36 SP:Iteration 19Q (7436.398362 sec): 3 clusters Score: Raw -176978.151157 + Penalty 1702.810886 = -175275.340271 nChanged 31 SP:Iteration 20F (7436.519241 sec): 3 clusters Score: Raw -176988.833577 + Penalty 1702.810886 = -175286.022690 nChanged 20 SP:Iteration 21Q (7436.628819 sec): 3 clusters Score: Raw -176994.385598 + Penalty 1702.810886 = -175291.574712 nChanged 10 SP:Iteration 22Q (7436.722137 sec): 3 clusters Score: Raw -176996.579958 + Penalty 1702.810886 = -175293.769072 nChanged 6 SP:Iteration 23Q (7436.816464 sec): 3 clusters Score: Raw -176998.224719 + Penalty 1702.810886 = -175295.413833 nChanged 7 SP:Iteration 24Q (7436.908921 sec): 3 clusters Score: Raw -177000.038906 + Penalty 1702.810886 = -175297.228020 nChanged 3 SP:Iteration 25Q (7437.010816 sec): 3 clusters Score: Raw -177000.602496 + Penalty 1702.810886 = -175297.791609 nChanged 0 SP:Iteration 26F (7437.112690 sec): 3 clusters Score: Raw -177000.602496 + Penalty 1702.810886 = -175297.791609 nChanged 0 Score: Raw -4233450.360701 + Penalty 27202.534966 = -4206247.825735 Splitting cluster 2 changes total score from -4206401.109865 to -4206247.825735 So it's not getting split. Trying to split cluster 3 (1190 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7439.209290 sec): 2 clusters Score: Raw -48606.354933 + Penalty 743.579402 = -47862.775532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7439.220353 sec): 3 clusters Score: Raw -48155.779675 + Penalty 1487.158803 = -46668.620872 nChanged 446 SP:Iteration 1F (7439.230745 sec): 3 clusters Score: Raw -48653.778337 + Penalty 1487.158803 = -47166.619534 nChanged 127 SP:Iteration 2F (7439.241176 sec): 3 clusters Score: Raw -48940.021162 + Penalty 1487.158803 = -47452.862358 nChanged 97 SP:Iteration 3F (7439.251951 sec): 3 clusters Score: Raw -49094.608335 + Penalty 1487.158803 = -47607.449532 nChanged 68 SP:Iteration 4F (7439.262628 sec): 3 clusters Score: Raw -49191.428048 + Penalty 1487.158803 = -47704.269245 nChanged 49 SP:Iteration 5Q (7439.273254 sec): 3 clusters Score: Raw -49263.727397 + Penalty 1487.158803 = -47776.568594 nChanged 32 SP:Iteration 6Q (7439.283845 sec): 3 clusters Score: Raw -49311.171814 + Penalty 1487.158803 = -47824.013011 nChanged 20 SP:Iteration 7Q (7439.294339 sec): 3 clusters Score: Raw -49339.770056 + Penalty 1487.158803 = -47852.611253 nChanged 14 SP:Iteration 8Q (7439.304829 sec): 3 clusters Score: Raw -49354.185420 + Penalty 1487.158803 = -47867.026617 nChanged 7 SP:Iteration 9Q (7439.315408 sec): 3 clusters Score: Raw -49358.887405 + Penalty 1487.158803 = -47871.728602 nChanged 5 SP:Iteration 10Q (7439.326911 sec): 3 clusters Score: Raw -49362.534490 + Penalty 1487.158803 = -47875.375687 nChanged 7 SP:Iteration 11Q (7439.337389 sec): 3 clusters Score: Raw -49369.366730 + Penalty 1487.158803 = -47882.207926 nChanged 5 SP:Iteration 12Q (7439.347837 sec): 3 clusters Score: Raw -49373.474140 + Penalty 1487.158803 = -47886.315337 nChanged 3 SP:Iteration 13Q (7439.358257 sec): 3 clusters Score: Raw -49376.514292 + Penalty 1487.158803 = -47889.355489 nChanged 3 SP:Iteration 14Q (7439.368681 sec): 3 clusters Score: Raw -49379.609629 + Penalty 1487.158803 = -47892.450826 nChanged 1 SP:Iteration 15Q (7439.378845 sec): 3 clusters Score: Raw -49380.092461 + Penalty 1487.158803 = -47892.933657 nChanged 0 SP:Iteration 16F (7439.389343 sec): 3 clusters Score: Raw -49380.092461 + Penalty 1487.158803 = -47892.933657 nChanged 0 Score: Raw -4233194.663447 + Penalty 27202.534966 = -4205992.128480 Splitting cluster 3 changes total score from -4206401.109865 to -4205992.128480 So it's not getting split. Trying to split cluster 4 (4566 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7441.250651 sec): 2 clusters Score: Raw -277003.151477 + Penalty 884.771247 = -276118.380230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7441.368903 sec): 3 clusters Score: Raw -274459.488154 + Penalty 1769.542494 = -272689.945661 nChanged 1955 SP:Iteration 1F (7441.473557 sec): 3 clusters Score: Raw -275548.947641 + Penalty 1769.542494 = -273779.405147 nChanged 382 SP:Iteration 2F (7441.594067 sec): 3 clusters Score: Raw -275759.519560 + Penalty 1769.542494 = -273989.977067 nChanged 285 SP:Iteration 3F (7441.702030 sec): 3 clusters Score: Raw -275910.589710 + Penalty 1769.542494 = -274141.047217 nChanged 229 SP:Iteration 4F (7441.819291 sec): 3 clusters Score: Raw -276016.693376 + Penalty 1769.542494 = -274247.150883 nChanged 180 SP:Iteration 5Q (7441.936608 sec): 3 clusters Score: Raw -276105.108749 + Penalty 1769.542494 = -274335.566256 nChanged 163 SP:Iteration 6Q (7442.046797 sec): 3 clusters Score: Raw -276180.571660 + Penalty 1769.542494 = -274411.029166 nChanged 152 SP:Iteration 7Q (7442.166414 sec): 3 clusters Score: Raw -276246.581362 + Penalty 1769.542494 = -274477.038868 nChanged 128 SP:Iteration 8Q (7442.283582 sec): 3 clusters Score: Raw -276308.801813 + Penalty 1769.542494 = -274539.259319 nChanged 124 SP:Iteration 9Q (7442.400813 sec): 3 clusters Score: Raw -276368.658418 + Penalty 1769.542494 = -274599.115924 nChanged 115 SP:Iteration 10Q (7442.510452 sec): 3 clusters Score: Raw -276428.966125 + Penalty 1769.542494 = -274659.423631 nChanged 121 SP:Iteration 11Q (7442.631411 sec): 3 clusters Score: Raw -276486.831409 + Penalty 1769.542494 = -274717.288915 nChanged 122 SP:Iteration 12Q (7442.749721 sec): 3 clusters Score: Raw -276546.443828 + Penalty 1769.542494 = -274776.901334 nChanged 107 SP:Iteration 13Q (7442.865408 sec): 3 clusters Score: Raw -276599.573310 + Penalty 1769.542494 = -274830.030816 nChanged 95 SP:Iteration 14Q (7442.975363 sec): 3 clusters Score: Raw -276640.987596 + Penalty 1769.542494 = -274871.445102 nChanged 79 SP:Iteration 15Q (7443.092957 sec): 3 clusters Score: Raw -276679.564210 + Penalty 1769.542494 = -274910.021716 nChanged 84 SP:Iteration 16Q (7443.201544 sec): 3 clusters Score: Raw -276721.655182 + Penalty 1769.542494 = -274952.112688 nChanged 74 SP:Iteration 17Q (7443.311154 sec): 3 clusters Score: Raw -276766.515007 + Penalty 1769.542494 = -274996.972514 nChanged 83 SP:Iteration 18Q (7443.405538 sec): 3 clusters Score: Raw -276804.018305 + Penalty 1769.542494 = -275034.475811 nChanged 67 SP:Iteration 19Q (7443.521362 sec): 3 clusters Score: Raw -276831.009145 + Penalty 1769.542494 = -275061.466652 nChanged 67 SP:Iteration 20F (7443.597697 sec): 3 clusters Score: Raw -276866.936163 + Penalty 1769.542494 = -275097.393669 nChanged 57 SP:Iteration 21Q (7443.635473 sec): 3 clusters Score: Raw -276890.977633 + Penalty 1769.542494 = -275121.435139 nChanged 51 SP:Iteration 22Q (7443.674278 sec): 3 clusters Score: Raw -276915.365189 + Penalty 1769.542494 = -275145.822695 nChanged 56 SP:Iteration 23Q (7443.791315 sec): 3 clusters Score: Raw -276940.368344 + Penalty 1769.542494 = -275170.825851 nChanged 54 SP:Iteration 24Q (7443.907349 sec): 3 clusters Score: Raw -276967.134480 + Penalty 1769.542494 = -275197.591987 nChanged 57 SP:Iteration 25Q (7444.023427 sec): 3 clusters Score: Raw -276997.469039 + Penalty 1769.542494 = -275227.926545 nChanged 47 SP:Iteration 26Q (7444.138976 sec): 3 clusters Score: Raw -277020.695877 + Penalty 1769.542494 = -275251.153383 nChanged 40 SP:Iteration 27Q (7444.254628 sec): 3 clusters Score: Raw -277037.824226 + Penalty 1769.542494 = -275268.281732 nChanged 27 SP:Iteration 28Q (7444.343902 sec): 3 clusters Score: Raw -277051.344038 + Penalty 1769.542494 = -275281.801544 nChanged 29 SP:Iteration 29Q (7444.381278 sec): 3 clusters Score: Raw -277066.863240 + Penalty 1769.542494 = -275297.320746 nChanged 27 SP:Iteration 30Q (7444.499678 sec): 3 clusters Score: Raw -277078.640010 + Penalty 1769.542494 = -275309.097517 nChanged 23 SP:Iteration 31Q (7444.620191 sec): 3 clusters Score: Raw -277092.839264 + Penalty 1769.542494 = -275323.296770 nChanged 29 SP:Iteration 32Q (7444.710235 sec): 3 clusters Score: Raw -277112.192255 + Penalty 1769.542494 = -275342.649761 nChanged 26 SP:Iteration 33Q (7444.805361 sec): 3 clusters Score: Raw -277127.633172 + Penalty 1769.542494 = -275358.090678 nChanged 25 SP:Iteration 34Q (7444.918192 sec): 3 clusters Score: Raw -277143.130854 + Penalty 1769.542494 = -275373.588361 nChanged 18 SP:Iteration 35Q (7445.027494 sec): 3 clusters Score: Raw -277152.955314 + Penalty 1769.542494 = -275383.412820 nChanged 12 SP:Iteration 36Q (7445.136553 sec): 3 clusters Score: Raw -277159.018500 + Penalty 1769.542494 = -275389.476006 nChanged 8 SP:Iteration 37Q (7445.246227 sec): 3 clusters Score: Raw -277161.833867 + Penalty 1769.542494 = -275392.291373 nChanged 7 SP:Iteration 38Q (7445.357185 sec): 3 clusters Score: Raw -277165.119634 + Penalty 1769.542494 = -275395.577140 nChanged 6 SP:Iteration 39Q (7445.493384 sec): 3 clusters Score: Raw -277168.033645 + Penalty 1769.542494 = -275398.491151 nChanged 4 SP:Iteration 40F (7445.588345 sec): 3 clusters Score: Raw -277170.426063 + Penalty 1769.542494 = -275400.883570 nChanged 10 SP:Iteration 41Q (7445.711407 sec): 3 clusters Score: Raw -277176.264549 + Penalty 1769.542494 = -275406.722055 nChanged 6 SP:Iteration 42Q (7445.827788 sec): 3 clusters Score: Raw -277179.901921 + Penalty 1769.542494 = -275410.359428 nChanged 4 SP:Iteration 43Q (7445.937655 sec): 3 clusters Score: Raw -277181.975062 + Penalty 1769.542494 = -275412.432568 nChanged 2 SP:Iteration 44Q (7446.028767 sec): 3 clusters Score: Raw -277183.250453 + Penalty 1769.542494 = -275413.707959 nChanged 1 SP:Iteration 45Q (7446.145034 sec): 3 clusters Score: Raw -277183.858055 + Penalty 1769.542494 = -275414.315561 nChanged 2 SP:Iteration 46Q (7446.257987 sec): 3 clusters Score: Raw -277184.890002 + Penalty 1769.542494 = -275415.347508 nChanged 1 SP:Iteration 47Q (7446.399981 sec): 3 clusters Score: Raw -277185.145935 + Penalty 1769.542494 = -275415.603441 nChanged 1 SP:Iteration 48Q (7446.470437 sec): 3 clusters Score: Raw -277185.601605 + Penalty 1769.542494 = -275416.059111 nChanged 2 SP:Iteration 49Q (7446.581331 sec): 3 clusters Score: Raw -277186.543863 + Penalty 1769.542494 = -275417.001369 nChanged 1 SP:Iteration 50Q (7446.699660 sec): 3 clusters Score: Raw -277187.030300 + Penalty 1769.542494 = -275417.487806 nChanged 1 SP:Iteration 51Q (7446.799476 sec): 3 clusters Score: Raw -277187.836289 + Penalty 1769.542494 = -275418.293795 nChanged 0 SP:Iteration 52F (7446.837875 sec): 3 clusters Score: Raw -277187.836289 + Penalty 1769.542494 = -275418.293795 nChanged 0 Trying to split cluster 5 (839 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7446.895007 sec): 2 clusters Score: Raw -41005.812592 + Penalty 706.882124 = -40298.930468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7446.951129 sec): 3 clusters Score: Raw -40705.178106 + Penalty 1413.764248 = -39291.413857 nChanged 263 SP:Iteration 1F (7446.960842 sec): 3 clusters Score: Raw -40920.024715 + Penalty 1413.764248 = -39506.260467 nChanged 64 SP:Iteration 2F (7446.970518 sec): 3 clusters Score: Raw -40983.823300 + Penalty 1413.764248 = -39570.059052 nChanged 42 SP:Iteration 3F (7446.980203 sec): 3 clusters Score: Raw -41017.761266 + Penalty 1413.764248 = -39603.997018 nChanged 29 SP:Iteration 4Q (7446.989963 sec): 3 clusters Score: Raw -41044.212595 + Penalty 1413.764248 = -39630.448347 nChanged 25 SP:Iteration 5Q (7446.999744 sec): 3 clusters Score: Raw -41066.687260 + Penalty 1413.764248 = -39652.923012 nChanged 21 SP:Iteration 6Q (7447.009480 sec): 3 clusters Score: Raw -41083.032217 + Penalty 1413.764248 = -39669.267969 nChanged 9 SP:Iteration 7Q (7447.099065 sec): 3 clusters Score: Raw -41088.783981 + Penalty 1413.764248 = -39675.019732 nChanged 12 SP:Iteration 8Q (7447.192130 sec): 3 clusters Score: Raw -41095.875866 + Penalty 1413.764248 = -39682.111618 nChanged 9 SP:Iteration 9Q (7447.318261 sec): 3 clusters Score: Raw -41103.056594 + Penalty 1413.764248 = -39689.292345 nChanged 7 SP:Iteration 10Q (7447.414454 sec): 3 clusters Score: Raw -41113.652594 + Penalty 1413.764248 = -39699.888345 nChanged 11 SP:Iteration 11Q (7447.513038 sec): 3 clusters Score: Raw -41126.935470 + Penalty 1413.764248 = -39713.171222 nChanged 12 SP:Iteration 12Q (7447.600088 sec): 3 clusters Score: Raw -41138.617212 + Penalty 1413.764248 = -39724.852963 nChanged 7 SP:Iteration 13Q (7447.710986 sec): 3 clusters Score: Raw -41148.388050 + Penalty 1413.764248 = -39734.623802 nChanged 4 SP:Iteration 14Q (7447.787768 sec): 3 clusters Score: Raw -41150.805559 + Penalty 1413.764248 = -39737.041311 nChanged 3 SP:Iteration 15Q (7447.870660 sec): 3 clusters Score: Raw -41152.710262 + Penalty 1413.764248 = -39738.946014 nChanged 2 SP:Iteration 16Q (7447.957592 sec): 3 clusters Score: Raw -41153.771366 + Penalty 1413.764248 = -39740.007118 nChanged 1 SP:Iteration 17Q (7448.044514 sec): 3 clusters Score: Raw -41156.103205 + Penalty 1413.764248 = -39742.338957 nChanged 3 SP:Iteration 18Q (7448.131586 sec): 3 clusters Score: Raw -41157.558757 + Penalty 1413.764248 = -39743.794509 nChanged 2 SP:Iteration 19Q (7448.219149 sec): 3 clusters Score: Raw -41158.803064 + Penalty 1413.764248 = -39745.038816 nChanged 1 SP:Iteration 20F (7448.306722 sec): 3 clusters Score: Raw -41160.412510 + Penalty 1413.764248 = -39746.648262 nChanged 0 Trying to split cluster 6 (4250 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7448.366354 sec): 2 clusters Score: Raw -217388.017340 + Penalty 877.240798 = -216510.776542 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7448.501398 sec): 3 clusters Score: Raw -215078.325292 + Penalty 1754.481595 = -213323.843697 nChanged 1789 SP:Iteration 1F (7448.605415 sec): 3 clusters Score: Raw -216295.284759 + Penalty 1754.481595 = -214540.803164 nChanged 433 SP:Iteration 2F (7448.706232 sec): 3 clusters Score: Raw -216764.424939 + Penalty 1754.481595 = -215009.943344 nChanged 386 SP:Iteration 3F (7448.819723 sec): 3 clusters Score: Raw -217147.270601 + Penalty 1754.481595 = -215392.789006 nChanged 318 SP:Iteration 4F (7448.935735 sec): 3 clusters Score: Raw -217398.218710 + Penalty 1754.481595 = -215643.737115 nChanged 233 SP:Iteration 5F (7449.050758 sec): 3 clusters Score: Raw -217540.170359 + Penalty 1754.481595 = -215785.688764 nChanged 169 SP:Iteration 6Q (7449.188517 sec): 3 clusters Score: Raw -217638.245552 + Penalty 1754.481595 = -215883.763957 nChanged 125 SP:Iteration 7Q (7449.278708 sec): 3 clusters Score: Raw -217707.752539 + Penalty 1754.481595 = -215953.270944 nChanged 106 SP:Iteration 8Q (7449.352685 sec): 3 clusters Score: Raw -217786.882097 + Penalty 1754.481595 = -216032.400502 nChanged 105 SP:Iteration 9Q (7449.388795 sec): 3 clusters Score: Raw -217861.708153 + Penalty 1754.481595 = -216107.226558 nChanged 91 SP:Iteration 10Q (7449.425142 sec): 3 clusters Score: Raw -217907.491568 + Penalty 1754.481595 = -216153.009973 nChanged 56 SP:Iteration 11Q (7449.461158 sec): 3 clusters Score: Raw -217927.676569 + Penalty 1754.481595 = -216173.194974 nChanged 32 SP:Iteration 12Q (7449.497222 sec): 3 clusters Score: Raw -217936.663543 + Penalty 1754.481595 = -216182.181948 nChanged 30 SP:Iteration 13Q (7449.533166 sec): 3 clusters Score: Raw -217944.654122 + Penalty 1754.481595 = -216190.172527 nChanged 23 SP:Iteration 14Q (7449.570656 sec): 3 clusters Score: Raw -217950.568530 + Penalty 1754.481595 = -216196.086935 nChanged 24 SP:Iteration 15Q (7449.690774 sec): 3 clusters Score: Raw -217956.924782 + Penalty 1754.481595 = -216202.443187 nChanged 22 SP:Iteration 16Q (7449.847302 sec): 3 clusters Score: Raw -217962.041305 + Penalty 1754.481595 = -216207.559710 nChanged 12 SP:Iteration 17Q (7449.959936 sec): 3 clusters Score: Raw -217964.467998 + Penalty 1754.481595 = -216209.986403 nChanged 5 SP:Iteration 18Q (7450.082052 sec): 3 clusters Score: Raw -217965.262870 + Penalty 1754.481595 = -216210.781275 nChanged 1 SP:Iteration 19Q (7450.192429 sec): 3 clusters Score: Raw -217965.428263 + Penalty 1754.481595 = -216210.946668 nChanged 2 SP:Iteration 20F (7450.302617 sec): 3 clusters Score: Raw -217965.606015 + Penalty 1754.481595 = -216211.124420 nChanged 1 SP:Iteration 21Q (7450.418952 sec): 3 clusters Score: Raw -217965.658492 + Penalty 1754.481595 = -216211.176897 nChanged 1 SP:Iteration 22Q (7450.536430 sec): 3 clusters Score: Raw -217965.875365 + Penalty 1754.481595 = -216211.393770 nChanged 2 SP:Iteration 23Q (7450.650030 sec): 3 clusters Score: Raw -217966.191128 + Penalty 1754.481595 = -216211.709533 nChanged 1 SP:Iteration 24Q (7450.757338 sec): 3 clusters Score: Raw -217966.281971 + Penalty 1754.481595 = -216211.800376 nChanged 1 SP:Iteration 25Q (7450.866680 sec): 3 clusters Score: Raw -217966.421573 + Penalty 1754.481595 = -216211.939978 nChanged 3 SP:Iteration 26Q (7450.976396 sec): 3 clusters Score: Raw -217966.695011 + Penalty 1754.481595 = -216212.213416 nChanged 2 SP:Iteration 27Q (7451.086592 sec): 3 clusters Score: Raw -217966.830004 + Penalty 1754.481595 = -216212.348409 nChanged 1 SP:Iteration 28Q (7451.197025 sec): 3 clusters Score: Raw -217966.865466 + Penalty 1754.481595 = -216212.383871 nChanged 0 SP:Iteration 29F (7451.312457 sec): 3 clusters Score: Raw -217966.865466 + Penalty 1754.481595 = -216212.383871 nChanged 0 Trying to split cluster 7 (1974 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7451.399728 sec): 2 clusters Score: Raw -87809.033781 + Penalty 796.720808 = -87012.312973 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7451.480912 sec): 3 clusters Score: Raw -86911.253818 + Penalty 1593.441616 = -85317.812202 nChanged 735 SP:Iteration 1F (7451.592307 sec): 3 clusters Score: Raw -87412.650198 + Penalty 1593.441616 = -85819.208582 nChanged 168 SP:Iteration 2F (7451.718440 sec): 3 clusters Score: Raw -87517.307051 + Penalty 1593.441616 = -85923.865435 nChanged 109 SP:Iteration 3F (7451.795494 sec): 3 clusters Score: Raw -87598.836094 + Penalty 1593.441616 = -86005.394478 nChanged 109 SP:Iteration 4F (7451.915347 sec): 3 clusters Score: Raw -87679.053828 + Penalty 1593.441616 = -86085.612211 nChanged 100 SP:Iteration 5F (7451.995254 sec): 3 clusters Score: Raw -87752.110845 + Penalty 1593.441616 = -86158.669229 nChanged 68 SP:Iteration 6Q (7452.101657 sec): 3 clusters Score: Raw -87812.648058 + Penalty 1593.441616 = -86219.206441 nChanged 66 SP:Iteration 7Q (7452.208052 sec): 3 clusters Score: Raw -87876.500841 + Penalty 1593.441616 = -86283.059225 nChanged 87 SP:Iteration 8Q (7452.311421 sec): 3 clusters Score: Raw -87949.883265 + Penalty 1593.441616 = -86356.441648 nChanged 71 SP:Iteration 9Q (7452.418110 sec): 3 clusters Score: Raw -87997.585295 + Penalty 1593.441616 = -86404.143679 nChanged 50 SP:Iteration 10Q (7452.524146 sec): 3 clusters Score: Raw -88028.568246 + Penalty 1593.441616 = -86435.126629 nChanged 31 SP:Iteration 11Q (7452.628852 sec): 3 clusters Score: Raw -88043.981123 + Penalty 1593.441616 = -86450.539506 nChanged 23 SP:Iteration 12Q (7452.722881 sec): 3 clusters Score: Raw -88058.467962 + Penalty 1593.441616 = -86465.026345 nChanged 17 SP:Iteration 13Q (7452.741788 sec): 3 clusters Score: Raw -88069.919303 + Penalty 1593.441616 = -86476.477687 nChanged 17 SP:Iteration 14Q (7452.760443 sec): 3 clusters Score: Raw -88082.750716 + Penalty 1593.441616 = -86489.309099 nChanged 14 SP:Iteration 15Q (7452.779058 sec): 3 clusters Score: Raw -88089.298974 + Penalty 1593.441616 = -86495.857358 nChanged 12 SP:Iteration 16Q (7452.896778 sec): 3 clusters Score: Raw -88096.375246 + Penalty 1593.441616 = -86502.933630 nChanged 4 SP:Iteration 17Q (7453.012366 sec): 3 clusters Score: Raw -88097.914722 + Penalty 1593.441616 = -86504.473106 nChanged 1 SP:Iteration 18Q (7453.117487 sec): 3 clusters Score: Raw -88098.152559 + Penalty 1593.441616 = -86504.710943 nChanged 1 SP:Iteration 19Q (7453.218835 sec): 3 clusters Score: Raw -88098.523598 + Penalty 1593.441616 = -86505.081982 nChanged 0 SP:Iteration 20F (7453.303392 sec): 3 clusters Score: Raw -88098.523598 + Penalty 1593.441616 = -86505.081982 nChanged 0 Trying to split cluster 8 (1412 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7453.357242 sec): 2 clusters Score: Raw -64395.029251 + Penalty 761.540054 = -63633.489197 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7453.461399 sec): 3 clusters Score: Raw -63843.971747 + Penalty 1523.080108 = -62320.891640 nChanged 506 SP:Iteration 1F (7453.566550 sec): 3 clusters Score: Raw -64251.749991 + Penalty 1523.080108 = -62728.669883 nChanged 146 SP:Iteration 2F (7453.670444 sec): 3 clusters Score: Raw -64410.801838 + Penalty 1523.080108 = -62887.721730 nChanged 106 SP:Iteration 3F (7453.777870 sec): 3 clusters Score: Raw -64519.763717 + Penalty 1523.080108 = -62996.683609 nChanged 78 SP:Iteration 4F (7453.869177 sec): 3 clusters Score: Raw -64590.216219 + Penalty 1523.080108 = -63067.136111 nChanged 50 SP:Iteration 5Q (7453.981753 sec): 3 clusters Score: Raw -64655.143620 + Penalty 1523.080108 = -63132.063512 nChanged 48 SP:Iteration 6Q (7454.095696 sec): 3 clusters Score: Raw -64713.324134 + Penalty 1523.080108 = -63190.244026 nChanged 43 SP:Iteration 7Q (7454.188265 sec): 3 clusters Score: Raw -64774.072742 + Penalty 1523.080108 = -63250.992635 nChanged 44 SP:Iteration 8Q (7454.276231 sec): 3 clusters Score: Raw -64841.546587 + Penalty 1523.080108 = -63318.466479 nChanged 35 SP:Iteration 9Q (7454.335023 sec): 3 clusters Score: Raw -64873.823539 + Penalty 1523.080108 = -63350.743431 nChanged 22 SP:Iteration 10Q (7454.423812 sec): 3 clusters Score: Raw -64901.851700 + Penalty 1523.080108 = -63378.771592 nChanged 22 SP:Iteration 11Q (7454.492038 sec): 3 clusters Score: Raw -64923.585037 + Penalty 1523.080108 = -63400.504929 nChanged 19 SP:Iteration 12Q (7454.579961 sec): 3 clusters Score: Raw -64944.604816 + Penalty 1523.080108 = -63421.524709 nChanged 18 SP:Iteration 13Q (7454.668692 sec): 3 clusters Score: Raw -64954.169050 + Penalty 1523.080108 = -63431.088943 nChanged 14 SP:Iteration 14Q (7454.746699 sec): 3 clusters Score: Raw -64962.133932 + Penalty 1523.080108 = -63439.053825 nChanged 15 SP:Iteration 15Q (7454.835118 sec): 3 clusters Score: Raw -64972.810001 + Penalty 1523.080108 = -63449.729893 nChanged 11 SP:Iteration 16Q (7454.919412 sec): 3 clusters Score: Raw -64979.842740 + Penalty 1523.080108 = -63456.762633 nChanged 12 SP:Iteration 17Q (7455.008051 sec): 3 clusters Score: Raw -64990.032602 + Penalty 1523.080108 = -63466.952494 nChanged 10 SP:Iteration 18Q (7455.097068 sec): 3 clusters Score: Raw -65001.337705 + Penalty 1523.080108 = -63478.257597 nChanged 10 SP:Iteration 19Q (7455.185355 sec): 3 clusters Score: Raw -65018.977538 + Penalty 1523.080108 = -63495.897430 nChanged 13 SP:Iteration 20F (7455.274196 sec): 3 clusters Score: Raw -65027.472857 + Penalty 1523.080108 = -63504.392749 nChanged 8 SP:Iteration 21Q (7455.362208 sec): 3 clusters Score: Raw -65032.326103 + Penalty 1523.080108 = -63509.245996 nChanged 6 SP:Iteration 22Q (7455.451010 sec): 3 clusters Score: Raw -65034.145680 + Penalty 1523.080108 = -63511.065572 nChanged 6 SP:Iteration 23Q (7455.539145 sec): 3 clusters Score: Raw -65036.469484 + Penalty 1523.080108 = -63513.389377 nChanged 2 SP:Iteration 24Q (7455.615843 sec): 3 clusters Score: Raw -65037.248178 + Penalty 1523.080108 = -63514.168071 nChanged 1 SP:Iteration 25Q (7455.703215 sec): 3 clusters Score: Raw -65037.498522 + Penalty 1523.080108 = -63514.418415 nChanged 1 SP:Iteration 26Q (7455.792005 sec): 3 clusters Score: Raw -65037.872843 + Penalty 1523.080108 = -63514.792735 nChanged 0 SP:Iteration 27F (7455.879691 sec): 3 clusters Score: Raw -65037.872843 + Penalty 1523.080108 = -63514.792735 nChanged 0 Trying to split cluster 9 (6645 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7455.945307 sec): 2 clusters Score: Raw -375217.061073 + Penalty 924.170097 = -374292.890976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7456.052597 sec): 3 clusters Score: Raw -371446.848911 + Penalty 1848.340194 = -369598.508717 nChanged 2957 SP:Iteration 1F (7456.167382 sec): 3 clusters Score: Raw -373372.111952 + Penalty 1848.340194 = -371523.771758 nChanged 597 SP:Iteration 2F (7456.280596 sec): 3 clusters Score: Raw -373786.197653 + Penalty 1848.340194 = -371937.857460 nChanged 491 SP:Iteration 3F (7456.387009 sec): 3 clusters Score: Raw -374102.180093 + Penalty 1848.340194 = -372253.839899 nChanged 403 SP:Iteration 4F (7456.483896 sec): 3 clusters Score: Raw -374339.797655 + Penalty 1848.340194 = -372491.457461 nChanged 329 SP:Iteration 5Q (7456.600546 sec): 3 clusters Score: Raw -374503.297265 + Penalty 1848.340194 = -372654.957071 nChanged 264 SP:Iteration 6Q (7456.708562 sec): 3 clusters Score: Raw -374630.974656 + Penalty 1848.340194 = -372782.634462 nChanged 218 SP:Iteration 7Q (7456.847337 sec): 3 clusters Score: Raw -374748.166389 + Penalty 1848.340194 = -372899.826195 nChanged 192 SP:Iteration 8Q (7456.936382 sec): 3 clusters Score: Raw -374835.981619 + Penalty 1848.340194 = -372987.641425 nChanged 162 SP:Iteration 9Q (7457.073145 sec): 3 clusters Score: Raw -374902.718563 + Penalty 1848.340194 = -373054.378369 nChanged 137 SP:Iteration 10Q (7457.192789 sec): 3 clusters Score: Raw -374966.042368 + Penalty 1848.340194 = -373117.702174 nChanged 139 SP:Iteration 11Q (7457.326873 sec): 3 clusters Score: Raw -375033.820095 + Penalty 1848.340194 = -373185.479901 nChanged 119 SP:Iteration 12Q (7457.418479 sec): 3 clusters Score: Raw -375086.194945 + Penalty 1848.340194 = -373237.854751 nChanged 108 SP:Iteration 13Q (7457.552354 sec): 3 clusters Score: Raw -375131.333220 + Penalty 1848.340194 = -373282.993026 nChanged 102 SP:Iteration 14Q (7457.674364 sec): 3 clusters Score: Raw -375180.693817 + Penalty 1848.340194 = -373332.353623 nChanged 93 SP:Iteration 15Q (7457.756757 sec): 3 clusters Score: Raw -375219.251872 + Penalty 1848.340194 = -373370.911678 nChanged 64 SP:Iteration 16Q (7457.801599 sec): 3 clusters Score: Raw -375242.411394 + Penalty 1848.340194 = -373394.071200 nChanged 50 SP:Iteration 17Q (7457.847919 sec): 3 clusters Score: Raw -375259.641182 + Penalty 1848.340194 = -373411.300988 nChanged 52 SP:Iteration 18Q (7457.894973 sec): 3 clusters Score: Raw -375277.910123 + Penalty 1848.340194 = -373429.569929 nChanged 49 SP:Iteration 19Q (7457.941675 sec): 3 clusters Score: Raw -375292.137116 + Penalty 1848.340194 = -373443.796922 nChanged 41 SP:Iteration 20F (7458.040696 sec): 3 clusters Score: Raw -375305.665922 + Penalty 1848.340194 = -373457.325728 nChanged 33 SP:Iteration 21Q (7458.083797 sec): 3 clusters Score: Raw -375318.633406 + Penalty 1848.340194 = -373470.293212 nChanged 37 SP:Iteration 22Q (7458.129381 sec): 3 clusters Score: Raw -375332.004564 + Penalty 1848.340194 = -373483.664370 nChanged 38 SP:Iteration 23Q (7458.175458 sec): 3 clusters Score: Raw -375350.907925 + Penalty 1848.340194 = -373502.567731 nChanged 35 SP:Iteration 24Q (7458.220530 sec): 3 clusters Score: Raw -375366.700443 + Penalty 1848.340194 = -373518.360249 nChanged 27 SP:Iteration 25Q (7458.263218 sec): 3 clusters Score: Raw -375384.103779 + Penalty 1848.340194 = -373535.763585 nChanged 23 SP:Iteration 26Q (7458.306244 sec): 3 clusters Score: Raw -375393.970546 + Penalty 1848.340194 = -373545.630352 nChanged 24 SP:Iteration 27Q (7458.415763 sec): 3 clusters Score: Raw -375404.060724 + Penalty 1848.340194 = -373555.720530 nChanged 26 SP:Iteration 28Q (7458.531162 sec): 3 clusters Score: Raw -375418.512167 + Penalty 1848.340194 = -373570.171973 nChanged 24 SP:Iteration 29Q (7458.661718 sec): 3 clusters Score: Raw -375429.490580 + Penalty 1848.340194 = -373581.150386 nChanged 21 SP:Iteration 30Q (7458.756352 sec): 3 clusters Score: Raw -375437.888016 + Penalty 1848.340194 = -373589.547822 nChanged 17 SP:Iteration 31Q (7458.873758 sec): 3 clusters Score: Raw -375444.842403 + Penalty 1848.340194 = -373596.502209 nChanged 24 SP:Iteration 32Q (7458.985171 sec): 3 clusters Score: Raw -375456.602713 + Penalty 1848.340194 = -373608.262519 nChanged 17 SP:Iteration 33Q (7459.127817 sec): 3 clusters Score: Raw -375464.788265 + Penalty 1848.340194 = -373616.448071 nChanged 16 SP:Iteration 34Q (7459.247419 sec): 3 clusters Score: Raw -375474.939279 + Penalty 1848.340194 = -373626.599085 nChanged 20 SP:Iteration 35Q (7459.374535 sec): 3 clusters Score: Raw -375491.293397 + Penalty 1848.340194 = -373642.953203 nChanged 21 SP:Iteration 36Q (7459.470390 sec): 3 clusters Score: Raw -375498.950665 + Penalty 1848.340194 = -373650.610471 nChanged 10 SP:Iteration 37Q (7459.592406 sec): 3 clusters Score: Raw -375502.724609 + Penalty 1848.340194 = -373654.384416 nChanged 9 SP:Iteration 38Q (7459.701533 sec): 3 clusters Score: Raw -375505.573674 + Penalty 1848.340194 = -373657.233480 nChanged 8 SP:Iteration 39Q (7459.816551 sec): 3 clusters Score: Raw -375509.886910 + Penalty 1848.340194 = -373661.546716 nChanged 8 SP:Iteration 40F (7459.928811 sec): 3 clusters Score: Raw -375512.788949 + Penalty 1848.340194 = -373664.448755 nChanged 9 SP:Iteration 41Q (7460.040526 sec): 3 clusters Score: Raw -375517.106272 + Penalty 1848.340194 = -373668.766078 nChanged 7 SP:Iteration 42Q (7460.130101 sec): 3 clusters Score: Raw -375522.609893 + Penalty 1848.340194 = -373674.269699 nChanged 14 SP:Iteration 43Q (7460.173999 sec): 3 clusters Score: Raw -375532.449326 + Penalty 1848.340194 = -373684.109132 nChanged 15 SP:Iteration 44Q (7460.217877 sec): 3 clusters Score: Raw -375540.540020 + Penalty 1848.340194 = -373692.199826 nChanged 6 SP:Iteration 45Q (7460.262010 sec): 3 clusters Score: Raw -375544.370116 + Penalty 1848.340194 = -373696.029922 nChanged 5 SP:Iteration 46Q (7460.306402 sec): 3 clusters Score: Raw -375546.913512 + Penalty 1848.340194 = -373698.573318 nChanged 8 SP:Iteration 47Q (7460.350106 sec): 3 clusters Score: Raw -375550.010550 + Penalty 1848.340194 = -373701.670356 nChanged 6 SP:Iteration 48Q (7460.393864 sec): 3 clusters Score: Raw -375552.613144 + Penalty 1848.340194 = -373704.272950 nChanged 5 SP:Iteration 49Q (7460.440109 sec): 3 clusters Score: Raw -375554.528804 + Penalty 1848.340194 = -373706.188610 nChanged 5 SP:Iteration 50Q (7460.483460 sec): 3 clusters Score: Raw -375558.225244 + Penalty 1848.340194 = -373709.885050 nChanged 6 SP:Iteration 51Q (7460.568711 sec): 3 clusters Score: Raw -375563.371729 + Penalty 1848.340194 = -373715.031535 nChanged 9 SP:Iteration 52Q (7460.668558 sec): 3 clusters Score: Raw -375567.285034 + Penalty 1848.340194 = -373718.944840 nChanged 8 SP:Iteration 53Q (7460.782375 sec): 3 clusters Score: Raw -375571.024135 + Penalty 1848.340194 = -373722.683941 nChanged 8 SP:Iteration 54Q (7460.894001 sec): 3 clusters Score: Raw -375574.928437 + Penalty 1848.340194 = -373726.588243 nChanged 8 SP:Iteration 55Q (7461.011859 sec): 3 clusters Score: Raw -375580.751196 + Penalty 1848.340194 = -373732.411002 nChanged 11 SP:Iteration 56Q (7461.125214 sec): 3 clusters Score: Raw -375587.694966 + Penalty 1848.340194 = -373739.354772 nChanged 14 SP:Iteration 57Q (7461.166037 sec): 3 clusters Score: Raw -375595.183021 + Penalty 1848.340194 = -373746.842828 nChanged 9 SP:Iteration 58Q (7461.207262 sec): 3 clusters Score: Raw -375600.813182 + Penalty 1848.340194 = -373752.472988 nChanged 6 SP:Iteration 59Q (7461.315721 sec): 3 clusters Score: Raw -375605.319907 + Penalty 1848.340194 = -373756.979714 nChanged 5 SP:Iteration 60F (7461.445178 sec): 3 clusters Score: Raw -375607.867822 + Penalty 1848.340194 = -373759.527628 nChanged 6 SP:Iteration 61Q (7461.554262 sec): 3 clusters Score: Raw -375612.115098 + Penalty 1848.340194 = -373763.774904 nChanged 8 SP:Iteration 62Q (7461.661650 sec): 3 clusters Score: Raw -375616.599996 + Penalty 1848.340194 = -373768.259802 nChanged 5 SP:Iteration 63Q (7461.753935 sec): 3 clusters Score: Raw -375620.376019 + Penalty 1848.340194 = -373772.035825 nChanged 6 SP:Iteration 64Q (7461.867096 sec): 3 clusters Score: Raw -375630.625607 + Penalty 1848.340194 = -373782.285413 nChanged 10 SP:Iteration 65Q (7461.985920 sec): 3 clusters Score: Raw -375640.224448 + Penalty 1848.340194 = -373791.884254 nChanged 11 SP:Iteration 66Q (7462.095173 sec): 3 clusters Score: Raw -375648.119849 + Penalty 1848.340194 = -373799.779655 nChanged 10 SP:Iteration 67Q (7462.210155 sec): 3 clusters Score: Raw -375655.103764 + Penalty 1848.340194 = -373806.763570 nChanged 9 SP:Iteration 68Q (7462.323110 sec): 3 clusters Score: Raw -375662.140674 + Penalty 1848.340194 = -373813.800480 nChanged 6 SP:Iteration 69Q (7462.445647 sec): 3 clusters Score: Raw -375665.523231 + Penalty 1848.340194 = -373817.183037 nChanged 5 SP:Iteration 70Q (7462.568465 sec): 3 clusters Score: Raw -375668.775762 + Penalty 1848.340194 = -373820.435568 nChanged 1 SP:Iteration 71Q (7462.702522 sec): 3 clusters Score: Raw -375669.364971 + Penalty 1848.340194 = -373821.024777 nChanged 2 SP:Iteration 72Q (7462.819303 sec): 3 clusters Score: Raw -375670.611911 + Penalty 1848.340194 = -373822.271717 nChanged 1 SP:Iteration 73Q (7462.962693 sec): 3 clusters Score: Raw -375671.280371 + Penalty 1848.340194 = -373822.940177 nChanged 1 SP:Iteration 74Q (7463.051804 sec): 3 clusters Score: Raw -375672.286900 + Penalty 1848.340194 = -373823.946706 nChanged 1 SP:Iteration 75Q (7463.099992 sec): 3 clusters Score: Raw -375672.692844 + Penalty 1848.340194 = -373824.352651 nChanged 1 SP:Iteration 76Q (7463.145032 sec): 3 clusters Score: Raw -375673.326637 + Penalty 1848.340194 = -373824.986443 nChanged 2 SP:Iteration 77Q (7463.191085 sec): 3 clusters Score: Raw -375674.733450 + Penalty 1848.340194 = -373826.393256 nChanged 1 SP:Iteration 78Q (7463.234433 sec): 3 clusters Score: Raw -375674.841693 + Penalty 1848.340194 = -373826.501499 nChanged 0 SP:Iteration 79F (7463.279311 sec): 3 clusters Score: Raw -375674.841693 + Penalty 1848.340194 = -373826.501499 nChanged 0 Trying to split cluster 10 (5571 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7463.320879 sec): 2 clusters Score: Raw -325622.957333 + Penalty 905.659634 = -324717.297698 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7463.373211 sec): 3 clusters Score: Raw -322562.116533 + Penalty 1811.319269 = -320750.797265 nChanged 2381 SP:Iteration 1F (7463.424061 sec): 3 clusters Score: Raw -323895.370526 + Penalty 1811.319269 = -322084.051258 nChanged 414 SP:Iteration 2F (7463.556354 sec): 3 clusters Score: Raw -324176.738731 + Penalty 1811.319269 = -322365.419462 nChanged 396 SP:Iteration 3F (7463.652750 sec): 3 clusters Score: Raw -324473.475274 + Penalty 1811.319269 = -322662.156005 nChanged 367 SP:Iteration 4F (7463.761965 sec): 3 clusters Score: Raw -324741.274278 + Penalty 1811.319269 = -322929.955009 nChanged 293 SP:Iteration 5F (7463.881053 sec): 3 clusters Score: Raw -324943.997941 + Penalty 1811.319269 = -323132.678673 nChanged 253 SP:Iteration 6Q (7463.999508 sec): 3 clusters Score: Raw -325084.653834 + Penalty 1811.319269 = -323273.334565 nChanged 186 SP:Iteration 7Q (7464.085676 sec): 3 clusters Score: Raw -325179.912120 + Penalty 1811.319269 = -323368.592851 nChanged 150 SP:Iteration 8Q (7464.243294 sec): 3 clusters Score: Raw -325247.555253 + Penalty 1811.319269 = -323436.235984 nChanged 121 SP:Iteration 9Q (7464.357360 sec): 3 clusters Score: Raw -325295.092428 + Penalty 1811.319269 = -323483.773160 nChanged 88 SP:Iteration 10Q (7464.483047 sec): 3 clusters Score: Raw -325323.177443 + Penalty 1811.319269 = -323511.858174 nChanged 78 SP:Iteration 11Q (7464.598698 sec): 3 clusters Score: Raw -325348.831088 + Penalty 1811.319269 = -323537.511819 nChanged 65 SP:Iteration 12Q (7464.715053 sec): 3 clusters Score: Raw -325367.447058 + Penalty 1811.319269 = -323556.127790 nChanged 56 SP:Iteration 13Q (7464.831516 sec): 3 clusters Score: Raw -325379.582507 + Penalty 1811.319269 = -323568.263238 nChanged 50 SP:Iteration 14Q (7464.955656 sec): 3 clusters Score: Raw -325389.887548 + Penalty 1811.319269 = -323578.568280 nChanged 41 SP:Iteration 15Q (7465.062418 sec): 3 clusters Score: Raw -325400.062012 + Penalty 1811.319269 = -323588.742744 nChanged 51 SP:Iteration 16Q (7465.167205 sec): 3 clusters Score: Raw -325412.998830 + Penalty 1811.319269 = -323601.679561 nChanged 45 SP:Iteration 17Q (7465.286956 sec): 3 clusters Score: Raw -325423.370821 + Penalty 1811.319269 = -323612.051552 nChanged 38 SP:Iteration 18Q (7465.398707 sec): 3 clusters Score: Raw -325433.321682 + Penalty 1811.319269 = -323622.002413 nChanged 44 SP:Iteration 19Q (7465.498406 sec): 3 clusters Score: Raw -325445.876540 + Penalty 1811.319269 = -323634.557271 nChanged 55 SP:Iteration 20F (7465.621257 sec): 3 clusters Score: Raw -325459.304296 + Penalty 1811.319269 = -323647.985028 nChanged 45 SP:Iteration 21Q (7465.746110 sec): 3 clusters Score: Raw -325468.177687 + Penalty 1811.319269 = -323656.858418 nChanged 32 SP:Iteration 22Q (7465.871756 sec): 3 clusters Score: Raw -325472.716704 + Penalty 1811.319269 = -323661.397435 nChanged 17 SP:Iteration 23Q (7465.991363 sec): 3 clusters Score: Raw -325476.432865 + Penalty 1811.319269 = -323665.113596 nChanged 25 SP:Iteration 24Q (7466.110427 sec): 3 clusters Score: Raw -325483.045702 + Penalty 1811.319269 = -323671.726433 nChanged 21 SP:Iteration 25Q (7466.208249 sec): 3 clusters Score: Raw -325486.805386 + Penalty 1811.319269 = -323675.486118 nChanged 22 SP:Iteration 26Q (7466.327325 sec): 3 clusters Score: Raw -325490.873791 + Penalty 1811.319269 = -323679.554522 nChanged 24 SP:Iteration 27Q (7466.462331 sec): 3 clusters Score: Raw -325498.289102 + Penalty 1811.319269 = -323686.969834 nChanged 29 SP:Iteration 28Q (7466.565739 sec): 3 clusters Score: Raw -325507.816415 + Penalty 1811.319269 = -323696.497147 nChanged 39 SP:Iteration 29Q (7466.669913 sec): 3 clusters Score: Raw -325519.677852 + Penalty 1811.319269 = -323708.358584 nChanged 48 SP:Iteration 30Q (7466.777734 sec): 3 clusters Score: Raw -325530.998141 + Penalty 1811.319269 = -323719.678873 nChanged 39 SP:Iteration 31Q (7466.885865 sec): 3 clusters Score: Raw -325544.327740 + Penalty 1811.319269 = -323733.008472 nChanged 44 SP:Iteration 32Q (7467.001854 sec): 3 clusters Score: Raw -325554.686866 + Penalty 1811.319269 = -323743.367598 nChanged 35 SP:Iteration 33Q (7467.121485 sec): 3 clusters Score: Raw -325562.664761 + Penalty 1811.319269 = -323751.345492 nChanged 37 SP:Iteration 34Q (7467.237218 sec): 3 clusters Score: Raw -325569.579061 + Penalty 1811.319269 = -323758.259793 nChanged 35 SP:Iteration 35Q (7467.343033 sec): 3 clusters Score: Raw -325577.098577 + Penalty 1811.319269 = -323765.779309 nChanged 22 SP:Iteration 36Q (7467.458450 sec): 3 clusters Score: Raw -325581.607760 + Penalty 1811.319269 = -323770.288492 nChanged 26 SP:Iteration 37Q (7467.502396 sec): 3 clusters Score: Raw -325588.646777 + Penalty 1811.319269 = -323777.327509 nChanged 39 SP:Iteration 38Q (7467.547047 sec): 3 clusters Score: Raw -325600.252589 + Penalty 1811.319269 = -323788.933321 nChanged 36 SP:Iteration 39Q (7467.591115 sec): 3 clusters Score: Raw -325609.631931 + Penalty 1811.319269 = -323798.312662 nChanged 35 SP:Iteration 40F (7467.726314 sec): 3 clusters Score: Raw -325618.456476 + Penalty 1811.319269 = -323807.137207 nChanged 30 SP:Iteration 41Q (7467.870552 sec): 3 clusters Score: Raw -325624.287020 + Penalty 1811.319269 = -323812.967751 nChanged 35 SP:Iteration 42Q (7467.996487 sec): 3 clusters Score: Raw -325629.457478 + Penalty 1811.319269 = -323818.138209 nChanged 16 SP:Iteration 43Q (7468.124433 sec): 3 clusters Score: Raw -325632.299943 + Penalty 1811.319269 = -323820.980675 nChanged 13 SP:Iteration 44Q (7468.251146 sec): 3 clusters Score: Raw -325634.202255 + Penalty 1811.319269 = -323822.882987 nChanged 12 SP:Iteration 45Q (7468.378878 sec): 3 clusters Score: Raw -325636.350985 + Penalty 1811.319269 = -323825.031716 nChanged 13 SP:Iteration 46Q (7468.499761 sec): 3 clusters Score: Raw -325638.355806 + Penalty 1811.319269 = -323827.036538 nChanged 13 SP:Iteration 47Q (7468.634069 sec): 3 clusters Score: Raw -325640.298092 + Penalty 1811.319269 = -323828.978823 nChanged 10 SP:Iteration 48Q (7468.763412 sec): 3 clusters Score: Raw -325642.483957 + Penalty 1811.319269 = -323831.164689 nChanged 13 SP:Iteration 49Q (7468.890297 sec): 3 clusters Score: Raw -325644.445077 + Penalty 1811.319269 = -323833.125809 nChanged 13 SP:Iteration 50Q (7468.979755 sec): 3 clusters Score: Raw -325645.893492 + Penalty 1811.319269 = -323834.574223 nChanged 10 SP:Iteration 51Q (7469.106962 sec): 3 clusters Score: Raw -325647.327806 + Penalty 1811.319269 = -323836.008538 nChanged 11 SP:Iteration 52Q (7469.261911 sec): 3 clusters Score: Raw -325648.883793 + Penalty 1811.319269 = -323837.564525 nChanged 12 SP:Iteration 53Q (7469.358069 sec): 3 clusters Score: Raw -325650.727870 + Penalty 1811.319269 = -323839.408602 nChanged 16 SP:Iteration 54Q (7469.481605 sec): 3 clusters Score: Raw -325652.767723 + Penalty 1811.319269 = -323841.448455 nChanged 8 SP:Iteration 55Q (7469.611165 sec): 3 clusters Score: Raw -325654.230815 + Penalty 1811.319269 = -323842.911546 nChanged 15 SP:Iteration 56Q (7469.725433 sec): 3 clusters Score: Raw -325657.532882 + Penalty 1811.319269 = -323846.213613 nChanged 20 SP:Iteration 57Q (7469.848665 sec): 3 clusters Score: Raw -325662.835011 + Penalty 1811.319269 = -323851.515743 nChanged 31 SP:Iteration 58Q (7469.976783 sec): 3 clusters Score: Raw -325670.280332 + Penalty 1811.319269 = -323858.961063 nChanged 23 SP:Iteration 59Q (7470.103835 sec): 3 clusters Score: Raw -325676.003782 + Penalty 1811.319269 = -323864.684514 nChanged 19 SP:Iteration 60F (7470.237104 sec): 3 clusters Score: Raw -325679.354656 + Penalty 1811.319269 = -323868.035388 nChanged 15 SP:Iteration 61Q (7470.342514 sec): 3 clusters Score: Raw -325680.808265 + Penalty 1811.319269 = -323869.488996 nChanged 7 SP:Iteration 62Q (7470.413296 sec): 3 clusters Score: Raw -325681.743542 + Penalty 1811.319269 = -323870.424274 nChanged 7 SP:Iteration 63Q (7470.539157 sec): 3 clusters Score: Raw -325682.442781 + Penalty 1811.319269 = -323871.123513 nChanged 9 SP:Iteration 64Q (7470.655117 sec): 3 clusters Score: Raw -325684.048500 + Penalty 1811.319269 = -323872.729232 nChanged 9 SP:Iteration 65Q (7470.698221 sec): 3 clusters Score: Raw -325685.402553 + Penalty 1811.319269 = -323874.083285 nChanged 8 SP:Iteration 66Q (7470.742423 sec): 3 clusters Score: Raw -325686.960380 + Penalty 1811.319269 = -323875.641111 nChanged 19 SP:Iteration 67Q (7470.786548 sec): 3 clusters Score: Raw -325690.143212 + Penalty 1811.319269 = -323878.823944 nChanged 13 SP:Iteration 68Q (7470.832019 sec): 3 clusters Score: Raw -325692.423027 + Penalty 1811.319269 = -323881.103759 nChanged 21 SP:Iteration 69Q (7470.877706 sec): 3 clusters Score: Raw -325696.025482 + Penalty 1811.319269 = -323884.706214 nChanged 16 SP:Iteration 70Q (7470.923341 sec): 3 clusters Score: Raw -325698.387504 + Penalty 1811.319269 = -323887.068235 nChanged 14 SP:Iteration 71Q (7471.050602 sec): 3 clusters Score: Raw -325700.301956 + Penalty 1811.319269 = -323888.982687 nChanged 10 SP:Iteration 72Q (7471.166996 sec): 3 clusters Score: Raw -325701.152852 + Penalty 1811.319269 = -323889.833584 nChanged 4 SP:Iteration 73Q (7471.292362 sec): 3 clusters Score: Raw -325701.464056 + Penalty 1811.319269 = -323890.144787 nChanged 2 SP:Iteration 74Q (7471.443057 sec): 3 clusters Score: Raw -325701.816350 + Penalty 1811.319269 = -323890.497082 nChanged 4 SP:Iteration 75Q (7471.525748 sec): 3 clusters Score: Raw -325702.053756 + Penalty 1811.319269 = -323890.734487 nChanged 1 SP:Iteration 76Q (7471.652631 sec): 3 clusters Score: Raw -325702.135136 + Penalty 1811.319269 = -323890.815867 nChanged 1 SP:Iteration 77Q (7471.777553 sec): 3 clusters Score: Raw -325702.169224 + Penalty 1811.319269 = -323890.849956 nChanged 0 SP:Iteration 78F (7471.900650 sec): 3 clusters Score: Raw -325702.169224 + Penalty 1811.319269 = -323890.849956 nChanged 0 Trying to split cluster 11 (2768 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7471.963974 sec): 2 clusters Score: Raw -168954.537445 + Penalty 832.217433 = -168122.320012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7472.075833 sec): 3 clusters Score: Raw -167578.942636 + Penalty 1664.434867 = -165914.507770 nChanged 1094 SP:Iteration 1F (7472.194190 sec): 3 clusters Score: Raw -168200.515995 + Penalty 1664.434867 = -166536.081128 nChanged 214 SP:Iteration 2F (7472.311254 sec): 3 clusters Score: Raw -168331.175995 + Penalty 1664.434867 = -166666.741129 nChanged 161 SP:Iteration 3F (7472.429200 sec): 3 clusters Score: Raw -168426.640460 + Penalty 1664.434867 = -166762.205594 nChanged 151 SP:Iteration 4F (7472.546993 sec): 3 clusters Score: Raw -168516.265547 + Penalty 1664.434867 = -166851.830681 nChanged 145 SP:Iteration 5F (7472.691329 sec): 3 clusters Score: Raw -168611.970864 + Penalty 1664.434867 = -166947.535998 nChanged 132 SP:Iteration 6Q (7472.778795 sec): 3 clusters Score: Raw -168700.143200 + Penalty 1664.434867 = -167035.708334 nChanged 126 SP:Iteration 7Q (7472.900081 sec): 3 clusters Score: Raw -168797.897674 + Penalty 1664.434867 = -167133.462807 nChanged 114 SP:Iteration 8Q (7473.016474 sec): 3 clusters Score: Raw -168898.936462 + Penalty 1664.434867 = -167234.501595 nChanged 106 SP:Iteration 9Q (7473.134937 sec): 3 clusters Score: Raw -168977.450169 + Penalty 1664.434867 = -167313.015302 nChanged 99 SP:Iteration 10Q (7473.277624 sec): 3 clusters Score: Raw -169062.062740 + Penalty 1664.434867 = -167397.627874 nChanged 85 SP:Iteration 11Q (7473.336297 sec): 3 clusters Score: Raw -169126.167889 + Penalty 1664.434867 = -167461.733022 nChanged 52 SP:Iteration 12Q (7473.363965 sec): 3 clusters Score: Raw -169175.536523 + Penalty 1664.434867 = -167511.101656 nChanged 48 SP:Iteration 13Q (7473.390999 sec): 3 clusters Score: Raw -169230.491770 + Penalty 1664.434867 = -167566.056904 nChanged 49 SP:Iteration 14Q (7473.421512 sec): 3 clusters Score: Raw -169265.221312 + Penalty 1664.434867 = -167600.786446 nChanged 32 SP:Iteration 15Q (7473.452610 sec): 3 clusters Score: Raw -169280.697431 + Penalty 1664.434867 = -167616.262564 nChanged 14 SP:Iteration 16Q (7473.480217 sec): 3 clusters Score: Raw -169288.059218 + Penalty 1664.434867 = -167623.624352 nChanged 13 SP:Iteration 17Q (7473.507240 sec): 3 clusters Score: Raw -169290.958992 + Penalty 1664.434867 = -167626.524126 nChanged 6 SP:Iteration 18Q (7473.534182 sec): 3 clusters Score: Raw -169293.406537 + Penalty 1664.434867 = -167628.971671 nChanged 3 SP:Iteration 19Q (7473.560931 sec): 3 clusters Score: Raw -169294.124689 + Penalty 1664.434867 = -167629.689823 nChanged 1 SP:Iteration 20F (7473.587347 sec): 3 clusters Score: Raw -169310.928809 + Penalty 1664.434867 = -167646.493943 nChanged 5 SP:Iteration 21Q (7473.614094 sec): 3 clusters Score: Raw -169318.710867 + Penalty 1664.434867 = -167654.276000 nChanged 9 SP:Iteration 22Q (7473.762293 sec): 3 clusters Score: Raw -169321.446496 + Penalty 1664.434867 = -167657.011630 nChanged 9 SP:Iteration 23Q (7473.874335 sec): 3 clusters Score: Raw -169324.729710 + Penalty 1664.434867 = -167660.294843 nChanged 5 SP:Iteration 24Q (7474.001065 sec): 3 clusters Score: Raw -169326.526601 + Penalty 1664.434867 = -167662.091734 nChanged 2 SP:Iteration 25Q (7474.097146 sec): 3 clusters Score: Raw -169327.566857 + Penalty 1664.434867 = -167663.131990 nChanged 1 SP:Iteration 26Q (7474.219285 sec): 3 clusters Score: Raw -169327.674739 + Penalty 1664.434867 = -167663.239873 nChanged 1 SP:Iteration 27Q (7474.340257 sec): 3 clusters Score: Raw -169327.812428 + Penalty 1664.434867 = -167663.377562 nChanged 1 SP:Iteration 28Q (7474.458287 sec): 3 clusters Score: Raw -169328.485086 + Penalty 1664.434867 = -167664.050219 nChanged 0 SP:Iteration 29F (7474.575412 sec): 3 clusters Score: Raw -169328.485086 + Penalty 1664.434867 = -167664.050219 nChanged 0 Trying to split cluster 12 (9932 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7474.661544 sec): 2 clusters Score: Raw -599963.697642 + Penalty 966.369300 = -598997.328342 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7474.835115 sec): 3 clusters Score: Raw -594153.066757 + Penalty 1932.738601 = -592220.328156 nChanged 4401 SP:Iteration 1F (7474.966776 sec): 3 clusters Score: Raw -596742.491172 + Penalty 1932.738601 = -594809.752571 nChanged 701 SP:Iteration 2F (7475.107090 sec): 3 clusters Score: Raw -597126.473389 + Penalty 1932.738601 = -595193.734788 nChanged 649 SP:Iteration 3F (7475.238668 sec): 3 clusters Score: Raw -597479.155974 + Penalty 1932.738601 = -595546.417374 nChanged 571 SP:Iteration 4F (7475.380328 sec): 3 clusters Score: Raw -597818.603475 + Penalty 1932.738601 = -595885.864874 nChanged 568 SP:Iteration 5F (7475.493874 sec): 3 clusters Score: Raw -598141.556132 + Penalty 1932.738601 = -596208.817531 nChanged 491 SP:Iteration 6Q (7475.552241 sec): 3 clusters Score: Raw -598411.974511 + Penalty 1932.738601 = -596479.235911 nChanged 429 SP:Iteration 7Q (7475.621472 sec): 3 clusters Score: Raw -598632.626461 + Penalty 1932.738601 = -596699.887860 nChanged 322 SP:Iteration 8Q (7475.691130 sec): 3 clusters Score: Raw -598823.444873 + Penalty 1932.738601 = -596890.706272 nChanged 293 SP:Iteration 9Q (7475.754329 sec): 3 clusters Score: Raw -598991.041921 + Penalty 1932.738601 = -597058.303320 nChanged 261 SP:Iteration 10Q (7475.812072 sec): 3 clusters Score: Raw -599113.045549 + Penalty 1932.738601 = -597180.306948 nChanged 202 SP:Iteration 11Q (7475.870796 sec): 3 clusters Score: Raw -599211.490893 + Penalty 1932.738601 = -597278.752292 nChanged 182 SP:Iteration 12Q (7475.937394 sec): 3 clusters Score: Raw -599287.712355 + Penalty 1932.738601 = -597354.973755 nChanged 148 SP:Iteration 13Q (7476.003699 sec): 3 clusters Score: Raw -599347.568428 + Penalty 1932.738601 = -597414.829827 nChanged 137 SP:Iteration 14Q (7476.066497 sec): 3 clusters Score: Raw -599398.955641 + Penalty 1932.738601 = -597466.217041 nChanged 124 SP:Iteration 15Q (7476.124396 sec): 3 clusters Score: Raw -599442.545620 + Penalty 1932.738601 = -597509.807019 nChanged 115 SP:Iteration 16Q (7476.182413 sec): 3 clusters Score: Raw -599476.566564 + Penalty 1932.738601 = -597543.827963 nChanged 101 SP:Iteration 17Q (7476.246217 sec): 3 clusters Score: Raw -599503.105450 + Penalty 1932.738601 = -597570.366849 nChanged 96 SP:Iteration 18Q (7476.309899 sec): 3 clusters Score: Raw -599528.862834 + Penalty 1932.738601 = -597596.124234 nChanged 84 SP:Iteration 19Q (7476.372257 sec): 3 clusters Score: Raw -599549.507109 + Penalty 1932.738601 = -597616.768508 nChanged 81 SP:Iteration 20F (7476.430557 sec): 3 clusters Score: Raw -599570.764301 + Penalty 1932.738601 = -597638.025700 nChanged 78 SP:Iteration 21Q (7476.564562 sec): 3 clusters Score: Raw -599589.159087 + Penalty 1932.738601 = -597656.420487 nChanged 77 SP:Iteration 22Q (7476.717946 sec): 3 clusters Score: Raw -599608.365417 + Penalty 1932.738601 = -597675.626817 nChanged 84 SP:Iteration 23Q (7476.850661 sec): 3 clusters Score: Raw -599634.009805 + Penalty 1932.738601 = -597701.271204 nChanged 77 SP:Iteration 24Q (7476.990336 sec): 3 clusters Score: Raw -599656.437125 + Penalty 1932.738601 = -597723.698525 nChanged 77 SP:Iteration 25Q (7477.130675 sec): 3 clusters Score: Raw -599680.193235 + Penalty 1932.738601 = -597747.454634 nChanged 87 SP:Iteration 26Q (7477.269654 sec): 3 clusters Score: Raw -599711.327075 + Penalty 1932.738601 = -597778.588474 nChanged 95 SP:Iteration 27Q (7477.413269 sec): 3 clusters Score: Raw -599745.514705 + Penalty 1932.738601 = -597812.776104 nChanged 84 SP:Iteration 28Q (7477.539139 sec): 3 clusters Score: Raw -599775.125246 + Penalty 1932.738601 = -597842.386646 nChanged 95 SP:Iteration 29Q (7477.676569 sec): 3 clusters Score: Raw -599809.632424 + Penalty 1932.738601 = -597876.893823 nChanged 76 SP:Iteration 30Q (7477.814862 sec): 3 clusters Score: Raw -599837.871068 + Penalty 1932.738601 = -597905.132467 nChanged 86 SP:Iteration 31Q (7477.982315 sec): 3 clusters Score: Raw -599868.511012 + Penalty 1932.738601 = -597935.772412 nChanged 65 SP:Iteration 32Q (7478.061687 sec): 3 clusters Score: Raw -599890.712840 + Penalty 1932.738601 = -597957.974239 nChanged 56 SP:Iteration 33Q (7478.206849 sec): 3 clusters Score: Raw -599907.902329 + Penalty 1932.738601 = -597975.163728 nChanged 48 SP:Iteration 34Q (7478.325973 sec): 3 clusters Score: Raw -599922.111161 + Penalty 1932.738601 = -597989.372561 nChanged 47 SP:Iteration 35Q (7478.452488 sec): 3 clusters Score: Raw -599934.484335 + Penalty 1932.738601 = -598001.745734 nChanged 50 SP:Iteration 36Q (7478.559503 sec): 3 clusters Score: Raw -599949.577898 + Penalty 1932.738601 = -598016.839297 nChanged 39 SP:Iteration 37Q (7478.615712 sec): 3 clusters Score: Raw -599962.493717 + Penalty 1932.738601 = -598029.755116 nChanged 38 SP:Iteration 38Q (7478.680185 sec): 3 clusters Score: Raw -599975.875722 + Penalty 1932.738601 = -598043.137121 nChanged 36 SP:Iteration 39Q (7478.744457 sec): 3 clusters Score: Raw -599988.668508 + Penalty 1932.738601 = -598055.929908 nChanged 33 SP:Iteration 40F (7478.809020 sec): 3 clusters Score: Raw -599998.620510 + Penalty 1932.738601 = -598065.881909 nChanged 23 SP:Iteration 41Q (7478.870868 sec): 3 clusters Score: Raw -600005.045404 + Penalty 1932.738601 = -598072.306803 nChanged 24 SP:Iteration 42Q (7478.931360 sec): 3 clusters Score: Raw -600011.254322 + Penalty 1932.738601 = -598078.515721 nChanged 29 SP:Iteration 43Q (7478.988986 sec): 3 clusters Score: Raw -600018.291449 + Penalty 1932.738601 = -598085.552849 nChanged 17 SP:Iteration 44Q (7479.046425 sec): 3 clusters Score: Raw -600024.430532 + Penalty 1932.738601 = -598091.691931 nChanged 22 SP:Iteration 45Q (7479.105554 sec): 3 clusters Score: Raw -600029.761746 + Penalty 1932.738601 = -598097.023145 nChanged 16 SP:Iteration 46Q (7479.164439 sec): 3 clusters Score: Raw -600033.142563 + Penalty 1932.738601 = -598100.403962 nChanged 11 SP:Iteration 47Q (7479.223309 sec): 3 clusters Score: Raw -600035.820756 + Penalty 1932.738601 = -598103.082155 nChanged 6 SP:Iteration 48Q (7479.281854 sec): 3 clusters Score: Raw -600036.582060 + Penalty 1932.738601 = -598103.843459 nChanged 8 SP:Iteration 49Q (7479.345348 sec): 3 clusters Score: Raw -600037.561237 + Penalty 1932.738601 = -598104.822636 nChanged 6 SP:Iteration 50Q (7479.403090 sec): 3 clusters Score: Raw -600038.809563 + Penalty 1932.738601 = -598106.070963 nChanged 9 SP:Iteration 51Q (7479.461018 sec): 3 clusters Score: Raw -600041.448897 + Penalty 1932.738601 = -598108.710296 nChanged 11 SP:Iteration 52Q (7479.519092 sec): 3 clusters Score: Raw -600043.668848 + Penalty 1932.738601 = -598110.930248 nChanged 13 SP:Iteration 53Q (7479.665103 sec): 3 clusters Score: Raw -600046.288042 + Penalty 1932.738601 = -598113.549441 nChanged 10 SP:Iteration 54Q (7479.816710 sec): 3 clusters Score: Raw -600048.310734 + Penalty 1932.738601 = -598115.572133 nChanged 12 SP:Iteration 55Q (7479.965631 sec): 3 clusters Score: Raw -600052.219431 + Penalty 1932.738601 = -598119.480831 nChanged 17 SP:Iteration 56Q (7480.108803 sec): 3 clusters Score: Raw -600056.266380 + Penalty 1932.738601 = -598123.527779 nChanged 9 SP:Iteration 57Q (7480.219875 sec): 3 clusters Score: Raw -600057.875216 + Penalty 1932.738601 = -598125.136616 nChanged 6 SP:Iteration 58Q (7480.362406 sec): 3 clusters Score: Raw -600059.179044 + Penalty 1932.738601 = -598126.440443 nChanged 10 SP:Iteration 59Q (7480.495614 sec): 3 clusters Score: Raw -600061.715376 + Penalty 1932.738601 = -598128.976775 nChanged 12 SP:Iteration 60F (7480.624996 sec): 3 clusters Score: Raw -600065.043357 + Penalty 1932.738601 = -598132.304757 nChanged 13 SP:Iteration 61Q (7480.758665 sec): 3 clusters Score: Raw -600069.267667 + Penalty 1932.738601 = -598136.529066 nChanged 13 SP:Iteration 62Q (7480.882180 sec): 3 clusters Score: Raw -600072.743680 + Penalty 1932.738601 = -598140.005079 nChanged 11 SP:Iteration 63Q (7481.036788 sec): 3 clusters Score: Raw -600075.160124 + Penalty 1932.738601 = -598142.421524 nChanged 6 SP:Iteration 64Q (7481.188892 sec): 3 clusters Score: Raw -600076.665674 + Penalty 1932.738601 = -598143.927074 nChanged 5 SP:Iteration 65Q (7481.302951 sec): 3 clusters Score: Raw -600077.832877 + Penalty 1932.738601 = -598145.094276 nChanged 1 SP:Iteration 66Q (7481.466083 sec): 3 clusters Score: Raw -600077.931117 + Penalty 1932.738601 = -598145.192516 nChanged 1 SP:Iteration 67Q (7481.529715 sec): 3 clusters Score: Raw -600078.111276 + Penalty 1932.738601 = -598145.372676 nChanged 2 SP:Iteration 68Q (7481.584866 sec): 3 clusters Score: Raw -600078.601394 + Penalty 1932.738601 = -598145.862793 nChanged 2 SP:Iteration 69Q (7481.639999 sec): 3 clusters Score: Raw -600079.008676 + Penalty 1932.738601 = -598146.270076 nChanged 4 SP:Iteration 70Q (7481.707895 sec): 3 clusters Score: Raw -600079.517611 + Penalty 1932.738601 = -598146.779011 nChanged 2 SP:Iteration 71Q (7481.764582 sec): 3 clusters Score: Raw -600080.002519 + Penalty 1932.738601 = -598147.263919 nChanged 1 SP:Iteration 72Q (7481.822652 sec): 3 clusters Score: Raw -600080.071650 + Penalty 1932.738601 = -598147.333050 nChanged 0 SP:Iteration 73F (7481.884484 sec): 3 clusters Score: Raw -600080.071650 + Penalty 1932.738601 = -598147.333050 nChanged 0 Trying to split cluster 13 (2568 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7481.929102 sec): 2 clusters Score: Raw -131687.382545 + Penalty 824.342680 = -130863.039865 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7481.956524 sec): 3 clusters Score: Raw -130392.618540 + Penalty 1648.685360 = -128743.933180 nChanged 1008 SP:Iteration 1F (7481.983815 sec): 3 clusters Score: Raw -131083.449775 + Penalty 1648.685360 = -129434.764415 nChanged 209 SP:Iteration 2F (7482.010857 sec): 3 clusters Score: Raw -131209.299435 + Penalty 1648.685360 = -129560.614076 nChanged 134 SP:Iteration 3F (7482.035826 sec): 3 clusters Score: Raw -131276.991433 + Penalty 1648.685360 = -129628.306074 nChanged 81 SP:Iteration 4Q (7482.061352 sec): 3 clusters Score: Raw -131320.771023 + Penalty 1648.685360 = -129672.085663 nChanged 81 SP:Iteration 5Q (7482.087104 sec): 3 clusters Score: Raw -131361.476785 + Penalty 1648.685360 = -129712.791425 nChanged 73 SP:Iteration 6Q (7482.112805 sec): 3 clusters Score: Raw -131406.323255 + Penalty 1648.685360 = -129757.637895 nChanged 62 SP:Iteration 7Q (7482.138344 sec): 3 clusters Score: Raw -131449.896028 + Penalty 1648.685360 = -129801.210668 nChanged 75 SP:Iteration 8Q (7482.227141 sec): 3 clusters Score: Raw -131506.660150 + Penalty 1648.685360 = -129857.974790 nChanged 60 SP:Iteration 9Q (7482.346413 sec): 3 clusters Score: Raw -131565.458974 + Penalty 1648.685360 = -129916.773614 nChanged 55 SP:Iteration 10Q (7482.454265 sec): 3 clusters Score: Raw -131618.590156 + Penalty 1648.685360 = -129969.904796 nChanged 50 SP:Iteration 11Q (7482.571952 sec): 3 clusters Score: Raw -131683.564968 + Penalty 1648.685360 = -130034.879608 nChanged 75 SP:Iteration 12Q (7482.688126 sec): 3 clusters Score: Raw -131773.518347 + Penalty 1648.685360 = -130124.832987 nChanged 70 SP:Iteration 13Q (7482.805483 sec): 3 clusters Score: Raw -131843.341345 + Penalty 1648.685360 = -130194.655985 nChanged 70 SP:Iteration 14Q (7482.923200 sec): 3 clusters Score: Raw -131920.622129 + Penalty 1648.685360 = -130271.936769 nChanged 63 SP:Iteration 15Q (7483.066950 sec): 3 clusters Score: Raw -131992.679990 + Penalty 1648.685360 = -130343.994630 nChanged 62 SP:Iteration 16Q (7483.157054 sec): 3 clusters Score: Raw -132040.816351 + Penalty 1648.685360 = -130392.130991 nChanged 57 SP:Iteration 17Q (7483.274613 sec): 3 clusters Score: Raw -132076.645252 + Penalty 1648.685360 = -130427.959892 nChanged 46 SP:Iteration 18Q (7483.391397 sec): 3 clusters Score: Raw -132104.500229 + Penalty 1648.685360 = -130455.814869 nChanged 37 SP:Iteration 19Q (7483.505857 sec): 3 clusters Score: Raw -132126.900597 + Penalty 1648.685360 = -130478.215237 nChanged 37 SP:Iteration 20F (7483.616047 sec): 3 clusters Score: Raw -132152.218428 + Penalty 1648.685360 = -130503.533069 nChanged 26 SP:Iteration 21Q (7483.735886 sec): 3 clusters Score: Raw -132169.136948 + Penalty 1648.685360 = -130520.451588 nChanged 21 SP:Iteration 22Q (7483.830483 sec): 3 clusters Score: Raw -132180.342785 + Penalty 1648.685360 = -130531.657425 nChanged 18 SP:Iteration 23Q (7483.949414 sec): 3 clusters Score: Raw -132186.833666 + Penalty 1648.685360 = -130538.148306 nChanged 12 SP:Iteration 24Q (7484.069501 sec): 3 clusters Score: Raw -132191.606224 + Penalty 1648.685360 = -130542.920865 nChanged 10 SP:Iteration 25Q (7484.186349 sec): 3 clusters Score: Raw -132195.941381 + Penalty 1648.685360 = -130547.256022 nChanged 8 SP:Iteration 26Q (7484.303680 sec): 3 clusters Score: Raw -132198.741518 + Penalty 1648.685360 = -130550.056159 nChanged 10 SP:Iteration 27Q (7484.421222 sec): 3 clusters Score: Raw -132201.538768 + Penalty 1648.685360 = -130552.853408 nChanged 5 SP:Iteration 28Q (7484.537165 sec): 3 clusters Score: Raw -132203.417001 + Penalty 1648.685360 = -130554.731641 nChanged 4 SP:Iteration 29Q (7484.618853 sec): 3 clusters Score: Raw -132205.818950 + Penalty 1648.685360 = -130557.133591 nChanged 7 SP:Iteration 30Q (7484.734003 sec): 3 clusters Score: Raw -132207.279039 + Penalty 1648.685360 = -130558.593680 nChanged 3 SP:Iteration 31Q (7484.850061 sec): 3 clusters Score: Raw -132207.608859 + Penalty 1648.685360 = -130558.923500 nChanged 0 SP:Iteration 32F (7484.966650 sec): 3 clusters Score: Raw -132207.608859 + Penalty 1648.685360 = -130558.923500 nChanged 0 Trying to split cluster 14 (2927 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7485.023811 sec): 2 clusters Score: Raw -167539.474519 + Penalty 838.081995 = -166701.392524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7485.053599 sec): 3 clusters Score: Raw -166042.953929 + Penalty 1676.163990 = -164366.789939 nChanged 1157 SP:Iteration 1F (7485.085103 sec): 3 clusters Score: Raw -166774.355101 + Penalty 1676.163990 = -165098.191111 nChanged 283 SP:Iteration 2F (7485.113695 sec): 3 clusters Score: Raw -166971.701037 + Penalty 1676.163990 = -165295.537047 nChanged 195 SP:Iteration 3F (7485.142177 sec): 3 clusters Score: Raw -167118.054328 + Penalty 1676.163990 = -165441.890337 nChanged 166 SP:Iteration 4F (7485.170790 sec): 3 clusters Score: Raw -167256.541349 + Penalty 1676.163990 = -165580.377358 nChanged 157 SP:Iteration 5F (7485.298293 sec): 3 clusters Score: Raw -167363.833719 + Penalty 1676.163990 = -165687.669729 nChanged 128 SP:Iteration 6Q (7485.421477 sec): 3 clusters Score: Raw -167447.512071 + Penalty 1676.163990 = -165771.348081 nChanged 109 SP:Iteration 7Q (7485.542070 sec): 3 clusters Score: Raw -167506.530977 + Penalty 1676.163990 = -165830.366987 nChanged 79 SP:Iteration 8Q (7485.661883 sec): 3 clusters Score: Raw -167549.546229 + Penalty 1676.163990 = -165873.382239 nChanged 49 SP:Iteration 9Q (7485.782648 sec): 3 clusters Score: Raw -167569.529336 + Penalty 1676.163990 = -165893.365346 nChanged 37 SP:Iteration 10Q (7485.910989 sec): 3 clusters Score: Raw -167583.806638 + Penalty 1676.163990 = -165907.642648 nChanged 36 SP:Iteration 11Q (7486.029427 sec): 3 clusters Score: Raw -167598.665323 + Penalty 1676.163990 = -165922.501333 nChanged 24 SP:Iteration 12Q (7486.148583 sec): 3 clusters Score: Raw -167609.572697 + Penalty 1676.163990 = -165933.408707 nChanged 35 SP:Iteration 13Q (7486.271834 sec): 3 clusters Score: Raw -167626.252893 + Penalty 1676.163990 = -165950.088902 nChanged 28 SP:Iteration 14Q (7486.392492 sec): 3 clusters Score: Raw -167639.787503 + Penalty 1676.163990 = -165963.623513 nChanged 31 SP:Iteration 15Q (7486.503988 sec): 3 clusters Score: Raw -167652.356427 + Penalty 1676.163990 = -165976.192437 nChanged 32 SP:Iteration 16Q (7486.617836 sec): 3 clusters Score: Raw -167667.846601 + Penalty 1676.163990 = -165991.682610 nChanged 23 SP:Iteration 17Q (7486.718746 sec): 3 clusters Score: Raw -167678.670934 + Penalty 1676.163990 = -166002.506944 nChanged 24 SP:Iteration 18Q (7486.826675 sec): 3 clusters Score: Raw -167690.557671 + Penalty 1676.163990 = -166014.393681 nChanged 30 SP:Iteration 19Q (7486.937523 sec): 3 clusters Score: Raw -167705.736711 + Penalty 1676.163990 = -166029.572721 nChanged 27 SP:Iteration 20F (7487.072383 sec): 3 clusters Score: Raw -167720.658766 + Penalty 1676.163990 = -166044.494776 nChanged 33 SP:Iteration 21Q (7487.149398 sec): 3 clusters Score: Raw -167734.425429 + Penalty 1676.163990 = -166058.261439 nChanged 29 SP:Iteration 22Q (7487.283609 sec): 3 clusters Score: Raw -167745.762582 + Penalty 1676.163990 = -166069.598592 nChanged 20 SP:Iteration 23Q (7487.373757 sec): 3 clusters Score: Raw -167753.022665 + Penalty 1676.163990 = -166076.858674 nChanged 14 SP:Iteration 24Q (7487.403310 sec): 3 clusters Score: Raw -167758.377416 + Penalty 1676.163990 = -166082.213426 nChanged 15 SP:Iteration 25Q (7487.431466 sec): 3 clusters Score: Raw -167763.393795 + Penalty 1676.163990 = -166087.229805 nChanged 11 SP:Iteration 26Q (7487.460172 sec): 3 clusters Score: Raw -167767.808693 + Penalty 1676.163990 = -166091.644703 nChanged 13 SP:Iteration 27Q (7487.488661 sec): 3 clusters Score: Raw -167771.607377 + Penalty 1676.163990 = -166095.443387 nChanged 8 SP:Iteration 28Q (7487.517181 sec): 3 clusters Score: Raw -167774.136204 + Penalty 1676.163990 = -166097.972213 nChanged 7 SP:Iteration 29Q (7487.545566 sec): 3 clusters Score: Raw -167776.889480 + Penalty 1676.163990 = -166100.725490 nChanged 11 SP:Iteration 30Q (7487.574163 sec): 3 clusters Score: Raw -167780.294982 + Penalty 1676.163990 = -166104.130992 nChanged 15 SP:Iteration 31Q (7487.602362 sec): 3 clusters Score: Raw -167786.248166 + Penalty 1676.163990 = -166110.084175 nChanged 18 SP:Iteration 32Q (7487.630364 sec): 3 clusters Score: Raw -167796.981101 + Penalty 1676.163990 = -166120.817111 nChanged 25 SP:Iteration 33Q (7487.658691 sec): 3 clusters Score: Raw -167811.137612 + Penalty 1676.163990 = -166134.973622 nChanged 27 SP:Iteration 34Q (7487.686831 sec): 3 clusters Score: Raw -167828.121865 + Penalty 1676.163990 = -166151.957875 nChanged 27 SP:Iteration 35Q (7487.714994 sec): 3 clusters Score: Raw -167841.006012 + Penalty 1676.163990 = -166164.842022 nChanged 15 SP:Iteration 36Q (7487.742950 sec): 3 clusters Score: Raw -167847.318286 + Penalty 1676.163990 = -166171.154296 nChanged 13 SP:Iteration 37Q (7487.861788 sec): 3 clusters Score: Raw -167853.063644 + Penalty 1676.163990 = -166176.899654 nChanged 9 SP:Iteration 38Q (7488.022011 sec): 3 clusters Score: Raw -167856.026790 + Penalty 1676.163990 = -166179.862799 nChanged 5 SP:Iteration 39Q (7488.107738 sec): 3 clusters Score: Raw -167857.696753 + Penalty 1676.163990 = -166181.532762 nChanged 3 SP:Iteration 40F (7488.225521 sec): 3 clusters Score: Raw -167859.065561 + Penalty 1676.163990 = -166182.901571 nChanged 3 SP:Iteration 41Q (7488.334647 sec): 3 clusters Score: Raw -167860.106699 + Penalty 1676.163990 = -166183.942709 nChanged 3 SP:Iteration 42Q (7488.435015 sec): 3 clusters Score: Raw -167861.420613 + Penalty 1676.163990 = -166185.256623 nChanged 4 SP:Iteration 43Q (7488.552787 sec): 3 clusters Score: Raw -167863.354454 + Penalty 1676.163990 = -166187.190463 nChanged 4 SP:Iteration 44Q (7488.670647 sec): 3 clusters Score: Raw -167863.972783 + Penalty 1676.163990 = -166187.808793 nChanged 1 SP:Iteration 45Q (7488.788510 sec): 3 clusters Score: Raw -167864.272047 + Penalty 1676.163990 = -166188.108057 nChanged 2 SP:Iteration 46Q (7488.906298 sec): 3 clusters Score: Raw -167865.477559 + Penalty 1676.163990 = -166189.313569 nChanged 2 SP:Iteration 47Q (7489.024361 sec): 3 clusters Score: Raw -167867.224937 + Penalty 1676.163990 = -166191.060947 nChanged 4 SP:Iteration 48Q (7489.140922 sec): 3 clusters Score: Raw -167869.548765 + Penalty 1676.163990 = -166193.384775 nChanged 5 SP:Iteration 49Q (7489.258496 sec): 3 clusters Score: Raw -167871.858992 + Penalty 1676.163990 = -166195.695002 nChanged 5 SP:Iteration 50Q (7489.376304 sec): 3 clusters Score: Raw -167875.070575 + Penalty 1676.163990 = -166198.906585 nChanged 6 SP:Iteration 51Q (7489.493861 sec): 3 clusters Score: Raw -167877.915700 + Penalty 1676.163990 = -166201.751710 nChanged 4 SP:Iteration 52Q (7489.611146 sec): 3 clusters Score: Raw -167879.686618 + Penalty 1676.163990 = -166203.522627 nChanged 7 SP:Iteration 53Q (7489.716504 sec): 3 clusters Score: Raw -167883.126329 + Penalty 1676.163990 = -166206.962339 nChanged 6 SP:Iteration 54Q (7489.834904 sec): 3 clusters Score: Raw -167886.220728 + Penalty 1676.163990 = -166210.056738 nChanged 5 SP:Iteration 55Q (7489.946373 sec): 3 clusters Score: Raw -167888.553545 + Penalty 1676.163990 = -166212.389555 nChanged 5 SP:Iteration 56Q (7490.046375 sec): 3 clusters Score: Raw -167891.695131 + Penalty 1676.163990 = -166215.531140 nChanged 3 SP:Iteration 57Q (7490.164171 sec): 3 clusters Score: Raw -167892.480636 + Penalty 1676.163990 = -166216.316646 nChanged 5 SP:Iteration 58Q (7490.279930 sec): 3 clusters Score: Raw -167894.153378 + Penalty 1676.163990 = -166217.989388 nChanged 2 SP:Iteration 59Q (7490.394673 sec): 3 clusters Score: Raw -167894.513503 + Penalty 1676.163990 = -166218.349513 nChanged 1 SP:Iteration 60F (7490.510981 sec): 3 clusters Score: Raw -167895.074979 + Penalty 1676.163990 = -166218.910988 nChanged 1 SP:Iteration 61Q (7490.628610 sec): 3 clusters Score: Raw -167895.232729 + Penalty 1676.163990 = -166219.068739 nChanged 0 SP:Iteration 62F (7490.745519 sec): 3 clusters Score: Raw -167895.232729 + Penalty 1676.163990 = -166219.068739 nChanged 0 Trying to split cluster 15 (2011 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7490.832392 sec): 2 clusters Score: Raw -108354.220827 + Penalty 798.670676 = -107555.550151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7490.944201 sec): 3 clusters Score: Raw -107409.985525 + Penalty 1597.341352 = -105812.644174 nChanged 771 SP:Iteration 1F (7491.031073 sec): 3 clusters Score: Raw -107949.176725 + Penalty 1597.341352 = -106351.835373 nChanged 189 SP:Iteration 2F (7491.146471 sec): 3 clusters Score: Raw -108117.730206 + Penalty 1597.341352 = -106520.388854 nChanged 134 SP:Iteration 3F (7491.202812 sec): 3 clusters Score: Raw -108224.990035 + Penalty 1597.341352 = -106627.648683 nChanged 81 SP:Iteration 4Q (7491.227633 sec): 3 clusters Score: Raw -108282.529164 + Penalty 1597.341352 = -106685.187812 nChanged 63 SP:Iteration 5Q (7491.253688 sec): 3 clusters Score: Raw -108328.628851 + Penalty 1597.341352 = -106731.287499 nChanged 48 SP:Iteration 6Q (7491.278368 sec): 3 clusters Score: Raw -108359.786377 + Penalty 1597.341352 = -106762.445025 nChanged 49 SP:Iteration 7Q (7491.302428 sec): 3 clusters Score: Raw -108393.497030 + Penalty 1597.341352 = -106796.155678 nChanged 44 SP:Iteration 8Q (7491.326417 sec): 3 clusters Score: Raw -108427.045613 + Penalty 1597.341352 = -106829.704261 nChanged 44 SP:Iteration 9Q (7491.350372 sec): 3 clusters Score: Raw -108456.450335 + Penalty 1597.341352 = -106859.108983 nChanged 39 SP:Iteration 10Q (7491.374333 sec): 3 clusters Score: Raw -108484.402667 + Penalty 1597.341352 = -106887.061316 nChanged 33 SP:Iteration 11Q (7491.492415 sec): 3 clusters Score: Raw -108517.155627 + Penalty 1597.341352 = -106919.814275 nChanged 28 SP:Iteration 12Q (7491.618981 sec): 3 clusters Score: Raw -108541.923553 + Penalty 1597.341352 = -106944.582201 nChanged 29 SP:Iteration 13Q (7491.722204 sec): 3 clusters Score: Raw -108557.455394 + Penalty 1597.341352 = -106960.114042 nChanged 17 SP:Iteration 14Q (7491.835578 sec): 3 clusters Score: Raw -108565.795890 + Penalty 1597.341352 = -106968.454538 nChanged 21 SP:Iteration 15Q (7491.952787 sec): 3 clusters Score: Raw -108579.019695 + Penalty 1597.341352 = -106981.678343 nChanged 28 SP:Iteration 16Q (7492.069612 sec): 3 clusters Score: Raw -108597.002891 + Penalty 1597.341352 = -106999.661539 nChanged 23 SP:Iteration 17Q (7492.185527 sec): 3 clusters Score: Raw -108607.873285 + Penalty 1597.341352 = -107010.531933 nChanged 14 SP:Iteration 18Q (7492.302332 sec): 3 clusters Score: Raw -108614.925474 + Penalty 1597.341352 = -107017.584122 nChanged 12 SP:Iteration 19Q (7492.418453 sec): 3 clusters Score: Raw -108620.334833 + Penalty 1597.341352 = -107022.993481 nChanged 16 SP:Iteration 20F (7492.533962 sec): 3 clusters Score: Raw -108629.918892 + Penalty 1597.341352 = -107032.577540 nChanged 16 SP:Iteration 21Q (7492.640973 sec): 3 clusters Score: Raw -108637.636757 + Penalty 1597.341352 = -107040.295405 nChanged 12 SP:Iteration 22Q (7492.757355 sec): 3 clusters Score: Raw -108641.616615 + Penalty 1597.341352 = -107044.275263 nChanged 10 SP:Iteration 23Q (7492.860748 sec): 3 clusters Score: Raw -108643.797942 + Penalty 1597.341352 = -107046.456590 nChanged 9 SP:Iteration 24Q (7492.998994 sec): 3 clusters Score: Raw -108647.930884 + Penalty 1597.341352 = -107050.589532 nChanged 14 SP:Iteration 25Q (7493.089244 sec): 3 clusters Score: Raw -108652.215487 + Penalty 1597.341352 = -107054.874135 nChanged 10 SP:Iteration 26Q (7493.200916 sec): 3 clusters Score: Raw -108655.735217 + Penalty 1597.341352 = -107058.393866 nChanged 8 SP:Iteration 27Q (7493.317688 sec): 3 clusters Score: Raw -108660.187112 + Penalty 1597.341352 = -107062.845760 nChanged 13 SP:Iteration 28Q (7493.432994 sec): 3 clusters Score: Raw -108665.928332 + Penalty 1597.341352 = -107068.586980 nChanged 14 SP:Iteration 29Q (7493.524965 sec): 3 clusters Score: Raw -108672.613577 + Penalty 1597.341352 = -107075.272225 nChanged 10 SP:Iteration 30Q (7493.641461 sec): 3 clusters Score: Raw -108676.189416 + Penalty 1597.341352 = -107078.848065 nChanged 8 SP:Iteration 31Q (7493.744718 sec): 3 clusters Score: Raw -108678.306893 + Penalty 1597.341352 = -107080.965541 nChanged 4 SP:Iteration 32Q (7493.770411 sec): 3 clusters Score: Raw -108679.821226 + Penalty 1597.341352 = -107082.479874 nChanged 6 SP:Iteration 33Q (7493.790794 sec): 3 clusters Score: Raw -108681.625181 + Penalty 1597.341352 = -107084.283829 nChanged 6 SP:Iteration 34Q (7493.811172 sec): 3 clusters Score: Raw -108684.518633 + Penalty 1597.341352 = -107087.177281 nChanged 6 SP:Iteration 35Q (7493.915405 sec): 3 clusters Score: Raw -108687.499895 + Penalty 1597.341352 = -107090.158543 nChanged 8 SP:Iteration 36Q (7494.041231 sec): 3 clusters Score: Raw -108693.297813 + Penalty 1597.341352 = -107095.956461 nChanged 9 SP:Iteration 37Q (7494.175717 sec): 3 clusters Score: Raw -108697.485662 + Penalty 1597.341352 = -107100.144310 nChanged 6 SP:Iteration 38Q (7494.288035 sec): 3 clusters Score: Raw -108699.942704 + Penalty 1597.341352 = -107102.601352 nChanged 6 SP:Iteration 39Q (7494.399444 sec): 3 clusters Score: Raw -108701.944414 + Penalty 1597.341352 = -107104.603062 nChanged 6 SP:Iteration 40F (7494.506183 sec): 3 clusters Score: Raw -108703.387993 + Penalty 1597.341352 = -107106.046641 nChanged 3 SP:Iteration 41Q (7494.619295 sec): 3 clusters Score: Raw -108704.254742 + Penalty 1597.341352 = -107106.913390 nChanged 5 SP:Iteration 42Q (7494.735710 sec): 3 clusters Score: Raw -108706.479301 + Penalty 1597.341352 = -107109.137949 nChanged 3 SP:Iteration 43Q (7494.849737 sec): 3 clusters Score: Raw -108707.635167 + Penalty 1597.341352 = -107110.293815 nChanged 3 SP:Iteration 44Q (7494.965648 sec): 3 clusters Score: Raw -108708.393074 + Penalty 1597.341352 = -107111.051722 nChanged 2 SP:Iteration 45Q (7495.058691 sec): 3 clusters Score: Raw -108709.259221 + Penalty 1597.341352 = -107111.917870 nChanged 1 SP:Iteration 46Q (7495.173966 sec): 3 clusters Score: Raw -108709.846265 + Penalty 1597.341352 = -107112.504913 nChanged 5 SP:Iteration 47Q (7495.288818 sec): 3 clusters Score: Raw -108711.382411 + Penalty 1597.341352 = -107114.041059 nChanged 2 SP:Iteration 48Q (7495.404489 sec): 3 clusters Score: Raw -108711.696988 + Penalty 1597.341352 = -107114.355636 nChanged 2 SP:Iteration 49Q (7495.520140 sec): 3 clusters Score: Raw -108712.139411 + Penalty 1597.341352 = -107114.798060 nChanged 1 SP:Iteration 50Q (7495.636028 sec): 3 clusters Score: Raw -108712.657301 + Penalty 1597.341352 = -107115.315949 nChanged 1 SP:Iteration 51Q (7495.752008 sec): 3 clusters Score: Raw -108712.916621 + Penalty 1597.341352 = -107115.575269 nChanged 1 SP:Iteration 52Q (7495.868333 sec): 3 clusters Score: Raw -108713.359853 + Penalty 1597.341352 = -107116.018502 nChanged 1 SP:Iteration 53Q (7495.982090 sec): 3 clusters Score: Raw -108714.312096 + Penalty 1597.341352 = -107116.970744 nChanged 1 SP:Iteration 54Q (7496.097924 sec): 3 clusters Score: Raw -108714.876455 + Penalty 1597.341352 = -107117.535103 nChanged 0 SP:Iteration 55F (7496.200332 sec): 3 clusters Score: Raw -108714.876455 + Penalty 1597.341352 = -107117.535103 nChanged 0 Trying to split cluster 16 (3043 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7496.237370 sec): 2 clusters Score: Raw -179967.417603 + Penalty 842.162911 = -179125.254692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7496.267883 sec): 3 clusters Score: Raw -178387.976233 + Penalty 1684.325821 = -176703.650411 nChanged 1222 SP:Iteration 1F (7496.297206 sec): 3 clusters Score: Raw -179068.462158 + Penalty 1684.325821 = -177384.136336 nChanged 240 SP:Iteration 2F (7496.326843 sec): 3 clusters Score: Raw -179236.919148 + Penalty 1684.325821 = -177552.593327 nChanged 216 SP:Iteration 3F (7496.356405 sec): 3 clusters Score: Raw -179366.280187 + Penalty 1684.325821 = -177681.954366 nChanged 159 SP:Iteration 4F (7496.386087 sec): 3 clusters Score: Raw -179457.044435 + Penalty 1684.325821 = -177772.718614 nChanged 122 SP:Iteration 5Q (7496.416313 sec): 3 clusters Score: Raw -179518.847453 + Penalty 1684.325821 = -177834.521632 nChanged 106 SP:Iteration 6Q (7496.446360 sec): 3 clusters Score: Raw -179570.193258 + Penalty 1684.325821 = -177885.867436 nChanged 94 SP:Iteration 7Q (7496.476015 sec): 3 clusters Score: Raw -179625.353751 + Penalty 1684.325821 = -177941.027929 nChanged 94 SP:Iteration 8Q (7496.596682 sec): 3 clusters Score: Raw -179672.723015 + Penalty 1684.325821 = -177988.397194 nChanged 82 SP:Iteration 9Q (7496.697495 sec): 3 clusters Score: Raw -179712.657376 + Penalty 1684.325821 = -178028.331555 nChanged 71 SP:Iteration 10Q (7496.819756 sec): 3 clusters Score: Raw -179753.479070 + Penalty 1684.325821 = -178069.153248 nChanged 72 SP:Iteration 11Q (7496.922521 sec): 3 clusters Score: Raw -179793.668712 + Penalty 1684.325821 = -178109.342891 nChanged 69 SP:Iteration 12Q (7497.041014 sec): 3 clusters Score: Raw -179827.937042 + Penalty 1684.325821 = -178143.611221 nChanged 67 SP:Iteration 13Q (7497.159970 sec): 3 clusters Score: Raw -179865.292259 + Penalty 1684.325821 = -178180.966438 nChanged 72 SP:Iteration 14Q (7497.278467 sec): 3 clusters Score: Raw -179907.974793 + Penalty 1684.325821 = -178223.648971 nChanged 67 SP:Iteration 15Q (7497.397636 sec): 3 clusters Score: Raw -179954.341471 + Penalty 1684.325821 = -178270.015650 nChanged 64 SP:Iteration 16Q (7497.543028 sec): 3 clusters Score: Raw -180005.155987 + Penalty 1684.325821 = -178320.830165 nChanged 62 SP:Iteration 17Q (7497.623425 sec): 3 clusters Score: Raw -180052.458280 + Penalty 1684.325821 = -178368.132458 nChanged 52 SP:Iteration 18Q (7497.745274 sec): 3 clusters Score: Raw -180092.038293 + Penalty 1684.325821 = -178407.712471 nChanged 39 SP:Iteration 19Q (7497.856778 sec): 3 clusters Score: Raw -180121.989973 + Penalty 1684.325821 = -178437.664152 nChanged 41 SP:Iteration 20F (7497.985542 sec): 3 clusters Score: Raw -180147.301077 + Penalty 1684.325821 = -178462.975256 nChanged 41 SP:Iteration 21Q (7498.106484 sec): 3 clusters Score: Raw -180181.048976 + Penalty 1684.325821 = -178496.723155 nChanged 41 SP:Iteration 22Q (7498.223855 sec): 3 clusters Score: Raw -180210.972635 + Penalty 1684.325821 = -178526.646814 nChanged 29 SP:Iteration 23Q (7498.336809 sec): 3 clusters Score: Raw -180231.908607 + Penalty 1684.325821 = -178547.582786 nChanged 24 SP:Iteration 24Q (7498.452369 sec): 3 clusters Score: Raw -180251.255957 + Penalty 1684.325821 = -178566.930135 nChanged 27 SP:Iteration 25Q (7498.573773 sec): 3 clusters Score: Raw -180273.641853 + Penalty 1684.325821 = -178589.316032 nChanged 37 SP:Iteration 26Q (7498.691597 sec): 3 clusters Score: Raw -180290.937160 + Penalty 1684.325821 = -178606.611339 nChanged 18 SP:Iteration 27Q (7498.794132 sec): 3 clusters Score: Raw -180304.157919 + Penalty 1684.325821 = -178619.832097 nChanged 22 SP:Iteration 28Q (7498.823529 sec): 3 clusters Score: Raw -180322.781744 + Penalty 1684.325821 = -178638.455923 nChanged 19 SP:Iteration 29Q (7498.852457 sec): 3 clusters Score: Raw -180333.665011 + Penalty 1684.325821 = -178649.339190 nChanged 18 SP:Iteration 30Q (7498.881220 sec): 3 clusters Score: Raw -180343.024815 + Penalty 1684.325821 = -178658.698994 nChanged 15 SP:Iteration 31Q (7498.910108 sec): 3 clusters Score: Raw -180353.162092 + Penalty 1684.325821 = -178668.836270 nChanged 11 SP:Iteration 32Q (7498.938402 sec): 3 clusters Score: Raw -180357.346319 + Penalty 1684.325821 = -178673.020498 nChanged 7 SP:Iteration 33Q (7498.967111 sec): 3 clusters Score: Raw -180359.693524 + Penalty 1684.325821 = -178675.367702 nChanged 5 SP:Iteration 34Q (7498.995670 sec): 3 clusters Score: Raw -180361.903436 + Penalty 1684.325821 = -178677.577614 nChanged 9 SP:Iteration 35Q (7499.024202 sec): 3 clusters Score: Raw -180367.859904 + Penalty 1684.325821 = -178683.534082 nChanged 7 SP:Iteration 36Q (7499.052693 sec): 3 clusters Score: Raw -180369.727702 + Penalty 1684.325821 = -178685.401881 nChanged 4 SP:Iteration 37Q (7499.081088 sec): 3 clusters Score: Raw -180371.160246 + Penalty 1684.325821 = -178686.834424 nChanged 4 SP:Iteration 38Q (7499.109710 sec): 3 clusters Score: Raw -180372.442409 + Penalty 1684.325821 = -178688.116588 nChanged 3 SP:Iteration 39Q (7499.138159 sec): 3 clusters Score: Raw -180373.939032 + Penalty 1684.325821 = -178689.613210 nChanged 2 SP:Iteration 40F (7499.267002 sec): 3 clusters Score: Raw -180374.790485 + Penalty 1684.325821 = -178690.464664 nChanged 2 SP:Iteration 41Q (7499.376538 sec): 3 clusters Score: Raw -180375.620975 + Penalty 1684.325821 = -178691.295154 nChanged 2 SP:Iteration 42Q (7499.496288 sec): 3 clusters Score: Raw -180376.489415 + Penalty 1684.325821 = -178692.163593 nChanged 2 SP:Iteration 43Q (7499.603626 sec): 3 clusters Score: Raw -180376.917918 + Penalty 1684.325821 = -178692.592097 nChanged 0 SP:Iteration 44F (7499.722178 sec): 3 clusters Score: Raw -180376.917918 + Penalty 1684.325821 = -178692.592097 nChanged 0 Trying to split cluster 17 (5180 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7499.818798 sec): 2 clusters Score: Raw -318652.332239 + Penalty 898.018835 = -317754.313404 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7499.907656 sec): 3 clusters Score: Raw -315742.809855 + Penalty 1796.037670 = -313946.772185 nChanged 2244 SP:Iteration 1F (7500.065994 sec): 3 clusters Score: Raw -316995.086817 + Penalty 1796.037670 = -315199.049147 nChanged 334 SP:Iteration 2F (7500.164504 sec): 3 clusters Score: Raw -317185.690845 + Penalty 1796.037670 = -315389.653175 nChanged 291 SP:Iteration 3F (7500.294697 sec): 3 clusters Score: Raw -317347.896660 + Penalty 1796.037670 = -315551.858990 nChanged 287 SP:Iteration 4F (7500.406146 sec): 3 clusters Score: Raw -317523.342806 + Penalty 1796.037670 = -315727.305135 nChanged 283 SP:Iteration 5F (7500.523044 sec): 3 clusters Score: Raw -317705.343892 + Penalty 1796.037670 = -315909.306222 nChanged 282 SP:Iteration 6F (7500.646307 sec): 3 clusters Score: Raw -317909.032603 + Penalty 1796.037670 = -316112.994932 nChanged 267 SP:Iteration 7F (7500.744825 sec): 3 clusters Score: Raw -318112.823074 + Penalty 1796.037670 = -316316.785403 nChanged 239 SP:Iteration 8Q (7500.858428 sec): 3 clusters Score: Raw -318325.920874 + Penalty 1796.037670 = -316529.883203 nChanged 171 SP:Iteration 9Q (7500.982643 sec): 3 clusters Score: Raw -318470.742298 + Penalty 1796.037670 = -316674.704628 nChanged 114 SP:Iteration 10Q (7501.092974 sec): 3 clusters Score: Raw -318577.968030 + Penalty 1796.037670 = -316781.930359 nChanged 81 SP:Iteration 11Q (7501.161208 sec): 3 clusters Score: Raw -318661.461600 + Penalty 1796.037670 = -316865.423930 nChanged 52 SP:Iteration 12Q (7501.203690 sec): 3 clusters Score: Raw -318715.936484 + Penalty 1796.037670 = -316919.898814 nChanged 30 SP:Iteration 13Q (7501.245779 sec): 3 clusters Score: Raw -318741.068044 + Penalty 1796.037670 = -316945.030374 nChanged 17 SP:Iteration 14Q (7501.287069 sec): 3 clusters Score: Raw -318756.373235 + Penalty 1796.037670 = -316960.335565 nChanged 15 SP:Iteration 15Q (7501.328399 sec): 3 clusters Score: Raw -318767.026102 + Penalty 1796.037670 = -316970.988432 nChanged 10 SP:Iteration 16Q (7501.369397 sec): 3 clusters Score: Raw -318774.116431 + Penalty 1796.037670 = -316978.078760 nChanged 9 SP:Iteration 17Q (7501.411061 sec): 3 clusters Score: Raw -318785.170954 + Penalty 1796.037670 = -316989.133284 nChanged 11 SP:Iteration 18Q (7501.452995 sec): 3 clusters Score: Raw -318795.178672 + Penalty 1796.037670 = -316999.141001 nChanged 12 SP:Iteration 19Q (7501.495090 sec): 3 clusters Score: Raw -318806.284182 + Penalty 1796.037670 = -317010.246511 nChanged 6 SP:Iteration 20F (7501.539472 sec): 3 clusters Score: Raw -318810.374230 + Penalty 1796.037670 = -317014.336559 nChanged 4 SP:Iteration 21Q (7501.580786 sec): 3 clusters Score: Raw -318813.928809 + Penalty 1796.037670 = -317017.891139 nChanged 5 SP:Iteration 22Q (7501.621911 sec): 3 clusters Score: Raw -318819.775179 + Penalty 1796.037670 = -317023.737509 nChanged 3 SP:Iteration 23Q (7501.662990 sec): 3 clusters Score: Raw -318822.534052 + Penalty 1796.037670 = -317026.496381 nChanged 3 SP:Iteration 24Q (7501.707978 sec): 3 clusters Score: Raw -318824.957064 + Penalty 1796.037670 = -317028.919393 nChanged 1 SP:Iteration 25Q (7501.833540 sec): 3 clusters Score: Raw -318826.133290 + Penalty 1796.037670 = -317030.095620 nChanged 3 SP:Iteration 26Q (7501.940857 sec): 3 clusters Score: Raw -318828.464418 + Penalty 1796.037670 = -317032.426747 nChanged 2 SP:Iteration 27Q (7502.056495 sec): 3 clusters Score: Raw -318830.201640 + Penalty 1796.037670 = -317034.163970 nChanged 2 SP:Iteration 28Q (7502.195542 sec): 3 clusters Score: Raw -318831.873190 + Penalty 1796.037670 = -317035.835520 nChanged 2 SP:Iteration 29Q (7502.280940 sec): 3 clusters Score: Raw -318833.321066 + Penalty 1796.037670 = -317037.283396 nChanged 1 SP:Iteration 30Q (7502.411472 sec): 3 clusters Score: Raw -318834.731029 + Penalty 1796.037670 = -317038.693358 nChanged 2 SP:Iteration 31Q (7502.532125 sec): 3 clusters Score: Raw -318835.631706 + Penalty 1796.037670 = -317039.594035 nChanged 0 SP:Iteration 32F (7502.649698 sec): 3 clusters Score: Raw -318835.631706 + Penalty 1796.037670 = -317039.594035 nChanged 0 Trying to split cluster 18 (738 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7502.727043 sec): 2 clusters Score: Raw -29497.940889 + Penalty 693.414102 = -28804.526788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7502.826630 sec): 3 clusters Score: Raw -29250.874064 + Penalty 1386.828203 = -27864.045861 nChanged 258 SP:Iteration 1F (7502.937711 sec): 3 clusters Score: Raw -29618.347535 + Penalty 1386.828203 = -28231.519331 nChanged 87 SP:Iteration 2F (7503.051543 sec): 3 clusters Score: Raw -29775.297344 + Penalty 1386.828203 = -28388.469141 nChanged 53 SP:Iteration 3F (7503.191817 sec): 3 clusters Score: Raw -29888.594975 + Penalty 1386.828203 = -28501.766772 nChanged 37 SP:Iteration 4F (7503.280029 sec): 3 clusters Score: Raw -29948.379628 + Penalty 1386.828203 = -28561.551424 nChanged 21 SP:Iteration 5Q (7503.396919 sec): 3 clusters Score: Raw -29976.777457 + Penalty 1386.828203 = -28589.949254 nChanged 10 SP:Iteration 6Q (7503.509800 sec): 3 clusters Score: Raw -29992.329457 + Penalty 1386.828203 = -28605.501254 nChanged 10 SP:Iteration 7Q (7503.626992 sec): 3 clusters Score: Raw -30010.236118 + Penalty 1386.828203 = -28623.407915 nChanged 12 SP:Iteration 8Q (7503.712750 sec): 3 clusters Score: Raw -30046.507146 + Penalty 1386.828203 = -28659.678943 nChanged 20 SP:Iteration 9Q (7503.794099 sec): 3 clusters Score: Raw -30072.982250 + Penalty 1386.828203 = -28686.154046 nChanged 9 SP:Iteration 10Q (7503.899983 sec): 3 clusters Score: Raw -30086.540031 + Penalty 1386.828203 = -28699.711828 nChanged 13 SP:Iteration 11Q (7504.005220 sec): 3 clusters Score: Raw -30104.674405 + Penalty 1386.828203 = -28717.846201 nChanged 10 SP:Iteration 12Q (7504.090175 sec): 3 clusters Score: Raw -30112.677008 + Penalty 1386.828203 = -28725.848804 nChanged 4 SP:Iteration 13Q (7504.193855 sec): 3 clusters Score: Raw -30115.885041 + Penalty 1386.828203 = -28729.056837 nChanged 2 SP:Iteration 14Q (7504.297836 sec): 3 clusters Score: Raw -30117.488310 + Penalty 1386.828203 = -28730.660107 nChanged 1 SP:Iteration 15Q (7504.395663 sec): 3 clusters Score: Raw -30119.114802 + Penalty 1386.828203 = -28732.286599 nChanged 2 SP:Iteration 16Q (7504.508077 sec): 3 clusters Score: Raw -30121.920223 + Penalty 1386.828203 = -28735.092020 nChanged 3 SP:Iteration 17Q (7504.574524 sec): 3 clusters Score: Raw -30124.261369 + Penalty 1386.828203 = -28737.433166 nChanged 1 SP:Iteration 18Q (7504.583968 sec): 3 clusters Score: Raw -30124.822547 + Penalty 1386.828203 = -28737.994344 nChanged 1 SP:Iteration 19Q (7504.593338 sec): 3 clusters Score: Raw -30125.972910 + Penalty 1386.828203 = -28739.144707 nChanged 4 SP:Iteration 20F (7504.602710 sec): 3 clusters Score: Raw -30129.629406 + Penalty 1386.828203 = -28742.801203 nChanged 1 SP:Iteration 21Q (7504.612127 sec): 3 clusters Score: Raw -30129.976923 + Penalty 1386.828203 = -28743.148720 nChanged 1 SP:Iteration 22Q (7504.621659 sec): 3 clusters Score: Raw -30130.796621 + Penalty 1386.828203 = -28743.968418 nChanged 1 SP:Iteration 23Q (7504.631038 sec): 3 clusters Score: Raw -30131.070111 + Penalty 1386.828203 = -28744.241907 nChanged 0 SP:Iteration 24F (7504.640680 sec): 3 clusters Score: Raw -30131.070111 + Penalty 1386.828203 = -28744.241907 nChanged 0 Trying to split cluster 19 (3378 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7504.681253 sec): 2 clusters Score: Raw -205018.704681 + Penalty 853.129105 = -204165.575576 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7504.874014 sec): 3 clusters Score: Raw -203209.003890 + Penalty 1706.258210 = -201502.745680 nChanged 1419 SP:Iteration 1F (7504.987859 sec): 3 clusters Score: Raw -204010.160043 + Penalty 1706.258210 = -202303.901832 nChanged 275 SP:Iteration 2F (7505.105764 sec): 3 clusters Score: Raw -204207.380233 + Penalty 1706.258210 = -202501.122023 nChanged 228 SP:Iteration 3F (7505.224082 sec): 3 clusters Score: Raw -204354.943840 + Penalty 1706.258210 = -202648.685630 nChanged 190 SP:Iteration 4F (7505.341100 sec): 3 clusters Score: Raw -204473.371184 + Penalty 1706.258210 = -202767.112973 nChanged 170 SP:Iteration 5F (7505.459270 sec): 3 clusters Score: Raw -204580.995661 + Penalty 1706.258210 = -202874.737451 nChanged 165 SP:Iteration 6Q (7505.578411 sec): 3 clusters Score: Raw -204684.562387 + Penalty 1706.258210 = -202978.304177 nChanged 145 SP:Iteration 7Q (7505.697913 sec): 3 clusters Score: Raw -204771.679187 + Penalty 1706.258210 = -203065.420976 nChanged 109 SP:Iteration 8Q (7505.807924 sec): 3 clusters Score: Raw -204836.453976 + Penalty 1706.258210 = -203130.195765 nChanged 97 SP:Iteration 9Q (7505.926639 sec): 3 clusters Score: Raw -204887.773580 + Penalty 1706.258210 = -203181.515369 nChanged 64 SP:Iteration 10Q (7506.044301 sec): 3 clusters Score: Raw -204918.990814 + Penalty 1706.258210 = -203212.732603 nChanged 45 SP:Iteration 11Q (7506.136190 sec): 3 clusters Score: Raw -204932.261463 + Penalty 1706.258210 = -203226.003252 nChanged 33 SP:Iteration 12Q (7506.256070 sec): 3 clusters Score: Raw -204942.801286 + Penalty 1706.258210 = -203236.543075 nChanged 36 SP:Iteration 13Q (7506.374217 sec): 3 clusters Score: Raw -204954.806391 + Penalty 1706.258210 = -203248.548181 nChanged 32 SP:Iteration 14Q (7506.493685 sec): 3 clusters Score: Raw -204966.393494 + Penalty 1706.258210 = -203260.135283 nChanged 28 SP:Iteration 15Q (7506.612011 sec): 3 clusters Score: Raw -204979.557275 + Penalty 1706.258210 = -203273.299064 nChanged 30 SP:Iteration 16Q (7506.729488 sec): 3 clusters Score: Raw -204994.709087 + Penalty 1706.258210 = -203288.450876 nChanged 33 SP:Iteration 17Q (7506.841215 sec): 3 clusters Score: Raw -205011.185655 + Penalty 1706.258210 = -203304.927445 nChanged 32 SP:Iteration 18Q (7506.959325 sec): 3 clusters Score: Raw -205028.274249 + Penalty 1706.258210 = -203322.016038 nChanged 25 SP:Iteration 19Q (7507.048751 sec): 3 clusters Score: Raw -205038.729775 + Penalty 1706.258210 = -203332.471564 nChanged 26 SP:Iteration 20F (7507.080545 sec): 3 clusters Score: Raw -205050.950326 + Penalty 1706.258210 = -203344.692115 nChanged 34 SP:Iteration 21Q (7507.112922 sec): 3 clusters Score: Raw -205064.927794 + Penalty 1706.258210 = -203358.669583 nChanged 34 SP:Iteration 22Q (7507.227177 sec): 3 clusters Score: Raw -205077.982908 + Penalty 1706.258210 = -203371.724698 nChanged 28 SP:Iteration 23Q (7507.345831 sec): 3 clusters Score: Raw -205091.658996 + Penalty 1706.258210 = -203385.400786 nChanged 26 SP:Iteration 24Q (7507.460821 sec): 3 clusters Score: Raw -205101.499603 + Penalty 1706.258210 = -203395.241393 nChanged 22 SP:Iteration 25Q (7507.570799 sec): 3 clusters Score: Raw -205110.863166 + Penalty 1706.258210 = -203404.604956 nChanged 25 SP:Iteration 26Q (7507.689295 sec): 3 clusters Score: Raw -205119.845188 + Penalty 1706.258210 = -203413.586978 nChanged 19 SP:Iteration 27Q (7507.834042 sec): 3 clusters Score: Raw -205125.683555 + Penalty 1706.258210 = -203419.425344 nChanged 13 SP:Iteration 28Q (7507.922755 sec): 3 clusters Score: Raw -205129.930702 + Penalty 1706.258210 = -203423.672491 nChanged 16 SP:Iteration 29Q (7508.034676 sec): 3 clusters Score: Raw -205135.199938 + Penalty 1706.258210 = -203428.941728 nChanged 20 SP:Iteration 30Q (7508.145730 sec): 3 clusters Score: Raw -205144.284968 + Penalty 1706.258210 = -203438.026757 nChanged 20 SP:Iteration 31Q (7508.257884 sec): 3 clusters Score: Raw -205153.985991 + Penalty 1706.258210 = -203447.727781 nChanged 21 SP:Iteration 32Q (7508.370180 sec): 3 clusters Score: Raw -205161.196638 + Penalty 1706.258210 = -203454.938427 nChanged 21 SP:Iteration 33Q (7508.480429 sec): 3 clusters Score: Raw -205169.354116 + Penalty 1706.258210 = -203463.095906 nChanged 18 SP:Iteration 34Q (7508.591661 sec): 3 clusters Score: Raw -205176.515820 + Penalty 1706.258210 = -203470.257609 nChanged 19 SP:Iteration 35Q (7508.701962 sec): 3 clusters Score: Raw -205184.697842 + Penalty 1706.258210 = -203478.439632 nChanged 13 SP:Iteration 36Q (7508.812753 sec): 3 clusters Score: Raw -205188.560779 + Penalty 1706.258210 = -203482.302568 nChanged 8 SP:Iteration 37Q (7508.924830 sec): 3 clusters Score: Raw -205190.860958 + Penalty 1706.258210 = -203484.602747 nChanged 16 SP:Iteration 38Q (7509.036994 sec): 3 clusters Score: Raw -205195.773693 + Penalty 1706.258210 = -203489.515483 nChanged 20 SP:Iteration 39Q (7509.146557 sec): 3 clusters Score: Raw -205202.998729 + Penalty 1706.258210 = -203496.740519 nChanged 18 SP:Iteration 40F (7509.257788 sec): 3 clusters Score: Raw -205211.612137 + Penalty 1706.258210 = -203505.353927 nChanged 20 SP:Iteration 41Q (7509.370950 sec): 3 clusters Score: Raw -205221.312953 + Penalty 1706.258210 = -203515.054743 nChanged 19 SP:Iteration 42Q (7509.479847 sec): 3 clusters Score: Raw -205227.513099 + Penalty 1706.258210 = -203521.254888 nChanged 19 SP:Iteration 43Q (7509.580049 sec): 3 clusters Score: Raw -205233.068316 + Penalty 1706.258210 = -203526.810105 nChanged 19 SP:Iteration 44Q (7509.689900 sec): 3 clusters Score: Raw -205239.248274 + Penalty 1706.258210 = -203532.990064 nChanged 17 SP:Iteration 45Q (7509.802910 sec): 3 clusters Score: Raw -205244.694785 + Penalty 1706.258210 = -203538.436575 nChanged 14 SP:Iteration 46Q (7509.907441 sec): 3 clusters Score: Raw -205248.330749 + Penalty 1706.258210 = -203542.072538 nChanged 7 SP:Iteration 47Q (7510.017947 sec): 3 clusters Score: Raw -205250.345764 + Penalty 1706.258210 = -203544.087553 nChanged 6 SP:Iteration 48Q (7510.134225 sec): 3 clusters Score: Raw -205250.860052 + Penalty 1706.258210 = -203544.601842 nChanged 2 SP:Iteration 49Q (7510.253689 sec): 3 clusters Score: Raw -205251.074788 + Penalty 1706.258210 = -203544.816577 nChanged 2 SP:Iteration 50Q (7510.373040 sec): 3 clusters Score: Raw -205251.654411 + Penalty 1706.258210 = -203545.396201 nChanged 4 SP:Iteration 51Q (7510.490424 sec): 3 clusters Score: Raw -205252.266656 + Penalty 1706.258210 = -203546.008446 nChanged 4 SP:Iteration 52Q (7510.601409 sec): 3 clusters Score: Raw -205252.909434 + Penalty 1706.258210 = -203546.651224 nChanged 2 SP:Iteration 53Q (7510.723173 sec): 3 clusters Score: Raw -205253.272602 + Penalty 1706.258210 = -203547.014392 nChanged 1 SP:Iteration 54Q (7510.839451 sec): 3 clusters Score: Raw -205253.378259 + Penalty 1706.258210 = -203547.120049 nChanged 1 SP:Iteration 55Q (7510.957886 sec): 3 clusters Score: Raw -205253.440646 + Penalty 1706.258210 = -203547.182436 nChanged 1 SP:Iteration 56Q (7511.076818 sec): 3 clusters Score: Raw -205253.754772 + Penalty 1706.258210 = -203547.496561 nChanged 1 SP:Iteration 57Q (7511.195405 sec): 3 clusters Score: Raw -205253.893876 + Penalty 1706.258210 = -203547.635666 nChanged 2 SP:Iteration 58Q (7511.291513 sec): 3 clusters Score: Raw -205254.187661 + Penalty 1706.258210 = -203547.929450 nChanged 2 SP:Iteration 59Q (7511.445486 sec): 3 clusters Score: Raw -205254.366750 + Penalty 1706.258210 = -203548.108539 nChanged 2 SP:Iteration 60F (7511.537359 sec): 3 clusters Score: Raw -205254.559584 + Penalty 1706.258210 = -203548.301373 nChanged 1 SP:Iteration 61Q (7511.649801 sec): 3 clusters Score: Raw -205254.935817 + Penalty 1706.258210 = -203548.677606 nChanged 2 SP:Iteration 62Q (7511.763188 sec): 3 clusters Score: Raw -205255.553312 + Penalty 1706.258210 = -203549.295102 nChanged 0 SP:Iteration 63F (7511.874227 sec): 3 clusters Score: Raw -205255.553312 + Penalty 1706.258210 = -203549.295102 nChanged 0 Trying to split cluster 20 (1857 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7511.933414 sec): 2 clusters Score: Raw -108589.425528 + Penalty 790.305344 = -107799.120184 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7512.041204 sec): 3 clusters Score: Raw -107752.563578 + Penalty 1580.610688 = -106171.952890 nChanged 714 SP:Iteration 1F (7512.189894 sec): 3 clusters Score: Raw -108313.092499 + Penalty 1580.610688 = -106732.481811 nChanged 207 SP:Iteration 2F (7512.286436 sec): 3 clusters Score: Raw -108501.930521 + Penalty 1580.610688 = -106921.319833 nChanged 118 SP:Iteration 3F (7512.407020 sec): 3 clusters Score: Raw -108602.370034 + Penalty 1580.610688 = -107021.759346 nChanged 86 SP:Iteration 4Q (7512.520290 sec): 3 clusters Score: Raw -108674.074923 + Penalty 1580.610688 = -107093.464235 nChanged 61 SP:Iteration 5Q (7512.607153 sec): 3 clusters Score: Raw -108715.997887 + Penalty 1580.610688 = -107135.387199 nChanged 37 SP:Iteration 6Q (7512.729949 sec): 3 clusters Score: Raw -108738.507741 + Penalty 1580.610688 = -107157.897053 nChanged 24 SP:Iteration 7Q (7512.803891 sec): 3 clusters Score: Raw -108758.800618 + Penalty 1580.610688 = -107178.189931 nChanged 25 SP:Iteration 8Q (7512.929292 sec): 3 clusters Score: Raw -108782.601985 + Penalty 1580.610688 = -107201.991297 nChanged 19 SP:Iteration 9Q (7513.008434 sec): 3 clusters Score: Raw -108797.423318 + Penalty 1580.610688 = -107216.812630 nChanged 14 SP:Iteration 10Q (7513.117487 sec): 3 clusters Score: Raw -108804.238273 + Penalty 1580.610688 = -107223.627585 nChanged 14 SP:Iteration 11Q (7513.228024 sec): 3 clusters Score: Raw -108813.372044 + Penalty 1580.610688 = -107232.761356 nChanged 15 SP:Iteration 12Q (7513.336103 sec): 3 clusters Score: Raw -108819.978041 + Penalty 1580.610688 = -107239.367353 nChanged 13 SP:Iteration 13Q (7513.444847 sec): 3 clusters Score: Raw -108824.889599 + Penalty 1580.610688 = -107244.278911 nChanged 7 SP:Iteration 14Q (7513.555590 sec): 3 clusters Score: Raw -108829.206882 + Penalty 1580.610688 = -107248.596195 nChanged 7 SP:Iteration 15Q (7513.669364 sec): 3 clusters Score: Raw -108833.871568 + Penalty 1580.610688 = -107253.260880 nChanged 7 SP:Iteration 16Q (7513.763685 sec): 3 clusters Score: Raw -108839.015065 + Penalty 1580.610688 = -107258.404377 nChanged 2 SP:Iteration 17Q (7513.877542 sec): 3 clusters Score: Raw -108839.821967 + Penalty 1580.610688 = -107259.211279 nChanged 2 SP:Iteration 18Q (7513.989100 sec): 3 clusters Score: Raw -108840.379254 + Penalty 1580.610688 = -107259.768566 nChanged 1 SP:Iteration 19Q (7514.084426 sec): 3 clusters Score: Raw -108840.573442 + Penalty 1580.610688 = -107259.962754 nChanged 0 SP:Iteration 20F (7514.197334 sec): 3 clusters Score: Raw -108840.573442 + Penalty 1580.610688 = -107259.962754 nChanged 0 Trying to split cluster 21 (2925 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7514.285703 sec): 2 clusters Score: Raw -173525.524627 + Penalty 838.010225 = -172687.514402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7514.408925 sec): 3 clusters Score: Raw -172003.075539 + Penalty 1676.020450 = -170327.055090 nChanged 1160 SP:Iteration 1F (7514.503797 sec): 3 clusters Score: Raw -172750.970883 + Penalty 1676.020450 = -171074.950433 nChanged 237 SP:Iteration 2F (7514.617827 sec): 3 clusters Score: Raw -172916.550546 + Penalty 1676.020450 = -171240.530096 nChanged 172 SP:Iteration 3F (7514.730235 sec): 3 clusters Score: Raw -173028.350965 + Penalty 1676.020450 = -171352.330515 nChanged 151 SP:Iteration 4F (7514.839655 sec): 3 clusters Score: Raw -173130.812172 + Penalty 1676.020450 = -171454.791722 nChanged 135 SP:Iteration 5Q (7514.950358 sec): 3 clusters Score: Raw -173211.988753 + Penalty 1676.020450 = -171535.968304 nChanged 109 SP:Iteration 6Q (7515.059692 sec): 3 clusters Score: Raw -173280.892552 + Penalty 1676.020450 = -171604.872102 nChanged 108 SP:Iteration 7Q (7515.169337 sec): 3 clusters Score: Raw -173351.131126 + Penalty 1676.020450 = -171675.110676 nChanged 78 SP:Iteration 8Q (7515.279413 sec): 3 clusters Score: Raw -173396.818276 + Penalty 1676.020450 = -171720.797826 nChanged 75 SP:Iteration 9Q (7515.388865 sec): 3 clusters Score: Raw -173443.981699 + Penalty 1676.020450 = -171767.961249 nChanged 73 SP:Iteration 10Q (7515.497399 sec): 3 clusters Score: Raw -173485.841016 + Penalty 1676.020450 = -171809.820567 nChanged 55 SP:Iteration 11Q (7515.578909 sec): 3 clusters Score: Raw -173521.601312 + Penalty 1676.020450 = -171845.580863 nChanged 45 SP:Iteration 12Q (7515.679134 sec): 3 clusters Score: Raw -173544.908692 + Penalty 1676.020450 = -171868.888243 nChanged 45 SP:Iteration 13Q (7515.772827 sec): 3 clusters Score: Raw -173564.629278 + Penalty 1676.020450 = -171888.608829 nChanged 26 SP:Iteration 14Q (7515.874573 sec): 3 clusters Score: Raw -173572.868144 + Penalty 1676.020450 = -171896.847694 nChanged 19 SP:Iteration 15Q (7515.982213 sec): 3 clusters Score: Raw -173577.720442 + Penalty 1676.020450 = -171901.699993 nChanged 17 SP:Iteration 16Q (7516.089032 sec): 3 clusters Score: Raw -173582.327222 + Penalty 1676.020450 = -171906.306772 nChanged 14 SP:Iteration 17Q (7516.194934 sec): 3 clusters Score: Raw -173585.741647 + Penalty 1676.020450 = -171909.721198 nChanged 8 SP:Iteration 18Q (7516.308352 sec): 3 clusters Score: Raw -173587.841959 + Penalty 1676.020450 = -171911.821509 nChanged 9 SP:Iteration 19Q (7516.406318 sec): 3 clusters Score: Raw -173590.904417 + Penalty 1676.020450 = -171914.883967 nChanged 5 SP:Iteration 20F (7516.432121 sec): 3 clusters Score: Raw -173592.830803 + Penalty 1676.020450 = -171916.810353 nChanged 4 SP:Iteration 21Q (7516.457811 sec): 3 clusters Score: Raw -173593.308614 + Penalty 1676.020450 = -171917.288164 nChanged 6 SP:Iteration 22Q (7516.484537 sec): 3 clusters Score: Raw -173594.449016 + Penalty 1676.020450 = -171918.428566 nChanged 1 SP:Iteration 23Q (7516.511107 sec): 3 clusters Score: Raw -173594.635595 + Penalty 1676.020450 = -171918.615145 nChanged 1 SP:Iteration 24Q (7516.537456 sec): 3 clusters Score: Raw -173594.743869 + Penalty 1676.020450 = -171918.723419 nChanged 0 SP:Iteration 25F (7516.563849 sec): 3 clusters Score: Raw -173594.743869 + Penalty 1676.020450 = -171918.723419 nChanged 0 Trying to split cluster 22 (9854 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7516.620263 sec): 2 clusters Score: Raw -597057.172091 + Penalty 965.541438 = -596091.630653 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7516.676652 sec): 3 clusters Score: Raw -591252.185035 + Penalty 1931.082876 = -589321.102159 nChanged 4415 SP:Iteration 1F (7516.732200 sec): 3 clusters Score: Raw -593715.297538 + Penalty 1931.082876 = -591784.214662 nChanged 594 SP:Iteration 2F (7516.800848 sec): 3 clusters Score: Raw -594002.080850 + Penalty 1931.082876 = -592070.997974 nChanged 562 SP:Iteration 3F (7516.862896 sec): 3 clusters Score: Raw -594284.601244 + Penalty 1931.082876 = -592353.518368 nChanged 580 SP:Iteration 4F (7516.973474 sec): 3 clusters Score: Raw -594587.107271 + Penalty 1931.082876 = -592656.024395 nChanged 565 SP:Iteration 5F (7517.113482 sec): 3 clusters Score: Raw -594890.893022 + Penalty 1931.082876 = -592959.810146 nChanged 537 SP:Iteration 6F (7517.248399 sec): 3 clusters Score: Raw -595193.716629 + Penalty 1931.082876 = -593262.633753 nChanged 497 SP:Iteration 7F (7517.386288 sec): 3 clusters Score: Raw -595524.679532 + Penalty 1931.082876 = -593593.596656 nChanged 467 SP:Iteration 8Q (7517.503788 sec): 3 clusters Score: Raw -595852.882922 + Penalty 1931.082876 = -593921.800046 nChanged 424 SP:Iteration 9Q (7517.618332 sec): 3 clusters Score: Raw -596163.768189 + Penalty 1931.082876 = -594232.685313 nChanged 345 SP:Iteration 10Q (7517.789811 sec): 3 clusters Score: Raw -596399.291340 + Penalty 1931.082876 = -594468.208464 nChanged 271 SP:Iteration 11Q (7517.941545 sec): 3 clusters Score: Raw -596577.087139 + Penalty 1931.082876 = -594646.004263 nChanged 229 SP:Iteration 12Q (7518.076838 sec): 3 clusters Score: Raw -596745.173354 + Penalty 1931.082876 = -594814.090478 nChanged 175 SP:Iteration 13Q (7518.224545 sec): 3 clusters Score: Raw -596867.963855 + Penalty 1931.082876 = -594936.880979 nChanged 134 SP:Iteration 14Q (7518.365834 sec): 3 clusters Score: Raw -596948.311415 + Penalty 1931.082876 = -595017.228538 nChanged 107 SP:Iteration 15Q (7518.492267 sec): 3 clusters Score: Raw -597010.953958 + Penalty 1931.082876 = -595079.871082 nChanged 82 SP:Iteration 16Q (7518.630206 sec): 3 clusters Score: Raw -597056.978599 + Penalty 1931.082876 = -595125.895723 nChanged 67 SP:Iteration 17Q (7518.771231 sec): 3 clusters Score: Raw -597094.714004 + Penalty 1931.082876 = -595163.631128 nChanged 48 SP:Iteration 18Q (7518.911352 sec): 3 clusters Score: Raw -597119.788195 + Penalty 1931.082876 = -595188.705319 nChanged 35 SP:Iteration 19Q (7518.991961 sec): 3 clusters Score: Raw -597136.052366 + Penalty 1931.082876 = -595204.969490 nChanged 35 SP:Iteration 20F (7519.048775 sec): 3 clusters Score: Raw -597152.343686 + Penalty 1931.082876 = -595221.260810 nChanged 34 SP:Iteration 21Q (7519.104843 sec): 3 clusters Score: Raw -597169.422546 + Penalty 1931.082876 = -595238.339670 nChanged 31 SP:Iteration 22Q (7519.160358 sec): 3 clusters Score: Raw -597187.056796 + Penalty 1931.082876 = -595255.973920 nChanged 22 SP:Iteration 23Q (7519.215838 sec): 3 clusters Score: Raw -597195.025077 + Penalty 1931.082876 = -595263.942201 nChanged 12 SP:Iteration 24Q (7519.269147 sec): 3 clusters Score: Raw -597199.421200 + Penalty 1931.082876 = -595268.338324 nChanged 7 SP:Iteration 25Q (7519.322439 sec): 3 clusters Score: Raw -597202.783319 + Penalty 1931.082876 = -595271.700442 nChanged 9 SP:Iteration 26Q (7519.376335 sec): 3 clusters Score: Raw -597206.428291 + Penalty 1931.082876 = -595275.345414 nChanged 7 SP:Iteration 27Q (7519.432616 sec): 3 clusters Score: Raw -597208.875780 + Penalty 1931.082876 = -595277.792904 nChanged 7 SP:Iteration 28Q (7519.488187 sec): 3 clusters Score: Raw -597212.018057 + Penalty 1931.082876 = -595280.935180 nChanged 2 SP:Iteration 29Q (7519.543297 sec): 3 clusters Score: Raw -597212.553763 + Penalty 1931.082876 = -595281.470887 nChanged 1 SP:Iteration 30Q (7519.597236 sec): 3 clusters Score: Raw -597212.997059 + Penalty 1931.082876 = -595281.914183 nChanged 1 SP:Iteration 31Q (7519.651357 sec): 3 clusters Score: Raw -597213.157605 + Penalty 1931.082876 = -595282.074729 nChanged 2 SP:Iteration 32Q (7519.706315 sec): 3 clusters Score: Raw -597213.921436 + Penalty 1931.082876 = -595282.838560 nChanged 1 SP:Iteration 33Q (7519.761545 sec): 3 clusters Score: Raw -597214.398697 + Penalty 1931.082876 = -595283.315821 nChanged 3 SP:Iteration 34Q (7519.884981 sec): 3 clusters Score: Raw -597215.263283 + Penalty 1931.082876 = -595284.180406 nChanged 4 SP:Iteration 35Q (7519.939840 sec): 3 clusters Score: Raw -597216.166311 + Penalty 1931.082876 = -595285.083435 nChanged 0 SP:Iteration 36F (7520.097854 sec): 3 clusters Score: Raw -597216.166311 + Penalty 1931.082876 = -595285.083435 nChanged 0 Time taken for this iteration:639.553587 seconds. 12->23 Clusters: Score -4206401.109865, best is -4207117.855505 Main iterations: 2303 (time per iteration =823.157800 ms) Total iterations: 48978 (time per iteration =38.705795 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 174814150003.000000 (time per metric unit =10.844273ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 3321468850057.000000 (time per metric unit=570.751224ps) That took 1895.732413 seconds.